Datasets:
yushengsu
/
stack-v2-python-with-content-chunk1-modified

Dataset card Data Studio Files Community
3
repo_name
stringlengths
5
114
repo_url
stringlengths
24
133
snapshot_id
stringlengths
40
40
revision_id
stringlengths
40
40
directory_id
stringlengths
40
40
branch_name
stringclasses
209 values
visit_date
timestamp[ns]
revision_date
timestamp[ns]
committer_date
timestamp[ns]
github_id
int64
9.83k
683M
⌀
star_events_count
int64
0
22.6k
fork_events_count
int64
0
4.15k
gha_license_id
stringclasses
17 values
gha_created_at
timestamp[ns]
gha_updated_at
timestamp[ns]
gha_pushed_at
timestamp[ns]
gha_language
stringclasses
115 values
files
listlengths
1
13.2k
num_files
int64
1
13.2k
tcb72/motif-mark
https://github.com/tcb72/motif-mark
02183678795611e3b3f9d009fd1b0562a0bcc204
9c66994b1175cf1f21fbc475451877a4ef1be846
c01588c942e2ad9a8552ff9c666082cc658ffe00
refs/heads/master
2022-04-17T01:20:08.815195
2020-03-17T07:02:33
2020-03-17T07:02:33
247,900,913
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6075010895729065, "alphanum_fraction": 0.6212385296821594, "avg_line_length": 34.27692413330078, "blob_id": "9a1f012219549dc2d27aad7817799fc1ffc49cff", "content_id": "9841cefa6d08fb522bfa0847de91ecaae1ffc8c4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4586, "license_type": "no_license", "max_line_length": 126, "num_lines": 130, "path": "/motif_mark.py", "repo_name": "tcb72/motif-mark", "src_encoding": "UTF-8", "text": "import cairocffi as cairo\nfrom gene import Gene\nfrom itertools import product\nimport random\nimport seaborn as sns\nimport argparse\n\ndef multiline_to_dict_fasta(file):\n fasta_dict = dict()\n with open(file) as f:\n for index,line in enumerate(f):\n if (line.startswith('>')):\n curr_header = line.strip()\n fasta_dict[curr_header] = ''\n else:\n fasta_dict[curr_header] += line.strip()\n return(fasta_dict)\n\ndef get_motifs(file):\n with open(file) as f:\n raw_motifs = [i.strip() for i in f.readlines()]\n\n ambiguous_bases = {'y':['c','t'], 'u':['u','t']}\n motif_dict = {}\n for motif in raw_motifs:\n motif_char_list = []\n motif_chars = list(motif)\n for char in motif_chars:\n if char.lower() in ambiguous_bases:\n motif_char_list.append(ambiguous_bases[char.lower()])\n else:\n motif_char_list.append([char])\n if motif.isupper():\n curr_motifs = [''.join(i).upper() for i in list(product(*motif_char_list))]\n else:\n curr_motifs = [''.join(i) for i in list(product(*motif_char_list))]\n motif_dict[motif] = curr_motifs\n return(motif_dict)\n\ndef draw_surface(fasta_dict, num_motifs):\n num_genes = len(fasta_dict)\n # width is length of longest sequence plus 100 (for some extra white space)\n WIDTH = len(sorted(fasta_dict.values(), key=len)[-1]) + 100\n # height is the y_offset * number of genes\n HEIGHT = 100*num_genes + 20*num_motifs\n surface = cairo.SVGSurface(\"plot.svg\", WIDTH, HEIGHT)\n context = cairo.Context(surface)\n return(context)\n\ndef draw_introns(introns, X_OFFSET, y_offset, Y_INITIAL):\n for intron in introns:\n intron_start = intron[0]\n intron_end = intron[1]\n context.set_source_rgb(0, 0, 0)\n context.move_to(X_OFFSET+intron_start,Y_INITIAL+y_offset)\n context.line_to(X_OFFSET+intron_end,Y_INITIAL+y_offset)\n context.stroke()\n\ndef draw_exons(exons, X_OFFSET, y_offset, Y_INITIAL, RECTANGLE_HEIGHT):\n for exon in exons:\n exon_start = exon[0]\n exon_end = exon[1]\n context.set_source_rgb(0, 0, 0)\n context.rectangle(X_OFFSET+exon_start, Y_INITIAL-(RECTANGLE_HEIGHT/2)+y_offset, exon_end-exon_start, RECTANGLE_HEIGHT)\n context.stroke()\n\ndef draw_motifs(palette, motif_locations,X_OFFSET, y_offset, Y_INITIAL):\n for index,motif in enumerate(motif_locations):\n context.set_source_rgb(*palette[index])\n for pos in motif_locations[motif]:\n context.move_to(X_OFFSET + pos, Y_INITIAL + y_offset + 10)\n context.line_to(X_OFFSET + pos, Y_INITIAL + y_offset - 10)\n context.stroke()\n\ndef draw_legend(palette, X_OFFSET, y_offset,motifs):\n legend_offset = 0\n for index,rgb in enumerate(palette):\n context.move_to(X_OFFSET+15,y_offset+legend_offset+3)\n context.set_source_rgb(0, 0, 0)\n context.show_text(motifs[index])\n context.set_source_rgb(rgb[0],rgb[1],rgb[2])\n context.move_to(X_OFFSET,y_offset+legend_offset)\n context.line_to(X_OFFSET+10, y_offset+legend_offset)\n context.stroke()\n legend_offset += 20\n\n\n\nif __name__ == \"__main__\":\n\n parser = argparse.ArgumentParser()\n parser.add_argument('--fasta')\n parser.add_argument('--motifs')\n args = parser.parse_args()\n\n #'/home/tcb/Downloads/Figure_1.fasta'\n #'/home/tcb/Downloads/Fig_1_motifs.txt'\n fasta = multiline_to_dict_fasta(args.fasta)\n motifs = get_motifs(args.motifs)\n\n\n X_OFFSET = 75\n Y_INITIAL = 25\n RECTANGLE_HEIGHT = 30\n palette = sns.color_palette(None, len(motifs))\n context = draw_surface(fasta, len(motifs))\n context.set_line_width(1)\n context.save()\n context.set_source_rgb(1, 1, 1)\n context.paint()\n context.restore()\n\n y_offset = 0\n for header,sequence in fasta.items():\n gene = Gene(header,sequence)\n gene_name = gene.get_gene_name()\n gene_length = gene.get_gene_length()\n introns, exons = gene.get_intron_exon_locations()\n motif_locations = gene.find_motif_locations(motifs)\n context.set_source_rgb(0, 0, 0)\n context.move_to(20,Y_INITIAL+y_offset+5)\n context.show_text(gene_name)\n\n draw_introns(introns,X_OFFSET, y_offset, Y_INITIAL)\n draw_exons(exons, X_OFFSET, y_offset, Y_INITIAL, RECTANGLE_HEIGHT)\n draw_motifs(palette,motif_locations, X_OFFSET, y_offset, Y_INITIAL)\n\n y_offset += 100\n\n draw_legend(palette,X_OFFSET,y_offset,list(motifs.keys()))\n" }, { "alpha_fraction": 0.554951012134552, "alphanum_fraction": 0.5614798665046692, "avg_line_length": 29.633333206176758, "blob_id": "64b8805074fa314b094e264e2cb801605ff37f98", "content_id": "3ab8000c686d3246125174279cc710ccb2f9963a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1838, "license_type": "no_license", "max_line_length": 76, "num_lines": 60, "path": "/gene.py", "repo_name": "tcb72/motif-mark", "src_encoding": "UTF-8", "text": "import re\nfrom operator import itemgetter\nfrom itertools import *\n\nclass Gene:\n\n def __init__(self, header, sequence):\n self.header = header\n self.sequence = sequence\n\n def get_gene_name(self):\n return(self.header.split(' ')[0][1:])\n\n def get_intron_exon_locations(self):\n exon_indexes = []\n intron_indexes = []\n for index,char in enumerate(self.sequence):\n #deal w/ beginning and end of sequence\n if char.islower():\n intron_indexes.append(index)\n else:\n exon_indexes.append(index)\n\n intron_groups=[]\n exon_groups = []\n for k, g in groupby(enumerate(intron_indexes), lambda x: x[0]-x[1]):\n intron_groups.append(list(map(itemgetter(1), g)))\n\n for k, g in groupby(enumerate(exon_indexes), lambda x: x[0]-x[1]):\n exon_groups.append(list(map(itemgetter(1), g)))\n\n\n intron_start_end = [(item[0],item[-1]) for item in intron_groups]\n exon_start_end = [(item[0],item[-1]) for item in exon_groups]\n\n\n return intron_start_end, exon_start_end\n\n def find_motif_locations(self, motifs):\n motif_count = {}\n motif_pos_info = {}\n # for each motif\n for motif in motifs:\n curr_motif_start_positions = []\n curr_motif_seqs = [i.lower() for i in motifs[motif]]\n for i in range(len(self.sequence)):\n curr_kmer = self.sequence[i:i+len(motif)]\n if curr_kmer.lower() in curr_motif_seqs:\n curr_motif_start_positions.append(i)\n if len(curr_kmer) < len(motif):\n break\n motif_pos_info[motif] = curr_motif_start_positions\n\n return(motif_pos_info)\n\n\n\n\n def get_gene_length(self):\n return(len(self.sequence))\n" }, { "alpha_fraction": 0.7647058963775635, "alphanum_fraction": 0.7712418437004089, "avg_line_length": 24.33333396911621, "blob_id": "b76ecc16b45f2c3b8a20ea6a813d7d1c2347109e", "content_id": "df7e229e9262beee3efa9b320e782d6f80d75a96", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 153, "license_type": "no_license", "max_line_length": 66, "num_lines": 6, "path": "/README.md", "repo_name": "tcb72/motif-mark", "src_encoding": "UTF-8", "text": "# motif-mark\nmarking motifs, of course\n\nusage: python3 motif_mark.py --fasta fasta.csv --motifs motifs.txt\n\nmotifs.txt must have comma separated motifs\n\n" } ]
3
BrainCradle/BERT-keras-TF-CNTK
https://github.com/BrainCradle/BERT-keras-TF-CNTK
192096c08b2ca57efe5db42b9ecf4cfa804181f9
aade4090b634f0afbbdb7c651987a4c854564bdb
e83a78b3a3006445eaba0e0ecbb874d17b13345a
refs/heads/master
2020-06-29T04:04:56.961300
2019-01-28T16:15:56
2019-01-28T16:15:56
null
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5596779584884644, "alphanum_fraction": 0.5727726817131042, "avg_line_length": 41.31722640991211, "blob_id": "1a0ae747cbe16290f3cd2d7ede624c9ade1316de", "content_id": "1456fcdc1344a08cfbf79d31b8f2865f7dbec1e4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 20619, "license_type": "no_license", "max_line_length": 150, "num_lines": 476, "path": "/bert.py", "repo_name": "BrainCradle/BERT-keras-TF-CNTK", "src_encoding": "UTF-8", "text": "import math\r\nimport numpy as np\r\nimport ujson as json\r\nimport six\r\nfrom keras.models import Model\r\nfrom keras.layers import Dense, Dropout, Reshape, Input, Embedding, Softmax, Add\r\nfrom keras.initializers import TruncatedNormal\r\nfrom keras import backend as K\r\nfrom keras.engine.topology import Layer\r\n\r\nif K.backend() == \"cntk\":\r\n import cntk as C\r\n\r\ndef batch_dot(a, b):\r\n if K.backend() == \"cntk\":\r\n a_shape = K.shape(a)\r\n a = K.reshape(a, [-1] + list(a_shape[-2:]))\r\n\r\n b_shape = K.shape(b)\r\n b = K.reshape(b, [-1] + list(b_shape[-2:]))\r\n\r\n res = C.times(a, b)\r\n return K.reshape(res, [-1] + list(a_shape[1:-1]) + [b_shape[-1]])\r\n else:\r\n return K.batch_dot(a,b)\r\n\r\ndef swapaxes(t, axis1, axis2):\r\n if K.backend() == \"cntk\":\r\n return C.swapaxes(t, axis1=(axis1-1), axis2=(axis2-1)) # 0, 3, 2, 1, 4\r\n else:\r\n swap = np.arange(K.ndim(t))\r\n swap[axis1] = axis2\r\n swap[axis2] = axis1\r\n return K.permute_dimensions(t, swap)\r\n\r\ndef erf(x):\r\n positives = K.cast(K.greater_equal(x, 0.), K.dtype(x))\r\n sign = positives * 1 + (1. - positives ) * -1\r\n x = K.abs(x)\r\n a1 = 0.254829592\r\n a2 = -0.284496736\r\n a3 = 1.421413741\r\n a4 = -1.453152027\r\n a5 = 1.061405429\r\n p = 0.3275911\r\n t = 1.0/(1.0 + p*x)\r\n y = 1.0 - (((((a5*t + a4)*t) + a3)*t + a2)*t + a1)*t* K.exp(-x*x)\r\n return sign*y\r\n\r\n\r\nclass GELU(Layer):\r\n def __init__(self, **kwargs):\r\n super(GELU, self).__init__(**kwargs)\r\n\r\n def build(self, input_shape):\r\n super(GELU, self).build(input_shape)\r\n\r\n def call(self, x):\r\n cdf = 0.5 * (1.0 + erf(x / math.sqrt(2.0)))\r\n return x * cdf\r\n\r\n def compute_output_shape(self, input_shape):\r\n return input_shape\r\n\r\n\r\nclass LayerNormalization(Layer):\r\n def __init__(self, **kwargs):\r\n super(LayerNormalization, self).__init__(**kwargs)\r\n\r\n def build(self, input_shape):\r\n self.scale = self.add_weight(name='scale', shape=(input_shape[-1],), initializer='one', trainable=True)\r\n self.bias = self.add_weight(name='bias', shape=(input_shape[-1],), initializer='zero', trainable=True)\r\n super(LayerNormalization, self).build(input_shape)\r\n\r\n def call(self, x, mask=None, training=None):\r\n mean = K.mean(x, axis=-1, keepdims=True)\r\n variance = K.mean(K.square(x - mean), axis=-1, keepdims=True)\r\n norm_x = (x - mean) / K.sqrt(variance + K.epsilon())\r\n return norm_x * self.scale + self.bias\r\n\r\n def compute_output_shape(self, input_shape):\r\n return input_shape\r\n\r\nclass Reduce(Layer):\r\n def __init__(self, mode=\"first\", **kwargs):\r\n self.mode = mode\r\n super(Reduce, self).__init__(**kwargs)\r\n\r\n def build(self, input_shape):\r\n super(Reduce, self).build(input_shape)\r\n\r\n def call(self, x):\r\n x, mask = x\r\n mask = K.expand_dims(mask, axis=-1)\r\n\r\n if self.mode == \"first\":\r\n return K.squeeze(x[:, 0:1, :], axis=1)\r\n elif self.mode == \"max+\":\r\n return K.max(K.maximum(x*mask, 0.), axis=1)\r\n elif self.mode == \"mean\":\r\n return K.sum(x*mask, axis=1, keepdims=False) / K.sum(mask, axis=1, keepdims=False)\r\n elif self.mode == \"max1\": # without first value\r\n return K.max(K.maximum(x[:, 1:, :]*mask[:, 1:, :], 0.), axis=1)\r\n elif self.mode == \"max\": # with negatives\r\n return K.max(x*mask - 1000000 * (1 - mask), axis=1)\r\n elif self.mode == \"mean1\": # remove first value\r\n return K.sum(x[:, 1:, :]*mask[:, 1:, :], axis=1, keepdims=False) / K.sum(mask[:, 1:, :], axis=1, keepdims=False) # remove first value TODO\r\n\r\n else:\r\n raise ValueError(\"Reduce mode %s not known.\" % self.mode)\r\n\r\n def compute_output_shape(self, input_shape):\r\n return (input_shape[0][0], input_shape[0][2])\r\n\r\n\r\nclass AttentionMask(Layer):\r\n def __init__(self, **kwargs):\r\n super(AttentionMask, self).__init__(**kwargs)\r\n\r\n def build(self, input_shape):\r\n super(AttentionMask, self).build(input_shape)\r\n\r\n def call(self, x):\r\n from_tensor, to_mask = x\r\n to_mask = K.cast( K.reshape(to_mask, [-1, 1, K.shape(to_mask)[1] ]), K.floatx())\r\n mask = K.tile(to_mask, (1, K.shape(from_tensor)[1], 1))\r\n return mask\r\n\r\n def compute_output_shape(self, input_shape):\r\n return (input_shape[0][0], input_shape[0][1], input_shape[1][1])\r\n\r\n\r\ndef transformer_model(input_tensor,\r\n attention_mask=None,\r\n hidden_size=768,\r\n num_hidden_layers=12,\r\n num_attention_heads=12,\r\n intermediate_size=3072,\r\n hidden_dropout_prob=0.1,\r\n attention_probs_dropout_prob=0.1,\r\n initializer_range=0.02,\r\n do_return_all_layers=False):\r\n\r\n if hidden_size % num_attention_heads != 0:\r\n raise ValueError(\r\n \"The hidden size (%d) is not a multiple of the number of attention \"\r\n \"heads (%d)\" % (hidden_size, num_attention_heads))\r\n\r\n attention_head_size = int(hidden_size / num_attention_heads)\r\n input_shape = K.int_shape(input_tensor)\r\n seq_length = input_shape[1]\r\n input_width = input_shape[2]\r\n\r\n # The Transformer performs sum residuals on all layers so the input needs\r\n # to be the same as the hidden size.\r\n if input_width != hidden_size:\r\n raise ValueError(\"The width of the input tensor (%d) != hidden size (%d)\" %\r\n (input_width, hidden_size))\r\n\r\n prev_output = Reshape((-1, input_width))(input_tensor)\r\n\r\n all_layer_outputs = []\r\n for layer_idx in range(num_hidden_layers):\r\n layer_input = prev_output\r\n\r\n # `query_layer` = [B*F, N*H]\r\n query_layer = Dense(num_attention_heads * attention_head_size,\r\n activation=None,\r\n name=\"encoder/layer_%d/attention/self/query\" % (layer_idx),\r\n kernel_initializer=TruncatedNormal(stddev=initializer_range))(layer_input)\r\n # return query_layer\r\n # `key_layer` = [B*T, N*H]\r\n key_layer = Dense(num_attention_heads * attention_head_size,\r\n activation=None,\r\n name=\"encoder/layer_%d/attention/self/key\" % (layer_idx),\r\n kernel_initializer=TruncatedNormal(stddev=initializer_range))(layer_input)\r\n\r\n # `value_layer` = [B*T, N*H]\r\n value_layer = Dense(num_attention_heads * attention_head_size,\r\n activation=None,\r\n name=\"encoder/layer_%d/attention/self/value\" % (layer_idx),\r\n kernel_initializer=TruncatedNormal(stddev=initializer_range))(layer_input)\r\n\r\n attention_output = AttentionLayer(\r\n num_attention_heads=num_attention_heads,\r\n size_per_head=attention_head_size,\r\n attention_probs_dropout_prob=attention_probs_dropout_prob,\r\n initializer_range=initializer_range,\r\n do_return_2d_tensor=False,\r\n seq_length=seq_length)([query_layer, key_layer, value_layer, attention_mask])\r\n\r\n attention_output = Dense(hidden_size,\r\n name=\"encoder/layer_%d/attention/output/dense\" % layer_idx,\r\n kernel_initializer=TruncatedNormal(stddev=initializer_range))(attention_output)\r\n attention_output = Dropout(hidden_dropout_prob)(attention_output)\r\n attention_output = Add()([attention_output, layer_input])\r\n attention_output = LayerNormalization(name = (\"encoder/layer_%d/attention/output\" % layer_idx) + \"/LayerNorm\")(attention_output)\r\n\r\n # The activation is only applied to the \"intermediate\" hidden layer.\r\n intermediate_output = Dense(\r\n intermediate_size,\r\n name = \"encoder/layer_%d/intermediate/dense\" % layer_idx,\r\n kernel_initializer=TruncatedNormal(initializer_range))(attention_output)\r\n intermediate_output = GELU()(intermediate_output)\r\n\r\n # Down-project back to `hidden_size` then add the residual.\r\n layer_output = Dense(\r\n hidden_size,\r\n name=\"encoder/layer_%d/output/dense\" % layer_idx,\r\n kernel_initializer=TruncatedNormal(initializer_range))(intermediate_output)\r\n\r\n layer_output = Dropout(hidden_dropout_prob)(layer_output)\r\n layer_output = Add()([layer_output, attention_output])\r\n layer_output = LayerNormalization(name=(\"encoder/layer_%d/output\" % layer_idx) + \"/LayerNorm\")(layer_output)\r\n prev_output = layer_output\r\n all_layer_outputs.append(layer_output)\r\n\r\n if do_return_all_layers:\r\n final_outputs = []\r\n for layer_output in all_layer_outputs:\r\n final_output = layer_output\r\n final_outputs.append(final_output)\r\n return final_outputs\r\n else:\r\n final_output = layer_output\r\n return final_output\r\n\r\n\r\nclass AttentionLayer(Layer):\r\n def __init__(self, num_attention_heads=1,\r\n size_per_head=512,\r\n attention_probs_dropout_prob=0.0,\r\n initializer_range=0.02,\r\n do_return_2d_tensor=False,\r\n seq_length=None,\r\n **kwargs):\r\n self.num_attention_heads = num_attention_heads\r\n self.size_per_head = size_per_head\r\n self.seq_length = seq_length\r\n self.attention_probs_dropout_prob = attention_probs_dropout_prob\r\n self.do_return_2d_tensor = do_return_2d_tensor\r\n super(AttentionLayer, self).__init__(**kwargs)\r\n\r\n def build(self, input_shape):\r\n super(AttentionLayer, self).build(input_shape)\r\n\r\n def call(self, x, training=None):\r\n query_layer, key_layer, value_layer, attention_mask = x\r\n\r\n def transpose_for_scores(input_tensor, num_attention_heads, seq_length, width):\r\n output_tensor = K.reshape( input_tensor, [-1, seq_length, num_attention_heads, width])\r\n\r\n return swapaxes(output_tensor, 1, 2)\r\n\r\n # `query_layer` = [B, N, F, H]\r\n query_layer = transpose_for_scores(query_layer, self.num_attention_heads, self.seq_length, self.size_per_head)\r\n\r\n # `key_layer` = [B, N, T, H]\r\n key_layer = transpose_for_scores(key_layer, self.num_attention_heads, self.seq_length, self.size_per_head)\r\n\r\n # Take the dot product between \"query\" and \"key\" to get the raw\r\n # attention scores.\r\n # `attention_scores` = [B, N, F, T]\r\n key_layer = swapaxes(key_layer, 2, 3)\r\n attention_scores = batch_dot(query_layer, key_layer)\r\n attention_scores /= math.sqrt(float(self.size_per_head))\r\n\r\n if attention_mask is not None:\r\n # `attention_mask` = [B, 1, F, T]\r\n attention_mask = K.expand_dims(attention_mask, axis=1)\r\n\r\n # Since attention_mask is 1.0 for positions we want to attend and 0.0 for\r\n # masked positions, this operation will create a tensor which is 0.0 for\r\n # positions we want to attend and -10000.0 for masked positions.\r\n adder = (1.0 - K.cast(attention_mask, K.floatx() )) * -10000.0\r\n\r\n # Since we are adding it to the raw scores before the softmax, this is\r\n # effectively the same as removing these entirely.\r\n attention_scores += adder\r\n\r\n # Normalize the attention scores to probabilities.\r\n attention_shape = K.shape(attention_scores)\r\n attention_scores = K.reshape(attention_scores, (-1, attention_shape[-1]))\r\n attention_probs = K.softmax(attention_scores)\r\n # `attention_probs` = [B, N, F, T]\r\n attention_probs = K.reshape(attention_probs, [-1, self.num_attention_heads, self.seq_length, self.seq_length])\r\n\r\n # This is actually dropping out entire tokens to attend to, which might\r\n # seem a bit unusual, but is taken from the original Transformer paper.\r\n attention_probs = K.in_train_phase(K.dropout(attention_probs, self.attention_probs_dropout_prob), attention_probs, training=training)\r\n\r\n\r\n # `value_layer` = [B, T, N, H]\r\n value_layer = K.reshape(value_layer, [-1, self.seq_length, self.num_attention_heads, self.size_per_head])\r\n\r\n # `value_layer` = [B, N, T, H]\r\n value_layer = swapaxes( value_layer, 1, 2)\r\n\r\n # `context_layer` = [B, N, F, H]\r\n context_layer = batch_dot(attention_probs, value_layer)\r\n\r\n # `context_layer` = [B, F, N, H]\r\n context_layer = swapaxes(context_layer, 1, 2)\r\n\r\n\r\n if self.do_return_2d_tensor:\r\n # `context_layer` = [B*F, N*H]\r\n context_layer = K.reshape(context_layer, [-1, self.num_attention_heads * self.size_per_head])\r\n else:\r\n # `context_layer` = [B, F, N*H]\r\n context_layer = K.reshape(context_layer, [-1, self.seq_length, self.num_attention_heads * self.size_per_head])\r\n\r\n return context_layer\r\n\r\n def compute_output_shape(self, input_shape):\r\n return (-1, self.seq_length, self.num_attention_heads * self.size_per_head)\r\n\r\n\r\n\r\nclass Network:\r\n\r\n def __init__(self, unknownargs, **kwargs):\r\n self.hidden_size=768,\r\n self.num_hidden_layers=12,\r\n self.num_attention_heads=12,\r\n self.intermediate_size=3072,\r\n self.hidden_dropout_prob=0.1,\r\n self.attention_probs_dropout_prob=0.1,\r\n self.max_position_embeddings=512,\r\n self.type_vocab_size=16,\r\n self.initializer_range=0.02\r\n\r\n import argparse\r\n parser = argparse.ArgumentParser(add_help=False)\r\n parser.add_argument('--bert_config_file', type=str,\r\n default=\"/sharedfiles/multi_cased_L-12_H-768_A-12/bert_config.json\",\r\n help= \"The config json file corresponding to the pre-trained BERT model. \"\r\n \"This specifies the model architecture.\")\r\n parser.add_argument(\"--init_checkpoint\", type=str, default=\"\",\r\n help = \"Initial checkpoint (usually from a pre-trained BERT model).\")\r\n parser.add_argument(\"--reduction\", type=str, default=\"first\",\r\n help = \"Reduction method.\")\r\n\r\n\r\n newargs, _ = parser.parse_known_args(unknownargs)\r\n print(\"Model parameters:\")\r\n for arg in vars(newargs):\r\n print(\" \"*3, arg +\":\", getattr(newargs, arg))\r\n self.__dict__.update(vars(newargs))\r\n\r\n print(\"Loading parameters from Bert config file:\")\r\n with open(self.bert_config_file, \"r\") as reader:\r\n json_object = json.loads(reader.read())\r\n for (key, value) in six.iteritems(json_object):\r\n print(\" \"*3, key +\":\", value)\r\n self.__dict__[key] = value\r\n\r\n if self.hidden_act != \"gelu\":\r\n raise ValueError(\"Only GELU activation implemented.\")\r\n\r\n\r\n def build(self, seq_length = 128, **kwargs):\r\n\r\n # Input Embedding Layer\r\n input_ids = Input((seq_length,)) # [bs, len,]\r\n input_mask = Input((seq_length,)) # [bs, len]\r\n token_type_ids = Input((seq_length,)) # [bs, len]\r\n input_index = Input((seq_length,)) # [bs, len]\r\n inputs = [input_ids , input_mask, token_type_ids, input_index]\r\n\r\n # Word embeddings\r\n WordEmbedding = Embedding(self.vocab_size, self.hidden_size,\r\n trainable=False,\r\n embeddings_initializer=TruncatedNormal(stddev=self.initializer_range),\r\n name=\"embeddings/word_embeddings\")\r\n\r\n embedding_output = WordEmbedding(input_ids)\r\n\r\n if seq_length > self.max_position_embeddings:\r\n raise ValueError(\"Sequence length has to be smaller than position embeddings length\")\r\n\r\n # Token type embeddings\r\n TokenTypeEmbedding = Embedding(self.type_vocab_size, self.hidden_size,\r\n trainable=False,\r\n embeddings_initializer=TruncatedNormal(stddev=self.initializer_range),\r\n name=\"embeddings/token_type_embeddings\")\r\n token_type_embeddings = TokenTypeEmbedding(token_type_ids)\r\n\r\n # Position embeddings\r\n FullPositionEmbedding = Embedding(seq_length, self.hidden_size,\r\n trainable=False,\r\n embeddings_initializer=TruncatedNormal(stddev=self.initializer_range),\r\n name=\"embeddings/position_embeddings\")\r\n position_embeddings = FullPositionEmbedding(input_index)\r\n\r\n embedding_output = Add()([embedding_output, token_type_embeddings, position_embeddings])\r\n\r\n embedding_output = LayerNormalization(name = \"embeddings/LayerNorm\")(embedding_output)\r\n self.embedding_output = Dropout(self.hidden_dropout_prob)(embedding_output)\r\n\r\n attention_mask = AttentionMask()([input_ids, input_mask])\r\n\r\n self.all_encoder_layers = transformer_model(\r\n input_tensor=self.embedding_output,\r\n attention_mask=attention_mask,\r\n hidden_size=self.hidden_size,\r\n num_hidden_layers=self.num_hidden_layers,\r\n num_attention_heads=self.num_attention_heads,\r\n intermediate_size=self.intermediate_size,\r\n hidden_dropout_prob=self.hidden_dropout_prob,\r\n attention_probs_dropout_prob=self.attention_probs_dropout_prob,\r\n initializer_range=self.initializer_range,\r\n do_return_all_layers=True)\r\n\r\n self.sequence_output = self.all_encoder_layers[-1]\r\n\r\n # We \"pool\" the model by simply taking the hidden state corresponding\r\n # to the first token. We assume that this has been pre-trained\r\n self.token_tensor = Reduce(mode=self.reduction)([self.sequence_output, input_mask])\r\n self.pooled_output = Dense(self.hidden_size,\r\n activation=\"tanh\",\r\n name=\"pooler/dense\",\r\n kernel_initializer=TruncatedNormal(self.initializer_range))(self.token_tensor)\r\n\r\n self.model = Model(inputs=inputs, outputs=[self.pooled_output, self.token_tensor])\r\n\r\n if self.init_checkpoint != \"\":\r\n self.load_from_checkpoint(self.init_checkpoint)\r\n\r\n self.model.strides = None\r\n self.model.offsets = None\r\n self.model.fields = None\r\n return self.model\r\n\r\n\r\n def load_from_checkpoint(self, checkpoint):\r\n if K.backend() != \"tensorflow\":\r\n raise ValueError(\"Checkpoint available under Tensorflow backend only.\")\r\n\r\n print(\"Loading from TF checkpoint\")\r\n from tensorflow.python import pywrap_tensorflow\r\n reader = pywrap_tensorflow.NewCheckpointReader(checkpoint)\r\n var_to_shape_map = reader.get_variable_to_shape_map()\r\n weights = {}\r\n for key in sorted(var_to_shape_map):\r\n tensor = reader.get_tensor(key)\r\n weights[key] = tensor\r\n\r\n scope = \"bert\"\r\n for layer in self.model.layers:\r\n skip = True\r\n\r\n if \"/LayerNorm\" in layer.name:\r\n W = [weights[scope + \"/\" + layer.name + \"/gamma\" ], weights[scope + \"/\" + layer.name + \"/beta\" ]]\r\n print(\"Setting weights for\", layer.name, [ o.shape for o in layer.get_weights()], [w.shape for w in W])\r\n layer.set_weights(W)\r\n skip = False\r\n\r\n elif \"embeddings\" in layer.name:\r\n w = weights[scope + \"/\" + layer.name ]\r\n print(\"Setting weights for\", layer.name, [ o.shape for o in layer.get_weights()], w.shape)\r\n dim = layer.get_weights()[0].shape[0]\r\n if w.shape[0] != dim:\r\n print(\"Resizing embedding first dimension\")\r\n w = w[:dim]\r\n layer.set_weights([w])\r\n skip = False\r\n\r\n elif scope + \"/\" + layer.name + \"/kernel\" in weights:\r\n W = [weights[scope + \"/\" + layer.name + \"/kernel\" ], weights[scope + \"/\" + layer.name + \"/bias\" ]]\r\n print(\"Setting weights for\", layer.name, [ o.shape for o in layer.get_weights()], [w.shape for w in W])\r\n layer.set_weights(W)\r\n skip = False\r\n\r\n if skip and len(layer.get_weights()):\r\n print(\"Skipping\", layer.name)\r\n" }, { "alpha_fraction": 0.6993988156318665, "alphanum_fraction": 0.765531063079834, "avg_line_length": 37.38461685180664, "blob_id": "5651d25793d0bb8c9a69e6c9a0842eab23f556c3", "content_id": "75c8f77df3ef27a97a93371c21db1f4a4656dbaa", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 499, "license_type": "no_license", "max_line_length": 264, "num_lines": 13, "path": "/README.md", "repo_name": "BrainCradle/BERT-keras-TF-CNTK", "src_encoding": "UTF-8", "text": "# BERT-keras-TF-CNTK\n\nPlease find our BERT model, tested for CNTK and Tensorflow.\n\nFollowing [Google's implementation](https://github.com/google-research/bert)\n\n`--init_checkpoint` enables function do load weights from Tensorflow checkpoint (under Tensorflow only). Otherwise, weights in Keras h5 format can be downloaded [here](https://s3-eu-west-1.amazonaws.com/christopherbourez/public/2019-01-22_13-03-29_d65cd46_bert.h5)\n\nTested with:\n- Python 3.5.2\n- Keras 2.1.5\n- Tensorflow 1.5.0\n- CNTK 2.6\n" } ]
2
piphsnu/temperature-conversion
https://github.com/piphsnu/temperature-conversion
5b656c2eaf44cae4dd19dda75461d5ec0ffc3669
bfece13954765fc0d66863925f05b68131ff8ba4
4bf70a5c8020d70197ab588ed7f8693d1d59ce82
refs/heads/master
2020-03-27T07:17:52.599648
2018-08-26T13:03:16
2018-08-26T13:03:16
146,179,075
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.8133333325386047, "alphanum_fraction": 0.8133333325386047, "avg_line_length": 73, "blob_id": "c84744e784e943fed18d2f2559d301cafcf1d3d8", "content_id": "08316ed9d38a109b970ce9ab0dbbcdf3d420a325", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 75, "license_type": "no_license", "max_line_length": 73, "num_lines": 1, "path": "/README.md", "repo_name": "piphsnu/temperature-conversion", "src_encoding": "UTF-8", "text": "# This is a program that converses temperature from Celsius to Fahrenheit \n" }, { "alpha_fraction": 0.6609195470809937, "alphanum_fraction": 0.6839080452919006, "avg_line_length": 42.5, "blob_id": "d1aeb115abbfbb619eba9875939a4177317f2fe2", "content_id": "e66df4e9cff492e0c3c2fab90ddd722744ed8993", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 174, "license_type": "no_license", "max_line_length": 58, "num_lines": 4, "path": "/c_to_f.py", "repo_name": "piphsnu/temperature-conversion", "src_encoding": "UTF-8", "text": "C = input('please input current temperature at celsius: ')\nC = float(C) # casting from string to float\nF = C * (9 / 5) + 32\nprint('current temperature at Fahrenheit is:', F)\n" } ]
2
aagb2006/practicas-python
https://github.com/aagb2006/practicas-python
11f289ec485af3371d326247568305175d420f93
537699ccc87903a90caa6641d2158df1a1da9f50
47a43ea03d9a3e7bd23e5fc7d8aa257db172df5f
refs/heads/master
2022-09-16T12:10:24.877048
2020-05-25T01:13:31
2020-05-25T01:13:31
266,652,774
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6538461446762085, "alphanum_fraction": 0.692307710647583, "avg_line_length": 14, "blob_id": "9524cf2d0aa813ccccccb9cb48957382b36b601f", "content_id": "23f7df49a54930315c44b6b8bd5e35ac97d62d33", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 104, "license_type": "no_license", "max_line_length": 30, "num_lines": 7, "path": "/ciclo_while.py", "repo_name": "aagb2006/practicas-python", "src_encoding": "UTF-8", "text": "contador = 0\n\nwhile contador <= 10: \n\tprint(contador)\n\tcontador +=1\nelse:\n\tprint(\"el while a terminado\")" }, { "alpha_fraction": 0.824999988079071, "alphanum_fraction": 0.824999988079071, "avg_line_length": 39, "blob_id": "381b9bc53e79b74512acab2d970773b15f7212c1", "content_id": "face95488b2601dd1547881e00b013bf954995a8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 80, "license_type": "no_license", "max_line_length": 60, "num_lines": 2, "path": "/README.md", "repo_name": "aagb2006/practicas-python", "src_encoding": "UTF-8", "text": "# practicas-python\nestas son las practicas que he realizado, aprendiendo Python\n" }, { "alpha_fraction": 0.6649214625358582, "alphanum_fraction": 0.6649214625358582, "avg_line_length": 23, "blob_id": "d141c1cf6bc287cd5d76fb78d8f50afd822a3fe9", "content_id": "be2d70850d39e449c522ff993475109221b566ca", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 191, "license_type": "no_license", "max_line_length": 52, "num_lines": 8, "path": "/metodos.py", "repo_name": "aagb2006/practicas-python", "src_encoding": "UTF-8", "text": "course = \"Curso\"\nmy_string = \"Codigo Facilito\"\n\nresult = \"{a} de {b}\".format(a=course, b=my_string)\nresult = result.lower()\n#result = result.upper()\n# result = result.title()\nprint(result)" }, { "alpha_fraction": 0.7048611044883728, "alphanum_fraction": 0.7256944179534912, "avg_line_length": 15, "blob_id": "eccd3009ea539f877bbe85b585a81e353f3f0d88", "content_id": "76ad38f49df5123339ce4740fdb938710a7bfd9f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 288, "license_type": "no_license", "max_line_length": 32, "num_lines": 18, "path": "/funciones _01.py", "repo_name": "aagb2006/practicas-python", "src_encoding": "UTF-8", "text": "def factorial_numero(numero):\n\tfactorial = 1\n\twhile numero > 0:\n\t\tfactorial = factorial * numero\n\t\tnumero -=1\n\treturn factorial\n\t\n\n\n\nresultado = factorial_numero(4)\nprint (resultado)\n\nresultado = factorial_numero(5)\nprint (resultado)\n\nresultado = factorial_numero(6)\nprint (resultado)\n" }, { "alpha_fraction": 0.5230769515037537, "alphanum_fraction": 0.6615384817123413, "avg_line_length": 25, "blob_id": "91e3eb9785604993f9e740c2358250d05ca6f6ae", "content_id": "a3da044a7674dd89a399104a2f83b727b253c722", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 130, "license_type": "no_license", "max_line_length": 30, "num_lines": 5, "path": "/listas_02.py", "repo_name": "aagb2006/practicas-python", "src_encoding": "UTF-8", "text": "my_list = [1,2,2,9,22,9,65,15]\nmy_list_two = [99,10.025]\n#my_list.extend(my_list_two)\nmy_list.append (my_list_two)\nprint(my_list)\n" }, { "alpha_fraction": 0.6461538672447205, "alphanum_fraction": 0.6615384817123413, "avg_line_length": 31, "blob_id": "1efea63a413cbb728a59d890539c32394307e0e4", "content_id": "9bdf1c5b29bdc5b42f4c1d45189e6712dbd48133", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 65, "license_type": "no_license", "max_line_length": 38, "num_lines": 2, "path": "/cadenas.py", "repo_name": "aagb2006/practicas-python", "src_encoding": "UTF-8", "text": "my_string = \"curso de codigo Facilito\"\nprint(my_string[::-1] )\n\n" }, { "alpha_fraction": 0.7426470518112183, "alphanum_fraction": 0.7647058963775635, "avg_line_length": 32.75, "blob_id": "251c93f08f4514d0a7a19ad9006b416fa88a69b3", "content_id": "fb4da7fc2a8c8c5ba361ccb94c60856728e713b8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 136, "license_type": "no_license", "max_line_length": 46, "num_lines": 4, "path": "/variables.py", "repo_name": "aagb2006/practicas-python", "src_encoding": "UTF-8", "text": "curso_codigo_facilito = \"el curso es Python 8\"\ncurso_codigo_facilito = 99\ncurso_codigo_facilito = False\nprint( curso_codigo_facilito )\n\n" }, { "alpha_fraction": 0.5090909004211426, "alphanum_fraction": 0.6000000238418579, "avg_line_length": 10.199999809265137, "blob_id": "f55a59203de5ed12144229690c08f8743f7fbe25", "content_id": "cc28b9ffbe10808c7dac74b1ec5189267188f835", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 55, "license_type": "no_license", "max_line_length": 37, "num_lines": 5, "path": "/listas.py", "repo_name": "aagb2006/practicas-python", "src_encoding": "UTF-8", "text": "my_list = [\"strings\", 15, 15.6, True]\n\n\n\nprint(my_list)" }, { "alpha_fraction": 0.5424836874008179, "alphanum_fraction": 0.6535947918891907, "avg_line_length": 14.199999809265137, "blob_id": "e826998aa05ce76c1db7c99eee24137487f227a1", "content_id": "369884c28b1e59a1b1dde047cf98df5eb7bf5125", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 153, "license_type": "no_license", "max_line_length": 40, "num_lines": 10, "path": "/for.py", "repo_name": "aagb2006/practicas-python", "src_encoding": "UTF-8", "text": "lista = (1,2,3,4,5,6,7,8,9,10.11,13,16)\n\n\nfor valor in lista:\n\tpass\t\n\n\n\nfor indice, valor in enumerate(lista):\n\tprint(valor, \"tiene el indice\", indice)\n\n" }, { "alpha_fraction": 0.7004830837249756, "alphanum_fraction": 0.7198067903518677, "avg_line_length": 23.352941513061523, "blob_id": "1865aa6f6ef48abb9df20c34330b8ca5ab29476e", "content_id": "c56f10d0bbec9dffd2c3b710be4b6e0bb47519d5", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 414, "license_type": "no_license", "max_line_length": 46, "num_lines": 17, "path": "/funciones_02.py", "repo_name": "aagb2006/practicas-python", "src_encoding": "UTF-8", "text": "def suma(valor_uno, valor_dos, valor_tres):\n\treturn valor_uno + valor_dos + valor_tres\n\ndef division(valor_uno, valor_dos):\n\treturn valor_uno / valor_dos\n\ndef multiplicacion(valor_uno, valor_dos = 10):\n\treturn valor_uno * valor_dos\n\ndef multiples_valores():\n\treturn \"string\", 1, True, 26.6 \n\ndef mostrar_resultado ( funcion ):\n\tprint(funcion(6,8))\n\nmi_variable = multiplicacion\nmostrar_resultado( mi_variable )\n" }, { "alpha_fraction": 0.6567796468734741, "alphanum_fraction": 0.6567796468734741, "avg_line_length": 20.545454025268555, "blob_id": "ab3e74f95379965270570737db971c517a840345", "content_id": "188f50bb5fa4ce1f2c0bd31d651a27ada0b63c44", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 236, "license_type": "no_license", "max_line_length": 70, "num_lines": 11, "path": "/condicionales.py", "repo_name": "aagb2006/practicas-python", "src_encoding": "UTF-8", "text": "fruta = \"manzana\"\n\nif fruta == \"kiwis\" :\n\tprint(\"el valor es kiwi\")\nelif fruta == \"manzana\":\n\tprint(\"es una manzana\")\nelse:\n\tprint(\"no son iguales\")\n\n#mensaje = \"el valor es kiwi\" if fruta == \"kiwi\" else \"no son iguales\"\n#print(mensaje)" } ]
11
xiaojixiaoji/Auto-Notice-remind
https://github.com/xiaojixiaoji/Auto-Notice-remind
e5b820a61cc7b9a9528ec6d49cd403424791f437
6c9281a14f201e2fe69c8df32313b599e0b0a1ad
cec7dc92d82e4332bc83a9eca8bc199922c5256e
refs/heads/master
2021-05-13T16:25:36.860002
2018-01-09T10:19:53
2018-01-09T10:19:53
116,793,042
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.4907554090023041, "alphanum_fraction": 0.5029054284095764, "avg_line_length": 31.852174758911133, "blob_id": "d5578217c900473d3157c67625bbc278bb8b7be2", "content_id": "57a619b38a0a7fd5f9b43a7ff92f7a4ebc84c300", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4310, "license_type": "no_license", "max_line_length": 117, "num_lines": 115, "path": "/Notice_XTU.py", "repo_name": "xiaojixiaoji/Auto-Notice-remind", "src_encoding": "UTF-8", "text": "# 这是一个获取学校最新通知，实时群发通知到邮箱的小程序。\n# 测试运行环境\n# python3.5\n# ubuntu16.04 LTS\n# Intel® Core™ i5-5200U CPU @ 2.20GHz × 4\n\nfrom urllib.request import urlopen,HTTPError\nfrom bs4 import BeautifulSoup\nimport smtplib\nfrom email.mime.text import MIMEText\nimport time\n\n# 定义一个爬虫类\n# 爬取公告内容并且判断出是否有新公告\n# 输入：url:目标网页，oldNotice:已发送过的公告\n# 输出：Isworng:是否网页有变动，newNotice:新公告，MSG:邮件发送的内容\nclass Spider(object):\n def __init__(self,url,oldNotice):\n self.url = url # 目标网页\n self.oldNotice = oldNotice # 以发送的公告\n self.newNotice = [] # 实时爬取的公告\n self.timeList = [] # 爬取公告的时间列表\n self.contentList = [] # 爬取公告的内容列表\n self.linkList = [] # 爬取公告的链接列表\n self.IsWrong = 0 # 判断爬虫是否正常运行\n\n def GetNewNotice(self):\n # 获取网页\n try:\n html = urlopen(self.url)\n except HTTPError as e:\n print(e)\n self.IsWrong = 1\n return None\n try:\n bsObj = BeautifulSoup(html.read(),\"html5lib\")\n except AttributeError as e:\n print(e)\n self.IsWrong = 1\n return None\n # 获取网页的目标标签，将公告内容，时间，链接存在三个列表里面\n try:\n ul = bsObj.find(\"ul\",{\"class\":\"notice-ul\"}).findAll(\"a\")\n time = bsObj.find(\"ul\", {\"class\": \"notice-ul\"}).findAll(\"span\")\n for c in ul:\n tmp = c.attrs[\"title\"]\n self.contentList.append(tmp)\n for t in time:\n self.timeList.append(t.get_text())\n for l in ul:\n tmp = l.attrs[\"href\"]\n self.linkList.append(tmp)\n except AttributeError as e:\n print(e,\"tag is changed!\")\n self.IsWrong = 1\n return None\n # 判断是否有新公告\n self.newNotice = self.contentList\n boolList = []\n for i,notice in enumerate(self.newNotice):\n if notice not in self.oldNotice:\n boolList.append(1)\n else:\n boolList.append(0)\n MSG = ''\n for index,b, in enumerate(boolList):\n if b == 1:\n MSG = MSG + '\\n' + self.timeList[index] + ' ' + self.contentList[index] + '\\n' + self.linkList[index]\n return self.newNotice,MSG,self.IsWrong\n\n# 定义一个发送邮件的类\n# 将新的公告内容群发到选定好的邮箱\n# 输入：to:选定好的发送邮箱 MSG:邮件内容\nclass SendEmail(object):\n def __init__(self,to):\n self._user = \"[email protected]\"\n self._pwd = \"rsijgrxkrjwkchad\" # passwd为qq邮箱授权码\n self._to = to\n\n # 发送邮件函数\n def Send(self,MSG):\n msg = MIMEText(MSG)\n msg[\"Subject\"] = \"new notice from xtu!\"\n msg[\"From\"] = self._user\n for cumster in self._to:\n msg[\"To\"] = cumster\n try:\n s = smtplib.SMTP_SSL(\"smtp.qq.com\", 465)\n s.login(self._user, self._pwd)\n s.sendmail(self._user, self._to, msg.as_string())\n s.quit()\n print(cumster)\n print(\"\\n\")\n print(\"Success!\")\n except smtplib.SMTPException as e:\n print(\"Falied,%s\",e)\n\nif __name__ == \"__main__\":\n url = 'http://www.xtu.edu.cn/'\n oldNoice = [0,0,0]\n to = [\"[email protected]\", \"[email protected]\"]\n while 1:\n spider = Spider(url,oldNoice)\n send = SendEmail(to)\n spiderResponse = spider.GetNewNotice()\n oldNoice = spiderResponse[0]\n MSG = spiderResponse[1]\n # 判断是否有新公告\n if len(MSG) != 0:\n send.Send(MSG)\n time.sleep(3600)\n # 判断爬虫是否正常运行\n if spiderResponse[2] == 1:\n send.Send(\"something wrong happened,you need to check your code!\")\n break\n\n\n\n\n\n\n\n\n" } ]
1
Felarm/pyGuiGenApp
https://github.com/Felarm/pyGuiGenApp
9ffd866ddb1040331b191dd11f7617cf098b743b
38d139b6fecec9eaffdd8e3678a127c3cfcc63a6
7154de305f9f4ae34fc281f770ff29086ba81bfe
refs/heads/master
2016-09-13T23:22:35.169998
2016-05-06T10:12:19
2016-05-06T10:12:19
56,008,894
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5857822299003601, "alphanum_fraction": 0.5952980518341064, "avg_line_length": 37.83695602416992, "blob_id": "13e0b19ad64304b78ae6600eaf2ac4640b01fa08", "content_id": "96ec32c911624170861a2222becefc304a403b9a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3583, "license_type": "no_license", "max_line_length": 121, "num_lines": 92, "path": "/program.py", "repo_name": "Felarm/pyGuiGenApp", "src_encoding": "UTF-8", "text": "import sys\nfrom docx import Document\nfrom docx.shared import RGBColor\nfrom PyQt4 import QtGui\nfrom PyQt4.QtCore import QDateTime\nimport design\nfrom random import sample\nimport os\n\ndef remove_digits_and_brackets(where):\n output=''\n for letter in where:\n if not letter.isdigit() and letter!='(' and letter!=')' and letter!='!':\n output+=letter\n return output\n\n\nclass generateApp(QtGui.QMainWindow, design.Ui_MainWindow):\n def __init__(self, parent=None):\n super(generateApp, self).__init__(parent)\n self.setupUi(self)\n self.generateButton.clicked.connect(self.generateDoc)\n self.dateTimeEdit.setDateTime(QDateTime.currentDateTime())\n for item in os.listdir('Texts/'):\n self.listWidget.addItem(item[:-4])\n\n def generateDoc(self):\n document=Document()\n document.styles['Heading1'].font.color.rgb=RGBColor(0,0,0)\n document.styles['Heading3'].font.color.rgb=RGBColor(0,0,0)\n document.add_paragraph(self.dateTimeEdit.dateTime().toString('hh:mm dd.MM.yyyy'))\n document.add_paragraph(self.patientName.toPlainText(), style='Heading1')\n f=open('Texts/'+str(self.listWidget.selectedItems()[0].text())+'.txt')\n strings=f.readlines()\n f.close()\n strip_strings=[]\n for string in strings:\n strip_strings.append(string.strip())\n for string in strip_strings:\n if string=='':\n strip_strings.pop(strip_strings.index(string))\n start_selections=[]\n end_selections=[]\n flag=False\n selections=[]\n i=0\n while i<len(strip_strings):\n if strip_strings[i][0]=='(' and flag:\n end_selections.append(strip_strings.index(strip_strings[i]))\n flag=False\n if strip_strings[i][1].isdigit() and strip_strings[i][0]=='(':\n start_selections.append(strip_strings.index(strip_strings[i])+1)\n flag=True\n if i==len(strip_strings)-1:\n end_selections.append(len(strip_strings))\n flag=False\n i+=1\n i=0\n while i!=len(start_selections):\n selections.append(strip_strings[start_selections[i]:end_selections[i]])\n print([i,start_selections[i],end_selections[i]])\n i+=1\n i=0 #main array iterator\n x=0 #sample selection iterator\n while i<len(strip_strings):\n if strip_strings[i][1].isdigit()and strip_strings[i][0]=='(':\n document.add_paragraph(remove_digits_and_brackets(strip_strings[i]), style='ListBullet')\n for string in sample(selections[x],int(strip_strings[i][1])):\n document.add_paragraph(' -'+string, style='NoSpacing')\n i=end_selections[x]\n x+=1\n elif i==0 and strip_strings[i][0]!='(':\n document.add_paragraph(remove_digits_and_brackets(strip_strings[i]), style='Heading3')\n i+=1\n else:\n document.add_paragraph(remove_digits_and_brackets(strip_strings[i]), style='ListBullet')\n i+=1\n\n document.add_paragraph('Примечание:', style='Heading3')\n document.add_paragraph(self.commentEdit.toPlainText())\n document.save(self.patientName.toPlainText() + ' ' + self.dateTimeEdit.dateTime().toString('ddMMyyyy') + '.docx')\n print('saved')\n\n\ndef main():\n app=QtGui.QApplication(sys.argv)\n form=generateApp()\n form.show()\n app.exec_()\n\nif __name__=='__main__':\n main()\n" }, { "alpha_fraction": 0.6720579862594604, "alphanum_fraction": 0.7080312371253967, "avg_line_length": 47.445945739746094, "blob_id": "7e0df6019781f74de1d9b41f0908bec906217d08", "content_id": "38de44ac3df99b6da0a5d88efdaf8f68a9e84250", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3616, "license_type": "no_license", "max_line_length": 92, "num_lines": 74, "path": "/design.py", "repo_name": "Felarm/pyGuiGenApp", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\n\n# Form implementation generated from reading ui file 'untitled.ui'\n#\n# Created by: PyQt4 UI code generator 4.11.4\n#\n# WARNING! All changes made in this file will be lost!\n\nfrom PyQt4 import QtCore, QtGui\n\ntry:\n _fromUtf8 = QtCore.QString.fromUtf8\nexcept AttributeError:\n def _fromUtf8(s):\n return s\n\ntry:\n _encoding = QtGui.QApplication.UnicodeUTF8\n def _translate(context, text, disambig):\n return QtGui.QApplication.translate(context, text, disambig, _encoding)\nexcept AttributeError:\n def _translate(context, text, disambig):\n return QtGui.QApplication.translate(context, text, disambig)\n\nclass Ui_MainWindow(object):\n def setupUi(self, MainWindow):\n MainWindow.setObjectName(_fromUtf8(\"MainWindow\"))\n MainWindow.resize(531, 570)\n sizePolicy = QtGui.QSizePolicy(QtGui.QSizePolicy.Ignored, QtGui.QSizePolicy.Ignored)\n sizePolicy.setHorizontalStretch(0)\n sizePolicy.setVerticalStretch(0)\n sizePolicy.setHeightForWidth(MainWindow.sizePolicy().hasHeightForWidth())\n MainWindow.setSizePolicy(sizePolicy)\n MainWindow.setMinimumSize(QtCore.QSize(531, 570))\n MainWindow.setMaximumSize(QtCore.QSize(531, 570))\n self.centralwidget = QtGui.QWidget(MainWindow)\n self.centralwidget.setObjectName(_fromUtf8(\"centralwidget\"))\n self.patientName = QtGui.QTextEdit(self.centralwidget)\n self.patientName.setGeometry(QtCore.QRect(10, 60, 511, 31))\n self.patientName.setObjectName(_fromUtf8(\"patientName\"))\n self.dateTimeEdit = QtGui.QDateTimeEdit(self.centralwidget)\n self.dateTimeEdit.setGeometry(QtCore.QRect(10, 10, 194, 21))\n self.dateTimeEdit.setCurrentSection(QtGui.QDateTimeEdit.DaySection)\n self.dateTimeEdit.setCalendarPopup(True)\n self.dateTimeEdit.setObjectName(_fromUtf8(\"dateTimeEdit\"))\n self.commentEdit = QtGui.QPlainTextEdit(self.centralwidget)\n self.commentEdit.setGeometry(QtCore.QRect(10, 300, 511, 221))\n self.commentEdit.setObjectName(_fromUtf8(\"commentEdit\"))\n self.label = QtGui.QLabel(self.centralwidget)\n self.label.setGeometry(QtCore.QRect(10, 280, 71, 16))\n self.label.setObjectName(_fromUtf8(\"label\"))\n self.label_2 = QtGui.QLabel(self.centralwidget)\n self.label_2.setGeometry(QtCore.QRect(10, 40, 46, 13))\n self.label_2.setObjectName(_fromUtf8(\"label_2\"))\n self.generateButton = QtGui.QPushButton(self.centralwidget)\n self.generateButton.setGeometry(QtCore.QRect(380, 530, 141, 31))\n self.generateButton.setObjectName(_fromUtf8(\"generateButton\"))\n self.listWidget = QtGui.QListWidget(self.centralwidget)\n self.listWidget.setGeometry(QtCore.QRect(10, 130, 511, 141))\n self.listWidget.setObjectName(_fromUtf8(\"listWidget\"))\n self.label_3 = QtGui.QLabel(self.centralwidget)\n self.label_3.setGeometry(QtCore.QRect(10, 110, 101, 16))\n self.label_3.setObjectName(_fromUtf8(\"label_3\"))\n MainWindow.setCentralWidget(self.centralwidget)\n\n self.retranslateUi(MainWindow)\n QtCore.QMetaObject.connectSlotsByName(MainWindow)\n\n def retranslateUi(self, MainWindow):\n MainWindow.setWindowTitle(_translate(\"MainWindow\", \"genApp\", None))\n self.label.setText(_translate(\"MainWindow\", \"Примечание:\", None))\n self.label_2.setText(_translate(\"MainWindow\", \"ФИО:\", None))\n self.generateButton.setText(_translate(\"MainWindow\", \"Создать\", None))\n self.label_3.setText(_translate(\"MainWindow\", \"Тип занятия:\", None))\n\n" } ]
2
menjarleev/dgl-ke
https://github.com/menjarleev/dgl-ke
997b7e70d2e68e79c7ffb7dd254ba36ae12b701a
8990da247d73121c79c3d73319efbd43c968b32c
bb29b1237d977747cb8f439b2fd30718fe65abcb
refs/heads/master
2023-04-16T04:46:02.842481
2020-10-26T21:09:09
2020-12-22T10:17:53
303,612,365
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.4796905219554901, "alphanum_fraction": 0.4854932427406311, "avg_line_length": 26.263158798217773, "blob_id": "50acb17c84c8a47589b45ff5e819625a59c3dbca", "content_id": "633188b674280ef023814b084752d89fff84c865", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 517, "license_type": "permissive", "max_line_length": 59, "num_lines": 19, "path": "/python/dglke/models/pytorch/regularizer.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "import torch as th\n\nclass Regularizer(object):\n def __init__(self, coef, norm):\n self.coef = coef\n self.norm = norm\n\n def __call__(self, params: list):\n log = {}\n reg = 0\n if self.coef != 0:\n for param in params:\n reg += param.norm(p=self.norm) ** self.norm\n reg *= self.coef\n log['regularization'] = reg.detach().item()\n return reg, log\n else:\n log['regularization'] = 0\n return reg, log" }, { "alpha_fraction": 0.5503512620925903, "alphanum_fraction": 0.5526931881904602, "avg_line_length": 21.210525512695312, "blob_id": "312b7f63541e1b5fd2c6e1e18adbba54f1bedf2d", "content_id": "2e85f014faafce6f1cfb89f9bf8a6f90228f0841", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 427, "license_type": "permissive", "max_line_length": 45, "num_lines": 19, "path": "/python/dglke/util/logger.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "import os\nimport json\nclass Logger(object):\n log_path = None\n result_path = None\n\n def __init__(self):\n pass\n\n @classmethod\n def print(cls, content):\n with open(cls.log_path, 'a+') as f:\n f.write(content + '\\n')\n print(content)\n\n @classmethod\n def save_result(cls, result: dict):\n with open(cls.result_path, 'w') as f:\n json.dump(result, f, indent=4)\n\n\n\n\n\n" }, { "alpha_fraction": 0.5754154324531555, "alphanum_fraction": 0.587345540523529, "avg_line_length": 40.91071319580078, "blob_id": "1bfd50451680ec4af1263d628ef7e59759cf09bf", "content_id": "c5e134544aafb3f5a4d02cbe2c3aed8f2bb35125", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4694, "license_type": "permissive", "max_line_length": 114, "num_lines": 112, "path": "/python/dglke/models/pytorch/ke_optimizer.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "import torch as th\nimport math\nfrom collections import defaultdict\nimport copy\n\n\nclass Optimizer(object):\n def __init__(self, defaults):\n self.defaults = defaults\n self.state = defaultdict(dict)\n self.state['step'] = 0\n\n def step(self, idx, param, grad, gpu_id=-1):\n raise NotImplementedError\n\n def share_memory(self):\n for s in self.state.values():\n if type(s) is th.Tensor:\n s.share_memory_()\n\n def to(self, device: th.device):\n for k, s in self.state.items():\n if type(s) is th.Tensor:\n self.state[k] = s.to(device)\n return self\n\n\n\nclass Adagrad(Optimizer):\n def __init__(self, emb, device=th.device('cpu'), lr=1e-3, epsilon=1e-10, unique_indices=False, mean_sum=True):\n defaults = dict(lr=lr, epsilon=epsilon)\n super(Adagrad, self).__init__(defaults)\n self.unique_indices = unique_indices\n self.mean_sum = mean_sum\n if mean_sum:\n self.state['sum'] = emb.new().resize_(emb.shape[0], 1).zero_()\n else:\n self.state['sum'] = th.zeros_like(emb, device=device)\n\n @th.no_grad()\n def step(self, idx, param, grad, gpu_id=-1):\n clr = self.defaults['lr']\n epsilon = self.defaults['epsilon']\n device = self.state['sum'].device\n self.state['step'] += 1\n grad_values = grad\n grad_indices = idx\n if grad_indices.device != device:\n grad_indices = grad_indices.to(device)\n if self.unique_indices:\n grad_indices, inv_indicies, cnt = th.unique(grad_indices, return_inverse=True, return_counts=True)\n grad_values = th.zeros(grad_indices.shape[0], grad.shape[1], device=device)\n grad_values.index_add_(0, inv_indicies, grad)\n grad_values = grad_values / cnt.unsqueeze(1)\n if self.mean_sum:\n grad_sq = th.mean(grad_values ** 2, 1, keepdim=True)\n else:\n grad_sq = grad_values ** 2\n if grad_sq.device != device:\n grad_sq = grad_sq.to(device)\n self.state['sum'].index_add_(0, grad_indices, grad_sq)\n std = self.state['sum'][grad_indices]\n if gpu_id >= 0:\n std = std.cuda(gpu_id)\n std_values = std.sqrt_().add_(epsilon)\n update_val = (-clr * grad_values / std_values)\n if update_val.device != device:\n update_val = update_val.to(device)\n param.index_add_(0, grad_indices, update_val)\n\n\nclass Adam(Optimizer):\n def __init__(self, emb, device=th.device('cpu'), lr=1e-3, eps=1e-8, betas=(0.9, 0.999)):\n defaults = dict(lr=lr, eps=eps, betas=betas)\n super(Adam, self).__init__(defaults)\n self.state['exp_avg'] = th.zeros_like(emb, device=device)\n self.state['exp_avg_sq'] = th.zeros_like(emb, device=device)\n\n @th.no_grad()\n def step(self, idx, param, grad, gpu_id=-1):\n beta1, beta2 = self.defaults['betas']\n lr, eps = self.defaults['lr'], self.defaults['eps']\n self.state['step'] += 1\n device = self.state['exp_avg'].device\n if idx.device != device:\n idx = idx.to(device)\n if grad.device != device:\n grad = grad.to(device)\n grad_indices, inv_indicies, cnt = th.unique(idx, return_inverse=True, return_counts=True)\n grad_values = th.zeros(grad_indices.shape[0], grad.shape[1], device=device)\n grad_values.index_add_(0, inv_indicies, grad)\n grad_values = grad_values / cnt.unsqueeze(1)\n old_exp_avg_values = self.state['exp_avg'][grad_indices]\n exp_avg_update_values = grad_values.sub(old_exp_avg_values).mul_(1 - beta1)\n self.state['exp_avg'].index_add_(0, grad_indices, exp_avg_update_values)\n old_exp_avg_sq_values = self.state['exp_avg_sq'][grad_indices]\n exp_avg_sq_update_values = grad_values.pow(2).sub_(old_exp_avg_sq_values).mul_(1 - beta2)\n self.state['exp_avg_sq'].index_add_(0, grad_indices, exp_avg_sq_update_values)\n bias_correction1 = 1 - beta1 ** self.state['step']\n bias_correction2 = 1 - beta2 ** self.state['step']\n step_size = lr * math.sqrt(bias_correction2) / bias_correction1\n numer = exp_avg_update_values.add_(old_exp_avg_values)\n demon = exp_avg_sq_update_values.add_(old_exp_avg_sq_values).sqrt_().add_(eps)\n del exp_avg_update_values, exp_avg_sq_update_values\n\n if gpu_id >= 0:\n numer = numer.cuda(gpu_id)\n demon = demon.cuda(gpu_id)\n update_val = - step_size * numer.div_(demon)\n if update_val.device != device:\n update_val = update_val.to(device)\n param.index_add_(0, grad_indices, update_val)\n" }, { "alpha_fraction": 0.7903226017951965, "alphanum_fraction": 0.7903226017951965, "avg_line_length": 30.5, "blob_id": "38b05882c6f570cb164cbeb2de0d3ef7e8de31af", "content_id": "3efa0415ec26ce216c8c38f68c0e31368091ab73", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 62, "license_type": "permissive", "max_line_length": 31, "num_lines": 2, "path": "/python/dglke/util/argparser/__init__.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "from .common_argparser import *\nfrom .train_argparser import *" }, { "alpha_fraction": 0.5474240183830261, "alphanum_fraction": 0.5508730411529541, "avg_line_length": 32.73454666137695, "blob_id": "88c28bb883386d47ff2edf1c6ec68185f143aa96", "content_id": "9951a8cc13c5ee190cbd763edcd4937ab43d7595", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 9278, "license_type": "permissive", "max_line_length": 120, "num_lines": 275, "path": "/python/dglke/models/pytorch/ke_tensor.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\n#\n# tensor_models.py\n#\n# Copyright 2020 Amazon.com, Inc. or its affiliates. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n#\n\n\"\"\"\nKG Sparse embedding\n\"\"\"\nimport os\nimport numpy as np\nimport copy\n\nimport torch as th\nimport torch.nn.init as INIT\n\nfrom .ke_optimizer import *\nfrom dglke.util import thread_wrapped_func\nimport torch.multiprocessing as mp\nfrom torch.multiprocessing import Queue\n\n\nclass KGEmbedding:\n \"\"\"Sparse Embedding for Knowledge Graph\n It is used to store both entity embeddings and relation embeddings.\n\n Parameters\n ----------\n num : int\n Number of embeddings.\n dim : int\n Embedding dimention size.\n device : th.device\n Device to store the embedding.\n \"\"\"\n def __init__(self, device):\n self.emb = None\n self.is_train = False\n self.async_q = None\n self.device = device\n\n def init(self, emb_init, lr, async_threads, num=-1, dim=-1, init_strat='uniform', optimizer='Adagrad', device=None):\n \"\"\"Initializing the embeddings for training.\n\n Parameters\n ----------\n emb_init : float or tuple\n The intial embedding range should be [-emb_init, emb_init].\n \"\"\"\n self.async_threads = async_threads\n if device is not None:\n self.device = device\n if self.emb is None:\n self.emb = th.empty(num, dim, dtype=th.float32, device=self.device)\n self.num = self.emb.shape[0]\n self.dim = self.emb.shape[1]\n if optimizer == 'Adagrad':\n self.optim = Adagrad(self.emb, device=self.device, lr=lr)\n elif optimizer == 'Adam':\n self.optim = Adam(self.emb, device=self.device, lr=lr)\n else:\n raise NotImplementedError(f'optimizer {optimizer} is not supported by dglke yet.')\n\n self.trace = []\n self.has_cross_rel = False\n\n if init_strat == 'uniform':\n INIT.uniform_(self.emb, -emb_init, emb_init)\n elif init_strat == 'normal':\n if type(emb_init) is tuple or type(emb_init) is list:\n if len(emb_init) == 0:\n mean = emb_init\n std = 1\n else:\n mean, std = emb_init\n INIT.normal_(self.emb.data, mean, std)\n else:\n init_size = emb_init\n INIT.normal_(self.emb.data)\n self.emb.data *= init_size\n elif init_strat == 'random':\n if type(emb_init) is tuple:\n x, y = emb_init\n self.emb.data = th.rand(num, dim, dtype=th.float32, device=self.device) * x + y\n elif init_strat == 'xavier':\n INIT.xavier_normal_(self.emb.data)\n elif init_strat == 'constant':\n INIT.constant_(self.emb.data, emb_init)\n\n def clone(self, device):\n clone_emb = copy.deepcopy(self)\n clone_emb.device = device\n clone_emb.emb = clone_emb.emb.to(device)\n clone_emb.optim = clone_emb.optim.to(device)\n return clone_emb\n\n def load(self, path, name):\n \"\"\"Load embeddings.\n\n Parameters\n ----------\n path : str\n Directory to load the embedding.\n name : str\n Embedding name.\n \"\"\"\n file_name = os.path.join(path, name)\n self.emb = th.Tensor(np.load(file_name))\n\n def load_emb(self, emb_array):\n \"\"\"Load embeddings from numpy array.\n\n Parameters\n ----------\n emb_array : numpy.array or torch.tensor\n Embedding array in numpy array or torch.tensor\n \"\"\"\n if isinstance(emb_array, np.ndarray):\n self.emb = th.Tensor(emb_array)\n else:\n self.emb = emb_array\n\n def save(self, path, name):\n \"\"\"Save embeddings.\n\n Parameters\n ----------\n path : str\n Directory to save the embedding.\n name : str\n Embedding name.\n \"\"\"\n file_name = os.path.join(path, name)\n np.save(file_name, self.emb.cpu().detach().numpy())\n\n def train(self):\n self.is_train = True\n\n def eval(self):\n self.is_train = False\n\n def setup_cross_rels(self, cross_rels, global_emb):\n cpu_bitmap = th.zeros((self.num,), dtype=th.bool)\n for i, rel in enumerate(cross_rels):\n cpu_bitmap[rel] = 1\n self.cpu_bitmap = cpu_bitmap\n self.has_cross_rel = True\n self.global_emb = global_emb\n\n def get_noncross_idx(self, idx):\n cpu_mask = self.cpu_bitmap[idx]\n gpu_mask = ~cpu_mask\n return idx[gpu_mask]\n\n def share_memory(self):\n \"\"\"Use torch.tensor.share_memory_() to allow cross process tensor access\n \"\"\"\n self.emb.share_memory_()\n self.optim.share_memory()\n\n def __call__(self, idx, gpu_id=-1, trace=True):\n \"\"\" Return sliced tensor.\n\n Parameters\n ----------\n idx : th.tensor\n Slicing index\n gpu_id : int\n Which gpu to put sliced data in.\n trace : bool\n If True, trace the computation. This is required in training.\n If False, do not trace the computation.\n Default: True\n \"\"\"\n # for inference or evaluation\n if self.is_train is False:\n return self.emb[idx].cuda(gpu_id, non_blocking=True)\n\n if self.has_cross_rel:\n cpu_idx = idx.cpu()\n cpu_mask = self.cpu_bitmap[cpu_idx]\n cpu_idx = cpu_idx[cpu_mask]\n cpu_idx = th.unique(cpu_idx)\n if cpu_idx.shape[0] != 0:\n cpu_emb = self.global_emb.emb[cpu_idx]\n self.emb[cpu_idx] = cpu_emb.cuda(gpu_id, non_blocking=True)\n s = self.emb[idx]\n if gpu_id >= 0:\n s = s.cuda(gpu_id, non_blocking=True)\n # During the training, we need to trace the computation.\n # In this case, we need to record the computation path and compute the gradients.\n if trace:\n data = s.clone().detach().requires_grad_(True)\n self.trace.append((idx, data))\n else:\n data = s\n return data\n\n def update(self, gpu_id=-1):\n \"\"\" Update embeddings in a sparse manner\n Sparse embeddings are updated in mini batches. we maintains gradient states for\n each embedding so they can be updated separately.\n\n Parameters\n ----------\n gpu_id : int\n Which gpu to accelerate the calculation. if -1 is provided, cpu is used.\n \"\"\"\n with th.no_grad():\n for idx, data in self.trace:\n grad = data.grad.data\n # the update is non-linear so indices must be unique\n grad_indices = idx\n grad_values = grad\n if self.async_q is not None:\n grad_indices.share_memory_()\n grad_values.share_memory_()\n self.async_q.put((grad_indices, grad_values, gpu_id))\n else:\n if self.has_cross_rel:\n cpu_mask = self.cpu_bitmap[grad_indices]\n cpu_idx = grad_indices[cpu_mask]\n if cpu_idx.shape[0] > 0:\n cpu_grad = grad_values[cpu_mask]\n self.global_emb.optim.step(cpu_idx, self.global_emb.emb, cpu_grad, gpu_id)\n self.optim.step(grad_indices, self.emb, grad_values, gpu_id)\n self.trace = []\n\n def create_async_update(self):\n \"\"\"Set up the async update subprocess.\n \"\"\"\n self.async_q = Queue(1)\n self.async_p = mp.Process(target=self.async_update)\n self.async_p.start()\n\n def finish_async_update(self):\n \"\"\"Notify the async update subprocess to quit.\n \"\"\"\n self.async_q.put((None, None, None))\n self.async_p.join()\n\n def async_update(self):\n th.set_num_threads(self.async_threads)\n while True:\n (grad_indices, grad_values, gpu_id) = self.async_q.get()\n if grad_indices is None:\n return\n with th.no_grad():\n if self.has_cross_rel:\n cpu_mask = self.cpu_bitmap[grad_indices]\n cpu_idx = grad_indices[cpu_mask]\n if cpu_idx.shape[0] > 0:\n cpu_grad = grad_values[cpu_mask]\n self.global_emb.optim.step(cpu_idx, self.global_emb.emb, cpu_grad, gpu_id)\n self.optim.step(grad_indices, self.emb, grad_values, gpu_id)\n\n\n def curr_emb(self):\n \"\"\"Return embeddings in trace.\n \"\"\"\n data = [data for _, data in self.trace]\n return th.cat(data, 0)\n\n" }, { "alpha_fraction": 0.6143808960914612, "alphanum_fraction": 0.6149361729621887, "avg_line_length": 60.050846099853516, "blob_id": "c8d558ee819f75145c2a42da5a9d524a221523e0", "content_id": "5e2651ea120e02fb50e67799b03388c279e25b38", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3602, "license_type": "permissive", "max_line_length": 131, "num_lines": 59, "path": "/python/dglke/models/transe.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "from .ke_model import GEModel, EMB_INIT_EPS\nfrom .pytorch.score_fun import TransEScore\nfrom dglke.util import get_device\nimport torch as th\n\nclass TransEModel(GEModel):\n def __init__(self, args, device, model_name):\n score_func = TransEScore(args.gamma, dist_func='l1')\n super(TransEModel, self).__init__(args, device, model_name, score_func)\n\n def categorize_embedding(self):\n self._entity_related_emb.update({'entity_emb': self._entity_emb})\n self._relation_related_emb.update({'relation_emb': self._relation_emb})\n\n def initialize(self, n_entities, n_relations, init_strat='uniform'):\n args = self.args\n eps = EMB_INIT_EPS\n emb_init = (args.gamma + eps) / args.hidden_dim\n device = get_device(args)\n entity_related_device = th.device('cpu') if args.mix_cpu_gpu else device\n relation_related_device = th.device('cpu') if (args.mix_cpu_gpu or args.strict_rel_part or args.soft_rel_part) else device\n self._entity_emb.init(emb_init=emb_init, lr=self.lr, async_threads=args.num_thread, num=n_entities, dim=self.hidden_dim,\n init_strat=init_strat, optimizer=args.optimizer, device=entity_related_device)\n self._relation_emb.init(emb_init=emb_init, lr=self.lr, async_threads=args.num_thread, num=n_relations, dim=self.hidden_dim,\n init_strat=init_strat, optimizer=args.optimizer, device=relation_related_device)\n\n def acquire_embedding(self, data, gpu_id=-1, pos=True, train=True, neg_type='head'):\n if pos and train:\n emb = {'head': self._entity_related_emb['entity_emb'](data['head'], gpu_id=gpu_id, trace=True),\n 'tail': self._entity_related_emb['entity_emb'](data['tail'], gpu_id=gpu_id, trace=True),\n 'rel': self._relation_related_emb['relation_emb'](data['rel'], gpu_id=gpu_id, trace=True), }\n elif not pos and train:\n if neg_type == 'head':\n emb = {'head': self._entity_related_emb['entity_emb'](data['neg'], gpu_id=gpu_id, trace=True), }\n else:\n emb = {'tail': self._entity_related_emb['entity_emb'](data['neg'], gpu_id=gpu_id, trace=True), }\n elif pos and not train:\n emb = {'head': self._entity_related_emb['entity_emb'](data['head'], gpu_id=gpu_id, trace=False),\n 'tail': self._entity_related_emb['entity_emb'](data['tail'], gpu_id=gpu_id, trace=False),\n 'rel': self._relation_related_emb['relation_emb'](data['rel'], gpu_id=gpu_id, trace=False), }\n else:\n emb = {'head': self._entity_related_emb['entity_emb'](data['neg'], gpu_id=gpu_id, trace=False),\n 'tail': self._entity_related_emb['entity_emb'](data['neg'], gpu_id=gpu_id, trace=False), }\n return emb\n\n def pos_forward(self, pos_emb):\n return self._score_func.predict(pos_emb)\n\n\n def neg_forward(self, pos_emb, neg_emb, neg_type, chunk_size, neg_sample_size, train=True):\n pos_emb, neg_emb = self.prepare_data(pos_emb, neg_emb, neg_type, chunk_size, neg_sample_size, train)\n heads, relations, tails, neg = pos_emb['head'], pos_emb['rel'], pos_emb['tail'], neg_emb[neg_type]\n num_chunk = len(heads) // chunk_size\n if neg_type == 'head':\n func = self._score_func.create_neg(True)\n return func(neg, relations, tails, num_chunk, chunk_size, neg_sample_size)\n else:\n func = self._score_func.create_neg(False)\n return func(heads, relations, neg, num_chunk, chunk_size, neg_sample_size)\n" }, { "alpha_fraction": 0.45531725883483887, "alphanum_fraction": 0.49865952134132385, "avg_line_length": 35.68852615356445, "blob_id": "ce83840aa182a2045e780c9db0dd035a5d05050e", "content_id": "cd5c5832759961080f10e269deb6e2f3c664753f", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4476, "license_type": "permissive", "max_line_length": 141, "num_lines": 122, "path": "/python/dglke/util/math.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "import torch as th\n\n# some constants\nMIN_NORM = 1e-15\nBALL_EPS = {th.float32: 4e-3, th.float64: 1e-5}\n\n\n# math in hyperbolic space\n\nclass Artanh(th.autograd.Function):\n @staticmethod\n def forward(ctx, x):\n x = x.clamp(-1 + 1e-5, 1 - 1e-5)\n ctx.save_for_backward(x)\n dtype = x.dtype\n x = x.double()\n return (th.log_(1 + x).sub_(th.log_(1 - x))).mul_(0.5).to(dtype)\n\n @staticmethod\n def backward(ctx, grad_output):\n input, = ctx.saved_tensors\n return grad_output / (1 - input ** 2)\n\n\ndef artanh(x):\n return Artanh.apply(x)\n\n\ndef tanh(x):\n return x.clamp(-15, 15).tanh()\n\n\ndef hyp_distance_multi_c(x, y, c, mode='batch'):\n sqrt_c = c ** 0.5\n if mode == 'mm':\n ynorm = th.norm(y, p=2, dim=-1, keepdim=True).transpose(1, 2)\n xy = th.bmm(x, y.transpose(1, 2)) / ynorm\n gamma = tanh(th.bmm(sqrt_c, ynorm)) / sqrt_c\n elif mode == 'batch':\n ynorm = th.norm(y, p=2, dim=-1, keepdim=True)\n xy = th.sum(x * y / ynorm, dim=-1, keepdim=True)\n gamma = tanh(sqrt_c * ynorm) / sqrt_c\n else:\n raise ValueError(f'{mode} mode is not supported. Choose from [batch, mm]')\n x2 = th.sum(x * x, dim=-1, keepdim=True)\n c1 = 1 - 2 * c * gamma * xy + c * gamma ** 2\n c2 = 1 - c * x2\n num = th.sqrt((c1 ** 2) * x2 + (c2 ** 2) * (gamma ** 2) - (2 * c1 * c2) * gamma * xy)\n denom = 1 - 2 * c * gamma * xy + (c ** 2) * (gamma ** 2) * x2\n pairwise_norm = num / denom.clamp_min(MIN_NORM)\n dist = artanh(sqrt_c * pairwise_norm)\n return 2 * dist / sqrt_c\n\n\ndef mobius_add(x, y, c):\n x2 = th.sum(x * x, dim=-1, keepdim=True)\n y2 = th.sum(y * y, dim=-1, keepdim=True)\n xy = th.sum(x * y, dim=-1, keepdim=True)\n num = (1 + 2 * c * xy + c * y2) * x + (1 - c * x2) * y\n denom = 1 + 2 * c * xy + c ** 2 * x2 * y2\n return num / denom.clamp_min(MIN_NORM)\n\n\ndef project(x, c):\n norm = x.norm(dim=-1, p=2, keepdim=True).clamp_min(MIN_NORM)\n eps = BALL_EPS[x.dtype]\n maxnorm = (1 - eps) / (c ** 0.5)\n cond = norm > maxnorm\n projected = x / norm * maxnorm\n return th.where(cond, projected, x)\n\n\ndef expmap0(u, c):\n sqrt_c = c ** 0.5\n u_norm = u.norm(dim=-1, p=2, keepdim=True).clamp_min(MIN_NORM)\n gamma_1 = tanh(sqrt_c * u_norm) * u / (sqrt_c * u_norm)\n return project(gamma_1, c)\n\n\n# euclidean space\n\ndef givens_rotations(r, x, comp='batch'):\n if comp == 'batch':\n givens = r.view((r.shape[0], -1, 2))\n givens = givens / th.norm(givens, p=2, dim=-1, keepdim=True)\n x = x.view((r.shape[0], -1, 2))\n x_rot = givens[:, :, 0:1] * x + givens[:, :, 1:] * th.cat((-x[:, :, 1:], x[:, :, 0:1]), dim=-1)\n return x_rot.view((r.shape[0], -1))\n else:\n givens = r.view((r.shape[0], r.shape[1], -1, 2))\n givens = givens / th.norm(givens, p=2, dim=-1, keepdim=True)\n x = x.view((x.shape[0], x.shape[1], -1, 2))\n x_rot_a = th.einsum('bcde,bnde->bcnde', givens[:, :, :, 0:1].expand(-1, -1, -1, 2), x)\n x_rot_b = th.einsum('bcde,bnde->bcnde', givens[:, :, :, 1:].expand(-1, -1, -1, 2),\n th.cat((-x[:, :, :, 1:], x[:, :, :, 0:1]), dim=-1))\n x_rot = x_rot_a + x_rot_b\n return x_rot.view((r.shape[0], r.shape[1], x.shape[1], -1))\n\n\ndef givens_reflection(r, x, comp='batch'):\n if comp == 'batch':\n givens = r.view((r.shape[0], -1, 2))\n givens = givens / th.norm(givens, p=2, dim=-1, keepdim=True)\n x = x.view((r.shape[0], -1, 2))\n x_ref = givens[:, :, 0:1] * th.cat((x[:, :, 0:1], -x[:, :, 1:]), dim=-1) + givens[:, :, 1:] * th.cat(\n (x[:, :, 1:], x[:, :, 0:1]), dim=-1)\n return x_ref.view((r.shape[0], -1))\n else:\n givens = r.view((r.shape[0], r.shape[1], -1, 2))\n givens = givens / th.norm(givens, p=2, dim=-1, keepdim=True)\n x = x.view((x.shape[0], x.shape[1], -1, 2))\n x_ref_a = th.einsum('bcde,bnde->bcnde', givens[:, :, :, 0:1].expand(-1, -1, -1, 2),\n th.cat((x[:, :, :, 0:1], -x[:, :, :, 1:]), dim=-1))\n x_ref_b = th.einsum('bcde,bnde->bcnde', givens[:, :, :, 1:].expand(-1, -1, -1, 2), th.cat((x[:, :, :, 1:], x[:, :, :, 0:1]), dim=-1))\n x_ref = x_ref_a + x_ref_b\n return x_ref.view((r.shape[0], r.shape[1], x.shape[1], -1))\n\n\ndef logmap0(y, c):\n sqrt_c = c ** 0.5\n y_norm = y.norm(dim=-1, p=2, keepdim=True).clamp_min(MIN_NORM)\n return y / y_norm / sqrt_c * artanh(sqrt_c * y_norm)\n" }, { "alpha_fraction": 0.5627009868621826, "alphanum_fraction": 0.5659164190292358, "avg_line_length": 69.63636016845703, "blob_id": "e7b81d6bc4202f5d3cf7922caf3437ccc3df912a", "content_id": "7c584ca319ec81be703746dc8ffaaade537785da", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1555, "license_type": "permissive", "max_line_length": 113, "num_lines": 22, "path": "/python/dglke/util/argparser/train_argparser.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "from .common_argparser import CommonArgParser\nclass TrainArgParser(CommonArgParser):\n def __init__(self):\n super(TrainArgParser, self).__init__()\n\n self.add_argument('--gpu', type=int, default=[-1], nargs='+',\n help='A list of gpu ids, e.g. 0 1 2 4')\n self.add_argument('--mix_cpu_gpu', action='store_true',\n help='Training a knowledge graph embedding model with both CPUs and GPUs.' \\\n 'The embeddings are stored in CPU memory and the training is performed in GPUs.' \\\n 'This is usually used for training a large knowledge graph embeddings.')\n self.add_argument('--valid', action='store_true',\n help='Evaluate the model on the validation set in the training.')\n self.add_argument('--rel_part', action='store_true',\n help='Enable relation partitioning for multi-GPU training.')\n self.add_argument('--async_update', action='store_true',\n help='Allow asynchronous update on node embedding for multi-GPU training.' \\\n 'This overlaps CPU and GPU computation to speed up.')\n self.add_argument('--has_edge_importance', action='store_true',\n help='Allow providing edge importance score for each edge during training.' \\\n 'The positive score will be adjusted ' \\\n 'as pos_score = pos_score * edge_importance')\n\n" }, { "alpha_fraction": 0.5301204919815063, "alphanum_fraction": 0.5386328101158142, "avg_line_length": 29.177865982055664, "blob_id": "a080c6cf9c55e2271da767884646612a318a992d", "content_id": "907efa2573bfd5f268646f3727321e049e48755f", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7636, "license_type": "permissive", "max_line_length": 117, "num_lines": 253, "path": "/python/dglke/util/misc.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\n#\n# misc.py\n#\n# Copyright 2020 Amazon.com, Inc. or its affiliates. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n#\n\nimport math\nimport os\nimport csv\nimport json\nimport numpy as np\nimport torch as th\nimport glob\n\nto_device = lambda x, gpu_id: x.to(th.device('cpu')) if gpu_id == -1 else x.to(th.device('cuda:%d' % gpu_id))\nnone = lambda x: x\nnorm = lambda x, p: x.norm(p=p) ** p\nget_scalar = lambda x: x.detach().item()\nreshape = lambda arr, x, y: arr.view(x, y)\n\ndef get_device(args):\n return th.device('cpu') if args.gpu[0] < 0 else th.device('cuda:' + str(args.gpu[0]))\n\ndef get_compatible_batch_size(batch_size, neg_sample_size):\n if neg_sample_size < batch_size and batch_size % neg_sample_size != 0:\n old_batch_size = batch_size\n batch_size = int(math.ceil(batch_size / neg_sample_size) * neg_sample_size)\n print('batch size ({}) is incompatible to the negative sample size ({}). Change the batch size to {}'.format(\n old_batch_size, neg_sample_size, batch_size))\n return batch_size\n\ndef save_model(args, model, emap_file=None, rmap_file=None):\n if not os.path.exists(args.save_path):\n os.mkdir(args.save_path)\n print('Save model to {}'.format(args.save_path))\n model.save_emb(args.save_path, args.dataset)\n\n # We need to save the model configurations as well.\n conf_file = os.path.join(args.save_path, 'config.json')\n dict = {}\n config = args\n dict.update(vars(config))\n dict.update({'emp_file': emap_file,\n 'rmap_file': rmap_file})\n with open(conf_file, 'w') as outfile:\n json.dump(dict, outfile, indent=4)\n\ndef load_model_config(config_f):\n print(config_f)\n with open(config_f, \"r\") as f:\n config = json.loads(f.read())\n #config = json.load(f)\n\n print(config)\n return config\n\ndef load_raw_triplet_data(head_f=None, rel_f=None, tail_f=None, emap_f=None, rmap_f=None):\n if emap_f is not None:\n eid_map = {}\n id2e_map = {}\n with open(emap_f, 'r') as f:\n reader = csv.reader(f, delimiter='\\t')\n for row in reader:\n eid_map[row[1]] = int(row[0])\n id2e_map[int(row[0])] = row[1]\n\n if rmap_f is not None:\n rid_map = {}\n id2r_map = {}\n with open(rmap_f, 'r') as f:\n reader = csv.reader(f, delimiter='\\t')\n for row in reader:\n rid_map[row[1]] = int(row[0])\n id2r_map[int(row[0])] = row[1]\n\n if head_f is not None:\n head = []\n with open(head_f, 'r') as f:\n id = f.readline()\n while len(id) > 0:\n head.append(eid_map[id[:-1]])\n id = f.readline()\n head = np.asarray(head)\n else:\n head = None\n\n if rel_f is not None:\n rel = []\n with open(rel_f, 'r') as f:\n id = f.readline()\n while len(id) > 0:\n rel.append(rid_map[id[:-1]])\n id = f.readline()\n rel = np.asarray(rel)\n else:\n rel = None\n\n if tail_f is not None:\n tail = []\n with open(tail_f, 'r') as f:\n id = f.readline()\n while len(id) > 0:\n tail.append(eid_map[id[:-1]])\n id = f.readline()\n tail = np.asarray(tail)\n else:\n tail = None\n\n return head, rel, tail, id2e_map, id2r_map\n\ndef load_triplet_data(head_f=None, rel_f=None, tail_f=None):\n if head_f is not None:\n head = []\n with open(head_f, 'r') as f:\n id = f.readline()\n while len(id) > 0:\n head.append(int(id))\n id = f.readline()\n head = np.asarray(head)\n else:\n head = None\n\n if rel_f is not None:\n rel = []\n with open(rel_f, 'r') as f:\n id = f.readline()\n while len(id) > 0:\n rel.append(int(id))\n id = f.readline()\n rel = np.asarray(rel)\n else:\n rel = None\n\n if tail_f is not None:\n tail = []\n with open(tail_f, 'r') as f:\n id = f.readline()\n while len(id) > 0:\n tail.append(int(id))\n id = f.readline()\n tail = np.asarray(tail)\n else:\n tail = None\n\n return head, rel, tail\n\ndef load_raw_emb_mapping(map_f):\n assert map_f is not None\n id2e_map = {}\n with open(map_f, 'r') as f:\n reader = csv.reader(f, delimiter='\\t')\n for row in reader:\n id2e_map[int(row[0])] = row[1]\n\n return id2e_map\n\n\ndef load_raw_emb_data(file, map_f=None, e2id_map=None):\n if map_f is not None:\n e2id_map = {}\n id2e_map = {}\n with open(map_f, 'r') as f:\n reader = csv.reader(f, delimiter='\\t')\n for row in reader:\n e2id_map[row[1]] = int(row[0])\n id2e_map[int(row[0])] = row[1]\n elif e2id_map is not None:\n id2e_map = [] # dummpy return value\n else:\n assert False, 'There should be an ID mapping file provided'\n\n ids = []\n with open(file, 'r') as f:\n line = f.readline()\n while len(line) > 0:\n ids.append(e2id_map[line[:-1]])\n line = f.readline()\n ids = np.asarray(ids)\n\n return ids, id2e_map, e2id_map\n\ndef load_entity_data(file=None):\n if file is None:\n return None\n\n entity = []\n with open(file, 'r') as f:\n id = f.readline()\n while len(id) > 0:\n entity.append(int(id))\n id = f.readline()\n entity = np.asarray(entity)\n return entity\n\ndef prepare_save_path(args):\n if not os.path.exists(args.save_path):\n os.mkdir(args.save_path)\n\n folder = '{}_{}_'.format(args.model_name, args.dataset)\n n = len([x for x in os.listdir(args.save_path) if x.startswith(folder)])\n folder += str(n)\n args.save_path = os.path.join(args.save_path, folder)\n\n if not os.path.exists(args.save_path):\n os.makedirs(args.save_path)\n\n\ndef set_seed(args):\n np.random.seed(args.seed)\n th.manual_seed(args.seed)\n\ndef evaluate_best_result(model_name, dataset, save_path, threshold=3):\n file_pattern = '{}/{}_{}_*/result.txt'.format(save_path, model_name, dataset)\n files = glob.glob(file_pattern)\n best_result = None\n best_dir = None\n for file in files:\n dir = file.split('/')[-2]\n with open(file, 'r') as f:\n result = json.load(f)\n if best_result is None:\n best_result = result\n best_dir = dir\n continue\n else:\n cnt = 0\n for k in result.keys():\n if k == 'MR':\n if result[k] <= best_result[k]:\n cnt += 1\n else:\n if result[k] >= best_result[k]:\n cnt += 1\n if cnt >= threshold:\n best_result = result\n best_dir = dir\n print(f'''{model_name} training on {dataset} best result is in folder {best_dir}\\n'\n best result:\\n''')\n for k, v in best_result.items():\n print(f'{k}: {v}')\n\n" }, { "alpha_fraction": 0.5620205998420715, "alphanum_fraction": 0.5690734386444092, "avg_line_length": 79.43971252441406, "blob_id": "590837a96cca481c206e15d9c4dacc18d01ea77d", "content_id": "4f5efdea6adef73bcb4f02f52c2d723954293097", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 11343, "license_type": "permissive", "max_line_length": 152, "num_lines": 141, "path": "/python/dglke/util/argparser/common_argparser.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "import argparse\nclass CommonArgParser(argparse.ArgumentParser):\n def __init__(self):\n super(CommonArgParser, self).__init__()\n\n self.add_argument('--model_name', default='TransE',\n choices=['TransE', 'TransE_l1', 'TransE_l2', 'TransR',\n 'RESCAL', 'DistMult', 'ComplEx', 'RotatE',\n 'SimplE', 'ConvE', 'AttH'],\n help='The models provided by DGL-KE.')\n self.add_argument('--data_path', type=str, default='data',\n help='The path of the directory where DGL-KE loads knowledge graph data.')\n self.add_argument('--dataset', type=str, default='FB15k',\n help='The name of the builtin knowledge graph. Currently, the builtin knowledge ' \\\n 'graphs include FB15k, FB15k-237, wn18, wn18rr and Freebase. ' \\\n 'DGL-KE automatically downloads the knowledge graph and keep it under data_path.')\n self.add_argument('--format', type=str, default='built_in',\n help='The format of the dataset. For builtin knowledge graphs,' \\\n 'the foramt should be built_in. For users own knowledge graphs,' \\\n 'it needs to be raw_udd_{htr} or udd_{htr}.')\n self.add_argument('--data_files', type=str, default=None, nargs='+',\n help='A list of data file names. This is used if users want to train KGE' \\\n 'on their own datasets. If the format is raw_udd_{htr},' \\\n 'users need to provide train_file [valid_file] [test_file].' \\\n 'If the format is udd_{htr}, users need to provide' \\\n 'entity_file relation_file train_file [valid_file] [test_file].' \\\n 'In both cases, valid_file and test_file are optional.')\n self.add_argument('--delimiter', type=str, default='\\t',\n help='Delimiter used in data files. Note all files should use the same delimiter.')\n self.add_argument('--save_path', type=str, default='ckpts',\n help='the path of the directory where models and logs are saved.')\n self.add_argument('--no_save_emb', action='store_true',\n help='Disable saving the embeddings under save_path.')\n self.add_argument('--max_step', type=int, default=80000,\n help='The maximal number of steps to train the model.' \\\n 'A step trains the model with a batch of data.')\n self.add_argument('--batch_size', type=int, default=1024,\n help='The batch size for training.')\n self.add_argument('--batch_size_eval', type=int, default=8,\n help='The batch size used for validation and test.')\n self.add_argument('--neg_sample_size', type=int, default=256,\n help='The number of negative samples we use for each positive sample in the training.')\n self.add_argument('--neg_deg_sample', action='store_true',\n help='Construct negative samples proportional to vertex degree in the training.' \\\n 'When this option is turned on, the number of negative samples per positive edge' \\\n 'will be doubled. Half of the negative samples are generated uniformly while' \\\n 'the other half are generated proportional to vertex degree.')\n self.add_argument('--neg_deg_sample_eval', action='store_true',\n help='Construct negative samples proportional to vertex degree in the evaluation.')\n self.add_argument('--neg_sample_size_eval', type=int, default=-1,\n help='The number of negative samples we use to evaluate a positive sample.')\n self.add_argument('--eval_percent', type=float, default=1,\n help='Randomly sample some percentage of edges for evaluation.')\n self.add_argument('--no_eval_filter', action='store_false', dest='eval_filter',\n help='Disable filter positive edges from randomly constructed negative edges for evaluation')\n self.add_argument('--self_loop_filter', action='store_true', dest='self_loop_filter',\n help='Disable filter triple like (head - relation - head) score for evaluation')\n self.add_argument('-log', '--log_interval', type=int, default=1000,\n help='Print runtime of different components every x steps.')\n self.add_argument('--eval_interval', type=int, default=1,\n help='Print evaluation results on the validation dataset every x steps' \\\n 'if validation is turned on')\n self.add_argument('--test', action='store_true',\n help='Evaluate the model on the test set after the model is trained.')\n self.add_argument('--num_proc', type=int, default=1,\n help='The number of processes to train the model in parallel.' \\\n 'In multi-GPU training, the number of processes by default is set to match the number of GPUs.' \\\n 'If set explicitly, the number of processes needs to be divisible by the number of GPUs.')\n self.add_argument('--num_thread', type=int, default=1,\n help='The number of CPU threads to train the model in each process.' \\\n 'This argument is used for multiprocessing training.')\n self.add_argument('--force_sync_interval', type=int, default=-1,\n help='We force a synchronization between processes every x steps for' \\\n 'multiprocessing training. This potentially stablizes the training process'\n 'to get a better performance. For multiprocessing training, it is set to 1000 by default.')\n self.add_argument('--hidden_dim', type=int, default=400,\n help='The embedding size of relation and entity')\n self.add_argument('--lr', type=float, default=0.01,\n help='The learning rate. DGL-KE uses Adagrad to optimize the model parameters.')\n self.add_argument('-g', '--gamma', type=float, default=12.0,\n help='The margin value in the score function. It is used by TransX and RotatE.')\n self.add_argument('-de', '--double_ent', action='store_true',\n help='Double entitiy dim for complex number or canonical polyadic. It is used by RotatE and SimplE.')\n self.add_argument('-dr', '--double_rel', action='store_true',\n help='Double relation dim for complex number or canonical polyadic. It is used by RotatE and SimplE')\n self.add_argument('-adv', '--neg_adversarial_sampling', action='store_true',\n help='Indicate whether to use negative adversarial sampling.' \\\n 'It will weight negative samples with higher scores more.')\n self.add_argument('-a', '--adversarial_temperature', default=1.0, type=float,\n help='The temperature used for negative adversarial sampling.')\n self.add_argument('-rc', '--regularization_coef', type=float, default=0.000002,\n help='The coefficient for regularization.')\n self.add_argument('-rn', '--regularization_norm', type=int, default=3,\n help='norm used in regularization.')\n self.add_argument('-pw', '--pairwise', action='store_true',\n help='Indicate whether to use pairwise loss function. '\n 'It compares the scores of a positive triple and a negative triple')\n self.add_argument('--loss_genre', default='Logsigmoid',\n choices=['Hinge', 'Logistic', 'Logsigmoid', 'BCE'],\n help='The loss function used to train KGEM.')\n self.add_argument('-m', '--margin', type=float, default=1.0,\n help='hyper-parameter for hinge loss.')\n # args for ConvE\n self.add_argument('--tensor_height', type=int, default=10,\n help='Tensor height for ConvE. Note hidden_dim must be divisible by it')\n self.add_argument('--dropout_ratio', type=float, nargs='+', default=0,\n help='Dropout ratio for input, conv, linear respectively. If 0 is specified, ConvE will not use dropout for that layer')\n self.add_argument('--batch_norm', '-bn', type=bool, default=True,\n help='Whether use batch normalization in ConvE or not')\n self.add_argument('--label_smooth', type=float, default=.0,\n help='use label smoothing for training.')\n # args for reproducibility\n self.add_argument('--seed', type=int, default=0,\n help='Random seed for reproducibility')\n self.add_argument('--num_node', type=int, default=1,\n help='Number of node used for distributed training')\n # this is used for distributed training. not implemented yet\n self.add_argument('--node_rank', type=int, default=0,\n help='The rank of node, ranged from [0, num_node - 1]')\n # self.add_argument('--eval_chunk', type=int, default=8,\n # help='Number of chunk to corrupt for the whole graph to pervent OOM for evaluation. The smaller the more RAM it consumed.')\n self.add_argument('--mode', type=str, default='fit',\n choices=['fit', 'eval'],\n help='Whether to train the model or to evaluate.')\n # TODO: lingfei - use function to substitute brute force sampling\n self.add_argument('--init_strat', type=str, default='uniform',\n choices=['uniform', 'xavier', 'constant'],\n help='Initial strategy for embeddings.')\n self.add_argument('--num_workers', type=int, default=8,\n help='Number of process to fetch data for training/validation dataset.')\n\n # hyper-parameter for hyperbolic embeddings\n self.add_argument('--init_scale', type=float, default=0.001,\n help='Initialization scale for entity embedding, relation embedding, curvature, attention in hyperbolic embeddings')\n self.add_argument('--optimizer', type=str, default='Adagrad',\n choices=['Adagrad', 'Adam'],\n help='Optimizer for kg embeddings')\n self.add_argument('--no_save_log', action='store_false', dest='save_log',\n help='If specified, dglke will not save log and result file to save path.')\n self.add_argument('--tqdm', action='store_true', dest='tqdm',\n help='Use tqdm to visualize training and evaluation process. Note this might drag speed of process 0 for multi-GPU training.')\n\n" }, { "alpha_fraction": 0.5521105527877808, "alphanum_fraction": 0.5584609508514404, "avg_line_length": 53.632652282714844, "blob_id": "377e253828c6432cf2702f812c305d158e5e7488", "content_id": "e678c46ca6dfa7254d2c6697e1db157ce10f0581", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 8031, "license_type": "permissive", "max_line_length": 149, "num_lines": 147, "path": "/python/dglke/models/conve.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "import torch as th\nfrom .ke_model import GEModel, EMB_INIT_EPS\nfrom .pytorch.score_fun import ConvEScore\nfrom .pytorch.ke_tensor import KGEmbedding\nfrom dglke.util import get_device\n\n\nclass ConvEModel(GEModel):\n def __init__(self, args, device, model_name):\n score_func = ConvEScore(hidden_dim=args.hidden_dim,\n tensor_height=args.tensor_height,\n dropout_ratio=args.dropout_ratio,\n batch_norm=args.batch_norm)\n self._entity_bias = KGEmbedding(device)\n self.h = args.tensor_height\n self.w = args.hidden_dim // self.h\n self.gamma = args.gamma\n super(ConvEModel, self).__init__(args, device, model_name, score_func)\n\n def batch_concat(self, tensor_a, tensor_b, dim=-2):\n \"\"\" element wise concatenation\n\n \"\"\"\n def _reshape(tensor):\n if tensor.dim() == 2:\n batch, hidden_dim = tensor.shape\n assert hidden_dim == self.h * self.w, 'hidden dimension must match %d' % self.h * self.w\n return tensor.reshape(batch, self.h, self.w)\n elif tensor.dim() == 3:\n batch, h, w = tensor.shape\n assert h == self.h, 'tensor height must match %d' % h\n assert w == self.w, 'tensor width must match %d' % w\n return tensor\n elif tensor.dim() == 4:\n return tensor\n else:\n raise ValueError('tensor must have dimension larger than 1')\n\n tensor_a = _reshape(tensor_a)\n tensor_b = _reshape(tensor_b)\n return th.cat([tensor_a, tensor_b], dim=dim)\n\n def mutual_concat(self, tensor_a, tensor_b, chunk_size_a=16, chunk_size_b=16, mode='AxB', dim=-2):\n \"\"\" broadcast concatenation for tensor_a and tensor_b. it is used only when corrupt negative tensor_a\n\n \"\"\"\n def _chunk_reshape(tensor, _chunk_size):\n if tensor.dim() == 1:\n raise ValueError('tensor with dimension %d is not supported' % tensor.dim())\n elif tensor.dim() == 2:\n batch, hidden_dim = tensor.shape\n assert hidden_dim == self.h * self.w, 'hidden dimension must be %d' % self.h * self.w\n return tensor.reshape([-1, _chunk_size, self.h, self.w])\n elif tensor.dim() == 3:\n batch, h, w = tensor.shape\n assert h == self.h, 'tensor height must match %d.' % self.h\n assert w == self.w, 'tensor width must match %d.' % self.w\n return tensor.reshape([-1, _chunk_size, self.h, self.w])\n\n tensor_a = _chunk_reshape(tensor_a, chunk_size_a)\n tensor_b = _chunk_reshape(tensor_b, chunk_size_b)\n num_chunk, _, h, w = tensor_a.shape\n if mode is 'AxB':\n tensor_a = tensor_a.unsqueeze(2)\n tensor_b = tensor_b.unsqueeze(1)\n tensor_a = tensor_a.repeat(1, 1, chunk_size_b, 1, 1)\n tensor_b = tensor_b.repeat(1, chunk_size_a, 1, 1, 1)\n elif mode is 'BxA':\n tensor_a = tensor_a.unsqueeze(1)\n tensor_b = tensor_b.unsqueeze(2)\n tensor_a = tensor_a.repeat(1, chunk_size_b, 1, 1, 1)\n tensor_b = tensor_b.repeat(1, 1, chunk_size_a, 1, 1)\n cat_res = th.cat([tensor_a, tensor_b], dim=dim)\n cat_res = cat_res.reshape(-1, 2 * h, w)\n return cat_res\n\n def categorize_embedding(self):\n self._entity_related_emb.update({'entity_emb': self._entity_emb,\n 'entity_bias': self._entity_bias})\n self._relation_related_emb.update({'relation_emb': self._relation_emb})\n self._torch_model.update({'score_func': self._score_func})\n\n def initialize(self, n_entities, n_relations, init_strat='xavier'):\n args = self.args\n eps = EMB_INIT_EPS\n emb_init = (args.gamma + eps) / args.hidden_dim\n device = get_device(args)\n entity_related_device = th.device('cpu') if args.mix_cpu_gpu else device\n relation_related_device = th.device('cpu') if (args.mix_cpu_gpu or args.strict_rel_part or args.soft_rel_part) else device\n self._relation_emb.init(emb_init=emb_init, lr=self.lr, async_threads=None, num=n_relations, dim=self.hidden_dim,\n init_strat=init_strat, device=relation_related_device)\n self._entity_emb.init(emb_init=emb_init, lr=self.lr, async_threads=None, num=n_entities, dim=self.hidden_dim,\n init_strat=init_strat, device=entity_related_device)\n self._entity_bias.init(emb_init=0, lr=self.lr, async_threads=None, num=n_entities, dim=1, init_strat='uniform', device=entity_related_device)\n\n\n\n def pos_forward(self, pos_emb):\n concat_emb = self.batch_concat(pos_emb['head'], pos_emb['rel'], dim=-2)\n return self.gamma - self._score_func(embs=[concat_emb, pos_emb['tail'], pos_emb['tail_bias']],\n mode='all',\n bmm=False,)\n\n def neg_forward(self, pos_emb, neg_emb, neg_type, chunk_size, neg_sample_size, train):\n args = self.args\n if neg_type == 'head':\n concat_emb = self.mutual_concat(neg_emb['neg'], pos_emb['rel'],\n chunk_size_a=neg_sample_size, chunk_size_b=chunk_size,\n mode='BxA')\n lhs = self._score_func(embs=[concat_emb], mode='lhs', bmm=False)\n tail_emb = pos_emb['tail'].reshape(-1, chunk_size, 1, args.hidden_dim)\n tail_bias = pos_emb['tail_bias'].reshape(-1, chunk_size, 1, 1)\n return self.gamma - self._score_func(embs=[lhs, tail_emb, tail_bias], mode='rhs', bmm=False)\n else:\n concat_emb = self.batch_concat(pos_emb['head'], pos_emb['rel'], dim=-2)\n b, h, w = concat_emb.shape\n lhs = self._score_func(embs=[concat_emb], mode='lhs', bmm=False).reshape(b // chunk_size, chunk_size, -1)\n\n tail_emb = neg_emb['neg']\n tail_bias = neg_emb['neg_bias']\n _, emb_dim = tail_emb.shape\n tail_emb = tail_emb.reshape(-1, neg_sample_size, emb_dim)\n tail_bias = tail_bias.reshape(-1, neg_sample_size, 1)\n # bmm\n score = self._score_func(embs=[lhs, tail_emb, tail_bias], mode='rhs', bmm=True)\n return self.gamma - score\n\n def acquire_embedding(self, data, gpu_id=-1, pos=True, train=True, neg_type='head'):\n if pos and train:\n emb = {'head': self._entity_related_emb['entity_emb'](data['head'], gpu_id=gpu_id, trace=True),\n 'tail': self._entity_related_emb['entity_emb'](data['tail'], gpu_id=gpu_id, trace=True),\n 'rel': self._relation_related_emb['relation_emb'](data['rel'], gpu_id=gpu_id, trace=True),\n 'tail_bias': self._entity_related_emb['entity_bias'](data['tail'], gpu_id=gpu_id, trace=True), }\n elif not pos and train:\n emb = {'neg': self._entity_related_emb['entity_emb'](data['neg'], gpu_id=gpu_id, trace=True)}\n if neg_type == 'tail':\n emb['neg_bias'] = self._entity_related_emb['entity_bias'](data['neg'], gpu_id=gpu_id, trace=True)\n elif pos and not train:\n emb = {'head': self._entity_related_emb['entity_emb'](data['head'], gpu_id=gpu_id, trace=False),\n 'rel': self._relation_related_emb['relation_emb'](data['rel'], gpu_id=gpu_id, trace=False),\n 'tail': self._entity_related_emb['entity_emb'](data['tail'], gpu_id=gpu_id, trace=False),\n 'tail_bias': self._entity_related_emb['entity_bias'](data['tail'], gpu_id=gpu_id, trace=False)\n }\n else:\n emb = {'neg': self._entity_related_emb['entity_emb'](data['neg'], gpu_id=gpu_id, trace=False),\n 'neg_bias': self._entity_related_emb['entity_bias'](data['neg'], gpu_id=gpu_id, trace=False)}\n return emb\n" }, { "alpha_fraction": 0.7456140518188477, "alphanum_fraction": 0.7456140518188477, "avg_line_length": 22, "blob_id": "8658eea8eb5c0d98c99ecd9ccad16c1c92643173", "content_id": "4e2154af5c2454bc8e7919129c33aa75b5f2a8f2", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 114, "license_type": "permissive", "max_line_length": 27, "num_lines": 5, "path": "/python/dglke/util/__init__.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "from .misc import *\nfrom .argparser import *\nfrom .math import *\nfrom .logger import *\nfrom .multiprocess import *" }, { "alpha_fraction": 0.5494558811187744, "alphanum_fraction": 0.5556630492210388, "avg_line_length": 56.69767379760742, "blob_id": "91a645db7d2b492add860a78c95805514e0cab73", "content_id": "3b90a72e72751525c9d2d5859a6e48d1e2f1b71f", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 12405, "license_type": "permissive", "max_line_length": 130, "num_lines": 215, "path": "/python/dglke/models/hypere.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "from .pytorch.score_fun import ATTHScore\nfrom .pytorch.ke_tensor import KGEmbedding\nfrom .ke_model import GEModel\nimport torch as th\nfrom dglke.util import *\n\nclass AttHModel(GEModel):\n def __init__(self, args, device, model_name):\n score_func = ATTHScore()\n super(AttHModel, self).__init__(args, device, model_name, score_func)\n self._rel_diag = KGEmbedding(device)\n self._c = KGEmbedding(device)\n self._context = KGEmbedding(device)\n self._head_bias = KGEmbedding(device)\n self._tail_bias = KGEmbedding(device)\n # self.multi_c = args.multi_c\n self.gamma = args.gamma\n self._scale = (1. / np.sqrt(args.hidden_dim))\n\n def categorize_embedding(self):\n self._entity_related_emb.update({'head_bias': self._head_bias,\n 'tail_bias': self._head_bias,\n 'entity_emb': self._entity_emb,\n })\n self._relation_related_emb.update({'curvature': self._c,\n 'context': self._context,\n 'rel_diag': self._rel_diag,\n 'relation_emb': self._relation_emb,\n })\n\n def initialize(self, n_entities, n_relations, init_strat='uniform'):\n args = self.args\n init_scale = args.init_scale\n device = get_device(args)\n entity_related_device = th.device('cpu') if args.mix_cpu_gpu else device\n relation_related_device = th.device('cpu') if (args.mix_cpu_gpu or args.strict_rel_part or args.soft_rel_part) else device\n self._entity_emb.init(init_scale, lr=self.lr, async_threads=args.num_thread, num=n_entities, dim=self.hidden_dim,\n init_strat='normal', optimizer=args.optimizer, device=entity_related_device)\n self._relation_emb.init(init_scale, lr=self.lr, async_threads=args.num_thread, num=n_relations, dim=self.hidden_dim,\n init_strat='normal', optimizer=args.optimizer, device=relation_related_device)\n self._rel_diag.init(emb_init=(2, -1), lr=self.lr, async_threads=args.num_thread, num=n_relations, dim=self.hidden_dim * 2,\n init_strat='random', optimizer=args.optimizer, device=relation_related_device)\n self._c.init(emb_init=1, lr=self.lr, async_threads=args.num_thread, num=n_relations, dim=1,\n init_strat='constant', optimizer=args.optimizer, device=relation_related_device)\n self._context.init(emb_init=init_scale, lr=self.lr, async_threads=args.num_thread, num=n_relations, dim=self.hidden_dim,\n init_strat='normal', optimizer=args.optimizer, device=relation_related_device)\n self._head_bias.init(emb_init=0, lr=self.lr, async_threads=args.num_thread, num=n_entities, dim=1,\n init_strat='constant', optimizer=args.optimizer, device=entity_related_device)\n self._tail_bias.init(emb_init=0, lr=self.lr, async_threads=args.num_thread, num=n_entities, dim=1,\n init_strat='constant', optimizer=args.optimizer, device=entity_related_device)\n\n\n def prepare_data(self, pos_emb, neg_emb, neg_type, chunk_size, neg_sample_size, train=True):\n pos_batch_size = pos_emb['head'].shape[0]\n neg_batch_size = neg_emb[neg_type].shape[0]\n pos_emb_reshape = {}\n neg_emb_reshape = {}\n if train and neg_type == 'head':\n for k in pos_emb.keys():\n pos_emb_reshape[k] = pos_emb[k].view(pos_batch_size // chunk_size, chunk_size, -1)\n for k in neg_emb.keys():\n neg_emb_reshape[k] = neg_emb[k].view(neg_batch_size // neg_sample_size, neg_sample_size, -1)\n elif train and neg_type == 'tail':\n pos_emb_reshape.update(pos_emb)\n pos_emb_reshape['head_bias'] = pos_emb_reshape['head_bias'].view(pos_batch_size // chunk_size,\n chunk_size, -1)\n for k in neg_emb.keys():\n neg_emb_reshape[k] = neg_emb[k].view(neg_batch_size // neg_sample_size, neg_sample_size, -1)\n elif not train and neg_type == 'head':\n for k in pos_emb.keys():\n pos_emb_reshape[k] = pos_emb[k].view(1, pos_batch_size, -1)\n for k in neg_emb.keys():\n neg_emb_reshape[k] = neg_emb[k].view(1, neg_batch_size, -1)\n elif not train and neg_type == 'tail':\n pos_emb_reshape.update(pos_emb)\n pos_emb_reshape['head_bias'] = pos_emb_reshape['head_bias'].view(1, pos_batch_size, -1)\n for k in neg_emb.keys():\n neg_emb_reshape[k] = neg_emb[k].view(1, neg_batch_size, -1)\n return pos_emb_reshape, neg_emb_reshape\n\n def get_score(self, lhs_e, head_bias, rhs_e, tail_bias, c, comp='batch'):\n score = self._score_func(lhs_e, rhs_e, c, comp)\n if comp == 'batch':\n return self.gamma + head_bias + tail_bias + score\n else:\n return self.gamma + head_bias.unsqueeze(2) + tail_bias.unsqueeze(1) + score.unsqueeze(-1)\n\n def pos_forward(self, pos_emb):\n # get lhs\n rel_c = pos_emb['curvature']\n head = pos_emb['head']\n rel_diag = pos_emb['rel_diag']\n context_vec = pos_emb['context_vec']\n rel = pos_emb['rel']\n head_bias = pos_emb['head_bias']\n\n c = th.nn.functional.softplus(rel_c)\n rot_mat, ref_mat = th.chunk(rel_diag, 2, dim=1)\n rot_q = givens_rotations(rot_mat, head).view(-1, 1, self.hidden_dim)\n ref_q = givens_reflection(ref_mat, head).view(-1, 1, self.hidden_dim)\n cands = th.cat([ref_q, rot_q], dim=1)\n context_vec = context_vec.view(-1, 1, self.hidden_dim)\n att_weights = th.sum(context_vec * cands * self._scale, dim=-1, keepdim=True)\n att_weights = th.nn.functional.softmax(att_weights, dim=1)\n att_q = th.sum(att_weights * cands, dim=1)\n lhs = expmap0(att_q, c)\n rel = expmap0(rel, c)\n lhs = project(mobius_add(lhs, rel, c), c)\n\n # get rhs\n rhs = pos_emb['tail']\n tail_bias = pos_emb['tail_bias']\n\n score = self.get_score(lhs, head_bias, rhs, tail_bias, c, comp='batch')\n return score\n\n def neg_forward(self, pos_emb, neg_emb, neg_type, chunk_size, neg_sample_size, train=True):\n pos_emb, neg_emb = self.prepare_data(pos_emb, neg_emb, neg_type, chunk_size, neg_sample_size, train=train)\n\n if neg_type == 'head':\n # for head\n head = neg_emb['head']\n head_bias = neg_emb['head_bias'].unsqueeze(1)\n\n # for relation\n rel_diag = pos_emb['rel_diag']\n rel_c = pos_emb['curvature']\n rel = pos_emb['rel']\n context_vec = pos_emb['context_vec']\n\n # for tail\n rhs = pos_emb['tail'].unsqueeze(2)\n tail_bias = pos_emb['tail_bias'].unsqueeze(2)\n\n c = th.nn.functional.softplus(rel_c)\n rot_mat, ref_mat = th.chunk(rel_diag, 2, dim=-1)\n # batch, chunk, neg, hidden\n rot_q = givens_rotations(rot_mat, head, comp='mm').unsqueeze(-2)\n ref_q = givens_reflection(ref_mat, head, comp='mm').unsqueeze(-2)\n cands = th.cat([ref_q, rot_q], dim=-2)\n context_vec = context_vec.unsqueeze(2).unsqueeze(3)\n attn_weights = th.sum(context_vec * cands * self._scale, dim=-1, keepdim=True)\n attn_weights = th.nn.functional.softmax(attn_weights, dim=-2)\n att_q = th.sum(attn_weights * cands, dim=-2)\n expand_c = c.unsqueeze(2)\n lhs = expmap0(att_q, expand_c)\n rel = expmap0(rel, c).unsqueeze(2)\n lhs = project(mobius_add(lhs, rel, expand_c), expand_c)\n score = self.get_score(lhs, head_bias, rhs, tail_bias, expand_c, comp='batch')\n return score\n\n elif neg_type == 'tail':\n # for head\n head = pos_emb['head']\n head_bias = pos_emb['head_bias']\n\n # for relation\n rel_c = pos_emb['curvature']\n rel = pos_emb['rel']\n rel_diag = pos_emb['rel_diag']\n context_vec = pos_emb['context_vec']\n\n # for tail\n rhs = neg_emb['tail']\n tail_bias = neg_emb['tail_bias']\n\n c = th.nn.functional.softplus(rel_c)\n rot_mat, ref_mat = th.chunk(rel_diag, 2, dim=-1)\n rot_q = givens_rotations(rot_mat, head).view(-1, 1, self.hidden_dim)\n ref_q = givens_reflection(ref_mat, head).view(-1, 1, self.hidden_dim)\n cands = th.cat([ref_q, rot_q], dim=1)\n context_vec = context_vec.view(-1, 1, self.hidden_dim)\n att_weights = th.sum(context_vec * cands * self._scale, dim=-1, keepdim=True)\n att_weights = th.nn.functional.softmax(att_weights, dim=1)\n att_q = th.sum(att_weights * cands, dim=1)\n lhs = expmap0(att_q, c)\n rel = expmap0(rel, c)\n lhs = project(mobius_add(lhs, rel, c), c)\n c = c.view(c.shape[0] // chunk_size, chunk_size, -1)\n score = self.get_score(lhs.view(lhs.shape[0] // chunk_size, chunk_size, -1), head_bias, rhs, tail_bias, c,\n comp='mm')\n return score\n\n def acquire_embedding(self, data, gpu_id=-1, pos=True, train=True, neg_type='head'):\n if pos and train:\n emb = {'curvature': self._relation_related_emb['curvature'](data['rel'], gpu_id=gpu_id, trace=True),\n 'rel': self._relation_related_emb['relation_emb'](data['rel'], gpu_id=gpu_id, trace=True),\n 'rel_diag': self._relation_related_emb['rel_diag'](data['rel'], gpu_id=gpu_id, trace=True),\n 'context_vec': self._relation_related_emb['context'](data['rel'], gpu_id=gpu_id, trace=True),\n 'head': self._entity_related_emb['entity_emb'](data['head'], gpu_id=gpu_id, trace=True),\n 'tail': self._entity_related_emb['entity_emb'](data['tail'], gpu_id=gpu_id, trace=True),\n 'head_bias': self._entity_related_emb['head_bias'](data['head'], gpu_id=gpu_id, trace=True),\n 'tail_bias': self._entity_related_emb['tail_bias'](data['tail'], gpu_id=gpu_id, trace=True), }\n elif not pos and train:\n if neg_type == 'head':\n emb = {'head': self._entity_related_emb['entity_emb'](data['neg'], gpu_id=gpu_id, trace=True),\n 'head_bias': self._entity_related_emb['head_bias'](data['neg'], gpu_id=gpu_id, trace=True)}\n else:\n emb = {'tail': self._entity_related_emb['entity_emb'](data['neg'], gpu_id=gpu_id, trace=True),\n 'tail_bias': self._entity_related_emb['tail_bias'](data['neg'], gpu_id=gpu_id, trace=True)}\n elif pos and not train:\n emb = {'curvature': self._relation_related_emb['curvature'](data['rel'], gpu_id=gpu_id, trace=False),\n 'head': self._entity_related_emb['entity_emb'](data['head'], gpu_id=gpu_id, trace=False),\n 'tail': self._entity_related_emb['entity_emb'](data['tail'], gpu_id=gpu_id, trace=False),\n 'rel': self._relation_related_emb['relation_emb'](data['rel'], gpu_id=gpu_id, trace=False),\n 'rel_diag': self._relation_related_emb['rel_diag'](data['rel'], gpu_id=gpu_id, trace=False),\n 'context_vec': self._relation_related_emb['context'](data['rel'], gpu_id=gpu_id, trace=False),\n 'head_bias': self._entity_related_emb['head_bias'](data['head'], gpu_id=gpu_id, trace=False),\n 'tail_bias': self._entity_related_emb['tail_bias'](data['tail'], gpu_id=gpu_id, trace=False), }\n else:\n emb = {'head': self._entity_related_emb['entity_emb'](data['neg'], gpu_id=gpu_id, trace=False),\n 'head_bias': self._entity_related_emb['head_bias'](data['neg'], gpu_id=gpu_id, trace=False),\n 'tail': self._entity_related_emb['entity_emb'](data['neg'], gpu_id=gpu_id, trace=False),\n 'tail_bias': self._entity_related_emb['tail_bias'](data['neg'], gpu_id=gpu_id, trace=False)}\n return emb\n" }, { "alpha_fraction": 0.5007750391960144, "alphanum_fraction": 0.5060235857963562, "avg_line_length": 40.667423248291016, "blob_id": "8705140722673dc73ac29cb829b27f831bc3bc5e", "content_id": "b550ce8bc16515a312710922f1085baa37cca3b4", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 73544, "license_type": "permissive", "max_line_length": 154, "num_lines": 1765, "path": "/python/dglke/models/ke_model.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\n#\n# ke_model.py\n#\n# Copyright 2020 Amazon.com, Inc. or its affiliates. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n#\n\"\"\"\nKnowledge Graph Embedding Model\n1. TransE_1\n2. TransE_2\n3. TransR\n4. RESCAL\n5. DistMult\n6. ComplEx\n7. RotatE\n8. SimplE\n9. ConvE\n\"\"\"\nfrom abc import ABC, abstractmethod\nfrom tqdm import trange, tqdm\nimport dgl\n\nimport torch as th\nimport torch.distributed as dist\nimport torch.multiprocessing as mp\nfrom torch.nn.parallel import DistributedDataParallel\nfrom torch.optim import Adagrad, Adam\nfrom torch.utils.data import DataLoader\n\nfrom .pytorch.tensor_models import logsigmoid\nfrom .pytorch.tensor_models import none\nfrom .pytorch.score_fun import *\nfrom .pytorch.ke_tensor import KGEmbedding\nfrom .pytorch.tensor_models import cosine_dist\nfrom .pytorch.tensor_models import l2_dist\nfrom .pytorch.tensor_models import l1_dist\nfrom .pytorch.tensor_models import dot_dist\nfrom .pytorch.tensor_models import extended_jaccard_dist\nfrom .pytorch.tensor_models import floor_divide\nfrom .pytorch.loss import LossGenerator\nfrom .pytorch.regularizer import Regularizer\nfrom dglke.util import thread_wrapped_func, Logger, get_compatible_batch_size, prepare_save_path, get_scalar, to_device\nfrom dglke.dataloader import EvalDataset, TrainDataset, SequentialTotalSampler, PartitionChunkDataset\nfrom dglke.dataloader import get_dataset\n\nimport time\nimport logging\nimport json\n\n# debug package\nfrom pyinstrument import Profiler\n\nEMB_INIT_EPS = 2.0\nPRECISION_EPS = 1e-5\nDEFAULT_INFER_BATCHSIZE = 1024\n\nprint = Logger.print\n\nclass BasicGEModel(object):\n \"\"\" Basic Graph Embeding Model\n \"\"\"\n\n def __init__(self, device, model_name, score_func):\n self._g = None\n self._model_name = model_name\n self._device = device\n self._entity_emb = KGEmbedding(device)\n self._relation_emb = KGEmbedding(device)\n self._score_func = score_func\n\n def attach_graph(self, g, etid_field='tid', ntid_field='ntid'):\n \"\"\" Attach dataset into Graph Embedding Model\n\n Parameter\n ----------\n g: DGLGraph\n Input data for knowledge graph\n etid_field: str\n Edge feature name storing the edge type id\n ntid_field: str\n Node feature name storing the node type id\n\n Note\n ----\n If the input graph is DGLGraph, we assume that it uses a homogeneous graph\n to represent the heterogeneous graph. The edge type id is stored in etid_field\n and the node type id is stored in ntid_field.\n \"\"\"\n self._etid_field = etid_field\n self._ntid_field = ntid_field\n assert isinstance(g, dgl.DGLGraph)\n self._g = g\n\n def load(self, model_path):\n \"\"\" Load Graph Embedding Model from model_path.\n\n The default entity embeding file is entity.npy.\n The default relation embedding file is relation.npy.\n\n Parameter\n ---------\n model_path : str\n Path to store the model information\n \"\"\"\n pass\n\n def save(self, model_path):\n \"\"\" Save Graph Embedding Model into model_path.\n\n All model related data are saved under model_path.\n The default entity embeding file is entity.npy.\n The default relation embedding file is relation.npy.\n\n Parameter\n ---------\n model_path : str\n Path to store the model information\n \"\"\"\n assert False, 'Not support training now'\n\n def fit(self):\n \"\"\" Start training\n \"\"\"\n assert False, 'Not support training now'\n\n def test(self):\n \"\"\" Start evaluation\n \"\"\"\n assert False, 'Not support evaluation now'\n\n def _infer_score_func(self, head, rel, tail, triplet_wise=False, batch_size=DEFAULT_INFER_BATCHSIZE):\n head_emb = self.entity_embed[head]\n rel_emb = self.relation_embed[rel]\n tail_emb = self.entity_embed[tail]\n\n num_head = head.shape[0]\n num_rel = rel.shape[0]\n num_tail = tail.shape[0]\n\n score = []\n if triplet_wise:\n # triplet wise score: head, relation and tail tensor have the same length N,\n # for i in range(N):\n # result.append(score(head[i],rel[i],tail[i]))\n class FakeEdge(object):\n def __init__(self, head_emb, rel_emb, tail_emb, device=-1):\n self._hobj = {}\n self._robj = {}\n self._tobj = {}\n self._hobj['emb'] = head_emb.to(device)\n self._robj['emb'] = rel_emb.to(device)\n self._tobj['emb'] = tail_emb.to(device)\n\n @property\n def src(self):\n return self._hobj\n\n @property\n def dst(self):\n return self._tobj\n\n @property\n def data(self):\n return self._robj\n\n # calculate scores in mini-batches\n # so we can use GPU to accelerate the speed with avoiding GPU OOM\n for i in range((num_head + batch_size - 1) // batch_size):\n sh_emb = head_emb[i * batch_size : (i + 1) * batch_size \\\n if (i + 1) * batch_size < num_head \\\n else num_head]\n sr_emb = rel_emb[i * batch_size : (i + 1) * batch_size \\\n if (i + 1) * batch_size < num_head \\\n else num_head]\n st_emb = tail_emb[i * batch_size : (i + 1) * batch_size \\\n if (i + 1) * batch_size < num_head \\\n else num_head]\n edata = FakeEdge(sh_emb, sr_emb, st_emb, self._device)\n score.append(self._score_func.edge_func(edata)['score'].to(th.device('cpu')))\n score = th.cat(score, dim=0)\n return score\n else:\n # head, relation and tail tensors has different size\n # for h_i in range(head):\n # for r_j in range(relation):\n # for t_k in range(tail):\n # result.append(score(h_i, r_j, t_k))\n # The result will have shape (len(head), len(relation), len(tail))\n rel_emb = rel_emb.to(self._device)\n\n # calculating scores using mini-batch, the default batchsize if 1024\n # This can avoid OOM when using GPU\n for i in range((num_head + batch_size - 1) // batch_size):\n sh_emb = head_emb[i * batch_size : (i + 1) * batch_size \\\n if (i + 1) * batch_size < num_head \\\n else num_head]\n s_score = []\n sh_emb = sh_emb.to(self._device)\n for j in range((num_tail + batch_size - 1) // batch_size):\n st_emb = tail_emb[j * batch_size : (j + 1) * batch_size \\\n if (j + 1) * batch_size < num_tail \\\n else num_tail]\n st_emb = st_emb.to(self._device)\n s_score.append(self._score_func.infer(sh_emb, rel_emb, st_emb).to(th.device('cpu')))\n score.append(th.cat(s_score, dim=2))\n score = th.cat(score, dim=0)\n return th.reshape(score, (num_head, num_rel, num_tail))\n\n def _exclude_pos(self, sidx, score, idx, head, rel, tail, topk, exec_mode, exclude_mode):\n g = self._g\n num_triples = idx.shape[0]\n num_head = 1 if exec_mode == 'batch_head' else head.shape[0]\n num_rel = 1 if exec_mode == 'batch_rel' else rel.shape[0]\n num_tail = 1 if exec_mode == 'batch_tail' else tail.shape[0]\n\n res_head = []\n res_rel = []\n res_tail = []\n res_score = []\n result = []\n if exclude_mode == 'exclude':\n # exclude existing edges\n cur_k = 0\n batch_size = topk\n while (cur_k < num_triples):\n cur_sidx = sidx[cur_k:cur_k + batch_size if cur_k + batch_size < num_triples else num_triples]\n cur_score = score[cur_k:cur_k + batch_size if cur_k + batch_size < num_triples else num_triples]\n cur_idx = idx[cur_sidx]\n\n if exec_mode == 'triplet_wise':\n cur_head = head[cur_idx]\n cur_rel = rel[cur_idx]\n cur_tail = tail[cur_idx]\n elif exec_mode == 'all':\n tail_idx = cur_idx % num_tail\n cur_idx = floor_divide(cur_idx, num_tail)\n rel_idx = cur_idx % num_rel\n cur_idx = floor_divide(cur_idx, num_rel)\n head_idx = cur_idx % num_head\n\n cur_head = head[head_idx]\n cur_rel = rel[rel_idx]\n cur_tail = tail[tail_idx]\n elif exec_mode == 'batch_head':\n tail_idx = cur_idx % num_tail\n cur_idx = floor_divide(cur_idx, num_tail)\n rel_idx = cur_idx % num_rel\n\n cur_head = th.full((cur_sidx.shape[0],), head, dtype=head.dtype)\n cur_rel = rel[rel_idx]\n cur_tail = tail[tail_idx]\n elif exec_mode == 'batch_rel':\n tail_idx = cur_idx % num_tail\n cur_idx = floor_divide(cur_idx, num_tail)\n head_idx = cur_idx % num_head\n\n cur_head = head[head_idx]\n cur_rel = th.full((cur_sidx.shape[0],), rel, dtype=rel.dtype)\n cur_tail = tail[tail_idx]\n elif exec_mode == 'batch_tail':\n rel_idx = cur_idx % num_rel\n cur_idx = floor_divide(cur_idx, num_rel)\n head_idx = cur_idx % num_head\n\n cur_head = head[head_idx]\n cur_rel = rel[rel_idx]\n cur_tail = th.full((cur_sidx.shape[0],), tail, dtype=tail.dtype)\n\n # Find exising edges\n # It is expacted that the existing edges are much less than triples\n # The idea is: 1) we get existing edges using g.edge_ids\n # 2) sort edges according to source node id (O(nlog(n)), n is number of edges)\n # 3) sort candidate triples according to cur_head (O(mlog(m)), m is number of cur_head nodes)\n # 4) go over all candidate triples and compare with existing edges,\n # as both edges and candidate triples are sorted. filtering edges out\n # will take only O(n+m)\n # 5) sort the score again it taks O(klog(k))\n uid, vid, eid = g.edge_ids(cur_head, cur_tail, return_uv=True)\n rid = g.edata[self._etid_field][eid]\n\n for i in range(cur_head.shape[0]):\n h = cur_head[i]\n r = cur_rel[i]\n t = cur_tail[i]\n\n h_where = uid == h\n t_where = vid[h_where] == t\n r_where = rid[h_where][t_where]\n edge_exist = False\n if r_where.shape[0] > 0:\n for c_r in r_where:\n if c_r == r:\n edge_exist = True\n break\n\n if edge_exist is False:\n res_head.append(h)\n res_rel.append(r)\n res_tail.append(t)\n res_score.append(cur_score[i])\n\n if len(res_head) >= topk:\n break\n\n cur_k += batch_size\n batch_size = topk - len(res_head) # check more edges\n batch_size = 16 if batch_size < 16 else batch_size # avoid tailing issue\n res_head = th.tensor(res_head)\n res_rel = th.tensor(res_rel)\n res_tail = th.tensor(res_tail)\n res_score = th.tensor(res_score)\n sidx = th.argsort(res_score, dim=0, descending=True)\n sidx = sidx[:topk] if topk < sidx.shape[0] else sidx\n result.append((res_head[sidx],\n res_rel[sidx],\n res_tail[sidx],\n res_score[sidx],\n None))\n else:\n # including the existing edges in the result\n topk = topk if topk < num_triples else num_triples\n sidx = sidx[:topk]\n idx = idx[sidx]\n\n if exec_mode == 'triplet_wise':\n head = head[idx]\n rel = rel[idx]\n tail = tail[idx]\n elif exec_mode == 'all':\n tail_idx = idx % num_tail\n idx = floor_divide(idx, num_tail)\n rel_idx = idx % num_rel\n idx = floor_divide(idx, num_rel)\n head_idx = idx % num_head\n\n head = head[head_idx]\n rel = rel[rel_idx]\n tail = tail[tail_idx]\n elif exec_mode == 'batch_head':\n tail_idx = idx % num_tail\n idx = floor_divide(idx, num_tail)\n rel_idx = idx % num_rel\n\n head = th.full((topk,), head, dtype=head.dtype)\n rel = rel[rel_idx]\n tail = tail[tail_idx]\n elif exec_mode == 'batch_rel':\n tail_idx = idx % num_tail\n idx = floor_divide(idx, num_tail)\n head_idx = idx % num_head\n\n head = head[head_idx]\n rel = th.full((topk,), rel, dtype=rel.dtype)\n tail = tail[tail_idx]\n elif exec_mode == 'batch_tail':\n rel_idx = idx % num_rel\n idx = floor_divide(idx, num_rel)\n head_idx = idx % num_head\n\n head = head[head_idx]\n rel = rel[rel_idx]\n tail = th.full((topk,), tail, dtype=tail.dtype)\n\n if exclude_mode == 'mask':\n # Find exising edges\n # It is expacted that the existing edges are much less than triples\n # The idea is: 1) we get existing edges using g.edge_ids\n # 2) sort edges according to source node id (O(nlog(n)), n is number of edges)\n # 3) sort candidate triples according to cur_head (O(mlog(m)), m is number of cur_head nodes)\n # 4) go over all candidate triples and compare with existing edges and mask them,\n # as both edges and candidate triples are sorted. filtering edges out\n # will take only O(n+m)\n uid, vid, eid = g.edge_ids(head, tail, return_uv=True)\n rid = g.edata[self._etid_field][eid]\n mask = th.full((head.shape[0],), False, dtype=th.bool)\n\n if len(uid) > 0:\n for i in range(head.shape[0]):\n h = head[i]\n r = rel[i]\n t = tail[i]\n\n h_where = uid == h\n t_where = vid[h_where] == t\n r_where = rid[h_where][t_where]\n if r_where.shape[0] > 0:\n for c_r in r_where:\n if c_r == r:\n mask[i] = True\n break\n\n result.append((head, rel, tail, score, mask))\n else:\n result.append((head, rel, tail, score, None))\n\n return result\n\n def _topk_exclude_pos(self, score, idx, head, rel, tail, topk, exec_mode, exclude_mode):\n \"\"\" Generate topk most relevent triplets and corresponding scores.\n\n It takes following steps:\n\n 1) find topk elements\n 2) sort topk elements in descending order\n 3) call _exclude_pos if figure out existing edges\n \"\"\"\n if exclude_mode == 'exclude':\n if idx.shape[0] < topk * 4: # TODO(xiangsx): Find a better value of topk * n\n topk_score, topk_sidx = th.topk(score, k=idx.shape[0], dim=0)\n sidx = th.argsort(topk_score, dim=0, descending=True)\n sidx = topk_sidx[sidx]\n result = self._exclude_pos(sidx=sidx,\n score=topk_score,\n idx=idx,\n head=head,\n rel=rel,\n tail=tail,\n topk=topk,\n exec_mode=exec_mode,\n exclude_mode=exclude_mode)\n else:\n topk_score, topk_sidx = th.topk(score, k= topk * 4, dim=0)\n sidx = th.argsort(topk_score, dim=0, descending=True)\n sidx = topk_sidx[sidx]\n result = self._exclude_pos(sidx=sidx,\n score=topk_score,\n idx=idx,\n head=head,\n rel=rel,\n tail=tail,\n topk=topk,\n exec_mode=exec_mode,\n exclude_mode=exclude_mode)\n if len(result) < topk:\n sidx = th.argsort(score, dim=0, descending=True)\n result = self._exclude_pos(sidx=sidx,\n score=score[sidx],\n idx=idx,\n head=head,\n rel=rel,\n tail=tail,\n topk=topk,\n exec_mode=exec_mode,\n exclude_mode=exclude_mode)\n else:\n topk = idx.shape[0] if idx.shape[0] < topk else topk\n topk_score, topk_sidx = th.topk(score, k=topk, dim=0)\n sidx = th.argsort(topk_score, dim=0, descending=True)\n sidx = topk_sidx[sidx]\n result = self._exclude_pos(sidx=sidx,\n score=topk_score,\n idx=idx,\n head=head,\n rel=rel,\n tail=tail,\n topk=topk,\n exec_mode=exec_mode,\n exclude_mode=exclude_mode)\n return result\n\n def link_predict(self, head=None, rel=None, tail=None, exec_mode='all', sfunc='none', topk=10, exclude_mode=None, batch_size=DEFAULT_INFER_BATCHSIZE):\n \"\"\" Predicts missing entities or relations in a triplet.\n\n Given head_id, relation_id and tail_id, return topk most relevent triplet.\n\n Parameters\n ----------\n head: th.Tensor\n A tensor of head entity id.\n\n rel: th.Tensor\n A tensor of relation id.\n\n tail: th.Tensor\n A tensor of tail entity id.\n\n exec_mode: str\n How to calculate scores for triplets and calculate topK:\n\n * triplet_wise: head, relation and tail lists have the same length N,\n and we calculate the similarity triplet by triplet:\n ``result = topK([score(h_i, r_i, t_i) for i in N])``,\n the result shape will be (K,)\n\n * all: three lists of head, relation and tail ids are provided as H, R and T,\n and we calculate all possible combinations of all triplets (h_i, r_j, t_k):\n ``result = topK([[[score(h_i, r_j, t_k) for each h_i in H] for each r_j in R] for each t_k in T])``,\n the result shape will be (K,)\n\n * batch_head: three lists of head, relation and tail ids are provided as H, R and T\n and we calculate topK for each element in head:\n ``result = topK([[score(h_i, r_j, t_k) for each r_j in R] for each t_k in T]) for each h_i in H``\n the result shape will be (sizeof(H), K)\n\n * batch_rel: three lists of head, relation and tail ids are provided as H, R and T,\n and we calculate topK for each element in relation:\n ``result = topK([[score(h_i, r_j, t_k) for each h_i in H] for each t_k in T]) for each r_j in R``,\n the result shape will be (sizeof(R), K)\n\n * batch_tail: three lists of head, relation and tail ids are provided as H, R and T,\n and we calculate topK for each element in tail:\n ``result = topK([[score(h_i, r_j, t_k) for each h_i in H] for each r_j in R]) for each t_k in T``,\n the result shape will be (sizeof(T), K)\n\n sfunc: str\n What kind of score is used in ranking and will be output:\n\n * none: $score = x$\n * logsigmoid: $score = log(sigmoid(x))\n\n topk: int\n Return top k results\n\n exclude_mode: str\n Whether to exclude positive edges:\n\n * None: Do not exclude positive edges.\n\n * 'mask': Return topk edges and a mask indicating which one is positive edge.\n\n * 'exclude': Exclude positive edges, the returned k edges will be missing edges in the graph.\n\n Return\n ------\n A list of (head_idx, rel_idx, tail_idx, score)\n \"\"\"\n if head is None:\n head = th.arange(0, self.num_entity)\n else:\n head = th.tensor(head)\n if rel is None:\n rel = th.arange(0, self.num_rel)\n else:\n rel = th.tensor(rel)\n if tail is None:\n tail = th.arange(0, self.num_entity)\n else:\n tail = th.tensor(tail)\n\n num_head = head.shape[0]\n num_rel = rel.shape[0]\n num_tail = tail.shape[0]\n\n if sfunc == 'none':\n sfunc = none\n else:\n sfunc = logsigmoid\n\n # if exclude_mode is not None, we need a graph to do the edge filtering\n assert (self._g is not None) or (exclude_mode is None), \\\n 'If exclude_mode is not None, please use load_graph() to initialize ' \\\n 'a graph for edge filtering.'\n if exec_mode == 'triplet_wise':\n assert num_head == num_rel, \\\n 'For triplet wise exection mode, head, relation and tail lists should have same length'\n assert num_head == num_tail, \\\n 'For triplet wise exection mode, head, relation and tail lists should have same length'\n\n with th.no_grad():\n raw_score = self._infer_score_func(head, rel, tail, triplet_wise=True, batch_size=batch_size)\n score = sfunc(raw_score)\n idx = th.arange(0, num_head)\n\n result = self._topk_exclude_pos(score=score,\n idx=idx,\n head=head,\n rel=rel,\n tail=tail,\n topk=topk,\n exec_mode=exec_mode,\n exclude_mode=exclude_mode)\n elif exec_mode == 'all':\n result = []\n with th.no_grad():\n raw_score = self._infer_score_func(head, rel, tail)\n raw_score = th.reshape(raw_score, (head.shape[0]*rel.shape[0]*tail.shape[0],))\n score = sfunc(raw_score)\n idx = th.arange(0, num_head * num_rel * num_tail)\n\n result = self._topk_exclude_pos(score=score,\n idx=idx,\n head=head,\n rel=rel,\n tail=tail,\n topk=topk,\n exec_mode=exec_mode,\n exclude_mode=exclude_mode)\n elif exec_mode == 'batch_head':\n result = []\n with th.no_grad():\n raw_score = self._infer_score_func(head, rel, tail)\n for i in range(num_head):\n score = sfunc(th.reshape(raw_score[i,:,:], (rel.shape[0]*tail.shape[0],)))\n idx = th.arange(0, num_rel * num_tail)\n\n res = self._topk_exclude_pos(score=score,\n idx=idx,\n head=head[i],\n rel=rel,\n tail=tail,\n topk=topk,\n exec_mode=exec_mode,\n exclude_mode=exclude_mode)\n\n result.append(res[0])\n elif exec_mode == 'batch_rel':\n result = []\n with th.no_grad():\n raw_score = self._infer_score_func(head, rel, tail)\n for i in range(num_rel):\n score = sfunc(th.reshape(raw_score[:,i,:], (head.shape[0]*tail.shape[0],)))\n idx = th.arange(0, num_head * num_tail)\n\n res = self._topk_exclude_pos(score=score,\n idx=idx,\n head=head,\n rel=rel[i],\n tail=tail,\n topk=topk,\n exec_mode=exec_mode,\n exclude_mode=exclude_mode)\n\n result.append(res[0])\n elif exec_mode == 'batch_tail':\n result = []\n with th.no_grad():\n raw_score = self._infer_score_func(head, rel, tail)\n for i in range(num_tail):\n score = sfunc(th.reshape(raw_score[:,:,i], (head.shape[0]*rel.shape[0],)))\n idx = th.arange(0, num_head * num_rel)\n\n res = self._topk_exclude_pos(score=score,\n idx=idx,\n head=head,\n rel=rel,\n tail=tail[i],\n topk=topk,\n exec_mode=exec_mode,\n exclude_mode=exclude_mode)\n\n result.append(res[0])\n else:\n assert False, 'unknow execution mode type {}'.format(exec_mode)\n\n return result\n\n def _embed_sim(self, head, tail, emb, sfunc='cosine', bcast=False, pair_ws=False, topk=10):\n batch_size=DEFAULT_INFER_BATCHSIZE\n if head is None:\n head = th.arange(0, emb.shape[0])\n else:\n head = th.tensor(head)\n if tail is None:\n tail = th.arange(0, emb.shape[0])\n else:\n tail = th.tensor(tail)\n head_emb = emb[head]\n tail_emb = emb[tail]\n\n if sfunc == 'cosine':\n sim_func = cosine_dist\n elif sfunc == 'l2':\n sim_func = l2_dist\n elif sfunc == 'l1':\n sim_func = l1_dist\n elif sfunc == 'dot':\n sim_func = dot_dist\n elif sfunc == 'ext_jaccard':\n sim_func = extended_jaccard_dist\n\n if pair_ws is True:\n result = []\n # chunked cal score\n score = []\n num_head = head.shape[0]\n num_tail = tail.shape[0]\n\n # calculating scores using mini-batch, the default batchsize if 1024\n # This can avoid OOM when using GPU\n for i in range((num_head + batch_size - 1) // batch_size):\n sh_emb = head_emb[i * batch_size : (i + 1) * batch_size \\\n if (i + 1) * batch_size < num_head \\\n else num_head]\n sh_emb = sh_emb.to(self._device)\n st_emb = tail_emb[i * batch_size : (i + 1) * batch_size \\\n if (i + 1) * batch_size < num_head \\\n else num_head]\n st_emb = st_emb.to(self._device)\n score.append(sim_func(sh_emb, st_emb, pw=True).to(th.device('cpu')))\n score = th.cat(score, dim=0)\n\n topk_score, topk_sidx = th.topk(score,\n k=topk if score.shape[0] > topk else score.shape[0],\n dim=0)\n sidx = th.argsort(topk_score, dim=0, descending=True)\n sidx = topk_sidx[sidx]\n score = score[sidx]\n result.append((head[sidx],\n tail[sidx],\n score))\n else:\n num_head = head.shape[0]\n num_tail = tail.shape[0]\n\n # calculating scores using mini-batch, the default batchsize if 1024\n # This can avoid OOM when using GPU\n score = []\n for i in range((num_head + batch_size - 1) // batch_size):\n sh_emb = head_emb[i * batch_size : (i + 1) * batch_size \\\n if (i + 1) * batch_size < num_head \\\n else num_head]\n sh_emb = sh_emb.to(self._device)\n s_score = []\n for j in range((num_tail + batch_size - 1) // batch_size):\n st_emb = tail_emb[j * batch_size : (j + 1) * batch_size \\\n if (j + 1) * batch_size < num_tail \\\n else num_tail]\n st_emb = st_emb.to(self._device)\n s_score.append(sim_func(sh_emb, st_emb).to(th.device('cpu')))\n score.append(th.cat(s_score, dim=1))\n score = th.cat(score, dim=0)\n\n if bcast is False:\n result = []\n idx = th.arange(0, num_head * num_tail)\n score = th.reshape(score, (num_head * num_tail, ))\n\n topk_score, topk_sidx = th.topk(score,\n k=topk if score.shape[0] > topk else score.shape[0],\n dim=0)\n sidx = th.argsort(topk_score, dim=0, descending=True)\n score = topk_score[sidx]\n sidx = topk_sidx[sidx]\n idx = idx[sidx]\n tail_idx = idx % num_tail\n idx = floor_divide(idx, num_tail)\n head_idx = idx % num_head\n\n result.append((head[head_idx],\n tail[tail_idx],\n score))\n\n else: # bcast at head\n result = []\n for i in range(num_head):\n i_score = score[i]\n\n topk_score, topk_sidx = th.topk(i_score,\n k=topk if i_score.shape[0] > topk else i_score.shape[0],\n dim=0)\n sidx = th.argsort(topk_score, dim=0, descending=True)\n i_score = topk_score[sidx]\n idx = topk_sidx[sidx]\n\n result.append((th.full((topk,), head[i], dtype=head[i].dtype),\n tail[idx],\n i_score))\n\n return result\n\n def embed_sim(self, left=None, right=None, embed_type='entity', sfunc='cosine', bcast=False, pair_ws=False, topk=10):\n \"\"\" Finds the most similar entity/relation embeddings for\n some pre-defined similarity functions given a set of\n entities or relations.\n\n Parameters\n ----------\n left: th.Tensor\n A tensor of left object id.\n\n right: th.Tensor\n A tensor of right object id.\n\n embed_type: str\n Whether it is using entity embedding or relation embedding.\n If `entity`, it is entity embedding.\n If 'relation', it is relation embedding.\n\n sfunc: str\n What kind of similarity function is used in ranking and will be output:\n\n * cosine: use cosine similarity, score = $\\frac{x \\cdot y}{||x||_2||y||_2}$'\n\n * l2: use l2 similarity, score = -$||x - y||_2$\n\n * l1: use l1 similarity, score = -$||x - y||_1$\n\n * dot: use dot product similarity, score = $x \\cdot y$\n\n * ext_jaccard: use extended jaccard similarity, score = $\\frac{x \\cdot y}{||x||_{2}^{2} + ||y||_{2}^{2} - x \\cdot y}$\n\n bcast: bool\n If True, both left and right objects are provided as L and R,, and we calculate topK for each element in L:\n\n * 'result = topK([score(l_i, r_j) for r_j in R]) for l_j in L, the result shape will be (sizeof(L), K)\n\n Default: False\n\n pair_ws: bool\n If True, both left and right objects are provided with the same length N, and we will calculate the similarity pair by pair:\n\n * result = topK([score(l_i, r_i)]) for i in N, the result shape will be (K,)\n\n Default: False\n\n topk: int\n Return top k results\n\n Note\n ----\n If both bcast and pair_ws is False, both left and right objects are provided as L and R,\n and we calculate all possible combinations of (l_i, r_j):\n ``result = topK([[score(l_i, rj) for l_i in L] for r_j in R])``,\n the result shape will be (K,)\n\n Return\n ------\n A list of (left_idx, right_idx, sim_score)\n \"\"\"\n if embed_type == 'entity':\n emb = self.entity_embed\n elif embed_type == 'relation':\n emb = self.relation_embed\n else:\n assert False, 'emb should entity or relation'\n\n return self._embed_sim(head=left,\n tail=right,\n emb=emb,\n sfunc=sfunc,\n bcast=bcast,\n pair_ws=pair_ws,\n topk=topk)\n\n @property\n def model_name(self):\n return self._model_name\n\n @property\n def entity_embed(self):\n return self._entity_emb.emb\n\n @property\n def relation_embed(self):\n return self._relation_emb.emb\n\n @property\n def num_entity(self):\n return -1 if self.entity_embed is None else self.entity_embed.shape[0]\n\n @property\n def num_rel(self):\n return -1 if self.relation_embed is None else self.relation_embed.shape[0]\n\n @property\n def graph(self):\n return self._g\n\nclass KGEModel(BasicGEModel):\n \"\"\" Basic Knowledge Graph Embedding Model\n \"\"\"\n def __init__(self, device, model_name, score_func):\n super(KGEModel, self).__init__(device, model_name, score_func)\n\n def load(self, model_path):\n entity_emb_file = 'entity.npy'\n relation_emb_file = 'relation.npy'\n self._entity_emb.load(model_path, entity_emb_file)\n self._relation_emb.load(model_path, relation_emb_file)\n self._score_func.load(model_path, self.model_name)\n\nclass TransEModel(KGEModel):\n \"\"\" TransE Model\n \"\"\"\n def __init__(self, device, gamma):\n model_name = 'TransE'\n score_func = TransEScore(gamma, 'l2')\n self._gamma = gamma\n super(TransEModel, self).__init__(device, model_name, score_func)\n\nclass TransE_l2Model(KGEModel):\n \"\"\" TransE_l2 Model\n \"\"\"\n def __init__(self, device, gamma):\n model_name = 'TransE_l2'\n score_func = TransEScore(gamma, 'l2')\n self._gamma = gamma\n super(TransE_l2Model, self).__init__(device, model_name, score_func)\n\nclass TransE_l1Model(KGEModel):\n \"\"\" TransE_l1 Model\n \"\"\"\n def __init__(self, device, gamma):\n model_name = 'TransE_l1'\n score_func = TransEScore(gamma, 'l1')\n self._gamma = gamma\n super(TransE_l1Model, self).__init__(device, model_name, score_func)\n\nclass TransRModel(KGEModel):\n \"\"\" TransR Model\n \"\"\"\n def __init__(self, device, gamma):\n model_name = 'TransR'\n # TransR score initialization is done at fit or load model\n projection_emb = KGEmbedding(device)\n score_func = TransRScore(gamma, projection_emb, -1, -1)\n self._gamma = gamma\n super(TransRModel, self).__init__(device, model_name, score_func)\n\n def load(self, model_path):\n super(TransRModel, self).load(model_path)\n self._score_func.relation_dim = self._relation_emb.emb.shape[1]\n self._score_func.entity_dim = self._entity_emb.emb.shape[1]\n\nclass DistMultModel(KGEModel):\n \"\"\" DistMult Model\n \"\"\"\n def __init__(self, device):\n model_name = 'DistMult'\n score_func = DistMultScore()\n super(DistMultModel, self).__init__(device, model_name, score_func)\n\nclass ComplExModel(KGEModel):\n \"\"\" ComplEx Model\n \"\"\"\n def __init__(self, device):\n model_name = 'ComplEx'\n score_func = ComplExScore()\n super(ComplExModel, self).__init__(device, model_name, score_func)\n\nclass RESCALModel(KGEModel):\n \"\"\" RESCAL Model\n \"\"\"\n def __init__(self, device):\n model_name = 'RESCAL'\n score_func = RESCALScore(-1, -1)\n super(RESCALModel, self).__init__(device, model_name, score_func)\n\n def load(self, model_path):\n super(RESCALModel, self).load(model_path)\n self._score_func.entity_dim = self._entity_emb.emb.shape[1]\n self._score_func.relation_dim = self._relation_emb.emb.shape[1] // self._score_func.entity_dim\n\nclass RotatEModel(KGEModel):\n \"\"\" RotatE Model\n \"\"\"\n def __init__(self, device, gamma):\n model_name = 'RotatE'\n self._gamma = gamma\n score_func = RotatEScore(gamma, 0)\n super(RotatEModel, self).__init__(device, model_name, score_func)\n\n def load(self, model_path):\n super(RotatEModel, self).load(model_path)\n # retrive emb_init, which is used in scoring func\n entity_dim = self._entity_emb.emb.shape[1]\n hidden_dim = entity_dim // 2\n emb_init = (self._gamma + EMB_INIT_EPS) / hidden_dim\n self._score_func.emb_init = emb_init\n\nclass GNNModel(BasicGEModel):\n \"\"\" Basic GNN Model\n \"\"\"\n def __init__(self, device, model_name, gamma=0):\n if model_name == 'TransE' or model_name == 'TransE_l2':\n score_func = TransEScore(gamma, 'l2')\n elif model_name == 'TransE_l1':\n score_func = TransEScore(gamma, 'l1')\n elif model_name == 'DistMult':\n score_func = DistMultScore()\n else:\n assert model_name in ['TransE', 'TransE_l2', 'TransE_l1', 'DistMult'], \\\n \"For general purpose Scoring function for GNN, we only support TransE_l1, TransE_l2\" \\\n \"DistMult, but {} is given.\".format(model_name)\n\n super(GNNModel, self).__init__(device, model_name, score_func)\n\n def load(self, model_path):\n entity_emb_file = 'entity.npy'\n relation_emb_file = 'relation.npy'\n self._entity_emb.load(model_path, entity_emb_file)\n self._relation_emb.load(model_path, relation_emb_file)\n\n\nclass GEModel(ABC, BasicGEModel):\n \"\"\" Graph Embedding model general framework\n User need to implement abstract method by their own\n \"\"\"\n\n def __init__(self, args, device, model_name, score_func):\n self.args = args\n self.has_edge_importance = args.has_edge_importance\n self.lr = args.lr\n self.dist_train = (args.num_node * args.num_proc) != 1\n self.hidden_dim = args.hidden_dim\n self._optim = None\n self.regularizer = Regularizer(args.regularization_coef, args.regularization_norm)\n self._loss_gen = LossGenerator(args,\n args.loss_genre,\n args.neg_adversarial_sampling,\n args.adversarial_temperature,\n args.pairwise,\n args.label_smooth)\n\n # group embedding with learnable parameters to facilitate save, load, share_memory, etc\n self._entity_related_emb = dict()\n self._relation_related_emb = dict()\n self._torch_model = dict()\n self._global_relation_related_emb = None\n super(GEModel, self).__init__(device, model_name, score_func)\n\n def load(self, model_path):\n \"\"\" Load all related parameters for embeddings.\n\n Parameters\n ----------\n model_path: str\n The path where all embeddings are stored\n \"\"\"\n modules = [self._entity_related_emb, self._relation_related_emb, self._torch_model]\n for m in modules:\n for name, emb in m.items():\n emb_file = name + ('.pth' if m is self._torch_model else '.npy')\n emb.load(model_path, emb_file)\n\n def save(self, emap_file, rmap_file):\n \"\"\" Save embeddings related to entity, relation and score function.\n\n Parameters\n ----------\n emap_file\n rmap_file\n \"\"\"\n args = self.args\n model_path = args.save_path\n\n if not os.path.exists(model_path):\n os.mkdir(model_path)\n print('Save model to {}'.format(args.save_path))\n\n modules = [self._entity_related_emb,\n self._relation_related_emb if self._global_relation_related_emb is None else self._global_relation_related_emb,\n self._torch_model]\n for m in modules:\n for name, emb in m.items():\n emb_file = name + ('.pth' if m is self._torch_model else '.npy')\n emb.save(model_path, emb_file)\n\n # We need to save the model configurations as well.\n conf_file = os.path.join(args.save_path, 'config.json')\n dict = {}\n config = args\n dict.update(vars(config))\n dict.update({'emp_file': emap_file,\n 'rmap_file': rmap_file})\n with open(conf_file, 'w') as outfile:\n json.dump(dict, outfile, indent=4)\n\n def share_memory(self):\n \"\"\" dglke shares entity-related and relation-related embeddings across GPUs to accelerate training.\n \"\"\"\n modules = [self._entity_related_emb, self._relation_related_emb]\n for m in modules:\n for emb in m.values():\n emb.share_memory()\n\n def train(self):\n \"\"\" Enable gradient backpropagation through computation graph.\n \"\"\"\n modules = [self._entity_related_emb, self._relation_related_emb, self._torch_model]\n if self._global_relation_related_emb is not None:\n modules += [self._global_relation_related_emb]\n for m in modules:\n for emb in m.values():\n emb.train()\n\n def eval(self):\n \"\"\" Disable gradient backpropagation. When doing test, call this method to save GPU memory.\n \"\"\"\n modules = [self._entity_related_emb, self._relation_related_emb, self._torch_model]\n if self._global_relation_related_emb is not None:\n modules += [self._global_relation_related_emb]\n for m in modules:\n for emb in m.values():\n emb.eval()\n\n def get_param_list(self):\n \"\"\" Get trainable parameters for weight regularization\n\n Returns\n -------\n a list of trainable parameters\n\n \"\"\"\n param_list = []\n modules = [self._entity_related_emb, self._relation_related_emb]\n\n for m in modules:\n for emb in m.values():\n param_list += [emb.curr_emb()]\n\n for torch_module in self._torch_model.values():\n for params in torch_module.parameters():\n param_list += [params]\n\n return param_list\n\n def update(self, gpu_id):\n \"\"\" update all the parameters where there is gradient in their tensor in a sparse manner.\n\n Parameters\n ----------\n gpu_id: int\n Which gpu to accelerate the calculation. If -1 is provided, cpu is used.\n \"\"\"\n modules = [self._entity_related_emb, self._relation_related_emb]\n for m in modules:\n for emb in m.values():\n emb.update(gpu_id)\n\n if self._optim is not None:\n self._optim.step()\n\n def create_async_update(self):\n for emb in self._entity_related_emb.values():\n emb.create_async_update()\n\n def finish_async_update(self):\n for emb in self._entity_related_emb.values():\n emb.finish_async_update()\n\n def test(self):\n # put it in train\n args = self.args\n if args.save_log:\n log_file = 'log.txt'\n result_file = 'result.txt'\n Logger.log_path = os.path.join(args.save_path, log_file)\n Logger.result_path = os.path.join(args.save_path, result_file)\n init_time_start = time.time()\n # load dataset and samplers\n dataset = get_dataset(args.data_path,\n args.dataset,\n args.format,\n args.delimiter,\n args.data_files,\n args.has_edge_importance)\n\n if args.neg_sample_size_eval < 0:\n args.neg_sample_size_eval = dataset.n_entities\n args.batch_size_eval = get_compatible_batch_size(args.batch_size_eval, args.neg_sample_size_eval)\n # We need to ensure that the number of processes should match the number of GPUs.\n if len(args.gpu) > 1 and args.num_proc > 1:\n assert args.num_proc % len(args.gpu) == 0, \\\n 'The number of processes needs to be divisible by the number of GPUs'\n\n if args.neg_deg_sample_eval:\n assert not args.eval_filter, \"if negative sampling based on degree, we can't filter positive edges.\"\n\n # need to change to num_nodes if use 0.6.0 dgl version\n self.initialize(dataset.n_entities, dataset.n_relations, args.init_strat)\n self.categorize_embedding()\n if self.dist_train:\n # share memory for multiprocess to access\n self.share_memory()\n\n if len(args.gpu) > 1:\n args.num_test_proc = args.num_proc if args.num_proc < len(args.gpu) else len(args.gpu)\n else:\n args.num_test_proc = args.num_proc\n\n assert dataset.test is not None, 'test set is not provided'\n eval_dataset = EvalDataset(dataset, args)\n self.attach_graph(eval_dataset.g)\n self.load(args.save_path)\n print('Total initialize time {:.3f} seconds'.format(time.time() - init_time_start))\n\n # test\n start = time.time()\n self.eval()\n if args.num_test_proc > 1:\n queue = mp.Queue(args.num_test_proc)\n procs = []\n for i in range(args.num_test_proc):\n proc = mp.Process(target=self.eval_proc, args=(i, eval_dataset, 'test', queue))\n procs.append(proc)\n proc.start()\n\n metrics = {}\n logs = []\n for i in range(args.num_test_proc):\n log = queue.get()\n logs = logs + log\n\n for metric in logs[0].keys():\n metrics[metric] = sum([log[metric] for log in logs]) / len(logs)\n print(\"-------------- Test result --------------\")\n for k, v in metrics.items():\n print('Test average {} : {}'.format(k, v))\n print(\"-----------------------------------------\")\n\n for proc in procs:\n proc.join()\n else:\n self.eval_proc(rank=0, eval_dataset=eval_dataset, mode='test')\n print('testing takes {:.3f} seconds'.format(time.time() - start))\n\n def fit(self):\n \"\"\" The whole process for model to be trained, validated, and tested\n \"\"\"\n # put it in train\n args = self.args\n prepare_save_path(args)\n if args.save_log:\n log_file = 'log.txt'\n result_file = 'result.txt'\n Logger.log_path = os.path.join(args.save_path, log_file)\n Logger.result_path = os.path.join(args.save_path, result_file)\n print = Logger.print\n init_time_start = time.time()\n # load dataset and samplers\n dataset = get_dataset(args.data_path,\n args.dataset,\n args.format,\n args.delimiter,\n args.data_files,\n args.has_edge_importance)\n\n if args.neg_sample_size_eval < 0:\n args.neg_sample_size_eval = dataset.n_entities\n args.batch_size = get_compatible_batch_size(args.batch_size, args.neg_sample_size)\n args.batch_size_eval = get_compatible_batch_size(args.batch_size_eval, args.neg_sample_size_eval)\n # We should turn on mix CPU-GPU training for multi-GPU training.\n if len(args.gpu) > 1:\n args.mix_cpu_gpu = True\n if args.num_proc < len(args.gpu):\n args.num_proc = len(args.gpu)\n # We need to ensure that the number of processes should match the number of GPUs.\n if len(args.gpu) > 1 and args.num_proc > 1:\n assert args.num_proc % len(args.gpu) == 0, \\\n 'The number of processes needs to be divisible by the number of GPUs'\n\n # TODO: lingfei - degree based sampling is not supported currently\n if args.neg_deg_sample_eval:\n assert not args.eval_filter, \"if negative sampling based on degree, we can't filter positive edges.\"\n\n # partition training dataset here\n train_dataset = TrainDataset(dataset, args, ranks=args.num_proc, has_importance=args.has_edge_importance)\n args.strict_rel_part = args.mix_cpu_gpu and (train_dataset.cross_part is False)\n args.soft_rel_part = args.mix_cpu_gpu and args.rel_part and train_dataset.cross_part is True\n\n self.initialize(dataset.n_entities, dataset.n_relations, args.init_strat)\n self.categorize_embedding()\n\n eval_dataset = None\n if args.valid or args.test:\n if len(args.gpu) > 1:\n args.num_test_proc = args.num_proc if args.num_proc < len(args.gpu) else len(args.gpu)\n else:\n args.num_test_proc = args.num_proc\n if args.valid:\n assert dataset.valid is not None, 'validation set is not provided'\n if args.test:\n assert dataset.test is not None, 'test set is not provided'\n eval_dataset = EvalDataset(dataset, args)\n self.attach_graph(eval_dataset.g)\n\n if self.dist_train:\n # share memory for multiprocess to access\n self.share_memory()\n\n emap_file = dataset.emap_fname\n rmap_file = dataset.rmap_fname\n\n print('Total initialize time {:.3f} seconds'.format(time.time() - init_time_start))\n # print configuration\n print('-' * 50)\n for k, v in vars(args).items():\n print('{} : {}'.format(k, v))\n print('-' * 50)\n # train\n start = time.time()\n rel_parts = train_dataset.rel_parts if args.strict_rel_part or args.soft_rel_part else None\n cross_rels = train_dataset.cross_rels if args.soft_rel_part else None\n\n self.train()\n\n if args.num_proc > 1:\n processes = []\n barrier = mp.Barrier(args.num_proc)\n for rank in range(args.num_proc):\n p = mp.Process(target=self.train_mp,\n args=(rank, train_dataset, eval_dataset, rel_parts, cross_rels, barrier))\n p.start()\n processes.append(p)\n for p in processes:\n p.join()\n else:\n self.train_proc(0, train_dataset, eval_dataset, rel_parts, cross_rels)\n print('training takes {} seconds'.format(time.time() - start))\n\n if not args.no_save_emb:\n self.save(emap_file, rmap_file)\n\n # test\n self.eval()\n if args.test:\n start = time.time()\n if args.num_test_proc > 1:\n queue = mp.Queue(args.num_test_proc)\n procs = []\n for i in range(args.num_test_proc):\n proc = mp.Process(target=self.eval_mp, args=(i, eval_dataset, 'test', queue))\n procs.append(proc)\n proc.start()\n\n metrics = {}\n logs = []\n for i in range(args.num_test_proc):\n log = queue.get()\n logs = logs + log\n\n for metric in logs[0].keys():\n metrics[metric] = sum([log[metric] for log in logs]) / len(logs)\n print(\"-------------- Test result --------------\")\n for k, v in metrics.items():\n print('Test average {} : {}'.format(k, v))\n print(\"-----------------------------------------\")\n\n for proc in procs:\n proc.join()\n else:\n self.eval_proc(rank=0, eval_dataset=eval_dataset, mode='test')\n print('testing takes {:.3f} seconds'.format(time.time() - start))\n\n def compute_ranking(self, pos_score, neg_score, data, mode='tail', eval_filter=True, self_loop_filter=True):\n head, rel, tail, neg = data['head'], data['rel'], data['tail'], data['neg']\n b_size = data['head'].shape[0]\n pos_score = pos_score.view(b_size, -1)\n neg_score = neg_score.view(b_size, -1)\n ranking = th.zeros(b_size, 1, device=th.device('cpu'))\n log = []\n for i in range(b_size):\n cand_idx = (neg_score[i] >= pos_score[i]).nonzero(as_tuple=False).cpu()\n # there might be precision error where pos_score[i] actually equals neg_score[i, pos_entity[i]]\n # we explicitly add this index to cand_idx to overcome this issue\n if mode == 'tail':\n if tail[i] not in cand_idx:\n cand_idx = th.cat([cand_idx, tail[i].detach().cpu().view(-1, 1)], dim=0)\n # here we filter out self-loop(head-relation-head)\n if self_loop_filter and head[i] in cand_idx:\n cand_idx = cand_idx[cand_idx != head[i]].view(-1, 1)\n else:\n if head[i] not in cand_idx:\n cand_idx = th.cat([cand_idx, head[i].detach().cpu().view(-1, 1)], dim=0)\n if self_loop_filter and tail[i] in cand_idx:\n cand_idx = cand_idx[cand_idx != tail[i]].view(-1, 1)\n cand_num = len(cand_idx)\n if not eval_filter:\n ranking[i] = cand_num\n continue\n if mode is 'tail':\n select = self.graph.has_edges_between(head[i], neg[cand_idx[:, 0]]).nonzero(as_tuple=False)[:, 0]\n if len(select) > 0:\n select_idx = cand_idx[select].view(-1)\n uid, vid, eid = self.graph.edge_ids(head[i], select_idx, return_uv=True)\n else:\n raise ValueError('at least one element should have the same score with pos_score. That is itself!')\n else:\n select = self.graph.has_edges_between(neg[cand_idx[:, 0]], tail[i]).nonzero(as_tuple=False)[:, 0]\n if len(select) > 0:\n select_idx = cand_idx[select].view(-1)\n uid, vid, eid = self.graph.edge_ids(select_idx, tail[i], return_uv=True)\n else:\n raise ValueError('at least one element should have the same score with pos_score. That is itself!')\n\n rid = self.graph.edata[self._etid_field][eid]\n # - 1 to exclude rank for positive score itself\n cand_num -= th.sum(rid == rel[i]) - 1\n ranking[i] = cand_num\n\n for i in range(b_size):\n ranking_i = get_scalar(ranking[i])\n log.append({\n 'MRR': 1.0 / ranking_i,\n 'MR': float(ranking_i),\n 'HITS@1': 1.0 if ranking_i <= 1 else 0.0,\n 'HITS@3': 1.0 if ranking_i <= 3 else 0.0,\n 'HITS@10': 1.0 if ranking_i <= 10 else 0.0\n })\n\n return ranking, log\n\n # misc for DataParallelTraining\n def setup_model(self, rank, world_size, gpu_id):\n \"\"\" Set up score function for DistributedDataParallel.\n As score function is a dense model, if we need to parallelly train/eval the mode, we need to put the model into different gpu devices\n\n Parameters\n ----------\n rank : int\n process id in regards of world size\n world_size : int\n total number of process\n gpu_id : int\n which device should the model be put to, -1 for cpu otherwise gpu\n\n \"\"\"\n args = self.args\n\n for name, module in self._torch_model.items():\n self._torch_model[name] = to_device(module, gpu_id)\n\n if self.dist_train and len(self._torch_model.items()) != 0:\n # configure MASTER_ADDR and MASTER_PORT manually in command line\n os.environ['MASTER_ADDR'] = '127.0.0.1'\n os.environ['MASTER_PORT'] = '8888'\n dist.init_process_group('nccl', rank=rank, world_size=world_size)\n\n # make DDP model\n # broadcast_buffers=False to enable batch normalization\n params = []\n for name, module in self._torch_model.items():\n self._torch_model[name] = module if not self.dist_train else DistributedDataParallel(module,\n device_ids=[gpu_id],\n broadcast_buffers=False)\n for param in self._torch_model[name].parameters():\n params += [param]\n\n if len(params) != 0:\n if args.optimizer == 'Adagrad':\n self._optim = Adagrad(params, lr=self.lr)\n elif args.optimizer == 'Adam':\n self._optim = Adam(params, lr=self.lr)\n\n def cleanup(self):\n \"\"\" destroy parallel process if necessary\n\n Parameters\n ----------\n dist_train : bool\n whether it's distributed training or not\n\n \"\"\"\n if self.dist_train and len(self._torch_model) != 0:\n dist.destroy_process_group()\n else:\n pass\n\n def prepare_relation(self, device=None):\n local_emb = {}\n for k, v in self._relation_related_emb.items():\n local_emb[k] = v.clone(device=device)\n self._global_relation_related_emb = self._relation_related_emb\n self._relation_related_emb = local_emb\n\n def prepare_cross_rels(self, cross_rels):\n for k, v in self._relation_related_emb.items():\n v.setup_cross_rels(cross_rels, self._global_relation_related_emb[k])\n\n def writeback_relation(self, rank=0, rel_parts=None):\n args = self.args\n idx = rel_parts[rank]\n for name, embeddings in self._relation_related_emb.items():\n if args.soft_rel_part:\n local_idx = embeddings.get_noncross_idx(idx)\n else:\n local_idx = idx\n # MARK - TBD, whether detach here\n self._global_relation_related_emb[name].emb[local_idx] = embeddings.emb.detach().clone().cpu()[local_idx]\n\n def train_proc(self, rank, train_dataset, eval_dataset, rel_parts=None, cross_rels=None, barrier=None):\n \"\"\" training process for fit(). it will read data, forward embedding data, compute loss and update param using gradients\n\n Parameters\n ----------\n rank : int\n process id in regards of world size\n train_dataset : KGDataset\n dataset used for training\n eval_dataset : KGDataset\n dataset used for evaluation\n \"\"\"\n # setup\n if rank == 0:\n profiler = Profiler()\n profiler.start()\n args = self.args\n world_size = args.num_proc * args.num_node\n if len(args.gpu) > 0:\n gpu_id = args.gpu[rank % len(args.gpu)] if args.num_proc > 1 else args.gpu[0]\n else:\n gpu_id = -1\n\n # setup optimizer, load embeddings into gpu, enable async_update\n if args.async_update:\n self.create_async_update()\n if args.strict_rel_part or args.soft_rel_part:\n self.prepare_relation(th.device(f'cuda:{gpu_id}'))\n if args.soft_rel_part:\n self.prepare_cross_rels(cross_rels)\n\n self.setup_model(rank, world_size, gpu_id)\n\n logs = []\n for arg in vars(args):\n logging.info('{:20}:{}'.format(arg, getattr(args, arg)))\n\n train_start = start = time.time()\n sample_time = 0\n update_time = 0\n forward_time = 0\n backward_time = 0\n batch_size = args.batch_size // args.neg_sample_size\n\n partition_dataset = PartitionChunkDataset(train_dataset, rank, world_size, 'train', args.neg_sample_size, args.max_step, batch_size)\n partition_dataset.pin_memory()\n sampler = SequentialTotalSampler(batch_size=batch_size, max_step=args.max_step)\n dataloader = DataLoader(dataset=partition_dataset,\n batch_size=batch_size,\n shuffle=False,\n sampler=sampler,\n num_workers=0,\n drop_last=False,\n pin_memory=True)\n data_iter = iter(dataloader)\n step_range = trange(0, args.max_step, desc='train') if (rank == 0 and args.tqdm) else range(0, args.max_step)\n for step in step_range:\n neg_type = 'head' if step % 2 == 0 else 'tail'\n start1 = time.time()\n # get pos training data\n data = next(data_iter)\n data = {k: v.view(-1) for k, v in data.items()}\n sample_time += time.time() - start1\n loss, log = self.train_forward(data, neg_type, gpu_id)\n if rank == 0 and args.tqdm:\n step_range.set_postfix(loss=f'{loss.item():.4f}')\n forward_time += time.time() - start1\n\n start1 = time.time()\n if self._optim is not None:\n self._optim.zero_grad()\n loss.backward()\n\n backward_time += time.time() - start1\n # update embedding & dense_model using different optimizer, for dense_model, use regular pytorch optimizer\n # for embedding, use built-in Adagrad sync/async optimizer\n start1 = time.time()\n self.update(gpu_id)\n update_time += time.time() - start1\n logs.append(log)\n\n if args.force_sync_interval > 0 and (step + 1) % args.force_sync_interval == 0:\n barrier.wait()\n\n if (step + 1) % args.log_interval == 0:\n for k in logs[0].keys():\n v = sum(l[k] for l in logs) / len(logs)\n print('[proc {}][Train]({}/{}) average {}: {}'.format(rank, (step + 1), args.max_step, k, v))\n logs = []\n print('[proc {}][Train] {} steps take {:.3f} seconds'.format(rank, args.log_interval,\n time.time() - start))\n print('[proc {}]sample: {:.3f}, forward: {:.3f}, backward: {:.3f}, update: {:.3f}'.format(\n rank, sample_time, forward_time, backward_time, update_time))\n sample_time = 0\n update_time = 0\n forward_time = 0\n backward_time = 0\n start = time.time()\n\n if args.valid and (step + 1) % args.eval_interval == 0 and step > 1 and eval_dataset is not None:\n valid_start = time.time()\n # for async update\n if args.strict_rel_part or args.soft_rel_part:\n self.writeback_relation(rank, rel_parts)\n # forced sync for validation\n if self.dist_train:\n barrier.wait()\n self.eval_proc(rank, eval_dataset, mode='valid')\n self.train()\n print('[proc {}]validation take {:.3f} seconds.'.format(rank, time.time() - valid_start))\n if args.soft_rel_part:\n self.prepare_cross_rels(cross_rels)\n if self.dist_train:\n barrier.wait()\n\n print('proc {} takes {:.3f} seconds'.format(rank, time.time() - train_start))\n if args.async_update:\n self.finish_async_update()\n if args.strict_rel_part or args.soft_rel_part:\n self.writeback_relation(rank, rel_parts)\n self.cleanup()\n if rank == 0:\n profiler.stop()\n print(profiler.output_text(unicode=False, color=False))\n\n def eval_proc(self, rank, eval_dataset, mode='valid', queue=None):\n if rank == 0:\n profiler = Profiler()\n profiler.start()\n args = self.args\n if len(args.gpu) > 0:\n gpu_id = args.gpu[rank % len(args.gpu)] if args.num_proc > 1 else args.gpu[0]\n else:\n gpu_id = -1\n\n world_size = args.num_proc * args.num_node\n\n if mode is not 'valid':\n self.setup_model(rank, world_size, gpu_id)\n self.eval()\n\n partition_dataset = PartitionChunkDataset(eval_dataset, rank, world_size, mode, None, None, None)\n partition_dataset.pin_memory()\n pos_dataloader = DataLoader(dataset=partition_dataset,\n batch_size=args.batch_size_eval,\n shuffle=False,\n num_workers=0,\n drop_last=False,\n pin_memory=True)\n data = dict()\n data['neg'] = eval_dataset.g.nodes().clone()\n with th.no_grad():\n logs = []\n iterator = tqdm(iter(pos_dataloader), desc='evaluation') if (rank == 0 and args.tqdm) else iter(pos_dataloader)\n for pos_data in iterator:\n # update data[-1] to all the nodes in the graph to perform corruption for all the nodes\n data.update(pos_data)\n log = self.test_forward(data, gpu_id)\n logs += log\n\n metrics = {}\n if len(logs) > 0:\n for metric in logs[0].keys():\n metrics[metric] = sum([log[metric] for log in logs]) / len(logs)\n if queue is not None:\n queue.put(logs)\n else:\n for k, v in metrics.items():\n print('[{}]{} average {}: {}'.format(rank, mode, k, v))\n Logger.save_result(metrics)\n\n if mode is not 'valid':\n self.cleanup()\n if rank == 0:\n profiler.stop()\n print(profiler.output_text(unicode=False, color=False))\n\n def train_forward(self, data, neg_type, gpu_id):\n args = self.args\n chunk_size = args.neg_sample_size\n neg_sample_size = args.neg_sample_size\n pos_emb = self.acquire_embedding(data=data, gpu_id=gpu_id, pos=True, train=True, neg_type=neg_type)\n\n edge_impts = to_device(data['impts'], gpu_id) if args.has_edge_importance else None\n\n pos_score = self.pos_forward(pos_emb)\n\n neg_emb = self.acquire_embedding(data=data, gpu_id=gpu_id, pos=False, train=True, neg_type=neg_type)\n\n neg_score = self.neg_forward(pos_emb, neg_emb, neg_type, chunk_size, neg_sample_size, train=True)\n neg_score = neg_score.reshape(-1, neg_sample_size)\n\n loss, log = self._loss_gen.get_total_loss(pos_score, neg_score, edge_impts)\n reg, reg_log = self.regularizer(self.get_param_list())\n\n loss += reg\n log.update(reg_log)\n\n return loss, log\n\n def test_forward(self, data, gpu_id):\n args = self.args\n log = []\n pos_emb = self.acquire_embedding(data, gpu_id, pos=True, train=False)\n neg_emb = self.acquire_embedding(data, gpu_id, pos=False, train=False)\n batch_size = data['head'].shape[0]\n num_node = len(data['neg'])\n pos_score = self.pos_forward(pos_emb)\n neg_score_corr_head = self.neg_forward(pos_emb, neg_emb, 'head', chunk_size=batch_size, neg_sample_size=num_node, train=False)\n neg_score_corr_tail = self.neg_forward(pos_emb, neg_emb, 'tail', chunk_size=batch_size, neg_sample_size=num_node, train=False)\n ranking_corr_tail, log_corr_tail = self.compute_ranking(pos_score, neg_score_corr_tail, data, mode='tail',\n eval_filter=args.eval_filter,\n self_loop_filter=args.self_loop_filter)\n ranking_corr_head, log_corr_head = self.compute_ranking(pos_score, neg_score_corr_head, data, mode='head',\n eval_filter=args.eval_filter,\n self_loop_filter=args.self_loop_filter)\n log += log_corr_tail\n log += log_corr_head\n return log\n\n def prepare_data(self, pos_emb, neg_emb, neg_type, chunk_size, neg_sample_size, train=True):\n \"\"\" Prepare positive/negative embedding data for training/evaluation. This is the place to reshape tensor\n to enable operation like bmm takes place.\n\n Parameters\n ----------\n pos_emb: dict\n dictionary containing all positive embeddings involved.\n neg_emb: dict\n dictionary containing all negative embeddings involved.\n neg_type: str\n choice: ['head', 'tail'], for this batch, triples are corrupted by neg_type.\n chunk_size: int\n normally to reshape positive embeddings from [batch, embbeding_size]\n to [\\frac{batch}{chunk_size}, chunk_size, embedding_size]\n neg_sample_size: int\n normally to reshape negative embeddings from [batch, embedding_size]\n to [\\frac{batch}{neg_sample_size}, neg_sample_size, embedding_size]\n train: bool\n prepare data for training or evaluation. Model for evaluation might have different behavior.\n\n Returns\n -------\n th.Tensor: reshaped pos_emb\n th.Tensor: reshaped neg_emb\n\n \"\"\"\n return pos_emb, neg_emb\n\n @thread_wrapped_func\n def train_mp(self, rank, train_dataset, eval_dataset, rel_parts=None, cross_rels=None, barrier=None):\n args = self.args\n if args.num_proc > 1:\n th.set_num_threads(args.num_thread)\n self.train_proc(rank, train_dataset, eval_dataset, rel_parts, cross_rels, barrier)\n\n @thread_wrapped_func\n def eval_mp(self, rank, eval_dataset, mode='valid', queue=None):\n args = self.args\n if args.num_proc > 1:\n th.set_num_threads(args.num_thread)\n self.eval_proc(rank, eval_dataset, mode, queue)\n\n @abstractmethod\n def categorize_embedding(self):\n pass\n\n @abstractmethod\n def initialize(self, n_entities, n_relations, init_strat='uniform'):\n pass\n\n @abstractmethod\n def pos_forward(self, pos_emb):\n pass\n\n @abstractmethod\n def neg_forward(self, pos_emb, neg_emb, neg_type, chunk_size, neg_sample_size, train=True):\n pass\n\n @abstractmethod\n def acquire_embedding(self, data, gpu_id=-1, pos=True, train=True, neg_type='head'):\n pass\n\n" }, { "alpha_fraction": 0.5667416453361511, "alphanum_fraction": 0.572365939617157, "avg_line_length": 40.65625, "blob_id": "e1e68feb9ffa894fe72e868477695c5c407998da", "content_id": "81d28949dbc04690dadfe90bed39021703bf45cb", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5334, "license_type": "permissive", "max_line_length": 160, "num_lines": 128, "path": "/python/dglke/models/pytorch/train_sampler.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "import torch as th\nimport dgl.backend as F\nfrom torch.utils.data import Dataset\n\n\n\n\nclass TrainSampler(object):\n # TODO lingfei\n # 1. [x] support nagative mode: head, tail, chunk-head, chunk-tail\n # 2. [x] add rel_weight, node_weight to non-uniformly sample rels\n # 3. [x] infinite sample or not?\n # 4. [ ] num_workers -> multiprocess\n # 5. [x] replacement\n # 6. [x] reset\n # 7. [x] negative mode -> head, tail\n # 8. [x] neg_sample_size ?\n # 9. [x] chunk_size\n # 10.[ ] exclude_positive -> mask\n\n def __init__(self,\n train_data,\n rank,\n batch_size,\n shuffle,\n rel_weight,\n neg_sample_size,\n chunk_size,\n exclude_positive=False,\n replacement=False,\n reset=True,\n drop_last=True):\n # seed_edges are the index of triple\n g = train_data.g\n seed_edges = train_data.edge_parts[rank]\n if seed_edges is None:\n seed_edges = F.arange(0, g.number_of_edges())\n assert batch_size % chunk_size == 0, 'batch size {} must be divisible by chunk size {} to enable chunk negative sampling'.format(batch_size, chunk_size)\n self.rels = g.edata['tid'][seed_edges]\n heads, tails = g.all_edges(order='eid')\n self.heads = heads[seed_edges]\n self.tails = tails[seed_edges]\n self.node_pool = g.nodes()\n self.reset = reset\n self.replacement = replacement\n # self.chunk_size = chunk_size\n # self.neg_sample_size = neg_sample_size\n # TODO mask all false negative rels\n self.exclude_positive = exclude_positive\n self.drop_last = drop_last\n # might be replaced by rel weight vector provided\n self.rel_weight = th.ones(len(self.rels), dtype=th.float32) if rel_weight is None else rel_weight[seed_edges]\n # shuffle data\n if shuffle:\n # MARK - whether to shuffle data or shuffle indices only?\n self.node_pool = self.node_pool[th.randperm(len(self.node_pool))]\n idx = th.randperm(len(self.rels))\n self.rels = self.rels[idx]\n self.heads = self.heads[idx]\n self.tails = self.tails[idx]\n # the rel weight need to shuffle together to ensure consistency\n self.rel_weight = self.rel_weight[idx]\n\n self.batch_size = batch_size\n self.pool_size = self.batch_size // chunk_size * neg_sample_size\n self.iter_idx = 0\n self.pool_idx = 0\n self.step = 0\n\n def __iter__(self):\n return self\n\n # without multiprocess\n def __next__(self):\n pos = {}\n neg = {}\n if self.replacement:\n # choose with replacement with weight given, default weight for each rel is 1\n selected_idx = th.multinomial(self.rel_weight, num_samples=self.batch_size, replacement=True)\n pos['head'] = self.heads[selected_idx]\n pos['rel'] = self.rels[selected_idx]\n pos['tail'] = self.tails[selected_idx]\n else:\n end_iter_idx = min(self.iter_idx + self.batch_size, self.__len__())\n pos['head'] = self.heads[self.iter_idx: end_iter_idx]\n pos['rel'] = self.rels[self.iter_idx: end_iter_idx]\n pos['tail'] = self.tails[self.iter_idx: end_iter_idx]\n # need to setup lock to avoid mess\n end_pool_idx = min(self.pool_idx + self.pool_size, len(self.node_pool))\n neg_type = 'head' if self.step % 2 == 0 else 'tail'\n neg[neg_type] = self.node_pool[self.pool_idx: end_pool_idx]\n # neg['head' if self.step % 2 == 0 else 'tail'] = self.corrupt()\n self.iter_idx += self.batch_size\n self.pool_idx += self.pool_size\n self.step += 1\n\n if self.reset and self.iter_idx + self.batch_size >= self.__len__():\n self.iter_idx = 0\n # shuffle data after each epoch\n idx = th.randperm(len(self.rels))\n self.rels = self.rels[idx]\n self.heads = self.heads[idx]\n self.tails = self.tails[idx]\n # the rel weight need to shuffle together to ensure consistency\n self.rel_weight = self.rel_weight[idx]\n\n # if we run out of neg sample data, we shuffle it again\n if self.pool_idx + self.pool_size >= len(self.node_pool):\n self.pool_idx = 0\n idx = th.randperm(len(self.node_pool))\n self.node_pool = self.node_pool[idx]\n\n # use None for impts for now\n return pos, neg, neg_type, None\n\n # def corrupt(self):\n # # we currently only support chunk_head and chunk_tail\n # # MARK - discuss replacement with mentor\n # if self.step % 2 == 0:\n # chunk_idx = th.multinomial(self.h_weight, num_samples=self.neg_sample_size * (self.batch_size // self.chunk_size),replacement=True)\n # return self.u_hid[chunk_idx]\n # else:\n # chunk_idx = th.multinomial(self.t_weight, num_samples=self.neg_sample_size * (self.batch_size // self.chunk_size), replacement=True)\n # return self.u_tid[chunk_idx]\n\n def __len__(self):\n return self.rels.shape[0] if not self.drop_last \\\n else (self.rels.shape[0] // self.batch_size * self.batch_size)\n\n\n" }, { "alpha_fraction": 0.5362917184829712, "alphanum_fraction": 0.5489066243171692, "avg_line_length": 37.59950637817383, "blob_id": "13dbfdd9d97871195b7f40e5fe054bbaad5c2740", "content_id": "50cbb2bda0aa397ae7e08525c549e7975494fc14", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 31233, "license_type": "permissive", "max_line_length": 136, "num_lines": 809, "path": "/python/dglke/models/pytorch/score_fun.py", "repo_name": "menjarleev/dgl-ke", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\n#\n# score_fun.py\n#\n# Copyright 2020 Amazon.com, Inc. or its affiliates. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n#\n\nimport torch as th\nimport torch.nn as nn\nimport torch.nn.functional as functional\nimport torch.nn.init as INIT\nfrom dglke.util.math import hyp_distance_multi_c\nimport numpy as np\nimport os\n\ndef batched_l2_dist(a, b):\n a_squared = a.norm(dim=-1).pow(2)\n b_squared = b.norm(dim=-1).pow(2)\n\n squared_res = th.baddbmm(\n b_squared.unsqueeze(-2), a, b.transpose(-2, -1), alpha=-2\n ).add_(a_squared.unsqueeze(-1))\n res = squared_res.clamp_min_(1e-30).sqrt_()\n return res\n\ndef batched_l1_dist(a, b):\n res = th.cdist(a, b, p=1)\n return res\n\nclass TransEScore(nn.Module):\n \"\"\"TransE score function\n Paper link: https://papers.nips.cc/paper/5071-translating-embeddings-for-modeling-multi-relational-data\n \"\"\"\n def __init__(self, gamma, dist_func='l2'):\n super(TransEScore, self).__init__()\n self.gamma = gamma\n if dist_func == 'l1':\n self.neg_dist_func = batched_l1_dist\n self.dist_ord = 1\n else: # default use l2\n self.neg_dist_func = batched_l2_dist\n self.dist_ord = 2\n\n def edge_func(self, edges):\n head = edges.src['emb']\n tail = edges.dst['emb']\n rel = edges.data['emb']\n score = head + rel - tail\n return {'score': self.gamma - th.norm(score, p=self.dist_ord, dim=-1)}\n\n def infer(self, head_emb, rel_emb, tail_emb):\n head_emb = head_emb.unsqueeze(1)\n rel_emb = rel_emb.unsqueeze(0)\n score = (head_emb + rel_emb).unsqueeze(2) - tail_emb.unsqueeze(0).unsqueeze(0)\n\n return self.gamma - th.norm(score, p=self.dist_ord, dim=-1)\n\n def prepare(self, g, gpu_id, trace=False):\n pass\n\n def create_neg_prepare(self, neg_head):\n def fn(rel_id, num_chunks, head, tail, gpu_id, trace=False):\n return head, tail\n return fn\n\n def predict(self, emb):\n head = emb['head']\n tail = emb['tail']\n rel = emb['rel']\n score = head + rel - tail\n return self.gamma - th.norm(score, p=self.dist_ord, dim=-1)\n\n def forward(self, g):\n g.apply_edges(lambda edges: self.edge_func(edges))\n\n def update(self, gpu_id=-1):\n pass\n\n def reset_parameters(self):\n pass\n\n def save(self, path, name):\n state_dict = self.cpu().state_dict()\n file_path = os.path.join(path, name)\n th.save(state_dict, file_path)\n\n def load(self, path, name):\n pass\n\n def create_neg(self, neg_head):\n gamma = self.gamma\n if neg_head:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n hidden_dim = heads.shape[1]\n heads = heads.reshape(num_chunks, neg_sample_size, hidden_dim)\n tails = tails - relations\n tails = tails.reshape(num_chunks, chunk_size, hidden_dim)\n return gamma - self.neg_dist_func(tails, heads)\n return fn\n else:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n hidden_dim = heads.shape[1]\n heads = heads + relations\n heads = heads.reshape(num_chunks, chunk_size, hidden_dim)\n tails = tails.reshape(num_chunks, neg_sample_size, hidden_dim)\n return gamma - self.neg_dist_func(heads, tails)\n return fn\n\nclass TransRScore(nn.Module):\n \"\"\"TransR score function\n Paper link: https://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/download/9571/9523\n \"\"\"\n def __init__(self, gamma, projection_emb, relation_dim, entity_dim):\n super(TransRScore, self).__init__()\n self.gamma = gamma\n self.projection_emb = projection_emb\n self.relation_dim = relation_dim\n self.entity_dim = entity_dim\n\n def edge_func(self, edges):\n head = edges.data['head_emb']\n tail = edges.data['tail_emb']\n rel = edges.data['emb']\n score = head + rel - tail\n return {'score': self.gamma - th.norm(score, p=1, dim=-1)}\n\n def infer(self, head_emb, rel_emb, tail_emb):\n pass\n\n def prepare(self, g, gpu_id, trace=False):\n head_ids, tail_ids = g.all_edges(order='eid')\n projection = self.projection_emb(g.edata['id'], gpu_id, trace)\n projection = projection.reshape(-1, self.entity_dim, self.relation_dim)\n g.edata['head_emb'] = th.einsum('ab,abc->ac', g.ndata['emb'][head_ids], projection)\n g.edata['tail_emb'] = th.einsum('ab,abc->ac', g.ndata['emb'][tail_ids], projection)\n\n def create_neg_prepare(self, neg_head):\n if neg_head:\n def fn(rel_id, num_chunks, head, tail, gpu_id, trace=False):\n # pos node, project to its relation\n projection = self.projection_emb(rel_id, gpu_id, trace)\n projection = projection.reshape(num_chunks, -1, self.entity_dim, self.relation_dim)\n tail = tail.reshape(num_chunks, -1, 1, self.entity_dim)\n tail = th.matmul(tail, projection)\n tail = tail.reshape(num_chunks, -1, self.relation_dim)\n\n # neg node, each project to all relations\n head = head.reshape(num_chunks, 1, -1, self.entity_dim)\n # (num_chunks, num_rel, num_neg_nodes, rel_dim)\n head = th.matmul(head, projection)\n return head, tail\n return fn\n else:\n def fn(rel_id, num_chunks, head, tail, gpu_id, trace=False):\n # pos node, project to its relation\n projection = self.projection_emb(rel_id, gpu_id, trace)\n projection = projection.reshape(num_chunks, -1, self.entity_dim, self.relation_dim)\n head = head.reshape(num_chunks, -1, 1, self.entity_dim)\n head = th.matmul(head, projection)\n head = head.reshape(num_chunks, -1, self.relation_dim)\n\n # neg node, each project to all relations\n tail = tail.reshape(num_chunks, 1, -1, self.entity_dim)\n # (num_chunks, num_rel, num_neg_nodes, rel_dim)\n tail = th.matmul(tail, projection)\n return head, tail\n return fn\n\n def forward(self, g):\n g.apply_edges(lambda edges: self.edge_func(edges))\n\n def reset_parameters(self):\n self.projection_emb.init(1.0)\n\n def update(self, gpu_id=-1):\n self.projection_emb.update(gpu_id)\n\n def save(self, path, name):\n self.projection_emb.save(path, name + 'projection')\n\n def load(self, path, name):\n self.projection_emb.load(path, name + 'projection')\n\n def prepare_local_emb(self, projection_emb):\n self.global_projection_emb = self.projection_emb\n self.projection_emb = projection_emb\n\n def prepare_cross_rels(self, cross_rels):\n self.projection_emb.setup_cross_rels(cross_rels, self.global_projection_emb)\n\n def writeback_local_emb(self, idx):\n self.global_projection_emb.emb[idx] = self.projection_emb.emb.cpu()[idx]\n\n def load_local_emb(self, projection_emb):\n device = projection_emb.emb.device\n projection_emb.emb = self.projection_emb.emb.to(device)\n self.projection_emb = projection_emb\n\n def share_memory(self):\n self.projection_emb.share_memory()\n\n def create_neg(self, neg_head):\n gamma = self.gamma\n if neg_head:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n relations = relations.reshape(num_chunks, -1, self.relation_dim)\n tails = tails - relations\n tails = tails.reshape(num_chunks, -1, 1, self.relation_dim)\n score = heads - tails\n return gamma - th.norm(score, p=1, dim=-1)\n return fn\n else:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n relations = relations.reshape(num_chunks, -1, self.relation_dim)\n heads = heads - relations\n heads = heads.reshape(num_chunks, -1, 1, self.relation_dim)\n score = heads - tails\n return gamma - th.norm(score, p=1, dim=-1)\n return fn\n\nclass DistMultScore(nn.Module):\n \"\"\"DistMult score function\n Paper link: https://arxiv.org/abs/1412.6575\n \"\"\"\n def __init__(self):\n super(DistMultScore, self).__init__()\n\n def edge_func(self, edges):\n head = edges.src['emb']\n tail = edges.dst['emb']\n rel = edges.data['emb']\n score = head * rel * tail\n # TODO: check if there exists minus sign and if gamma should be used here(jin)\n return {'score': th.sum(score, dim=-1)}\n\n def infer(self, head_emb, rel_emb, tail_emb):\n head_emb = head_emb.unsqueeze(1)\n rel_emb = rel_emb.unsqueeze(0)\n score = (head_emb * rel_emb).unsqueeze(2) * tail_emb.unsqueeze(0).unsqueeze(0)\n\n return th.sum(score, dim=-1)\n\n def prepare(self, g, gpu_id, trace=False):\n pass\n\n def create_neg_prepare(self, neg_head):\n def fn(rel_id, num_chunks, head, tail, gpu_id, trace=False):\n return head, tail\n\n return fn\n\n def update(self, gpu_id=-1):\n pass\n\n def reset_parameters(self):\n pass\n\n def save(self, path, name):\n pass\n\n def load(self, path, name):\n pass\n\n def forward(self, g):\n g.apply_edges(lambda edges: self.edge_func(edges))\n\n def create_neg(self, neg_head):\n if neg_head:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n hidden_dim = heads.shape[1]\n heads = heads.reshape(num_chunks, neg_sample_size, hidden_dim)\n heads = th.transpose(heads, 1, 2)\n tmp = (tails * relations).reshape(num_chunks, chunk_size, hidden_dim)\n return th.bmm(tmp, heads)\n\n return fn\n else:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n hidden_dim = tails.shape[1]\n tails = tails.reshape(num_chunks, neg_sample_size, hidden_dim)\n tails = th.transpose(tails, 1, 2)\n tmp = (heads * relations).reshape(num_chunks, chunk_size, hidden_dim)\n return th.bmm(tmp, tails)\n\n return fn\n\n\nclass ComplExScore(nn.Module):\n \"\"\"ComplEx score function\n Paper link: https://arxiv.org/abs/1606.06357\n \"\"\"\n\n def __init__(self):\n super(ComplExScore, self).__init__()\n\n def edge_func(self, edges):\n real_head, img_head = th.chunk(edges.src['emb'], 2, dim=-1)\n real_tail, img_tail = th.chunk(edges.dst['emb'], 2, dim=-1)\n real_rel, img_rel = th.chunk(edges.data['emb'], 2, dim=-1)\n\n score = real_head * real_tail * real_rel \\\n + img_head * img_tail * real_rel \\\n + real_head * img_tail * img_rel \\\n - img_head * real_tail * img_rel\n # TODO: check if there exists minus sign and if gamma should be used here(jin)\n return {'score': th.sum(score, -1)}\n\n def infer(self, head_emb, rel_emb, tail_emb):\n real_head, img_head = th.chunk(head_emb, 2, dim=-1)\n real_tail, img_tail = th.chunk(tail_emb, 2, dim=-1)\n real_rel, img_rel = th.chunk(rel_emb, 2, dim=-1)\n\n score = (real_head.unsqueeze(1) * real_rel.unsqueeze(0)).unsqueeze(2) * real_tail.unsqueeze(0).unsqueeze(0) \\\n + (img_head.unsqueeze(1) * real_rel.unsqueeze(0)).unsqueeze(2) * img_tail.unsqueeze(0).unsqueeze(0) \\\n + (real_head.unsqueeze(1) * img_rel.unsqueeze(0)).unsqueeze(2) * img_tail.unsqueeze(0).unsqueeze(0) \\\n - (img_head.unsqueeze(1) * img_rel.unsqueeze(0)).unsqueeze(2) * real_tail.unsqueeze(0).unsqueeze(0)\n\n return th.sum(score, dim=-1)\n\n def prepare(self, g, gpu_id, trace=False):\n pass\n\n def create_neg_prepare(self, neg_head):\n def fn(rel_id, num_chunks, head, tail, gpu_id, trace=False):\n return head, tail\n\n return fn\n\n def update(self, gpu_id=-1):\n pass\n\n def reset_parameters(self):\n pass\n\n def save(self, path, name):\n pass\n\n def load(self, path, name):\n pass\n\n def forward(self, g):\n g.apply_edges(lambda edges: self.edge_func(edges))\n\n def create_neg(self, neg_head):\n if neg_head:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n hidden_dim = heads.shape[1]\n emb_real = tails[..., :hidden_dim // 2]\n emb_imag = tails[..., hidden_dim // 2:]\n rel_real = relations[..., :hidden_dim // 2]\n rel_imag = relations[..., hidden_dim // 2:]\n real = emb_real * rel_real + emb_imag * rel_imag\n imag = -emb_real * rel_imag + emb_imag * rel_real\n emb_complex = th.cat((real, imag), dim=-1)\n tmp = emb_complex.reshape(num_chunks, chunk_size, hidden_dim)\n heads = heads.reshape(num_chunks, neg_sample_size, hidden_dim)\n heads = th.transpose(heads, 1, 2)\n return th.bmm(tmp, heads)\n\n return fn\n else:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n hidden_dim = heads.shape[1]\n emb_real = heads[..., :hidden_dim // 2]\n emb_imag = heads[..., hidden_dim // 2:]\n rel_real = relations[..., :hidden_dim // 2]\n rel_imag = relations[..., hidden_dim // 2:]\n real = emb_real * rel_real - emb_imag * rel_imag\n imag = emb_real * rel_imag + emb_imag * rel_real\n emb_complex = th.cat((real, imag), dim=-1)\n tmp = emb_complex.reshape(num_chunks, chunk_size, hidden_dim)\n tails = tails.reshape(num_chunks, neg_sample_size, hidden_dim)\n tails = th.transpose(tails, 1, 2)\n return th.bmm(tmp, tails)\n return fn\n\nclass RESCALScore(nn.Module):\n \"\"\"RESCAL score function\n Paper link: http://www.icml-2011.org/papers/438_icmlpaper.pdf\n \"\"\"\n def __init__(self, relation_dim, entity_dim):\n super(RESCALScore, self).__init__()\n self.relation_dim = relation_dim\n self.entity_dim = entity_dim\n\n def edge_func(self, edges):\n head = edges.src['emb']\n tail = edges.dst['emb'].unsqueeze(-1)\n rel = edges.data['emb']\n rel = rel.view(-1, self.relation_dim, self.entity_dim)\n score = head * th.matmul(rel, tail).squeeze(-1)\n # TODO: check if use self.gamma\n return {'score': th.sum(score, dim=-1)}\n # return {'score': self.gamma - th.norm(score, p=1, dim=-1)}\n\n def infer(self, head_emb, rel_emb, tail_emb):\n head_emb = head_emb.unsqueeze(1).unsqueeze(1)\n rel_emb = rel_emb.view(-1, self.relation_dim, self.entity_dim)\n score = head_emb * th.einsum('abc,dc->adb', rel_emb, tail_emb).unsqueeze(0)\n\n return th.sum(score, dim=-1)\n\n def prepare(self, g, gpu_id, trace=False):\n pass\n\n def create_neg_prepare(self, neg_head):\n def fn(rel_id, num_chunks, head, tail, gpu_id, trace=False):\n return head, tail\n return fn\n\n def update(self, gpu_id=-1):\n pass\n\n def reset_parameters(self):\n pass\n\n def save(self, path, name):\n pass\n\n def load(self, path, name):\n pass\n\n def forward(self, g):\n g.apply_edges(lambda edges: self.edge_func(edges))\n\n def create_neg(self, neg_head):\n if neg_head:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n hidden_dim = heads.shape[1]\n heads = heads.reshape(num_chunks, neg_sample_size, hidden_dim)\n heads = th.transpose(heads, 1, 2)\n tails = tails.unsqueeze(-1)\n relations = relations.view(-1, self.relation_dim, self.entity_dim)\n tmp = th.matmul(relations, tails).squeeze(-1)\n tmp = tmp.reshape(num_chunks, chunk_size, hidden_dim)\n return th.bmm(tmp, heads)\n return fn\n else:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n hidden_dim = heads.shape[1]\n tails = tails.reshape(num_chunks, neg_sample_size, hidden_dim)\n tails = th.transpose(tails, 1, 2)\n heads = heads.unsqueeze(-1)\n relations = relations.view(-1, self.relation_dim, self.entity_dim)\n tmp = th.matmul(relations, heads).squeeze(-1)\n tmp = tmp.reshape(num_chunks, chunk_size, hidden_dim)\n return th.bmm(tmp, tails)\n return fn\n\nclass RotatEScore(nn.Module):\n \"\"\"RotatE score function\n Paper link: https://arxiv.org/abs/1902.10197\n \"\"\"\n def __init__(self, gamma, emb_init):\n super(RotatEScore, self).__init__()\n self.gamma = gamma\n self.emb_init = emb_init\n\n def edge_func(self, edges):\n re_head, im_head = th.chunk(edges.src['emb'], 2, dim=-1)\n re_tail, im_tail = th.chunk(edges.dst['emb'], 2, dim=-1)\n\n phase_rel = edges.data['emb'] / (self.emb_init / np.pi)\n re_rel, im_rel = th.cos(phase_rel), th.sin(phase_rel)\n re_score = re_head * re_rel - im_head * im_rel\n im_score = re_head * im_rel + im_head * re_rel\n re_score = re_score - re_tail\n im_score = im_score - im_tail\n score = th.stack([re_score, im_score], dim=0)\n score = score.norm(dim=0)\n return {'score': self.gamma - score.sum(-1)}\n\n def infer(self, head_emb, rel_emb, tail_emb):\n re_head, im_head = th.chunk(head_emb, 2, dim=-1)\n re_tail, im_tail = th.chunk(tail_emb, 2, dim=-1)\n\n phase_rel = rel_emb / (self.emb_init / np.pi)\n re_rel, im_rel = th.cos(phase_rel), th.sin(phase_rel)\n re_score = re_head.unsqueeze(1) * re_rel.unsqueeze(0) - im_head.unsqueeze(1) * im_rel.unsqueeze(0)\n im_score = re_head.unsqueeze(1) * im_rel.unsqueeze(0) + im_head.unsqueeze(1) * re_rel.unsqueeze(0)\n\n re_score = re_score.unsqueeze(2) - re_tail.unsqueeze(0).unsqueeze(0)\n im_score = im_score.unsqueeze(2) - im_tail.unsqueeze(0).unsqueeze(0)\n score = th.stack([re_score, im_score], dim=0)\n score = score.norm(dim=0)\n return self.gamma - score.sum(-1)\n\n def update(self, gpu_id=-1):\n pass\n\n def reset_parameters(self):\n pass\n\n def save(self, path, name):\n pass\n\n def load(self, path, name):\n pass\n\n def forward(self, g):\n g.apply_edges(lambda edges: self.edge_func(edges))\n\n def create_neg_prepare(self, neg_head):\n def fn(rel_id, num_chunks, head, tail, gpu_id, trace=False):\n return head, tail\n return fn\n\n def prepare(self, g, gpu_id, trace=False):\n pass\n\n def create_neg(self, neg_head):\n gamma = self.gamma\n emb_init = self.emb_init\n if neg_head:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n hidden_dim = heads.shape[1]\n emb_real = tails[..., :hidden_dim // 2]\n emb_imag = tails[..., hidden_dim // 2:]\n\n phase_rel = relations / (emb_init / np.pi)\n rel_real, rel_imag = th.cos(phase_rel), th.sin(phase_rel)\n real = emb_real * rel_real + emb_imag * rel_imag\n imag = -emb_real * rel_imag + emb_imag * rel_real\n emb_complex = th.cat((real, imag), dim=-1)\n tmp = emb_complex.reshape(num_chunks, chunk_size, 1, hidden_dim)\n heads = heads.reshape(num_chunks, 1, neg_sample_size, hidden_dim)\n score = tmp - heads\n score = th.stack([score[..., :hidden_dim // 2],\n score[..., hidden_dim // 2:]], dim=-1).norm(dim=-1)\n return gamma - score.sum(-1)\n\n return fn\n else:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n hidden_dim = heads.shape[1]\n emb_real = heads[..., :hidden_dim // 2]\n emb_imag = heads[..., hidden_dim // 2:]\n\n phase_rel = relations / (emb_init / np.pi)\n rel_real, rel_imag = th.cos(phase_rel), th.sin(phase_rel)\n real = emb_real * rel_real - emb_imag * rel_imag\n imag = emb_real * rel_imag + emb_imag * rel_real\n\n emb_complex = th.cat((real, imag), dim=-1)\n tmp = emb_complex.reshape(num_chunks, chunk_size, 1, hidden_dim)\n tails = tails.reshape(num_chunks, 1, neg_sample_size, hidden_dim)\n score = tmp - tails\n score = th.stack([score[..., :hidden_dim // 2],\n score[..., hidden_dim // 2:]], dim=-1).norm(dim=-1)\n\n return gamma - score.sum(-1)\n\n return fn\n\nclass SimplEScore(nn.Module):\n \"\"\"SimplE score function\n Paper link: http://papers.nips.cc/paper/7682-simple-embedding-for-link-prediction-in-knowledge-graphs.pdf\n \"\"\"\n def __init__(self):\n super(SimplEScore, self).__init__()\n\n def edge_func(self, edges):\n head_i, head_j = th.chunk(edges.src['emb'], 2, dim=-1)\n tail_i, tail_j = th.chunk(edges.dst['emb'], 2, dim=-1)\n rel, rel_inv = th.chunk(edges.data['emb'], 2, dim=-1)\n forward_score = head_i * rel * tail_j\n backward_score = tail_i * rel_inv * head_j\n # clamp as official implementation does to avoid NaN output\n # might because of gradient explode\n score = th.clamp(1 / 2 * (forward_score + backward_score).sum(-1), -20, 20)\n return {'score': score}\n\n def infer(self, head_emb, rel_emb, tail_emb):\n head_i, head_j = th.chunk(head_emb.unsqueeze(1), 2, dim=-1)\n tail_i, tail_j = th.chunk(tail_emb.unsqueeze(0).unsqueeze(0), 2, dim=-1)\n rel, rel_inv = th.chunk(rel_emb.unsqueeze(0), 2, dim=-1)\n forward_tmp = (head_i * rel).unsqueeze(2) * tail_j\n backward_tmp = (head_j * rel_inv).unsqueeze(2) * tail_i\n score = (forward_tmp + backward_tmp) * 1 / 2\n return th.sum(score, dim=-1)\n\n def update(self, gpu_id=-1):\n pass\n\n def reset_parameters(self):\n pass\n\n def save(self, path, name):\n pass\n\n def load(self, path, name):\n pass\n\n def forward(self, g):\n g.apply_edges(lambda edges: self.edge_func(edges))\n\n def create_neg_prepare(self, neg_head):\n def fn(rel_id, num_chunks, head, tail, gpu_id, trace=False):\n return head, tail\n return fn\n\n\n def prepare(self, g, gpu_id, trace=False):\n pass\n\n def create_neg(self, neg_head):\n if neg_head:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n hidden_dim = tails.shape[1]\n tail_i = tails[..., :hidden_dim // 2]\n tail_j = tails[..., hidden_dim // 2:]\n rel = relations[..., : hidden_dim // 2]\n rel_inv = relations[..., hidden_dim // 2:]\n forward_tmp = (rel * tail_j).reshape(num_chunks, chunk_size, hidden_dim//2)\n backward_tmp = (rel_inv * tail_i).reshape(num_chunks, chunk_size, hidden_dim//2)\n heads = heads.reshape(num_chunks, neg_sample_size, hidden_dim)\n heads = th.transpose(heads, 1, 2)\n head_i = heads[..., :hidden_dim // 2, :]\n head_j = heads[..., hidden_dim // 2:, :]\n tmp = 1 / 2 * (th.bmm(forward_tmp, head_i) + th.bmm(backward_tmp, head_j))\n score = th.clamp(tmp, -20, 20)\n return score\n return fn\n else:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n hidden_dim = heads.shape[1]\n head_i = heads[..., :hidden_dim // 2]\n head_j = heads[..., hidden_dim // 2:]\n rel = relations[..., :hidden_dim // 2]\n rel_inv = relations[..., hidden_dim // 2:]\n forward_tmp = (head_i * rel).reshape(num_chunks, chunk_size, hidden_dim//2)\n backward_tmp = (rel_inv * head_j).reshape(num_chunks, chunk_size, hidden_dim//2)\n tails = tails.reshape(num_chunks, neg_sample_size, hidden_dim)\n tails = th.transpose(tails, 1, 2)\n tail_i = tails[..., :hidden_dim // 2, :]\n tail_j = tails[..., hidden_dim // 2:, :]\n tmp = 1 / 2 * (th.bmm(forward_tmp, tail_j) + th.bmm(backward_tmp, tail_i))\n score = th.clamp(tmp, -20, 20)\n return score\n return fn\n\nclass ConvEScore(nn.Module):\n \"\"\"ConvE score function\n Paper link: https://arxiv.org/pdf/1707.01476.pdf\n \"\"\"\n def __init__(self, hidden_dim, tensor_height, dropout_ratio: tuple = (0, 0, 0), batch_norm=False):\n super(ConvEScore, self).__init__()\n self._build_model(hidden_dim, tensor_height, dropout_ratio, batch_norm)\n\n\n def _build_model(self, hidden_dim, tensor_height, dropout_ratio, batch_norm):\n # get height of reshape tensor\n assert hidden_dim % tensor_height == 0, 'input dimension %d must be divisible to tensor height %d' % (hidden_dim, tensor_height)\n h = tensor_height\n w = hidden_dim // h\n conv = []\n if batch_norm:\n conv += [nn.BatchNorm2d(1)]\n if dropout_ratio[0] != 0:\n conv += [nn.Dropout(p=dropout_ratio[0])]\n conv += [nn.Conv2d(1, 32, 3, 1, 0, bias=True)]\n if batch_norm:\n conv += [nn.BatchNorm2d(32)]\n conv += [nn.ReLU()]\n if dropout_ratio[1] != 0:\n conv += [nn.Dropout2d(p=dropout_ratio[1])]\n self.conv = nn.Sequential(*conv)\n fc = []\n linear_dim = 32 * (h* 2 - 2) * (w - 2)\n fc += [nn.Linear(linear_dim, hidden_dim)]\n if dropout_ratio[2] != 0:\n fc += [nn.Dropout(p=dropout_ratio[2])]\n if batch_norm:\n fc += [nn.BatchNorm1d(hidden_dim)]\n fc += [nn.ReLU()]\n self.fc = nn.Sequential(*fc)\n\n def edge_func(self, edges):\n head = edges.src['emb']\n tail = edges.dst['emb']\n rel = edges.data['emb']\n score = self.model(head, rel, tail)\n return {'score': score}\n\n\n def infer(self, head_emb, rel_emb, tail_emb):\n pass\n\n def prepare(self, g, gpu_id, trace=False):\n pass\n\n def create_neg_prepare(self, neg_head):\n if neg_head:\n def fn(rel_id, num_chunks, head, tail, gpu_id, trace=False):\n return head, tail\n return fn\n else:\n def fn(rel_id, num_chunks, head, tail, gpu_id, trace=False):\n return head, tail\n return fn\n\n def forward(self, embs, mode='all', bmm=False):\n \"\"\"\n Parameters\n ----------\n concat_emb : Tensor\n embedding concatenated from head and tail and reshaped\n tail_emb : Tensor\n tail embedding\n mode : str\n choice = ['lhs', 'rhs', 'full']. Which part of score function to perform. This is used to accelerate test process.\n \"\"\"\n\n if mode in ['all', 'lhs']:\n concat_emb = embs[0]\n # reshape tensor to fit in conv\n if concat_emb.dim() == 3:\n batch, height, width = concat_emb.shape\n concat_emb = concat_emb.reshape(batch, 1, height, width)\n x = self.conv(concat_emb)\n x = x.view(x.shape[0], -1)\n fc = self.fc(x)\n if mode == 'lhs':\n return fc\n else:\n fc = embs[0]\n\n tail_emb, bias = embs[1:]\n\n if not bmm:\n assert fc.dim() == tail_emb.dim() == bias.dim(), 'batch operation only allow embedding with same dimension'\n x = th.sum(fc * tail_emb, dim=-1, keepdim=True)\n else:\n if tail_emb.dim() == 3:\n tail_emb = tail_emb.transpose(1, 2)\n x = th.bmm(fc, tail_emb)\n bias = bias.transpose(1, 2).expand_as(x)\n else:\n tail_emb = tail_emb.transpose(1, 0)\n x = th.mm(fc, tail_emb)\n bias = bias.transpose(1, 0).expand_as(x)\n x = x + bias\n return x\n\n def reset_parameters(self):\n # use default init tech of pytorch\n pass\n\n def update(self, gpu_id=-1):\n pass\n\n def save(self, path, name):\n file_name = os.path.join(path, name)\n # MARK - is .cpu() available if it's already in CPU ?\n th.save(self.cpu().state_dict(), file_name)\n\n def load(self, path, name):\n file_name = os.path.join(path, name)\n # TODO: lingfei - determine whether to map location here\n self.load_state_dict(th.load(file_name))\n\n def create_neg(self, neg_head):\n if neg_head:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n # extreme overhead, fix later, could use multiprocess to reduce it\n batch, dim = heads.shape()\n tmps = []\n for i in range(neg_sample_size + 1):\n heads = heads.reshape(-1, neg_sample_size, dim)\n head_i = th.cat([heads[:, i:, ...], heads[:, :i, ...]], dim=1)\n head_i = head_i.reshape(-1, dim)\n tmp_i = self.model(head_i, relations, tails)\n tmps += [tmp_i]\n score = th.stack(tmps, dim=-1)\n return score\n return fn\n else:\n def fn(heads, relations, tails, num_chunks, chunk_size, neg_sample_size):\n batch, dim = tails.shape()\n tmps = []\n for i in range(neg_sample_size + 1):\n tails = tails.reshape(-1, neg_sample_size, dim)\n tail_i = th.cat([tails[:, i:, ...], tails[:, :i, ...]], dim=1)\n tail_i = tail_i.reshape(-1, dim)\n tmp_i = self.model(heads, relations, tails)\n tmps += [tmp_i]\n score = th.stack(tmps, dim=-1)\n return score\n return fn\n\n\nclass ATTHScore(nn.Module):\n def __init__(self):\n super(ATTHScore, self).__init__()\n\n def forward(self, lhs_e, rhs_e, c, comp='batch'):\n return - hyp_distance_multi_c(lhs_e, rhs_e, c, comp) ** 2\n\n\n\n\n\n\n" } ]
16
brleinad/pygame-menu
https://github.com/brleinad/pygame-menu
f066b2105182f21e8a3455a41c395fde53e74da7
eb588501d99ed4a994094029effc34c2f57e908b
ec0a7d7f2270699dd9e8c7f4e53fe8662ae4b687
refs/heads/master
2021-05-22T01:43:12.000868
2020-04-13T18:18:28
2020-04-13T18:18:28
252,912,144
0
0
null
2020-04-04T04:55:17
2020-04-03T20:49:31
2020-04-04T04:16:26
null
[ { "alpha_fraction": 0.6504303812980652, "alphanum_fraction": 0.6550493240356445, "avg_line_length": 31.848276138305664, "blob_id": "8a0b68ff4e8830c7e016515e3ca4c9ebcbdb25e7", "content_id": "d7f259cc4c8586241a44abf446cbe10706156940", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4763, "license_type": "permissive", "max_line_length": 100, "num_lines": 145, "path": "/pygameMenu/utils.py", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "# coding=utf-8\n\"\"\"\npygame-menu\nhttps://github.com/ppizarror/pygame-menu\n\nUTILS\nUtilitary functions.\n\nLicense:\n-------------------------------------------------------------------------------\nThe MIT License (MIT)\nCopyright 2017-2020 Pablo Pizarro R. @ppizarror\n\nPermission is hereby granted, free of charge, to any person obtaining a\ncopy of this software and associated documentation files (the \"Software\"),\nto deal in the Software without restriction, including without limitation\nthe rights to use, copy, modify, merge, publish, distribute, sublicense,\nand/or sell copies of the Software, and to permit persons to whom the Software\nis furnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,\nWHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN\nCONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n-------------------------------------------------------------------------------\n\"\"\"\n\nimport pygame\nimport pygameMenu.locals as _locals\n\n\ndef assert_alignment(align):\n \"\"\"\n Assert alignment local.\n\n :param align: Align value\n :type align: basestring\n :return: None\n \"\"\"\n assert isinstance(align, str), 'alignment \"{0}\" must be a string'.format(align)\n assert align in [_locals.ALIGN_LEFT,\n _locals.ALIGN_CENTER,\n _locals.ALIGN_RIGHT,\n _locals.ALIGN_TOP,\n _locals.ALIGN_BOTTOM], \\\n 'incorrect alignment value \"{0}\"'.format(align)\n\n\ndef assert_color(color):\n \"\"\"\n Assert that a certain color is valid.\n\n :param color: Object color\n :type color: list, tuple\n :return: None\n \"\"\"\n assert isinstance(color, (list, tuple))\n assert len(color) == 3, 'color must be a tuple or list of 3 numbers'\n for i in color:\n assert isinstance(i, int), '\"{0}\" in element color {1} must be an integer'.format(i, color)\n\n\ndef assert_orientation(orientation):\n \"\"\"\n Assert that a certain widget orientation is valid.\n\n :param orientation: Object orientation\n :type orientation: basestring\n :return: None\n \"\"\"\n assert isinstance(orientation, str)\n assert orientation in [_locals.ORIENTATION_HORIZONTAL, _locals.ORIENTATION_VERTICAL], \\\n 'invalid orientation value \"{0}\"'.format(orientation)\n\n\ndef assert_position(position):\n \"\"\"\n Assert that a certain widget position is valid.\n\n :param position: Object position\n :type position: basestring\n :return: None\n \"\"\"\n assert isinstance(position, str)\n assert position in [_locals.POSITION_WEST, _locals.POSITION_SOUTHWEST,\n _locals.POSITION_SOUTH, _locals.POSITION_SOUTHEAST,\n _locals.POSITION_EAST, _locals.POSITION_NORTH,\n _locals.POSITION_NORTHWEST, _locals.POSITION_NORTHEAST], \\\n 'invalid position value \"{0}\"'.format(position)\n\n\ndef check_key_pressed_valid(event):\n \"\"\"\n Checks if the pressed key is valid.\n :param event: Key press event\n :type event: pygame.event.EventType\n :return: True if a key is pressed\n :rtype: bool\n \"\"\"\n # If the system detects that any key event has been pressed but\n # there's not any key pressed then this method raises a KEYUP\n # flag\n bad_event = not (True in pygame.key.get_pressed())\n if bad_event:\n if 'test' in event.dict and event.dict['test']:\n return True\n ev = pygame.event.Event(pygame.KEYUP, {'key': event.key})\n pygame.event.post(ev)\n return not bad_event\n\n\ndef dummy_function():\n \"\"\"\n Dummy function, this can be archieved with lambda but it's against\n PEP-8.\n\n :return: None\n \"\"\"\n return\n\n\ndef make_surface(width, height, alpha=False):\n \"\"\"\n Creates a pygame surface object.\n\n :param width: Surface width\n :type width: int, float\n :param height: Surface height\n :type height: int, float\n :param alpha: Enable alpha channel on surface\n :type alpha: bool\n :return: Pygame surface\n :rtype: _pygame.Surface\n \"\"\"\n assert width > 0 and height > 0, 'surface width and height must be greater than zero'\n assert isinstance(alpha, bool)\n surface = pygame.Surface((width, height), pygame.SRCALPHA, 32) # lgtm [py/call/wrong-arguments]\n if alpha:\n surface = pygame.Surface.convert_alpha(surface)\n return surface\n" }, { "alpha_fraction": 0.5615398287773132, "alphanum_fraction": 0.579992949962616, "avg_line_length": 47.60944366455078, "blob_id": "1622a69ed56d0a303717416a382644a8c5963e13", "content_id": "9b35d6ff2c0a684b887f7c24b94c2d0f6ed8c2f5", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 11326, "license_type": "permissive", "max_line_length": 100, "num_lines": 233, "path": "/pygameMenu/themes.py", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "# coding=utf-8\n\"\"\"\npygame-menu\nhttps://github.com/ppizarror/pygame-menu\n\nTHEMES\nTheme class and predefined themes.\n\nLicense:\n-------------------------------------------------------------------------------\nThe MIT License (MIT)\nCopyright 2017-2020 Pablo Pizarro R. @ppizarror\n\nPermission is hereby granted, free of charge, to any person obtaining a\ncopy of this software and associated documentation files (the \"Software\"),\nto deal in the Software without restriction, including without limitation\nthe rights to use, copy, modify, merge, publish, distribute, sublicense,\nand/or sell copies of the Software, and to permit persons to whom the Software\nis furnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,\nWHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN\nCONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n-------------------------------------------------------------------------------\n\"\"\"\n\nimport pygame\nimport pygameMenu\nimport pygameMenu.utils\n\n\nclass Theme(object):\n \"\"\"\n Class defining the visual rendering of menus and widgets.\n\n :param background_color: Menu background color\n :type background_color: tuple, list\n :param selection_border_width: Border width of the highlight box\n :type selection_border_width: int\n :param selection_margin_x: X margin of selected highlight box\n :type selection_margin_x: int, float\n :param selection_margin_y: X margin of selected highlight box\n :type selection_margin_y: int, float\n :param selection_color: Color of the selecter widget\n :type selection_color: tuple\n :param scrollbar_color: Scrollbars color\n :type scrollbar_color: tuple, list\n :param scrollbar_shadow: Indicate if a shadow is drawn on each scrollbar\n :type scrollbar_shadow: bool\n :param scrollbar_shadow_color: Color of the shadow\n :type scrollbar_shadow_color: tuple, list\n :param scrollbar_shadow_offset: Offset of shadow\n :type scrollbar_shadow_offset: int, float\n :param scrollbar_shadow_position: Position of shadow\n :type scrollbar_shadow_position: basestring\n :param scrollbar_slider_color: Color of the sliders\n :type scrollbar_slider_color: tuple, list\n :param scrollbar_slider_pad: Space between slider and scrollbars borders\n :type scrollbar_slider_pad: int, float\n :param scrollbar_thick: Scrollbars thickness\n :type scrollbar_thick: int, float\n :param title_background_color: Title background color\n :type title_background_color: tuple, list\n :param title_font: Optional title font, if None use the Menu default font\n :type title_font: basestring, NoneType\n :param title_font_color: Title font color, if None use the widget font color\n :type title_font_color: list, tuple, NoneType\n :param title_font_size: Font size of the title\n :type title_font_size: int\n :param title_shadow: Enable shadow on title\n :type title_shadow: bool\n :param title_shadow_color: Title shadow color\n :type title_shadow_color: list, tuple\n :param title_shadow_offset: Offset of shadow on title\n :type title_shadow_offset: int, float\n :param title_shadow_position: Position of the shadow on title\n :type title_shadow_position: basestring\n :param widget_font: Menu font file path or name\n :type widget_font: basestring\n :param widget_alignment: Widget default alignment\n :type widget_alignment: basestring\n :param widget_font_color: Color of the font\n :type widget_font_color: tuple, list\n :param widget_font_size: Font size\n :type widget_font_size: int\n :param widget_shadow: Indicate if a shadow is drawn on each widget\n :type widget_shadow: bool\n :param widget_shadow_color: Color of the shadow\n :type widget_shadow_color: tuple, list\n :param widget_shadow_offset: Offset of shadow\n :type widget_shadow_offset: int, float\n :param widget_shadow_position: Position of shadow\n :type widget_shadow_position: basestring\n \"\"\"\n\n def __init__(self, **kwargs):\n self.background_color = self._get(kwargs, 'background_color',\n 'color', (220, 220, 220))\n self.selection_border_width = self._get(kwargs, 'selection_border_width',\n int, 1)\n self.selection_margin_x = self._get(kwargs, 'selection_margin_x',\n float, 16.0)\n self.selection_margin_y = self._get(kwargs, 'selection_margin_y',\n float, 8.0)\n self.selection_color = self._get(kwargs, 'selection_color',\n 'color', (0, 0, 0))\n self.scrollbar_color = self._get(kwargs, 'scrollbar_color',\n 'color', (235, 235, 235))\n self.scrollbar_shadow = self._get(kwargs, 'scrollbar_shadow',\n bool, False)\n self.scrollbar_shadow_color = self._get(kwargs, 'scrollbar_shadow_color',\n 'color', False)\n self.scrollbar_shadow_offset = self._get(kwargs, 'scrollbar_shadow_offset',\n (int, float), False)\n self.scrollbar_shadow_position = self._get(kwargs, 'scrollbar_shadow_position',\n 'position', pygameMenu.locals.POSITION_NORTHWEST)\n self.scrollbar_slider_color = self._get(kwargs, 'scrollbar_slider_color',\n 'color', (200, 200, 200))\n self.scrollbar_slider_pad = self._get(kwargs, 'scrollbar_slider_pad',\n (int, float), 0)\n self.scrollbar_thick = self._get(kwargs, 'scrollbar_thick',\n (int, float), 20)\n self.title_background_color = self._get(kwargs, 'title_background_color',\n 'color', (70, 70, 70))\n self.title_font = self._get(kwargs, 'title_font',\n (str, type(None)))\n self.title_font_color = self._get(kwargs, 'title_font_color',\n 'color', (220, 220, 220))\n self.title_font_size = self._get(kwargs, 'title_font_size',\n int, 45)\n self.title_shadow = self._get(kwargs, 'title_shadow',\n bool, False)\n self.title_shadow_color = self._get(kwargs, 'title_shadow_color',\n 'color', (0, 0, 0))\n self.title_shadow_offset = self._get(kwargs, 'title_shadow_offset',\n (int, float), 2)\n self.title_shadow_position = self._get(kwargs, 'title_shadow_position',\n 'position', pygameMenu.locals.POSITION_NORTHWEST)\n self.widget_font = self._get(kwargs, 'widget_font',\n str, pygameMenu.font.FONT_BEBAS)\n self.widget_alignment = self._get(kwargs, 'widget_alignment',\n 'alignment', pygameMenu.locals.ALIGN_CENTER)\n self.widget_font_color = self._get(kwargs, 'widget_font_color',\n 'color', (70, 70, 70))\n self.widget_font_size = self._get(kwargs, 'widget_font_size',\n int, 35)\n self.widget_shadow = self._get(kwargs, 'widget_shadow',\n bool, False)\n self.widget_shadow_color = self._get(kwargs, 'widget_shadow_color',\n 'color', (0, 0, 0))\n self.widget_shadow_offset = self._get(kwargs, 'widget_shadow_offset',\n (int, float), 2)\n self.widget_shadow_position = self._get(kwargs, 'widget_shadow_position',\n 'position', pygameMenu.locals.POSITION_NORTHWEST)\n\n @staticmethod\n def _get(params, key, allowed_types=None, default=None):\n \"\"\"\n Return a value from a dictionary.\n\n :param params: parameters dictionnary\n :type params: dict\n :param key: key to look for\n :type key: basestring\n :param allowed_types: list of allowed types\n :type allowed_types: any\n :param default: default value to return\n :type default: any\n :return: the value associated to the key\n \"\"\"\n if key not in params:\n return default\n\n value = params.pop(key)\n if allowed_types:\n if not isinstance(allowed_types, (tuple, list)):\n allowed_types = (allowed_types,)\n for valtype in allowed_types:\n if valtype == 'color':\n pygameMenu.utils.assert_color(value)\n elif valtype == 'position':\n pygameMenu.utils.assert_position(value)\n elif valtype == 'alignment':\n pygameMenu.utils.assert_alignment(value)\n\n others = [t for t in allowed_types if t not in ('color', 'position', 'alignment')]\n if others:\n msg = 'Theme.{} type shall be {} (got {})'.format(key, others, type(value))\n # noinspection PyTypeChecker\n assert isinstance(value, others), msg\n return value\n\n def apply_selected(self, surface, widget):\n \"\"\"\n Draw the selection.\n\n :param surface: Surface to draw\n :type surface: pygame.surface.SurfaceType\n :param widget: Widget object\n :type widget: pygameMenu.widgets.core.widget.Widget\n :return: None\n \"\"\"\n # noinspection PyProtectedMember\n rect = widget._rect.copy().inflate(self.selection_margin_x,\n self.selection_margin_y).move(0, -1)\n pygame.draw.rect(surface, self.selection_color, rect, self.selection_border_width)\n\n\nTHEME_DEFAULT = Theme()\n\nTHEME_BLUE = Theme(widget_font_color=(61, 170, 220),\n selection_color=(100, 62, 132),\n title_font_color=(228, 230, 246),\n title_background_color=(62, 149, 195),\n background_color=(228, 230, 246))\n\nTHEME_GREEN = Theme(widget_font_color=(255, 255, 255),\n selection_color=(125, 121, 114),\n title_font_color=(228, 230, 246),\n title_background_color=(125, 121, 114),\n background_color=(186, 214, 177))\n\nTHEME_SOLARIZED = Theme(widget_font_color=(102, 122, 130),\n selection_color=(207, 62, 132),\n title_font_color=(38, 158, 151),\n title_background_color=(4, 47, 58),\n background_color=(239, 231, 211))\n" }, { "alpha_fraction": 0.6870026588439941, "alphanum_fraction": 0.6870026588439941, "avg_line_length": 22.5, "blob_id": "6acd608252e79b98973f2db93377b77711ba7fb0", "content_id": "928f50506e89f685356e5c569f7575c8f51ee44d", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 377, "license_type": "permissive", "max_line_length": 67, "num_lines": 16, "path": "/docs/_source/contributors.rst", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "\n============\nContributors\n============\n\nCore developers:\n\n- `Pablo Pizarro R. <https://ppizarror.com>`_\n\nOther contributors:\n\n- `anxuae <https://github.com/anxuae>`_\n- `eforgacs <https://github.com/eforgacs>`_\n\nIdeas and contributions are always welcome. Any found bugs or\nenhancement suggestions should be posted on\n`GitHub project page <https://github.com/ppizarror/pygame-menu>`_ .\n" }, { "alpha_fraction": 0.5642406344413757, "alphanum_fraction": 0.57445228099823, "avg_line_length": 26.901554107666016, "blob_id": "6daff2a54420c72d585fbb7c2f5eff92b574c02f", "content_id": "6f6eecbfb7b12bef663d56328ae5d4d9e468d1ea", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 5386, "license_type": "permissive", "max_line_length": 108, "num_lines": 193, "path": "/docs/_source/add_widgets.rst", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "\n==============\nAdding widgets\n==============\n\nAdd a text\n----------\n\nA label is used to display a text. If the text is too large, it\nwill be wrapped in order to fit the menu size.\n\n**Example:**\n\n.. code-block:: python\n\n HELP = \"Press ESC to enable/disable Menu \\\n Press ENTER to access a Sub-Menu or use an option \\\n Press UP/DOWN to move through Menu \\\n Press LEFT/RIGHT to move through Selectors.\"\n\n menu = pygameMenu.Menu(...)\n menu.add_label(HELP)\n\n.. automethod:: pygameMenu.menu.Menu.add_label\n\n\nAdd an image\n------------\n\nAn image can be displayed on a menu.\n\n**Example:**\n\n.. code-block:: python\n\n menu = pygameMenu.Menu(...)\n menu.add_image('/home/me/cool_image.png')\n\n.. automethod:: pygameMenu.menu.Menu.add_image\n\n\nAdd a button\n------------\n\nA button is a text that fire action when the user trigger it. An action\nis linked to a button by defining the `action` parameter with one of the\nthree values:\n\n - an other :py:class:`Menu`, in this case, it will be displayed\n when the button is triggered.\n - a python callable object (a function, a method, a class, ...)\n that will be called with the given arguments.\n - a specific event of :py:mod:`pygameMenu`. The possible events are\n the following:\n\n ========================================== ========================================\n Event Description\n ========================================== ========================================\n :py:data:`pygameMenu.events.BACK` Go back to previously opened menu\n :py:data:`pygameMenu.events.CLOSE` Close the menu\n :py:data:`pygameMenu.events.EXIT` Exit the program (not only the menu)\n :py:data:`pygameMenu.events.RESET` Go back to first opened menu\n ========================================== ========================================\n\n**Example:**\n\n.. code-block:: python\n\n def fun():\n print(\"Hello world\")\n\n menu = pygameMenu.Menu(...)\n\n menu.add_button('Simple button', fun, align=pygameMenu.locals.ALIGN_LEFT)\n menu.add_button('Return to Menu', pygameMenu.events.MENU_BACK)\n\n.. code-block:: python\n\n menu = pygameMenu.Menu(...)\n\n about_menu = pygameMenu.Menu(...)\n\n menu.add_button(about_menu.get_title(), about_menu) # Adds about submenu\n menu.add_button('Exit', pygameMenu.events.MENU_EXIT) # Adds exit function\n\n.. automethod:: pygameMenu.menu.Menu.add_button\n\n\nAdd a choices list\n------------------\n\nA selector gives the possibility choose a value in a predefined list.\n\n**Example:**\n\n.. code-block:: python\n\n def change_color_bg(value, c=None, **kwargs):\n \"\"\"\n Change background color.\n \"\"\"\n color, _ = value\n if c == (-1, -1, -1): # If random color\n c = (randrange(0, 255), randrange(0, 255), randrange(0, 255))\n if kwargs['write_on_console']:\n print('New background color: {0} ({1},{2},{3})'.format(color, *c))\n COLOR_BACKGROUND[0] = c[0]\n COLOR_BACKGROUND[1] = c[1]\n COLOR_BACKGROUND[2] = c[2]\n\n menu = pygameMenu.Menu(...)\n\n menu.add_selector('Change bgcolor',\n # Values of selector, call to change_color_bg\n [('Random', (-1, -1, -1)), # Random color\n ('Default', (128, 0, 128)),\n ('Black', (0, 0, 0)),\n ('Blue', COLOR_BLUE)],\n onchange=None,\n onreturn=change_color_bg,\n write_on_console=True)\n\n.. automethod:: pygameMenu.menu.Menu.add_selector\n\n\nAdd a text entry\n----------------\n\nA text input permits to enter a string using a keyboard.\n\n**Example:**\n\n.. code-block:: python\n\n def check_name_test(value):\n \"\"\"\n This function tests the text input widget.\n :param value: The widget value\n :return: None\n \"\"\"\n print('User name: {0}'.format(value))\n\n menu = pygameMenu.Menu(...)\n\n menu.add_text_input('First name: ', default='John', onreturn=check_name_test)\n menu.add_text_input('Last name: ', default='Rambo', maxchar=10)\n menu.add_text_input('Some long text: ', maxwidth=15)\n\n.. automethod:: pygameMenu.menu.Menu.add_text_input\n\n\nAdd a color entry\n-----------------\n\nA color input is similar as a text input but with a limited choice of\ncharacters to enter a RGB value of HEX decimal one. There is also a\narea to display the current color.\n\n**Example:**\n\n.. code-block:: python\n\n def check_color_value(value):\n \"\"\"\n This function tests the color input value.\n :param value: The widget value (tuple)\n :return: None\n \"\"\"\n print('New color: {0}'.format(color))\n\n menu = pygameMenu.Menu(...)\n\n menu.add_color_input('Color RGB: ', color=type='rgb', default=(255, 0, 255), onreturn=check_color_value)\n menu.add_color_input('Empty color in RGB: ', color_type='rgb', input_separator='-')\n menu.add_color_input('Color in Hex: ', color_type='hex', default='#ffaa11')\n\n.. automethod:: pygameMenu.menu.Menu.add_color_input\n\n\nAdd a vertical spacer\n---------------------\n\nA vertical spacer can be added between widget to have a better\nvisual rendering of the menu.\n\n**Example:**\n\n.. code-block:: python\n\n menu = pygameMenu.Menu(...)\n\n menu.add_vertical_margin(20)\n\n.. automethod:: pygameMenu.menu.Menu.add_vertical_margin\n" }, { "alpha_fraction": 0.6192296147346497, "alphanum_fraction": 0.6262863874435425, "avg_line_length": 36.78888702392578, "blob_id": "fbdadfaf9a0598ae9bb4985ac7b1c3c0ab773ed7", "content_id": "d77f485190a768aa3202732696a5ac1acb430853", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3401, "license_type": "permissive", "max_line_length": 101, "num_lines": 90, "path": "/pygameMenu/widgets/selection/highlight.py", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "# coding=utf-8\n\"\"\"\npygame-menu\nhttps://github.com/ppizarror/pygame-menu\n\nHIGHLIGHT\nWidget selection highlight box effect.\n\nLicense:\n-------------------------------------------------------------------------------\nThe MIT License (MIT)\nCopyright 2017-2020 Pablo Pizarro R. @ppizarror\n\nPermission is hereby granted, free of charge, to any person obtaining a\ncopy of this software and associated documentation files (the \"Software\"),\nto deal in the Software without restriction, including without limitation\nthe rights to use, copy, modify, merge, publish, distribute, sublicense,\nand/or sell copies of the Software, and to permit persons to whom the Software\nis furnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,\nWHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN\nCONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n-------------------------------------------------------------------------------\n\"\"\"\n\nimport pygame\nfrom pygameMenu.widgets.core.selection import Selection\n\n\nclass HighlightSelection(Selection):\n \"\"\"\n Widget selection highlight class.\n\n :param border_width: Border width of the highlight box\n :type border_width: int\n :param margin_x: X margin of selected highlight box\n :type margin_x: int, float\n :param margin_y: X margin of selected highlight box\n :type margin_y: int, float\n \"\"\"\n\n def __init__(self,\n border_width=1,\n margin_x=16.0,\n margin_y=8.0,\n ):\n assert isinstance(border_width, int)\n assert margin_x >= 0 and margin_y >= 0\n assert border_width >= 0\n margin_x = float(margin_x)\n margin_y = float(margin_y)\n super(HighlightSelection, self).__init__(margin_left=margin_x / 2, margin_right=margin_x / 2,\n margin_top=margin_y / 2, margin_bottom=margin_y / 2)\n self.border_width = border_width\n self.margin_x = margin_x\n self.margin_y = margin_y\n\n def get_margin(self):\n \"\"\"\n Return top, left, bottom and right margins of the selection.\n\n :return: Tuple of (t,l,b,r) margins in px\n :rtype: tuple\n \"\"\"\n return self.margin_top + self.border_width, self.margin_left + self.border_width, \\\n self.margin_bottom + self.border_width, self.margin_right + self.border_width\n\n def draw(self, surface, widget):\n \"\"\"\n Draw the selection.\n\n :param surface: Surface to draw\n :type surface: pygame.surface.SurfaceType\n :param widget: Widget object\n :type widget: pygameMenu.widgets.core.widget.Widget\n :return: None\n \"\"\"\n # noinspection PyProtectedMember\n rect = widget.get_rect().inflate(self.margin_x, self.margin_y).move(0, -1)\n pygame.draw.rect(surface,\n self.color,\n rect,\n self.border_width)\n" }, { "alpha_fraction": 0.6428571343421936, "alphanum_fraction": 0.6428571343421936, "avg_line_length": 15.699999809265137, "blob_id": "40c34e9eed9a7ecd47d1816c0cd57543cea70813", "content_id": "64f7df79d97f16d1e52a69d490051d2ae61c247a", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 168, "license_type": "permissive", "max_line_length": 43, "num_lines": 10, "path": "/docs/_source/widget_image.rst", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "\n.. module:: pygameMenu.widgets.widget.image\n\n======\nImage\n======\n\n.. autoclass:: pygameMenu.widgets.Image\n :members:\n :show-inheritance:\n :inherited-members:\n" }, { "alpha_fraction": 0.6477272510528564, "alphanum_fraction": 0.6477272510528564, "avg_line_length": 16.5, "blob_id": "51d017670dc6a978e08493f14a22b72464343422", "content_id": "69093de77afd668ffecfe924c432004d8a261cc4", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 176, "license_type": "permissive", "max_line_length": 45, "num_lines": 10, "path": "/docs/_source/widget_vmargin.rst", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "\n.. module:: pygameMenu.widgets.widget.vmargin\n\n=======\nVMargin\n=======\n\n.. autoclass:: pygameMenu.widgets.VMargin\n :members:\n :show-inheritance:\n :inherited-members:\n" }, { "alpha_fraction": 0.5651739835739136, "alphanum_fraction": 0.5696312189102173, "avg_line_length": 40.58297348022461, "blob_id": "b368f2fc17ce77a15199e7805085c0d33a943966", "content_id": "e1008674d963326018e10694f6bb6c99e92cc1df", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 77178, "license_type": "permissive", "max_line_length": 122, "num_lines": 1856, "path": "/pygameMenu/menu.py", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "# coding=utf-8\n\"\"\"\npygame-menu\nhttps://github.com/ppizarror/pygame-menu\n\nMENU\nMenu class.\n\nLicense:\n-------------------------------------------------------------------------------\nThe MIT License (MIT)\nCopyright 2017-2020 Pablo Pizarro R. @ppizarror\n\nPermission is hereby granted, free of charge, to any person obtaining a\ncopy of this software and associated documentation files (the \"Software\"),\nto deal in the Software without restriction, including without limitation\nthe rights to use, copy, modify, merge, publish, distribute, sublicense,\nand/or sell copies of the Software, and to permit persons to whom the Software\nis furnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,\nWHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN\nCONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n-------------------------------------------------------------------------------\n\"\"\"\n\nimport sys\nimport types\nimport textwrap\nfrom uuid import uuid4\n\nimport pygame\nimport pygameMenu.controls as _controls\nimport pygameMenu.events as _events\nimport pygameMenu.locals as _locals\nimport pygameMenu.utils as _utils\nimport pygameMenu.widgets as _widgets\n\nfrom pygameMenu.scrollarea import ScrollArea\nfrom pygameMenu.sound import Sound\n\n# Joy events\n_JOY_EVENT_LEFT = 1\n_JOY_EVENT_RIGHT = 2\n_JOY_EVENT_UP = 4\n_JOY_EVENT_DOWN = 8\n_JOY_EVENT_REPEAT = pygame.NUMEVENTS - 1\n\n\nclass Menu(object):\n \"\"\"\n Menu object.\n\n :param menu_height: Height of the Menu (px)\n :type menu_height: int, float\n :param menu_width: Width of the Menu (px)\n :type menu_width: int, float\n :param font: Menu font file path or name\n :type font: basestring\n :param title: Title of the Menu (main title)\n :type title: basestring\n :param back_box: Draw a back-box button on header\n :type back_box: bool\n :param column_force_fit_text: Force text fitting of widgets if the width exceeds the column max width\n :type column_force_fit_text: bool\n :param column_max_width: List/Tuple representing the max width of each column in px, None equals no limit\n :type column_max_width: tuple, NoneType\n :param columns: Number of columns, by default it's 1\n :type columns: int\n :param enabled: Menu is enabled by default or not\n :type enabled: bool\n :param joystick_enabled: Enable/disable joystick on the Menu\n :type joystick_enabled: bool\n :param menu_background_color: Menu background color\n :type menu_background_color: tuple, list\n :param mouse_enabled: Enable/disable mouse click inside the Menu\n :type mouse_enabled: bool\n :param menu_id: ID of the Menu\n :type menu_id: basestring\n :param menu_opacity: Opacity of background (0=transparent, 100=opaque)\n :type menu_opacity: int, float\n :param menu_position_x: Left position of the Menu respect to the window (%), if 50 the Menu is horizontally centered\n :type menu_position_x: int, float\n :param menu_position_y: Top position of the Menu respect to the window (%), if 50 the Menu is vertically centered\n :type menu_position_y: int, float\n :param mouse_visible: Set mouse visible on Menu\n :type mouse_visible: bool\n :param onclose: Function applied when closing the Menu\n :type onclose: callable, NoneType\n :param rows: Number of rows of each column, None if there's only 1 column\n :type rows: int, NoneType\n :param scrollbar_color: Scrollbars color\n :type scrollbar_color: tuple, list\n :param scrollbar_shadow: Indicate if a shadow is drawn on each scrollbar\n :type scrollbar_shadow: bool\n :param scrollbar_shadow_color: Color of the shadow\n :type scrollbar_shadow_color: tuple, list\n :param scrollbar_shadow_offset: Offset of shadow\n :type scrollbar_shadow_offset: int, float\n :param scrollbar_shadow_position: Position of shadow\n :type scrollbar_shadow_position: basestring\n :param scrollbar_slider_color: Color of the sliders\n :type scrollbar_slider_color: tuple, list\n :param scrollbar_slider_pad: Space between slider and scrollbars borders\n :type scrollbar_slider_pad: int, float\n :param scrollbar_thick: Scrollbars thickness\n :type scrollbar_thick: int, float\n :param selection_color: Color of the selecter widget\n :type selection_color: tuple\n :param title_background_color: Title background color\n :type title_background_color: tuple, list\n :param title_font: Optional title font, if None use the Menu default font\n :type title_font: basestring, NoneType\n :param title_font_color: Title font color, if None use the widget font color\n :type title_font_color: list, tuple, NoneType\n :param title_font_size: Font size of the title\n :type title_font_size: int\n :param title_offset_x: Offset x-position of title (px)\n :type title_offset_x: int, float\n :param title_offset_y: Offset y-position of title (px)\n :type title_offset_y: int, float\n :param title_shadow: Enable shadow on title\n :type title_shadow: bool\n :param title_shadow_color: Title shadow color\n :type title_shadow_color: list, tuple\n :param title_shadow_offset: Offset of shadow on title\n :type title_shadow_offset: int, float\n :param title_shadow_position: Position of the shadow on title\n :type title_shadow_position: basestring\n :param widget_alignment: Widget default alignment\n :type widget_alignment: basestring\n :param widget_font_color: Color of the font\n :type widget_font_color: tuple, list\n :param widget_font_size: Font size\n :type widget_font_size: int\n :param widget_margin_x: Horizontal margin of each element in Menu (px)\n :type widget_margin_x: int, float\n :param widget_margin_y: Vertical margin of each element in Menu (px)\n :type widget_margin_y: int, float\n :param widget_offset_x: X axis offset of widgets inside Menu (px). If value less than 1 use percentage of width\n :type widget_offset_x: int, float\n :param widget_offset_y: Y axis offset of widgets inside Menu (px). If value less than 1 use percentage of height\n :type widget_offset_y: int, float\n :param widget_selection: Widget selection effect object\n :type widget_selection: pygameMenu.widgets.core.selection.Selection\n :param widget_shadow: Indicate if a shadow is drawn on each widget\n :type widget_shadow: bool\n :param widget_shadow_color: Color of the shadow\n :type widget_shadow_color: tuple, list\n :param widget_shadow_offset: Offset of shadow\n :type widget_shadow_offset: int, float\n :param widget_shadow_position: Position of shadow\n :type widget_shadow_position: basestring\n \"\"\"\n\n def __init__(self,\n menu_height,\n menu_width,\n font,\n title,\n back_box=True,\n column_force_fit_text=False,\n column_max_width=None,\n columns=1,\n enabled=True,\n joystick_enabled=True,\n menu_opacity=100,\n menu_background_color=(0, 0, 0),\n menu_id='',\n menu_position_x=50,\n menu_position_y=50,\n mouse_enabled=True,\n mouse_visible=True,\n onclose=None,\n rows=None,\n scrollbar_color=(235, 235, 235),\n scrollbar_shadow=False,\n scrollbar_shadow_color=(0, 0, 0),\n scrollbar_shadow_offset=2,\n scrollbar_shadow_position=_locals.POSITION_SOUTHEAST,\n scrollbar_slider_color=(200, 200, 200),\n scrollbar_slider_pad=0,\n scrollbar_thick=20,\n selection_color=(255, 255, 255),\n title_background_color=None,\n title_font=None,\n title_font_color=None,\n title_font_size=45,\n title_offset_x=0,\n title_offset_y=0,\n title_shadow=False,\n title_shadow_color=(0, 0, 0),\n title_shadow_offset=2,\n title_shadow_position=_locals.POSITION_NORTHWEST,\n widget_alignment=_locals.ALIGN_CENTER,\n widget_font_color=(255, 255, 255),\n widget_font_size=35,\n widget_margin_x=0,\n widget_margin_y=10,\n widget_offset_x=0,\n widget_offset_y=0,\n widget_selection=_widgets.HighlightSelection(),\n widget_shadow=False,\n widget_shadow_color=(0, 0, 0),\n widget_shadow_offset=2,\n widget_shadow_position=_locals.POSITION_NORTHWEST,\n ):\n assert isinstance(menu_height, (int, float))\n assert isinstance(menu_width, (int, float))\n assert isinstance(font, str)\n assert isinstance(back_box, bool)\n assert isinstance(column_force_fit_text, bool)\n assert isinstance(column_max_width, (tuple, type(None), (int, float), list))\n assert isinstance(columns, int)\n assert isinstance(enabled, bool)\n assert isinstance(joystick_enabled, bool)\n assert isinstance(menu_opacity, (int, float))\n assert isinstance(menu_id, str)\n assert isinstance(mouse_enabled, bool)\n assert isinstance(mouse_visible, bool)\n assert isinstance(rows, (int, type(None)))\n assert isinstance(scrollbar_shadow, bool)\n assert isinstance(scrollbar_shadow_offset, (int, float))\n assert isinstance(scrollbar_slider_pad, (int, float))\n assert isinstance(scrollbar_thick, (int, float))\n assert isinstance(title, str)\n assert isinstance(title_font, (str, type(None)))\n assert isinstance(title_font_size, int)\n assert isinstance(title_offset_x, (int, float))\n assert isinstance(title_offset_y, (int, float))\n assert isinstance(title_shadow, bool)\n assert isinstance(title_shadow_offset, (int, float))\n assert isinstance(widget_alignment, str)\n assert isinstance(widget_font_size, int)\n assert isinstance(widget_margin_x, (int, float))\n assert isinstance(widget_margin_y, (int, float))\n assert isinstance(widget_offset_x, (int, float))\n assert isinstance(widget_offset_y, (int, float))\n assert isinstance(widget_selection, _widgets.Selection)\n assert isinstance(widget_shadow, bool)\n assert isinstance(widget_shadow_offset, (int, float))\n\n # Assert colors\n if title_background_color is None:\n title_background_color = menu_background_color\n if title_font_color is None:\n title_font_color = widget_font_color\n _utils.assert_color(menu_background_color)\n _utils.assert_color(scrollbar_color)\n _utils.assert_color(scrollbar_shadow_color)\n _utils.assert_color(scrollbar_slider_color)\n _utils.assert_color(selection_color)\n _utils.assert_color(title_background_color)\n _utils.assert_color(title_font_color)\n _utils.assert_color(title_shadow_color)\n _utils.assert_color(widget_font_color)\n _utils.assert_color(widget_shadow_color)\n\n # Assert positions\n _utils.assert_position(scrollbar_shadow_position)\n _utils.assert_position(title_shadow_position)\n _utils.assert_position(widget_shadow_position)\n\n # Column/row asserts\n assert columns >= 1, 'number of columns must be greater or equal than 1'\n if columns > 1:\n assert rows is not None and rows >= 1, 'if columns greater than 1 then rows must be equal or greater than 1'\n else:\n if columns == 1:\n if rows is None:\n rows = 1e6 # Set rows as a big number\n else:\n assert rows > 0, 'number of rows must be greater than 1'\n if column_max_width is not None:\n if isinstance(column_max_width, (int, float)):\n assert columns == 1, 'column_max_width can be a single number if there is only 1 column'\n column_max_width = [column_max_width]\n assert len(column_max_width) == columns, 'column_max_width length must be the same as the number of columns'\n for i in column_max_width:\n assert isinstance(i, type(None)) or isinstance(i, (int, float)), \\\n 'each column max width can be None (no limit) or an integer/float'\n assert i > 0 or i is None, 'each column max width must be greater than zero or None'\n else:\n column_max_width = [None for _ in range(columns)]\n\n # Element size and position asserts\n assert menu_width > 0 and menu_height > 0, \\\n 'menu width and height must be greater than zero'\n assert scrollbar_thick > 0, 'scrollbar thickness must be greater than zero'\n assert widget_font_size > 0 and title_font_size > 0, \\\n 'widget font size and title font size must be greater than zero'\n assert widget_offset_x >= 0 and widget_offset_y >= 0, 'widget offset must be greater or equal than zero'\n\n # Other asserts\n assert 0 <= menu_opacity <= 100, \\\n 'menu opacity must be between 0 and 100 (both values included)'\n _utils.assert_alignment(widget_alignment)\n\n # Get window size\n window_width, window_height = pygame.display.get_surface().get_size()\n assert menu_width <= window_width and menu_height <= window_height, \\\n 'menu size must be lower than the size of the window'\n\n # Generate ID if empty\n if len(menu_id) == 0:\n menu_id = str(uuid4())\n\n # Update background color\n menu_opacity = int(255.0 * (1.0 - (100.0 - menu_opacity) / 100.0))\n menu_background_color = (menu_background_color[0],\n menu_background_color[1],\n menu_background_color[2],\n menu_opacity)\n\n # General properties of the Menu\n self._background_function = None # type: (None,callable)\n self._clock = pygame.time.Clock() # Inner clock\n self._height = float(menu_height)\n self._id = menu_id\n self._index = -1 # Selected index, if -1 the widget does not have been selected yet\n self._joy_event = 0 # type: int\n self._onclose = onclose # Function that calls after closing Menu\n self._sounds = Sound() # type: Sound\n self._submenus = [] # type: list\n self._width = float(menu_width)\n\n # Menu links (pointer to previous and next menus in nested submenus), for public methods\n # accesing self should be through \"_current\", because user can move through submenus\n # and self pointer should target the current Menu object. Private methods access\n # through self (not _current) because these methods are called by public (_current) or\n # by themselves. _top is only used when moving through menus (open,reset)\n self._current = self # Current Menu\n\n # Prev stores a list of Menu pointers, when accesing a submenu, prev grows as\n # prev = [prev, new_pointer]\n self._prev = None # type: (list,None)\n\n # Top is the same for the menus and submenus if the user moves through them\n self._top = self # type: Menu\n\n # Enabled and closed belongs to top, closing a submenu is equal as closing the root\n # Menu\n self._enabled = enabled # Menu is enabled or not\n\n # Position of Menu\n self._pos_x = 0 # type: int\n self._pos_y = 0 # type: int\n self.set_relative_position(menu_position_x, menu_position_y, current=False)\n\n # Menu widgets\n if abs(widget_offset_x) < 1:\n widget_offset_x *= self._width\n if abs(widget_offset_y) < 1:\n widget_offset_y *= self._height\n self._widgets = [] # type: list\n self._widget_default_alignment = widget_alignment\n self._widget_default_font_color = widget_font_color\n self._widget_default_font_name = font\n self._widget_default_font_size = widget_font_size\n self._widget_default_margin = (widget_margin_x, widget_margin_y)\n self._widget_default_selection = widget_selection\n self._widget_default_selection_color = selection_color\n self._widget_default_shadow = widget_shadow\n self._widget_default_shadow_color = widget_shadow_color\n self._widget_default_shadow_offset = widget_shadow_offset\n self._widget_default_shadow_position = widget_shadow_position\n self._widget_offset_x = widget_offset_x\n self._widget_offset_y = widget_offset_y\n\n # Configure the selection widget effect\n self._widget_default_selection.set_color(selection_color)\n\n # Columns and rows\n self._column_max_width = column_max_width\n self._column_pos_x = []\n self._column_widths = None # type: (list,None)\n self._columns = columns\n self._force_fit_text = column_force_fit_text\n self._rows = rows\n\n # Init joystick\n self._joystick = joystick_enabled\n if self._joystick:\n if not pygame.joystick.get_init():\n pygame.joystick.init()\n for i in range(pygame.joystick.get_count()):\n pygame.joystick.Joystick(i).init()\n\n # Init mouse\n self._mouse = mouse_enabled and mouse_visible\n self._mouse_visible = mouse_visible\n self._mouse_visible_default = mouse_visible\n\n # Create Menu bar (title)\n self._menubar = _widgets.MenuBar(label=title,\n width=self._width,\n back_box=back_box,\n bgcolor=menu_background_color, # bg_color_title is only used behind text\n onreturn=self._back)\n self._menubar.set_menu(self)\n self._menubar.set_title(title=title,\n offsetx=title_offset_x,\n offsety=title_offset_y)\n self._menubar.set_font(font=title_font or font,\n font_size=title_font_size,\n color=(title_background_color[0],\n title_background_color[1],\n title_background_color[2],\n menu_opacity),\n selected_color=title_font_color)\n self._menubar.set_shadow(enabled=title_shadow,\n color=title_shadow_color,\n position=title_shadow_position,\n offset=title_shadow_offset)\n self._menubar.set_controls(self._joystick, self._mouse)\n\n # Scrolling area\n self._widgets_surface = None\n self._scroll = ScrollArea(area_width=self._width,\n area_height=self._height - self._menubar.get_rect().height,\n area_color=menu_background_color,\n scrollbar_color=scrollbar_color,\n scrollbar_slider_color=scrollbar_slider_color,\n scrollbar_slider_pad=scrollbar_slider_pad,\n scrollbar_thick=scrollbar_thick,\n shadow=scrollbar_shadow,\n shadow_color=scrollbar_shadow_color,\n shadow_offset=scrollbar_shadow_offset,\n shadow_position=scrollbar_shadow_position)\n\n def add_button(self,\n title,\n action,\n *args,\n **kwargs):\n \"\"\"\n Adds a button to the current Menu.\n\n kwargs (Optional):\n - align Widget alignment (str)\n - button_id Widget ID (str)\n - font_color Widget font color (tuple)\n - font_name Widget font (str)\n - font_size Font size of the widget (int)\n - margin Tuple of (x,y) margin (int, float)\n - selection_color Widget selection color\n - selection_effect Widget selector effect :py:class:`pygameMenu.widgets.Selection`\n\n :param title: Title of the button\n :type title: basestring\n :param action: Action of the button, can be a Menu, an event or a function\n :type action: Menu, PymenuAction, function\n :param args: Additional arguments used by a function\n :param kwargs: Additional keyword arguments\n :type kwargs: any\n :return: Widget object\n :rtype: :py:class:`pygameMenu.widgets.Button`\n \"\"\"\n assert isinstance(title, str)\n\n # Get ID\n button_id = kwargs.pop('button_id', '')\n assert isinstance(button_id, str), 'ID must be a string'\n\n # If element is a Menu\n onchange = None\n if isinstance(action, Menu):\n self._current._submenus.append(action)\n widget = _widgets.Button(title, button_id, onchange, self._current._open, action)\n # If element is a PyMenuAction\n elif action == _events.BACK: # Back to Menu\n widget = _widgets.Button(title, button_id, onchange, self.reset,\n 1) # reset is public, so no _current\n elif action == _events.RESET: # Back to Top Menu\n widget = _widgets.Button(title, button_id, onchange, self.full_reset)\n elif action == _events.CLOSE: # Close Menu\n widget = _widgets.Button(title, button_id, onchange, self._current._close)\n elif action == _events.EXIT: # Exit program\n widget = _widgets.Button(title, button_id, onchange, self._current._exit)\n elif action == _events.NONE: # None action\n widget = _widgets.Button(title, button_id)\n # If element is a function\n elif isinstance(action, (types.FunctionType, types.MethodType)) or callable(action):\n widget = _widgets.Button(title, button_id, onchange, action, *args)\n else:\n raise ValueError('Element must be a Menu, a PymenuAction or a function')\n\n # Configure and add the button\n self._current._configure_widget(widget=widget, **kwargs)\n self._current._append_widget(widget)\n return widget\n\n def add_color_input(self,\n title,\n color_type,\n color_id='',\n default='',\n input_separator=',',\n input_underline='_',\n onchange=None,\n onreturn=None,\n previsualization_width=3,\n **kwargs):\n \"\"\"\n Add a color widget with RGB or Hex format to the current Menu.\n Includes a preview box that renders the given color.\n\n And functions onchange and onreturn does\n onchange(current_text, \\*\\*kwargs)\n onreturn(current_text, \\*\\*kwargs)\n\n kwargs (Optional):\n - align Widget alignment (str)\n - font_color Widget font color (tuple)\n - font_name Widget font (str)\n - font_size Font size of the widget (int)\n - margin Tuple of (x,y) margin (int, float)\n - selection_color Widget selection color\n - selection_effect Widget selector effect :py:class:`pygameMenu.widgets.Selection`\n\n :param title: Title of the color input\n :type title: basestring\n :param color_type: Type of the color input, can be \"rgb\" or \"hex\"\n :type color_type: basestring\n :param color_id: ID of the color input\n :type color_id: basestring\n :param default: Default value to display, if RGB must be a tuple (r,g,b), if HEX must be a string \"#XXXXXX\"\n :type default: basestring, tuple\n :param input_separator: Divisor between RGB channels, not valid in HEX format\n :type input_separator: basestring\n :param input_underline: Underline character\n :type input_underline: basestring\n :param onchange: Function when changing the selector\n :type onchange: callable, NoneType\n :param onreturn: Function when pressing return button\n :type onreturn: callable, NoneType\n :param previsualization_width: Previsualization width as a factor of the height\n :type previsualization_width: int, float\n :param kwargs: Additional keyword-parameters\n :type kwargs: any\n :return: Widget object\n :rtype: :py:class:`pygameMenu.widgets.ColorInput`\n \"\"\"\n assert isinstance(default, (str, tuple))\n widget = _widgets.ColorInput(label=title,\n colorinput_id=color_id,\n color_type=color_type,\n input_separator=input_separator,\n input_underline=input_underline,\n onchange=onchange,\n onreturn=onreturn,\n prev_size=previsualization_width,\n **kwargs)\n self._current._configure_widget(widget=widget, **kwargs)\n widget.set_value(default)\n self._current._append_widget(widget)\n return widget\n\n def add_image(self,\n image_path,\n angle=0,\n image_id='',\n scale=(1, 1),\n scale_smooth=False,\n selectable=False,\n **kwargs):\n \"\"\"\n Add a simple image to the current Menu.\n\n kwargs (Optional):\n - align Widget alignment (str)\n - margin Tuple of (x,y) margin (int, float)\n - selection_color Widget selection color\n - selection_effect Widget selector effect :py:class:`pygameMenu.widgets.Selection`\n\n :param image_path: Path of the image of the widget\n :type image_path: basestring\n :param image_id: ID of the label\n :type image_id: basestring\n :param angle: Angle of the image in degrees (clockwise)\n :type angle: int, float\n :param scale: Scale of the image (x,y), float or int\n :type scale: tuple, list\n :param scale_smooth: Scale is smoothed\n :type scale_smooth: bool\n :param selectable: Image accepts user selection\n :type selectable: bool\n :param kwargs: Optional keywords arguments\n :type kwargs: any\n :return: Widget object\n :rtype: :py:class:`pygameMenu.widgets.Image`\n \"\"\"\n assert isinstance(selectable, bool)\n widget = _widgets.Image(image_path=image_path,\n image_id=image_id,\n angle=angle,\n scale=scale,\n scale_smooth=scale_smooth)\n widget.is_selectable = selectable\n self._current._configure_widget(widget=widget, **kwargs)\n self._current._append_widget(widget)\n return widget\n\n def add_label(self,\n title,\n label_id='',\n max_char=0,\n selectable=False,\n **kwargs):\n \"\"\"\n Add a simple text to the current Menu.\n\n kwargs (Optional):\n - align Widget alignment (str)\n - font_color Widget font color (tuple)\n - font_name Widget font (str)\n - font_size Font size of the widget (int)\n - margin Tuple of (x,y) margin (int, float)\n - selection_color Widget selection color\n - selection_effect Widget selector effect :py:class:`pygameMenu.widgets.Selection`\n\n :param title: Text to be displayed\n :type title: basestring\n :param label_id: ID of the label\n :type label_id: basestring\n :param max_char: If text length exeeds this limit then split the text and add another label, if 0 there's no limit\n :type max_char: int\n :param selectable: Label accepts user selection\n :type selectable: bool\n :param kwargs: Optional keywords arguments\n :type kwargs: any\n :return: Widget object or List of widgets if the text overflows\n :rtype: :py:class:`pygameMenu.widgets.Label`, list[:py:class:`pygameMenu.widgets.Label`]\n \"\"\"\n assert isinstance(label_id, str)\n assert isinstance(max_char, int)\n assert isinstance(selectable, bool)\n assert max_char >= 0, 'max characters cannot be negative'\n if len(label_id) == 0:\n label_id = str(uuid4()) # If wrap\n\n # If no overflow\n if len(title) <= max_char or max_char == 0:\n widget = _widgets.Label(label=title, label_id=label_id)\n widget.is_selectable = selectable\n self._current._configure_widget(widget=widget, **kwargs)\n self._current._append_widget(widget)\n else:\n self._current._check_id_duplicated(label_id) # Before adding + LEN\n widget = []\n for line in textwrap.wrap(title, max_char):\n widget.append(self.add_label(title=line,\n label_id=label_id + '+' + str(len(widget) + 1),\n max_char=max_char,\n selectable=selectable,\n **kwargs))\n return widget\n\n def add_selector(self,\n title,\n items,\n default=0,\n onchange=None,\n onreturn=None,\n selector_id='',\n **kwargs):\n \"\"\"\n Add a selector to the current Menu: several items with values and\n two functions that are executed when changing the selector (left/right)\n and pressing return button on the selected item.\n\n Values of the selector are like:\n values = [('Item1', a, b, c...), ('Item2', a, b, c..)]\n\n And functions onchange and onreturn does\n onchange(a, b, c..., \\*\\*kwargs)\n onreturn(a, b, c..., \\*\\*kwargs)\n\n kwargs (Optional):\n - align Widget alignment (str)\n - font_color Widget font color (tuple)\n - font_name Widget font (str)\n - font_size Font size of the widget (int)\n - margin Tuple of (x,y) margin (int, float)\n - selection_color Widget selection color\n - selection_effect Widget selector effect :py:class:`pygameMenu.widgets.Selection`\n\n :param title: Title of the selector\n :type title: basestring\n :param items: Elements of the selector [('Item1', var1..), ('Item2'...)]\n :type items: list\n :param default: Index of default value to display\n :type default: int\n :param onchange: Function when changing the selector\n :type onchange: callable, NoneType\n :param onreturn: Function when pressing return button\n :type onreturn: callable, NoneType\n :param selector_id: ID of the selector\n :type selector_id: basestring\n :param kwargs: Additional parameters\n :type kwargs: any\n :return: Widget object\n :rtype: :py:class:`pygameMenu.widgets.Selector`\n \"\"\"\n widget = _widgets.Selector(label=title,\n elements=items,\n selector_id=selector_id,\n default=default,\n onchange=onchange,\n onreturn=onreturn,\n **kwargs)\n self._current._configure_widget(widget=widget, **kwargs)\n self._current._append_widget(widget)\n return widget\n\n def add_text_input(self,\n title,\n default='',\n enable_copy_paste=True,\n enable_selection=True,\n input_type=_locals.INPUT_TEXT,\n input_underline='',\n maxchar=0,\n maxwidth=0,\n onchange=None,\n onreturn=None,\n password=False,\n textinput_id='',\n valid_chars=None,\n **kwargs):\n \"\"\"\n Add a text input to the current Menu: free text area and two functions\n that execute when changing the text and pressing return button\n on the element.\n\n And functions onchange and onreturn does\n onchange(current_text, \\*\\*kwargs)\n onreturn(current_text, \\*\\*kwargs)\n\n kwargs (Optional):\n - align Widget alignment (str)\n - font_color Widget font color (tuple)\n - font_name Widget font (str)\n - font_size Font size of the widget (int)\n - margin Tuple of (x,y) margin (int, float)\n - selection_color Widget selection color\n - selection_effect Widget selector effect :py:class:`pygameMenu.widgets.Selection`\n\n :param title: Title of the text input\n :type title: basestring\n :param default: Default value to display\n :type default: basestring, int, float\n :param enable_copy_paste: Enable text copy, paste and cut\n :type enable_copy_paste: bool\n :param enable_selection: Enable text selection on input\n :type enable_selection: bool\n :param input_type: Data type of the input\n :type input_type: basestring\n :param input_underline: Underline character\n :type input_underline: basestring\n :param maxchar: Maximum length of string, if 0 there's no limit\n :type maxchar: int\n :param maxwidth: Maximum size of the text widget, if 0 there's no limit\n :type maxwidth: int\n :param onchange: Function when changing the selector\n :type onchange: callable, NoneType\n :param onreturn: Function when pressing return button\n :type onreturn: callable, NoneType\n :param password: Text input is a password\n :type password: bool\n :param textinput_id: ID of the text input\n :type textinput_id: basestring\n :param valid_chars: List of chars to be ignored, None if no chars are invalid\n :type valid_chars: list\n :param kwargs: Additional keyword-parameters\n :type kwargs: any\n :return: Widget object\n :rtype: :py:class:`pygameMenu.widgets.TextInput`\n \"\"\"\n assert isinstance(default, (str, int, float))\n\n # If password is active no default value should exist\n if password and default != '':\n raise ValueError('default value must be empty if the input is a password')\n\n widget = _widgets.TextInput(label=title,\n textinput_id=textinput_id,\n maxchar=maxchar,\n maxwidth=maxwidth,\n input_type=input_type,\n input_underline=input_underline,\n enable_copy_paste=enable_copy_paste,\n enable_selection=enable_selection,\n valid_chars=valid_chars,\n password=password,\n onchange=onchange,\n onreturn=onreturn,\n **kwargs)\n self._current._configure_widget(widget=widget, **kwargs)\n widget.set_value(default)\n self._current._append_widget(widget)\n return widget\n\n def add_vertical_margin(self, margin):\n \"\"\"\n Adds a vertical margin to the current Menu.\n\n :param margin: Margin in px\n :type margin: int, float\n :return: Widget object\n :rtype: :py:class:`pygameMenu.widgets.VMargin`\n \"\"\"\n widget = _widgets.VMargin()\n self._current._configure_widget(widget=widget, margin=(0, margin))\n self._current._append_widget(widget)\n return widget\n\n def _configure_widget(self, widget, **kwargs):\n \"\"\"\n Update the given widget with the parameters defined at\n the Menu level.\n\n kwargs (Optional):\n - align Widget alignment (str)\n - font_color Widget font color (tuple)\n - font_name Widget font (str)\n - font_size Font size of the widget (int)\n - margin Tuple of (x,y) margin (int, float)\n - selection_color Widget selection color (tuple)\n - selection_effect Widget selector effect (:py:class:`pygameMenu.widgets.Selection`)\n - shadow_enabled Shadow is enabled or disabled (bool)\n - shadow_color Text shadow color (tuple)\n - shadow_position Text shadow position, see locals for position (str)\n - shadow_offset Text shadow offset (int, float, NoneType)\n\n :param widget: Widget object\n :type widget: :py:class:`pygameMenu.widgets.core.widget.Widget`\n :param kwargs: Optional keywords arguments\n :type kwargs: any\n :return: None\n \"\"\"\n align = kwargs.pop('align', self._widget_default_alignment)\n assert isinstance(align, str)\n\n font_color = kwargs.pop('font_folor', self._widget_default_font_color)\n _utils.assert_color(font_color)\n\n font_name = kwargs.pop('font_name', self._widget_default_font_name)\n assert isinstance(font_name, str)\n\n font_size = kwargs.pop('font_size', self._widget_default_font_size)\n assert isinstance(font_size, int)\n assert font_size > 0, 'font_size must be greater than zero'\n\n margin = kwargs.pop('margin', self._widget_default_margin)\n assert isinstance(margin, (tuple, list))\n assert len(margin) == 2, 'margin must be a tuple or list of 2 numbers'\n\n selection_color = kwargs.pop('selection_color', self._widget_default_selection_color)\n _utils.assert_color(selection_color)\n\n selection_effect = kwargs.pop('selection_effect', self._widget_default_selection)\n assert isinstance(selection_effect, _widgets.Selection)\n\n shadow_enabled = kwargs.pop('shadow', self._widget_default_shadow)\n assert isinstance(shadow_enabled, bool)\n\n shadow_color = kwargs.pop('shadow_color', self._widget_default_shadow_color)\n _utils.assert_color(shadow_color)\n\n shadow_position = kwargs.pop('shadow_position', self._widget_default_shadow_position)\n assert isinstance(shadow_position, str)\n\n shadow_offset = kwargs.pop('shadow_offset', self._widget_default_shadow_offset)\n assert isinstance(shadow_offset, (int, float, type(None)))\n\n _col = int((len(self._widgets) - 1) // self._rows) # Column position\n\n # Configure the widget\n widget.set_menu(self)\n self._check_id_duplicated(widget.get_id())\n widget.set_font(font=font_name,\n font_size=font_size,\n color=font_color,\n selected_color=selection_color)\n if self._force_fit_text and self._column_max_width[_col] is not None:\n widget.set_max_width(self._column_max_width[_col] - selection_effect.get_width())\n widget.set_shadow(enabled=shadow_enabled,\n color=shadow_color,\n position=shadow_position,\n offset=shadow_offset)\n widget.set_controls(self._joystick, self._mouse)\n widget.set_alignment(align)\n widget.set_margin(margin[0], margin[1])\n widget.set_selection_effect(selection_effect)\n\n def _append_widget(self, widget):\n \"\"\"\n Add a widget to the list.\n\n :param widget: Widget object\n :type widget: :py:class:`pygameMenu.widgets.core.widget.Widget`\n \"\"\"\n assert isinstance(widget, _widgets.Widget)\n if self._columns > 1:\n max_elements = self._columns * self._rows\n assert len(self._widgets) + 1 <= max_elements, \\\n 'total widgets cannot be greater than columns*rows ({0} elements)'.format(max_elements)\n self._widgets.append(widget)\n if self._index < 0 and widget.is_selectable:\n widget.set_selected()\n self._index = len(self._widgets) - 1\n self._widgets_surface = None # If added on execution time forces the update of the surface\n\n def _back(self):\n \"\"\"\n Go to previous Menu or close if top Menu is currently displayed.\n\n :return: None\n \"\"\"\n if self._top._prev is not None:\n self.reset(1)\n else:\n self._close()\n\n def _update_column_width(self):\n \"\"\"\n Update the width of each column (self._column_widths). If the max column width is not set\n the width of the column will be the maximum widget in the column.\n\n :return: Total width of the columns\n :rtype: int\n \"\"\"\n # Compute the available width, that is the surface width minus the max width columns\n self._column_widths = [0 for _ in range(self._columns)]\n for i in range(self._columns):\n if self._column_max_width[i] is not None:\n self._column_widths[i] = self._column_max_width[i]\n\n # Update None columns (max width not set)\n for index in range(len(self._widgets)):\n widget = self._widgets[index]\n rect = widget.get_rect() # type: pygame.Rect\n col_index = int(index // self._rows)\n selection = widget.get_selection_effect()\n if self._column_max_width[col_index] is None: # No limit\n self._column_widths[col_index] = max(self._column_widths[col_index],\n rect.width + selection.get_width())\n\n # If the total weight is less than the window width (so there's no horizontal scroll), scale the columns\n if 0 < sum(self._column_widths) < self._width:\n scale = float(self._width) / sum(self._column_widths)\n for index in range(self._columns):\n self._column_widths[index] *= scale\n\n # Final column width\n total_col_width = float(sum(self._column_widths))\n\n if self._columns > 1:\n\n # Calculate column width scale (weights)\n column_weights = tuple(\n float(self._column_widths[i]) / max(total_col_width, 1) for i in range(self._columns))\n\n # Calculate the position of each column\n self._column_pos_x = []\n cumulative = 0\n for i in range(self._columns):\n w = column_weights[i]\n self._column_pos_x.append(total_col_width * (cumulative + 0.5 * w))\n cumulative += w\n\n else:\n self._column_pos_x = [total_col_width * 0.5]\n self._column_widths = [total_col_width]\n\n return total_col_width\n\n def _update_widget_position(self):\n \"\"\"\n Update the position dict for each widget.\n\n :return: None\n \"\"\"\n if self._column_widths is None:\n self._update_column_width()\n\n # Update title position\n self._menubar.set_position(self._pos_x, self._pos_y)\n\n # Store widget rects\n widget_rects = {}\n for widget in self._widgets: # type: _widgets.Widget\n widget_rects[widget.get_id()] = widget.get_rect()\n\n # Update appended widgets\n for index in range(len(self._widgets)):\n widget = self._widgets[index] # type: _widgets.Widget\n rect = widget_rects[widget.get_id()] # type: pygame.Rect\n selection = widget.get_selection_effect()\n\n # Get column and row position\n col = int(index // self._rows)\n row = int(index % self._rows)\n\n # Calculate X position\n column_width = self._column_widths[col]\n _, sel_left, sel_bottom, sel_right = selection.get_margin()\n selection_margin = 0\n align = widget.get_alignment()\n if align == _locals.ALIGN_CENTER:\n dx = -float(rect.width) / 2\n elif align == _locals.ALIGN_LEFT:\n selection_margin = sel_left\n dx = -column_width / 2 + selection_margin\n elif align == _locals.ALIGN_RIGHT:\n selection_margin = sel_right\n dx = column_width / 2 - rect.width - selection_margin\n else:\n dx = 0\n x_coord = self._column_pos_x[col] + dx + widget.get_margin()[0]\n x_coord = max(selection_margin, x_coord)\n x_coord += self._widget_offset_x\n\n # Calculate Y position\n ysum = 0 # Compute the total height from the current row position to the top of the column\n for r in range(row):\n rwidget = self._widgets[int(self._rows * col + r)] # type: _widgets.Widget\n ysum += widget_rects[rwidget.get_id()].height + rwidget.get_margin()[1]\n y_coord = self._widget_offset_y + ysum + sel_bottom\n\n # Update the position of the widget\n widget.set_position(x_coord, y_coord)\n\n def _get_widget_max_position(self):\n \"\"\"\n :return: Returns the lower rightmost position of each widgets in Menu.\n :rtype: tuple\n \"\"\"\n max_x = -1e6\n max_y = -1e6\n for widget in self._widgets: # type: _widgets.Widget\n _, _, x, y = widget.get_position() # Use only bottom right position\n max_x = max(max_x, x)\n max_y = max(max_y, y)\n return max_x, max_y\n\n def _build_widget_surface(self):\n \"\"\"\n Create the surface used to draw widgets according the\n required width and height.\n\n :return: None\n \"\"\"\n self._update_widget_position()\n\n menubar_height = self._menubar.get_rect().height\n max_x, max_y = self._get_widget_max_position()\n\n if max_x > self._width and max_y > self._height - menubar_height:\n width, height = max_x + 20, max_y + 20\n if not self._mouse_visible:\n self._mouse_visible = True\n elif max_x > self._width:\n # Remove the thick of the scrollbar\n # to avoid displaying an vertical one\n width, height = max_x + 20, self._height - menubar_height - 20\n self._mouse_visible = self._mouse_visible_default\n elif max_y > self._height - menubar_height:\n # Remove the thick of the scrollbar\n # to avoid displaying an horizontal one\n width, height = self._width - 20, max_y + 20\n if not self._mouse_visible:\n self._mouse_visible = True\n else:\n width, height = self._width, self._height - menubar_height\n self._mouse_visible = self._mouse_visible_default\n\n self._widgets_surface = _utils.make_surface(width, height)\n self._scroll.set_world(self._widgets_surface)\n self._scroll.set_position(self._pos_x, self._pos_y + menubar_height + 5)\n\n def _check_id_duplicated(self, widget_id):\n \"\"\"\n Check if widget ID is duplicated.\n\n :param widget_id: New widget ID\n :type widget_id: basestring\n :return: None\n \"\"\"\n for widget in self._widgets: # type: _widgets.Widget\n if widget.get_id() == widget_id:\n raise ValueError('The widget ID=\"{0}\" is duplicated'.format(widget_id))\n\n def _close(self):\n \"\"\"\n Execute close callbacks and disable the Menu.\n\n :return: True if Menu has been disabled\n :rtype: bool\n \"\"\"\n onclose = self._onclose\n if onclose is None:\n close = False\n else:\n close = True\n a = isinstance(onclose, _events.PymenuAction)\n b = str(type(onclose)) == \"<class 'pygameMenu.events.PymenuAction'>\" # python compatibility\n if a or b:\n if onclose == _events.DISABLE_CLOSE:\n close = False\n else:\n self.disable() # Closing disables the Menu\n\n # Sort through events\n if onclose == _events.RESET:\n self.full_reset()\n elif onclose == _events.BACK:\n self.reset(1)\n elif onclose == _events.EXIT:\n self._exit()\n\n elif isinstance(onclose, (types.FunctionType, types.MethodType)):\n onclose()\n return close\n\n def _get_depth(self):\n \"\"\"\n Find Menu depth.\n\n :return: Depth\n :rtype: int\n \"\"\"\n if self._top is None:\n return 0\n prev = self._top._prev # type: list\n depth = 0\n while True:\n if prev is not None:\n prev = prev[0]\n depth += 1\n else:\n break\n return depth\n\n def disable(self):\n \"\"\"\n Disables the Menu (doesn't check events and draw on the surface).\n\n :return: None\n \"\"\"\n self._top._enabled = False\n\n def set_relative_position(self, position_x, position_y, current=True):\n \"\"\"\n Set the menu position relative to the window.\n\n - Menu left position (x) must be between 0 and 100, if 0 the margin\n is at the left of the window, if 100 the menu is at the right\n of the window.\n\n - Menu top position (y) must be between 0 and 100, if 0 the margin is\n at the top of the window, if 100 the margin is at the bottom of\n the window.\n\n :param position_x: Left position of the window\n :type position_x: int, float\n :param position_y: Top position of the window\n :type position_y: int, float\n :param current: If true, centers the current active Menu, otherwise center the base Menu\n :type current: bool\n :return: None\n \"\"\"\n assert isinstance(position_x, (int, float))\n assert isinstance(position_y, (int, float))\n assert 0 <= position_x <= 100\n assert 0 <= position_y <= 100\n isinstance(current, bool)\n\n position_x = float(position_x) / 100\n position_y = float(position_y) / 100\n window_width, window_height = pygame.display.get_surface().get_size()\n if current:\n self._current._pos_x = (window_width - self._current._width) * position_x\n self._current._pos_y = (window_height - self._current._height) * position_y\n else:\n self._pos_x = (window_width - self._width) * position_x\n self._pos_y = (window_height - self._height) * position_y\n self._widgets_surface = None # This forces an update of the widgets\n\n def center_content(self, current=True):\n \"\"\"\n Update draw_region_y based on the current widgets, centering the content\n of the window.\n\n If the height of the widgets is greater than the height of the Menu,\n the drawing region will start at zero, using all the height for the scrollbar.\n\n :param current: If true, centers the current active Menu, otherwise center the base Menu\n :type current: bool\n :return: None\n \"\"\"\n isinstance(current, bool)\n if current:\n self._current._center_content()\n else:\n self._center_content()\n\n def _center_content(self):\n \"\"\"\n Update draw_region_y based on the current widgets.\n If the height of the widgets is greater than the height of the Menu,\n the drawing region will start at zero.\n\n :return: None\n \"\"\"\n self._build_widget_surface()\n horizontal_scroll = self._scroll.get_scrollbar_thickness(_locals.ORIENTATION_HORIZONTAL)\n _, max_y = self._get_widget_max_position()\n max_y -= self._widget_offset_y # Only use total height\n available = self._height - self._menubar.get_rect().height - horizontal_scroll\n new_pos = max((available - max_y) / (2.0 * self._height), 0) # Percentage of height\n self._widget_offset_y = self._height * new_pos\n self._build_widget_surface() # Rebuild\n\n def draw(self, surface):\n \"\"\"\n Draw the current Menu into the given surface.\n\n :param surface: Pygame surface to draw the Menu\n :type surface: pygame.surface.SurfaceType\n :return: None\n \"\"\"\n if not self.is_enabled():\n raise RuntimeError('Menu is not enabled, it cannot be drawn')\n\n # The surface may has been erased because the number\n # of widgets has changed and thus size shall be calculated.\n if not self._current._widgets_surface:\n self._current._build_widget_surface()\n\n # Fill the surface with background function (setted from mainloop)\n if self._top._background_function is not None:\n self._top._background_function()\n\n # Fill the scrolling surface\n self._current._widgets_surface.fill((255, 255, 255, 0))\n\n # Draw widgets\n for widget in self._current._widgets: # type: _widgets.Widget\n widget.draw(self._current._widgets_surface)\n if widget.selected:\n widget.draw_selected_rect(self._current._widgets_surface)\n\n self._current._scroll.draw(surface)\n self._current._menubar.draw(surface)\n\n def enable(self):\n \"\"\"\n Enables Menu (can check events and draw).\n\n :return: None\n \"\"\"\n self._top._enabled = True\n\n def toggle(self):\n \"\"\"\n Switch between enable and disable.\n\n :return: None\n \"\"\"\n self._top._enabled = not self._top._enabled\n\n @staticmethod\n def _exit():\n \"\"\"\n Internal exit function.\n\n :return: None\n \"\"\"\n pygame.quit()\n sys.exit()\n\n def is_enabled(self):\n \"\"\"\n Returns True if Menu is enabled else False is returned.\n\n :return: True if the Menu is enabled\n :rtype: bool\n \"\"\"\n return self._top._enabled\n\n def _left(self):\n \"\"\"\n Left event (column support).\n \"\"\"\n if self._index >= self._rows:\n self._select(self._index - self._rows)\n else:\n self._select(0, 1)\n\n def _right(self):\n \"\"\"\n Right event (column support).\n \"\"\"\n if self._index + self._rows < len(self._widgets):\n self._select(self._index + self._rows)\n else:\n self._select(len(self._widgets) - 1)\n\n def _handle_joy_event(self):\n \"\"\"\n Handle joy events.\n \"\"\"\n if self._joy_event & _JOY_EVENT_UP:\n self._select(self._index - 1)\n if self._joy_event & _JOY_EVENT_DOWN:\n self._select(self._index + 1)\n if self._joy_event & _JOY_EVENT_LEFT:\n self._left()\n if self._joy_event & _JOY_EVENT_RIGHT:\n self._right()\n\n def update(self, events):\n \"\"\"\n Update the status of the Menu using external events.\n The update event is applied only on the current Menu.\n\n :param events: Pygame events as a list\n :type events: list\n :return: True if mainloop must be stopped\n :rtype: bool\n \"\"\"\n assert isinstance(events, list)\n\n # If any widget status changes, set the status as True\n updated = False\n\n # Update mouse\n pygame.mouse.set_visible(self._current._mouse_visible)\n\n # Surface needs an update\n menu_surface_needs_update = False\n\n # Update scroll bars\n if self._current._scroll.update(events):\n updated = True\n\n # Update the menubar, it may change the status of the widget because\n # of the button back/close\n elif self._current._menubar.update(events):\n updated = True\n\n # Check selected widget\n elif len(self._current._widgets) > 0 and self._current._widgets[self._current._index].update(events):\n updated = True\n\n # Check others\n else:\n\n for event in events: # type: pygame.event.EventType\n\n # noinspection PyUnresolvedReferences\n if event.type == pygame.locals.QUIT or (\n event.type == pygame.KEYDOWN and event.key == pygame.K_F4 and (\n event.mod == pygame.KMOD_LALT or event.mod == pygame.KMOD_RALT)):\n self._current._exit()\n updated = True\n\n elif event.type == pygame.locals.KEYDOWN:\n\n # Check key event is valid\n if not _utils.check_key_pressed_valid(event):\n continue\n\n if event.key == _controls.KEY_MOVE_DOWN:\n self._current._select(self._current._index - 1)\n self._current._sounds.play_key_add()\n elif event.key == _controls.KEY_MOVE_UP:\n self._current._select(self._current._index + 1)\n self._current._sounds.play_key_add()\n elif event.key == _controls.KEY_LEFT and self._current._columns > 1:\n self._current._left()\n self._current._sounds.play_key_add()\n elif event.key == _controls.KEY_RIGHT and self._current._columns > 1:\n self._current._right()\n self._current._sounds.play_key_add()\n elif event.key == _controls.KEY_BACK and self._top._prev is not None:\n self._current._sounds.play_close_menu()\n self.reset(1) # public, do not use _current\n elif event.key == _controls.KEY_CLOSE_MENU:\n self._current._sounds.play_close_menu()\n if self._current._close():\n updated = True\n\n elif self._current._joystick and event.type == pygame.JOYHATMOTION:\n if event.value == _controls.JOY_UP:\n self._current._select(self._current._index - 1)\n elif event.value == _controls.JOY_DOWN:\n self._current._select(self._current._index + 1)\n elif event.value == _controls.JOY_LEFT and self._columns > 1:\n self._current._select(self._current._index - 1)\n elif event.value == _controls.JOY_RIGHT and self._columns > 1:\n self._current._select(self._current._index + 1)\n\n elif self._current._joystick and event.type == pygame.JOYAXISMOTION:\n prev = self._current._joy_event\n self._current._joy_event = 0\n if event.axis == _controls.JOY_AXIS_Y and event.value < -_controls.JOY_DEADZONE:\n self._current._joy_event |= _JOY_EVENT_UP\n if event.axis == _controls.JOY_AXIS_Y and event.value > _controls.JOY_DEADZONE:\n self._current._joy_event |= _JOY_EVENT_DOWN\n if event.axis == _controls.JOY_AXIS_X and event.value < -_controls.JOY_DEADZONE and self._columns > 1:\n self._current._joy_event |= _JOY_EVENT_LEFT\n if event.axis == _controls.JOY_AXIS_X and event.value > _controls.JOY_DEADZONE and self._columns > 1:\n self._current._joy_event |= _JOY_EVENT_RIGHT\n if self._current._joy_event:\n self._current._handle_joy_event()\n if self._current._joy_event == prev:\n pygame.time.set_timer(_JOY_EVENT_REPEAT, _controls.JOY_REPEAT)\n else:\n pygame.time.set_timer(_JOY_EVENT_REPEAT, _controls.JOY_DELAY)\n else:\n pygame.time.set_timer(_JOY_EVENT_REPEAT, 0)\n\n elif event.type == _JOY_EVENT_REPEAT:\n if self._current._joy_event:\n self._current._handle_joy_event()\n pygame.time.set_timer(_JOY_EVENT_REPEAT, _controls.JOY_REPEAT)\n else:\n pygame.time.set_timer(_JOY_EVENT_REPEAT, 0)\n\n elif self._current._mouse and event.type == pygame.MOUSEBUTTONDOWN:\n for index in range(len(self._current._widgets)):\n widget = self._current._widgets[index]\n # Don't considere the mouse wheel (button 4 & 5)\n if event.button in (1, 2, 3) and \\\n self._current._scroll.to_real_position(widget.get_rect()).collidepoint(*event.pos):\n self._current._select(index)\n\n elif self._current._mouse and event.type == pygame.MOUSEBUTTONUP:\n self._current._sounds.play_click_mouse()\n widget = self._current._widgets[self._current._index]\n # Don't considere the mouse wheel (button 4 & 5)\n if event.button in (1, 2, 3) and \\\n self._current._scroll.to_real_position(widget.get_rect()).collidepoint(*event.pos):\n new_event = pygame.event.Event(event.type, **event.dict)\n new_event.dict['origin'] = self._current._scroll.to_real_position((0, 0))\n new_event.pos = self._current._scroll.to_world_position(event.pos)\n widget.update((new_event,)) # This widget can change the current Menu to a submenu\n menu_surface_needs_update = menu_surface_needs_update or widget.surface_needs_update()\n updated = True # It is updated\n break\n\n # Check if the position has changed\n if len(self._current._widgets) > 0:\n menu_surface_needs_update = menu_surface_needs_update or self._current._widgets[\n self._current._index].surface_needs_update()\n\n # This forces the rendering of all widgets\n if menu_surface_needs_update:\n self._current._widgets_surface = None\n\n # A widget has closed the Menu\n if not self.is_enabled():\n updated = True\n\n return updated\n\n def mainloop(self, surface, bgfun=None, disable_loop=False, fps_limit=30):\n \"\"\"\n Main loop of Menu. In this function, the Menu handle exceptions and draw.\n The Menu pauses the application and checks :py:mod:`pygame` events itself.\n This method returns until the menu is updated (a widget status has changed).\n\n The execution of the mainloop is at the current Menu level.\n\n .. code-block:: python\n\n menu = pygameMenu.Menu(...)\n\n menu.mainloop(surface)\n\n :param surface: Pygame surface to draw the Menu\n :type surface: pygame.surface.SurfaceType\n :param bgfun: Background function called on each loop iteration before drawing the Menu\n :type bgfun: callable\n :param disable_loop: If true run this method for only 1 loop\n :type disable_loop: bool\n :param fps_limit: Limit frame per second of the loop, if 0 there's no limit\n :type fps_limit: int, float\n :return: None\n \"\"\"\n assert isinstance(surface, pygame.Surface)\n if bgfun:\n assert callable(bgfun), 'background function must be callable (a function)'\n assert isinstance(disable_loop, bool)\n assert isinstance(fps_limit, (int, float))\n assert fps_limit >= 0, 'fps limit cannot be negative'\n\n # NOTE: For Menu accesor, use only _current, as the Menu pointer can change through the execution\n if not self.is_enabled():\n return\n\n self._background_function = bgfun\n\n while True:\n self._current._clock.tick(fps_limit)\n\n # If loop, gather events by Menu and draw the background function, if this method\n # returns true then the mainloop will break\n self.update(pygame.event.get())\n\n # As event can change the status of the Menu, this has to be checked twice\n if self.is_enabled():\n self.draw(surface=surface)\n\n pygame.display.flip()\n\n if not self.is_enabled() or disable_loop:\n self._background_function = None\n return\n\n def get_input_data(self, recursive=False, current=True):\n \"\"\"\n Return input data from a Menu. The results are given as a dict object.\n The keys are the ID of each element.\n\n With ``recursive=True``: it collect also data inside the all sub-menus.\n\n :param recursive: Look in Menu and sub-menus\n :type recursive: bool\n :param current: If True, returns the value from the current active Menu, otherwise from the base Menu\n :type current: bool\n :return: Input dict e.g.: {'id1': value, 'id2': value, ...}\n :rtype: dict\n \"\"\"\n assert isinstance(recursive, bool)\n assert isinstance(current, bool)\n if current:\n return self._current._get_input_data(recursive, depth=0)\n return self._get_input_data(recursive, depth=0)\n\n def _get_input_data(self, recursive, depth):\n \"\"\"\n Return input data from a Menu. The results are given as a dict object.\n The keys are the ID of each element.\n\n With ``recursive=True``: it collect also data inside the all sub-menus.\n\n :param recursive: Look in Menu and sub-menus\n :type recursive: bool\n :param depth: Depth of the input data\n :type depth: int\n :return: Input dict e.g.: {'id1': value, 'id2': value, ...}\n :rtype: dict\n \"\"\"\n data = {}\n for widget in self._widgets: # type: _widgets.Widget\n try:\n data[widget.get_id()] = widget.get_value()\n except ValueError: # Widget does not return data\n pass\n if recursive:\n depth += 1\n for menu in self._submenus: # type: Menu\n data_submenu = menu._get_input_data(recursive=recursive, depth=depth)\n\n # Check if there is a collision between keys\n data_keys = data.keys()\n subdata_keys = data_submenu.keys()\n for key in subdata_keys: # type: str\n if key in data_keys:\n msg = 'Collision between widget data ID=\"{0}\" at depth={1}'.format(key, depth)\n raise ValueError(msg)\n\n # Update data\n data.update(data_submenu)\n return data\n\n def get_rect(self, current=True):\n \"\"\"\n Return Menu pygame Rect.\n\n :param current: If True, returns the value from the current active Menu, otherwise from the base Menu\n :type current: bool\n :return: Rect\n :rtype: pygame.rect.RectType\n \"\"\"\n if current:\n return pygame.Rect(self._current._pos_x, self._current._pos_y,\n self._current._width, self._current._height)\n return pygame.Rect(self._pos_x, self._pos_y, self._width, self._height)\n\n def set_sound(self, sound, recursive=False):\n \"\"\"\n Add a sound engine to the Menu. If ``recursive=True``, the sound is\n applied to all submenus.\n\n The sound is applied only to the base Menu (not the currently displayed).\n\n :param sound: Sound object\n :type sound: :py:class:`pygameMenu.sound.Sound`, NoneType\n :param recursive: Set the sound engine to all submenus\n :type recursive: bool\n :return: None\n \"\"\"\n assert isinstance(sound, (type(self._sounds), type(None)))\n if sound is None:\n sound = Sound()\n self._sounds = sound\n for widget in self._widgets: # type: _widgets.Widget\n widget.set_sound(sound)\n if recursive:\n for menu in self._submenus: # type: Menu\n menu.set_sound(sound, recursive=True)\n\n def get_title(self, current=True):\n \"\"\"\n Return title of the Menu.\n\n :param current: If True, return the title of currently displayed Menu\n :type current: bool\n :return: Title\n :rtype: basestring\n \"\"\"\n if current:\n return self._current._menubar.get_title()\n return self._menubar.get_title()\n\n def full_reset(self, current=True):\n \"\"\"\n Reset the Menu back to the first opened Menu.\n\n :param current: If True, reset from current Menu, otherwise reset from base Menu\n :type current: bool\n :return: None\n \"\"\"\n if current:\n depth = self._current._get_depth()\n else:\n depth = self._get_depth()\n if depth > 0:\n self.reset(depth) # public, do not use _current\n\n def clear(self, current=True):\n \"\"\"\n Full reset Menu and clear all widgets.\n\n :param current: If True, clear from current active Menu, otherwise clears base Menu\n :type current: bool\n :return: None\n \"\"\"\n assert isinstance(current, bool)\n self.full_reset(current=current) # public, do not use _current\n if current:\n del self._current._widgets[:]\n del self._current._submenus[:]\n else:\n del self._widgets[:]\n del self._submenus[:]\n\n def _open(self, menu):\n \"\"\"\n Open the given Menu.\n\n :param menu: Menu object\n :type menu: Menu\n :return: None\n \"\"\"\n current = self\n\n # Update pointers\n menu._top = self._top\n self._top._current = menu._current\n self._top._prev = [self._top._prev, current]\n\n # Select the first widget\n self._select(0, 1)\n\n def reset(self, total):\n \"\"\"\n Go back in Menu history a certain number of times from the current Menu.\n\n :param total: How many menus to go back\n :type total: int\n :return: None\n \"\"\"\n assert isinstance(total, int)\n assert total > 0, 'total must be greater than zero'\n\n i = 0\n while True:\n if self._top._prev is not None:\n prev = self._top._prev\n self._top._current = prev[1] # This changes the \"current\" pointer\n self._top._prev = prev[0] # Eventually will reach None\n i += 1\n if i == total:\n break\n else:\n break\n\n self._current._select(self._top._current._index)\n\n def _select(self, new_index, dwidget=0):\n \"\"\"\n Select the widget at the given index and unselect others.\n Selection forces rendering of the widget.\n\n :param new_index: Widget index\n :type new_index: int\n :param dwidget: Direction to search if the new_index widget is non selectable\n :type dwidget: int\n :return: None\n \"\"\"\n current = self._top._current\n if len(current._widgets) == 0:\n return\n\n # This stores +/-1 if the index increases or decreases\n # Used by non-selectable selection\n if dwidget == 0:\n if new_index < current._index:\n dwidget = -1\n else:\n dwidget = 1\n\n # Limit the index to the length\n new_index %= len(current._widgets)\n if new_index == current._index: # Index has not changed\n return\n\n # Get both widgets\n old_widget = current._widgets[current._index] # type: _widgets.Widget\n new_widget = current._widgets[new_index] # type:_widgets.Widget\n\n # If new widget is not selectable\n if not new_widget.is_selectable:\n if current._index >= 0: # There's at least 1 selectable option (if only text this would be false)\n current._select(new_index + dwidget)\n return\n else: # No selectable options, quit\n return\n\n # Selecting widgets forces rendering\n old_widget.set_selected(False)\n current._index = new_index # Update selected index\n new_widget.set_selected()\n\n # Scroll to rect\n rect = new_widget.get_rect()\n if current._index == 0: # Scroll to the top of the Menu\n rect = pygame.Rect(rect.x, 0, rect.width, rect.height)\n current._scroll.scroll_to_rect(rect)\n\n def get_id(self, current=True):\n \"\"\"\n Returns the ID of the Menu.\n\n :param current: If True, returns the value from the current active Menu, otherwise returns from the base Menu\n :type current: bool\n :return: Menu ID\n :rtype: basestring\n \"\"\"\n assert isinstance(current, bool)\n if current:\n return self._current._id\n return self._id\n\n def get_widget(self, widget_id, recursive=False, current=True):\n \"\"\"\n Return a widget by a given ID.\n\n With ``recursive=True``: it looks for a widget in the Menu\n and all sub-menus. Use ``current`` for getting from current and\n base Menu.\n\n None is returned if no widget found.\n\n :param widget_id: Widget ID\n :type widget_id: basestring\n :param recursive: Look in Menu and submenus\n :type recursive: bool\n :param current: If True, returns the value from the current active Menu, otherwise from the base Menu\n :type current: bool\n :return: Widget object\n :rtype: :py:class:`pygameMenu.widgets.core.widget.Widget`\n \"\"\"\n assert isinstance(widget_id, str)\n assert isinstance(recursive, bool)\n assert isinstance(current, bool)\n if current:\n return self._current._get_widget(widget_id, recursive)\n return self._get_widget(widget_id, recursive)\n\n def _get_widget(self, widget_id, recursive):\n \"\"\"\n Return a widget by a given ID.\n\n With ``recursive=True``: it looks for a widget in the Menu\n and all sub-menus. Use ``current`` for getting from current and\n base Menu.\n\n None is returned if no widget found.\n\n :param widget_id: Widget ID\n :type widget_id: basestring\n :param recursive: Look in Menu and submenus\n :type recursive: bool\n :return: Widget object\n :rtype: :py:class:`pygameMenu.widgets.core.widget.Widget`\n \"\"\"\n for widget in self._widgets: # type: _widgets.Widget\n if widget.get_id() == widget_id:\n return widget\n if recursive:\n for menu in self._submenus: # type: Menu\n widget = menu.get_widget(widget_id, recursive)\n if widget:\n return widget\n return None\n\n def get_index(self, current=True):\n \"\"\"\n Get selected widget from the current Menu.\n\n :param current: If True, returns the value from the current active Menu, otherwise returns from the base Menu\n :type current: bool\n :return: Selected widget index\n :rtype: int\n \"\"\"\n assert isinstance(current, bool)\n if current:\n return self._current._index\n return self._index\n\n def get_selected_widget(self, current=True):\n \"\"\"\n Return the currently selected widget.\n\n :param current: If True, returns the value from the current active Menu, otherwise from the base Menu\n :type current: bool\n :return: Widget object\n :rtype: :py:class:`pygameMenu.widgets.core.widget.Widget`\n \"\"\"\n assert isinstance(current, bool)\n if current:\n return self._current._widgets[self._current._index]\n return self._widgets[self._index]\n" }, { "alpha_fraction": 0.6412110328674316, "alphanum_fraction": 0.648892879486084, "avg_line_length": 33.578125, "blob_id": "3fb06cb87a31e76e5a7bd9e56dd7fb6ce561b849", "content_id": "b73a78b5a5a07abb7d4a520c3325975fe558d843", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2213, "license_type": "permissive", "max_line_length": 81, "num_lines": 64, "path": "/pygameMenu/widgets/selection/none.py", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "# coding=utf-8\n\"\"\"\npygame-menu\nhttps://github.com/ppizarror/pygame-menu\n\nHIGHLIGHT\nWidget selection highlight box effect.\n\nLicense:\n-------------------------------------------------------------------------------\nThe MIT License (MIT)\nCopyright 2017-2020 Pablo Pizarro R. @ppizarror\n\nPermission is hereby granted, free of charge, to any person obtaining a\ncopy of this software and associated documentation files (the \"Software\"),\nto deal in the Software without restriction, including without limitation\nthe rights to use, copy, modify, merge, publish, distribute, sublicense,\nand/or sell copies of the Software, and to permit persons to whom the Software\nis furnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,\nWHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN\nCONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n-------------------------------------------------------------------------------\n\"\"\"\n\nfrom pygameMenu.widgets.core.selection import Selection\n\n\nclass NoneSelection(Selection):\n \"\"\"\n No selection.\n \"\"\"\n\n def __init__(self):\n super(NoneSelection, self).__init__(margin_left=0, margin_right=0,\n margin_top=0, margin_bottom=0)\n\n def get_margin(self):\n \"\"\"\n Return top, left, bottom and right margins of the selection.\n\n :return: Tuple of (t,l,b,r) margins in px\n :rtype: tuple\n \"\"\"\n return 0, 0, 0, 0\n\n def draw(self, surface, widget):\n \"\"\"\n Draw the selection.\n\n :param surface: Surface to draw\n :type surface: pygame.surface.SurfaceType\n :param widget: Widget object\n :type widget: pygameMenu.widgets.core.widget.Widget\n :return: None\n \"\"\"\n pass\n" }, { "alpha_fraction": 0.4461281895637512, "alphanum_fraction": 0.45620548725128174, "avg_line_length": 39.609230041503906, "blob_id": "c5bc78883b4aeaf17427167985beacb077a94c5d", "content_id": "ee6ec7b0bd07c53c80a904ce4912afc8e91dd55a", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 13198, "license_type": "permissive", "max_line_length": 115, "num_lines": 325, "path": "/pygameMenu/examples/multi_input.py", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "# coding=utf-8\n\"\"\"\npygame-menu\nhttps://github.com/ppizarror/pygame-menu\n\nEXAMPLE - MULTI-INPUT\nShows different inputs (widgets).\n\nLicense:\n-------------------------------------------------------------------------------\nThe MIT License (MIT)\nCopyright 2017-2020 Pablo Pizarro R. @ppizarror\n\nPermission is hereby granted, free of charge, to any person obtaining a\ncopy of this software and associated documentation files (the \"Software\"),\nto deal in the Software without restriction, including without limitation\nthe rights to use, copy, modify, merge, publish, distribute, sublicense,\nand/or sell copies of the Software, and to permit persons to whom the Software\nis furnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,\nWHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN\nCONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n-------------------------------------------------------------------------------\n\"\"\"\n\n# Import libraries\nimport sys\n\nsys.path.insert(0, '../../')\n\nimport os\nimport pygame\nimport pygameMenu\n\n# -----------------------------------------------------------------------------\n# Constants and global variables\n# -----------------------------------------------------------------------------\nCOLOR_BLACK = (0, 0, 0)\nCOLOR_WHITE = (255, 255, 255)\nFPS = 60.0\nMENU_BACKGROUND_COLOR = (228, 100, 36)\nTITLE_BACKGROUND_COLOR = (170, 65, 50)\nWINDOW_SIZE = (640, 480)\n\n# noinspection PyTypeChecker\nsound = None # type: pygameMenu.sound.Sound\n\n# noinspection PyTypeChecker\nsurface = None # type: pygame.Surface\n\n# noinspection PyTypeChecker\nmain_menu = None # type: pygameMenu.Menu\n\n\n# -----------------------------------------------------------------------------\n# Methods\n# -----------------------------------------------------------------------------\ndef main_background():\n \"\"\"\n Background color of the main menu, on this function user can plot\n images, play sounds, etc.\n\n :return: None\n \"\"\"\n global surface\n surface.fill((40, 40, 40))\n\n\ndef check_name_test(value):\n \"\"\"\n This function tests the text input widget.\n\n :param value: The widget value\n :type value: basestring\n :return: None\n \"\"\"\n print('User name: {0}'.format(value))\n\n\n# noinspection PyUnusedLocal\ndef update_menu_sound(value, enabled):\n \"\"\"\n Update menu sound.\n\n :param value: Value of the selector (Label and index)\n :type value: tuple\n :param enabled: Parameter of the selector, (True/False)\n :type enabled: bool\n :return: None\n \"\"\"\n global main_menu\n global sound\n if enabled:\n main_menu.set_sound(sound, recursive=True)\n print('Menu sounds were enabled')\n else:\n main_menu.set_sound(None, recursive=True)\n print('Menu sounds were disabled')\n\n\ndef main(test=False):\n \"\"\"\n Main program.\n\n :param test: Indicate function is being tested\n :type test: bool\n :return: None\n \"\"\"\n\n # -------------------------------------------------------------------------\n # Globals\n # -------------------------------------------------------------------------\n global main_menu\n global sound\n global surface\n\n # -------------------------------------------------------------------------\n # Init pygame\n # -------------------------------------------------------------------------\n pygame.init()\n os.environ['SDL_VIDEO_CENTERED'] = '1'\n\n # Create pygame screen and objects\n surface = pygame.display.set_mode(WINDOW_SIZE)\n pygame.display.set_caption('Example - Multi Input')\n clock = pygame.time.Clock()\n\n # -------------------------------------------------------------------------\n # Set sounds\n # -------------------------------------------------------------------------\n sound = pygameMenu.sound.Sound()\n\n # Load example sounds\n sound.load_example_sounds()\n\n # Disable a sound\n sound.set_sound(pygameMenu.sound.SOUND_TYPE_ERROR, None)\n\n # -------------------------------------------------------------------------\n # Create menus: Settings\n # -------------------------------------------------------------------------\n settings_menu = pygameMenu.Menu(font=pygameMenu.font.FONT_HELVETICA,\n menu_background_color=MENU_BACKGROUND_COLOR,\n menu_height=WINDOW_SIZE[1] * 0.85,\n menu_width=WINDOW_SIZE[0] * 0.9,\n onclose=pygameMenu.events.DISABLE_CLOSE,\n title='Settings',\n title_background_color=TITLE_BACKGROUND_COLOR,\n widget_alignment=pygameMenu.locals.ALIGN_LEFT,\n widget_font_color=COLOR_BLACK,\n widget_font_size=25,\n widget_margin_x=10,\n )\n\n # Add text inputs with different configurations\n wid1 = settings_menu.add_text_input('First name: ',\n default='John',\n onreturn=check_name_test,\n textinput_id='first_name')\n wid2 = settings_menu.add_text_input('Last name: ',\n default='Rambo',\n maxchar=10,\n textinput_id='last_name',\n input_underline='.')\n settings_menu.add_text_input('Your age: ',\n default=25,\n maxchar=3,\n maxwidth=3,\n textinput_id='age',\n input_type=pygameMenu.locals.INPUT_INT,\n enable_selection=False)\n settings_menu.add_text_input('Some long text: ',\n maxwidth=19,\n textinput_id='long_text',\n input_underline='_')\n settings_menu.add_text_input('Password: ',\n maxchar=6,\n password=True,\n textinput_id='pass',\n input_underline='_')\n\n # Create selector with 3 difficulty options\n settings_menu.add_selector('Select difficulty ',\n [('Easy', 'EASY'),\n ('Medium', 'MEDIUM'),\n ('Hard', 'HARD')],\n selector_id='difficulty',\n default=1)\n\n def data_fun():\n \"\"\"\n Print data of the menu.\n\n :return: None\n \"\"\"\n print('Settings data:')\n data = settings_menu.get_input_data()\n for k in data.keys():\n print(u'\\t{0}\\t=>\\t{1}'.format(k, data[k]))\n\n settings_menu.add_button('Store data', data_fun) # Call function\n settings_menu.add_button('Return to main menu', pygameMenu.events.BACK,\n align=pygameMenu.locals.ALIGN_CENTER)\n settings_menu.center_content() # After all widgets added\n\n # -------------------------------------------------------------------------\n # Create menus: More settings\n # -------------------------------------------------------------------------\n more_settings_menu = pygameMenu.Menu(font=pygameMenu.font.FONT_COMIC_NEUE,\n menu_background_color=MENU_BACKGROUND_COLOR,\n menu_height=WINDOW_SIZE[1] * 0.85,\n menu_width=WINDOW_SIZE[0] * 0.9,\n onclose=pygameMenu.events.DISABLE_CLOSE,\n selection_color=COLOR_WHITE,\n title='More Settings',\n title_background_color=TITLE_BACKGROUND_COLOR,\n widget_alignment=pygameMenu.locals.ALIGN_LEFT,\n widget_font_color=COLOR_BLACK,\n widget_font_size=25,\n widget_offset_x=5, # px\n widget_offset_y=10, # px\n )\n\n more_settings_menu.add_image(pygameMenu.baseimage.IMAGE_PYGAME_MENU,\n scale=(0.25, 0.25),\n align=pygameMenu.locals.ALIGN_CENTER)\n more_settings_menu.add_color_input('Color 1 RGB: ', color_type='rgb')\n more_settings_menu.add_color_input('Color 2 RGB: ', color_type='rgb', default=(255, 0, 0), input_separator='-')\n\n def print_color(color):\n \"\"\"\n Test onchange/onreturn.\n\n :param color: Color tuple\n :type color: tuple\n :return: None\n \"\"\"\n print('Returned color: ', color)\n\n more_settings_menu.add_color_input('Color in Hex: ', color_type='hex', onreturn=print_color)\n\n more_settings_menu.add_vertical_margin(25)\n more_settings_menu.add_button('Return to main menu', pygameMenu.events.BACK,\n align=pygameMenu.locals.ALIGN_CENTER)\n\n # -------------------------------------------------------------------------\n # Create menus: Column buttons\n # -------------------------------------------------------------------------\n button_column_menu = pygameMenu.Menu(columns=2,\n font=pygameMenu.font.FONT_COMIC_NEUE,\n menu_background_color=MENU_BACKGROUND_COLOR,\n menu_height=WINDOW_SIZE[1] * 0.45,\n menu_width=WINDOW_SIZE[0] * 0.9,\n onclose=pygameMenu.events.DISABLE_CLOSE,\n rows=3,\n selection_color=COLOR_WHITE,\n title='Columns',\n title_background_color=TITLE_BACKGROUND_COLOR,\n widget_font_color=COLOR_BLACK,\n widget_font_size=25,\n )\n for i in range(4):\n button_column_menu.add_button('Button {0}'.format(i), pygameMenu.events.BACK)\n button_column_menu.add_button('Return to main menu', pygameMenu.events.BACK)\n button_column_menu.center_content()\n\n # -------------------------------------------------------------------------\n # Create menus: Main menu\n # -------------------------------------------------------------------------\n main_menu = pygameMenu.Menu(font=pygameMenu.font.FONT_COMIC_NEUE,\n menu_background_color=MENU_BACKGROUND_COLOR,\n menu_height=WINDOW_SIZE[1] * 0.7,\n menu_width=WINDOW_SIZE[0] * 0.8,\n onclose=pygameMenu.events.EXIT, # User press ESC button\n selection_color=COLOR_WHITE,\n title='Main menu',\n title_background_color=TITLE_BACKGROUND_COLOR,\n widget_font_color=COLOR_BLACK,\n widget_font_size=30,\n widget_offset_y=0.09,\n )\n\n main_menu.add_button('Settings', settings_menu)\n main_menu.add_button('More Settings', more_settings_menu)\n main_menu.add_button('Menu in columns!', button_column_menu)\n main_menu.add_selector('Menu sounds ',\n [('Off', False), ('On', True)],\n onchange=update_menu_sound)\n main_menu.add_button('Quit', pygameMenu.events.EXIT)\n\n assert main_menu.get_widget('first_name', recursive=True) is wid1\n assert main_menu.get_widget('last_name', recursive=True) is wid2\n assert main_menu.get_widget('last_name') is None\n\n # -------------------------------------------------------------------------\n # Main loop\n # -------------------------------------------------------------------------\n while True:\n\n # Tick\n clock.tick(FPS)\n\n # Paint background\n main_background()\n\n # Main menu\n main_menu.mainloop(surface, main_background, disable_loop=test, fps_limit=FPS)\n\n # Flip surface\n pygame.display.flip()\n\n # At first loop returns\n if test:\n break\n\n\nif __name__ == '__main__':\n main()\n" }, { "alpha_fraction": 0.5982142686843872, "alphanum_fraction": 0.5982142686843872, "avg_line_length": 10.199999809265137, "blob_id": "a8193625408acb648f770cd28b0d5935a71645e8", "content_id": "68adeaaaa38061c97a5ce0effb8d97a7be187314", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 112, "license_type": "permissive", "max_line_length": 42, "num_lines": 10, "path": "/docs/_source/widget.rst", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": ":orphan:\n\n.. module:: pygameMenu.widgets.core.widget\n\n======\nWidget\n======\n\n.. autoclass:: Widget\n :members:\n" }, { "alpha_fraction": 0.5561758279800415, "alphanum_fraction": 0.5561758279800415, "avg_line_length": 33.095237731933594, "blob_id": "f9963f4fb9fcff741c320eb456bcc2122673b544", "content_id": "92deb32cd399dde21a058006281df12590307380", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 1433, "license_type": "permissive", "max_line_length": 118, "num_lines": 42, "path": "/docs/_source/add_sounds.rst", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "\n.. module:: pygameMenu.sound\n\n=============\nAdding sounds\n=============\n\nA sound engine can be created using the :py:class:`Sound` class. The sound engine can be customized by setting a sound\nfile to several sounds defined by a type.\n\nFor example, buttons or keys...\n\n**Example:**\n\n.. code-block:: python\n\n import pygameMenu\n from pygameMenu import sound\n\n engine = sound.Sound()\n engine.set_sound(sound.SOUND_TYPE_CLICK_MOUSE, '/home/me/click.ogg')\n engine.set_sound(sound.SOUND_TYPE_OPEN_MENU, '/home/me/open.ogg')\n\n menu = pygameMenu.Menu(...)\n menu.set_sound(engine, recursive=True) # Apply on menu and all sub-menus\n\nSound types are the following:\n\n====================================== =============================\nType Description\n====================================== =============================\n:py:data:`SOUND_TYPE_CLICK_MOUSE` Mouse click\n:py:data:`SOUND_TYPE_CLOSE_MENU` A menu is closed\n:py:data:`SOUND_TYPE_ERROR` Generic error\n:py:data:`SOUND_TYPE_EVENT` Generic event\n:py:data:`SOUND_TYPE_EVENT_ERROR` Error generated by user\n:py:data:`SOUND_TYPE_KEY_ADDITION` User type a key\n:py:data:`SOUND_TYPE_KEY_DELETION` User deletes with a key\n:py:data:`SOUND_TYPE_OPEN_MENU` A menu is opened\n====================================== =============================\n\n.. autoclass:: Sound\n :members:\n" }, { "alpha_fraction": 0.6464088559150696, "alphanum_fraction": 0.6464088559150696, "avg_line_length": 17, "blob_id": "dfdfc972bcc9e8e990cc818b3e0d2b3778b9b187", "content_id": "ddb66b1cba5b0a693dc571a5db78f0154102159f", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 181, "license_type": "permissive", "max_line_length": 46, "num_lines": 10, "path": "/docs/_source/widget_selector.rst", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "\n.. module:: pygameMenu.widgets.widget.selector\n\n========\nSelector\n========\n\n.. autoclass:: pygameMenu.widgets.Selector\n :members:\n :show-inheritance:\n :inherited-members:\n" }, { "alpha_fraction": 0.6451612710952759, "alphanum_fraction": 0.6451612710952759, "avg_line_length": 17.5, "blob_id": "d095238af08cc96d7bf79014cf9e681ab35a487e", "content_id": "159f7bf766920189b6c45cad2a3b8e6f08624a78", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 186, "license_type": "permissive", "max_line_length": 47, "num_lines": 10, "path": "/docs/_source/widget_scrollbar.rst", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "\n.. module:: pygameMenu.widgets.widget.scrollbar\n\n=========\nScrollBar\n=========\n\n.. autoclass:: pygameMenu.widgets.ScrollBar\n :members:\n :show-inheritance:\n :inherited-members:\n" }, { "alpha_fraction": 0.6166822910308838, "alphanum_fraction": 0.6241799592971802, "avg_line_length": 19.11320686340332, "blob_id": "492d6c47af61b257d8659796dd9d7f25e30ce9f0", "content_id": "b171e64a5046a7cd9e133317aba4d5d543bd203e", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 1067, "license_type": "permissive", "max_line_length": 68, "num_lines": 53, "path": "/docs/_source/gallery.rst", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "\n=======\nGallery\n=======\n\nSeveral examples are provided with the :py:mod:`pygameMenu` library.\nTo run the examples, simply execute these commands in a terminal:\n\n.. code-block:: bash\n\n $> python -m pygameMenu.examples.game_selector\n $> python -m pygameMenu.examples.multi_input\n $> python -m pygameMenu.examples.scroll_menu\n $> python -m pygameMenu.examples.timer_clock\n\nThem can also be imported as follows:\n\n.. code-block:: python\n\n from pygameMenu.examples.example import main\n \n main()\n\nNormal button menu\n------------------\n\n.. image:: ../_static/normal_button_menu.gif\n :scale: 60 %\n :align: center\n :alt: Normal button menu\n\nTextual menus\n-------------\n\n.. image:: ../_static/textual_menus.gif\n :scale: 60 %\n :align: center\n :alt: Textual menus\n\nMouse support\n-------------\n\n.. image:: ../_static/mouse_support.gif\n :scale: 60 %\n :align: center\n :alt: Mouse support\n\nDifferent entries\n-----------------\n\n.. image:: ../_static/supported_entries.gif\n :scale: 60 %\n :align: center\n :alt: Different entries\n" }, { "alpha_fraction": 0.650602400302887, "alphanum_fraction": 0.650602400302887, "avg_line_length": 15.5, "blob_id": "48804785021b595270be965299dc6944528e6366", "content_id": "9a9a5dd0a46c6d0bdb5f791a4945f5c737938475", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 166, "license_type": "permissive", "max_line_length": 43, "num_lines": 10, "path": "/docs/_source/widget_label.rst", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "\n.. module:: pygameMenu.widgets.widget.label\n\n=====\nLabel\n=====\n\n.. autoclass:: pygameMenu.widgets.Label\n :members:\n :show-inheritance:\n :inherited-members:\n" }, { "alpha_fraction": 0.6308465600013733, "alphanum_fraction": 0.6555856466293335, "avg_line_length": 33.49333190917969, "blob_id": "670c34b9c3e47207e38da4a43540ee83aac173c8", "content_id": "dd01af1037c0f64b703d6099e76194bf0c8c7574", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2587, "license_type": "permissive", "max_line_length": 86, "num_lines": 75, "path": "/pygameMenu/examples/simple.py", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "# coding=utf-8\n\"\"\"\npygame-menu\nhttps://github.com/ppizarror/pygame-menu\n\nEXAMPLE - SIMPLE\nSuper simple example of pygame-menu usage, featuring a selector and a button.\n\nLicense:\n-------------------------------------------------------------------------------\nThe MIT License (MIT)\nCopyright 2017-2020 Pablo Pizarro R. @ppizarror\n\nPermission is hereby granted, free of charge, to any person obtaining a\ncopy of this software and associated documentation files (the \"Software\"),\nto deal in the Software without restriction, including without limitation\nthe rights to use, copy, modify, merge, publish, distribute, sublicense,\nand/or sell copies of the Software, and to permit persons to whom the Software\nis furnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,\nWHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN\nCONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n-------------------------------------------------------------------------------\n\"\"\"\n\nimport os\nimport pygame\nimport pygameMenu\n\npygame.init()\nos.environ['SDL_VIDEO_CENTERED'] = '1'\nsurface = pygame.display.set_mode((600, 500))\n\n\ndef set_difficulty(selected, value):\n \"\"\"\n Set the difficulty of the game.\n\n :return: None\n \"\"\"\n print('Set difficulty to {} ({})'.format(selected[0], value))\n\n\ndef start_the_game():\n \"\"\"\n Function that starts a game. This is raised by the menu button,\n here menu can be disabled, etc.\n\n :return: None\n \"\"\"\n print('Do the job here !')\n\n\nmenu = pygameMenu.Menu(300, 400, pygameMenu.font.FONT_BEBAS, 'Welcome',\n widget_font_color=(102, 122, 130),\n selection_color=(207, 62, 132),\n title_font_color=(38, 158, 151),\n title_background_color=(4, 47, 58),\n menu_background_color=(239, 231, 211))\n\nmenu.add_text_input('Name: ')\nmenu.add_selector('Difficulty: ', [('Hard', 1), ('Easy', 2)], onchange=set_difficulty)\nmenu.add_button('Play', start_the_game)\nmenu.add_button('Quit', pygameMenu.events.EXIT)\nmenu.center_content()\n\nif __name__ == '__main__':\n menu.mainloop(surface)\n" }, { "alpha_fraction": 0.6491228342056274, "alphanum_fraction": 0.6491228342056274, "avg_line_length": 16, "blob_id": "96d04c344fbfac9f549353b2d4502ffa6adc9893", "content_id": "e42dc46e5195e5a6db8dd0fc9a7f5191f49054bb", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 171, "license_type": "permissive", "max_line_length": 44, "num_lines": 10, "path": "/docs/_source/widget_button.rst", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "\n.. module:: pygameMenu.widgets.widget.button\n\n======\nButton\n======\n\n.. autoclass:: pygameMenu.widgets.Button\n :members:\n :show-inheritance:\n :inherited-members:\n" }, { "alpha_fraction": 0.7565177083015442, "alphanum_fraction": 0.7607076168060303, "avg_line_length": 41.959999084472656, "blob_id": "e617e91bf403fbabea33a45b326512997c54d36b", "content_id": "1a70696af2712355c286b729eb1daacc49963bba", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2148, "license_type": "permissive", "max_line_length": 81, "num_lines": 50, "path": "/pygameMenu/widgets/__init__.py", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": "# coding=utf-8\n\"\"\"\npygame-menu\nhttps://github.com/ppizarror/pygame-menu\n\nWIDGETS\nWidgets elements that can be added to the menu.\n\nLicense:\n-------------------------------------------------------------------------------\nThe MIT License (MIT)\nCopyright 2017-2020 Pablo Pizarro R. @ppizarror\n\nPermission is hereby granted, free of charge, to any person obtaining a\ncopy of this software and associated documentation files (the \"Software\"),\nto deal in the Software without restriction, including without limitation\nthe rights to use, copy, modify, merge, publish, distribute, sublicense,\nand/or sell copies of the Software, and to permit persons to whom the Software\nis furnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,\nWHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN\nCONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n-------------------------------------------------------------------------------\n\"\"\"\n\n# Core\nfrom pygameMenu.widgets.core.widget import Widget\nfrom pygameMenu.widgets.core.selection import Selection\n\n# Selection\nfrom pygameMenu.widgets.selection.highlight import HighlightSelection\nfrom pygameMenu.widgets.selection.none import NoneSelection\n\n# Widgets\nfrom pygameMenu.widgets.widget.button import Button\nfrom pygameMenu.widgets.widget.colorinput import ColorInput\nfrom pygameMenu.widgets.widget.image import Image\nfrom pygameMenu.widgets.widget.label import Label\nfrom pygameMenu.widgets.widget.menubar import MenuBar\nfrom pygameMenu.widgets.widget.scrollbar import ScrollBar\nfrom pygameMenu.widgets.widget.selector import Selector\nfrom pygameMenu.widgets.widget.textinput import TextInput\nfrom pygameMenu.widgets.widget.vmargin import VMargin\n" }, { "alpha_fraction": 0.6367924809455872, "alphanum_fraction": 0.6540880799293518, "avg_line_length": 23.619354248046875, "blob_id": "ac449c84581c472b7ff3133a7c93239ab5eb2c4e", "content_id": "9915e9f883b85429cc41df22dd24af5ef553779b", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 3820, "license_type": "permissive", "max_line_length": 90, "num_lines": 155, "path": "/docs/index.rst", "repo_name": "brleinad/pygame-menu", "src_encoding": "UTF-8", "text": ":orphan:\n\n.. image:: _static/pygame-menu.png\n :scale: 35%\n :align: center\n\n.. include:: ../README.rst\n\n\n===========\nFirst steps\n===========\n\nMaking games using :py:mod:`pygame` is really cool, but most games\n(or applications) require end-user configuration. Creating complex GUI\nobjects to display a menu can be painful. That why :py:mod:`pygame-menu`\nwas designed.\n\nHere is a simple example of how to create a menu with :py:mod:`pygame-menu` :\n\n1. Import the required libraries\n\n.. code-block:: python\n\n import pygame\n import pygameMenu\n\n2. Initialize pygame\n\n.. code-block:: python\n\n pygame.init()\n os.environ['SDL_VIDEO_CENTERED'] = '1'\n surface = pygame.display.set_mode((400, 600))\n\n3. Make your menu\n\n.. code-block:: python\n\n def start_the_game():\n # Do the job here !\n\n menu = pygameMenu.Menu(300, 400, pygameMenu.font.FONT_BEBAS, \"Welcome\",\n widget_font_color=(102, 122, 130),\n selection_color=(38, 158, 151),\n title_font_color=(253, 246, 226),\n title_background_color=(4, 47, 58),\n menu_background_color=(239, 231, 211))\n\n menu.add_text_input('Name :')\n menu.add_selector('Difficulty :', [('Hard', 1), ('Easy', 2)], onchange=set_difficulty)\n menu.add_button('Play', start_the_game)\n menu.add_button('Quit', pygameMenu.events.EXIT)\n menu.center_content()\n\n4. Run your menu\n\n.. code-block:: python\n\n menu.mainloop(surface)\n\n.. figure:: _static/first_steps.png\n :scale: 40%\n :align: center\n\n Tadada... !!! Such a beautiful menu ＼(^o^)／\n\n**Interested in** :ref:`going deeper into menu design <Creating menus>` **?**\n\n.. toctree::\n :maxdepth: 2\n :hidden:\n :caption: First steps\n\n _source/create_menu\n _source/add_widgets\n _source/add_sounds\n _source/gallery\n\n\n===========\nWidgets API\n===========\n\nA menu is in fact a list of widgets arranged on the same surface.\nAccess to a widget in a menu can easily be done with two methods:\n\n.. code-block:: python\n\n widget = menu.get_widget('MyWidgetID')\n\n selected = menu.get_selected_widget()\n\nEach :py:mod:`pygameMenu` widget and its behaviors are defined in a\nclass. The currently existing classes are:\n\n - :py:class:`~pygameMenu.widgets.Button`\n - :py:class:`~pygameMenu.widgets.ColorInput`\n - :py:class:`~pygameMenu.widgets.Image`\n - :py:class:`~pygameMenu.widgets.Label`\n - :py:class:`~pygameMenu.widgets.MenuBar`\n - :py:class:`~pygameMenu.widgets.ScrollBar`\n - :py:class:`~pygameMenu.widgets.Selector`\n - :py:class:`~pygameMenu.widgets.TextInput`\n - :py:class:`~pygameMenu.widgets.VMargin`\n\nFor advanced programers, those classes can be used to design custom\nmenus or windows.\n\nHave a look at :py:mod:`pygameMenu.widgets.examples.scrollbar.py` for\ninstance. It shows how to use the :py:class:`pygameMenu.widgets.ScrollBar`\nclass to display large custom surfaces.\n\n.. toctree::\n :maxdepth: 2\n :hidden:\n :caption: Widgets API\n\n _source/widget_button\n _source/widget_colorinput\n _source/widget_image\n _source/widget_label\n _source/widget_menubar\n _source/widget_scrollbar\n _source/widget_selector\n _source/widget_textinput\n _source/widget_vmargin\n\n\n=================\nAbout pygame-menu\n=================\n\nThis project does not have a mailing list and so the issues tab should\nbe the first point of contact if wishing to discuss the project. If you\nhave questions that you do not feel are relevant to the issues tab or\njust want to let me know what you think about the library, feel free to\nemail me at [email protected]\n\n.. toctree::\n :maxdepth: 2\n :hidden:\n :caption: About pygame-menu\n\n _source/license\n _source/contributors\n\n\n==================\nIndices and tables\n==================\n\n* :ref:`genindex`\n* :ref:`modindex`\n* :ref:`search`\n" } ]
20
DmitrievaNatalia/-PP_Homework_5
https://github.com/DmitrievaNatalia/-PP_Homework_5
c6fefa3392f24c6ac4e4997d7fbc21548aa2e574
3b3f7a3747d9dc578b689748acdd245fded5ccb5
49b4e8441daad19a6d5ff4a2f3ac885f2dcf62df
refs/heads/master
2023-07-17T02:27:40.392836
2021-09-09T18:36:20
2021-09-09T18:36:20
404,828,889
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.611642062664032, "alphanum_fraction": 0.6151173114776611, "avg_line_length": 22.020000457763672, "blob_id": "d66f76787a8fa18cbabc4a27a816bd3f95be3d6d", "content_id": "a8764f6fa0497252468f86d2b02b3695bec1bdfb", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1161, "license_type": "no_license", "max_line_length": 64, "num_lines": 50, "path": "/main.py", "repo_name": "DmitrievaNatalia/-PP_Homework_5", "src_encoding": "UTF-8", "text": "import requests\nfrom bs4 import BeautifulSoup\n\nfrom logger_and_log_path import set_log_path\n\nKEYWORDS = {'дизайн', 'фото', 'web', 'python'}\nURL = 'https://habr.com'\n\n\ndef get_articles():\n ret = requests.get('https://habr.com/ru/all/')\n soup = BeautifulSoup(ret.text, features='html.parser')\n return soup.find_all('article')\n\n\ndef get_words(article):\n preview = article.find(class_=\"tm-article-snippet\")\n if preview:\n return {word.lower() for word in preview.text.split()}\n else:\n return {}\n\n\ndef get_link(article):\n return URL + article.find('h2').find('a').attrs.get('href')\n\n\ndef get_date(article):\n return article.find('time').attrs.get('title').split(',')[0]\n\n\ndef get_title(article):\n return article.find('h2').find('span').text\n\n\n@set_log_path('log.txt')\ndef scan():\n out = []\n articles = get_articles()\n for article in articles:\n preview = get_words(article)\n if preview & KEYWORDS:\n date = get_date(article)\n title = get_title(article)\n link = get_link(article)\n out.append(f\"{date} - {title} - {link}\")\n return out\n\n\nprint(scan())\n" }, { "alpha_fraction": 0.4955882430076599, "alphanum_fraction": 0.49705880880355835, "avg_line_length": 31.380952835083008, "blob_id": "8a3790acd1988cc50e7a58972b95d7ed54a19a8a", "content_id": "2df4aa2d0caa880b97e3e85ea57f24e8bcc10920", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 716, "license_type": "no_license", "max_line_length": 79, "num_lines": 21, "path": "/logger_and_log_path.py", "repo_name": "DmitrievaNatalia/-PP_Homework_5", "src_encoding": "UTF-8", "text": "import datetime\n\n\ndef set_log_path(log_path):\n def logger(some_func):\n log_str = ''\n\n def new_some_func(*args, **kwargs):\n with open(log_path, 'a', encoding='utf-8') as logfile:\n nonlocal log_str\n log_str = f'{datetime.datetime.now()} : '\n log_str += f'функция <{some_func.__name__}>'\n log_str += f', аргументы *args: <{args}>, **kwargs: <{kwargs}>'\n result = some_func(*args, **kwargs)\n log_str += f'- возвращаемое значение <{result}>'\n logfile.write(f'{log_str}\\n')\n return result\n\n return new_some_func\n\n return logger\n" } ]
2
GxngName/Shooter
https://github.com/GxngName/Shooter
dfcaef1ffc913476c8475059e8c6a306c1f13569
e69906514fc54c709601197681784216af734f15
bd32ad65b263824ae2a230bc7597bc7a1b5395ea
refs/heads/main
2023-05-06T17:43:32.500275
2021-05-29T08:31:32
2021-05-29T08:31:32
361,155,473
2
1
null
null
null
null
null
[ { "alpha_fraction": 0.5712310075759888, "alphanum_fraction": 0.6053481101989746, "avg_line_length": 24.83333396911621, "blob_id": "aeb8b19da3248b75953a6e193a6fad99ce639c24", "content_id": "bd110e6e74c10ae3e2880242675fb7fed2b7d386", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2169, "license_type": "no_license", "max_line_length": 81, "num_lines": 84, "path": "/NewMain.py/main.py", "repo_name": "GxngName/Shooter", "src_encoding": "UTF-8", "text": "import pygame\nimport random\n\npygame.init()\npygame.mixer.init() \nwin = pygame.display.set_mode((600, 720))\npygame.display.set_caption(\"Welcome to the club!\")\nbackground_color = (0,) * 3\n\nWIDTH = 600\nHEIGHT = 720\n\nWHITE = (255,) * 3\nBLACK = (0,) *3\nRED = (255, 0, 0)\nGREEN = (0, 255, 0)\nBLUE = (0, 0, 255)\nYELLOW = (255, 255, 0)\n\n \nclass Player(pygame.sprite.Sprite):\n def __init__(self):\n pygame.sprite.Sprite.__init__(self)\n self.image = pygame.transform.scale(self.image, (50,38))\n transColor = self.image.get_at((0, 0))\n self.image.set_colorkey(transColor) \n self.rect = self.image.get_rect()\n self.rect.centerx = random.randrange(W)\n self.rect.bottom = random.randrange(H)\n self.speedx = 0\n\nclass Mob(pygame.sprite.Sprite):\n def __init__(self, *group):\n super().__init__(*group)\n self.image = pygame.Surface((30, 40))\n self.image.fill(RED)\n self.rect = self.image.get_rect()\n self.rect.x = random.randrange(WIDTH - self.rect.width)\n self.rect.y = random.randrange(-100, -40)\n self.speedy = random.randrange(1, 8)\n\ndef update(self):\n self.speedx = 0\n keystate = pygame.key.get_pressed()\n if keystate[pygame.K_LEFT]:\n self.speedx = -8\n if keystate[pygame.K_RIGHT]:\n self.speedx = 8\n self.rect.x += self.speedx\n if self.rect.right > WIDTH:\n self.rect.right = WIDTH\n if self.rect.left < 0:\n self.rect.left = 0\n\nall_sprites = pygame.sprite.Group()\nplayer = Player()\nall_sprites.add(player)\n\nin_game = True\n\nwhile in_game:\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n exit() \n\nhits = pygame.sprite.spritecollide(player, tubes, True)\nif hits:\n in_game = False\n player.zero\n\npygame.draw.line(win, color, start_pos = (x0, y0), end_pos = (x1, y1), width = 1)\n\npygame.draw.rect(win, color, (top, left, width, height), width = 1)\n\npygame.draw.circle(win, color, center = (x0, y0), radius = radius, width = 1)\n\nall_sprites.update()\n\nscreen.fill(BLACK)\n\nall_sprites.draw(screen)\npygame.display.flip()\n\npygame.quit()" }, { "alpha_fraction": 0.5844346284866333, "alphanum_fraction": 0.5932452082633972, "avg_line_length": 21.633333206176758, "blob_id": "650f9d3f3f7ac0728f8d62e0d151aed4cf4e7200", "content_id": "f9b6a688754b73efabf6c7075cb0522c22354dc3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 681, "license_type": "no_license", "max_line_length": 86, "num_lines": 30, "path": "/Database.py", "repo_name": "GxngName/Shooter", "src_encoding": "UTF-8", "text": "import sqlite3\nimport sys\n\ndb = sqlite3.connect(\"mydatabase.db\") \nsql = db.cursor()\n \nsql.execute (\"\"\"CREATE TABLE IF NOT EXISTS users (\n current score BIGINT, \n best result BIGINT,\n username TEXT,\n average score BIGINT,\n time best score BIGINT\n )\"\"\")\n\n\ndb.commit()\n\nusername = input('Username: ')\n\nsql.execute('SELECT username FROM users')\nif sql.fetchone() is None:\n sql.execute (f\"INSERT INTO users VALUES (?, ?, ?, ?, ?)\", (0, 0, username, 0, 0) )\n db.commit()\n\n print(\"Oh, yeah!\")\nelse:\n print('This nickname already exists.')\n\nfor value in sql.execute(\"SELECT * FROM users\"):\n print(value)\n\n\n" } ]
2
JeffTangJT/sample
https://github.com/JeffTangJT/sample
ee2b905d460e3f1946485c3847a2a42991c40b01
4b599885d846f7496add3879443b11314550c426
89e74db46d908a0b05b1b9f11448f5e44324d86c
refs/heads/master
2018-12-13T09:28:04.888547
2018-09-18T13:47:19
2018-09-18T13:47:19
148,656,800
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.7727272510528564, "alphanum_fraction": 0.7727272510528564, "avg_line_length": 10, "blob_id": "17f1714bfc21760fba15a2e10d441ba2e9e5f5a4", "content_id": "c91d2207c54b23a74ee657b655e3f52b83fc9de6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 48, "license_type": "no_license", "max_line_length": 27, "num_lines": 4, "path": "/README.md", "repo_name": "JeffTangJT/sample", "src_encoding": "UTF-8", "text": "# sample\n演示GIT\n\nadd something for test diff\n" }, { "alpha_fraction": 0.5100671052932739, "alphanum_fraction": 0.5906040072441101, "avg_line_length": 17.625, "blob_id": "35c789a3cc0b7619ef006a637b37568d4b09cfcb", "content_id": "ad343c735fe740cfb05f6ffc61003803e4d7537a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 159, "license_type": "no_license", "max_line_length": 41, "num_lines": 8, "path": "/src/string.py", "repo_name": "JeffTangJT/sample", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n# coding=utf-8\n\n World!'\n var2 = \"Python Programming\"\n\n print (\"var1[0]: \", var1[0])\n print (\"var2[1:5]: \", var2[1:5]) # 切片加索引\n" } ]
2
equalitie/swabber
https://github.com/equalitie/swabber
f3698c5883aa6e9069ea65f3b00a04d044adcbc8
04436995fe396299ddb55e3f2935e3b4f787e44e
86f0391393f91541aa2e64856d1a202c2aeb4b91
refs/heads/master
2021-01-23T03:53:57.436834
2018-03-01T15:31:58
2018-03-01T15:31:58
10,021,048
6
3
null
2013-05-12T23:20:15
2018-03-08T02:40:08
2018-03-27T16:15:21
Python
[ { "alpha_fraction": 0.5694444179534912, "alphanum_fraction": 0.5717592835426331, "avg_line_length": 27.799999237060547, "blob_id": "304ac03495a19af2c2286b8cf8bd3f71ebdc6a7a", "content_id": "f018f9caccf830ad9507682b7295665c6aef2d8f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3024, "license_type": "no_license", "max_line_length": 90, "num_lines": 105, "path": "/src/swabber/bancleaner.py", "repo_name": "equalitie/swabber", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\n__author__ = \"[email protected]\"\n\nimport iptc\nimport hostsfile\n\nimport banobjects\n\nimport time\nimport logging\nimport threading\nimport traceback\n\n# Clean rules that have expired\n\n# in minutes\nBANTIME = 2\n\nBANLIMIT = 10\n\nclass BanCleaner(object):\n\n def _iptc_clean_bans(self, interface=None):\n\n banlist = []\n\n with self.iptables_lock:\n table = iptc.Table(iptc.Table.FILTER, autocommit=False)\n chain = iptc.Chain(table, \"INPUT\")\n rules = chain.rules\n for index, rule in enumerate(rules):\n # This does two selects\n # dumb but fix later.\n\n now = int(time.time())\n ban = self.ban_object(rule.src.split(\"/\")[0])\n if not ban.banstart:\n continue\n\n if (now - ban.banstart) > self.timelimit:\n logging.info(\"Unbanning %s as the ban has expired\", ban.ipaddress)\n banlist.append(ban)\n logging.debug(\"Unbanned %s\", ban.ipaddress)\n if index > BANLIMIT:\n # Rate limit a little\n break\n\n for ban in banlist:\n ban.unban()\n table.commit()\n\n return True\n\n def _hosts_clean_bans(self, interface=None):\n\n hostsban = hostsfile.HostsDeny()\n for banentry in hostsban:\n ban = self.ban_object(banentry[1])\n if not ban.banstart:\n continue\n\n now = int(time.time())\n if (now - ban.banstart) > self.timelimit:\n logging.info(\"Unbanning %s as the ban has expired\", ban.ipaddress)\n ban.unban()\n\n def _iptables_cmd_clean_bans(self, interface=None):\n for rule in banobjects.IPTablesCommandBanEntry.list(self.timelimit):\n ruletodelete = banobjects.IPTablesCommandBanEntry(rule)\n logging.info(\"Unbanning %s as the ban has expired\", ruletodelete.ipaddress)\n with self.iptables_lock:\n ruletodelete.unban(interface)\n\n def __init__(self, bantime, backend, lock, interface):\n self.bantime = bantime\n self.interface = interface\n self.ban_object = banobjects.entries[backend]\n self.timelimit = bantime\n\n self.iptables_lock = lock\n\n self.clean_bans = {\n \"hostsfile\": self._hosts_clean_bans,\n \"iptables\": self._iptc_clean_bans,\n \"iptables_cmd\": self._iptables_cmd_clean_bans\n }[backend]\n\ndef main():\n\n #mainlogger = logging.getLogger()\n #logging.basicConfig(level=logging.DEBUG)\n #ch = logging.StreamHandler(sys.stdout)\n #ch.setLevel(logging.DEBUG)\n #formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')\n #ch.setFormatter(formatter)\n #mainlogger.addHandler(ch)\n\n b = BanCleaner(BANTIME, \"iptables\", threading.Lock(), \"eth+\")\n while True:\n b.clean_bans()\n time.sleep(60)\n\nif __name__ == \"__main__\":\n main()\n" }, { "alpha_fraction": 0.8799999952316284, "alphanum_fraction": 0.8799999952316284, "avg_line_length": 32.33333206176758, "blob_id": "b478fe68e2f9f691a4198649e8123df69052c94d", "content_id": "bab42271480fec016866b801e73437e13602e059", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 100, "license_type": "no_license", "max_line_length": 33, "num_lines": 3, "path": "/src/swabber/__init__.py", "repo_name": "equalitie/swabber", "src_encoding": "UTF-8", "text": "from banobjects import BanEntry\nfrom bancleaner import BanCleaner\nfrom banfetcher import BanFetcher\n" }, { "alpha_fraction": 0.7549365162849426, "alphanum_fraction": 0.762341320514679, "avg_line_length": 52.50943374633789, "blob_id": "ae3406f58b8e893670ce49cf199b641eb79c709c", "content_id": "8674b0eadb0402a3c5722573edd64ee35b28e797", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 5672, "license_type": "no_license", "max_line_length": 541, "num_lines": 106, "path": "/README.md", "repo_name": "equalitie/swabber", "src_encoding": "UTF-8", "text": "swabber\n=======\n\nSimple pubsub-based IP banning engine. Subscribes to a ban publisher, bans the IPs and then unbans them after a while.\n\nTo run as a daemon, run swabber.py. Or better yet, start it via the enclosed init script.\n\nSupported methods\n-------------\nAt the moment Swabber supports baning via the [python-iptables](https://github.com/ldx/python-iptables) interface to iptables, by generating and running iptables commands (iptables_cmd) and its own internal method for using /etc/hosts.deny. Banning via iptables is the \"proper\" way to do things as it will work no matter what and will be managed on a higher level.\n\nBanning via hosts.deny is very lightweight (and will get more lightweight as batching etc is implemented) and requires less dependencies, potentially making for an easier install in very constrained situations. However, use of this file requires services to either be launched via tcpd (not very likely) or to be built with tcp wrapper support (much more likely- most services in Debian, for example).\n\nDebugging\n-------------\nSwabber will not daemonise and log to stdout in a verbose manner when run with <code>-v</code> as an argument.\n\nTo just listen for bans, run <code>python banfetcher.py</code>. This will not clean bans (which running bancleaner.py in the same way will do). There are no arguments to these individual scripts and the options are inherited from constants defined within the scripts themselves.\n\nHacking\n-------------\nThe banpub-faker.py script is an example of a ban publisher if you fancy implementing one. It's just that simple. Be careful about your high water marks for the ZMQ depending on what your system is capable of.\n\nInstallation\n======\nPython <= 2.5 will need to also install the json module. python-dev is required to install the dependencies.\n\nThe Debian 9 dependencies can be installed via apt:\n\n apt-get install iptables python-iptables python-zmq python-yaml python-ipaddr\n\nThe python-iptables package has a bug which prevents it loading the <code>libxtwrapper.so</code> module. The following symbolic link fixes the load:\n\n ln -s /usr/lib/python2.7/dist-packages/libxtwrapper.x86_64-linux-gnu.so /usr/lib/python2.7/dist-packages/libxtwrapper.so\n\nNB: On Debian 9, you may need to create the <code>/usr/local/lib/python2.7/dist-packages</code> directory by hand.\n\n<code>setuptools</code> can be used to install the actual swabber daemon to <code>/usr/bin/swabberd.py</code>:\n\n python setup.py install\n\n\nThe <code>swabberd</code> file can be used as an init script if you're installing the package by hand.\n\n\nThe SystemD service file can be used to manage the swabber daemon. It can be installed as follows:\n\n Note: If you already had /etc/init.d/swabberd installed, it is recommended to remove this from\n all runlevels first.\n\n update-rc.d -f swabberd remove\n rm /etc/init.d/swabberd\n\n Install systemD swabber service:\n\n cp ../initscript/swabberd.service /lib/systemd/system/swabber.service\n\n systemctl enable swabber\n systemctl start swabber\n systemctl status swabber\n\n\n\nThe <code>banpub-faker.py</code> example publisher also requires the Tornado Python library which can be installed with:\n\n apt-get install python-tornado\n\n\niptables interface\n-------------\nThe following modules must be loaded on Debian wheezy:\n* ip_conntrack\n* iptable_filter\n* ipt_state\n\nSetup for your system will probably be different if you are on another distro, depending on how your kernel was compiled.\n\nConfiguration\n======\n/etc/swabber.yaml (or whatever you point to with <code>python swabberd.py -c conf/myconf.yaml</code> is where Swabber gets its configuration from.\n\nThere are currently only four configurable options:\n\nbantime: <integer>\n-------------\nThe number of seconds to hold a ban before unbanning a host. As of the time of writing, this is at the possibly sensible value of three hours. It is recommended you set this higher but beware of the ineviable overhead that comes from maintaining huge lists of bans. Setting a bantime of 0 will mean that bans will never be cleaned.\n\n[Currently](https://github.com/ldx/python-iptables/issues/38) python-iptables can encounter some CPU issues when iterating over huge lists of bans. /etc/hosts.deny can incur some overhead when a huge number of entries is present (64000 bans can incur .1s of connection delay, although a figure this large is not recommended).\n\npolltime: <integer>\n-------------\nHow often to check for existing bans to unban. The default of 60 is a relatively sane one, but if you need very short-term bans then changing this might be of use.\n\nbindstrings: [<ZMQ connection URI>...]\n-------------\nA list of strings to subscribe to bans on. This defaults to <code>[tcp://127.0.0.1:22620]</code> and won't really be required to be configured for day to day operations. Those who choose to hack around with Swabber may get some use out of this however. To use multiple applications with Swabber, use multiple bindstrings. Caution is __strongly__ advised when using strings with IP addresses other than 127.0.0.1 - Swabber offers no authentication on this interface by design and an attacker with half a brain will probably ban stuff for fun.\n\ninterface: <iptables match>\n-------------\n*iptables and iptables_cmd interfaces only*\n\nThis is the interface to issue ban rules for. Can be of the iptables match format- it already defaults to <code>+</code> which is a wildcard that matches all interface.\n\nbackend: hostsfile OR iptables OR iptables_cmd\n-------------\nBan hosts using /etc/hosts.deny, the python-iptables module or directly via iptables commands. See above for the explanation of the impact of this option.\n" }, { "alpha_fraction": 0.8611111044883728, "alphanum_fraction": 0.8611111044883728, "avg_line_length": 8, "blob_id": "16d8546a90df170ccbbbc9c42bb8b4e3235dc0e0", "content_id": "e457785da8d1ddf6228af2180e57d4720110ddb0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 36, "license_type": "no_license", "max_line_length": 15, "num_lines": 4, "path": "/requirements.txt", "repo_name": "equalitie/swabber", "src_encoding": "UTF-8", "text": "python-iptables\npyzmq\nipaddr\npyyaml\n" }, { "alpha_fraction": 0.600806474685669, "alphanum_fraction": 0.6431451439857483, "avg_line_length": 22.069766998291016, "blob_id": "a387d7efeabcf35fec90c5aa4291a4cc20b3a92e", "content_id": "9a3f06dc8bfeb7ea1ae1501bae2b261d9ee358e6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 992, "license_type": "no_license", "max_line_length": 58, "num_lines": 43, "path": "/src/banpub-faker.py", "repo_name": "equalitie/swabber", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\n__author__ = \"[email protected]\"\n\nimport zmq\nimport random\nfrom zmq.eventloop import ioloop, zmqstream\nimport time\n\nioloop.install()\n\ncontext = zmq.Context(1)\nsocket = context.socket(zmq.PUB)\n# Avoid killing the server with requests\n\nif \"RCVHWM\" in dir(zmq):\n socket.setsockopt(zmq.RCVHWM, 2000)\nif \"SNDHWM\" in dir(zmq):\n socket.setsockopt(zmq.SNDHWM, 2000)\nif \"HWM\" in dir(zmq):\n socket.setsockopt(zmq.HWM, 2000)\n\npublisher = zmqstream.ZMQStream(socket)\nsocket.bind(\"tcp://127.0.0.1:22620\")\n\ncounter = 0 \n\ndef publish():\n #print \"D:\"\n global counter\n counter += 1\n ip_to_ban = \"10.%d.%d.%d\" % (int(random.random() * 255),\n int(random.random() * 255),\n int(random.random() * 255))\n publisher.send_multipart((\"swabber_bans\", ip_to_ban))\n print ip_to_ban\n time.sleep(0.001)\n\ntry:\n ioloop.PeriodicCallback(publish, 5).start()\n ioloop.IOLoop.instance().start()\nexcept: \n print \"Banned %d times\" % counter\n" }, { "alpha_fraction": 0.563821017742157, "alphanum_fraction": 0.5915454030036926, "avg_line_length": 32.73147964477539, "blob_id": "ce0e3943cb26c5b45dba22ea6808eb5f40d51a0e", "content_id": "3a414c2ed60e7b3faa1d0e0ca86087c34f22e2bb", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3643, "license_type": "no_license", "max_line_length": 80, "num_lines": 108, "path": "/src/swabber/testing.py", "repo_name": "equalitie/swabber", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python \n\nimport unittest\nimport commands\nimport threading\nimport os\nimport time\n\nfrom banobjects import IPTablesCommandBanEntry\nfrom bancleaner import BanCleaner\nfrom banfetcher import BanFetcher\n\nBAN_IP = \"10.123.45.67\"\nBINDSTRING = [\"tcp://127.0.0.1:22620\"]\nINTERFACE = \"eth+\"\nBAN_BACKEND = \"iptables_cmd\"\n\nclass IPTablesCommandBanTests(unittest.TestCase):\n\n ''' Tests for the IPTables command-based ban objects.\n '''\n\n def test_ban(self):\n ''' Create a ban and remove it. '''\n\n ban = IPTablesCommandBanEntry(BAN_IP)\n ban.ban(interface=INTERFACE)\n\n status, output = commands.getstatusoutput(\"/sbin/iptables -L -n\")\n self.assertEqual(status, 0, \n msg=\"Failed to run iptables command: %s\" % output)\n self.assertIn(BAN_IP, output, msg=\"IP address not banned\")\n ban.unban(interface=INTERFACE)\n status, output = commands.getstatusoutput(\"/sbin/iptables -L -n\")\n self.assertNotIn(BAN_IP, output, msg=\"IP address was not unbanned\")\n\n def test_whitelist_ip(self):\n ''' Test the whitelisting of a single IP ''' \n \n lock = threading.Lock()\n ban_fetcher = BanFetcher(BINDSTRING, INTERFACE,\n BAN_BACKEND, [\"10.0.220.1\", \"10.0.222.1/24\"],\n lock)\n # An address that shouldn't be banned\n self.assertFalse(\n ban_fetcher.subscription((\"swabber_bans\", \"10.0.220.1\")), \n msg=\"IP that should have been whitelisted was banned!\")\n\n def test_whitelist_network(self): \n ''' Test the whitelisting of a whole network '''\n\n lock = threading.Lock()\n ban_fetcher = BanFetcher(BINDSTRING, INTERFACE,\n BAN_BACKEND, [\"10.0.220.1\", \"10.0.222.1/24\"],\n lock)\n # An address in a network that shouldn't be banned\n self.assertFalse(\n ban_fetcher.subscription((\"swabber_bans\", \"10.0.222.3\")), \n msg=\"IP in a network that should have been whitelisted was banned!\")\n\n def test_whitelist_notwhitelisted(self): \n ''' Test the unwhitelisting of an IP to ensure it isn't whitelisted '''\n\n lock = threading.Lock()\n ban_fetcher = BanFetcher(BINDSTRING, INTERFACE,\n BAN_BACKEND, [\"10.0.220.1\", \"10.0.222.1/24\"],\n lock)\n\n # An address that should be banned\n self.assertTrue(\n ban_fetcher.subscription((\"swabber_bans\", \"10.0.220.2\")), \n msg=\"Unwhitelisted IP was whitelisted\")\n\n # clean up after ourselves\n ban = IPTablesCommandBanEntry(\"10.0.220.2\")\n ban.unban(interface=INTERFACE)\n\nclass CleanTests(unittest.TestCase):\n\n ''' Test the bancleaner object '''\n\n def test_clean(self):\n ''' Test the cleaning of bans after a very short time window '''\n\n ban_len = 1\n ban = IPTablesCommandBanEntry(BAN_IP)\n ban.ban(INTERFACE)\n time.sleep(ban_len*2)\n\n cleaner = BanCleaner(ban_len, BAN_BACKEND, threading.Lock(), INTERFACE)\n cleaner.clean_bans(INTERFACE)\n\n status, output = commands.getstatusoutput(\"/sbin/iptables -L -n\")\n self.assertEqual(status, 0, \n msg=\"Failed to run iptables command: %s\" % output)\n self.assertNotIn(BAN_IP, output, msg=\"Ban was not reset by cleaner\")\n\ndef main():\n ''' Run some tests boyo '''\n\n if os.getuid() != 0:\n print \"Tests must be run as root\"\n raise SystemExit\n else:\n unittest.main()\n\nif __name__ == '__main__':\n main()\n" }, { "alpha_fraction": 0.6056381464004517, "alphanum_fraction": 0.6214374303817749, "avg_line_length": 26.355932235717773, "blob_id": "ab6e5591dda180a649add432820a9e52c77b05b3", "content_id": "b600ed752e144af7d6eadc364d685f27feeb274e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3228, "license_type": "no_license", "max_line_length": 120, "num_lines": 118, "path": "/src/herp2derp.py", "repo_name": "equalitie/swabber", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\n'''herp2derp\n github.com/nosmo/misc/herp2derp.py\n\n A crap tribute to fail2ban on a lower level.\n\n Useful for banning malicious attackers against services where\n long-lasting connection-occupying attacks are in use and you\n can't/don't want to/dont have time to limit connections or implement\n suitable firewall rules.\n\n Checks TCP socket connections over a time window. If the number of\n connections over the time window is greater than a threshold value,\n the IP address is banned, either using swabber's ban creation/expiry\n system or using iptables commands directly.\n\n'''\n\nimport struct\nimport time\nimport socket\nimport collections\nimport commands\n\ntry:\n import zmq\nexcept ImportError as e:\n pass\n\nTIME_WINDOW = 60\nCONN_THRESHOLD = 100\nBAN_ENGINE = \"echo\"\n\nhitcounter = collections.defaultdict(list)\n\nmyip = \"10.0.0.1\"\n\nwhitelist = [\n myip,\n \"127.0.0.1\",\n \"0.0.0.0\"\n ]\n\ndef parse_line(section):\n interesting_part = section[:12]\n sl, local_address, rem_address, st, tx_queue, rx_queue, tr, tmwhen, retrnsmt, uid, timeout, inode = interesting_part\n\n local_address, local_port = local_address.split(\":\")\n local_address = socket.inet_ntoa(struct.pack(\"<L\", int(local_address,16)))\n local_port = int(local_port, 16)\n rem_address, rem_port = rem_address.split(\":\")\n rem_address = socket.inet_ntoa(struct.pack(\"<L\", int(rem_address,16)))\n rem_port = int(rem_port, 16)\n return rem_address, rem_port\n\ndef ban_echo(ip):\n ban_rule = \"iptables -I INPUT -j DROP -s %s\" % ip\n print ban_rule\n return True\n\ndef ban_iptables(ip):\n ban_rule = \"iptables -I INPUT -j DROP -s %s\" % ip\n status, output = commands.getstatusoutput(ban_rule)\n return True if not status else False\n\ndef ban_swabber(ip):\n if not zmq:\n raise SystemExit(\"swabber engine enabled but zmq not available!\")\n\n context = zmq.Context()\n socket = context.socket(zmq.PUB)\n socket.connect(\"tcp://127.0.0.1:22620\")\n socket.send_multipart((\"swabber_bans\", ip))\n socket.close()\n return True\n\nbanner = {\"echo\": ban_echo,\n \"iptables\": ban_iptables,\n \"swabber\": ban_swabber}\nban = banner[BAN_ENGINE]\n\ndef main():\n\n timetaken = 0\n\n while True:\n with open(\"/proc/net/tcp\") as net_f:\n connectiondata = [ i.strip().split() for i in net_f.read().strip().split(\"\\n\") ]\n\n for section in connectiondata:\n if \"local_address\" in section:\n # skip the header\n continue\n\n rem_address, rem_port = parse_line(section)\n\n if rem_address == myip or rem_address in whitelist:\n continue\n now = time.time()\n hitcounter[rem_address].append(now)\n\n if timetaken % 60 == 0:\n for ip, dates in hitcounter.iteritems():\n # filter out expired hits\n dates = [ date for date in dates if (time.time() - date) > TIME_WINDOW ]\n\n for ip, dates in hitcounter.iteritems():\n if len(dates) > CONN_THRESHOLD:\n ban(ip)\n\n timetaken = 0\n\n timetaken += 1\n time.sleep(1)\n\nif __name__ == \"__main__\":\n main()\n" }, { "alpha_fraction": 0.5624021887779236, "alphanum_fraction": 0.5668137073516846, "avg_line_length": 29.955947875976562, "blob_id": "552487a9b73b314903e1e8ef056765934ede0eec", "content_id": "9918e9ebaff9abcc649bd023eaa782534ae162e1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7027, "license_type": "no_license", "max_line_length": 152, "num_lines": 227, "path": "/src/swabber/banobjects.py", "repo_name": "equalitie/swabber", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\n__author__ = \"[email protected]\"\n\nimport iptc\nimport time\nimport commands\nimport logging\nimport hostsfile\n\ndef get_iptables_version():\n status, output = commands.getstatusoutput('/sbin/iptables --version')\n if status != 0:\n return None\n version = output.strip().split(\" \")[1]\n if version.startswith(\"v\"):\n version = version[1:]\n return [ int(i) for i in version.split(\".\") ]\n\nIPTABLES_VERSION = get_iptables_version()\n\ndef iptables_has_wait():\n introduced_in = [1, 4, 20]\n if not IPTABLES_VERSION:\n return False\n if IPTABLES_VERSION[0] > introduced_in[0]:\n return True\n elif IPTABLES_VERSION[1] > introduced_in[1]:\n return True\n elif IPTABLES_VERSION[2] >= introduced_in[2]:\n return True\n else:\n return False\n\nclass IPTablesCommandBanEntry(object):\n\n fault_exception = Exception\n\n def __init__(self, ipaddress):\n self.ipaddress = ipaddress\n self.banstart = None\n\n self.new_ban = True\n\n for rule, start in self.list().iteritems():\n if rule == self.ipaddress:\n self.banstart = int(start)\n self.new_ban = False\n\n @staticmethod\n def list(timelimit=None, wait=True):\n # timelimit - limit the listing to entries in the list\n # $timelimit seconds\n\n # wait - use the iptables wait to get a lock for listing. Will\n # slow down some operations, but means they will definitely\n # happen. Has no effect if iptables doesn't support it.\n\n iptables_command = \"/sbin/iptables -L -n\"\n if wait and iptables_has_wait():\n iptables_command += \" -w\"\n\n rulesdict = {}\n status, output = commands.getstatusoutput(iptables_command)\n if status:\n # This usually indicates that there's an xtables lock\n logging.error(\"Couldn't list iptables rules! %s\", output)\n return rulesdict\n\n droprules = [ i for i in output.split(\"\\n\") if i.startswith(\"DROP\") and \"swabber\" in i ]\n for rule in droprules:\n action, proto, opt, src, dest, _, swabber, _ = rule.split()\n if \":\" not in swabber:\n raise Exception(\"Malformed swabber rule in iptables! %s\" % swabber)\n _, start = swabber.split(\":\")\n start = int(start.strip())\n if not timelimit or (timelimit and (time.time() - start > timelimit)):\n rulesdict[src] = start\n\n return rulesdict\n\n def ban(self, interface=None, wait=True):\n interface_section = \"-i %s\" % interface if interface else \"\"\n\n now = int(time.time())\n iptables_command = (\"iptables -I INPUT -s %s %s -j DROP -m comment\"\n \" --comment \\\"swabber:%d\\\"\") % (\n self.ipaddress, interface_section, now)\n\n if wait and iptables_has_wait():\n iptables_command += \" -w\"\n\n status, output = commands.getstatusoutput(iptables_command)\n self.banstart = now\n\n if status:\n raise Exception(\"Couldn't set iptables rule for %s (command %s): %s\" % (\n self.ipaddress, command, output))\n return True\n\n def unban(self, interface=None, wait=True):\n interface_section = \"-i %s\" % interface if interface else \"\"\n\n iptables_command = \"iptables -D INPUT -s %s -j DROP -m comment --comment \\\"swabber:%d\\\" %s\" % (self.ipaddress, self.banstart, interface_section)\n if wait and iptables_has_wait():\n iptables_command += \" -w\"\n\n status, output = commands.getstatusoutput(iptables_command)\n if status:\n raise Exception(\"failed to unban IP %s: %s command %s\" % (self.ipaddress, output, iptables_command))\n return True\n\n def __repr__(self):\n return \"<BanEntry('%s', %s)>\" % (self.ipaddress,\n self.banstart)\n\nclass HostsBanEntry(object):\n\n fault_exception = IOError\n\n def __init__(self, ipaddress):\n self.hostsfile = hostsfile.HostsDeny()\n self.ipaddress = ipaddress\n self.banstart = None\n self.new_ban = True\n if ipaddress in self.hostsfile:\n hostsfileentry = self.hostsfile[ipaddress]\n if hostsfileentry[2] and \"swabber\" in hostsfileentry[2]:\n self.banstart = int(hostsfileentry[2].split(\":\")[1])\n self.new_ban = False\n\n def ban(self, interface=None):\n #interface is a dummy\n self.banstart = int(time.time())\n comment = \"swabber:%s\" % self.banstart\n self.hostsfile.add(self.ipaddress, comment=comment)\n\n return True\n\n def unban(self):\n self.hostsfile -= self.ipaddress\n\n def __repr__(self):\n return \"<BanEntry('%s', %s)>\" % (self.ipaddress,\n self.banstart)\n\nclass IPTCBanEntry(object):\n\n fault_exception = iptc.IPTCError\n\n def __init__(self, ipaddress):\n self.ipaddress = ipaddress\n\n table = iptc.Table(iptc.Table.FILTER, autocommit=False)\n chain = iptc.Chain(table, \"INPUT\")\n self.rule = None\n self.banstart = None\n self.new_ban = True\n\n rules = chain.rules\n for rule in rules:\n if rule.src == \"%s/255.255.255.255\" % self.ipaddress:\n if rule.matches:\n comment = rule.matches[0].comment\n #TODO regexp matching\n if \"swabber:\" in comment:\n self.chain = chain\n self.rule = rule\n self.banstart = int(comment.split(\":\")[1].strip('\"'))\n self.new_ban = False\n\n #if not self.rule and not self.banstart:\n # # We're a new rule\n # self.banstart = int(time.time())\n\n if not self.rule:\n self.table = None\n self.chain = None\n\n #TODO\n #@staticmethod\n #def _static_ban(ban, interface):\n\n def ban(self, interface):\n self.banstart = int(time.time())\n\n self.table = iptc.Table(iptc.Table.FILTER, autocommit=False)\n self.chain = iptc.Chain(table, \"INPUT\")\n rule = iptc.Rule()\n rule.in_interface = interface\n rule.src = self.ipaddress\n target = iptc.Target(rule, \"DROP\")\n rule.target = target\n\n rulecomment = rule.create_match(\"comment\")\n rulecomment.comment = \"swabber:%s\" % self.banstart\n\n self.rule = rule\n\n self.chain.insert_rule(rule)\n self.table.commit()\n\n return True\n\n def unban(self):\n if not self.rule:\n return False\n self.chain.delete_rule(self.rule)\n return True\n\n def __repr__(self):\n return \"<BanEntry('%s', %s)>\" % (self.ipaddress,\n self.banstart)\n\nentries = {\n \"iptables_cmd\": IPTablesCommandBanEntry,\n \"iptables\": IPTCBanEntry,\n \"hostsfile\": HostsBanEntry\n }\n\nBanEntry = IPTablesCommandBanEntry\n\ndef main():\n pass\n\nif __name__ == \"__main__\":\n main()\n" }, { "alpha_fraction": 0.5550288558006287, "alphanum_fraction": 0.5632728934288025, "avg_line_length": 32.46207046508789, "blob_id": "2942398c596ae8e400022f205c4211b19b1a293c", "content_id": "f3ef8e712c505eaedde7b15b5f7adac50f77918b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4852, "license_type": "no_license", "max_line_length": 94, "num_lines": 145, "path": "/src/swabber/banfetcher.py", "repo_name": "equalitie/swabber", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\n__author__ = \"[email protected]\"\n\nimport zmq\nimport ipaddr\nfrom zmq.eventloop import ioloop, zmqstream\n\nimport datetime\nimport logging\nimport re\nimport sys\nimport threading\n\nimport banobjects\n\nBIND_STRINGS = [\"tcp://127.0.0.1:22620\"]\n\nclass BanFetcher(threading.Thread):\n\n #TODO make lock optional\n def __init__(self, bindstrings,\n interface, backend,\n whitelist, lock):\n self.bindstrings = bindstrings\n self.interface = interface\n self.backend = backend\n self.ban_object = banobjects.entries[backend]\n\n self.whitelist = {\"networks\": [], \"addresses\": []}\n for entry in whitelist:\n if \"/\" in entry:\n # This check sucks but it'll do for now. ipaddr will\n # throw a suitable exception if this doesn't work\n self.whitelist[\"networks\"].append(ipaddr.IPNetwork(entry))\n else:\n self.whitelist[\"addresses\"].append(ipaddr.IPAddress(entry))\n\n self.sockets = {}\n\n for bindstring in bindstrings:\n\n context = zmq.Context()\n self.sockets[bindstring] = context.socket(zmq.SUB)\n subscriber = zmqstream.ZMQStream(self.sockets[bindstring])\n\n if hasattr(zmq, \"RCVHWM\"):\n self.sockets[bindstring].setsockopt(zmq.RCVHWM, 2000)\n if hasattr(zmq, \"SNDHWM\"):\n self.sockets[bindstring].setsockopt(zmq.SNDHWM, 2000)\n if hasattr(zmq, \"HWM\"):\n self.sockets[bindstring].setsockopt(zmq.HWM, 2000)\n\n # SWAP is removed in zmq :(\n if hasattr(zmq, \"SWAP\"):\n self.sockets[bindstring].setsockopt(zmq.SWAP, 200*2**10)\n\n self.sockets[bindstring].setsockopt(zmq.SUBSCRIBE, \"swabber_bans\")\n self.sockets[bindstring].connect(bindstring)\n subscriber.on_recv(self.subscription)\n\n self.iptables_lock = lock\n\n threading.Thread.__init__(self)\n self.daemon = True\n\n def subscription(self, message):\n if len(message) != 2:\n logging.debug(\"ZMQ received invalid message: %s\", message)\n return False\n\n action, ipaddress = message\n\n ipaddress = ipaddress.strip()\n ipmatch = re.compile(\"^\\d{1,3}\\.\\d{1,3}\\.\\d{1,3}\\.\\d{1,3}$\")\n if not ipmatch.match(ipaddress):\n logging.error(\"Failed to validate IP address %s - rejecting\", ipaddress)\n return False\n\n ipaddr_obj = ipaddr.IPAddress(ipaddress)\n for network in self.whitelist[\"networks\"]:\n if ipaddr_obj in network:\n logging.info(\"Not banning IP %s because it is in whitelisted network %s\",\n ipaddress, str(network))\n return False\n for whitelist_ip in self.whitelist[\"addresses\"]:\n if ipaddr_obj == whitelist_ip:\n logging.info(\"Not banning IP %s because it is whitelisted\", ipaddress)\n return False\n\n if action == \"swabber_bans\":\n logging.debug(\"Received ban for %s\", message[1])\n thenow = datetime.datetime.now()\n\n with self.iptables_lock:\n ban = self.ban_object(ipaddress)\n logging.debug(\"Created banentry for %s\", ipaddress)\n\n logging.debug(\"Fetcher got iptables lock\")\n try:\n if ban.new_ban:\n logging.info(\"Created ban for %s\", ipaddress)\n ban.ban(self.interface)\n else:\n oldstart = ban.banstart\n ban.unban(self.interface)\n ban.ban(self.interface)\n newstart = ban.banstart\n logging.info(\"Extended ban for %s from %d to %d\", ipaddress,\n oldstart, newstart)\n\n except self.ban_object.fault_exception as e:\n logging.error(\"Failed to initialise ban - do we lack permissions?: %s\", e)\n\n else:\n logging.error(\"Got an invalid message header: %s\", message)\n return False\n return True\n\n def stop_running(self):\n self.loop.stop()\n\n def run(self):\n self.loop = ioloop.IOLoop.instance()\n self.loop.start()\n\ndef main():\n verbose = False\n\n if verbose:\n mainlogger = logging.getLogger()\n\n logging.basicConfig(level=logging.DEBUG)\n ch = logging.StreamHandler(sys.stdout)\n ch.setLevel(logging.DEBUG)\n formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')\n ch.setFormatter(formatter)\n mainlogger.addHandler(ch)\n\n bfetcher = BanFetcher(BIND_STRINGS[0], \"eth+\", \"iptables\", threading.Lock())\n bfetcher.run()\n\nif __name__ == \"__main__\":\n\n main()\n" }, { "alpha_fraction": 0.5656141638755798, "alphanum_fraction": 0.5698146224021912, "avg_line_length": 30.66972541809082, "blob_id": "ba33c8da0ae1d1bfb1bbb73fb37878aa724bb08e", "content_id": "59e9aaac34a229ad003c5986591942d1fb3b37a2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6904, "license_type": "no_license", "max_line_length": 93, "num_lines": 218, "path": "/src/swabberd", "repo_name": "equalitie/swabber", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\n\n\"\"\"\n\n Swabber is a daemon for management of IP bans. The bans are\naccepted over a 0mq interface (or interfaces) and are expired after a\nperiod of time.\n\nI wrote this code in a simpler time, and now I am quite ashamed\nof a lot of it. It all needs a rewrite.\n\n\"\"\"\n\n__author__ = \"[email protected]\"\n\nfrom swabber import BanCleaner\nfrom swabber import BanFetcher\n\nimport yaml\n\nimport logging\nimport logging.handlers\nimport optparse\nimport os\nimport signal\nimport sys\nimport time\nimport threading\nimport traceback\n\nBACKENDS = [\"iptables\", \"hostsfile\", \"iptables_cmd\"]\n\nDEFAULT_CONFIG = {\n \"bantime\": 120,\n \"bindstrings\": [\"tcp://127.0.0.1:22620\"],\n \"polltime\": 60,\n \"interface\": \"eth+\",\n \"backend\": \"iptables\",\n \"whitelist\": [],\n \"logpath\": \"/var/log/swabber.log\"\n}\n\ndef daemon_setup():\n # First fork\n try:\n pid = os.fork()\n if pid > 0:\n # exit first parent\n sys.exit(0)\n except OSError, e:\n sys.stderr.write(\"fork #1 failed: %d (%s)\\n\" % (e.errno, e.strerror))\n sys.exit(1)\n\n # Don't hang onto any files accidentally\n os.chdir(\"/\")\n # Decouple from our environment\n os.setsid()\n os.umask(0)\n\ndef get_config(configpath):\n '''Load the configuration file and update the defaults dictionary\n with any information included in it.\n\n Returns the configuration as a dictionary.\n\n '''\n\n config = DEFAULT_CONFIG\n\n with open(configpath) as config_h:\n config.update(yaml.safe_load(config_h.read()))\n\n if config[\"backend\"] not in BACKENDS:\n raise ValueError(\"%s is not in backends: %s\",\n config[\"backend\"],\n \", \".join(BACKENDS))\n return config\n\nclass Swabberd(object):\n\n def __init__(self, config, configpath): \n self.config = config\n self.configpath = configpath\n self.banner = None\n self.cleaner = None\n\n self.run_threads()\n \n def run_threads(self):\n\n '''Start the individual threads for cleaner and fetcher. Catches\n SIGTERM.\n\n Args:\n config: a dictionary of the loaded YAML config\n configpath: a string containing the path to the config\n\n Returns nothing at the moment.\n\n '''\n\n #TODO make iptables_lock optional\n iptables_lock = threading.Lock()\n\n # To control execution of cleaner\n self.running = True\n\n if self.config[\"bantime\"] != 0:\n self.cleaner = BanCleaner(self.config[\"bantime\"], self.config[\"backend\"],\n iptables_lock, self.config[\"interface\"])\n self.banner = BanFetcher(self.config[\"bindstrings\"],\n self.config[\"interface\"], self.config[\"backend\"],\n self.config[\"whitelist\"], iptables_lock)\n\n def handle_signal(signum, frame):\n if signum in [signal.SIGINT, signal.SIGTERM]:\n self.banner.stop_running()\n if self.config[\"bantime\"]:\n self.running = False\n if signum == signal.SIGINT:\n logging.warning(\"Closing on SIGINT (KeyboardInterrupt)\")\n else:\n logging.warning(\"Closing on SIGTERM\")\n\n elif signum == signal.SIGHUP:\n config = get_config(self.configpath)\n self.banner.stop_running()\n self.banner = BanFetcher(self.config[\"bindstrings\"],\n self.config[\"interface\"], self.config[\"backend\"],\n self.config[\"whitelist\"], iptables_lock)\n if self.cleaner:\n self.cleaner = BanCleaner(self.config[\"bantime\"], self.config[\"backend\"],\n iptables_lock, self.config[\"interface\"])\n self.banner.start()\n logging.info(\"Reloaded config\")\n\n signal.signal(signal.SIGINT, handle_signal)\n signal.signal(signal.SIGTERM, handle_signal)\n signal.signal(signal.SIGHUP, handle_signal)\n\n try:\n self.banner.start()\n logging.warning(\"Started running banner\")\n except Exception as e:\n print \"Unhandled exception %s\" % e\n logging.error(\"Swabber exiting on unhandled exception %s!\", str(e))\n self.banner.stop_running()\n\n while self.running:\n if self.config[\"bantime\"] == 0:\n # We only have one thread so we'll have to just do this dumb sleep here.\n time.sleep(0.1)\n else:\n try:\n self.cleaner.clean_bans(self.config[\"interface\"])\n time.sleep(self.config[\"polltime\"])\n except Exception as exc:\n logging.error(\"Uncaught exception in cleaner! %s\", str(exc))\n traceback.print_exc()\n\ndef main():\n\n parser = optparse.OptionParser()\n parser.add_option(\"-v\", \"--verbose\", dest=\"verbose\",\n help=\"Be verbose in output, don't daemonise\",\n action=\"store_true\")\n parser.add_option(\"-F\", \"--force\", dest=\"forcerun\",\n help=\"Try to run when not root\",\n action=\"store_true\")\n\n parser.add_option(\"-c\", \"--config\",\n action=\"store\", dest=\"configpath\",\n default=\"/etc/swabber.yaml\",\n help=\"alternate path for configuration file\")\n\n (options, args) = parser.parse_args()\n config = get_config(options.configpath)\n\n if options.verbose:\n mainlogger = logging.getLogger()\n\n logging.basicConfig(level=logging.DEBUG)\n ch = logging.StreamHandler(sys.stdout)\n ch.setLevel(logging.DEBUG)\n ch.setFormatter(logging.Formatter(\n 'swabber (%(process)d): %(levelname)s %(message)s'))\n mainlogger.addHandler(ch)\n else:\n # Set up logging\n logger = logging.getLogger()\n logger.setLevel(logging.INFO)\n logfile_handler = logging.handlers.WatchedFileHandler(config[\"logpath\"])\n logfile_handler.setFormatter(logging.Formatter(\n 'swabber (%(process)d) %(asctime)s: %(levelname)s %(message)s'))\n logger.addHandler(logfile_handler)\n\n if os.getuid() != 0 and not options.forcerun:\n sys.stderr.write(\"Not running as I need root access - use -F to force run\\n\")\n sys.exit(1)\n\n if not os.path.isfile(options.configpath):\n sys.stderr.write(\"Couldn't load config file %s!\\n\" % options.configpath)\n sys.exit(1)\n\n if not options.verbose:\n\n daemon_setup()\n\n with open(\"/var/run/swabberd.pid\", \"w\") as mypid:\n mypid.write(str(os.getpid()))\n\n logging.info(\"Starting swabber in daemon mode\")\n\n s = Swabberd(config, options.configpath)\n\n\nif __name__ == \"__main__\":\n main()\n" }, { "alpha_fraction": 0.5058889389038086, "alphanum_fraction": 0.5118713974952698, "avg_line_length": 27.75806427001953, "blob_id": "21e5d3f5f37b582676a56eb8d3d7971ba9eeeed0", "content_id": "3fc52b3630ae84b9aaf3d7301cdd6e15d7a4e198", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5349, "license_type": "no_license", "max_line_length": 75, "num_lines": 186, "path": "/src/swabber/hostsfile.py", "repo_name": "equalitie/swabber", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\nimport os\n\nclass HostsFile(object):\n\n def __init__(self, path, buffer_writes=0):\n\n self.filepath = path\n self.hosts_data = None\n self.buffer_writes = buffer_writes\n\n if buffer_writes:\n self.buffer = []\n else:\n self.buffer = None\n\n def __load_data(self):\n linedata = []\n with open(self.filepath, \"r\") as fileobj:\n for line in fileobj.read().split(\"\\n\"):\n if line.startswith(\"#\"):\n continue\n\n linesplit = line.split()\n if len(linesplit) == 2:\n # No comment\n linesplit.append(None)\n if linesplit:\n linedata.append(linesplit)\n return linedata\n\n @staticmethod\n def __render_entry(linesplit):\n commentstr = \"\"\n\n if linesplit[2] and not linesplit[2].startswith(\"#\"):\n commentstr = \"#%s\" % linesplit[2]\n elif linesplit[2]:\n commenstr = linesplit[2]\n\n return \"%s %s %s\" % (\n linesplit[0],\n linesplit[1],\n commentstr\n )\n\n def add(self, ipaddress, bantype=\"ALL\", comment=None):\n self.hosts_data = self.__load_data()\n bantype = \"%s:\" % bantype\n lineentry = self.__render_entry([bantype, ipaddress, comment])\n\n # if entry is the same, do nothing\n if [bantype, ipaddress, comment] in self.hosts_data:\n return self\n\n # if entry exists, update/replace.\n for index, entry in enumerate(self.hosts_data):\n if entry[1] == ipaddress:\n self.hosts_data[index][0] = bantype\n self.hosts_data[index][2] = comment\n return self\n\n if self.buffer_writes:\n self.buffer.append(lineentry)\n\n # finally, just add it\n if not self.buffer_writes:\n with open(self.filepath, \"a\") as fileobj:\n fileobj.write(\n \"%s\\n\" % lineentry\n )\n elif self.buffer_writes and len(self.buffer) >= self.buffer_writes:\n print \"Paging out writes\"\n for entry in self.buffer:\n with open(self.filepath, \"a\") as fileobj:\n fileobj.write(\n \"%s\\n\" % entry\n )\n\n self.hosts_data += [bantype, ipaddress, comment]\n\n #TODO: return something better\n return self\n\n def __add__(self, ipaddress):\n self.hosts_data = self.__load_data()\n comment = None\n bantype = \"%s:\" % \"ALL\"\n lineentry = self.__render_entry([bantype, ipaddress, comment])\n\n # finally, just add it\n with open(self.filepath, \"a\") as fileobj:\n fileobj.write(\n \"%s\\n\" % lineentry\n )\n self.hosts_data = [bantype, ipaddress, comment]\n\n #TODO: return something better\n return self\n\n def __sub__(self, ipaddress):\n out_data = []\n self.hosts_data = self.__load_data()\n for line in self.hosts_data:\n if line[1] != ipaddress:\n out_data.append(line)\n\n with open(self.filepath, \"w\") as fileobj:\n for out_line in out_data:\n fileobj.write(\"%s\\n\" % self.__render_entry(out_line))\n\n self.hosts_data = out_data\n #TODO: return something better\n return self\n\n def __contains__(self, ipaddress):\n self.hosts_data = self.__load_data()\n for line in self.hosts_data:\n if len(line) > 1 and line[1] == ipaddress:\n return True\n return False\n\n def __len__(self):\n num_lines = 0\n self.hosts_data = self.__load_data()\n for line in self.hosts_data:\n if not line[0].startswith(\"#\"):\n num_lines += 1\n return num_lines\n\n def __iter__(self):\n self.hosts_data = self.__load_data()\n for line in self.hosts_data:\n yield line\n\n def __nonzero__(self):\n if self.__len__() > 0:\n return True\n else:\n return False\n\n #TODO __setitem__\n def __getitem__(self, ipaddress):\n self.hosts_data = self.__load_data()\n for line in self.hosts_data:\n if len(line) > 1 and line[1] == ipaddress:\n return line\n return None\n\n def __bool__(self):\n return self.__nonzero__()\n\nclass HostsDeny(HostsFile):\n\n def __init__(self, buffer_writes=0):\n HostsFile.__init__(self, \"/etc/hosts.deny\",\n buffer_writes=buffer_writes)\n\nclass HostsAllow(HostsFile):\n\n def __init__(self, buffer_writes=0):\n HostsFile.__init__(self, \"/etc/hosts.allow\",\n buffer_writes=buffer_writes)\n\nif __name__ == \"__main__\":\n # this should be a unit test oh well\n a = HostsFile(\"./hosts.deny\")\n sought = \"218.108.85.250\"\n print len(a)\n if sought in a:\n print \"%s is in the file\" % sought\n else:\n print \"%s is not in the file\" % sought\n\n a -= sought\n if sought in a:\n print \"%s is in the file\" % sought\n else:\n print \"%s is not in the file\" % sought\n\n a += sought\n if sought in a:\n print \"%s is in the file\" % sought\n else:\n print \"%s is not in the file\" % sought\n" }, { "alpha_fraction": 0.615541934967041, "alphanum_fraction": 0.6196318864822388, "avg_line_length": 30.54838752746582, "blob_id": "ed41841f05a31e80fad518a46f8fc828141b8878", "content_id": "ad89f2616a95a75b0dae29dbdb576730bb949b68", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 978, "license_type": "no_license", "max_line_length": 76, "num_lines": 31, "path": "/src/setup.py", "repo_name": "equalitie/swabber", "src_encoding": "UTF-8", "text": "import os\nfrom setuptools import setup\n\nsetup(\n name = \"swabber\",\n version = \"1.4.0\",\n author = \"Hugh Nowlan\",\n author_email = \"[email protected]\",\n description = \"Pubsub-based host banning interface\",\n license = \"N(C)\",\n keywords = \"iptables banning pubsub\",\n url = \"http://github.com/equalitie/swabber\",\n packages=['swabber'],\n install_requires=[\n \"python-iptables\",\n \"pyzmq\",\n \"ipaddr\",\n \"pyyaml\"\n ],\n classifiers=[\n \"Development Status :: 5 - Production/Stable\",\n \"Topic :: Security\",\n \"Intended Audience :: System Administrators\",\n ],\n scripts = [\"swabberd\"],\n # Not distributing configuration and init script with the package\n # because data_files is fucking USELESS. Can't rename files, can't\n # address files with a relative path, must have the init script with the\n # same name as the actual script getting installed into bin/. Fuck\n # that, fuck off, fuck computers.\n )\n" } ]
12
rakesht2499/ip_model
https://github.com/rakesht2499/ip_model
feea51ad8562e9e6614d555cecb39732937c0a84
951bef164fed2ae9142bff0f9f5b98b45e0fc2a1
e040bdc04bf124cfcd693b3add2786d9137d7367
refs/heads/master
2022-09-21T16:50:25.327634
2020-06-06T14:35:06
2020-06-06T16:24:32
251,326,314
5
0
Apache-2.0
2020-03-30T14:14:17
2020-06-03T18:51:09
2020-06-03T22:19:11
Python
[ { "alpha_fraction": 0.6281945705413818, "alphanum_fraction": 0.6574608683586121, "avg_line_length": 41.561405181884766, "blob_id": "e194ea70d918bd9f6760ce98ec75d06de40ae493", "content_id": "50a29d3abc6058c0d2a5d4dc1cdca4ca741cba1b", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2426, "license_type": "permissive", "max_line_length": 91, "num_lines": 57, "path": "/tests/test_exceptions_ipv4.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "from ip_model.Exceptions import InvalidIpException\nfrom ip_model.Ipv4 import Ipv4\nfrom ip_model.tests.Exceptions import Exceptions\n\nimport pytest\n\n\nclass TestExceptionsIpv4(Exceptions):\n tree = Ipv4()\n ip1 = \"192.168.0.153\"\n ip2 = \"192.18.1.3\"\n invalid_ip1 = \"153.5.46\"\n invalid_ip2 = \"192.5.46.375\"\n invalid_cidr = \"23.23.43.0/20\"\n\n def test_throw_invalid_ip(self):\n with pytest.raises(InvalidIpException) as exception:\n self.tree.add(self.invalid_ip1)\n assert f\"{self.invalid_ip1} is not a proper Ipv4 address\" == str(exception.value)\n\n with pytest.raises(InvalidIpException) as exception:\n self.tree.add(self.invalid_ip2)\n assert f\"{self.invalid_ip2} is not a proper Ipv4 address\" == str(exception.value)\n\n def test_no_arg_passed(self):\n with pytest.raises(TypeError) as type_error:\n self.tree.add()\n assert \"add() takes exactly one argument (0 given)\" == str(type_error.value)\n with pytest.raises(TypeError) as type_error:\n self.tree.remove()\n assert \"remove() takes exactly one argument (0 given)\" == str(type_error.value)\n with pytest.raises(TypeError) as type_error:\n self.tree.is_present()\n assert \"is_present() takes exactly one argument (0 given)\" == str(type_error.value)\n\n def test_too_many_arguments(self):\n with pytest.raises(TypeError) as type_error:\n self.tree.add(self.ip1, self.ip2)\n assert \"add() takes exactly one argument (2 given)\" == str(type_error.value)\n\n with pytest.raises(TypeError) as type_error:\n self.tree.remove(self.ip1, self.ip2)\n assert \"remove() takes exactly one argument (2 given)\" == str(type_error.value)\n\n with pytest.raises(TypeError) as type_error:\n self.tree.is_present(self.ip1, self.ip2)\n assert \"is_present() takes exactly one argument (2 given)\" == str(type_error.value)\n\n def test_add_cidr_exceptions(self):\n with pytest.raises(InvalidIpException) as exception:\n self.tree.add_cidr(self.invalid_cidr)\n assert f\"{self.invalid_cidr} is not a proper CIDR\" == str(exception.value)\n\n def test_remove_cidr_exceptions(self):\n with pytest.raises(InvalidIpException) as exception:\n self.tree.remove_cidr(self.invalid_cidr)\n assert f\"{self.invalid_cidr} is not a proper CIDR\" == str(exception.value)\n" }, { "alpha_fraction": 0.5143800377845764, "alphanum_fraction": 0.5261669158935547, "avg_line_length": 28.45833396911621, "blob_id": "4172740a592eaf14b0106229d4ca93175e202100", "content_id": "182cb924d30c0acb76a3356c1eeed63668b7d29a", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2121, "license_type": "permissive", "max_line_length": 99, "num_lines": 72, "path": "/util/Validator.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "\"\"\"\n@Copyrights 2020 Rakesh Kumar T\ngithub: rakesht2499\n\"\"\"\n\nfrom ip_model.Exceptions import InvalidIpException\nfrom ipaddress import ip_network, ip_address\n\n\ndef _argument_error(f, *args):\n if len(args) != 2:\n type_error = \"{}() takes exactly one argument ({} given)\".format(f.__name__, len(args) - 1)\n raise TypeError(type_error)\n\n\ndef _instance_error(ip):\n if not isinstance(ip, str):\n type_error = \"Expected 'str' not {}\".format(str(type(ip)))\n raise TypeError(type_error)\n\n\nclass Validator:\n @staticmethod\n def validate(f):\n def validate_ip(*args):\n _argument_error(f, *args)\n ip = args[1]\n _instance_error(ip)\n try:\n valid = sum([1 for bit8 in ip.split(\".\") if 255 >= int(bit8) >= 0]) == 4\n except ValueError:\n error_msg = \"{} is not a proper Ipv4 address\".format(ip)\n raise InvalidIpException(error_msg) from None\n else:\n if valid:\n return f(*args)\n error_msg = \"{} is not a proper Ipv4 address\".format(ip)\n raise InvalidIpException(error_msg)\n\n return validate_ip\n\n @staticmethod\n def validate_ipv6(f):\n def validate_ip(*args):\n _argument_error(f, *args)\n ip = args[1]\n _instance_error(ip)\n try:\n ip_address(ip)\n except ValueError:\n error_msg = \"{} is not a proper Ipv6 address\".format(ip)\n raise InvalidIpException(error_msg) from None\n else:\n return f(*args)\n\n return validate_ip\n\n @staticmethod\n def validate_cidr(f):\n def validate_network(*args):\n _argument_error(f, *args)\n cidr = args[1]\n _instance_error(cidr)\n try:\n ip_network(cidr)\n except ValueError:\n error_msg = \"{} is not a proper CIDR\".format(cidr)\n raise InvalidIpException(error_msg)\n else:\n return f(*args)\n\n return validate_network\n" }, { "alpha_fraction": 0.5753951072692871, "alphanum_fraction": 0.6351986527442932, "avg_line_length": 36.75806427001953, "blob_id": "38d987f3ea193d790ad896cff579a1dd927a81de", "content_id": "2c5ba2d2b82c83debd3fca7eb98a7bd3908d9ce3", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2341, "license_type": "permissive", "max_line_length": 79, "num_lines": 62, "path": "/tests/test_ipv4.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "from ip_model.Ipv4 import Ipv4\n\n\nclass TestIpv4:\n tree = Ipv4()\n ip1 = \"192.168.0.152\"\n ip2 = \"192.168.0.153\"\n ip3 = \"192.168.0.154\"\n ip4 = \"192.168.0.155\"\n ip5 = \"192.168.128.155\"\n ip6 = \"192.168.128.127\"\n cidr = \"192.168.52.0/24\"\n cidr_fixed_part = \"192.168.52.\"\n\n def test_add_ip1(self):\n assert self.tree.add(self.ip1) is True\n assert self.tree.is_present(self.ip1) is True\n assert self.tree.is_present(self.ip2) is False\n assert self.tree.is_present(self.ip3) is False\n\n def test_add_ip2(self):\n assert self.tree.add(self.ip2) is True\n assert self.tree.is_present(self.ip1) is True\n assert self.tree.is_present(self.ip2) is True\n assert self.tree.is_present(self.ip3) is False\n\n def test_add_ip3(self):\n assert self.tree.add(self.ip3) is True\n assert self.tree.is_present(self.ip1) is True\n assert self.tree.is_present(self.ip2) is True\n assert self.tree.is_present(self.ip3) is True\n\n def test_add_ip4_5_6(self):\n assert self.tree.add(self.ip4) is True\n assert self.tree.add(self.ip5) is True\n assert self.tree.add(self.ip6) is True\n assert self.tree.is_present(self.ip1) is True\n assert self.tree.is_present(self.ip2) is True\n assert self.tree.is_present(self.ip3) is True\n assert self.tree.is_present(self.ip4) is True\n assert self.tree.is_present(self.ip5) is True\n assert self.tree.is_present(self.ip6) is True\n\n def test_remove_ip3_6(self):\n self.tree.remove(self.ip3) is self.ip3\n self.tree.remove(self.ip6) is self.ip6\n assert self.tree.is_present(self.ip1) is True\n assert self.tree.is_present(self.ip2) is True\n assert self.tree.is_present(self.ip3) is False\n assert self.tree.is_present(self.ip4) is True\n assert self.tree.is_present(self.ip5) is True\n assert self.tree.is_present(self.ip6) is False\n\n def test_add_cidr(self):\n assert self.tree.add_cidr(self.cidr) is True\n for x in range(0, 256):\n assert self.tree.is_present(self.cidr_fixed_part + str(x)) is True\n\n def test_remove_cidr(self):\n self.tree.remove_cidr(self.cidr)\n for x in range(0, 256):\n assert self.tree.is_present(self.cidr_fixed_part + str(x)) is False\n" }, { "alpha_fraction": 0.6256533861160278, "alphanum_fraction": 0.6586248278617859, "avg_line_length": 41.879310607910156, "blob_id": "b539b0a2c8b19e89654670cba53fc002599cb640", "content_id": "a4968a7343706b4376fb3d7ac089e2e7bc3b4433", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2487, "license_type": "permissive", "max_line_length": 91, "num_lines": 58, "path": "/tests/test_exceptions_ipv6.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "from ip_model.Exceptions import InvalidIpException\nfrom ip_model.Ipv6 import Ipv6\nfrom ip_model.tests.Exceptions import Exceptions\n\nimport pytest\n\n\nclass TestExceptionsIpv4(Exceptions):\n tree = Ipv6()\n ip1 = \"192::155\"\n ip2 = \"::fff:f345:127\"\n invalid_ip1 = \"353:3451\"\n invalid_ip2 = \"192.5.46.375\"\n invalid_ip3 = \"::9834\"\n invalid_cidr = \"1532::64/22\"\n\n def test_throw_invalid_ip(self):\n with pytest.raises(InvalidIpException) as exception:\n self.tree.add(self.invalid_ip1)\n assert f\"{self.invalid_ip1} is not a proper Ipv6 address\" == str(exception.value)\n\n with pytest.raises(InvalidIpException) as exception:\n self.tree.add(self.invalid_ip2)\n assert f\"{self.invalid_ip2} is not a proper Ipv6 address\" == str(exception.value)\n\n def test_no_arg_passed(self):\n with pytest.raises(TypeError) as type_error:\n self.tree.add()\n assert \"add() takes exactly one argument (0 given)\" == str(type_error.value)\n with pytest.raises(TypeError) as type_error:\n self.tree.remove()\n assert \"remove() takes exactly one argument (0 given)\" == str(type_error.value)\n with pytest.raises(TypeError) as type_error:\n self.tree.is_present()\n assert \"is_present() takes exactly one argument (0 given)\" == str(type_error.value)\n\n def test_too_many_arguments(self):\n with pytest.raises(TypeError) as type_error:\n self.tree.add(self.ip1, self.ip2)\n assert \"add() takes exactly one argument (2 given)\" == str(type_error.value)\n\n with pytest.raises(TypeError) as type_error:\n self.tree.remove(self.ip1, self.ip2)\n assert \"remove() takes exactly one argument (2 given)\" == str(type_error.value)\n\n with pytest.raises(TypeError) as type_error:\n self.tree.is_present(self.ip1, self.ip2)\n assert \"is_present() takes exactly one argument (2 given)\" == str(type_error.value)\n\n def test_add_cidr_exceptions(self):\n with pytest.raises(InvalidIpException) as exception:\n self.tree.add_cidr(self.invalid_cidr)\n assert f\"{self.invalid_cidr} is not a proper CIDR\" == str(exception.value)\n\n def test_remove_cidr_exceptions(self):\n with pytest.raises(InvalidIpException) as exception:\n self.tree.remove_cidr(self.invalid_cidr)\n assert f\"{self.invalid_cidr} is not a proper CIDR\" == str(exception.value)\n" }, { "alpha_fraction": 0.5932203531265259, "alphanum_fraction": 0.6525423526763916, "avg_line_length": 22.600000381469727, "blob_id": "7396fd462c296eea19721338f60a165e9108c900", "content_id": "c1041cb4c661abce21de2c1a04d457ab4077c410", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 118, "license_type": "permissive", "max_line_length": 60, "num_lines": 5, "path": "/__init__.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "\"\"\"\nPackage for storing, removing and checking IP's efficiently.\n\"\"\"\n__version__ = \"3.0.0\"\n__author__ = \"rakesht2499\"\n" }, { "alpha_fraction": 0.5446265935897827, "alphanum_fraction": 0.5755919814109802, "avg_line_length": 19.33333396911621, "blob_id": "f67cf374a94635fb237cd8297b41319f7fc28338", "content_id": "be002083f8f856e4ea3f5321681004234a77c5fb", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 549, "license_type": "permissive", "max_line_length": 54, "num_lines": 27, "path": "/Sample_Programs/SampleException.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "from ip_model.Ipv4 import Ipv4\nfrom ip_model.Exceptions import InvalidIpException\n\nif __name__ == \"__main__\":\n sample = Ipv4()\n try:\n sample.add()\n except TypeError as te:\n print(te)\n\n try:\n sample.add(\"\",\"\")\n except TypeError as te:\n print(te)\n\n try:\n sample.add(1234)\n except TypeError as te:\n print(te)\n\n try:\n sample.add(\"....\")\n except InvalidIpException as te:\n print(te)\n\n # This statement will throw an InvalidIp Exception\n sample.add(\"192.168.0.985\")\n" }, { "alpha_fraction": 0.38099902868270874, "alphanum_fraction": 0.39307868480682373, "avg_line_length": 29.6299991607666, "blob_id": "9c812144f2620a2644800d4e84cebe771a9f5e07", "content_id": "df10831ca8808d11394f54dd65b2f7028cde1b6b", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3063, "license_type": "permissive", "max_line_length": 71, "num_lines": 100, "path": "/util/IpTree.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "\"\"\"\n@Copyrights 2020 Rakesh Kumar T\ngithub: rakesht2499\n\"\"\"\n\n\nclass Node:\n def __init__(self, data, children=[None] * 10):\n self.data = data\n self.children = children\n\n\nclass IpTree:\n def __init__(self):\n self.head = Node(\"N\")\n\n def add(self, ip):\n self._add_ip(self.head, ip)\n\n def _add_ip(self, head, ip):\n i = 0\n while i <= len(ip):\n flag = False\n if len(head.data) > 1:\n for j, y in enumerate(head.data):\n if y == ip[i + j - 1]:\n continue\n else:\n split_node = Node(head.data[j:], head.children)\n index = int(ip[i + j - 1])\n opp_index = int(head.data[j])\n head.children = [None] * 10\n head.children[opp_index] = split_node\n head.data = head.data[:j]\n head.children[index] = Node(ip[i + j - 1:])\n flag = True\n break\n i += j\n if i == len(ip) or flag:\n break\n if i == len(ip):\n return\n child = int(ip[i])\n if head.children[child] is None:\n head.children[child] = Node(ip[i:])\n break\n head = head.children[int(ip[i])]\n i += 1\n return\n\n def remove(self, ip) -> bool:\n self._remove_ip(self.head, \"N\"+ip)\n\n def _remove_ip(self, head, ip):\n i = 0\n prev_node = []\n while i <= len(ip):\n if len(head.data) == 1:\n if ip[i] != head.data:\n return False\n elif len(head.data) > 1:\n for j, bit in enumerate(head.data):\n if ip[i + j] == bit:\n continue\n else:\n return\n i += j\n if i == len(ip)-1:\n prev_node[0].children[prev_node[1]] = None\n return\n prev_node = [head, int(ip[i + 1])]\n if head.children[int(ip[i + 1])]:\n head = head.children[int(ip[i + 1])]\n else:\n return\n i += 1\n\n def is_present(self, ip) -> bool:\n return self._check_data(self.head, \"N\"+ip)\n\n def _check_data(self, head, ip):\n i = 0\n # We iterate till 32 as we need to exclude the root node\n while i <= len(ip):\n if len(head.data) == 1:\n if ip[i] != head.data:\n return False\n elif len(head.data) > 1:\n for j, bit in enumerate(head.data):\n if ip[i + j] != bit:\n return False\n i += j\n if i == len(ip)-1:\n return True\n if head.children[int(ip[i+1])]:\n head = head.children[int(ip[i+1])]\n else:\n return False\n i += 1\n return True\n" }, { "alpha_fraction": 0.6343825459480286, "alphanum_fraction": 0.6343825459480286, "avg_line_length": 16.95652198791504, "blob_id": "d23eb6bfdf72b0230da98906290cb2b0fbc12d0d", "content_id": "49972a79bc5d4b5e8321f41beeba29c73e75cfcf", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 413, "license_type": "permissive", "max_line_length": 42, "num_lines": 23, "path": "/tests/Exceptions.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "import abc\n\n\nclass Exceptions:\n @abc.abstractmethod\n def test_throw_invalid_ip(self):\n pass\n\n @abc.abstractmethod\n def test_no_arg_passed(self):\n pass\n\n @abc.abstractmethod\n def test_too_many_arguments(self):\n pass\n\n @abc.abstractmethod\n def test_add_cidr_exceptions(self):\n pass\n\n @abc.abstractmethod\n def test_remove_cidr_exceptions(self):\n pass\n" }, { "alpha_fraction": 0.5884599089622498, "alphanum_fraction": 0.5952482223510742, "avg_line_length": 29.21794891357422, "blob_id": "4510c090e44bc650fe1d07ae5056fe89fde64bc8", "content_id": "3028acac6e08ea4882200497cf49713e0cd4d67c", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2357, "license_type": "permissive", "max_line_length": 84, "num_lines": 78, "path": "/Ip.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "from ipaddress import ip_address, IPv4Address, IPv4Network, ip_network\nfrom ip_model.IpObject import IpObject\nfrom ip_model.Ipv4 import Ipv4\nfrom ip_model.Ipv6 import Ipv6\n\n\nclass Ip(IpObject):\n def __init__(self):\n self.ipv4 = Ipv4()\n self.ipv6 = Ipv6()\n\n def __ip_decider(self, ip):\n if isinstance(ip_address(ip), IPv4Address):\n return self.ipv4\n else:\n return self.ipv6\n\n def __cidr_decider(self, ip):\n if isinstance(ip_network(ip), IPv4Network):\n return self.ipv4\n else:\n return self.ipv6\n\n def add(self, ip: str):\n \"\"\"\n Adds the given valid IP\n\n :param ip: An Ip as String\n :returns: True for every new addition\n :raises :class:`ip_model.Exceptions.InvalidIpException` for invalid IP\n \"\"\"\n ipObject = self.__ip_decider(ip)\n return ipObject.add(ip)\n\n def remove(self, ip: str):\n \"\"\"\n Removed the given valid IP\n\n :param ip: An Ip as String\n :returns: str: The IP which is removed\n :raises :class:`ip_model.Exceptions.InvalidIpException` for invalid IP\n \"\"\"\n ipObject = self.__ip_decider(ip)\n return ipObject.remove(ip)\n\n def is_present(self, ip: str):\n \"\"\"\n Checks if a given valid IP is present or not\n\n :param ip: An Ip as String\n :returns: True, if the element is present\n False, if the element is not present\n :raises :class:`ip_model.Exceptions.InvalidIpException` for invalid IP\n \"\"\"\n ipObject = self.__ip_decider(ip)\n return ipObject.is_present(ip)\n\n def add_cidr(self, cidr: str):\n \"\"\"\n Adds the given valid IP CIDR\n\n :param cidr: String in CIDR notation\n :return: True\n :raises :class:`ip_model.Exceptions.InvalidIpException` for invalid IP CIDR\n \"\"\"\n ipObject = self.__cidr_decider(cidr)\n return ipObject.add_cidr(cidr)\n\n def remove_cidr(self, cidr: str):\n \"\"\"\n Removes the given valid IP CIDR\n\n :param cidr: String in CIDR notation\n :return: str: CIDR range which is removed\n :raises :class:`ip_model.Exceptions.InvalidIpException` for invalid IP CIDR\n \"\"\"\n ipObject = self.__cidr_decider(cidr)\n return ipObject.remove_cidr(cidr)\n" }, { "alpha_fraction": 0.6002747416496277, "alphanum_fraction": 0.6112637519836426, "avg_line_length": 27.363636016845703, "blob_id": "77a0bc2440631073e6448210ca43eb4d7b3cf282", "content_id": "6547ed1449976d8a6e9f43b4dfedd994c850a99d", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2184, "license_type": "permissive", "max_line_length": 86, "num_lines": 77, "path": "/Ipv6.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "\"\"\"\n@Copyrights 2020 Rakesh Kumar T\ngithub: rakesht2499\n\"\"\"\nfrom ip_model.IpObject import IpObject\nfrom ip_model.util.IpTree import IpTree\nfrom ip_model.util.Validator import Validator\nfrom ip_model.util.Common import to_number\n\nvalidate = Validator.validate_ipv6\nvalidate_cidr = Validator.validate_cidr\n\n\nclass Ipv6(IpObject):\n def __init__(self):\n self.head = IpTree()\n\n @validate\n def add(self, ip) -> bool:\n \"\"\"\n Adds the given valid IPv6\n\n :param ip: An IPv6 as String\n :returns: True for every new addition\n :raises :class:`ip_model.Exceptions.InvalidIpException` for invalid IPv6\n \"\"\"\n num_ip = to_number(ip)\n self.head.add(num_ip)\n return True\n\n @validate\n def remove(self, ip) -> bool:\n \"\"\"\n Removed the given valid IPv6\n\n :param ip: An IPv6 as String\n :returns: str: The IP which is removed\n :raises :class:`ip_model.Exceptions.InvalidIpException` for invalid IPv6\n \"\"\"\n num_ip = to_number(ip)\n self.head.remove(num_ip)\n return ip\n\n @validate\n def is_present(self, ip) -> bool:\n \"\"\"\n Checks if a given valid IPv6 is present or not\n\n :param ip: An Ipv4 as String\n :returns: True, if the element is present\n False, if the element is not present\n :raises :class:`ip_model.Exceptions.InvalidIpException` for invalid IPv6\n \"\"\"\n num_ip = to_number(ip)\n return self.head.is_present(num_ip)\n\n @validate_cidr\n def add_cidr(self, cidr) -> bool:\n \"\"\"\n Adds the given valid IPv6 CIDR\n\n :param cidr: String in IPv6 CIDR notation\n :return: True\n :raises :class:`ip_model.Exceptions.InvalidIpException` for invalid IPv6 CIDR\n \"\"\"\n return self._insert_cidr(cidr)\n\n @validate_cidr\n def remove_cidr(self, cidr) -> bool:\n \"\"\"\n Removes the given valid IPv6 CIDR\n\n :param cidr: String in CIDR notation\n :return: str: CIDR range which is removed\n :raises :class:`ip_model.Exceptions.InvalidIpException` for invalid IPv6 CIDR\n \"\"\"\n return self._remove_cidr(cidr)\n" }, { "alpha_fraction": 0.5829448699951172, "alphanum_fraction": 0.6408006548881531, "avg_line_length": 36.98958206176758, "blob_id": "be80a975a92796edd53830e8ae639a0377546817", "content_id": "7af7d3ee69f392442a222fb721468bcdfd6157e6", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3647, "license_type": "permissive", "max_line_length": 79, "num_lines": 96, "path": "/tests/test_ip.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "from ipaddress import ip_network\nfrom ip_model.Ip import Ip\n\n\nclass TestIp:\n tree = Ip()\n ip1 = \"192.168.0.52\"\n ip2 = \"192.168.0.53\"\n ip3 = \"192.168.0.54\"\n ip4 = \"192.168.0.55\"\n ip5 = \"192.168.128.55\"\n ip6 = \"192.168.128.27\"\n cidr = \"192.18.52.0/24\"\n cidr_fixed_part = \"192.18.52.\"\n\n ipv61 = \"192::15\"\n ipv62 = \"::fff:f345:12\"\n ipv63 = \"19:FFE:7::\"\n cidrv6 = \"9653:53fe::/122\"\n\n def test_add_ip1(self):\n assert self.tree.add(self.ip1) is True\n assert self.tree.is_present(self.ip1) is True\n assert self.tree.is_present(self.ip2) is False\n assert self.tree.is_present(self.ip3) is False\n\n def test_add_ip2(self):\n assert self.tree.add(self.ip2) is True\n assert self.tree.is_present(self.ip1) is True\n assert self.tree.is_present(self.ip2) is True\n assert self.tree.is_present(self.ip3) is False\n\n def test_add_ip3(self):\n assert self.tree.add(self.ip3) is True\n assert self.tree.is_present(self.ip1) is True\n assert self.tree.is_present(self.ip2) is True\n assert self.tree.is_present(self.ip3) is True\n\n def test_add_ip4_5_6(self):\n assert self.tree.add(self.ip4) is True\n assert self.tree.add(self.ip5) is True\n assert self.tree.add(self.ip6) is True\n assert self.tree.is_present(self.ip1) is True\n assert self.tree.is_present(self.ip2) is True\n assert self.tree.is_present(self.ip3) is True\n assert self.tree.is_present(self.ip4) is True\n assert self.tree.is_present(self.ip5) is True\n assert self.tree.is_present(self.ip6) is True\n\n def test_remove_ip3_6(self):\n self.tree.remove(self.ip3) is self.ip3\n self.tree.remove(self.ip6) is self.ip6\n assert self.tree.is_present(self.ip1) is True\n assert self.tree.is_present(self.ip2) is True\n assert self.tree.is_present(self.ip3) is False\n assert self.tree.is_present(self.ip4) is True\n assert self.tree.is_present(self.ip5) is True\n assert self.tree.is_present(self.ip6) is False\n\n def test_add_cidr(self):\n assert self.tree.add_cidr(self.cidr) is True\n for x in range(0, 256):\n assert self.tree.is_present(self.cidr_fixed_part + str(x)) is True\n\n def test_remove_cidr(self):\n self.tree.remove_cidr(self.cidr)\n for x in range(0, 256):\n assert self.tree.is_present(self.cidr_fixed_part + str(x)) is False\n\n def test_add_ipv61(self):\n assert self.tree.add(self.ipv61) is True\n assert self.tree.is_present(self.ipv61) is True\n assert self.tree.is_present(self.ipv62) is False\n assert self.tree.is_present(self.ipv63) is False\n\n def test_add_ipv62(self):\n assert self.tree.add(self.ipv62) is True\n assert self.tree.is_present(self.ipv61) is True\n assert self.tree.is_present(self.ipv62) is True\n assert self.tree.is_present(self.ipv63) is False\n\n def test_remove_ipv61(self):\n assert self.tree.remove(self.ipv61) is self.ipv61\n assert self.tree.is_present(self.ipv61) is False\n assert self.tree.is_present(self.ipv62) is True\n assert self.tree.is_present(self.ipv63) is False\n\n def test_add_cidrv6(self):\n assert self.tree.add_cidr(self.cidrv6) is True\n for ip in ip_network(self.cidrv6):\n assert self.tree.is_present(str(ip)) is True\n\n def test_remove_cidrv6(self):\n assert self.tree.remove_cidr(self.cidrv6) is self.cidrv6\n for ip in ip_network(self.cidrv6):\n assert self.tree.is_present(str(ip)) is False\n" }, { "alpha_fraction": 0.6338028311729431, "alphanum_fraction": 0.6830986142158508, "avg_line_length": 27.399999618530273, "blob_id": "c1452511b8996de48df21105e1618b7481fb5de2", "content_id": "031a4a8332df3142eb0630f85ea81746934d006e", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 142, "license_type": "permissive", "max_line_length": 84, "num_lines": 5, "path": "/util/__init__.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "\"\"\"\nUtilities required for Ip packages(Storing, removing and checking IP's efficiently).\n\"\"\"\n__version__ = \"3.0.0\"\n__author__ = \"rakesht2499\"\n" }, { "alpha_fraction": 0.6092225909233093, "alphanum_fraction": 0.6772095561027527, "avg_line_length": 15.422329902648926, "blob_id": "fb6aa61519c5f4429d26f04298270201bcdc5a8f", "content_id": "8d68df2569d991eded2fe0f1d7d1b7ee96f37cca", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 3383, "license_type": "permissive", "max_line_length": 131, "num_lines": 206, "path": "/README.md", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "[![](https://img.shields.io/badge/pypi-v3.0.0-blue.svg)](https://pypi.org/project/ip-model/)\n[![License](https://img.shields.io/badge/Licence-Apache--2.0-orange)](https://github.com/rakesht2499/Ip-Model/blob/master/LICENSE/)\n![Python application](https://github.com/rakesht2499/ip_model/workflows/Python%20application/badge.svg?branch=master)\n\n# Ip-Model\n\nA Data Structure for efficiently storing, removing and checking all Ipv4 addresses in O(1) time.\n\n## Pre-requisite\n\n* pytest\n\n\n## Usage\n\n## Single Ip's\n\n### Ipv4\n\n```python\nfrom ip_model.Ipv4 import Ipv4\n\nblacklist = Ipv4()\n```\n\n#### To add an IP:\n\n```python\n# arg: String\n# returns: True\nblacklist.add(\"192.0.0.18\")\n```\n\n#### To remove an IP:\n\n```python\n# arg: String\n# returns: removed IP\nblacklist.remove(\"192.0.0.18\")\n```\n\n#### To check if an IP is present/not:\n\n```python\n# arg: String\n# returns: bool\nblacklist.is_present(\"192.0.0.18\")\n```\n\n### Ipv6\n\n```python\nfrom ip_model.Ipv4 import Ipv6\n\nblacklist = Ipv6()\n```\n\n#### To add an IP:\n\n```python\n# arg: String\n# returns: True\nblacklist.add(\"192::18\")\n```\n\n#### To remove an IP:\n\n```python\n# arg: String\n# returns: removed IP\nblacklist.remove(\"192:ffff:e034::23\")\n```\n\n#### To check if an IP is present/not:\n\n```python\n# arg: String\n# returns: bool\nblacklist.is_present(\"::5:4fed\")\n```\n\n\n## CIDR\n\n### Ipv4:\n\n#### To Add\n\n```python\n# arg: String\n# returns: True\nblacklist.add_cidr(\"192.92.53.0/24\")\n```\n\n```python\n# arg: String\n# returns: True\nblacklist.add_cidr(\"192.92.53.0/255.255.255.252\")\n```\n\n#### To remove:\n\n```python\n# arg: String\n# returns: removed CIDR\nblacklist.remove_cidr(\"192.92.53.0/24\")\n```\n\n### Ipv6:\n\n#### To Add\n\n```python\n# arg: String\n# returns: True\nblacklist.add_cidr(\"8653:53fe::/122/24\")\n```\n\n#### To remove:\n\n```python\n# arg: String\n# returns: removed CIDR\nblacklist.remove_cidr(\"8653:53fe::/122\")\n```\n\n> Note:\n>\n> The tradeoff is, the call for how to handle with overlapping CIDR's must be taken by the service using the DS. \n> The DataStructure only performs the requested operation with the given data\n\n\n### Ip Class (From v3.0.0)\n\nHandles both Ipv4 and Ipv6\n\n```python\nfrom ip_model.Ip import Ip\n\nblacklist = Ip()\n```\n\n#### To add an IP:\n\n```python\n# arg: String\n# returns: True\nblacklist.add(\"192.0.0.18\")\nblacklist.add(\"192::18\")\n```\n\n#### To remove an IP:\n\n```python\n# arg: String\n# returns: removed IP\nblacklist.remove(\"192.0.0.18\")\nblacklist.remove(\"1924::18\")\n```\n\n### Exception Handling\n\n- Throws `TypeError`: passing Invalid Datatype, incorrect number of arguments\n- Throws `InvalidIpException`: When an invalid Ip is passed\n\n```python\nfrom ip_model.Exceptions import InvalidIpException\n\ntry:\n blacklist.add(\"192.455.554.343\")\nexcept InvalidIpException:\n print(\"Incorrect Ipv4 Address\")\n\n# For CIDR\ntry:\n blacklist.add(\"192.12.65.0/16\")\nexcept InvalidIpException:\n print(\"Incorrect CIDR\")\n```\n\n## How to Setup\n\n```shell script\nmkdir ip-model && cd ip-model\ngit clone [email protected]:rakesht2499/ip_model.git\n# -or -\ngit clone https://github.com/rakesht2499/ip_model.git\n```\n\n## How to Test\n\n```shell script\ncd tests/\npytest\n```\n\n### For generating a html report of tests\n```shell script\ncd tests/\npytest --html=report.html\n```\n\n\n***\n## Section For Geeks\nClick [here](https://github.com/rakesht2499/ip_model/wiki) for ip-model: Under the Hood\n" }, { "alpha_fraction": 0.5386179089546204, "alphanum_fraction": 0.5589430928230286, "avg_line_length": 19.5, "blob_id": "a83253a29299deb2e1a86e55b9a219c5bb1bd5d0", "content_id": "7b52fb70e683d4d062b9490b1cc87dafe7b176d2", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 492, "license_type": "permissive", "max_line_length": 68, "num_lines": 24, "path": "/Exceptions.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "\"\"\"\n@Copyrights 2020 Rakesh Kumar T\ngithub: rakesht2499\n\"\"\"\n\nimport sys\nimport traceback\n\n\nclass InvalidIpException(Exception):\n __module__ = Exception.__module__\n sys.excepthook = lambda type, value, tb: traceback.print_last(1)\n\n def __init__(self, *args):\n if args:\n self.msg = args[0]\n else:\n self.msg = None\n\n def __str__(self):\n if self.msg:\n return \"{}\".format(self.msg)\n else:\n return \"Error has been raised\"\n" }, { "alpha_fraction": 0.6006944179534912, "alphanum_fraction": 0.6527777910232544, "avg_line_length": 19.571428298950195, "blob_id": "0219f82d4c6cfd21047043e4fc9eab80ea5dadba", "content_id": "e28278754db8afb06fc3946cf80795a09bbb88f3", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 288, "license_type": "permissive", "max_line_length": 59, "num_lines": 14, "path": "/util/Common.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "\"\"\"\n@Copyrights 2020 Rakesh Kumar T\ngithub: rakesht2499\n\"\"\"\n\nfrom ipaddress import ip_address, IPv4Address\n\n\ndef to_number(ip):\n if isinstance(ip_address(ip), IPv4Address):\n padding_len = 10\n else:\n padding_len = 39\n return str(int(ip_address(ip))).rjust(padding_len, \"0\")\n" }, { "alpha_fraction": 0.5970356464385986, "alphanum_fraction": 0.6727651953697205, "avg_line_length": 37.900901794433594, "blob_id": "c5548171c139be0356b476294ec3b31c6bb1a7dc", "content_id": "7fc27027519e85277e92eb8f4a2b0544dbbf5764", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4318, "license_type": "permissive", "max_line_length": 147, "num_lines": 111, "path": "/Sample_Programs/Sample.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "from ip_model.Ip import Ip\nfrom ip_model.Ipv4 import Ipv4\nfrom ip_model.Ipv6 import Ipv6\n\nif __name__ == \"__main__\":\n temp = Ip()\n tree = Ipv4()\n ip = \"192.168.0.152\"\n ip2 = \"192.168.0.153\"\n ip3 = \"192.168.0.154\"\n ip4 = \"192.168.0.155\"\n ip5 = \"192.168.128.155\"\n ip6 = \"192.168.128.127\"\n\n add_template = \"\\nAdding Ip : {}\"\n verify_templete = \"Verify if {} is present : {}\"\n print(add_template.format(ip))\n\n tree.add(ip)\n print(verify_templete.format(ip, tree.is_present(ip)))\n print(verify_templete.format(ip2, tree.is_present(ip2)))\n print(verify_templete.format(ip2, tree.is_present(ip3)))\n print(verify_templete.format(ip2, tree.is_present(ip4)))\n\n print(add_template.format(ip2))\n tree.add(ip2)\n tree.add(ip2)\n print(verify_templete.format(ip, tree.is_present(ip)))\n print(verify_templete.format(ip2, tree.is_present(ip2)))\n print(verify_templete.format(ip3, tree.is_present(ip3)))\n print(verify_templete.format(ip3, tree.is_present(ip4)))\n\n print(add_template.format(ip3))\n tree.add(ip3)\n print(verify_templete.format(ip, tree.is_present(ip)))\n print(verify_templete.format(ip2, tree.is_present(ip2)))\n print(verify_templete.format(ip3, tree.is_present(ip3)))\n print(verify_templete.format(ip4, tree.is_present(ip4)))\n\n print(add_template.format(ip4))\n tree.add(ip4)\n print(verify_templete.format(ip, tree.is_present(ip)))\n print(verify_templete.format(ip2, tree.is_present(ip2)))\n print(verify_templete.format(ip3, tree.is_present(ip3)))\n print(verify_templete.format(ip4, tree.is_present(ip4)))\n print(verify_templete.format(ip5, tree.is_present(ip5)))\n\n print(add_template.format(ip5))\n tree.add(ip5)\n print(verify_templete.format(ip, tree.is_present(ip)))\n print(verify_templete.format(ip2, tree.is_present(ip2)))\n print(verify_templete.format(ip3, tree.is_present(ip3)))\n print(verify_templete.format(ip4, tree.is_present(ip4)))\n print(verify_templete.format(ip5, tree.is_present(ip5)))\n\n print(\"\\nRemoving {}\\n\".format(ip3, tree.remove(ip3)))\n print(\"Removing {}\\n\".format(ip5, tree.remove(ip5)))\n print(\"Removing {}\\n\".format(ip6, tree.remove(ip6)))\n print(verify_templete.format(ip, tree.is_present(ip)))\n print(verify_templete.format(ip2, tree.is_present(ip2)))\n print(verify_templete.format(ip3, tree.is_present(ip3)))\n print(verify_templete.format(ip4, tree.is_present(ip4)))\n print(verify_templete.format(ip5, tree.is_present(ip5)))\n\n print(tree.add_cidr(\"192.168.52.0/24\"))\n\n is_cidr_inserted = True\n for x in range(0,256):\n is_cidr_inserted = is_cidr_inserted and tree.is_present(\"192.168.52.\"+str(x))\n\n print(\"All cidr range present : {}\".format(str(is_cidr_inserted)))\n\n print(tree.remove_cidr(\"192.168.52.0/24\"))\n\n is_cidr_removed = True\n for x in range(0,256):\n is_cidr_removed = is_cidr_removed or tree.is_present(\"192.168.52.\"+str(x))\n\n print(\"All cidr range removed : {}\".format(str(is_cidr_removed)))\n\n tree = Ipv6()\n\n ipv61 = \"192::155\"\n ipv62 = \"::fff:f345:127\"\n\n add_template = \"\\nAdding Ip : {}\"\n verify_templete = \"Verify if {} is present : {}\"\n\n print(add_template.format(ipv61))\n tree.add(ipv61)\n print(verify_templete.format(ipv61, tree.is_present(ipv61)))\n print(verify_templete.format(ipv62, tree.is_present(ipv62)))\n\n print(add_template.format(ipv62))\n tree.add(ipv62)\n print(verify_templete.format(ipv61, tree.is_present(ipv61)))\n print(verify_templete.format(ipv62, tree.is_present(ipv62)))\n print(\"Removing {}\".format(ipv61, tree.remove(ipv61)))\n print(verify_templete.format(ipv61, tree.is_present(ipv61)))\n print(verify_templete.format(ipv62, tree.is_present(ipv62)))\n print(\"Removing {}\".format(ipv62, tree.remove(ipv62)))\n print(verify_templete.format(ipv61, tree.is_present(ipv61)))\n print(verify_templete.format(ipv62, tree.is_present(ipv62)))\n\n print(tree.add_cidr(\"8653:53fe::/122\"))\n\n print(\"Checking if 8653:53FE::0004 is present : {}\".format(tree.is_present(\"8653:53fe::14\")))\n\n print(tree.remove_cidr(\"8653:53FE::/122\"))\n\n print(\"Checking if 8653:53FE::15 is present : {}\".format(tree.is_present(\"8653:53FE::15\")))\n" }, { "alpha_fraction": 0.5758468508720398, "alphanum_fraction": 0.5758468508720398, "avg_line_length": 18.97058868408203, "blob_id": "7d24ca538b51fb48eae7b3620fbd472414a591ae", "content_id": "972596cb5fc2ca14e9bfa0dadcc098aad33f8f00", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 679, "license_type": "permissive", "max_line_length": 41, "num_lines": 34, "path": "/IpObject.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "import abc\nfrom ipaddress import ip_network\n\n\nclass IpObject:\n @abc.abstractmethod\n def add(self, ip: str):\n pass\n\n @abc.abstractmethod\n def remove(self, ip: str):\n pass\n\n @abc.abstractmethod\n def is_present(self, ip: str):\n pass\n\n @abc.abstractmethod\n def add_cidr(self, cidr: str):\n pass\n\n @abc.abstractmethod\n def remove_cidr(self, cidr: str):\n pass\n\n def _insert_cidr(self, cidr) -> bool:\n for ip in ip_network(cidr):\n self.add(str(ip))\n return True\n\n def _remove_cidr(self, cidr) -> bool:\n for ip in ip_network(cidr):\n self.remove(str(ip))\n return cidr\n" }, { "alpha_fraction": 0.5946767926216125, "alphanum_fraction": 0.6410646438598633, "avg_line_length": 33.605262756347656, "blob_id": "060c3dfedfa251b23251bcb1d4c855e64cea6d11", "content_id": "edf9155f2db4623439f4491b4cee64251e5c1068", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1315, "license_type": "permissive", "max_line_length": 57, "num_lines": 38, "path": "/tests/test_ipv6.py", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "from ip_model.Ipv6 import Ipv6\nfrom ipaddress import ip_network\n\n\nclass TestIpv6:\n tree = Ipv6()\n ip1 = \"192::155\"\n ip2 = \"::fff:f345:127\"\n ip3 = \"19:FFE:75::\"\n cidr = \"8653:53fe::/122\"\n\n def test_add_ip1(self):\n assert self.tree.add(self.ip1) is True\n assert self.tree.is_present(self.ip1) is True\n assert self.tree.is_present(self.ip2) is False\n assert self.tree.is_present(self.ip3) is False\n\n def test_add_ip2(self):\n assert self.tree.add(self.ip2) is True\n assert self.tree.is_present(self.ip1) is True\n assert self.tree.is_present(self.ip2) is True\n assert self.tree.is_present(self.ip3) is False\n\n def test_remove_ip1(self):\n assert self.tree.remove(self.ip1) is self.ip1\n assert self.tree.is_present(self.ip1) is False\n assert self.tree.is_present(self.ip2) is True\n assert self.tree.is_present(self.ip3) is False\n\n def test_add_cidr(self):\n assert self.tree.add_cidr(self.cidr) is True\n for ip in ip_network(self.cidr):\n assert self.tree.is_present(str(ip)) is True\n\n def test_remove_cidr(self):\n self.tree.remove_cidr(self.cidr)\n for ip in ip_network(self.cidr):\n assert self.tree.is_present(str(ip)) is False\n" }, { "alpha_fraction": 0.6728395223617554, "alphanum_fraction": 0.7314814925193787, "avg_line_length": 13.772727012634277, "blob_id": "d16fa0d7e0098c7121a1084c8cc2ae512366f251", "content_id": "0a5d96246381a6ae2fcbc970e50826c432b2f4b5", "detected_licenses": [ "Apache-2.0", "Python-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 324, "license_type": "permissive", "max_line_length": 69, "num_lines": 22, "path": "/ChangeLog.md", "repo_name": "rakesht2499/ip_model", "src_encoding": "UTF-8", "text": "# ChangeLog\n\n- v3.0.0\n\nIntroducing IP class\nReturn types for add, remove, add_cidr, remove_cidr have been changed\n\n- v2.0.1\n\nFix a bug in Ipv6\n\n- v2.0.0\n\nAdding Support for Ipv6 addresses & CIDR for the same\n\n- v1.1.0\n\nAdding Support for Ipv4 CIDR ranges\n\n- v1.0.0 \n\nIntroducing Ip model with support for single Ipv4 address" } ]
19
oulutan/pyyolo
https://github.com/oulutan/pyyolo
2d2fff02cdcacc59ffd68cd1687cea905d5fe911
a49ef449ec39e4d6a5358d35508b1e4fe1794b14
c1cdedb63a5a6a4a40ee99ff4306d6d7befef5d2
refs/heads/master
2021-01-20T18:01:33.979533
2017-05-13T00:57:35
2017-05-13T00:57:35
90,897,355
0
0
null
2017-05-10T18:43:38
2017-05-10T15:25:55
2017-05-04T12:17:15
null
[ { "alpha_fraction": 0.7530864477157593, "alphanum_fraction": 0.7777777910232544, "avg_line_length": 15.199999809265137, "blob_id": "7f99396f05bf25a1d97fd1449d08594a66803b4a", "content_id": "5589245776fe833111a6862b4242e82da1d9634e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 81, "license_type": "no_license", "max_line_length": 23, "num_lines": 5, "path": "/rebuild.sh", "repo_name": "oulutan/pyyolo", "src_encoding": "UTF-8", "text": "make clean\nrm -rf build\nmake -j 20\npython setup.py build\npython setup.py install\n" }, { "alpha_fraction": 0.6172910928726196, "alphanum_fraction": 0.6651296615600586, "avg_line_length": 26.539682388305664, "blob_id": "9c9430de0db911155d25d1e61cb0cc394edf0d63", "content_id": "529916c75ef2b747f525a0a95e43c91794d90bb0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1735, "license_type": "no_license", "max_line_length": 105, "num_lines": 63, "path": "/video_in.py", "repo_name": "oulutan/pyyolo", "src_encoding": "UTF-8", "text": "import pyyolo\nimport numpy as np\nimport sys\nimport cv2\nimport ipdb\nimport time\n\ndatacfg = 'cfg/coco.data'\n#cfgfile = 'cfg/tiny-yolo.cfg'\n#cfgfile = 'cfg/yolo.cfg'\ncfgfile = 'cfg/yolo_oytun.cfg'\n#weightfile = '../tiny-yolo.weights'\nweightfile = './yolo.weights'\nfilename = 'data/oytun.jpg'\n#filename = 'data/VIRAT_S_0401.jpg'\nthresh = 0.20\nhier_thresh = 0.5\n# cam = cv2.VideoCapture(-1)\ncam = cv2.VideoCapture('/home/oytun/programs/darknet/darknet/data/mydata/VIRAT_S_000002.mp4')\n#ret_val, img = cam.read()\n#print(ret_val)\n#ret_val = cv2.imwrite(filename,img)\n#print(ret_val)\n\npyyolo.init(datacfg, cfgfile, weightfile)\n\n# from file\nprint('----- test original C using a file')\noutputs = pyyolo.test(filename, thresh, hier_thresh)\nfor output in outputs:\n\tprint(output)\n\n# camera \nprint('----- test python API using a file')\ni = 1\nwhile i < 50:\n\tstart = time.time()\n\tret_val, img_in = cam.read()\n\t#img_in = cv2.imread(filename)\n\timg = img_in.transpose(2,0,1)\n\tch, hh, ww = img.shape[0], img.shape[1], img.shape[2]\n\t# print w, h, c \n\tdata = img.ravel()/255.0\n\t#data = np.ascontiguousarray(data, dtype=np.float32)\n\tdata = np.asarray(data, dtype=np.float32, order=\"c\")\n\t#ipdb.set_trace()\n\toutputs = pyyolo.detect(ww, hh, ch, data, thresh, hier_thresh)\t\n\t#cv2.rectangle(img_in,(0, 0),(1920, 1080), 2, 10)\n\tfor output in outputs:\n\t\tprint(output)\n\t\t#ipdb.set_trace()\n\t\t#cv2.circle(img_in, (output['left'], output['top']), 10, (255,0,0), -1)\n\t\tcv2.rectangle(img_in,(output['left'], output['top']),(output['right'], output['bottom']), (255,0,0), 3)\n\ti = i + 1\n\tsmall = cv2.resize(img_in, (0,0), fx=0.5, fy=0.5) \n\tcv2.imshow(\"video\", small)\n\tcv2.waitKey(1)\n\tdur = time.time() - start\n\tprint(\"FPS:%.1f\" % (1.0/dur))\n\n\n# free model\npyyolo.cleanup()\n" } ]
2
farinacci1/School
https://github.com/farinacci1/School
0e95272110b42a959e543d4ff7d38c04d773bafa
40b25f1f04665db065dca39f769fa7ae46356f5c
ea33ef4c3f2f420e099f081b8454a269fac02e9c
refs/heads/master
2021-02-26T16:32:32.892670
2020-04-21T03:45:44
2020-04-21T03:45:44
238,046,611
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.7555146813392639, "alphanum_fraction": 0.7702205777168274, "avg_line_length": 29.22222137451172, "blob_id": "f15aa407420ea24855b39133b57fa5ab6c84eccf", "content_id": "c9ab38b47098efbdc5c64088ff9949be17af2d75", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 544, "license_type": "no_license", "max_line_length": 108, "num_lines": 18, "path": "/CS3743/README.md", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "# DB_systems_project\nUTSA::CS3743::FINAL::DATABASE PROJECT - ALLIFRONT_SURGICAL\n\n# Hospital database system - VERSION 1.001\n- Support multiple users login\n\n - Doctors\n \n - Admin\n \n - Patients\n\n- Using built in widgets to navigate views, admin are able to see some database tuples displayed in view.\n- only admin entities can make accounts\n\n# USE\n- still under design many security and validation features are not yet implemented \n- css and html features are still needed to make ALLIFRONT_SURGICAL practical for commercial or personal use\n" }, { "alpha_fraction": 0.5845435857772827, "alphanum_fraction": 0.6141079068183899, "avg_line_length": 24.03896141052246, "blob_id": "9cf41c80de698199125994edb5d47705bb14442f", "content_id": "fcbf6bb12245e7483ba2b3dc7a20915608fbfe1c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 1928, "license_type": "no_license", "max_line_length": 75, "num_lines": 77, "path": "/csce441/L01/src/main.cpp", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#include <iostream>\n#include <string>\n#include <vector>\n#include <memory>\n#include \"Image.h\"\n\n// This allows you to skip the `std::` in front of C++ standard library\n// functions. You can also say `using std::cout` to be more selective.\n// You should never do this in a header file.\nusing namespace std;\nstruct boundingBox\n{\n\tfloat minX;\n\tfloat maxX;\n\tfloat minY;\n\tfloat maxY;\n} bounds;\n\nstruct Vertex\n{\n\tint x;\n\tint y;\n};\ninline int max(int first, int second)\n{\n\treturn first > second ? first : second;\n}\ninline int min(int first, int second)\n{\n\treturn first < second ? first : second;\n}\n\nint main(int argc, char **argv)\n{\n\tif(argc < 4) {\n\t\tcout << \"Usage: L01 filename width height\" << endl;\n\t\treturn 0;\n\t}\n\t// Output filename\n\tstring filename(argv[1]);\n\t// Width of image\n\tint width = atoi(argv[2]);\n\t// Height of image\n\tint height = atoi(argv[3]);\n\n\tVertex v1{atoi(argv[4]),atoi(argv[5])};\n\tVertex v2{atoi(argv[6]),atoi(argv[7])};\n\tVertex v3{atoi(argv[8]),atoi(argv[9])};\n\n\tbounds.minX = min(v1.x, min(v2.x,v3.x));\n\tbounds.maxX = max(v1.x, max(v2.x,v3.x));\n\tbounds.minY = min(v1.y, min(v2.y,v3.y));\n\tbounds.maxY = max(v1.y, max(v2.y,v3.y));\n\tstd::cout << \"bounds::(minx,miny)::(maxX,maxY)::(\" <<\n\tbounds.minX << \" , \"<< bounds.minY << \n\t\")::(\"<< bounds.maxX <<\" , \"<< bounds.maxY<<\")\"<<std::endl;\n\t// Create the image. We're using a `shared_ptr`, a C++11 feature.\n\tauto image = make_shared<Image>(width, height);\n\t// Draw a rectangle\n\t\n\tfor(int y = bounds.minY; y < bounds.maxY; ++y) {\n\t\t\n\t\tfor(int x = bounds.minX; x < bounds.maxX; ++x) {\n\t\t\t//std::cout << \"pixel::(x,y)::(\" << x << \" , \" << y << \")\"<< std::endl; \n\t\t\tunsigned char r = 0;\n\t\t\tunsigned char g = 255;\n\t\t\tunsigned char b = 0;\n\t\t\timage->setPixel(x, y, r, g, b);\n\t\t}\n\t}\n\timage->setPixel(v1.x, v1.y, 0, 0, 255);\n\timage->setPixel(v2.x, v2.y, 0, 0, 255);\n\timage->setPixel(v3.x, v3.y, 0, 0, 255);\n\t// Write image to file\n\timage->writeToFile(filename);\n\treturn 0;\n}\n" }, { "alpha_fraction": 0.5526739358901978, "alphanum_fraction": 0.5741370320320129, "avg_line_length": 32.25153350830078, "blob_id": "2f35aed8f8a340bb8e8e700f48bffa140659d6da", "content_id": "5745c68b8c6790a89c402a8eb2d9f05233d9123e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5591, "license_type": "no_license", "max_line_length": 88, "num_lines": 163, "path": "/csce489/L04/Code/main.py", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "\"\"\" Assignment 6 - Starter code\r\n\r\n\r\n\"\"\"\r\nimport numpy as np\r\nimport matplotlib.pyplot as plt\r\nimport os\r\nfrom gsolve import gsolve as gs\r\nimport cv2\r\nimport random\r\nimport math\r\ndef Read(path = \"\"):\r\n source = (plt.imread(path) *255).astype(int)\r\n return source\r\n# Based on code by James Tompkin\r\n#\r\n# reads in a directory and parses out the exposure values\r\n# files should be named like: \"xxx_yyy.jpg\" where\r\n# xxx / yyy is the exposure in seconds. \r\ndef ParseFiles(calibSetName, dir):\r\n imageNames = os.listdir(os.path.join(dir, calibSetName))\r\n \r\n filePaths = []\r\n exposures = []\r\n \r\n for imageName in imageNames:\r\n exposure = imageName.split('.')[0].split('_')\r\n exposures.append(int(exposure[0]) / int(exposure[1]))\r\n filePaths.append(os.path.join(dir, calibSetName, imageName))\r\n \r\n # sort by exposure\r\n sortedIndices = np.argsort(exposures)[::-1]\r\n filePaths = [filePaths[i] for i in sortedIndices]\r\n exposures = [exposures[i] for i in sortedIndices]\r\n \r\n return filePaths, exposures\r\n\r\ndef sampler(images,px_idx):\r\n \"\"\"\r\n images = p number of single channel images\r\n N = number of pixels to sample\r\n \"\"\"\r\n numImages = images.shape[2]\r\n samples = np.zeros((len(px_idx),numImages),dtype = np.uint8)\r\n for idx in px_idx:\r\n for j in range(numImages):\r\n flat = images[...,j].flatten()\r\n samples[i,j] = flat[idx]\r\n return samples\r\ndef getHDR(images,G,B,W):\r\n rows,cols,depth = images.shape\r\n HDR = np.zeros((rows,cols),dtype=np.float64)\r\n W = np.asarray(W)\r\n for i in range(rows):\r\n for j in range(cols): \r\n g = np.array([G[images[i,j,k]] for k in range(depth)])\r\n w = np.array([W[images[i,j,k]] for k in range(depth)]) \r\n sum_w = np.sum(w)\r\n E = g - B\r\n if(sum_w != 0):\r\n HDR[i,j] = np.sum(w * E) / sum_w\r\n else:\r\n HDR[i,j] = G[images[i,j,depth//2]] - B[depth//2]\r\n #HDR = np.exp(HDR)\r\n return HDR\r\ndef globalToneMapper(HDR, gamma =0.4):\r\n HDR = cv2.normalize(HDR, None, 0, 1, cv2.NORM_MINMAX)\r\n T = HDR **gamma\r\n return np.clip(T, 0.0, 1.0)\r\ndef reinhardToneMapper(HDR,gamma =0.4,alpha=0.25):\r\n \"\"\"\r\n implementation of reinhard global tonemapper\r\n \"\"\"\r\n rows,cols,depth =HDR.shape \r\n hdr = cv2.normalize(HDR, None, 0, 1, cv2.NORM_MINMAX)\r\n hdr = hdr**gamma\r\n Luminance = cv2.cvtColor(hdr.astype('float32'), cv2.COLOR_BGR2GRAY)\r\n L_avg = np.exp(np.mean(np.log(Luminance)))\r\n T = alpha / L_avg * Luminance\r\n L_tone = T * (1 + (T / (T.max())**2)) / (1 + T)\r\n M = L_tone / Luminance\r\n for ch in range(depth):\r\n hdr[...,ch] = hdr[...,ch] * M\r\n return np.clip(hdr, 0.0, 1.0)\r\ndef localToneMapper(RGB,gamma = 0.5,dR =4):\r\n rows,cols,depth = RGB.shape\r\n Intensity = np.empty((rows,cols))\r\n Chrominance = np.empty((rows,cols,depth))\r\n RGB = cv2.normalize(RGB, None, 0, 1, cv2.NORM_MINMAX)\r\n minNonZero = np.min(RGB[RGB != 0])\r\n RGB[RGB == 0] = minNonZero *.01\r\n for row in range(rows):\r\n for col in range(cols):\r\n Intensity[row,col] = np.mean([RGB[row,col,0],RGB[row,col,1],RGB[row,col,2]])\r\n for ch in range(depth):\r\n Chrominance[...,ch] = RGB[...,ch] / Intensity\r\n L = np.log(Intensity)\r\n B = cv2.GaussianBlur(L, (5, 5), 0)\r\n O = np.max(B)\r\n D = L - B\r\n S = dR / (np.max(B) - np.min(B))\r\n B1 = (B - O) * S\r\n O1 = 2 **(B1 + D) \r\n for ch in range(depth):\r\n Chrominance[...,ch] = Chrominance[...,ch] * O1\r\n Chrominance = Chrominance**gamma\r\n return np.clip(Chrominance, 0.0, 1.0)\r\n \r\nif __name__ == '__main__':\r\n # Setting up the input output paths and the parameters\r\n inputDir = '../Images/'\r\n outputDir = '../Results/'\r\n\r\n _lambda = 50\r\n\r\n calibSetName = 'Office'\r\n\r\n # Parsing the input images to get the file names and corresponding exposure\r\n # values\r\n filePaths, exposures = ParseFiles(calibSetName, inputDir)\r\n subdir = filePaths[0].split('/')[2]\r\n\r\n numImages = len(filePaths)\r\n imageArrays = []\r\n for i in range(0, numImages):\r\n img = Read(filePaths[i])\r\n if i == 0:\r\n imageArrays = np.asarray(img)\r\n else:\r\n imageArrays = np.dstack((imageArrays, img))\r\n\r\n \"\"\" Task 1 \"\"\"\r\n rows,cols,depth = imageArrays.shape\r\n numChannels = depth // numImages\r\n HDR = np.zeros((rows,cols,numChannels), 'float32')\r\n ## Sample the images\r\n N = (5 * 256)//(numImages - 1)\r\n dims = imageArrays[0].shape\r\n px_idx = random.sample(range(0, dims[0]*dims[1]), N)\r\n B = [math.log(e) for e in exposures]\r\n w = [z if z <= 0.5 * 255 else 255 - z for z in range(256)]\r\n for ch in range(numChannels):\r\n images = imageArrays[:,:,ch::3]\r\n samples = sampler(images,px_idx)\r\n g, lE = gs(samples, B, _lambda, w)\r\n plt.plot(g, np.arange(0,256,1))\r\n \"\"\" Task 2 \"\"\"\r\n HDR[..., ch] = getHDR(images,g,B,w)\r\n plt.ylabel('pixel value Z')\r\n plt.xlabel('log exposure X') \r\n plt.savefig(outputDir + calibSetName+'_CRF.png') \r\n #cv2.imshow('image',HDR)\r\n #cv2.waitKey(0)\r\n\r\n\r\n \"\"\" Task 3 \"\"\"\r\n # Perform both local and global tone-mapping\r\n globalRein = reinhardToneMapper(HDR,0.4)\r\n plt.imsave(outputDir+calibSetName + \"_reinhard.jpg\",globalRein)\r\n globalIm = globalToneMapper(HDR,0.4)\r\n plt.imsave(outputDir+calibSetName + \"_Global.jpg\",globalIm)\r\n localIm =localToneMapper(HDR,0.4)\r\n plt.imsave(outputDir+calibSetName + \"_Local.jpg\",localIm)\r\n \r\n\r\n" }, { "alpha_fraction": 0.5952380895614624, "alphanum_fraction": 0.6158008575439453, "avg_line_length": 21.54878044128418, "blob_id": "fa7e636e5b901402d488dc93a60396de9bb05756", "content_id": "01e95013151c9a1fc95c98dbf5368af35c125388", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 1848, "license_type": "no_license", "max_line_length": 110, "num_lines": 82, "path": "/csce441/Assign1/src/Type_functions.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#ifndef _TYPE_FUNCTIONS_H_\n#define _TYPE_FUNCTIONS_H_\n#include \"Types.h\"\n#include <time.h>\nnamespace Utils{\n\tstatic unsigned long seed = 543;\n\n\tfloat min(const float first, const float second)\n\t{\n\t\treturn first < second ? first : second;\n\t}\n\tfloat max(const float first, const float second)\n\t{\n\t\treturn first > second ? first : second;\n\t}\n\tint ceil(float num)\n\t{ \n\t\tint val = num;\n\t if ((float)val != num)\n\t return val+1;\n\t return val;\n\t}\n\tint floor(float num)\n\t{\n\t\tint val = num;\n\t if ((float)val != num)\n\t return val - 1;\n\t return val;\t\t\n\t}\n\t\n\t//type functions\n\tVertex makeVertex(float x = 0, float y = 0, float z = 0)\n\t{\n\t\treturn Vertex{x,y,z};\n\t}\n\tColor pickColor(unsigned char r,unsigned char g,unsigned char b)\n\t{\n\t\treturn Color{r,g,b} ;\n\n\t}\n\tunsigned char psudeoRandomGenerator(int range)\n\t{\n\t\tseed = seed * 1103515245 + 12345;\n\t\treturn seed % range;\n\t}\n\n\tColor computeRandomColor()\n\t{\n\t\treturn Color{psudeoRandomGenerator(256),psudeoRandomGenerator(256),psudeoRandomGenerator(256)};\n\t}\n\tvoid computeBounds(BoundingBox& box,const Vertex& comparator )\n\t{\n\t\tbox.minX = min(box.minX,comparator.x);\n\t\tbox.maxX = max(box.maxX,comparator.x);\n\t\tbox.minY = min(box.minY,comparator.y);\n\t\tbox.maxY = max(box.maxY ,comparator.y);\n\t\tbox.minZ = min(box.minZ,comparator.z);\n\t\tbox.maxZ = max(box.maxZ ,comparator.z);\n\n\t}\n\tvoid initSeed()\n\t{\n\t\t srand (time(NULL));\n\t\t seed = rand() % 5432 + 1;\n\t}\n\tfloat abs(float num) \n\t{\n\t\treturn num < 0 ? -num : num;\n\t}\n\tvoid printBounds(const BoundingBox& box)\n\t{\n\t\tstd::cout<<\"BoundingBox::(min,min,min),(max,max,max)::(\" << box.minX << \",\"<< box.minY << \",\" << box.minZ <<\n\t\t\t\"),(\"<< box.maxX << \",\"<< box.maxY << \",\"<<box.maxZ <<\")\" << std::endl;\n\t}\n\tvoid printVertex(const Vertex& v)\n\t{\n\t\tstd::cout <<\"vertex(x,y,z)::(\" << v.x << \",\"<< v.y <<\",\"<< v.z << \")\"<<std::endl;\n\t}\n\n\t\n}\n#endif" }, { "alpha_fraction": 0.5385562181472778, "alphanum_fraction": 0.5414273738861084, "avg_line_length": 26.404495239257812, "blob_id": "fc1bdfc8594e536529d3769706d4d1c7c887386f", "content_id": "2dce3d80f05ebfa416216eacd38252f7a6e66b70", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 2438, "license_type": "no_license", "max_line_length": 99, "num_lines": 89, "path": "/csce441/Assign2/src/Window.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#ifndef WINDOW_H_\n#define WINDOW_H_\n\n#include <cassert>\n#include <cstring>\n#include <iostream>\n\n#include <GLFW/glfw3.h>\n#include \"GLSL.h\"\n#include \"MatrixStack.h\"\n#include \"ActionHandler.h\"\nclass Window\n{\n private:\n GLFWwindow * window;\n public:\n Window(const char* name=\"YOUR NAME\",int width=640, int height=480)\n {\n // Set error callback.\n\t glfwSetErrorCallback(ActonHandler::error_callback);\n\t // Initialize the library.\n\t if(!glfwInit()) {\n\t\t return;\n\t }\n\t // Create a windowed mode window and its OpenGL context.\n\t window = glfwCreateWindow(width, height, name, NULL, NULL);\n\t if(!window) {\n\t\t glfwTerminate();\n\t\t return;\n\t }\n // Make the window's context current.\n\t glfwMakeContextCurrent(window);\n // Initialize GLEW.\n glewExperimental = true;\n if(glewInit() != GLEW_OK) {\n std::cerr << \"Failed to initialize GLEW\" << std::endl;\n return;\n }\n glGetError(); // A bug in glewInit() causes an error that we can safely ignore.\n std::cout << \"OpenGL version: \" << glGetString(GL_VERSION) << std::endl;\n std::cout << \"GLSL version: \" << glGetString(GL_SHADING_LANGUAGE_VERSION) << std::endl;\n GLSL::checkVersion();\n\n }\n void setVsync(bool Vsync)\n {\n glfwSwapInterval(Vsync);\n }\n void setCallbacks()\n {\n // Set keyboard callback.\n\t glfwSetKeyCallback(window, ActonHandler::key_callback);\n\t // Set the mouse call back.\n\t glfwSetMouseButtonCallback(window, ActonHandler::mouse_callback);\n\t // Set the window resize call back.\n\t glfwSetFramebufferSizeCallback(window, ActonHandler::resize_callback);\n\n }\n void updateScene()\n {\n // Swap front and back buffers.\n glfwSwapBuffers(window);\n }\n void processEvents()\n {\n // Poll for and process events.\n\t\t glfwPollEvents();\n }\n bool shouldClose()\n {\n return glfwWindowShouldClose(window);\n }\n void terminateProgram()\n {\n // Quit program.\n\t glfwDestroyWindow(window);\n\t glfwTerminate();\n }\n\n\n GLFWwindow* getWindowID()\n {\n return window;\n }\n\n \n};\n\n#endif" }, { "alpha_fraction": 0.6362672448158264, "alphanum_fraction": 0.6585366129875183, "avg_line_length": 33, "blob_id": "5077144c59b9ab24296f596047740f1903fc1d7d", "content_id": "b52e235669cf9d813c8ac2b938592eda04c8d6b2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 943, "license_type": "no_license", "max_line_length": 73, "num_lines": 27, "path": "/csce489/L02/Code/GetMask.py", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "import numpy as np\r\nimport matplotlib.pyplot as plt\r\nimport cv2\r\n\r\ndef GetMask(image):\r\n ### You can add any number of points by using \r\n ### mouse left click. Delete points with mouse\r\n ### right click and finish adding by mouse\r\n ### middle click. More info:\r\n ### https://matplotlib.org/api/_as_gen/matplotlib.pyplot.ginput.html\r\n\r\n plt.imshow(image)\r\n plt.axis('image')\r\n points = plt.ginput(-1, timeout=-1)\r\n plt.close()\r\n\r\n ### The code below is based on this answer from stackoverflow\r\n ### https://stackoverflow.com/a/15343106\r\n\r\n mask = np.zeros(image.shape, dtype=np.uint8)\r\n roi_corners = np.array([points], dtype=np.int32)\r\n # fill the ROI so it doesn't get wiped out when the mask is applied\r\n channel_count = image.shape[2] # i.e. 3 or 4 depending on your image\r\n ignore_mask_color = (255,)*channel_count\r\n cv2.fillPoly(mask, roi_corners, ignore_mask_color)\r\n\r\n return mask" }, { "alpha_fraction": 0.6237211227416992, "alphanum_fraction": 0.656309187412262, "avg_line_length": 34.20000076293945, "blob_id": "032a744354fd60f52e2eb855aeed37c5b023daf6", "content_id": "990f888a57174eab36f077bb7a1c92e67459d5fc", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 2639, "license_type": "no_license", "max_line_length": 85, "num_lines": 75, "path": "/csce441/Assign4/src/entity/Entity.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#pragma once\n#ifndef _ENTITY_H_\n#define _ENTITY_H_\n\n#include <string>\n#include <vector>\n#include <memory>\n#include \"../MatrixStack.h\"\n/*\n* A entity is an object which has a position, an orientation, and a scale.\n*\n*/\n# define PI 3.14159265358979323846 /* pi */\nclass Entity\n{\n\npublic:\n std::string identifier = \"\";\n Entity() : \n originalPos(glm::vec3(0.0f, 0.0f, 0.0f)),\n position(glm::vec3(0.0f, 0.0f, 0.0f)),\n rotation(glm::vec3(0.f,0.f,0.f)),\n scale(glm::vec3(1.f,1.f,1.f))\n {}\n virtual ~Entity() { };\n\tglm::vec3 getPosition() const{return position;}\n glm::vec3 getOriginal()const{return originalPos;}\n\tglm::vec3 getScale() const{return scale;}\n glm::vec3 getRotation() const{return rotation;}\n float getRotX(){return rotation.x;}\n float getRotY(){return rotation.y;}\n float getRotZ(){return rotation.z;}\n glm::vec2 getMousePrev() const {return mousePrev;}\n\tMatrixStack getTransform()\n {\n MatrixStack transform;\n transform.translate(getPosition());\n transform.rotate(glm::radians(getRotation().x), glm::vec3(1.0f, 0.0f, 0.0f));\n\t transform.rotate(glm::radians(getRotation().y), glm::vec3(0.0f, 1.0f, 0.0f));\n transform.rotate(glm::radians(getRotation().z), glm::vec3(0.0f, 0.0f, 1.0f));\n transform.scale(scale);\n return transform;\n }\n void updatePosX(float x){position.x += x;}\n void updatePosY(float y){position.y += y;}\n void updatePosZ(float z){position.z += z ;}\n void updateRotX(float angle,float speed){rotation.x += angle*speed;}\n void updateRotY(float angle,float speed) {rotation.y += angle*speed;}\n void updateRotZ(float angle,float speed){rotation.z += angle*speed;} \n //float toRadians(float angle){return ((angle * PI)/180);}\n void setOriginal(const glm::vec3& org){originalPos = org;}\n void setPosition(const glm::vec3& pos){position = pos;}\n\tvoid setScale(const glm::vec3& sc){scale = sc;}\n void setScale(const float sc){scale = glm::vec3(sc,sc,sc);}\n void setRotation(const glm::vec3& rot){rotation = rot;}\n void setRotX(const float angle){rotation.x = angle;}\n void setRotY(const float angle){rotation.y = angle;}\n void setRotZ(const float angle){rotation.z = angle;}\n\n void setMousePrev(const glm::vec2& mp){mousePrev = mp;}\n\n\tvirtual void mouseClicked(float x, float y, bool shift, bool ctrl, bool alt) = 0;\n\tvirtual void mouseMoved(float x, float y) = 0;\n\tvirtual void keyEvent(unsigned int key,int action) = 0;\n \nprivate:\n glm::vec3 originalPos;\n glm::vec3 position;\n glm::vec3 rotation;\n glm::vec3 scale;\n glm::vec2 mousePrev;\n\n};\n\n#endif" }, { "alpha_fraction": 0.6128126382827759, "alphanum_fraction": 0.6138336062431335, "avg_line_length": 33.96330261230469, "blob_id": "aa0752663bbf827dd1d1d529a56d5063debc475c", "content_id": "163bda8d37874dd8ba5d06f553d5a4d0756206f8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "PHP", "length_bytes": 3918, "license_type": "no_license", "max_line_length": 95, "num_lines": 109, "path": "/CS3743/DB_project/LoginHandler.php", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "<?php\r\n$servername = \"localhost\";\r\n$username = \"root\";\r\n$password = \"\";\r\n$db = \"Hospital\";\r\n$conn = new mysqli($servername, $username, $password,$db);\r\n// Check connection\r\nif ($conn->connect_error) {\r\n die(\"Connection failed: \" . $conn->connect_error);\r\n} \r\n\r\nsession_start();\r\n$_SESSION['selectednavBarOption'] =\"\";\r\nif($_SERVER[\"REQUEST_METHOD\"] == \"POST\") {\r\n\t$Username = mysqli_real_escape_string($conn ,$_POST['Username']); \r\n\t$Pass = mysqli_real_escape_string($conn ,$_POST['Password']);\r\n\t$searchAdmin = \"SELECT AName,Username,Password FROM Admins WHERE Username = '$Username'\";\r\n\t$searchDoctor = \"SELECT Dname,Username,Password FROM Doctors WHERE Username = '$Username'\";\r\n\t$searchPatients =\"SELECT PName,Username,Password FROM Patients WHERE Username = '$Username'\";\r\n\t//Search Admin table\r\n\t$result = mysqli_query($conn,$searchAdmin);\r\n\t$row = mysqli_fetch_array($result,MYSQLI_ASSOC);\r\n\t$count = mysqli_num_rows($result);\r\n\tif ($count == 0){\r\n\t\t$UserNotFoundMsg = \"<script>console.log( 'User not found');</script>\";\r\n\t}\r\n\telseif ($count == 1) {\r\n\t\techo (\"<script>console.log( 'Username exists in database');</script>\");\r\n\t\tif(password_verify($Pass, $row[\"Password\"])) {\r\n\t\t\t$_SESSION['login_username'] = $Username;\r\n\t\t\t$_SESSION['name'] = $row[\"AName\"];\r\n\t\t\t$_SESSION['tableFoundIn'] = \"Admin\";\r\n\t\t\t$updateLogIn = \"UPDATE Admins SET LastLogIn = now() WHERE Username = '$Username' \";\r\n\t\t\t$loginUpdatedResult = mysqli_query($conn,$updateLogIn);\r\n\t\t\tif($loginUpdatedResult){\r\n\t\t\t\techo (\"<script>console.log( 'User Login time has been update');</script>\");\r\n\t\t\t} \r\n\t\t\tif(isset($_SESSION['login_username'])) {\r\n\t\t\t\theader(\"Location: accountHome.html\");\r\n\t\t\t\texit;\r\n\t\t\t}\r\n\t\t}\r\n\t\telse{\r\n\t\t\techo (\"<script>console.log( 'Password entered is invalid');</script>\");\r\n\t\t\theader(\"Location: index.html\");\r\n\t\t}\t\t\r\n\t}\r\n\telse{\r\n\t\t//Search doctor table\r\n\t\t$result = mysqli_query($conn,$searchDoctor);\r\n\t\t$row = mysqli_fetch_array($result,MYSQLI_ASSOC);\r\n\t\t$count = mysqli_num_rows($result);\r\n\t\tif($count == 1) {\r\n\t\t\techo (\"<script>console.log( 'Username exists in database');</script>\");\r\n\t\t\tif(password_verify($Pass, $row[\"Password\"])) {\r\n\t\t\t\t$_SESSION['login_username'] = $Username;\r\n\t\t\t\t$_SESSION['name'] = $row[\"Dname\"];\r\n\t\t\t\t$_SESSION['tableFoundIn'] = \"Doctor\";\r\n\t\t\t\t$updateLogIn = \"UPDATE Doctors SET LastLogIn = now() WHERE Username = $Username \";\r\n\t\t\t\t$loginUpdatedResult = mysqli_query($conn,$updateLogIn);\r\n\t\t\t\tif($loginUpdatedResult){\r\n\t\t\t\t\techo (\"<script>console.log( 'User Login time has been update');</script>\");\r\n\t\t\t\t}\r\n\t\t\t\tif(isset($_SESSION['login_username'])) {\r\n\t\t\t\t\theader(\"Location: accountHome.html\");\r\n\t\t\t\t\texit;\r\n\t\t\t\t}\t\t\t\t\r\n\t\t\t}\r\n\t\t\telse{\r\n\t\t\t\techo (\"<script>console.log( 'Password entered is invalid');</script>\");\r\n\t\t\t\theader(\"Location: index.html\");\r\n\t\t\t}\t\t\r\n\t\t}\r\n\t\telse{\r\n\t\t\t//search patients table\r\n\t\t\t$result = mysqli_query($conn,$searchPatients);\r\n\t\t\t$row = mysqli_fetch_array($result,MYSQLI_ASSOC);\r\n\t\t\t$count = mysqli_num_rows($result);\r\n\t\t\tif($count == 1) {\r\n\t\t\t\techo (\"<script>console.log( 'Username exists in database');</script>\");\r\n\t\t\t\tif(password_verify($Pass, $row[\"Password\"])) {\r\n\t\t\t\t\t$_SESSION['login_username'] = $Username;\r\n\t\t\t\t\t$_SESSION['name'] = $row[\"PName\"];\r\n\t\t\t\t\t$_SESSION['tableFoundIn'] = \"Patient\";\r\n\t\t\t\t\t$updateLogIn = \"UPDATE Patients SET LastLogIn = now() WHERE Username = $Username \";\r\n\t\t\t\t\t$loginUpdatedResult = mysqli_query($conn,$updateLogIn);\r\n\t\t\t\t\tif($loginUpdatedResult){\r\n\t\t\t\t\t\techo (\"<script>console.log( 'User Login time has been update');</script>\");\r\n\t\t\t\t\t}\r\n\t\t\t\t\tif(isset($_SESSION['login_username'])) {\r\n\t\t\t\t\t\theader(\"Location: accountHome.html\");\r\n\t\t\t\t\t\texit;\r\n\t\t\t\t\t}\t\t\t\t\t\r\n\t\t\t\t}\r\n\t\t\t\telse{\r\n\t\t\t\t\techo (\"<script>console.log( 'Password entered is invalid');</script>\");\r\n\t\t\t\t\theader(\"Location: index.html\");\r\n\t\t\t\t}\t\t\t\t\t\r\n\r\n\t\t\t}\r\n\t\t\telse{\r\n\t\t\t\techo $UserNotFoundMsg;\r\n\t\t\t\theader(\"Location: index.html\");\r\n\t\t\t}\r\n\t\t}\r\n\t}\r\n}\r\n$conn->close();\r\n?>" }, { "alpha_fraction": 0.5570617914199829, "alphanum_fraction": 0.568095862865448, "avg_line_length": 38.177215576171875, "blob_id": "b7db7c54d7d0e2cd9a097d49b077243135d05804", "content_id": "1e680e371fe8a46636460165f7833458c4342156", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 3172, "license_type": "no_license", "max_line_length": 125, "num_lines": 79, "path": "/csce312/HACKASSEMBELER/Assembler.cpp", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "/*Assembler for Hack Assembally language */\r\n#include <iostream>\r\n#include \"Assembler.H\"\r\n#include <string.h>\r\n#include <fstream>\r\n#include <bitset>\r\nint main(int argc,char *argv[])\r\n{\r\n if (argc != 2)\r\n {\r\n std::cerr <<\"ERROR::INVALID_ARGUMENT_COUNT::PROGRAM_REQUIRES_EXACTLY_2_ARGS\" <<std::endl;\r\n _Exit(1);\r\n }\r\n\r\n //std::cout <<\"Argument count is \" << argc << \" with arguments provided being \"<< argv[0]<< \" \" << argv[1] << std::endl;\r\n std::string filePath = std::string(argv[1]);\r\n std::string fileExt = filePath.substr(filePath.find_last_of(\".\") + 1);\r\n std::string fileName = filePath.substr(0,filePath.find_last_of(\".\"));\r\n std::cout << \"File type: \" << fileExt << std::endl;\r\n std::cout << \"File name: \" << fileName << std::endl;\r\n \r\n if (fileExt != \"asm\")\r\n {\r\n std::cerr << \"ERROR::INCORRECT_FILE_FORMAT_DETECTED::FILE_TYPE_REQUESTED_IS_ASM\"<<std::endl;\r\n _Exit(1);\r\n }\r\n //Firstpass stores program labels with ROM addresses\r\n //Rom address starts at 0 and increments whenevr A_COMMAND or C_COMMAND encountered\r\n Parser FirstPass(filePath);\r\n int ROM_ADDRESS = 0;\r\n while(true)\r\n {\r\n FirstPass.advance();\r\n if(!FirstPass.hasMoreCommands()) break;\r\n if(FirstPass.commandType() == \"A_COMMAND\" || FirstPass.commandType() == \"C_COMMAND\") ROM_ADDRESS++;\r\n if(FirstPass.commandType() == \"L_COMMAND\" && !contains(FirstPass.symbol())) addEntry(FirstPass.symbol(),ROM_ADDRESS);\r\n }\r\n //Secondpass parses file replacing symoblic instructions with value in symbol table and complete commands translation\r\n //allocated RAM addresses are consevtive numbers starting at 16\r\n std::ofstream outFile;\r\n std::string outputfile = std::string(fileName) +\".hack\";\r\n ROM_ADDRESS = 16;\r\n outFile.open(outputfile);\r\n Parser SecondPass(argv[1]);\r\n while(true)\r\n {\r\n SecondPass.advance();\r\n if(!SecondPass.hasMoreCommands()) break;\r\n if(SecondPass.commandType() == \"A_COMMAND\")\r\n {\r\n outFile << \"0\";\r\n //check if symbol is numeric\r\n if(SecondPass.symbol().find_first_not_of(\"0123456789\") == std::string::npos)\r\n {\r\n outFile << std::bitset<15>(std::stoull(SecondPass.symbol(), nullptr)).to_string();\r\n }\r\n else\r\n {\r\n // Check if the symbol is a variable.\r\n if (!contains(SecondPass.symbol())) {\r\n addEntry(SecondPass.symbol(), ROM_ADDRESS++);\r\n }\r\n // Retrieve the address, and convert the decimal number to a binary number.\r\n outFile << std::bitset<15>(static_cast<unsigned long long>(getAddress(SecondPass.symbol()))).to_string();\r\n }\r\n outFile << std::endl;\r\n }\r\n else if(SecondPass.commandType() == \"C_COMMAND\")\r\n {\r\n outFile << \"111\";\r\n outFile <<comp(SecondPass.comp());\r\n outFile << dest(SecondPass.dest());\r\n outFile << jump(SecondPass.jump());\r\n outFile << std::endl;\r\n }\r\n }\r\n outFile.close();\r\n return 0;\r\n}" }, { "alpha_fraction": 0.5333333611488342, "alphanum_fraction": 0.5447618961334229, "avg_line_length": 20.040000915527344, "blob_id": "484eb2df30c3dfff3824e27f0a342dfef41a9efb", "content_id": "fa82b7bdb4ef90748f805faa3690f75ff43b9499", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 525, "license_type": "no_license", "max_line_length": 77, "num_lines": 25, "path": "/csce441/Assign3/src/Material.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#ifndef MATERIAL_H_\n#define MATERIAL_H_\n\n#define GLM_FORCE_RADIANS\n#include <glm/glm.hpp>\n#include <glm/gtc/type_ptr.hpp>\n\nclass Material\n{\n public:\n glm::vec3 Ka;//ambient intensity\n glm::vec3 Kd;//diffuse intensity\n glm::vec3 Ks;//specular intensity\n float s; //shininess factor,\n Material( glm::vec3 Ia,glm::vec3 Id,glm::vec3 Is, float shineDamper )\n {\n \n Ka = Ia;\n Kd = Id;\n Ks = Is;\n s = shineDamper;\n\n }\n};\n#endif" }, { "alpha_fraction": 0.6765523552894592, "alphanum_fraction": 0.6876737475395203, "avg_line_length": 20.156862258911133, "blob_id": "fda5a48d1190089880cd77400fd3e21b63df65e3", "content_id": "95b9f2099aeadb819b1632cef57e8c97654f27d7", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 1079, "license_type": "no_license", "max_line_length": 71, "num_lines": 51, "path": "/csce441/Assign1/src/main.cpp", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#include <iostream>\n#include <string>\n#include <vector>\n#include <memory>\n#include <cstring>\n#include <cstdlib>\n\n#include \"Image.h\"\n#include \"Types.h\"\n#include \"Type_functions.h\"\n\n#include \"Loader.h\"\n#include \"Renderer.h\"\n\n// This allows you to skip the `std::` in front of C++ standard library\n// functions. You can also say `using std::cout` to be more selective.\n// You should never do this in a header file.\nusing namespace std;\n\n\nint main(int argc, char **argv)\n{\n\tif(argc < 4) {\n\t\tcout << \"Usage: L02 filename width height\" << endl;\n\t\treturn 0;\n\t}\n\t// Output filename\n\tstring inputFile(argv[1]);\n\tstring outpuFIle(argv[2]);\n\t// Width of image\n\tint width = atoi(argv[3]);\n\t// Height of image\n\tint height = atoi(argv[4]);\n\t//color mode\n\tint mode = atoi(argv[5]);\n\t// Create the image. We're using a `shared_ptr`, a C++11 feature.\n\tauto image = make_shared<Image>(width, height);\n\n\n\tLoader loader;\n\tvector<float> posBuf;\n\tloader.objLoader(image,inputFile,posBuf);\n\tRenderer renderer(image,posBuf,mode);\n\n\n\n\n\t// Write image to file\n\timage->writeToFile(outpuFIle);\n\treturn 0;\n}\n" }, { "alpha_fraction": 0.6694772243499756, "alphanum_fraction": 0.6846542954444885, "avg_line_length": 19.310344696044922, "blob_id": "ef10d3c9a85982aaa82109929adb08e4c30b551b", "content_id": "ab026eb89db51f455c378e05bec7c843b5d18b87", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 593, "license_type": "no_license", "max_line_length": 56, "num_lines": 29, "path": "/csce441/L02/src/Types.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#ifndef _TYPES_H_\n#define _TYPES_H_\r\n#include <iostream>\r\n#include <limits>\r\n\r\n\r\nstruct BoundingBox\n{\n\tdouble minX = std::numeric_limits<double>::infinity();\n\tdouble maxX = -std::numeric_limits<double>::infinity();\n\tdouble minY = std::numeric_limits<double>::infinity();\n\tdouble maxY = -std::numeric_limits<double>::infinity();\n\tdouble minZ = std::numeric_limits<double>::infinity();\n\tdouble maxZ = -std::numeric_limits<double>::infinity();\n\n};\nstruct Vertex\n{\n\tdouble x;\n\tdouble y;\n\tdouble z;\n};\nstruct Color\n{\n\tunsigned char r = 255;\n\tunsigned char g = 255;\n\tunsigned char b = 255;\n};\n#endif" }, { "alpha_fraction": 0.6320710778236389, "alphanum_fraction": 0.6507713794708252, "avg_line_length": 28.30137062072754, "blob_id": "528ca4d3741ddfa1bd6cfd24d9c4b270c34a2582", "content_id": "aaebbe7689cfdf50ead7f1ca88489dbe4b8a54c1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 2139, "license_type": "no_license", "max_line_length": 123, "num_lines": 73, "path": "/csce441/L02/src/main.cpp", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#include <iostream>\n#include <string>\n#include <vector>\n#include <memory>\n#include <cstring>\n#include <cstdlib>\n#include \"Image.h\"\n#include \"Types.h\"\n#include \"Rasterizer.h\"\n// This allows you to skip the `std::` in front of C++ standard library\n// functions. You can also say `using std::cout` to be more selective.\n// You should never do this in a header file.\nusing namespace std;\n\nint main(int argc, char **argv)\n{\n\tif(argc < 4) {\n\t\tcout << \"Usage: L02 filename width height\" << endl;\n\t\treturn 0;\n\t}\n\t// Output filename\n\tstring filename(argv[1]);\n\t// Width of image\n\tint width = atoi(argv[2]);\n\t// Height of image\n\tint height = atoi(argv[3]);\n\t// Create the image. We're using a `shared_ptr`, a C++11 feature.\n\tauto image = make_shared<Image>(width, height);\n\n\tRasterizationEngine engine;\n\tVertex v1 = engine.makeVertex( atoi(argv[4]),atoi(argv[5]) );\n\tVertex v2 = engine.makeVertex( atoi(argv[6]),atoi(argv[7]) );\n\tVertex v3 = engine.makeVertex( atoi(argv[8]),atoi(argv[9]) );\n\tcout << \"vertices::(x,y)::(\" << v1.x << \",\"<< v1.y << \")::(\"<<v2.x << \",\"<<v2.y << \")::(\"<<v3.x <<\",\" <<v3.y << \")\"<<endl;\n\tBoundingBox objBounds;\n\n\tengine.computeBounds(objBounds,v1 );\n\tengine.computeBounds(objBounds,v2 );\n\tengine.computeBounds(objBounds,v3 );\n\n\tstd::cout << \"bounds::(minx,miny)::(maxX,maxY)::(\" <<\n\tobjBounds.minX << \" , \"<< objBounds.minY << \n\t\")::(\"<< objBounds.maxX <<\" , \"<< objBounds.maxY<<\")\"<<std::endl;\n\n\tColor color1;\n\tColor color2;\n\tColor color3;\n\n\tengine.computeRandomColor(color1);\n\tengine.computeRandomColor(color2);\n\tengine.computeRandomColor(color3);\n\n\t// Draw a triangle\n\tvector<Color> colors = { color1,color2,color3 };\n\tfor(double y = objBounds.minY; y < objBounds.maxY; ++y) {\n\t\tfor(double x = objBounds.minX; x < objBounds.maxX; ++x) {\n\n\t\t\tVertex baryCoords = engine.computeBarycentricCoordinate(v1,v2,v3,Vertex{x,y});\n\t\t\tif(engine.depthTest(baryCoords))\n\t\t\t{\n\t\t\t\t\n\t\t\t\tColor color;\n\t\t\t\tengine.interpolateColor(color,colors, baryCoords);\n\t\t\t\timage->setPixel((int)x,(int)y, color.r, color.g, color.b);\n\t\t\t\tcout << x <<\",\" << y << endl;\n\t\t\t}\n\t\t}\n\t}\n\n\t// Write image to file\n\timage->writeToFile(filename);\n\treturn 0;\n}\n" }, { "alpha_fraction": 0.6104676127433777, "alphanum_fraction": 0.6271986365318298, "avg_line_length": 21.86274528503418, "blob_id": "e70aa30899eef9b0a999838be5e579976415ab97", "content_id": "941c38436e39debb6f7e2f90bc769edb60ff8b50", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 2331, "license_type": "no_license", "max_line_length": 102, "num_lines": 102, "path": "/csce441/Assign1/src/Renderer.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#pragma once\n#ifndef _Renderer_H_\n#define _Renderer_H_\n\n#include <iostream>\n#include <vector>\n#include \"Rasterizer.h\"\n#include \"Types.h\"\n#include \"Type_functions.h\"\n#include \"Image.h\"\n\nclass Renderer\n{\n\npublic:\n\tRenderer(std::shared_ptr<Image>& image, std::vector<float>& posBuf, int mode)\n\t{\n\n\t\tRaterizer rasterizer;\n\t\tstd::vector<float> zBuffer;\n\t\trasterizer.initZBuffer(zBuffer,image->getHeight()* image->getWidth());\n\t\tUtils::initSeed();\n\n\t\tColor rando = Utils::computeRandomColor();\n\t\t\n\t\t//for all triangles\n\t\tunsigned int iter = 0;\n\t\twhile(iter < posBuf.size())\n\t\t{\n\t\t\t//create triangle\n\t\t\tVertex v1 = Utils::makeVertex( posBuf[iter], posBuf[iter + 1], posBuf[iter + 2] );\n\t\t\tVertex v2 = Utils::makeVertex( posBuf[iter + 3], posBuf[iter + 4], posBuf[iter + 5]);\n\t\t\tVertex v3 = Utils::makeVertex( posBuf[iter + 6], posBuf[iter + +7], posBuf[iter + 8]);\n\t\t\t\n\t\t\t// compute bounds of triangle\n\t\t\tBoundingBox triBounds;\n\t\t\tUtils::computeBounds(triBounds,v1 );\n\t\t\tUtils::computeBounds(triBounds,v2 );\n\t\t\tUtils::computeBounds(triBounds,v3 );\n\t\t\t\n\t\t\t//Utils::printBounds(triBounds);\n\t\t\t\n\n\t\t\tColor color1;\n\t\t\tColor color2;\n\t\t\tColor color3;\n\t\t\t//color by triangle\n\t\t\t\n\t\t\tcolor1 = rando;\n\t\t\tcolor2 = rando;\n\t\t\tcolor3 = rando;\n\n\t\t\t if (mode == 0)\n\t\t\t { // color each vertex\n\t\t\t\t color1 = Utils::computeRandomColor();\n\t\t\t\t color3 = Utils::computeRandomColor();\n\t\t\t\t color3 = Utils::computeRandomColor();\n\t\t\t }\n\n\t\t\t else if(mode == 1)\n\t\t\t {// unifrom obj color\n\t\t\t \t\n\t\t\t \tcolor1 = rando;\n\t\t\t\tcolor2 = rando;\n\t\t\t\tcolor3 = rando;\n\t\t\t }\n\n\n\n\n\t\t\n\t\t\tstd::vector<Color> colors = { color1,color2,color3 };\n\t\t\t//for all pixels in triangle bounding box\n\t\t\tfor(int y = triBounds.minY; y < triBounds.maxY; ++y) \n\t\t\t{\n\t\t\t \tfor(int x = triBounds.minX; x < triBounds.maxX; ++x) {\n\n\t\t\t \t\tVertex baryCoords = rasterizer.computeBarycentricCoordinate(v1,v2,v3,Vertex{(float)x,(float)y});\n\t\t\t \t\t\n\t\t\t \t\tif(rasterizer.isFrontFacing(baryCoords))\n\t\t\t\t\t{\n\t\t\t\t\t\tfloat z = rasterizer.interpolateZ(baryCoords,v1, v2, v3);\n\t\t\t\t\t\t\n\t\t\t\t\t\tif(rasterizer.depthTest(zBuffer,image->getHeight(), image->getWidth(), x, y, z))\n\t\t\t\t\t\t{\n\t\t\t\t\t\t\t//Utils::printVertex(baryCoords);\n\t\t\t \t\t\t\tColor color = rasterizer.interpolateColor(colors, baryCoords);\n\t\t\t\t\t\t\timage->setPixel(x,y, color.r, color.g, color.b);\n\t\t\t \t\t\t\t\n\t\t\t\t\t\t}\n\t\t\t \t\t}\n\t\t\t \t}\n\t\t\t }\n\n\t\t\t\titer += 9;\n\n\t\t}\n\t}\n\n\n};\n#endif" }, { "alpha_fraction": 0.7565789222717285, "alphanum_fraction": 0.8157894611358643, "avg_line_length": 24.41666603088379, "blob_id": "0aa088b9959130f9c34fa00e337b5a613f707244", "content_id": "74cb245d70b5aa5ae1a28c0d28d4f999b0ed5873", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 304, "license_type": "no_license", "max_line_length": 94, "num_lines": 12, "path": "/csce441/Assign1/src/README.txt", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#Jorge Farinacci\n#125008668\n\ndidn't implement color mode 2\nrasterizer.h::function-computeBarycentricCoordinate\n/*\n\tequation implmentation modeled after solution by molbdnilo:\n\thttps://stackoverflow.com/questions/25385361/point-within-a-triangle-barycentric-co-ordinates\n*/\n\nedit: slightly improved \nz-buffer works" }, { "alpha_fraction": 0.49147120118141174, "alphanum_fraction": 0.49786779284477234, "avg_line_length": 39.79710006713867, "blob_id": "04028d73f26d9c1744d6b7a3a4925ffab0dc4cdd", "content_id": "d1e4c089ef922de70f35268849c908af31adfa52", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 2814, "license_type": "no_license", "max_line_length": 107, "num_lines": 69, "path": "/csce441/Assign2/src/Loader.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#ifndef LOADER_H_\n#define LOADER_H_\n\n#include <cassert>\n#include <cstring>\n#define _USE_MATH_DEFINES\n#include <cmath>\n#include <iostream>\n#include <vector>\n#include <map>\n#include <GLFW/glfw3.h>\n#define GLM_FORCE_RADIANS\n#include <glm/glm.hpp>\n#include <glm/gtc/matrix_transform.hpp>\n#include <glm/gtc/type_ptr.hpp>\n#include \"GLSL.h\"\n#include \"MatrixStack.h\"\n\n\nclass Loader\n{\n public:\n void load(std::string meshName,std::vector<float>& posBuf,std::vector<float>& norBuf,int& indCount)\n { \n tinyobj::attrib_t attrib;\n std::vector<tinyobj::shape_t> shapes;\n std::vector<tinyobj::material_t> materials;\n std::string errStr;\n int rc = tinyobj::LoadObj(&attrib, &shapes, &materials, &errStr, meshName.c_str());\n if(!rc) {\n std::cerr << errStr << std::endl;\n } else {\n // Some OBJ files have different indices for vertex positions, normals,\n // and texture coordinates. For example, a cube corner vertex may have\n // three different normals. Here, we are going to duplicate all such\n // vertices.\n // Loop over shapes\n for(size_t s = 0; s < shapes.size(); s++) {\n // Loop over faces (polygons)\n size_t index_offset = 0;\n for(size_t f = 0; f < shapes[s].mesh.num_face_vertices.size(); f++) {\n size_t fv = shapes[s].mesh.num_face_vertices[f];\n // Loop over vertices in the face.\n for(size_t v = 0; v < fv; v++) {\n // access to vertex\n tinyobj::index_t idx = shapes[s].mesh.indices[index_offset + v];\n posBuf.push_back(attrib.vertices[3*idx.vertex_index+0]);\n posBuf.push_back(attrib.vertices[3*idx.vertex_index+1]);\n posBuf.push_back(attrib.vertices[3*idx.vertex_index+2]);\n if(!attrib.normals.empty()) {\n norBuf.push_back(attrib.normals[3*idx.normal_index+0]);\n norBuf.push_back(attrib.normals[3*idx.normal_index+1]);\n norBuf.push_back(attrib.normals[3*idx.normal_index+2]);\n }\n }\n index_offset += fv;\n // per-face material (IGNORE)\n shapes[s].mesh.material_ids[f];\n }\n }\n }\n indCount = posBuf.size()/3; // number of indices to be rendered\n\n assert(norBuf.size() == posBuf.size());\n GLSL::checkError(GET_FILE_LINE); \n }\n};\n\n#endif" }, { "alpha_fraction": 0.7551020383834839, "alphanum_fraction": 0.7551020383834839, "avg_line_length": 23.5, "blob_id": "ed6ff6a24224a1db0fbb73c3787fbe93fd0cd786", "content_id": "8fdfa6226408b7c6c1436cad9b4baaa6af29bf21", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 98, "license_type": "no_license", "max_line_length": 60, "num_lines": 4, "path": "/README.md", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "# School\nrepo of all my school work\n\nrunning list of some of the works i've done while in school.\n" }, { "alpha_fraction": 0.6373285055160522, "alphanum_fraction": 0.6435412764549255, "avg_line_length": 26.211267471313477, "blob_id": "595f4bc87bbb05f8f13b906c950b560d760be212", "content_id": "e6185e60c60ff22bfe9e09be03d6f0373cc63003", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 3863, "license_type": "no_license", "max_line_length": 107, "num_lines": 142, "path": "/csce441/Assign1/src/Loader.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#pragma once\n#ifndef _Loader_H_\n#define _Loader_H_\n\n#include <iostream>\n#include <string>\n#include <vector>\n#define TINYOBJLOADER_IMPLEMENTATION\n#include \"tiny_obj_loader.h\"\n#include \"Types.h\"\n#include \"Type_functions.h\"\n#include \"Image.h\"\nclass Loader{\n\tpublic:\n\t\tLoader()\n\t\t{\n\n\t\t}\n\t\tvoid objLoader(std::shared_ptr<Image>& image,std::string meshName,std::vector<float>& posBuf)\n\t\t{\n\t\t\ttinyobj::attrib_t attrib;\n\t\t\tstd::vector<tinyobj::shape_t> shapes;\n\t\t\tstd::vector<tinyobj::material_t> materials;\n\t\t\tstd::string errStr;\n\n\t\t\tBoundingBox modelBounds;\n\t\t\t\n\n\t\t\tbool rc = tinyobj::LoadObj(&attrib, &shapes, &materials, &errStr, meshName.c_str());\n\t\t\tif (!rc) {\n\t\t\t\tstd::cerr << errStr << std::endl;\n\n\t\t\t}\n\t\t\telse {\n\t\t\t\t// Some OBJ files have different indices for vertex positions, normals,\n\t\t\t\t// and texture coordinates. For example, a cube corner vertex may have\n\t\t\t\t// three different normals. Here, we are going to duplicate all such\n\t\t\t\t// vertices.\n\t\t\t\t// Loop over shapes\n\t\t\t\tfor (size_t s = 0; s < shapes.size(); s++) {\n\t\t\t\t\t// Loop over faces (polygons)\n\t\t\t\t\tsize_t index_offset = 0;\n\t\t\t\t\tfor (size_t f = 0; f < shapes[s].mesh.num_face_vertices.size(); f++) {\n\t\t\t\t\t\tsize_t fv = shapes[s].mesh.num_face_vertices[f];\n\t\t\t\t\t\t// Loop over vertices in the face.\n\t\t\t\t\t\tfor (size_t v = 0; v < fv; v++) {\n\t\t\t\t\t\t\t// access to vertex\n\t\t\t\t\t\t\ttinyobj::index_t idx = shapes[s].mesh.indices[index_offset + v];\n\t\t\t\t\t\t\tposBuf.push_back(attrib.vertices[3 * idx.vertex_index + 0]);//x\n\t\t\t\t\t\t\tposBuf.push_back(attrib.vertices[3 * idx.vertex_index + 1]); // y\n\t\t\t\t\t\t\tposBuf.push_back(attrib.vertices[3 * idx.vertex_index + 2]);// z\n\n\t\t\t\t\t\t\tint lastIndex = posBuf.size() -1;\n\t\t\t\t\t\t\tVertex v1 = Utils::makeVertex(posBuf[lastIndex -2],posBuf[lastIndex - 1],posBuf[lastIndex]);\n\t\t\t\t\t\t\tUtils::computeBounds(modelBounds,v1);\n\t\t\t\t\t\t}\n\t\t\t\t\t\tindex_offset += fv;\n\t\t\t\t\t\t// per-face material (IGNORE)\n\t\t\t\t\t\tshapes[s].mesh.material_ids[f];\n\t\t\t\t\t}\n\t\t\t\t}\n\t\t\t}\n\t\t\t\n\t\t\t//Utils::printBounds(modelBounds);\n\t\t\t\n\t\t\tprocess(image,modelBounds, posBuf);\n\t\t\t\n\t\t}\n\tprivate:\n\t\tvoid process(std::shared_ptr<Image>& image,const BoundingBox& modelBounds, std::vector<float>& posBuf)\n\t\t{\n\t\t\t//computations\n\t\t\tVertex modelCenter = computeModelCenter(modelBounds);\n\t\t\tfloat scale = computeScaleFactor(image,modelBounds);\n\t\t\tcomputeScaledCenter(modelCenter, scale);\n\n\t\t\t\n\t\t\tfor(unsigned int i = 0; i < posBuf.size(); i = i + 3)\n\t\t\t{\n\t\t\t\t\n\t\t\t\tVertex vert = Utils::makeVertex((float)posBuf[i],(float)posBuf[i + 1],(float)posBuf[i + 2]);\n\t\t\t\ttransform(vert,scale, modelBounds,modelCenter);\n\t\t\t\tposBuf[i] = vert.x;\n\t\t\t\tposBuf[i + 1] = vert.y;\n\t\t\t\tposBuf[i + 2] = vert.z;\n\n\t\t\t}\n\t\t}\n\n\n\t\tvoid transform(Vertex& vert, const float scale,const BoundingBox& modelBounds,const Vertex& modelCenter )\n\t\t{\n\t\t\t//shift model to + axis\n\t\t\tVertex offset = offsetModel(modelBounds);\n\t\t\tvert.x -= offset.x;\n\t\t\tvert.y -= offset.y;\n\t\t\tvert.z -= offset.z;\n\n\t\t\t//scale model\n\t\t\tvert.x *= scale;\n\t\t\tvert.y *= scale;\n\t\t\tvert.z *= scale;\n\n\t\t\t\n\t\t\t\n\t\t}\n\n\t\tVertex computeModelCenter(const BoundingBox& modelBounds)\n\t\t{\n\n\t\t\treturn Utils::makeVertex(\n\t\t\t\t(modelBounds.maxX - modelBounds.minX)/2,\n\t\t\t\t(modelBounds.maxY - modelBounds.minY)/2,\n\t\t\t\t(modelBounds.maxZ - modelBounds.minZ)/2\n\t\t\t);\n\t\t}\n\t\tVertex offsetModel(const BoundingBox& modelBounds)\n\t\t{\n\t\t\treturn Utils::makeVertex(\n\t\t\t\t\tmodelBounds.minX,\n\t\t\t\t\tmodelBounds.minY,\n\t\t\t\t\tmodelBounds.minZ\n\t\t\t);\n\t\t}\n\t\tvoid computeScaledCenter( Vertex& modelCenter,const float scale)\n\t\t{\n\t\t\tmodelCenter.x = scale * modelCenter.x;\n\t\t\tmodelCenter.y = scale * modelCenter.y;\n\t\t\tmodelCenter.z = scale * modelCenter.z;\n\t\n\t\t}\n\n\t\tfloat computeScaleFactor( std::shared_ptr<Image>& image,const BoundingBox& modelBounds)\n\t\t{\n\t\t\treturn Utils::min(\n\t\t\t\t(float)image->getWidth() / (modelBounds.maxX - modelBounds.minX), \n\t\t\t\t(float)image->getHeight() / (modelBounds.maxY - modelBounds.minY)\n\t\t\t);\n\t\t}\n\t\n};\n#endif" }, { "alpha_fraction": 0.5980066657066345, "alphanum_fraction": 0.6220930218696594, "avg_line_length": 22.163461685180664, "blob_id": "180fa288c5fc737c394d73cb3de41aae17c9ca23", "content_id": "43b098d690d8c5ad1975f525dcdce8dd00f5089b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 2408, "license_type": "no_license", "max_line_length": 115, "num_lines": 104, "path": "/csce441/Assign1/src/Rasterizer.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#pragma once\n#ifndef _Raterizer_H_\n#define _Raterizer_H_\n#include <iostream>\n#include <string>\n#include <vector>\n#include <limits>\n#include \"Types.h\"\n#include \"Type_functions.h\"\n\n\n\nclass Raterizer\n{\n\npublic:\n\tRaterizer()\n\t{\n\t}\n\n\n\tVertex computeBarycentricCoordinate(const Vertex& V1 , const Vertex& V2,const Vertex& V3 ,const Vertex& P )\n\t{\n\t\t/*\n\t\tequation implmentation modeled after solution by molbdnilo:\n\t\thttps://stackoverflow.com/questions/25385361/point-within-a-triangle-barycentric-co-ordinates\n\t\t*/\n\t\tfloat totalArea, a, b, c;\n\t\ttotalArea = (V2.y - V3.y)*(V1.x-V3.x) + (V3.x - V2.x)*(V1.y - V3.y);\n\t\tif (totalArea == 0) return Utils::makeVertex();\n\t\t\n\n\t\ta = (V2.y - V3.y)*(P.x - V3.x) + (V3.x - V2.x)*(P.y - V3.y);\n\t\tb = (V3.y - V1.y)*(P.x - V3.x) + (V1.x - V3.x)*(P.y - V3.y);\n\t\ta = a / totalArea;\n\t\tb = b / totalArea;\n\t\tc = 1 - a - b;\n\t\t\n\t\treturn Utils::makeVertex(a,b,c);\n\t}\n\n\n\tColor interpolateColor(const std::vector<Color> &colors ,const Vertex& baryCoords)\n\t{\n\t\tColor color;\n\t\tcolor.r = (unsigned char)(colors[0].r * baryCoords.x + colors[1].r * baryCoords.y + colors[2].r * baryCoords.z);\n\t\tcolor.g = (unsigned char)(colors[0].g * baryCoords.x + colors[1].g * baryCoords.y + colors[2].g * baryCoords.z);\n\t\tcolor.b = (unsigned char)(colors[0].b * baryCoords.x + colors[1].b * baryCoords.y + colors[2].b * baryCoords.z);\n\t\treturn color;\n\t}\n\n\n\tbool isFrontFacing(const Vertex& pixel)\n\t{\n\t\treturn \n\t\t(\n\t\t\t0 <= pixel.x && pixel.x <= 1 && \n\t\t\t0 <= pixel.y && pixel.y <= 1 &&\n\t\t\t0 <= pixel.z && pixel.z <= 1 &&\n\t\t\tpixel.x + pixel.y + pixel.z == 1\n\t\t);\n\t}\n\tvoid initZBuffer(std::vector<float>& zBuffer,int size)\n\t{\n\t\tfloat inf = std::numeric_limits<float>::infinity();\n\t\tfor (int i = 0; i < size; i++)\n\t\t{\n\t\t\tzBuffer.push_back(-inf);\n\t\t}\n\t}\n\tfloat interpolateZ(Vertex& baryCoords, Vertex& v1, Vertex & v2, Vertex & v3)\n\t{\n\t\treturn baryCoords.x * v1.z + baryCoords.y * v2.z + baryCoords.z * v3.z;\n\n\t}\n\n\n\tbool depthTest(std::vector<float>& zBuffer,int imageHeight,int imageWidth, int col, int row, const float& z)\n\t{\n\n\t\tif (conditions( imageHeight, imageWidth,col, row) )\n\t\t\treturn false;\n\n\t\tint index = row * imageWidth + col;\n\t\t if (z >= zBuffer[index])\n\t\t{\n\t\t\tzBuffer[index] = z;\n\t\t\treturn true;\n\t\t}\n\t\t\n\t\treturn false;\n\t}\n\nprivate:\n\n\tbool conditions(int imageHeight,int imageWidth, int col, int row)\n\t{\n\t\treturn (col < 0 || col > imageWidth || row < 0 || row > imageHeight);\n\n\t}\n\n\n};\n#endif" }, { "alpha_fraction": 0.47681254148483276, "alphanum_fraction": 0.4931417405605316, "avg_line_length": 34.511627197265625, "blob_id": "a25ffa2f14a2846410cb7fdab961f49ba8a92d98", "content_id": "86db180026246d927a2b0b4cdcc9157cbade8f36", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1531, "license_type": "no_license", "max_line_length": 63, "num_lines": 43, "path": "/csce489/L02/Code/Poisson.py", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "import numpy as np\nimport scipy.sparse\nfrom scipy.sparse.linalg import spsolve\nclass Image:\n def sparse_lapl(rows,cols):\n d = scipy.sparse.lil_matrix((cols,cols))\n d.setdiag(1,-1)\n d.setdiag(-4)\n d.setdiag(1,1)\n A = scipy.sparse.block_diag([d]*rows).tolil()\n A.setdiag(1,1*cols)\n A.setdiag(1,-1*cols)\n return A\n def poisson(source,target,mask,isMix):\n mask_layer = mask[:,:,0]\n rows,cols = mask_layer.shape\n A = Image.sparse_lapl(rows,cols)\n lap = A.tocsc()\n for row in range(1,rows - 1):\n for col in range(1,cols - 1):\n if mask_layer[row, col] == 0:\n index = col + row * cols\n A[index,index] = 1\n A[index,index + 1] = 0\n A[index,index - 1] = 0\n A[index,index + cols] = 0\n A[index,index - cols] = 0\n A = A.tocsc()\n mf = mask_layer.flatten()\n for channel in range(source.shape[2]):\n sf = source[:,:,channel].flatten()\n tf = target[:,:,channel].flatten()\n B = lap.dot(sf)\n B[mf == 0] = tf[mf == 0]\n x = spsolve(A, B)\n x = Image.minmaxNormalize(x.reshape((rows, cols)))\n target[:, :, channel] = x\n return target\n\n def minmaxNormalize(channel):\n cMax, cMin = np.amax(channel), np.amin(channel)\n normalized = (channel - cMin)/(cMax - cMin) \n return normalized " }, { "alpha_fraction": 0.6666666865348816, "alphanum_fraction": 0.676400363445282, "avg_line_length": 28.268817901611328, "blob_id": "a7919375882485e337cb0b752d221b4d94e4cbfd", "content_id": "23e64ace6d81f24c7168c5572ec5b2ebd2ef3bd7", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 5445, "license_type": "no_license", "max_line_length": 166, "num_lines": 186, "path": "/csce313/HMW1/src/BuddyAllocator.cpp", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#include \"BuddyAllocator.h\"\n#include <iostream>\nusing namespace std;\n\n unsigned next_pow2(unsigned x)\n{\n\t/*\n\t* provided at locklessinc.com/articles/next_pow2/\n\t* optimal function to compute next power of 2\n\t* \n\t*/\n\tx -= 1;\n\tx |= (x >> 1);\n\tx |= (x >> 2);\n\tx |= (x >> 4);\n\tx |= (x >> 8);\n\tx |= (x >> 16);\n\treturn x + 1;\n}\nBuddyAllocator::BuddyAllocator (int _basic_block_size, int _total_memory_length){\n\tthis->basic_block_size = next_pow2(_basic_block_size);\n\tthis->total_memory_size = next_pow2(_total_memory_length);\n\t\n\tint free_list_size = int(log2(this->total_memory_size/this->basic_block_size)) + 1;\n\tfor(uint i = 0; i < free_list_size; i++)\n\t{\n\t\tFreeList.push_back(LinkedList());\n\t}\n\t\n\tBlockHeader* head = (BlockHeader*)(new BlockHeader[int(this->total_memory_size)]);\t\t\n\thead->isAvailable = true;\n\thead->block_size = this->total_memory_size;\n\thead->next = NULL;\n\tFreeList.at(free_list_size - 1).insert(head);\t\t\n\n\troot = head;\t\n}\n\nBuddyAllocator::~BuddyAllocator (){\n\tFreeList.clear();\n}\n\nvoid* BuddyAllocator::alloc(int length) {\n\tuint neededSize = length + sizeof(BlockHeader);\n\tuint neededBlockSize = next_pow2(neededSize);\n\tif (neededSize > this->total_memory_size) return NULL;\n\tif(neededBlockSize < this->basic_block_size) neededBlockSize = this->basic_block_size;\n\t\n\t\n\tuint indexOfNeededBlock = log2(neededBlockSize/this->basic_block_size);\n\tif(indexOfNeededBlock > FreeList.size() - 1) indexOfNeededBlock = FreeList.size() - 1;\n\n\tif(FreeList.at(indexOfNeededBlock).sz > 0)\n\t{\n\t\tBlockHeader* block = FreeList.at(indexOfNeededBlock).head;\n\t\tblock->isAvailable = false;\n\t\tblock->next = NULL;\n\t\tFreeList.at(indexOfNeededBlock).remove(block);\n\t\treturn (void*)(block + sizeof(BlockHeader));\n\t}\n\telse\n\t{\n\t\twhile(FreeList.at(indexOfNeededBlock).sz == 0 )\n\t\t{\n\t\t\tindexOfNeededBlock++;\n\t\t\tif (indexOfNeededBlock >= FreeList.size()) return NULL;\n\t\t}\n\t}\n\n\tint currBlockSize = FreeList.at(indexOfNeededBlock).head->block_size;\t\n\t//seg faults love me -- next line useful\n\t//cout <<\"Initial indexOfNeededBlock::\" << indexOfNeededBlock<<\"::Current Block Size::\"<<currBlockSize<<\"::Needed Block Size::\"<<neededBlockSize << endl;\n\tBlockHeader* partition;\n\twhile(currBlockSize != neededBlockSize)\n\t{\n\t\tBlockHeader* block = (BlockHeader*)FreeList.at(indexOfNeededBlock).head;\n\t\tpartition = this->split(block);\n\t\tblock = partition;\n\t\tindexOfNeededBlock--;\n\t\tcurrBlockSize /= 2;\n\t}\t\n\tFreeList.at(indexOfNeededBlock).remove(partition);\n\treturn (void*)(partition + sizeof(BlockHeader));\n}\n\nvoid BuddyAllocator::free(void* a) {\n\tBlockHeader* block = (BlockHeader*)((BlockHeader*)a - sizeof(BlockHeader));\n\tuint index = log2(block->block_size/this->basic_block_size);\n\tFreeList.at(index).insert(block);\n\t\n\twhile(true)\n\t{\n\t\tBlockHeader * buddy = getbuddy(block);\n\t\t\n\t\tif(arebuddies(block,buddy))\n\t\t{\n\t\t\tblock = merge(block,buddy);\n\t\t}\n\t\telse break;\t\n\t}\n\n}\nBlockHeader* BuddyAllocator::getbuddy(BlockHeader* addr)\n{\t\n\treturn root + ((addr - root) ^ addr->block_size);\n}\n\nbool BuddyAllocator::arebuddies(BlockHeader* block1, BlockHeader* block2)\n{\n\treturn (block1 -> block_size == block2 -> block_size) && block2->isAvailable;\n}\n\nBlockHeader* BuddyAllocator::merge(BlockHeader* block1, BlockHeader* block2)\n{\n\tBlockHeader* first;\n\tBlockHeader* second;\n\n\tif(block1 < block2)\n\t{\n\t\tfirst = block1;\n\t\tsecond = block2;\n\t}\n\telse\n\t{\n\t\tfirst = block2;\n\t\tsecond = block1;\n\t}\n\tuint index = log2(first->block_size/this->basic_block_size);\n\tFreeList.at(index).remove(first);\n\tFreeList.at(index).remove(second);\n\n\tuint mergedSize = first->block_size * 2;\n\tuint mergedIndex = log2(mergedSize / this->basic_block_size);\n\tFreeList.at(mergedIndex).insert(first);\n\tfirst->block_size = mergedSize;\n\treturn first;\t\n}\nBlockHeader* BuddyAllocator::split(BlockHeader* block)\n{\n\tif (block == NULL)return NULL;\n\tuint blockSize = block->block_size;\n\tuint halfBlock = blockSize/2;\n\n\tBlockHeader* leftHalf = block;\n\tBlockHeader* rightHalf = block + halfBlock;\n\t\n\tFreeList.at(log2(blockSize/this->basic_block_size)).remove(leftHalf);\n\t\n\tleftHalf->block_size = halfBlock;\n\trightHalf->block_size = halfBlock;\n\t//seg fault love me -- next line useful\n\t//cout<<\"split(BlockHeader * block)::\"<< block << \"::block size::\"<<blockSize<< \"::splitBlockLeft::\"<<leftHalf<<\"::splitBlockLeftSize::\"<<leftHalf->block_size<<endl;\n\t\n\n\tuint indexToInsert = log2( halfBlock/this->basic_block_size);\n\tFreeList.at(indexToInsert).insert(rightHalf);\n\tFreeList.at(indexToInsert).insert(leftHalf);\n\n\treturn leftHalf;\n\t\t\n\n}\nvoid BuddyAllocator::printlist (){\n cout << \"Printing the Freelist in the format \\\"[index] (block size) : # of blocks\\\"\" << endl;\n int64_t total_free_memory = 0;\n for (int i=0; i<FreeList.size(); i++){\n int blocksize = ((1<<i) * this->basic_block_size); // all blocks at this level are this size\n cout << \"[\" << i <<\"] (\" << blocksize << \") : \"; // block size at index should always be 2^i * bbs\n int count = 0;\n BlockHeader* b = FreeList [i].head;\n // go through the list from head to tail and count\n while (b){\n total_free_memory += blocksize;\n count ++;\n // block size at index should always be 2^i * bbs\n // checking to make sure that the block is not out of place\n if (b->block_size != blocksize){\n cerr << \"ERROR:: Block is in a wrong list\" << endl;\n exit (-1);\n }\n b = b->next;\n }\n cout << count << endl;\n cout << \"Amount of available free memory: \" << total_free_memory << \" byes\" << endl; \n }\n}\n\n" }, { "alpha_fraction": 0.6382978558540344, "alphanum_fraction": 0.6382978558540344, "avg_line_length": 33.75, "blob_id": "550d306187ea349e14f006b07335480ec6e51766", "content_id": "baf5d18113aa2b81766d127e02168ea182b2afe6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "JavaScript", "length_bytes": 141, "license_type": "no_license", "max_line_length": 56, "num_lines": 4, "path": "/CS3743/DB_project/AccountHome.js", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "$(document).on('click',\".navBarOption\", function(event){\r\n\t$(\".navBarOption\").removeClass('active');\r\n $(this).toggleClass('active');\r\n});" }, { "alpha_fraction": 0.6304858922958374, "alphanum_fraction": 0.6489028334617615, "avg_line_length": 30.50617218017578, "blob_id": "e30474978166b9548f8da10677e0351c4d2356bf", "content_id": "18ab9e082c32f1e7dda628d35d09519ebe3598c4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2552, "license_type": "no_license", "max_line_length": 196, "num_lines": 81, "path": "/csce420/python/hw1pr1.py", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#Jorge Farinacci\n#125008668\n#CSCE 420\n#Due: June 3, 2019\n#hw1pr1.py\n\nimport sys\n\n#program varibales\ntotalNumColumns = 0\ntotalNumRows = 0\nmatrixFields = []\ncurrent_row_indicator = 0\ncurrent_column_indicator = 0\n#reading user arguments\nlineCount = 0\n\n#read in all user inputs\nfor line in sys.stdin:\n line = line.strip()\n if lineCount == 0:\n totalNumRows = int(line)\n elif lineCount == 1:\n totalNumColumns = int(line)\n else:\n fields = line.split(\" \")\n if len(fields) != totalNumColumns and len(fields) != (totalNumRows * totalNumColumns):\n print(\"invalid number of fields on line {} field count provided was {}\".format(lineCount,len(fields) ))\n sys.exit()\n for field in fields:\n matrixFields.append(int(field))\n if len(matrixFields) == (totalNumRows * totalNumColumns):\n break\n lineCount += 1\ndef getLocation():\n global current_row_indicator\n global current_column_indicator\n global totalNumColumns\n return current_row_indicator * totalNumColumns + current_column_indicator\ndef performCleanOp(isClean):\n if isClean == 0:\n return 'NoOp'\n elif isClean == 1:\n return 'suck'\ndef performMoveOp():\n global current_row_indicator\n global current_column_indicator\n global totalNumColumns\n moveop = \"noOp\"\n if current_row_indicator% 2 == 0:\n if current_column_indicator != totalNumColumns - 1:\n moveop = 'right'\n current_column_indicator+= 1\n else:\n moveop = 'down'\n current_row_indicator += 1\n else:\n if current_column_indicator != 0:\n moveop = 'left'\n current_column_indicator-= 1\n else:\n moveop = 'down'\n current_row_indicator += 1\n return moveop\n#with no mention of obstacles the program assumes only 2 states clean and dirty as well as the ability to move around feely within a rectangular grid (meaning no obstacles will obstruct its path).\nlocationsVisited = 0\nvisitedMap = [[0]*totalNumRows*totalNumColumns]\nclean = 0\nperformanceMeasure = 0\nwhile locationsVisited != len(matrixFields) :\n if performCleanOp(int (matrixFields [getLocation()])) == 'suck':\n matrixFields [getLocation()] = 0\n clean += 1\n else:\n if visitedMap[current_row_indicator][current_column_indicator] == 0:\n visitedMap[current_row_indicator][current_column_indicator] = 1\n locationsVisited += 1\n performMoveOp()\n performanceMeasure += clean\n\nprint(performanceMeasure)\n" }, { "alpha_fraction": 0.7977146506309509, "alphanum_fraction": 0.803273618221283, "avg_line_length": 67.85106658935547, "blob_id": "d5602629c32e72ec582772f0defe06e2668749e8", "content_id": "3f12d9e0875e9655b1aba99669730eaf955306df", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 3238, "license_type": "no_license", "max_line_length": 355, "num_lines": 47, "path": "/csce314/README.md", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "Phase 2 is due August 4th at 11:59pm. \n\nCreate a branch in your project labelled \"Part1\". This will allow me to easily find your unaltered project 1 code. Then make all your Part 2 changes to branch \"main.\" (I.E. Branch \"Part1\" is a snapshot of your repository from when you turned in your project for Part 1.) \n\nCoding:\n\nFunctions should filter out duplicate records.\n\nUse Swing (note that Swing and SWT are different things) where possible. This is the designated GUI library. Examples of how your program should look are included as PNGs. \n\nUse Refactor -> Move to move the Muscle and the Equipment enumerations to the Config class, which is where they should have been from the beginning. \n\nTake what you learned writing the loadWorkouts() method and write a loadFormats() group. It should read a file defined in Config.WORKOUTFORMATFILE as a CSV file and return an enumeration hashmap.\n\nSet Workout inner class to public and use the Refactor option to extract the workout class to a new file, so the class is now its own file. This reflects a design change in the future use of the software.\n\nAdd these methods to the Workout class. They should function just like the hasEquipment equivalent.\nprotected boolean hasPrimaryMuscle(ArrayList<Config.Muscle> muscleList) \nprotected boolean hasSecondaryMuscle(ArrayList<Config.Muscle> muscleList).\n\nAdd these methods to the Workouts class. \npublic final Workouts getWorkoutsByMuscle(ArrayList<Config.Muscle> m, boolean includeSecondary)\nThis should function just like the getWorkoutsByEquipment equivalent.\npublic final ArrayList<String> getEquipment()\nThis should function just like the getNames equivalent.\npublic final int size()\nThis should return the number of workouts in the class.\npublic final Workout getWorkout(int index)\nThis should return an instance of the workout class that matches the index in the workoutList.\npublic final String getWorkoutEquipment(int index)\nThis should return the equipment of the workout at the given index.\npublic final int findWorkoutByName(String name)\nThis searches through the list of workouts in the class and returns the index of the workout with that name.\n\nYou have a new javaFit.java file. It loads the two data files and creates a new window. This is the bulk of the assignment: Create a Swing class that creates and displays three full-size buttons in a 600x400 window and then add ActionListeners to them that call a function to display the appropriate workout groups.\n\nThe WorkoutsPanel.java class is provided for you.\n\nYou will want to make sure you get the new workouts.csv file from github so you have a larger selection of test data. \n\nWhat You Turn In:\n1) The completed .java files.\n\nGrading: \nGrading will be based upon completeness. If your code is fully functional and passes all tests while adhering to the design guidelines, you get full points for this section. If your code is partially functional, you will get partial credit. If your code does not compile or run, you will get minimal credit. If you turn nothing in, you will get no credit.\n\nAcademic Honesty: As with most programming project, student code will be subjected to extensive anti-cheating monitoring. Algorithm design will be checked, as well as code layout. \n\n" }, { "alpha_fraction": 0.6362780332565308, "alphanum_fraction": 0.6481446623802185, "avg_line_length": 32.94078826904297, "blob_id": "5f2d5b50a9c7b3789ace40dfda72acfe1bc6b005", "content_id": "6e46255e9acd7e71a6a6ea18cd3051394232d4ff", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "PHP", "length_bytes": 5309, "license_type": "no_license", "max_line_length": 105, "num_lines": 152, "path": "/CS3743/DB_project/CreateTables.php", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "<?php \r\n$servername = \"localhost\";\r\n$username = \"root\";\r\n$password = \"\";\r\n$db = \"Hospital\";\r\n$conn = new mysqli($servername, $username, $password,$db);\r\n// Check connection\r\nif ($conn->connect_error) {\r\n die(\"Connection failed: \" . $conn->connect_error);\r\n} \r\nelse{\r\n\t\t$hospitalTable = \"CREATE TABLE IF NOT EXISTS HospitalRoot (\r\n\t\t\thospitalName VARCHAR(15) NOT NULL,\r\n\t\t\tRootAdminName VARCHAR(24) NOT NULL\r\n\t\t)\";\r\n\t\tif(!mysqli_query($conn, $hospitalTable)){\r\n\t\t\t echo (\"<script>console.log( 'Error creating Table HospitalRoot: \" . $conn->error . \"' );</script>\");\r\n\t\t}\r\n\t\t$AdminsTable = \"CREATE TABLE IF NOT EXISTS Admins(\r\n\t\t\tAID INT PRIMARY KEY NOT NULL UNIQUE,\r\n\t\t\tASSN INT UNIQUE,\r\n\t\t\tAName varchar(38) NOT NULL,\r\n\t\t\tUsername VARCHAR(26) NOT NULL UNIQUE,\r\n\t\t\tPassword VARCHAR(255) NOT NULL,\r\n\t\t\tLastLogIn DATETIME,\r\n\t\t\tisRootAdmin BOOLEAN,\r\n\t\t\tisAdmin BOOLEAN,\r\n\t\t\tActive BOOLEAN,\r\n\t\t\tCHECK(AID BETWEEN 0 AND 9999)\r\n\t )\";\r\n\t\tif(!mysqli_query($conn, $AdminsTable)){\r\n\t\t\t echo (\"<script>console.log( 'Error creating Table Admins: \" . $conn->error . \"' );</script>\");\r\n\t\t}\r\n\t\t$DoctorsTable = \"CREATE TABLE IF NOT EXISTS Doctors(\r\n\t\t\tDID INT PRIMARY KEY NOT NULL UNIQUE,\r\n\t\t\tDSSN INT UNIQUE,\r\n\t\t\tDname VARCHAR(38) NOT NULL,\r\n\t\t\tUsername VARCHAR(26) NOT NULL UNIQUE,\r\n\t\t\tPassword VARCHAR(255) NOT NULL,\r\n\t\t\tnumRatings INT,\r\n\t\t\tsumRatings INT,\r\n\t\t\tLastLogIn DATETIME,\r\n\t\t\tActive BOOLEAN,\r\n\t\t\tCHECK(DID BETWEEN 10000 AND 59999)\r\n\t\t)\";\r\n\t\tif(!mysqli_query($conn, $DoctorsTable)){\r\n\t\t\t echo (\"<script>console.log( 'Error creating Table Doctors: \" . $conn->error . \"' );</script>\");\r\n\t\t}\r\n\t\t$PatientsTable = \"CREATE TABLE IF NOT EXISTS Patients(\r\n\t\t\tPID INT PRIMARY KEY NOT NULL UNIQUE,\r\n\t\t\tPSSN INT UNIQUE,\r\n\t\t\tPName VARCHAR(38) NOT NULL,\r\n\t\t\tUsername VARCHAR(26) NOT NULL UNIQUE,\r\n\t\t\tPassword VARCHAR(255) NOT NULL,\r\n\t\t\tDOB DATE NOT NULL,\r\n\t\t\tLastLogIn DATETIME,\r\n\t\t\tisPatient BOOLEAN,\r\n\t\t\tActive BOOLEAN,\r\n\t\t\tCHECK(PID > 60000)\r\n\t\t)\";\r\n\t\tif(!mysqli_query($conn, $PatientsTable)){\r\n\t\t\t echo (\"<script>console.log( 'Error creating Table Patients: \" . $conn->error . \"' );</script>\");\r\n\t\t}\r\n\r\n\t\t$AppointmentsTable = \"CREATE TABLE IF NOT EXISTS Appointments(\r\n\t\t\tAppId INT AUTO_INCREMENT PRIMARY KEY,\r\n\t\t\tAPID INT NOT NULL,\r\n\t\t\tADID INT NOT NULL,\r\n\t\t\tAppDate DATE NOT NULL,\r\n\t\t\tAppStartTime TIME NOT NULL,\r\n\t\t\tAppEndTime TIME NOT NULL,\r\n\t\t\tAppReason VARCHAR(128) NOT NULL,\r\n\t\t\tAppStatus VARCHAR(20) NOT NULL,\r\n\t\t\tCHECK(AppStatus in ('pending','booked','canceled','kept','late','missed')),\r\n\t\t\tFOREIGN KEY(APID) REFERENCES Patients(PID),\r\n\t\t\tFOREIGN KEY(ADID) REFERENCES Doctors(DID)\r\n\t\t)\";\r\n\t\tif(!mysqli_query($conn, $AppointmentsTable)){\r\n\t\t\t echo (\"<script>console.log( 'Error creating Table Appointments: \" . $conn->error . \"' );</script>\");\r\n\t\t}\r\n\r\n\t\t$ScheduledSurgeries = \"CREATE TABLE IF NOT EXISTS Surgeries(\r\n\t\t\tSID INT AUTO_INCREMENT PRIMARY KEY,\r\n\t\t\tSDID INT NOT NULL,\r\n\t\t\tSPID INT NOT NULL,\r\n\t\t\tSurgeryDate DATE NOT NULL,\r\n\t\t\tSurgeryStartTime TIME NOT NULL,\r\n\t\t\tSurgeryEndTime TIME NOT NULL,\r\n\t\t\tSurgeryType VARCHAR(128) NOT NULL,\r\n\t\t\tSurgeryRoom VARCHAR(32) NOT NULL,\r\n\t\t\tFOREIGN KEY(SDID) REFERENCES Doctors(DID),\r\n\t\t\tFOREIGN KEY(SPID) REFERENCES Patients(PID)\r\n\t\t)\";\r\n\t\tif(!mysqli_query($conn, $ScheduledSurgeries)){\r\n\t\t\t echo (\"<script>console.log( 'Error creating Table Surgeries: \" . $conn->error . \"' );</script>\");\r\n\t\t}\r\n\t\t$DoctorShifts = \"CREATE TABLE IF NOT EXISTS Schedule(\r\n\t\t\tSDID INT NOT NULL,\r\n\t\t\tShiftDate DATE NOT NULL,\r\n\t\t\tShiftStartTime TIME NOT NULL,\r\n\t\t\tShiftEndTime TIME NOT NULL,\r\n\t\t\tFOREIGN KEY (SDID) REFERENCES Doctors(DID)\r\n\t\t)\";\r\n\t\tif(!mysqli_query($conn, $DoctorShifts)){\r\n\t\t\techo (\"<script>console.log( 'Error creating Table Schedule: \" . $conn->error . \"' );</script>\");\r\n\t\t}\r\n\t\t$canPerformSugery = \"CREATE TABLE IF NOT EXISTS Surgery(\r\n\t\t\tSDID INT NOT NULL,\r\n\t\t\tSurgeryType VARCHAR(128) NOT NULL,\r\n\t\t\tFOREIGN KEY(SDID) REFERENCES Doctors(DID)\r\n\t\t)\";\r\n\t\tif(!mysqli_query($conn, $canPerformSugery)){\r\n\t\t\t echo (\"<script>console.log( 'Error creating Table Surgery: \" . $conn->error . \"' );</script>\");\r\n\t\t}\r\n\r\n\t\t$PatientMedicalRecord = \"CREATE TABLE IF NOT EXISTS MedicalRecord(\r\n\t\t\tMPID INT NOT NULL,\r\n\t\t\theightCM int,\r\n\t\t\tweightKG int,\r\n\t\t\tage int NOT NULL,\r\n\t\t\tBloodType VARCHAR(3),\r\n\t\t\tCHECK(BloodType IN ('A+','A-','B+','B-','AB+','AB-','O+','O-','UNK')),\r\n\t\t\tFOREIGN KEY (MPID) REFERENCES Patients(PID)\r\n\t\t)\";\r\n\t\tif(!mysqli_query($conn, $PatientMedicalRecord)){\r\n\t\t\t echo (\"<script>console.log( 'Error creating Table MedicalRecord: \" . $conn->error . \"' );</script>\");\r\n\t\t}\r\n\r\n\t\t$HospitalTools = \"CREATE TABLE IF NOT EXISTS Tools(\r\n\t\t\tToolName VARCHAR(32) NOT NULL,\r\n\t\t\tToolId INT NOT NULL UNIQUE,\r\n\t\t\tQuantity INT NOT NULL\r\n\t\t)\";\r\n\t\tif(!mysqli_query($conn, $HospitalTools)){\r\n\t\t\techo (\"<script>console.log( 'Error creating Table Tools: \" . $conn->error . \"' );</script>\");\r\n\t\t}\r\n\r\n\t\t$ToolsInUse = \"CREATE TABLE IF NOT EXISTS ToolsInUse(\r\n\t\t\tTDID INT NOT NULL,\r\n\t\t\tToolId int,\r\n\t\t\tToolStatus VARCHAR(15) NOT NULL,\r\n\t\t\tCHECK(ToolStatus IN ('checked out','checked in', 'discarded')),\r\n\t\t\tFOREIGN KEY (TDID) REFERENCES Doctors(DID),\r\n\t\t\tFOREIGN KEY (ToolId) REFERENCES Tools(ToolId)\r\n\t\t)\";\r\n\t\tif(!mysqli_query($conn, $ToolsInUse)){\r\n\t\t\t echo (\"<script>console.log( 'Error creating Table ToolsInUse: \" . $conn->error . \"' );</script>\");\r\n\t\t}\r\n\r\n}\r\n$conn->close();\r\n?>" }, { "alpha_fraction": 0.6480877995491028, "alphanum_fraction": 0.6746698617935181, "avg_line_length": 29.449085235595703, "blob_id": "5ef000f7de95f597f6522cd6f8c9e7a4072ac629", "content_id": "2de0e09559636e9c4507a30b557e2cfd0b1a6920", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 11662, "license_type": "no_license", "max_line_length": 115, "num_lines": 383, "path": "/csce441/Assign4/src/main.cpp", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#include <cassert>\n#include <cstring>\n#define _USE_MATH_DEFINES\n#include <cmath>\n#include <iostream>\n#include <vector>\n\n#define GLEW_STATIC\n#include <GL/glew.h>\n#include <GLFW/glfw3.h>\n\n#define GLM_FORCE_RADIANS\n#include <glm/glm.hpp>\n#include <glm/gtc/type_ptr.hpp>\n\n#include \"entity/Camera.h\"\n#include \"shader/GLSL.h\"\n#include \"MatrixStack.h\"\n#include \"shader/Program.h\"\n#include \"model/Shape.h\"\n#include \"model/Texture.h\"\n#include \"entity/Entity.h\"\n#include \"entity/Batch.h\"\n#include \"entity/GameAsset.h\"\n#include \"entity/Light.h\"\n\n#include <vector>\nusing namespace std;\n\nGLFWwindow *window; // Main application window\nstring RESOURCE_DIR = \"./\"; // Where the resources are loaded from\n\nshared_ptr<Camera> camera;\nshared_ptr<Program> prog;\n\nshared_ptr<Shape> bunny;\nshared_ptr<Shape> teapot;\nshared_ptr<Shape> sphere;\nshared_ptr<Batch> b;\nshared_ptr<Batch> t;\nshared_ptr<Batch> l;\nshared_ptr<Batch> f;\nglm::vec3 lightPosCam;\ndouble start_time,end_time,elapsed;\nshared_ptr<Light> light;\nshared_ptr<Shape> plane;\nbool keyToggles[256] = {false}; // only for English keyboards!\n\n\n\ndouble random_color( void )\n{/**/\nstatic unsigned long seed = 123;\nseed = (1103515245L * seed + 12345L ) & 0x7fffffffL;\nreturn 1.0 - ((double)seed/(double)0x3fffffff);\n}\nint rand_int(int modFactor)\n{\n\tstatic unsigned long seed = 500;\n\tseed = (1103515245L * seed + 12345L ) & 0x7fffffffL;\n\treturn seed % modFactor;\n}\n\nint random_select_arg(int numArgs)\n{\n\tstatic unsigned long seed = 1324;\n\tseed = (1103515245L * seed + 12345L );\n\treturn seed % numArgs;\t\n}\n// This function is called when a GLFW error occurs\nstatic void error_callback(int error, const char *description)\n{\n\tcerr << description << endl;\n}\n\n// This function is called when a key is pressed\nstatic void key_callback(GLFWwindow *window, int key, int scancode, int action, int mods)\n{\n\tif(key == GLFW_KEY_ESCAPE && action == GLFW_PRESS) {\n\t\tglfwSetWindowShouldClose(window, GL_TRUE);\n\t}\n}\n\n// This function is called when the mouse is clicked\nstatic void mouse_button_callback(GLFWwindow *window, int button, int action, int mods)\n{\n\t// Get the current mouse position.\n\tdouble xmouse, ymouse;\n\tglfwGetCursorPos(window, &xmouse, &ymouse);\n\t// Get current window size.\n\tint width, height;\n\tglfwGetWindowSize(window, &width, &height);\n\tif(action == GLFW_PRESS) {\n\t\tbool shift = (mods & GLFW_MOD_SHIFT) != 0;\n\t\tbool ctrl = (mods & GLFW_MOD_CONTROL) != 0;\n\t\tbool alt = (mods & GLFW_MOD_ALT) != 0;\n\t\tcamera->mouseClicked((float)xmouse, (float)ymouse, shift, ctrl, alt);\n\t}\n}\n\n// This function is called when the mouse moves\nstatic void cursor_position_callback(GLFWwindow* window, double xmouse, double ymouse)\n{\n\t//int state = glfwGetMouseButton(window, GLFW_MOUSE_BUTTON_LEFT);\n\t//if(state == GLFW_PRESS) {\n\t\tcamera->mouseMoved((float)xmouse, (float)ymouse);\n\t//}\n}\n\nstatic void char_callback(GLFWwindow *window, unsigned int key)\n{\n\tcamera->keyEvent(key,0);\n}\n\n// If the window is resized, capture the new size and reset the viewport\nstatic void resize_callback(GLFWwindow *window, int width, int height)\n{\n\tglViewport(0, 0, width, height);\n}\n\n// This function is called once to initialize the scene and OpenGL\nstatic void init()\n{\n\t// Initialize time.\n\tglfwSetTime(0.0);\n\t\n\t// Set background color.\n\tglClearColor(0.2f, 0.2f, 0.2f, 1.0f);\n\t// Enable z-buffer test.\n\tglEnable(GL_DEPTH_TEST);\n\n\tprog = make_shared<Program>();\n\tprog->setShaderNames(RESOURCE_DIR + \"vert.glsl\", RESOURCE_DIR + \"frag.glsl\");\n\tprog->setVerbose(true);\n\tprog->init();\n\tprog->addAttribute(\"aPos\");\n\tprog->addAttribute(\"aNor\");\n\tprog->addUniform(\"P\");\n\tprog->addUniform(\"MV\");\n\tprog->addUniform(\"T\");\n\tprog->addUniform(\"ka\");\n\tprog->addUniform(\"kd\");\n\tprog->addUniform(\"ks\");\n\tprog->addUniform(\"s\");\n\tprog->addUniform(\"lightPosCam\");\n\tprog->addUniform(\"lightPos1\");\n\tprog->addUniform(\"Li1\");\n\tprog->setVerbose(false);\n\t\n\t\n\n\tlight = make_shared<Light>();\n\tlight->setLightPos(glm::vec3(5.0f,5.0f,2.0f));\n\tlight->setIntensity(0.8);\n\tcamera = make_shared<Camera>();\n\tcamera->setPosition(glm::vec3(0.0f,1.0f,5.0f));\n\n\t\n\n\t\n\tlightPosCam.x = 1.0f;\n\tlightPosCam.y = 1.0f;\n\tlightPosCam.z = 1.0f;\n\tplane = make_shared<Shape>();\n\tplane->loadMesh(RESOURCE_DIR + \"floor.obj\");\n\tplane->init();\n\tf = make_shared<Batch>();\n\tf->setType(Type::ASSET);\n\tf->setShape(sphere);\n\tGameAsset *ef = new GameAsset();\n\tef->setPosition(glm::vec3(0.0f,0.0f,0.0f));\n\tef->setOriginal(glm::vec3(0.0f,0.0f,0.0f));\t\n\tef->setScale(glm::vec3(200.0f,0.0f,100.0f));\n\tef->setKd(glm::vec3(0.f,1.f,0.f));\n\tef->setKs(glm::vec3(.1f,.1f,.1f));\n\tef->setKa(glm::vec3(.1f,.1f,.1f));\n\tef->setShine(1.f);\n\tf->insertEntity(ef);\n\n\tsphere = make_shared<Shape>();\n\tsphere->loadMesh(RESOURCE_DIR + \"sphere.obj\");\n\tsphere->init();\n\tl = make_shared<Batch>();\n\tl->setType(Type::ASSET);\n\tl->setShape(sphere);\n\tGameAsset *eli = new GameAsset();\n\teli->setPosition(glm::vec3(5.0f,5.0f,2.0f));\n\teli->setOriginal(glm::vec3(5.0f,5.0f,2.0f));\t\n\teli->setKd(glm::vec3(1.f,1.f,0.f));\n\teli->setKs(glm::vec3(.2f,.2f,.2f));\n\teli->setKa(glm::vec3(.2f,.2f,.2f));\n\teli->setShine(1.f);\n\tl->insertEntity(eli);\n\n\tbunny = make_shared<Shape>();\n\tbunny->loadMesh(RESOURCE_DIR + \"bunny.obj\");\n\tbunny->init();\n\tb = make_shared<Batch>();\n\tb->setType(Type::ASSET);\n\tb->setShape(bunny);\n\tfor(int i = 0; i <30;i++)\n\t{\n\t\tGameAsset *e = new GameAsset();\n\t\te->setKd(glm::vec3(random_color(),random_color(),random_color()));\n\t\te->setKs(glm::vec3(random_color(),random_color(),random_color()));\n\t\te->setKa(glm::vec3(.2f,.2f,.2f));\n\t\tint state = random_select_arg(2);\n\n\t\tglm::vec3 randPos = glm::vec3(rand_int(30),0.0f,rand_int(30)) * 0.5f;\n\t\tglm::vec3 randRot = glm::vec3(0.0f,rand_int(360.f),0.0f);\n\t\tif(state == 1) randPos = -randPos;\n\t\te->setPosition(randPos);\n\t\te->setOriginal(randPos);\n\t\te->setRotation(randRot);\n\t\te->setScale(0.5f);\n\t\tb->insertEntity(e);\n\n\t}\n\t \n\tteapot = make_shared<Shape>();\n\tteapot->loadMesh(RESOURCE_DIR + \"teapot.obj\");\n\tteapot->init();\t\n\tt = make_shared<Batch>();\n\tt->setType(Type::ASSET);\n\tt->setShape(teapot);\n\t\tfor(int i = 0; i <30;i++)\n\t{\n\t\tGameAsset *e = new GameAsset();\n\t\te->setKd(glm::vec3(random_color(),random_color(),random_color()));\n\t\te->setKs(glm::vec3(random_color(),random_color(),random_color()));\n\t\te->setKa(glm::vec3(.2f,.2f,.2f));\n\t\tint state = random_select_arg(2);\n\n\t\tglm::vec3 randPos = glm::vec3(rand_int(30),0.0f,rand_int(30)) * 0.5f;\n\t\tglm::vec3 randRot = glm::vec3(0.0f,rand_int(360.f),0.0f);\n\t\tif(state == 1) randPos = -randPos;\n\t\te->setPosition(randPos);\n\t\te->setOriginal(randPos);\n\t\te->setRotation(randRot);\n\t\te->setScale(0.5f);\n\t\tt->insertEntity(e);\n\n\t}\n\tGLSL::checkError(GET_FILE_LINE);\n}\n\n// This function is called every frame to draw the scene.\nstatic void render()\n{\n\t\n\t// Clear framebuffer.\n\tglClear(GL_COLOR_BUFFER_BIT | GL_DEPTH_BUFFER_BIT);\n\tglEnable(GL_CULL_FACE);\n\n\t\n\t// Get current frame buffer size.\n\tint width, height;\n\tglfwGetFramebufferSize(window, &width, &height);\n\tcamera->setAspect((float)width/(float)height);\n\t\n\t// Matrix stacks\n\tauto P = make_shared<MatrixStack>();\n\tauto MV = make_shared<MatrixStack>();\n\t\n\t// Apply camera transforms\n\tP->pushMatrix();\n\tcamera->applyProjectionMatrix(P);\n\tMV->pushMatrix();\n\t\n\t\n\tprog->bind();\n\tglUniformMatrix4fv(prog->getUniform(\"P\"), 1, GL_FALSE, glm::value_ptr(P->topMatrix()));\n\tglUniformMatrix4fv(prog->getUniform(\"MV\"), 1, GL_FALSE, glm::value_ptr(camera->applyViewMatrix()));\n\tglUniform3fv(prog->getUniform(\"lightPosCam\"), 1, glm::value_ptr(lightPosCam));\n\tglUniform3fv(prog->getUniform(\"lightPos1\"), 1, glm::value_ptr(light->getPosition()));\n\tglUniform1f(prog->getUniform(\"Li1\"), light->getIntensity());\n\t//plane->draw(prog);\n\n\n\tglUniformMatrix4fv(prog->getUniform(\"T\"), 1, GL_FALSE, glm::value_ptr(f->copies[0]->getTransform().topMatrix()));\n\tglUniform3fv(prog->getUniform(\"kd\"), 1, glm::value_ptr( ((GameAsset*)(f->copies[0]))->getKd()) );\n\tglUniform3fv(prog->getUniform(\"ks\"), 1, glm::value_ptr( ((GameAsset*)(f->copies[0]))->getKs()) );\n\tglUniform3fv(prog->getUniform(\"ka\"), 1, glm::value_ptr( ((GameAsset*)(f->copies[0]))->getKa()) );\n\tglUniform1f(prog->getUniform(\"s\"),((GameAsset*)(f->copies[0]))->getShine() );\n\tplane->draw(prog);\n\n\tglUniformMatrix4fv(prog->getUniform(\"T\"), 1, GL_FALSE, glm::value_ptr(l->copies[0]->getTransform().topMatrix()));\n\tglUniform3fv(prog->getUniform(\"kd\"), 1, glm::value_ptr( ((GameAsset*)(l->copies[0]))->getKd()) );\n\tglUniform3fv(prog->getUniform(\"ks\"), 1, glm::value_ptr( ((GameAsset*)(l->copies[0]))->getKs()) );\n\tglUniform3fv(prog->getUniform(\"ka\"), 1, glm::value_ptr( ((GameAsset*)(l->copies[0]))->getKa()) );\n\tglUniform1f(prog->getUniform(\"s\"),((GameAsset*)(l->copies[0]))->getShine() );\n\tsphere->draw(prog);\n\tfor(uint i =0; i <b->copies.size();i++)\n\t{\n\t\tglUniformMatrix4fv(prog->getUniform(\"T\"), 1, GL_FALSE, glm::value_ptr(b->copies[i]->getTransform().topMatrix()));\n\t\tglUniform3fv(prog->getUniform(\"kd\"), 1, glm::value_ptr( ((GameAsset*)(b->copies[i]))->getKd()) );\n\t\tglUniform3fv(prog->getUniform(\"ks\"), 1, glm::value_ptr( ((GameAsset*)(b->copies[i]))->getKs()) );\n\t\tglUniform3fv(prog->getUniform(\"ka\"), 1, glm::value_ptr( ((GameAsset*)(b->copies[i]))->getKa()) );\n\t\tglUniform1f(prog->getUniform(\"s\"),((GameAsset*)(b->copies[i]))->getShine() );\n\t\tbunny->draw(prog);\n\t}\n\tfor(uint i =0; i <t->copies.size();i++)\n\t{\n\t\tglUniformMatrix4fv(prog->getUniform(\"T\"), 1, GL_FALSE, glm::value_ptr(t->copies[i]->getTransform().topMatrix()));\n\t\tglUniform3fv(prog->getUniform(\"kd\"), 1, glm::value_ptr( ((GameAsset*)(t->copies[i]))->getKd()) );\n\t\tglUniform3fv(prog->getUniform(\"ks\"), 1, glm::value_ptr( ((GameAsset*)(t->copies[i]))->getKs()) );\n\t\tglUniform3fv(prog->getUniform(\"ka\"), 1, glm::value_ptr( ((GameAsset*)(t->copies[i]))->getKa()) );\n\t\tglUniform1f(prog->getUniform(\"s\"), ((GameAsset*)(b->copies[i]))->getShine() );\n\n\t\tteapot->draw(prog);\n\t}\n\tprog->unbind();\n\t\n\tMV->popMatrix();\n\tP->popMatrix();\n\t\n\tGLSL::checkError(GET_FILE_LINE);\n}\n\nint main(int argc, char **argv)\n{\n\tif(argc < 2) {\n\t\tcout << \"Please specify the resource directory.\" << endl;\n\t\treturn 0;\n\t}\n\tRESOURCE_DIR = argv[1] + string(\"/\");\n\n\t// Set error callback.\n\tglfwSetErrorCallback(error_callback);\n\t// Initialize the library.\n\tif(!glfwInit()) {\n\t\treturn -1;\n\t}\n\t// Create a windowed mode window and its OpenGL context.\n\twindow = glfwCreateWindow(640, 480, \"YOUR NAME\", NULL, NULL);\n\tif(!window) {\n\t\tglfwTerminate();\n\t\treturn -1;\n\t}\n\t// Make the window's context current.\n\tglfwMakeContextCurrent(window);\n\t// Initialize GLEW.\n\tglewExperimental = true;\n\tif(glewInit() != GLEW_OK) {\n\t\tcerr << \"Failed to initialize GLEW\" << endl;\n\t\treturn -1;\n\t}\n\tglGetError(); // A bug in glewInit() causes an error that we can safely ignore.\n\tcout << \"OpenGL version: \" << glGetString(GL_VERSION) << endl;\n\tcout << \"GLSL version: \" << glGetString(GL_SHADING_LANGUAGE_VERSION) << endl;\n\tGLSL::checkVersion();\n\t// Set vsync.\n\tglfwSwapInterval(1);\n\t// Set keyboard callback.\n\tglfwSetKeyCallback(window, key_callback);\n\t// Set char callback.\n\tglfwSetCharCallback(window, char_callback);\n\t// Set cursor position callback.\n\tglfwSetCursorPosCallback(window, cursor_position_callback);\n\t// Set mouse button callback.\n\tglfwSetMouseButtonCallback(window, mouse_button_callback);\n\t// Set the window resize call back.\n\tglfwSetFramebufferSizeCallback(window, resize_callback);\n\t// Initialize scene.\n\tinit();\n\tstart_time = glfwGetTime();\n\t// Loop until the user closes the window.\n\twhile(!glfwWindowShouldClose(window)) {\n\t\tend_time = glfwGetTime();\n\t\telapsed = end_time - start_time;\n\t\tstart_time = end_time;\n\t\t// Render scene.\n\t\trender();\n\t\t// Swap front and back buffers.\n\t\tglfwSwapBuffers(window);\n\t\t// Poll for and process events.\n\t\tglfwPollEvents();\n\t}\n\t// Quit program.\n\tglfwDestroyWindow(window);\n\tglfwTerminate();\n\treturn 0;\n}\n" }, { "alpha_fraction": 0.6594668030738831, "alphanum_fraction": 0.6705584526062012, "avg_line_length": 27.87640380859375, "blob_id": "1a05ac971f0d9b794fd6e9acb9983ac1d975f7a3", "content_id": "c52843354c18b457175ecd4b6dac0c282176bdee", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 5139, "license_type": "no_license", "max_line_length": 107, "num_lines": 178, "path": "/csce441/Assign2/src/main.cpp", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#include <cassert>\n#include <cstring>\n#define _USE_MATH_DEFINES\n#include <cmath>\n#include <iostream>\n#include <vector>\n#include <map>\n#define GLEW_STATIC\n#include <GL/glew.h>\n#include <GLFW/glfw3.h>\n#define GLM_FORCE_RADIANS\n#include <glm/glm.hpp>\n#include <glm/gtc/matrix_transform.hpp>\n#include <glm/gtc/type_ptr.hpp>\n#define TINYOBJLOADER_IMPLEMENTATION\n#include \"tiny_obj_loader.h\"\n#include \"GLSL.h\"\n\n#include \"MatrixStack.h\"\n#include \"Window.h\"\n#include \"Loader.h\"\n#include \"Robot.h\"\n#include \"ActionHandler.h\"\n\n\n\nstd::string RESOURCE_DIR = \"./\"; // Where the resources are loaded from\nGLuint progID;\nWindow window;\nRobot robot;\nLoader loader;\n\n\nstd::map<std::string,GLint> attrIDs;\nstd::map<std::string,GLint> unifIDs;\nstd::map<std::string,GLuint> bufIDs;\nstd::vector<float> posBuf;\nstd::vector<float> norBuf;\nint indCount;\nRobot ActonHandler::robot;\n\nvoid Shader(std::string vShaderName,std::string fShaderName)\n{\n // Create shader handles\n GLuint vShaderID = glCreateShader(GL_VERTEX_SHADER);\n\tGLuint fShaderID = glCreateShader(GL_FRAGMENT_SHADER);\n\n // Read shader sources\n const char *vShaderText = GLSL::textFileRead(vShaderName.c_str());\n const char *fShaderText = GLSL::textFileRead(fShaderName.c_str());\n glShaderSource(vShaderID, 1, &vShaderText, NULL);\n glShaderSource(fShaderID, 1, &fShaderText, NULL);\n \n // Compile vertex shader\n int rc;\n glCompileShader(vShaderID);\n glGetShaderiv(vShaderID, GL_COMPILE_STATUS, &rc);\n if(!rc) \n\t{\n GLSL::printShaderInfoLog(vShaderID);\n std::cout << \"Error compiling vertex shader \" << vShaderName << std::endl;\n return;\n }\n \n // Compile fragment shader\n glCompileShader(fShaderID);\n glGetShaderiv(fShaderID, GL_COMPILE_STATUS, &rc);\n if(!rc) \n\t{\n GLSL::printShaderInfoLog(fShaderID);\n std::cout << \"Error compiling fragment shader \" << fShaderName << std::endl;\n return;\n }\n \n // Create the program and link\n progID = glCreateProgram();\n \n glAttachShader(progID, vShaderID);\n glAttachShader(progID, fShaderID);\n glLinkProgram(progID);\n glGetProgramiv(progID, GL_LINK_STATUS, &rc);\n if(!rc) \n\t{\n GLSL::printProgramInfoLog(progID);\n std::cout << \"Error linking shaders \" << vShaderName << \" and \" << fShaderName << std::endl;\n return;\n }\n GLSL::checkError(GET_FILE_LINE);\n}\n\n// This function is called once to initialize the scene and OpenGL\nstatic void init()\n{\n\t// Initialize time.\n\tglfwSetTime(0.0);\n\t// Set background color.\n\tglClearColor(1.0f, 1.0f, 1.0f, 1.0f);\n\t// Enable z-buffer test.\n\tglEnable(GL_DEPTH_TEST);\n\tstd::string vShaderName = RESOURCE_DIR + \"vert.glsl\";\n\tstd::string fShaderName = RESOURCE_DIR + \"frag.glsl\";\n\tShader(vShaderName,fShaderName);\n\tattrIDs[\"aPos\"] = glGetAttribLocation(progID, \"aPos\");\n\tattrIDs[\"aNor\"] = glGetAttribLocation(progID, \"aNor\");\n\tunifIDs[\"P\"] = glGetUniformLocation(progID, \"P\");\n\tunifIDs[\"MV\"] = glGetUniformLocation(progID, \"MV\");\n\tloader.load(RESOURCE_DIR + \"cube.obj\",posBuf,norBuf,indCount);\n GLuint tmp[2];\n glGenBuffers(2, tmp);\n bufIDs[\"bPos\"] = tmp[0];\n bufIDs[\"bNor\"] = tmp[1];\n //pass model data to buffers\n glBindBuffer(GL_ARRAY_BUFFER, bufIDs[\"bPos\"]);\n glBufferData(GL_ARRAY_BUFFER, posBuf.size()*sizeof(float), &posBuf[0], GL_STATIC_DRAW);\n glBindBuffer(GL_ARRAY_BUFFER, bufIDs[\"bNor\"]);\n glBufferData(GL_ARRAY_BUFFER, norBuf.size()*sizeof(float), &norBuf[0], GL_STATIC_DRAW); \n glBindBuffer(GL_ARRAY_BUFFER, 0);\n\trobot.makeRobot();\n ActonHandler::setRobot(robot);\n \n\t\n}\nstatic void prepare(glm::mat4& P)\n{\n glUseProgram(progID);\n glUniformMatrix4fv(unifIDs[\"P\"], 1, GL_FALSE, value_ptr(P));\n glEnableVertexAttribArray(attrIDs[\"aPos\"]);\n glBindBuffer(GL_ARRAY_BUFFER, bufIDs[\"bPos\"]);\n glVertexAttribPointer(attrIDs[\"aPos\"], 3, GL_FLOAT, GL_FALSE, 0, (void *)0);\n glEnableVertexAttribArray(attrIDs[\"aNor\"]);\n glBindBuffer(GL_ARRAY_BUFFER, bufIDs[\"bNor\"]);\n glVertexAttribPointer(attrIDs[\"aNor\"], 3, GL_FLOAT, GL_FALSE, 0, (void *)0);\n\t\n}\nstatic void cleanUp()\n{\n glBindBuffer(GL_ARRAY_BUFFER, 0);\n glDisableVertexAttribArray(attrIDs[\"aNor\"]);\n glDisableVertexAttribArray(attrIDs[\"aPos\"]);\n glUseProgram(0);\n}\nstatic void render()\n{\n\tglClear(GL_COLOR_BUFFER_BIT | GL_DEPTH_BUFFER_BIT);\n int width, height;\n\tglfwGetFramebufferSize(window.getWindowID(), &width, &height);\n float aspect = width/(float)height;\n glm::mat4 P = glm::perspective((float)(45.0*M_PI/180.0), aspect, 0.01f, 100.0f); \n\tMatrixStack MV;\n \n prepare(P);\n robot.torso->draw( MV,unifIDs,indCount);\n cleanUp();\n\n \tGLSL::checkError(GET_FILE_LINE);\n}\n\nint main(int argc, char **argv)\n{\n\tif(argc < 2) {\n\t\tstd::cout << \"Please specify the resource directory.\" << std::endl;\n\t\treturn 0;\n\t}\n\tRESOURCE_DIR = argv[1] + std::string(\"/\");\n \twindow = Window(\"Jorge Farinacci\",640, 480);\n\twindow.setVsync(1);\n\twindow.setCallbacks();\n\tinit();\n\twhile(!window.shouldClose()) \n\t{\n\t\trender();\t\t\n\t\twindow.updateScene();\n\t\twindow.processEvents();\n\t}\n\twindow.terminateProgram();\n\n\treturn 0;\n}" }, { "alpha_fraction": 0.383185476064682, "alphanum_fraction": 0.3905788064002991, "avg_line_length": 34.601505279541016, "blob_id": "f561bfec81ff9d7be93c1a4d8a8366b43ee9e716", "content_id": "44c1f7781d3c336389fe5f0416fecce6f70afce3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 4734, "license_type": "no_license", "max_line_length": 101, "num_lines": 133, "path": "/csce441/Assign2/src/ActionHandler.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#ifndef ACTION_HANDLER_H_\n#define ACTION_HANDLER_H_\n#include <cassert>\n#include <cstring>\n#define _USE_MATH_DEFINES\n#include <cmath>\n#include <iostream>\n#include <vector>\n#include <map>\n#include <GLFW/glfw3.h>\n#define GLM_FORCE_RADIANS\n#include <glm/glm.hpp>\n#include <glm/gtc/matrix_transform.hpp>\n#include <glm/gtc/type_ptr.hpp>\n#include \"GLSL.h\"\n#include \"MatrixStack.h\"\n#include \"Robot.h\"\nclass ActonHandler\n{\n \n static Robot robot;\n public:\n \n static void setRobot(Robot rob)\n {\n robot = rob;\n }\n // This function is called when a GLFW error occurs\n static void error_callback(int error, const char *description)\n {\n std::cerr << description << std::endl;\n }\n\n // This function is called when a key is pressed\n static void key_callback(GLFWwindow *window, int key, int scancode, int action, int mods)\n {\n if(action == GLFW_PRESS)\n {\n switch(key)\n {\n case GLFW_KEY_ESCAPE:\n glfwSetWindowShouldClose(window, GL_TRUE);\n break;\n case GLFW_KEY_PERIOD:\n robot.pos_iter += 1;\n if( robot.pos_iter >= robot.pos.size() )\n robot.pos_iter = robot.pos.size();\n if(robot.pos_iter < robot.pos.size())\n robot.pos[robot.pos_iter]->scale += glm::vec3(.2,.2,.2);\n if(robot.pos_iter > 0 && robot.pos_iter < robot.pos.size())\n robot.pos[robot.pos_iter - 1]->scale = robot.pos[robot.pos_iter - 1]->sf;\n break;\n case GLFW_KEY_COMMA:\n robot.pos_iter -= 1;\n if (robot.pos_iter <= - 1)robot.pos_iter = -1;\n\n if( robot.pos_iter < robot.pos.size() - 1)\n {\n robot.pos[robot.pos_iter+1]->scale = robot.pos[robot.pos_iter+1]->sf;\n \n }\n if(robot.pos_iter >= 0 && robot.pos_iter <= robot.pos.size() - 1)\n {\n robot.pos[robot.pos_iter]->scale += glm::vec3(.2,.2,.2);\n\n }\n break;\n case GLFW_KEY_X:\n switch(mods)\n {\n case GLFW_MOD_SHIFT:\n case GLFW_MOD_CAPS_LOCK:\n if(robot.pos_iter >= 0)\n robot.pos[robot.pos_iter]->rot.x -= 5;\n break;\n\n default:\n if(robot.pos_iter >= 0)\n robot.pos[robot.pos_iter]->rot.x += 5;\n break;\n\n }\n\n break;\n case GLFW_KEY_Y:\n switch(mods)\n {\n case GLFW_MOD_SHIFT:\n case GLFW_MOD_CAPS_LOCK:\n if(robot.pos_iter >= 0)\n robot.pos[robot.pos_iter]->rot.y -= 5;\n break;\n\n default:\n if(robot.pos_iter >= 0)\n robot.pos[robot.pos_iter]->rot.y += 5;\n break;\n\n }\n break;\n case GLFW_KEY_Z:\n switch(mods)\n {\n case GLFW_MOD_SHIFT:\n case GLFW_MOD_CAPS_LOCK:\n if(robot.pos_iter >= 0)\n robot.pos[robot.pos_iter]->rot.z -= 5;\n break;\n\n default:\n if(robot.pos_iter >= 0)\n robot.pos[robot.pos_iter]->rot.z += 5;\n break;\n\n }\n break; \n }\n }\n }\n\n // This function is called when the mouse is clicked\n static void mouse_callback(GLFWwindow *window, int button, int action, int mods)\n {\n // Do nothing\n }\n\n // If the window is resized, capture the new size and reset the viewport\n static void resize_callback(GLFWwindow *window, int width, int height)\n {\n glViewport(0, 0, width, height);\n }\n};\n#endif" }, { "alpha_fraction": 0.5894039869308472, "alphanum_fraction": 0.5960264801979065, "avg_line_length": 20.619047164916992, "blob_id": "bb10b726ee156df980fd78f0e9eb6b6afff96808", "content_id": "d3f8ab079aea79eb41f3f19684a502775f50315c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 453, "license_type": "no_license", "max_line_length": 81, "num_lines": 21, "path": "/csce441/Assign3/src/Light.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#ifndef LIGHT_H_\n#define LIGHT_H_\n\n#define GLM_FORCE_RADIANS\n#include <glm/glm.hpp>\n#include <glm/gtc/type_ptr.hpp>\n\nclass Light\n{\n public:\n glm::vec3 pos;//position of light\n glm::vec3 color;//color of light (ignore for now our light will be white)\n float intensity;//intensity of light (inidicator of brightness)\n Light(glm::vec3 p, float i)\n {\n intensity = i;\n pos = p;\n\n }\n};\n#endif" }, { "alpha_fraction": 0.6214666366577148, "alphanum_fraction": 0.6538304090499878, "avg_line_length": 23.87755012512207, "blob_id": "5a61657a79fabcb5ed74aa38d52c1e005b4d161b", "content_id": "9a17c0db71b8ad968542db60c75a9bf981448d87", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 2441, "license_type": "no_license", "max_line_length": 116, "num_lines": 98, "path": "/csce441/L02/src/Rasterizer.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#pragma once\n#ifndef _Raterizer_H_\n#define _Raterizer_H_\n#include <iostream>\n#include <string>\n#include <vector>\n#include \"Types.h\"\n\n\nstatic unsigned long seed = 543;\n\nclass RasterizationEngine\n{\npublic:\n\tRasterizationEngine()\n\t{\n\t}\n\n\tVertex makeVertex(double x = 0, double y = 0, double z = 0)\n\t{\n\t\treturn Vertex{x,y,z};\n\t}\n\tVertex computeBarycentricCoordinate(const Vertex& V1 , const Vertex& V2,const Vertex& V3 ,const Vertex& P )\n\t{\n\t\tdouble totalArea = areaOfTriangle (V1,V2,V3);\n\t\tif (totalArea == 0) return makeVertex();\n\n\t\tdouble areaA = areaOfTriangle(V2,V3,P);\n\t\tdouble areaB = areaOfTriangle(V1,V3,P);\n\t\n\t\t\n\t\tdouble a = areaA / totalArea;\n\t\tdouble b = areaB / totalArea;\n\t\tdouble c = 1 - a - b;\n\t\t\n\t\treturn makeVertex(a,b,c);\n\t}\n\n\tvoid computeBounds(BoundingBox& box,const Vertex& comparator )\n\t{\n\t\tbox.minX = min(box.minX,comparator.x);\n\t\tbox.maxX = max(box.maxX,comparator.x);\n\t\tbox.minY = min(box.minY,comparator.y);\n\t\tbox.maxY = max(box.maxY ,comparator.y);\n\t\tbox.minZ = min(box.minZ,comparator.z);\n\t\tbox.maxZ = max(box.maxZ ,comparator.z);\n\n\n\t}\n\tvoid interpolateColor(Color& color,const std::vector<Color> &colors ,const Vertex& baryCoords)\n\t{\n\t\tcolor.r = (unsigned char) (colors[0].r * baryCoords.x + colors[1].r * baryCoords.y + colors[2].r * baryCoords.z);\n\t\tcolor.g = (unsigned char)(colors[0].g * baryCoords.x + colors[1].g * baryCoords.y + colors[2].g * baryCoords.z);\n\t\tcolor.b = (unsigned char)(colors[0].b * baryCoords.x + colors[1].b * baryCoords.y + colors[2].b * baryCoords.z);\n\t}\n\tvoid computeRandomColor(Color& color)\n\t{\n\t\tcolor.r = psudeoRandomGenerator(256);\n\t\tcolor.g = psudeoRandomGenerator(256);\n\t\tcolor.b = psudeoRandomGenerator(256);\n\t}\n\tbool depthTest(const Vertex& pixel)\n\t{\n\t\treturn \n\t\t(\n\t\t\t0 <= pixel.x && pixel.x <= 1 && \n\t\t\t0 <= pixel.y && pixel.y <= 1 &&\n\t\t\t0 <= pixel.z && pixel.z <= 1 &&\n\t\t\tpixel.x + pixel.y + pixel.z == 1\n\t\t);\n\t}\n\n\nprivate:\n\tdouble min(const double first, const double second)\n\t{\n\t\treturn first < second ? first : second;\n\t}\n\tdouble max(const double first, const double second)\n\t{\n\t\treturn first > second ? first : second;\n\t}\n\tdouble areaOfTriangle(const Vertex& V1 , const Vertex& V2,const Vertex& V3 )\n\t{\n\t\tdouble e0 = V2.x * V3.y - V2.y* V3.x;\n\t\tdouble e1 = V3.x * V1.y - V3.y* V1.x;\n\t\tdouble e2 = V1.x * V2.y - V1.y* V2.x;\n\t\treturn e0 + e1 + e2;\n\t}\n\tint psudeoRandomGenerator(int range)\r\n\t{\r\n\t\tseed = seed * 1103515245 + 12345;\r\n\t\treturn seed % range;\r\n\t}\n\n\n};\n#endif" }, { "alpha_fraction": 0.5862599611282349, "alphanum_fraction": 0.6049730777740479, "avg_line_length": 33.7706413269043, "blob_id": "7fd6eeded61e803b03f4a4a756508ec4e0f25517", "content_id": "af95471ad0d25b91fb478838b06482e02011a593", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3901, "license_type": "no_license", "max_line_length": 114, "num_lines": 109, "path": "/csce489/L02/Code/main.py", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "\"\"\" Assignment 3 - Starter code\r\n\"\"\" \r\n\r\n# Import required libraries\r\nimport numpy as np\r\nfrom matplotlib import pyplot as plt\r\nfrom pyramid import Image as im\r\nfrom Poisson import Image as im2\r\nfrom GetMask import GetMask\r\n\r\n# Read source, target and mask for a given id\r\ndef Read(id, path = \"\"):\r\n source = plt.imread(path + \"source_\" + id + \".jpg\") / 255\r\n target = plt.imread(path + \"target_\" + id + \".jpg\") / 255\r\n mask = plt.imread(path + \"mask_\" + id + \".jpg\") / 255\r\n\r\n return source, mask, target\r\n\r\n# Adjust parameters, source and mask for negative offsets or out of bounds of offsets\r\ndef AlignImages(mask, source, target, offset):\r\n sourceHeight, sourceWidth, _ = source.shape\r\n targetHeight, targetWidth, _ = target.shape\r\n xOffset, yOffset = offset\r\n \r\n if (xOffset < 0):\r\n mask = mask[abs(xOffset):, :]\r\n source = source[abs(xOffset):, :]\r\n sourceHeight -= abs(xOffset)\r\n xOffset = 0\r\n if (yOffset < 0):\r\n mask = mask[:, abs(yOffset):]\r\n source = source[:, abs(yOffset):]\r\n sourceWidth -= abs(yOffset)\r\n yOffset = 0\r\n # Source image outside target image after applying offset\r\n if (targetHeight < (sourceHeight + xOffset)):\r\n sourceHeight = targetHeight - xOffset\r\n mask = mask[:sourceHeight, :]\r\n source = source[:sourceHeight, :]\r\n if (targetWidth < (sourceWidth + yOffset)):\r\n sourceWidth = targetWidth - yOffset\r\n mask = mask[:, :sourceWidth]\r\n source = source[:, :sourceWidth]\r\n \r\n maskLocal = np.zeros_like(target)\r\n maskLocal[xOffset:xOffset + sourceHeight, yOffset:yOffset + sourceWidth] = mask\r\n sourceLocal = np.zeros_like(target)\r\n sourceLocal[xOffset:xOffset + sourceHeight, yOffset:yOffset + sourceWidth] = source\r\n\r\n return sourceLocal, maskLocal\r\n\r\n# Pyramid Blend\r\ndef PyramidBlend(source, mask, target):\r\n blPyr = im.blend(source, mask, target)\r\n collapsed = im.collapse(blPyr)\r\n final = im.minmaxNormalize(collapsed)\r\n return final\r\n\r\n# Poisson Blend\r\ndef PoissonBlend(source, mask, target, isMix):\r\n return im2.poisson(source,target,mask,isMix)\r\n #return source * mask + target * (1 - mask)\r\n\r\nif __name__ == '__main__':\r\n \r\n # Setting up the input output paths\r\n inputDir = '../Images/'\r\n outputDir = '../Results/'\r\n #src = plt.imread(\"../Images/source_09.jpg\")/255\r\n \r\n #mask = GetMask(src)\r\n #plt.imsave(\"../Images/mask_9.jpg\",mask)\r\n \r\n # False for source gradient, true for mixing gradients\r\n isMix = False\r\n\r\n # Source offsets in target\r\n offsets = [[0, 0], [0, 0], [210, 10], [10, 28], [140, 80], [-40, 90], [60, 100], [20, 20], [-28, 88],[50,100]]\r\n\r\n # main area to specify files and display blended image\r\n for index in range(1, len(offsets)):\r\n # Read data and clean mask\r\n source, maskOriginal, target = Read(str(index).zfill(2), inputDir)\r\n\r\n # Cleaning up the mask\r\n mask = np.ones_like(maskOriginal)\r\n mask[maskOriginal < 0.5] = 0\r\n\r\n # Align the source and mask using the provided offest\r\n source, mask = AlignImages(mask, source, target, offsets[index])\r\n\r\n \r\n ### The main part of the code ###\r\n \r\n # Implement the PyramidBlend function (Task 1)\r\n pyramidOutput = PyramidBlend(source, mask, target)\r\n \r\n # Implement the PoissonBlend function (Task 2)\r\n poissonOutput = PoissonBlend(source, mask, target, isMix)\r\n\r\n \r\n # Writing the result\r\n\r\n plt.imsave(\"{}pyramid_{}.jpg\".format(outputDir, str(index).zfill(2)), pyramidOutput)\r\n \r\n if not isMix:\r\n plt.imsave(\"{}poisson_{}.jpg\".format(outputDir, str(index).zfill(2)), poissonOutput)\r\n else:\r\n plt.imsave(\"{}poisson_{}_Mixing.jpg\".format(outputDir, str(index).zfill(2)), poissonOutput)\r\n " }, { "alpha_fraction": 0.6809269189834595, "alphanum_fraction": 0.6809269189834595, "avg_line_length": 16.5625, "blob_id": "a420765acc658603c040a33c4c4513c5772d09fe", "content_id": "093026ea0b13b39683d0780e39b5dcbc0bc82ae6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 561, "license_type": "no_license", "max_line_length": 54, "num_lines": 32, "path": "/csce441/Assign1/src/Types.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#ifndef _TYPES_H_\n#define _TYPES_H_\n#include <iostream>\n#include <limits>\n\n\nstruct BoundingBox\n{\n\tfloat minX = std::numeric_limits<float>::infinity();\n\tfloat maxX = -std::numeric_limits<float>::infinity();\n\tfloat minY = std::numeric_limits<float>::infinity();\n\tfloat maxY = -std::numeric_limits<float>::infinity();\n\tfloat minZ = std::numeric_limits<float>::infinity();\n\tfloat maxZ = -std::numeric_limits<float>::infinity();\n\n};\nstruct Vertex\n{\n\tfloat x;\n\tfloat y;\n\tfloat z;\n};\nstruct Color\n{\n\tunsigned char r ;\n\tunsigned char g ;\n\tunsigned char b ;\n};\n\n\n\n#endif" }, { "alpha_fraction": 0.6349366903305054, "alphanum_fraction": 0.6653164625167847, "avg_line_length": 24, "blob_id": "a9a1905627e7ed7a65a879d9b08a3c09af6f1f81", "content_id": "cab0986122cbf900948ce5c3b13184474f037b7e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 1975, "license_type": "no_license", "max_line_length": 102, "num_lines": 79, "path": "/csce441/Assign4/src/entity/Camera.cpp", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#define _USE_MATH_DEFINES\n#include <cmath> \n#include <iostream>\n#include <glm/gtc/matrix_transform.hpp>\n#include \"Camera.h\"\n\n\nCamera::Camera() :\n\taspect(1.0f),\n\tfovy((float)(45.0*M_PI/180.0)),\n\tznear(0.1f),\n\tzfar(1000.0f),\n\trfactor(0.01f),\n\ttfactor(0.05f)\n{\n \tEntity::setPosition(glm::vec3(0.0f,0.0f,5.f));\n}\n\nCamera::~Camera()\n{\n}\n\nvoid Camera::mouseClicked(float x, float y, bool shift, bool ctrl, bool alt){}\nvoid Camera::mouseMoved(float x, float y)\n{\n\tglm::vec2 mouseCurr(x, y);\n\tglm::vec2 dv = mouseCurr - Entity::getMousePrev();\n\tEntity::updateRotX(dv.y,rfactor);\n\tEntity::updateRotY(dv.x,rfactor);\n\tEntity::setMousePrev(mouseCurr);\n\tif(Entity::getRotX() > 89.0f) Entity::setRotX(89.0f);\n\tif(Entity::getRotX() < -89.0f) Entity::setRotX(-89.0f);\n}\nvoid Camera::keyEvent(unsigned int key,int action)\n{\n\t\n\tswitch(key)\n\t{\n\t\tcase 'w':\n\t\tcase 'W':\n\t\t\tEntity::updatePosX(-tfactor);\n\t\t\tbreak;\n\t\tcase 'a':\n\t\tcase 'A':\n\t\t\tEntity::updatePosZ(tfactor);\n\t\t\tbreak;\n\t\tcase 's':\n\t\tcase 'S':\n\t\t\tEntity::updatePosX(tfactor);\n\t\t\tbreak;\n\t\tcase 'd':\n\t\tcase 'D':\n\t\t\tEntity::updatePosZ(-tfactor);\n\t\t\tbreak;\n\t}\n}\nvoid Camera::applyProjectionMatrix(std::shared_ptr<MatrixStack> P) const\n{\n\t// Modify provided MatrixStack\n\tP->multMatrix(glm::perspective(fovy, aspect, znear, zfar));\n}\nglm::mat4 Camera::applyViewMatrix()\n{\n\tglm::vec3 front = glm::vec3(0.0f,0.0f,-1.0f);\n\tglm::vec3 Right;\n\t\n\tglm::vec3 up = glm::vec3(0.0f,1.0f,0.0f);\n\tfront.x = cos(glm::radians(Entity::getRotation().y)) * cos(glm::radians(Entity::getRotation().x));\n front.y = sin(glm::radians(Entity::getRotation().x));\n front.z = sin(glm::radians(Entity::getRotation().y)) * cos(glm::radians(Entity::getRotation().x));\n\tfront = -glm::normalize(front);\n\tRight = glm::normalize(glm::cross(front, up));\n \tup = glm::normalize(glm::cross(Right, front));\t\n\treturn glm::lookAt(Entity::getPosition(),Entity::getPosition() + front,up);\n}\nvoid Camera::applyViewMatrix(std::shared_ptr<MatrixStack> MV) const\n{\n/*do nothing*/\n}\n" }, { "alpha_fraction": 0.4911070764064789, "alphanum_fraction": 0.5119782090187073, "avg_line_length": 35.49006652832031, "blob_id": "e30e16e47ac0b27aea2cf77fa6d32fd5738dbbb1", "content_id": "adf0d1006e17711edafe6be3fba35daa917d0481", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5510, "license_type": "no_license", "max_line_length": 87, "num_lines": 151, "path": "/csce489/L02/Code/pyramid.py", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "\nimport numpy as np\nfrom matplotlib import pyplot as plt\nfrom numpy.lib.stride_tricks import as_strided\n\nclass Image:\n\n def blend(source, mask, target):\n blended = []\n sPyr = Image.laplPyramid(Image.gausPyramid(source, 4))\n mPyr = Image.gausPyramid(mask, 4)\n tPyr = Image.laplPyramid(Image.gausPyramid(target, 4))\n lvls = len(mPyr)\n for i in range(0,lvls):\n img = sPyr[i] * mPyr[i] + tPyr[i] * (1 - mPyr[i]) \n blended.append(img)\n return blended\n def collapse(blPyr):\n lvl = len(blPyr) - 1\n while(lvl > 0 ):\n upscale = Image.interpolate(blPyr[lvl],'NEAREST')\n compare = blPyr[lvl - 1]\n if upscale.shape[0] > compare.shape[0]:\n upscale = np.delete(upscale,(-1),axis = 0)\n if upscale.shape[1] > compare.shape[1]:\n upscale = np.delete(upscale,(-1),axis = 1) \n tmp = np.add(upscale,compare )\n blPyr.pop()\n blPyr.pop()\n blPyr.append(tmp)\n output = tmp\n lvl = lvl -1\n return output\n def minmaxNormalize(img):\n rMax, rMin = np.amax(img[:,:,0]), np.amin(img[:,:,0])\n r = (img[:,:,0] - rMin)/(rMax - rMin)\n gMax, gMin = np.amax(img[:,:,1]), np.amin(img[:,:,1])\n g = (img[:,:,1] - gMin)/(gMax - gMin)\n bMax, bMin = np.amax(img[:,:,2]), np.amin(img[:,:,2])\n b = (img[:,:,2] - bMin)/(bMax - bMin) \n return np.stack((r, g, b), axis = 2)\n def apply_Gaussian(img):\n gkernel = Image.kernel(sigma = 1.2, mode = \"gaussian\")\n gImg = Image.conv2d(img,gkernel)\n return gImg\n \"\"\"\n def apply_Laplace(img):\n #lKernel = np.asarray([[0,-1,0],[-1,4,-1],[0,-1,0]]\n lKernel = Image.kernel(sigma = 1.2, mode = \"laplacian\")\n lImg = Image.conv2d(img,lKernel)\n return lImg \n \"\"\"\n def gausPyramid(img, lvls):\n output = [img]\n for i in range(0,lvls):\n tmp = Image.decimate(output[len(output)-1])\n output.append(tmp)\n return output\n def laplPyramid(gausPyr):\n \"\"\"\n laplace pyramid built using difference of gaussian method\n \"\"\"\n output = []\n lvls = len(gausPyr)\n for i in range(0,lvls-1):\n first = gausPyr[i]\n second = Image.interpolate(gausPyr[i+1],'NEAREST')\n if(second.shape[0] > first.shape[0]):\n second = np.delete(second,(-1),axis=0)\n if(second.shape[1] > first.shape[1]):\n second = np.delete(second,(-1),axis=1) \n tmp = first - second\n output.append(tmp)\n output.append(gausPyr.pop())\n return output\n\n def interpolate(img,mode):\n \"\"\"\n scale img up by factor of 2\n \"\"\"\n rows,cols,depth = img.shape\n #print(rows,cols,depth)\n if (mode == 'NEAREST'): \n upsample = np.zeros((rows * 2 , cols * 2,depth))\n upsample[::2,::2,:] = img\n out = 4*Image.apply_Gaussian(upsample)\n return out\n def decimate(img):\n \"\"\"\n scale down img by factor of 2\n by taking every other row and column\n \"\"\"\n filtered = Image.apply_Gaussian(img)\n sub_sample = filtered[::2,::2,:]\n return sub_sample\n def conv2d(img,kernel):\n r = Image.convChannel(img[:,:,0], kernel)\n g = Image.convChannel(img[:,:,1], kernel)\n b = Image.convChannel(img[:,:,2], kernel)\n return np.stack((r, g, b), axis = 2)\n def convChannel(channel, kernel):\n cHeight,cWidth = channel.shape\n kWidth = kernel.shape[0] #kernel is a square matrix of odd dimensions\n #pad img channel with zeros to support kernel operations on edges\n pad = kWidth//2\n img = np.pad(channel, ((pad, pad), (pad, pad)), 'constant')\n conv2d = np.zeros_like(channel)\n iH,iW =img.shape\n k_flattened = kernel.flatten()\n for i in range(pad,cHeight):\n for j in range(pad,cWidth):\n block = img[i-pad:i+pad+1, j-pad:j+pad+1]\n conv2d[i-pad,j-pad] = np.sum(np.multiply(block.flatten(), k_flattened))\n return conv2d \n\n def kernel(sigma = 0.8, mode = \"gaussian\"):\n filtersize = (2 * int(3 * sigma + 0.5)) + 1\n if(mode == \"gaussian\"):\n gaussianKernel = Image.gaussian(sigma,filtersize)\n return gaussianKernel\n \n #elif(mode == \"laplacian\"):\n # laplacianKernel = Image.log(sigma,filtersize)\n # return laplacianKernel\n \n else:\n print (\"invalid mode specified\")\n return None \n \"\"\"\n def log(sigma,kernelDim):\n half = kernelDim // 2\n x,y = np.mgrid[-half:half+1, -half:half+1]\n s2 = sigma * sigma\n s4 = s2 * s2\n x2 = np.square(x)\n y2 = np.square(y) \n delta = (x2 + y2 - 2*s2) / s4\n kernel = np.exp((-x2 - y2) / (2 * s2) )\n kernel *= delta\n return kernel\n \"\"\"\n def gaussian(sigma,kernelDim):\n half = kernelDim //2\n x,y = np.mgrid[-half:half+1, -half:half+1]\n s2 = sigma * sigma\n x2 = np.square(x)\n y2 = np.square(y) \n kernel = np.exp((-x2 - y2) / (2 * s2) )\n normal = (1 / (2*np.pi * s2))\n # normalize the kerel such that is sums to 1\n kernel *= normal \n return kernel" }, { "alpha_fraction": 0.642264723777771, "alphanum_fraction": 0.642264723777771, "avg_line_length": 37.326087951660156, "blob_id": "e350d88fbd97ebcecbd5d36152e136b727589ae5", "content_id": "d98252138baedc53c323e21b26ba3ac22c0f9da9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "PHP", "length_bytes": 9043, "license_type": "no_license", "max_line_length": 167, "num_lines": 230, "path": "/CS3743/DB_project/insertIntoTable.php", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "<?php\r\n$servername = \"localhost\";\r\n$username = \"root\";\r\n$password = \"\";\r\n$db = \"Hospital\";\r\n$conn = new mysqli($servername, $username, $password,$db);\r\n// Check connection\r\nif ($conn->connect_error) {\r\n die(\"Connection failed: \" . $conn->connect_error);\r\n} \r\nfunction decodeAdminJSON($filePath){\r\n\tglobal $conn;\r\n\t$FileContents = file_get_contents($filePath);\r\n\t$array = json_decode($FileContents, true);\r\n\t\r\n\tforeach($array[\"Admins\"] as $row){\r\n\t\t$adminId = $row['AID'];\r\n\t\t$adminSSN = $row['ASSN'];\r\n\t\t$adminName = $row['AName'];\r\n\t\t$adminUser = $row['Username'];\r\n\t\t$adminPass = $row['Password'];\r\n\t\t$adminLog = $row['LastLogIn'];\r\n\t\t$adminIsRoot = $row['isRootAdmin'];\r\n\t\t$isAdmin = $row['isAdmin'];\r\n\t\t$adminStatus = $row['Active'];\r\n\t\t//verify and adjust entries\r\n\t\t$adminId = (int)$adminId;\r\n\t\tIF ($adminSSN == \"\"){$adminSSN = NULL;}\r\n\t\tELSE{$adminSSN = (int)$adminSSN;}\r\n\t\tIF ($adminLog == \"\"){$adminLog = date_create()->format('Y-m-d H:i:s');}\r\n\t\t$adminIsRoot = (int)$adminIsRoot;\r\n\t\t$isAdmin = (int)$isAdmin;\r\n\t\t$adminStatus = (int)$adminStatus;\r\n\t\t$hashedPass = password_hash($adminPass, PASSWORD_DEFAULT);\r\n\t\t//echo($adminId . \" \" . $adminSSN. \" \".$adminName. \" \".$adminUser.\" \" . $adminPass. \" \" . $adminLog. \" \". $adminIsRoot. \" \" . $isAdmin . \" \" . $adminStatus .\"<br>\");\r\n\t\t$adminQuery = \"INSERT IGNORE INTO \r\n\t\tAdmins (AID,ASSN,AName,Username,Password,LastLogIn,isRootAdmin,isAdmin,\tActive)\r\n\t\tVALUES(?,?,?,?,?,?,?,?,?)\";\r\n\t\t $stmt = $conn->prepare($adminQuery);\r\n\t\t $stmt->bind_param(\"iissssiii\", $adminId, $adminSSN, $adminName, $adminUser,$hashedPass,$adminLog,$adminIsRoot,$isAdmin,$adminStatus);\r\n\t\t $stmt->execute();\r\n\t\t $stmt->close();\r\n\r\n\t\t\r\n }\r\n\r\n}\t\r\n\r\nfunction decodeDoctorJSON($filePath){\r\n\tglobal $conn;\r\n\t$FileContents = file_get_contents($filePath);\r\n\t$array = json_decode($FileContents, true);\r\n\t\r\n\tforeach($array[\"Doctors\"] as $row){\r\n\t\t$doctorId = $row['DID'];\r\n\t\t$doctorSSN = $row['DSSN'];\r\n\t\t$doctorName = $row['Dname'];\r\n\t\t$doctorUser = $row['Username'];\r\n\t\t$doctorPass = $row['Password'];\r\n\t\t$doctorLog = $row['LastLogIn'];\r\n\t\t$doctorStatus = $row['Active'];\r\n\t\t$canPerform = $row['SurgeryType'];\r\n\t\t//verify and adjust entries\r\n\t\tIF ($doctorSSN == \"\"){$doctorSSN = NULL;}\r\n\t\tIF ($doctorLog == \"\"){$doctorLog = date_create()->format('Y-m-d H:i:s');}\r\n\t\t$hashedPass = password_hash($doctorPass, PASSWORD_DEFAULT);\r\n\t\t \r\n\t\t $doctorQuery = \"INSERT IGNORE INTO Doctors(DID,DSSN,Dname,Username,Password,LastLogIn,Active) \r\n\t\t VALUES (?,?,?,?,?,?,?)\";\r\n\t\t $stmt = $conn->prepare($doctorQuery);\r\n\t\t $stmt->bind_param(\"iissssi\", $doctorId, $doctorSSN, $doctorName, $doctorUser,$hashedPass,$doctorLog,$doctorStatus);\r\n\t\t if(!$stmt->execute()){\t echo (\"<script>console.log( 'Error inserting doctor' );</script>\");}\r\n\t\t $stmt->close();\r\n\t\t\r\n\t\tforeach ($canPerform as &$SurgeryType) {\r\n\t\t\t$SurgeryQuery = \"INSERT INTO Surgery(SDID,SurgeryType) VALUES(?,?)\";\r\n\t\t\t$stmt = $conn->prepare($SurgeryQuery);\r\n\t\t\t$stmt->bind_param(\"is\", $doctorId, $SurgeryType);\r\n\t\t\tif(!$stmt->execute()){ echo (\"<script>console.log( 'Error inserting surgery type doctor can perform' );</script>\");}\r\n\t\t\t$stmt->close();\r\n\t\t}\r\n }\t\r\n}\t\r\n\r\nfunction decodePatientsJSON($filePath){\r\n\tglobal $conn;\r\n\t$FileContents = file_get_contents($filePath);\r\n\t$array = json_decode($FileContents, true);\r\n\t\r\n\tforeach($array[\"Patients\"] as $row){\r\n\t\t$PID = $row['PID'];\r\n\t\t$PSSN = $row['PSSN'];\r\n\t\t$PName = $row['PName'];\r\n\t\t$Username = $row['Username'];\r\n\t\t$Password = $row['Password'];\r\n\t\t$DOB = $row['DOB'];\r\n\t\t$LastLogIn = $row['LastLogIn'];\r\n\t\t$isPatient = $row['isPatient'];\r\n\t\t$Active = $row['Active'];\r\n\t\t$MedicalRecord =$row['Medical Record'];\r\n\t\t//verify and adjust entrie\r\n\t\tIF ($PSSN == \"\"){$PSSN = NULL;}\r\n\t\tIF ($LastLogIn == \"\"){$LastLogIn = date_create()->format('Y-m-d H:i:s');}\r\n\t\t$hashedPass = password_hash($Password, PASSWORD_DEFAULT);\r\n\t\t//patient\r\n\t\t$patientQuery = \"INSERT IGNORE INTO Patients(PID,PSSN,PName,Username,Password,DOB,LastLogIn,isPatient,Active) VALUES (?,?,?,?,?,?,?,?,?)\";\r\n\t\t$stmt = $conn->prepare($patientQuery);\r\n\t\t$stmt->bind_param(\"iisssssii\", $PID, $PSSN, $PName, $Username,$hashedPass,$DOB,$LastLogIn,$isPatient,$Active);\r\n\t\tif(!$stmt->execute()){ echo (\"<script>console.log( 'Error inserting patient' );</script>\");}\r\n\t\t$stmt->close();\r\n\t\t//patient medical record\r\n\t\t$height = $MedicalRecord['HeightCM'];\r\n\t\t$weight = $MedicalRecord['WeightKG'];\r\n\t\t$Age = $MedicalRecord['Age'];\r\n\t\t$Blood = $MedicalRecord['BloodType'];\r\n\t\t$RecordQuery = \"INSERT INTO MedicalRecord(MPID,heightCM,weightKG,age,BloodType) VALUES(?,?,?,?,?)\";\r\n\t\t$stmt = $conn->prepare($RecordQuery);\r\n\t\t$stmt->bind_param(\"iiiis\", $PID, $height, $weight,$Age,$Blood);\r\n\t\tif(!$stmt->execute()){ echo (\"<script>console.log( 'Error inserting patient medical record' );</script>\");}\r\n\t\t$stmt->close();\r\n\t}\r\n}\t\r\n\r\nfunction decodeAppointmnetsJSON($filePath){\r\n\tglobal $conn;\r\n\t$FileContents = file_get_contents($filePath);\r\n\t$array = json_decode($FileContents, true);\r\n\t$indexer = NULL;\r\n\tforeach($array[\"Appointments\"] as $row){\r\n\t\t$pid = $row['Apid'];\r\n\t\t$did = $row['Adid'];\r\n\t\t$appdate = $row['appDate'];\r\n\t\t$appStart = $row['AppStartTime'];\r\n\t\t$appEnd = $row['AppEndTime'];\r\n\t\t$appReason = $row['AppReason'];\r\n\t\t$appStatus = $row['AppStatus'];\r\n\t\t//appointment\r\n\t\t$appQuery = \"INSERT IGNORE INTO Appointments(AppId,APID,ADID,AppDate,AppStartTime,AppEndTime,AppReason,AppStatus)VALUES(?,?,?,?,?,?,?,?)\";\r\n\t\t$stmt = $conn->prepare($appQuery);\r\n\t\t$stmt->bind_param(\"iiisssss\", $indexer, $pid, $did,$appdate,$appStart,$appEnd,$appReason,$appStatus);\r\n\t\tif(!$stmt->execute()){ echo (\"<script>console.log( 'Error inserting patient medical record' );</script>\");}\t\t\r\n\t\t$stmt->close();\r\n\t\r\n\t}\r\n}\t\r\nfunction decodeSurgeriesJSON($filePath){\r\n\tglobal $conn;\r\n\t$FileContents = file_get_contents($filePath);\r\n\t$array = json_decode($FileContents, true);\r\n\t$indexer = NULL;\r\n\tforeach($array[\"Surgeries\"] as $row){\r\n\t\t$suregonId = $row['SDID'];\r\n\t\t$patientId = $row['SPID'];\r\n\t\t$sugeryDate = $row['SurgeryDate'];\r\n\t\t$sugeryStartTime = $row['SurgeryStartTime'];\r\n\t\t$sugeryEndTime = $row['SurgeryEndTime'];\r\n\t\t$sugeryType = $row['SurgeryType'];\r\n\t\t$sugeryRoom = $row['SurgeryRoom'];\r\n\t\t//SURGERY\r\n\t\t$sugeryQuery = \"REPLACE INTO Surgeries(SID,SDID,SPID,SurgeryDate,SurgeryStartTime,SurgeryEndTime,SurgeryType,SurgeryRoom) VALUES (?,?,?,?,?,?,?,?)\";\r\n\t\t$stmt = $conn->prepare($sugeryQuery);\r\n\t\t$stmt->bind_param(\"iiisssss\", $indexer, $suregonId, $patientId,$sugeryDate,$sugeryStartTime,$sugeryEndTime,$sugeryType,$sugeryRoom);\r\n\t\tif(!$stmt->execute()){ echo (\"<script>console.log( 'Error inserting surgery' );</script>\");}\t\t\t\r\n\t\t$stmt->close();\r\n\t}\r\n}\t\r\nfunction decodeScheduleJSON($filePath){\r\n\tglobal $conn;\r\n\t$FileContents = file_get_contents($filePath);\r\n\t$array = json_decode($FileContents, true);\r\n\t\r\n\tforeach($array[\"Schedule\"] as $row){\r\n\t\t$doctorId = $row['SDID'];\r\n\t\t$shiftDate = $row['ShiftDate'];\r\n\t\t$shiftBegin = $row['ShiftStartTime'];\r\n\t\t$shiftEnd = $row['ShiftEndTime'];\t\r\n\r\n\t\t$shiftQuery = \"REPLACE INTO Schedule(SDID,ShiftDate,ShiftStartTime,ShiftEndTime) VALUES (?,?,?,?)\";\r\n\t\t$stmt = $conn->prepare($shiftQuery);\r\n\t\t$stmt->bind_param(\"isss\", $doctorId, $shiftDate, $shiftBegin,$shiftEnd);\r\n\t\tif(!$stmt->execute()){ echo (\"<script>console.log( 'Error inserting into doctors schedule' );</script>\"\t);}\r\n\t\t$stmt->close();\r\n\t}\r\n}\t\r\n\t\r\nfunction decodeToolsJSON($filePath){\r\n\tglobal $conn;\r\n\t$FileContents = file_get_contents($filePath);\r\n\t$array = json_decode($FileContents, true);\r\n\t\r\n\tforeach($array[\"Tools\"] as $row){\r\n\t\t$ToolName = $row['ToolName'];\r\n\t\t$ToolId = $row['ToolId'];\r\n\t\t$numTools = $row['Quantity'];\r\n\t\t$toolsQuery = \"REPLACE INTO Tools(ToolName,ToolId,Quantity) VALUES (?,?,?)\";\r\n\t\t$stmt = $conn->prepare($toolsQuery);\r\n\t\t$stmt->bind_param(\"sii\", $ToolName, $ToolId, $numTools);\r\n\t\tif(!$stmt->execute()){ echo (\"<script>console.log( 'Error inserting into Tools' );</script>\");}\r\n\t\t$stmt->close();\r\n\t}\r\n}\t\r\nfunction decodeToolsInUseJSON($filePath){\r\n\tglobal $conn;\r\n\t$FileContents = file_get_contents($filePath);\r\n\t$array = json_decode($FileContents, true);\r\n\t\r\n\tforeach($array[\"ToolsInUse\"] as $row){\r\n\t\t$doctorUsingTool = $row['TDID'];\r\n\t\t$ToolId = $row['ToolId'];\r\n\t\t$isReturned = $row['ToolStatus'];\r\n\t\t$toolsInUseQuery = \"REPLACE INTO ToolsInUse(TDID,ToolId,ToolStatus) VALUES (?,?,?)\";\r\n\t\t$stmt = $conn->prepare($toolsInUseQuery);\r\n\t\t$stmt->bind_param(\"iis\", $doctorUsingTool, $ToolId, $isReturned);\r\n\t\tif(!$stmt->execute()){ echo (\"<script>console.log( 'Error inserting into ToolsInUse' );</script>\");}\t\t\r\n\t\t$stmt->close();\r\n\t}\r\n}\t\r\n/*\r\ndecodeAdminJSON(\"SampleEntriesAdmin.json\");\r\ndecodeDoctorJSON(\"SampleEntriesDoctors.json\");\r\ndecodePatientsJSON(\"SampleEntriesPatients.json\");\r\ndecodeAppointmnetsJSON(\"SampleEntriesAppointments.json\");\r\ndecodeSurgeriesJSON(\"SampleEntriesSurgeries.json\");\r\ndecodeScheduleJSON(\"SampleEntriesSchedule.json\");\r\ndecodeToolsJSON(\"SampleEntriesTools.json\");\r\ndecodeToolsInUseJSON(\"SampleEntriesToolsInUse.json\");*/\r\nheader( 'Location: accountHome.html' ) ;\r\nexit;\r\n$conn->close();\r\n?>" }, { "alpha_fraction": 0.51106196641922, "alphanum_fraction": 0.5132743120193481, "avg_line_length": 21.894737243652344, "blob_id": "a97fa6c8c6ef952c7955a3a94a85fb7dda2445af", "content_id": "796f915608dc2922d9c487748c98b3bc1f22cddd", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "JavaScript", "length_bytes": 452, "license_type": "no_license", "max_line_length": 51, "num_lines": 19, "path": "/CS3743/DB_project/index.js", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "$(document).ready(function() {\r\n\t$(\"#createHospital\").click(function(e){\r\n\t\t$(\"#HospitalModal\").css(\"display\", \"block\");\r\n\t\tif($('#HospitalModal').css('display') == 'block')\r\n\t\t{\r\n\t\t\t$(\"#Modalclose\").click(function(e){\r\n\t\t\t\t$(\"#HospitalModal\").css(\"display\", \"none\");\r\n\t\t\t});\r\n\t\t\t$(window).click(function(e) {\r\n\t\t\t\tif(e.target.id == $('#HospitalModal')[0].id){\r\n\t\t\t\t\t $(\"#HospitalModal\").css(\"display\", \"none\");\r\n\t\t\t\t}\r\n\t\t\t\t\r\n\t\t\t});\r\n\t\t}\r\n\t});\r\n\r\n\r\n});" }, { "alpha_fraction": 0.49360984563827515, "alphanum_fraction": 0.5148299932479858, "avg_line_length": 35.69911575317383, "blob_id": "decf1090f2547b43c5018e2f2e766eb04bd83a64", "content_id": "1c619d606ffea72d8d695cacb52209e88e6db1f1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4147, "license_type": "no_license", "max_line_length": 87, "num_lines": 113, "path": "/csce489/L02/Code/ImageProcessor.py", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "\nimport numpy as np\nfrom matplotlib import pyplot as plt\nfrom numpy.lib.stride_tricks import as_strided\n\nclass Image:\n def apply_Gaussian(img):\n gkernel = Image.kernel(sigma = 1, mode = \"gaussian\")\n gImg = Image.conv2d(img,gkernel)\n return gImg\n def apply_Laplace(img):\n lKernel = Image.kernel(sigma = 1, mode = \"laplacian\")\n lImg = Image.conv2d(img,lKernel)\n #normalizedImg = Image.minmaxNormalize(lImg)\n return lImg\n def blend(source, mask, target):\n Gm = im.apply_Gaussian(mask)\n Ls = im.apply_Laplace(source)\n Lt = im.apply_Laplace(target)\n return Ls * Gm + Lt * (1 - Gm)\n def collapse(iPyramid):\n pass\n def interpolate(img,mode):\n \"\"\"\n scale img up by factor of 2\n \"\"\"\n row,col,depth = img.shape\n if (mode == 'NEAREST'): \n channel_r = img[:,:,0]\n rs,cs = channel_r.strides\n r = as_strided(channel_r, (row, 2, col, 2), (rs, 0, cs, 0))\n\n channel_g = img[:,:,1]\n rs,cs = channel_g.strides\n g = as_strided(channel_g, (row, 2, col, 2), (rs, 0, cs, 0))\n \n channel_b = img[:,:,2]\n rs,cs = channel_b.strides\n b = as_strided(channel_b, (row, 2, col, 2), (rs, 0, cs, 0)) \n\n return np.stack((r, g, b), axis = 2)\n elif(mode == \"BILINEAR\"):\n arr = np.zeros((row*2, col*2,depth))\n pass\n def decimate(img):\n \"\"\"\n scale down img by factor of 2\n by taking every other row and column\n \"\"\"\n coarse = img[::2,::2,:]\n return coarse\n def minmaxNormalize(img):\n rMax, rMin = np.amax(img[:,:,0]), np.amin(img[:,:,0])\n r = (img[:,:,0] - rMin)/(rMax - rMin)\n gMax, gMin = np.amax(img[:,:,1]), np.amin(img[:,:,1])\n g = (img[:,:,1] - gMin)/(gMax - gMin)\n bMax, bMin = np.amax(img[:,:,2]), np.amin(img[:,:,2])\n b = (img[:,:,2] - bMin)/(bMax - bMin) \n return np.stack((r, g, b), axis = 2)\n def conv2d(img,kernel):\n r = Image.convChannel(img[:,:,0], kernel)\n g = Image.convChannel(img[:,:,1], kernel)\n b = Image.convChannel(img[:,:,2], kernel)\n return np.stack((r, g, b), axis = 2)\n def convChannel(channel, kernel):\n cHeight,cWidth = channel.shape\n kWidth = kernel.shape[0] #kernel is a square matrix of odd dimensions\n #pad img channel with zeros to support kernel operations on edges\n pad = kWidth//2\n img = np.pad(channel, ((pad, pad), (pad, pad)), 'constant')\n conv2d = np.zeros_like(channel)\n iH,iW =img.shape\n k_flattened = kernel.flatten()\n for i in range(pad,cHeight):\n for j in range(pad,cWidth):\n block = img[i-pad:i+pad+1, j-pad:j+pad+1]\n conv2d[i-pad,j-pad] = np.sum(np.multiply(block.flatten(), k_flattened))\n return conv2d \n\n def kernel(sigma = 0.8, mode = \"gaussian\"):\n filtersize = (2 * int(3 * sigma + 0.5)) + 1\n if(mode == \"gaussian\"):\n gaussianKernel = Image.gaussian(sigma,filtersize)\n return gaussianKernel\n elif(mode == \"laplacian\"):\n laplacianKernel = Image.log(sigma,filtersize)\n return laplacianKernel\n else:\n print (\"invalid mode specified\")\n return None \n\n def log(sigma,kernelDim):\n half = kernelDim // 2\n x,y = np.mgrid[-half:half+1, -half:half+1]\n s2 = sigma * sigma\n s4 = s2 * s2\n x2 = np.square(x)\n y2 = np.square(y) \n delta = (x2 + y2 - 2*s2) / s4\n kernel = np.exp((-x2 - y2) / (2 * s2) )\n kernel *= delta\n return kernel\n\n def gaussian(sigma,kernelDim):\n half = kernelDim //2\n x,y = np.mgrid[-half:half+1, -half:half+1]\n s2 = sigma * sigma\n x2 = np.square(x)\n y2 = np.square(y) \n kernel = np.exp((-x2 - y2) / (2 * s2) )\n normal = (1 / (2*np.pi * s2))\n # normalize the kerel such that is sums to 1\n kernel *= normal \n return kernel" }, { "alpha_fraction": 0.4495522379875183, "alphanum_fraction": 0.46191897988319397, "avg_line_length": 33.3870964050293, "blob_id": "67796693e7312837c5625c98f95299aa505d1919", "content_id": "6b5d688eab14c428d347e4ce92c235c4e34f922a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 11725, "license_type": "no_license", "max_line_length": 111, "num_lines": 341, "path": "/csce313/HMW2/client.cpp", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "/*\n Tanzir Ahmed\n Department of Computer Science & Engineering\n Texas A&M University\n Date : 2/8/20\n */\n#include <iostream>\n#include <stdio.h>\n#include<stdlib.h>\n#include <unistd.h>\n#include <sys/types.h>\n#include <sys/wait.h>\n#include <fstream>\n#include <string> \n\n#include \"common.h\"\n#include \"FIFOreqchannel.h\"\n\n#define INT_MIN -999999\n#define DOUB_MIN -999999.999999\nusing namespace std;\n\n\n\nint main(int argc, char *argv[]){\n int n = 100; // default number of requests per \"patient\"\n\tint p = 15;\t\t// number of patients\n\n int selectPatient = INT_MIN;\n int selectEcgNo = INT_MIN;\n int bufferSize = MAX_MESSAGE;\n double selectTime = DOUB_MIN;\n char* filename = NULL;\n char* msgSize = NULL;\n bool patientSpecified = false;\n bool fileSpecified = false;\n bool specificPoint = false;\n bool newMaxMessage = false;\n bool newChannel = false;\n\n srand(time_t(NULL));\n int opt;\n while ((opt = getopt(argc, argv, \"p:t:e:m:f:c\")) != -1) \n {\n switch(opt)\n {\n case 'p':\n selectPatient = atoi(optarg);\n patientSpecified = true;\n break;\n case 't':\n selectTime = atof(optarg);\n break;\n case 'e':\n selectEcgNo = atoi(optarg);\n break;\n case 'm':\n msgSize = optarg;\n bufferSize = atoi(optarg);\n newMaxMessage = true;\n break;\n case 'f':\n filename = optarg;\n fileSpecified = true;\n break;\n case 'c':\n newChannel = true;\n break;\n case ':':\n cout << \"argument not provided\"<< endl;\n return EXIT_FAILURE;\n break;\n case '?':\n cout << \"An unkown argument has been recieved and will be ignored\" << endl;\n cout << \"possible argument type(s) are p,t,e,m,f,c\" << endl;\n break;\n }\n }\n /* \n A selected patient must be a valid patient\n */\n if(patientSpecified)\n {\n if(selectPatient <= 0 || selectPatient > p)\n {\n cout << \"selected Patient is \" << selectPatient<< endl;\n cout << \"selected Patient must be in range 1 and \" << p << endl;\n return EXIT_FAILURE;\n } \n }\n\n /* \n if either selectTime or selectEcgNo is initialized then\n selectPatient,selectTime and selectEcgNo must be initialized\n */\n if(selectTime != DOUB_MIN || selectEcgNo != INT_MIN)\n {\n if(!patientSpecified)\n {\n cout << \"A patient has not been selected\"<< endl;\n return EXIT_FAILURE;\n } \n if(selectTime < 0.00 || selectTime > 59.996)\n {\n cout << \"selected time is \" << selectTime << endl;\n cout << \"selected time must be in range 0.00 and 59.996\" << endl;\n return EXIT_FAILURE; \n }\n if (selectEcgNo < 1 || selectEcgNo > 2)\n {\n cout << \"selected ecg is \" << selectEcgNo << endl;\n cout << \"selected ecg must be either 1 or 2\" << endl;\n return EXIT_FAILURE; \n }\n specificPoint = true;\n }\n /*\n if a file is provided ensure that the file is valid\n */\n/* if(fileSpecified)\n {\n uint length = (unsigned)strlen(filename);\n uint index = 0;\n uint backPos = 0;\n\n bool periodFound = false;\n for(index = length ; index > 0; index--)\n {\n if(filename[index] == '.')\n {\n periodFound = true;\n break;\n }\n }\n char* file_root;\n char* file_ext;\n\n if (periodFound) backPos = length - index;\n char* filename_root = new char[length - backPos + 1];\n char* ext = new char[backPos+1];\n strncpy(filename_root, filename, length - backPos);\n //strncpy(ext, filename, length - diff);\n copy(filename + index, filename + length, ext);\n filename_root[length - backPos + 1] = '\\0';\n ext[length+1] = '\\0';\n int pid = atoi (filename_root);\n\n if(pid <= 0 || pid > p)\n {\n cout << \"An inavlid filename has been provided:: File name given is '\" << filename << \"'\" << endl;\n cout << \"Filename must identify a valid patient by being in range of 1 and \" << p << endl;\n return false; \n }\n } */\n //start server\n if (!fork())\n {//if server is not running create a new process and run the server\n \n \n if(newMaxMessage){\n char* args[] = {\"./server\", \"-m\", msgSize,NULL};\n execvp(args[0], &args[0]);\n }\n else{\n char* args[] = {\"./server\",NULL};\n execvp(args[0], &args[0]);\n }\n \n }\n else\n {\n //initialize communication with server\n FIFORequestChannel chan (\"control\", FIFORequestChannel::CLIENT_SIDE);\n struct timeval start, end;\n double time_elapsed;\n\n \n if(newChannel)\n {// request a new channel\n MESSAGE_TYPE m_chan = NEWCHANNEL_MSG;\n chan.cwrite(&m_chan, sizeof(MESSAGE_TYPE));\n char chanBuf [bufferSize];\n chan.cread(chanBuf,bufferSize);\n string name = string(chanBuf);\n\n FIFORequestChannel new_chan (name, FIFORequestChannel::CLIENT_SIDE); \n \n //test that new channel is operational with an input\n cout << \"Testing new channel with input parameters Patient = \" \n << 3 << \" Time = \" << 59.00 << \" Ecg = \" << 2 << endl; \n datamsg d_msg(3, 59.00, 2);\n new_chan.cwrite(&d_msg, sizeof(d_msg)); \n char buf [bufferSize];\n new_chan.cread (buf, bufferSize);\n double val = *(double*)buf;\n cout << \"server returned value: \" << val << endl;\n \n \n }\n if(specificPoint)\n {//Request single data point\n\n cout << \"Request made for value for input parameters Patient = \" \n << selectPatient << \" Time = \" << selectTime << \" Ecg = \"\n << selectEcgNo << endl; \n gettimeofday(&start, NULL);\n datamsg d_msg(selectPatient, selectTime, selectEcgNo);\n chan.cwrite(&d_msg, sizeof(d_msg)); \n char buf [bufferSize];\n chan.cread (buf, bufferSize);\n double val = *(double*)buf;\n gettimeofday(&end, NULL);\n cout << \"server returned value: \" << val << endl;\n time_elapsed = (end.tv_sec - start.tv_sec) * 1e6;\n time_elapsed = (time_elapsed + (end.tv_sec - start.tv_sec)) * 1e-6; \n cout <<\"time to retrieve single value:\" <<time_elapsed << endl;\n }\n else if (patientSpecified)\n {// Request data points for specific patient\n datamsg d_msg(selectPatient, 0.0, 1);\n string out = \"received/x\" + to_string(selectPatient) + \".csv\"; \n ofstream f(out, ios::out | ios::binary | ios::trunc);\n if (f.is_open())\n {\n gettimeofday(&start, NULL);\n cout << \"Requesting data points for \" << selectPatient << endl;\n double t = 0;\n while(t < 59.996)\n {\n datamsg d1(selectPatient , t , 1);\n chan.cwrite(&d1, sizeof(d1)); \n char buf1 [bufferSize];\n chan.cread (buf1, bufferSize);\n double ecg1 = *(double*)buf1; \n\n datamsg d2(selectPatient , t , 2);\n chan.cwrite(&d2, sizeof(d2)); \n char buf2 [bufferSize];\n chan.cread (buf2, bufferSize);\n double ecg2 = *(double*)buf2;\n\n f << t << \",\" << ecg1 << \",\" << ecg2 << \"\\n\";\n t += .004;\n }\n\n f.close();\n gettimeofday(&end, NULL);\n time_elapsed = (end.tv_sec - start.tv_sec) * 1e6;//seconds elapsed to ms\n time_elapsed += (end.tv_usec - start.tv_usec) / 1000.0;//us elapsed to ms \n cout << \"Finished requesting data points for \" << selectPatient << endl;\n cout << \"time elapsed is \" << time_elapsed << endl;\n }\n else\n {\n cout <<\"failed to open file \"<< out << endl;\n cout<< \"suspending operation\" << endl;\n }\n\n }\n if(fileSpecified)\n {//request data points by file\n filemsg f_msg(0, 0);\n\n uint size = sizeof(filemsg) + strlen(filename) + 1;\n char buff[size];\n memcpy(buff, &f_msg, sizeof(filemsg));\n memcpy(buff + sizeof(filemsg), filename, strlen(filename) + 1); \n chan.cwrite(buff,size);\n char buf2 [bufferSize];\n chan.cread (buf2, bufferSize);\n \n __int64_t fileLength = *(__int64_t*)buf2;\n \n \n\n string out = \"received/\" + string(filename);\n ofstream f(out, ios::out | ios::binary | ios::trunc); \n if (f.is_open())\n {\n uint offset = 0;\n \n gettimeofday(&start, NULL);\n \n while(true)\n {\n \n if(offset + bufferSize <= fileLength)\n {\n \n char bf[size];\n filemsg f_msg(offset, bufferSize);\n memcpy(bf, &f_msg, sizeof(filemsg));\n memcpy(bf + sizeof(filemsg), filename, strlen(filename) + 1); \n chan.cwrite(bf,size);\n char buf1 [bufferSize];\n chan.cread (buf1, bufferSize); \n f.write(buf1, bufferSize); \n }\n else\n {\n char bf[size];\n filemsg f_msg(offset, fileLength - offset);\n memcpy(bf, &f_msg, sizeof(filemsg));\n memcpy(bf + sizeof(filemsg), filename, strlen(filename) + 1); \n chan.cwrite(bf,size);\n char buf1 [fileLength - offset];\n chan.cread (buf1, fileLength - offset); \n f.write(buf1, fileLength - offset); \n break;\n }\n\n offset += bufferSize;\n \n }\n \n f.close();\n gettimeofday(&end, NULL);\n time_elapsed = (end.tv_sec - start.tv_sec) * 1e6;//seconds elapsed to ms\n time_elapsed += (end.tv_usec - start.tv_usec) / 1000.0;//us elapsed to ms \n cout << \"Finished requesting all data points in file \" <<string(filename) << endl;\n cout << \"time elapsed is \" << time_elapsed << endl; \n } \n else\n {\n cout <<\"failed to open file \"<< out << endl;\n cout<< \"suspending operation\" << endl;\n } \n }\n\n\n\n \n\n //close the server\n MESSAGE_TYPE m_quit = QUIT_MSG;\n chan.cwrite(&m_quit, sizeof(MESSAGE_TYPE));\n wait(NULL);\n }\n return EXIT_SUCCESS;\n\n}" }, { "alpha_fraction": 0.7462235689163208, "alphanum_fraction": 0.7583081722259521, "avg_line_length": 35.66666793823242, "blob_id": "c89ce4507ab4c5adf51da47f2f5b76657b5bc786", "content_id": "97475b6acb2c67dd0e249be5a0a60018ec7e061d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 331, "license_type": "no_license", "max_line_length": 118, "num_lines": 9, "path": "/csce441/README.md", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "\n# RUNNING LIST OF CSCE441 COURSEWORK COMPLETED\nevery package expects 3 enivronment variables to work being one for glew, one for glm,and one for glfw. <br>\n--paths pointed to should be root dir of instillation containing items such as include/, src/, doc/, lib/, readme, etc\n# GLM\nGLM_INCLUDE_DIR\n# GLFW\nGLFW_DIR\n# GLEW\nGLEW_DIR\n" }, { "alpha_fraction": 0.6618704795837402, "alphanum_fraction": 0.6679579615592957, "avg_line_length": 28.161291122436523, "blob_id": "c47aff50422c683a8dbdaaadd546e24d334b0768", "content_id": "f1c2235cef58c7b0a3d1f07876b68aaad0210a6e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 1807, "license_type": "no_license", "max_line_length": 81, "num_lines": 62, "path": "/csce441/Assign4/src/entity/GameAsset.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#pragma once\n#ifndef _GAME_ASSET_H_\n#define _GAME_ASSET_H_\n#include <glm/gtc/matrix_transform.hpp>\n\n#include \"../model/Texture.h\"\n\nclass GameAsset : public Entity\n{\npublic:\n GameAsset() :shine(20){}\n ~GameAsset(){}\n void setDiffuseMap(Texture & d){diffuse = d; hasDiffuseMap = true;}\n void setNormalMap(Texture & n){normal = n; hasNormalMap = true;}\n\tvoid setSpecularMap(Texture & s){specular = s; hasSpecularMap = true;}\n void setOcclusionMap(Texture & a){ambient = a; hasAmbientMap = true;}\n void setKd(glm::vec3 col){kd = col; hasKd = true;}\n void setKa(glm::vec3 col){ka = col; hasKa = true;}\n void setKs(glm::vec3 col){ks = col; hasKs = true;}\n void setShine(float s){shine = s; hasShine = true;}\n\n\n \n Texture getDiffuseMap(){return diffuse;}\n Texture getNormalMap(){return normal;}\n Texture getSpecularMap(){return specular;}\n Texture getOcclusionMap(){return ambient;}\n \n\n glm::vec3 getKd(){return kd ;}\n glm::vec3 getKa(){return ka;}\n glm::vec3 getKs(){return ks;}\n float getShine(){return shine;}\n\n\tvoid mouseClicked(float x, float y, bool shift, bool ctrl, bool alt) override{};\n\tvoid mouseMoved(float x, float y) override{};\n\tvoid keyEvent(unsigned int key,int action) override{};\n\n\nprivate:\n glm::vec3 kd; //diffuse constant in place of diffuse map\n glm::vec3 ka;// ambient constant in place of ambient map \n glm::vec3 ks;// specular constant in place of specular map\n float shine;//Shine damp\n\n Texture ambient;\n Texture diffuse;\n Texture normal;\n Texture specular;\n bool hasAmbientMap = false;\n bool hasDiffuseMap = false;\n bool hasNormalMap = false;\n bool hasSpecularMap = false;\n \n \n bool hasKd = false;\n bool hasKa = false;\n bool hasKs = false;\n bool hasShine = false;\n};\n\n#endif" }, { "alpha_fraction": 0.497446209192276, "alphanum_fraction": 0.512459397315979, "avg_line_length": 26.61111068725586, "blob_id": "ab143e1e2414ef273e89cad38c258eb16c30bcfe", "content_id": "4267db3fea7ea1248f57a3437ac270a20699d908", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 6461, "license_type": "no_license", "max_line_length": 103, "num_lines": 234, "path": "/csce313/PA4/client.cpp", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#include \"common.h\"\n#include \"BoundedBuffer.h\"\n#include \"Histogram.h\"\n#include \"common.h\"\n#include \"HistogramCollection.h\"\n#include \"FIFOreqchannel.h\"\n#include <thread>\n#include <signal.h>\nusing namespace std;\n\nFIFORequestChannel* create_new_channel(FIFORequestChannel* main)\n{\n char name[1024];\n MESSAGE_TYPE m = NEWCHANNEL_MSG;\n main->cwrite(&m,sizeof(m));\n main->cread(name,1024);\n FIFORequestChannel* chan = new FIFORequestChannel(name, FIFORequestChannel::CLIENT_SIDE);\n return chan;\n}\nvoid patient_thread_function(int n,int pno,BoundedBuffer* rb){\n datamsg d(pno,0.0,1);\n double resp = 0;\n for(int i=0;i<n;i++)\n {\n rb->push((char*)&d,sizeof(datamsg));\n d.seconds += 0.004;\n \n }\n}\n\nvoid worker_thread_function(FIFORequestChannel* chan,BoundedBuffer* rb,HistogramCollection* hc,int mb){\n char buf[1024];\n char recvbuf[mb];\n double resp = 0;\n while(true)\n {\n rb->pop(buf,1024);\n MESSAGE_TYPE* m = (MESSAGE_TYPE*)buf;\n \n if(*m == DATA_MSG)\n {\n chan->cwrite(buf,sizeof(datamsg));\n chan->cread(&resp,sizeof(double));\n hc->update(((datamsg*)buf)->person,resp);\n }\n else if(*m == FILE_MSG)\n {\n filemsg *fm = (filemsg*) buf;\n string fname = (char*)(fm + 1);\n int sz = sizeof(filemsg) + fname.size() + 1;\n chan->cwrite(buf,sz);\n chan->cread(recvbuf,mb);\n\n string recvfname = \"recv/\"+fname;\n FILE* fp = fopen(recvfname.c_str(),\"r+\");\n fseek(fp,fm->offset,SEEK_SET);\n fwrite(recvbuf,1,fm->length,fp);\n fclose(fp);\n\n }\n else if(*m == QUIT_MSG)\n {\n chan->cwrite(m,sizeof(MESSAGE_TYPE));\n delete chan;\n break;\n }\n }\n}\nvoid file_thread_function(string fname,BoundedBuffer* rb,FIFORequestChannel* chan,int mb)\n{\n //create file\n string recvfname = \"recv/\"+fname;\n char buf[1024];\n filemsg f(0,0);\n memcpy(buf,&f,sizeof(f));\n strcpy(buf+sizeof(f),fname.c_str());\n chan->cwrite(buf,sizeof(f)+fname.size()+1);\n\n __int64_t filelength;\n chan->cread(&filelength,sizeof(filelength));\n FILE* fp = fopen(recvfname.c_str(),\"w\");\n fseek(fp,filelength,SEEK_SET);\n fclose(fp);\n //generate all file msgs\n filemsg* fm = (filemsg*) buf;\n __int64_t remlen = filelength;\n while(remlen > 0)\n {\n fm->length = min(remlen,(__int64_t)mb);\n rb->push(buf,sizeof(filemsg)+fname.size() + 1);\n fm->offset += fm->length;\n remlen -= fm->length; \n }\n}\n\n\nint main(int argc, char *argv[])\n{\n int n = 1000; //default number of requests per \"patient\"\n int p = 1; // number of patients [1,15]\n int w = 100; //default number of worker threads\n int b = 20; \t// default capacity of the request buffer, you should change this default\n\tint m = MAX_MESSAGE; \t// default capacity of the message buffer\n char* msgSize = NULL;\n bool newMaxMessage = false;\n string fname = \"\";\n srand(time_t(NULL));\n int opt = -1;\n signal(SIGALRM, handle_alarm);\n while((opt = getopt(argc,argv,\"m:n:b:w:p:f:\")) != -1)\n {\n switch(opt){\n case 'm':\n msgSize = optarg;\n m = atoi(optarg);\n newMaxMessage = true;\n break;\n case 'n':\n n = atoi(optarg);\n break;\n case 'p':\n p = atoi(optarg);\n break;\n case 'b':\n b = atoi(optarg);\n break;\n case 'w':\n w = atoi(optarg);\n break;\n case 'f':\n const char* str= optarg;\n fname = string(str);\n }\n }\n \n int pid = fork();\n if (pid == 0){\n if(newMaxMessage){\n char* args[] = {\"./server\", \"-m\", msgSize,NULL};\n execvp(args[0], &args[0]);\n }\n else{\n char* args[] = {\"./server\",NULL};\n execvp(args[0], &args[0]);\n }\n\n \n }\n \n\tFIFORequestChannel* chan = new FIFORequestChannel(\"control\", FIFORequestChannel::CLIENT_SIDE);\n BoundedBuffer request_buffer(b);\n\tHistogramCollection hc;\n //make historgrams and add to hc\n\tfor(int i=0; i < p; i++)\n {\n Histogram * h = new Histogram(10,-2.0,2.0);\n hc.add(h);\n }\n \n\tFIFORequestChannel* wChans[w];\n for(int i=0; i < w; i++)\n {\n wChans[i] = create_new_channel(chan);\n }\n\t\n struct timeval start, end;\n gettimeofday (&start, 0);\n\n /* Start all threads here */\n if(fname.size() == 0)\n {\n thread patient[p];\n for(int i=0; i <p;i++)\n { \n patient[i] = thread(patient_thread_function,n,i+1,&request_buffer);\n }\n thread workers[w];\n for(int i=0; i <w;i++)\n { \n workers[i] = thread(worker_thread_function,wChans[i],&request_buffer,&hc,m);\n }\n for(int i=0; i <p;i++)\n {\n patient[i].join();\n }\n cout << \"patient threads finished\"<<endl;\n for(int i=0;i<w;i++)\n {\n MESSAGE_TYPE q = QUIT_MSG;\n request_buffer.push((char*)&q,sizeof(q));\n }\n for(int i=0; i <w;i++)\n {\n workers[i].join();\n } \n }\n if(fname.size() > 0)\n {\n thread filethread (file_thread_function,fname,&request_buffer,chan,m);\n thread workers[w];\n for(int i=0; i <w;i++)\n { \n workers[i] = thread(worker_thread_function,wChans[i],&request_buffer,&hc,m);\n \n }\n filethread.join();\n cout << \"file thread finished\"<<endl;\n for(int i=0;i<w;i++)\n {\n MESSAGE_TYPE q = QUIT_MSG;\n request_buffer.push((char*)&q,sizeof(q));\n }\n for(int i=0; i <w;i++)\n {\n workers[i].join();\n } \n }\n\n\n\n gettimeofday (&end, 0);\n // print the results\n\thc.print ();\n\n int secs = (end.tv_sec * 1e6 + end.tv_usec - start.tv_sec * 1e6 - start.tv_usec)/(int) 1e6;\n int usecs = (int)(end.tv_sec * 1e6 + end.tv_usec - start.tv_sec * 1e6 - start.tv_usec)%((int) 1e6);\n cout << \"Took \" << secs << \" seconds and \" << usecs << \" micro seconds\" << endl;\n\n MESSAGE_TYPE q = QUIT_MSG;\n chan->cwrite ((char *) &q, sizeof (MESSAGE_TYPE));\n cout << \"All Done!!!\" << endl;\n delete chan;\n \n}\n" }, { "alpha_fraction": 0.390167772769928, "alphanum_fraction": 0.4354272484779358, "avg_line_length": 29.885541915893555, "blob_id": "18e7e9acf3fa24bb76b3ad71e4672b705dd1fe3d", "content_id": "82877794e07e93b50167aa90326938dcdce2074d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 5126, "license_type": "no_license", "max_line_length": 90, "num_lines": 166, "path": "/csce441/Assign2/src/Robot.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#ifndef ENTITIY_H_\n#define ENTITIY_H_\n\n#include <cassert>\n#include <cstring>\n#define _USE_MATH_DEFINES\n#include <cmath>\n#include <iostream>\n#include <vector>\n#include <map>\n#include <GLFW/glfw3.h>\n#define GLM_FORCE_RADIANS\n#include <glm/glm.hpp>\n#include <glm/gtc/matrix_transform.hpp>\n#include <glm/gtc/type_ptr.hpp>\n#include \"GLSL.h\"\n#include \"MatrixStack.h\"\nstruct Entity\n{\n std::vector<std::shared_ptr<Entity>> children;\n glm::vec3 tParent = glm::vec3(0,0,0);\n glm::vec3 rot = glm::vec3(0,0,0);\n glm::vec3 tJoint = glm::vec3(0,0,0);\n glm::vec3 scale = glm::vec3(1,1,1);\n glm::vec3 sf = glm::vec3(1,1,1);\n bool isVisited = false;\n Entity( \n glm::vec3 tP, \n glm::vec3 r ,\n glm::vec3 tJ,\n glm::vec3 s)\n {\n \n tParent = tP;\n tJoint = tJ;\n rot = r;\n scale = s;\n sf = s;\n }\n \n\n\n void draw(MatrixStack& MV,std::map<std::string,GLint>& unifIDs,int indCount)\n {\n \n MV.pushMatrix();\n MV.translate(tParent);\n MV.rotate(glm::radians(rot.x), 1, 0, 0);\n MV.rotate(glm::radians(rot.y), 0, 1, 0);\n MV.rotate(glm::radians(rot.z), 0, 0, 1);\n MV.pushMatrix();\n {\n MV.translate(tJoint);\n MV.scale(scale);\n glUniformMatrix4fv(unifIDs[\"MV\"], 1, GL_FALSE, value_ptr(MV.topMatrix()));\n glDrawArrays(GL_TRIANGLES, 0, indCount);\n\n }\n MV.popMatrix();\n for(unsigned int i = 0; i < this->children.size();i++)\n {\n children[i]->draw(MV,unifIDs,indCount);\n }\n MV.popMatrix();\n \n \n }\n};\nclass Robot\n{\n public:\n int pos_iter = -1;\n std::shared_ptr<Entity> torso;\n std::vector<std::shared_ptr<Entity>> pos;\n Robot(){}\n void makeRobot()\n {\n torso = std::make_shared<Entity>( \n glm::vec3(0,3,-20),\n glm::vec3(0,0,0),\n glm::vec3(0,0,0),\n glm::vec3(3,4,3)\n );\n std::shared_ptr<Entity> head = std::make_shared<Entity>(\n glm::vec3(0,2,0),\n glm::vec3(0,0,0),\n glm::vec3(0,1,0),\n glm::vec3(2,2,2)\n );\n std::shared_ptr<Entity> lLegT = std::make_shared<Entity>(\n glm::vec3(0.75,-2,0),\n glm::vec3(0,0,0),\n glm::vec3(0,-2,0),\n glm::vec3(1.4,4,1.4)\n );\n std::shared_ptr<Entity> rLegT = std::make_shared<Entity>(\n glm::vec3(-0.75,-2,0),\n glm::vec3(0,0,0),\n glm::vec3(0,-2,0),\n glm::vec3(1.4,4,1.4)\n );\n std::shared_ptr<Entity> lArmT = std::make_shared<Entity>(\n glm::vec3(-1.5,1,0),\n glm::vec3(0,0,0),\n glm::vec3(-1.5,0,0),\n glm::vec3(4,1.3,1)\n ); \n std::shared_ptr<Entity> rArmT = std::make_shared<Entity>(\n glm::vec3(1.5,1,0),\n glm::vec3(0,0,0),\n glm::vec3(1.5,0,0),\n glm::vec3(4,1.3,1)\n ); \n std::shared_ptr<Entity> rArmB = std::make_shared<Entity>(\n glm::vec3(2.5,0,0),\n glm::vec3(0,0,0),\n glm::vec3(2.5,0,0),\n glm::vec3(3,1,1)\n );\n std::shared_ptr<Entity> lArmB = std::make_shared<Entity>(\n glm::vec3(-2.5,0,0),\n glm::vec3(0,0,0),\n glm::vec3(-2.5,0,0),\n glm::vec3(3,1,1)\n ); \n std::shared_ptr<Entity> rLegB = std::make_shared<Entity>(\n glm::vec3(0,-2.7,0),\n glm::vec3(0,0,0),\n glm::vec3(0,-2.7,0),\n glm::vec3(1.2,3,1.4)\n );\n std::shared_ptr<Entity> lLegB = std::make_shared<Entity>(\n glm::vec3(0,-2.7,0),\n glm::vec3(0,0,0),\n glm::vec3(0,-2.7,0),\n glm::vec3(1.2,3,1.4)\n ); \n torso->children.push_back(head);\n torso->children.push_back(rLegT);\n torso->children.push_back(lLegT);\n torso->children.push_back(lArmT);\n torso->children.push_back(rArmT); \n rLegT->children.push_back(rLegB);\n lLegT->children.push_back(lLegB); \n rArmT->children.push_back(rArmB);\n lArmT->children.push_back(lArmB);\n \n \n dfs(torso);\n \n }\n void dfs(std::shared_ptr<Entity> Entity)\n {\n Entity->isVisited = true;\n pos.push_back(Entity);\n for(unsigned int i = 0; i < Entity->children.size();i++)\n {\n if(!Entity->children[i]->isVisited)\n {\n Entity->children[i]->isVisited = true;\n dfs(Entity->children[i]);\n }\n }\n }\n};\n#endif" }, { "alpha_fraction": 0.5604142546653748, "alphanum_fraction": 0.5969505310058594, "avg_line_length": 26.15625, "blob_id": "854a85d67146810d83fcea3b8eacf7c13133e598", "content_id": "2603873a51f970f64852c6a915af1a984a104d1c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3476, "license_type": "no_license", "max_line_length": 82, "num_lines": 128, "path": "/csce420/python/hw1pr2.py", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#Jorge Farinacci\n#125008668\n#CSCE 420\n#Due: June 3, 2019\n#hw1pr2.py\n\nimport random\nroom = [[]]\nvisited = [[]]\ncurrentRow = 0\ncurrentColumn = 0\nprevRow = 0\nprevColumn = 0\ndef generateRandomRoom():\n global room\n global visited\n global currentRow\n global currentColumn\n global prevRow\n global prevColumn\n room =[[0 for i in range (1000)] for j in range(1000)]\n visited = [[0 for i in range(1000)] for j in range(1000)]\n currentRow = 0\n currentColumn = 0\n prevRow = 0\n prevColumn = 0\n # Make random cells dirty\n numOfDirtyCells = random.randint(0,1000000)\n for x in range(numOfDirtyCells):\n i = random.randint(0,999)\n j = random.randint(0,999)\n room[i][j] = 1\n #add obstacles to random cells\n numOfObstacles = random.randint(0,1000000)\n for x in range(numOfObstacles):\n i = random.randint(0,999)\n j = random.randint(0,999)\n room[i][j] = -1\n\ndef collisionDetection(i, j):\n global room\n if room[i][j]== -1:\n return 'collision detected'\n else:\n return 'No collision'\ndef cleanOp(i,j):\n global room\n if room[i][j] == 1:\n return 'Suck'\n else:\n return 'Is Clean'\ndef moveOp(i,j):\n global currentRow\n global prevRow\n global currentColumn\n global prevColumn\n list = ['Up','Down','Left','Right']\n if i == 0:\n list = list[1:]\n elif i == 999:\n list = [x for x in list if x != 'Down']\n if j == 0:\n list = [x for x in list if x != 'Left']\n elif j == 999:\n list = list[:-1]\n direction = random.choice(list)\n prevRow = currentRow\n prevColumn = currentColumn\n if direction == 'Up':\n currentRow -= 1\n elif direction == 'Down':\n currentRow += 1\n elif direction == 'Right':\n currentColumn += 1\n elif direction == 'Left':\n currentColumn -= 1\n return direction\ndef undoMoveOp():\n global currentRow\n global prevRow\n global currentColumn\n global prevColumn\n direction = 'None'\n if currentColumn < prevColumn:\n direction = 'Right'\n elif currentColumn > prevColumn:\n direction ='Left'\n elif currentRow < prevRow:\n direction = 'Down'\n elif currentRow > prevRow:\n direction = 'Up'\n currentRow = prevRow\n currentColumn = prevColumn\n return direction\ndef agentProgram():\n generateRandomRoom()\n actionCount = 0\n performanceMeasure = 0\n numCleanTiles = 0\n totalNewCellsVisited = 0\n while actionCount != 2000000:\n if totalNewCellsVisited == 1000000:\n break\n if collisionDetection(currentRow,currentColumn) == \"No collision\":\n isClean = cleanOp(currentRow,currentColumn)\n if isClean == 'Suck':\n room[currentRow][currentColumn] = 0\n elif isClean == 'Is Clean':\n if visited[currentRow][currentColumn] == 0:\n totalNewCellsVisited = 1\n numCleanTiles += 1\n visited[currentRow][currentColumn] = 1\n moveOp(currentRow,currentColumn)\n elif collisionDetection(currentRow,currentColumn) == \"collision detected\":\n visited[currentRow][currentColumn] = 1\n undoMoveOp()\n performanceMeasure += numCleanTiles\n actionCount += 1\n\n return performanceMeasure\n\ndef main():\n total = 0\n for x in range(100): total += agentProgram()\n avg = total/100\n print(avg)\nif __name__ == '__main__':\n main()\n" }, { "alpha_fraction": 0.5281867384910583, "alphanum_fraction": 0.5450628399848938, "avg_line_length": 36.119998931884766, "blob_id": "0289ebfed95c92a8e45980ae4b92416b8328b785", "content_id": "4b7a66b56760051da88beeb05cf6f1f5b5798f26", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2785, "license_type": "no_license", "max_line_length": 131, "num_lines": 75, "path": "/csce420/python/Hw1Pr3.py", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "\nimport copy\nclass EightPuzzle():\n def __init__(self,startState,goalState):\n start = [x.strip() for x in startState.split(\",\")]\n goal = [x.strip() for x in goalState.split(\",\")]\n start = list(map(int,start))\n goal = list(map(int,goal))\n self.currState = start\n self.goalState = goal\n\n def displayBoard(self):\n boardStr = ''\n for i in range (0,9):\n boardStr += str(self.currState[i]) + ''\n if i % 3 == 0:\n boardStr += '\\n'\n print(boardStr)\n\n def getBlankIndex(self):\n for i in range (0,9):\n if self.currState[i] == 0:\n return i\n\n def goalReached(self):\n if self.currState == self.goalState:\n return True\n else:\n return False\n def getNeighbors(self):\n neighbors = []\n zeroIndex = self.getBlankIndex()\n if zeroIndex in [0,1,3,4,6,7]:\n right = copy.deepcopy(self)\n right.currState[zeroIndex], right.currState[zeroIndex + 1] = right.currState[zeroIndex + 1], right.currState[zeroIndex]\n neighbors.append((right,'right'))\n if zeroIndex in [1,2,4,5,7,8]:\n left = copy.deepcopy(self)\n left.currState[zeroIndex], left.currState[zeroIndex - 1] = left.currState[zeroIndex - 1], left.currState[zeroIndex] \n neighbors.append((left,'left'))\n if zeroIndex in [3,4,5,6,7,8]:\n up = copy.deepcopy(self)\n up.currState[zeroIndex], up.currState[zeroIndex - 3] = up.currState[zeroIndex - 3], up.currState[zeroIndex]\n neighbors.append((up,'up'))\n if zeroIndex in [0,1,2,3,4,5]:\n down = copy.deepcopy(self)\n down.currState[zeroIndex], down.currState[zeroIndex + 3] = down.currState[zeroIndex + 3], down.currState[zeroIndex]\n neighbors.append((down,'down'))\n return neighbors\n def bfs(self):\n queue = []\n visited = []\n current = self\n queue.append(current)\n isPathFound = False\n for node in queue:\n for neighbor in node.getNeighbors():\n if neighbor[0] in visited:\n continue\n queue.append(neighbor[0])\n if neighbor[0].goalReached():\n isPathFound = True\n break\n queue = queue[1:]\n visited.append(node)\n if isPathFound:\n break\n return isPathFound\n\ndef main():\n startState = input(\"Enter 8-puzzle starting state by rows (0 for blank): \")\n goalState = input(\"Enter 8-puzzle ending state by rows (0 for blank): \")\n game = EightPuzzle(startState,goalState)\n print(game.bfs())\nif __name__ == '__main__':\n main()\n" }, { "alpha_fraction": 0.6146907210350037, "alphanum_fraction": 0.6198453903198242, "avg_line_length": 26.75, "blob_id": "a1173d7ed1479dab357401dab9627fa44291d67c", "content_id": "ad4f1b33460575d3556ea9332ea56259de3f906d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 776, "license_type": "no_license", "max_line_length": 87, "num_lines": 28, "path": "/csce441/Assign4/src/entity/Light.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#pragma once\n#ifndef _LIGHT_H_\n#define _LIGHT_H_\n#include <glm/gtc/matrix_transform.hpp>\n\n\nclass Light : public Entity\n{\n glm::vec3 color;//color of light (ignore for now our light will be white)\n float intensity;//intensity of light (inidicator of brightness)\n public:\n\n Light(): intensity(0.8)\n {\n }\n void setLightPos(glm::vec3 p)\n {\n Entity::setPosition(p);\n Entity::setOriginal(p);\n }\n void setIntensity(float i){intensity = i;}\n float getIntensity(){return intensity;}\n void mouseClicked(float x, float y, bool shift, bool ctrl, bool alt) override{}\n\t void mouseMoved(float x, float y) override{}\n\t void keyEvent(unsigned int key,int action) override{}\n};\n\n#endif" }, { "alpha_fraction": 0.50949627161026, "alphanum_fraction": 0.50949627161026, "avg_line_length": 26.880952835083008, "blob_id": "6fd8e2ecbccb7f4484ad9f15c79cbf70b37e30ed", "content_id": "6e4835990cde7eade3a598c0ac1a1f7cea701c96", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "PHP", "length_bytes": 1211, "license_type": "no_license", "max_line_length": 50, "num_lines": 42, "path": "/CS3743/DB_project/eventHandler.php", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "<?php\r\nsession_start();\r\nif($_SERVER[\"REQUEST_METHOD\"] == \"POST\") {\r\n if (isset($_POST['aDoc'])) {\r\n $_SESSION['selectednavBarOption'] = \"aDoc\";\r\n } \t\r\n elseif (isset($_POST['aPat'])) {\r\n $_SESSION['selectednavBarOption'] = \"aPat\";\r\n }\r\n elseif (isset($_POST['aReq'])) {\r\n $_SESSION['selectednavBarOption'] = \"aReq\";\r\n } \t\t\r\n elseif (isset($_POST['aAoc'])) {\r\n $_SESSION['selectednavBarOption'] = \"aAoc\";\r\n } \t\t\r\n elseif (isset($_POST['dDoc'])) {\r\n $_SESSION['selectednavBarOption'] = \"dDoc\";\r\n }\r\n elseif (isset($_POST['dPat'])) {\r\n $_SESSION['selectednavBarOption'] = \"dPat\";\r\n } \t\t\t\r\n elseif (isset($_POST['dAoc'])) {\r\n $_SESSION['selectednavBarOption'] = \"dAoc\";\r\n } \t\t\t\r\n elseif (isset($_POST['pApp'])) {\r\n $_SESSION['selectednavBarOption'] = \"pApp\";\r\n }\r\n elseif (isset($_POST['pMR'])) {\r\n $_SESSION['selectednavBarOption'] = \"pMR\";\r\n } \t\t\r\n elseif (isset($_POST['pSHD'])) {\r\n $_SESSION['selectednavBarOption'] = \"pSHD\";\r\n } \t\t\r\n elseif (isset($_POST['pAoc'])) {\r\n $_SESSION['selectednavBarOption'] = \"pAoc\";\r\n } \r\n\t\r\n\theader(\"Location: accountHome.html\");\r\n\texit;\r\n}\r\n\r\n?>" }, { "alpha_fraction": 0.6366289854049683, "alphanum_fraction": 0.6669628024101257, "avg_line_length": 29.77734375, "blob_id": "4579854800d398f991813e0c3c55b53179c8befa", "content_id": "2ea5988932b3c1cd43794421894d6f66a22a6573", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7879, "license_type": "no_license", "max_line_length": 106, "num_lines": 256, "path": "/csce489/L01/Code/Image.py", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "\"\"\" \nImage.py is a Prokudin-Gorskii glass plate image processing library which\nleverages numpy and matplot libraries to speed up image computation times.\n\"\"\"\n# Import required libraries\nimport numpy as np\nfrom matplotlib import pyplot as plt\n\nclass Image:\n\t@staticmethod\n\tdef read_strip(path):\n\t\t\"\"\"\"\n\t\tFunction to retrieve r, g, b planes from Prokudin-Gorskii \n\t\tglass plate images.\n\t\t\"\"\"\n\t\timage = plt.imread(path)\n\t\theight = int(image.shape[0] / 3)\n\t\t# For images with different bit depth\n\t\tscalingFactor = 255 if (np.max(image) <= 255) else 65535\n\t\t# Separating the glass image into R, G, and B channels\n\t\tb = image[: height, :] / scalingFactor\n\t\tg = image[height: 2 * height, :] / scalingFactor\n\t\tr = image[2 * height: 3 * height, :] / scalingFactor\n\t\t\n\t\tr,g,b = Image.auto_crop(r,g,b)\n\t\t\n\t\tif (r.shape[0] > 1024 or r.shape[1]> 1024):\n\t\t\tr = Image.image_resize(r,[1024,1024])\n\t\t\tg = Image.image_resize(g,[1024,1024])\n\t\t\tb = Image.image_resize(b,[1024,1024])\n\t\telif(r.shape[0] > 256 or r.shape[1] > 256):\n\t\t\tr = Image.image_resize(r,[512,512])\n\t\t\tg = Image.image_resize(g,[512,512])\n\t\t\tb = Image.image_resize(b,[512,512])\n\t\telse:\n\t\t\tr = Image.image_resize(r,[128,128])\n\t\t\tg = Image.image_resize(g,[128,128])\n\t\t\tb = Image.image_resize(b,[128,128])\t\t\n\t\treturn r,g,b\n\t@staticmethod\n\tdef compositeChannels(r, g, b, axis):\n\t\treturn np.stack((r, g, b), axis = axis)\n\t@staticmethod\n\tdef writeTo(path,image,**kwargs):\n\t\top = kwargs.get('op', None)\n\t\tif (op == 'grayscale'):\n\t\t\tplt.imsave(path, image, cmap='gray')\n\t\telse:\n\t\t\tplt.imsave(path, image)\n\n\t@staticmethod\n\tdef circ_shift(channel, shift):\n\t\t\"\"\"\n\t\tcirc_shift is a function to shift matrix columns and rows \n\t\tby desired shift values. Is circular in nature so values \n\t\ton the ends will roll over to opposite ends instead of being\n\t\tnull.\n\t\t\"\"\"\n\t\tshifted = np.roll(channel, shift[0], axis = 0)\n\t\tshifted = np.roll(shifted, shift[1], axis = 1)\n\t\treturn shifted\n\t@staticmethod\n\tdef find_shift(channel1, channel2):\n\t\t\"\"\"\n\t\tim1 and im2 are both different color channels of a BGR image,\n\t\tshift is computed using sum of squared difference as the error\n\t\tapproach to find the relative alignment offset for given image \n\t\tchannels. Exhaustive search range for computing aligment are \n\t\tcomputed staring at 40 pixels for a 128 by 128 image.\n\t\t\"\"\"\n\n\t\tfirst = Image.compute_gradient(channel1)[0]\n\t\tsecond = Image.compute_gradient(channel2)[0]\n\t\tx_domain = int(20 * first.shape[1]/128)\n\t\ty_domain = int(20 * first.shape[0]/128)\n\t\t\n\t\tERR = np.Infinity\n\t\tindices = []\n\t\tfor offset_row in range(-y_domain , y_domain):\n\t\t\tfor offset_col in range(-x_domain , x_domain):\n\t\t\t\tshifted = Image.circ_shift(first,[offset_row,offset_col])\n\t\t\t\tclip1 = shifted[y_domain:-y_domain,x_domain:-x_domain]\n\t\t\t\tclip2 = second[y_domain:-y_domain,x_domain:-x_domain]\n\t\t\t\tSSD = np.sum((clip2 - clip1)**2)\n\t\t\t\tif (SSD <= ERR):\n\t\t\t\t\tERR = SSD\n\t\t\t\t\tindices = [offset_row,offset_col] \n\t\tprint(indices)\n\t\treturn indices \n\t\n\n\t@staticmethod\n\tdef gausian_pyramid(channel,levels=4):\n\t\t\"\"\"\n\t\tresize function uses the guassian pyramid paridigm to reduce the dimensionality\n\t\tof high-resolution glass plate images.\n\t\tchannel = image given by color channel \n\t\tlevels = how many times to half the image size\n\t\t\"\"\"\n\t\tbranch = channel.copy()\n\t\tnewSize = branch.shape\n\t\n\n\t\tpyramid = np.zeros((levels, branch.shape[0], branch.shape[1]))\n\t\tsizes = np.zeros((levels,2))\n\t\tpyramid[0,:,:] = branch \n\t\tsizes[0,:] = np.array(newSize).astype(int)\n\n\t\t\n\t\t\n\t\tfor level in range(1,levels):\n\n\t\t\tnewSize = np.divide(newSize,2).astype(int)\n\t\t\tbranch = Image.apply_gausian_filter(branch)\n\t\t\tbranch = Image.image_resize(branch,newSize)\n\t\t\t\n\t\t\tpyramid[level,:newSize[0],:newSize[1]] = branch \n\t\t\tsizes[level,:] = newSize\n\t\t\t\n\t\treturn pyramid,sizes.astype(int)\n\t\t\t\n\t@staticmethod\n\tdef image_resize(channel,newSize):\n\t\t\"\"\"\n\t\tresize with naive nearest neighebor interpolation\n\t\t\"\"\"\n\t\tsize = channel.shape\n\t\tscaleY, scaleX = np.array(newSize)/np.array(size)\n\t\trow_interpolate =(np.ceil(\n\t\trange(1,1 + int(size[0]*scaleY) )\n\t\t/scaleY)-1).astype(int)\n\n\t\tcol_interpolate =(np.ceil(\n\t\trange(1,1 + int(size[1]*scaleX) )\n\t\t/scaleX)-1).astype(int)\n\n\t\timg = np.empty([row_interpolate.shape[0],col_interpolate.shape[0]])\n\t\tfor i in range(img.shape[0]):\n\t\t\tfor j in range(img.shape[1]):\n\t\t\t\timg[i,j] = channel[row_interpolate[i],col_interpolate[j]]\n\n\t\treturn img\n\n\t@staticmethod\n\tdef compute_gradient(channel):\n\t\tchannel = Image.apply_gausian_filter(channel)\n\t\t#print(channel.shape)\n\t\timage_X,image_Y = Image.apply_sobel_filter(channel)\n\t\tgradientX = np.hypot(image_X, 0)\n\t\tgradientY = np.hypot(0, image_Y)\n\t\tgradient = np.sqrt((gradientX**2)+(gradientY**2))\n\t\tdirection = np.arctan2(image_Y, image_X)\n\t\treturn gradient,direction\n\n\t@staticmethod\n\tdef auto_crop(r,g,b):\n\t\ty_start,x_start,y_end,x_end = Image.compute_bounds([r,g,b])\n\t\tnewR = r[y_start:y_end,x_start:x_end]\n\t\tnewG = g[y_start:y_end,x_start:x_end]\n\t\tnewB = b[y_start:y_end,x_start:x_end]\n\t\treturn newR, newG, newB\n\t@staticmethod\n\tdef compute_bounds(channels):\n\n\t\tboundsX_start = np.Infinity\n\t\tboundsY_start = np.Infinity\n\t\tboundsX_end = -np.Infinity\n\t\tboundsY_end = -np.Infinity\n\n\t\tfor channel in channels:\n\t\t\tgradient = Image.compute_gradient(channel)[0]\n\t\t\tsum_cols = np.sum(gradient,axis = 0)\n\t\t\tsum_rows = np.sum(gradient,axis = 1)\n\t\t\tavg_rows = np.average(sum_rows)\n\t\t\tavg_cols = np.average(sum_cols)\n\t\t\tmax_col = 3 * avg_cols\n\t\t\tmax_row = 3 * avg_rows\n\t\t\tcols_to_remove = np.where(sum_cols > max_col)[0]\n\t\t\trows_to_remove = np.where(sum_rows > max_row)[0]\n\t\t\tdiffX = np.diff(cols_to_remove)\n\t\t\tdiffY = np.diff(rows_to_remove)\n\t\t\t\"\"\"compute bounds to keep\"\"\"\n\t\t\txPos = 0\n\t\t\tyPos = 0\n\t\t\tstartX = 0\n\t\t\tstartY = 0\n\t\t\tendX = -1\n\t\t\tendY = -1\n\t\t\tif (diffY.size > 0):\n\t\t\t\tyPos = np.argmax(diffY)\n\t\t\t\tstartY = rows_to_remove[yPos] + 1\n\t\t\t\tendY = np.max(diffY)\n\t\t\t\t\n\t\t\tif (diffX.size > 0):\n\t\t\t\txPos = np.argmax(diffX)\n\t\t\t\tstartX = cols_to_remove[xPos] + 1\n\t\t\t\tendX = np.max(diffX)\n\n\t\t\t\n\t\t\tif((endY > boundsY_end or endY == -1) and boundsY_end != -1) :\n\t\t\t\tboundsY_end = endY\n\t\t\tif ((endX > boundsX_end or endX == -1 )and boundsX_end != -1):\n\t\t\t\tboundsX_end = endX\n\t\t\tif(startY < boundsY_start):\n\t\t\t\tboundsY_start = startY\n\t\t\tif(startX < boundsX_start):\n\t\t\t\tboundsX_start = startX\n\t\treturn boundsY_start,boundsX_start,boundsY_end,boundsX_end\n\n\t@staticmethod\n\tdef apply_gausian_filter(channel):\n\t\timg = channel.copy()\n\t\tkernel = Image.gaussian_kernel(img)\n\t\timg = Image.convolve(img, kernel)\n\t\treturn img\n\t@staticmethod\n\tdef apply_sobel_filter(channel):\n\t\tX_kernel = np.array([[-1,0,1],[-2,0,2],[-1,0,1]],np.float32)\n\t\tY_kernel = np.array([[1,2,1],[0,0,0],[-1,-2,-1]],np.float32)\n\t\timage_X = Image.convolve(channel, X_kernel)\n\t\timage_Y = Image.convolve(channel, Y_kernel)\n\t\treturn image_X, image_Y\n\t@staticmethod\n\tdef gaussian_kernel(channel):\n\t\t\"\"\"\n\t\tgaussian_kernel function creates a kernel using gaussian filter\n\t\tmethod folowing general rule of thumb of setting half the kernel\n\t\twidth to be 3 * sigma, where sigma is defined as the standard \n\t\tdeviation of channel.\n\t\tcapped at kernel of 5*5\n\t\t\"\"\"\n\t\t\n\t\tsigma = np.std(channel)\n\t\tif sigma > 0.85:\n\t\t\tsigma =0.85 \n\t\tfiltersize = (2 * int(3 * sigma + 0.5)) + 1\n\t\thalf = filtersize //2\n\t\tu, v = np.mgrid[-half:half+1, -half:half+1]\n\t\tnormal = 1 / (2.0 * np.pi * sigma**2)\n\t\tkernel = np.exp(-((u**2 + v**2)/(2 * sigma**2))) * normal\n\t\tkernel = (1/np.sum(kernel)) * kernel\n\t\treturn kernel\n\n\t@staticmethod\n\tdef convolve(channel, kernel):\n\t\t\"\"\"\n\t\tfast and efficent approach to convolve channel with a given kernel.\n\t\timplmentation provided at \n\t\thttps://stackoverflow.com/questions/19414673/in-numpy-how-to-efficiently-list-all-fixed-size-submatrices\n\t\t\"\"\"\n\n\t\ts = kernel.shape + tuple(np.subtract(channel.shape, kernel.shape) + 1)\t\n\t\tstrd = np.lib.stride_tricks.as_strided\n\t\tsubM = strd(channel, shape = s, strides = channel.strides * 2)\n\t\tconv2d = np.einsum('ij,ijkl->kl', kernel, subM)\n\t\treturn conv2d\n" }, { "alpha_fraction": 0.6374367475509644, "alphanum_fraction": 0.6374367475509644, "avg_line_length": 17.5625, "blob_id": "c77b3e57cd9660386734531bb340102494bf6d3b", "content_id": "f800fe84317689b23223f84aa5a2748b517d3291", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 593, "license_type": "no_license", "max_line_length": 74, "num_lines": 32, "path": "/csce441/Assign4/src/entity/Batch.h", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "#pragma once\n#ifndef _BATCH_H_\n#define _BATCH_H_\n\n#include <string>\n#include <vector>\n#include <memory>\n#include \"../model/Shape.h\"\n#include \"Entity.h\"\n\nenum Type { ASSET, CAMERA,LIGHT};\nclass Batch\n{\n\npublic:\n Type type;\n\tstd::shared_ptr<Shape> shape;\n bool withShape = false;\n\t//std::vector<Entity*> copies;\n std::vector<Entity*> copies;\n void setShape(std::shared_ptr<Shape>& s){ shape = s;withShape = true;}\n void setType(Type t){type = t;}\n \n\n void insertEntity(Entity* e)\n {\n copies.emplace_back(e);\n }\n bool hasShape(){return withShape;}\n};\n\n#endif" }, { "alpha_fraction": 0.619707465171814, "alphanum_fraction": 0.6235565543174744, "avg_line_length": 23.509803771972656, "blob_id": "f9a78eba6167bce8c5a3ba2194176d174a7c9c01", "content_id": "ced6e58d52ec2cf1e9d22f445a74b91de50e1f80", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "PHP", "length_bytes": 1299, "license_type": "no_license", "max_line_length": 109, "num_lines": 51, "path": "/CS3743/DB_project/hopsitalCreationFormHandler.php", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "<?php \r\n$servername = \"localhost\";\r\n$username = \"root\";\r\n$password = \"\";\r\n$db = \"Hospital\";\r\n$conn = new mysqli($servername, $username, $password,$db);\r\n// Check connection\r\nif ($conn->connect_error) {\r\n die(\"Connection failed: \" . $conn->connect_error);\r\n} \r\nelse{\r\n\t$hospitalName = mysqli_real_escape_string($conn,$_POST['HospitalName']);\r\n\t$adminName = mysqli_real_escape_string($conn,$_POST['RootAdmin']); \r\n\t$username = mysqli_real_escape_string($conn,$_POST['RootAdminUsername']); \r\n\t$pass = mysqli_real_escape_string($conn,$_POST['Password']); \r\n\t$hashedPass = password_hash($pass, PASSWORD_DEFAULT);\r\n\r\n\t$rootHospital = \"INSERT INTO HospitalRoot(hospitalName,RootAdminName) VALUES('$hospitalName','$adminName')\";\r\n\tif(!mysqli_query($conn, $rootHospital)){\r\n\t\techo (\"<script>console.log( 'Failed to create hospitalRoot ');</script>\");\r\n\t}\r\n\r\n\t$rootAdmin = \"INSERT INTO \r\n\tAdmins(\r\n\t\t\t\tAID,\r\n\t\t\t\tASSN,\r\n\t\t\t\tAName,\r\n\t\t\t\tUsername,\r\n\t\t\t\tPassword,\r\n\t\t\t\tLastLogIn,\r\n\t\t\t\tisRootAdmin,\r\n\t\t\t\tisAdmin,\r\n\t\t\t\tActive\r\n\t\t\t)\r\n\tVALUES (\r\n\t01,\r\n\tNULL,\r\n\t'$adminName',\r\n\t'$username',\r\n\t'$hashedPass',\r\n\t now(),\r\n\t1,\r\n\t1,\r\n\t1)\";\r\n\tif(!mysqli_query($conn, $rootAdmin)){\r\n\t\techo (\"<script>console.log( 'Failed to create rootAdmin ');</script>\");\r\n\t}\r\n}\r\nheader( 'Location: index.html' ) ;\r\n$conn->close();\r\n?>" }, { "alpha_fraction": 0.5283346176147461, "alphanum_fraction": 0.554548978805542, "avg_line_length": 35.60869598388672, "blob_id": "9251abfdf0c7b6d4e8e705443d5114e6d71f29c7", "content_id": "bfcf8570a6ae8f4fdb4a2ea1b798ee9552ee641f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5188, "license_type": "no_license", "max_line_length": 125, "num_lines": 138, "path": "/csce489/L03/Code/main.py", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "\"\"\" Assignment 5 - Starter code\r\n\r\n\r\n\"\"\" \r\n\r\n# Import required libraries\r\nimport matplotlib.pyplot as plt\r\nimport cv2\r\nimport numpy as np\r\nimport os\r\n\r\n# Read source and mask (if exists) for a given id\r\ndef Read(id, path = \"\"):\r\n source = plt.imread(path + \"image_\" + id + \".jpg\") / 255\r\n maskPath = path + \"mask_\" + id + \".jpg\"\r\n \r\n if os.path.isfile(maskPath):\r\n mask = plt.imread(maskPath)\r\n assert(mask.shape == source.shape), 'size of mask and image does not match'\r\n mask = (mask > 128)[:, :, 0].astype(int)\r\n else:\r\n mask = np.zeros_like(source)[:, :, 0].astype(int)\r\n\r\n return source, mask\r\n\r\ndef SeamCarve(input, widthFac, heightFac, mask):\r\n\r\n # Main seam carving function. This is done in three main parts: 1)\r\n # computing the energy function, 2) finding optimal seam, and 3) removing\r\n # the seam. The three parts are repeated until the desired size is reached.\r\n assert (widthFac == 1 or heightFac == 1), 'Changing both width and height is not supported!'\r\n assert (widthFac <= 1 and heightFac <= 1), 'Increasing the size is not supported!'\r\n img = input\r\n gray_img = cv2.cvtColor(img.astype('float32'), cv2.COLOR_BGR2GRAY)\r\n curr_height,curr_width = gray_img.shape\r\n new_height = int(curr_height * heightFac)\r\n new_width = int(curr_width*widthFac) \r\n alpha = 3\r\n #apply masks\r\n r,c = np.where(mask == 1)\r\n for i in range(r.size):\r\n img[r[i],c[i]] *= alpha\r\n #process img\r\n dims = img.shape\r\n dc = abs(new_width - curr_width)\r\n dr = abs(new_height - curr_height)\r\n \r\n indX = -1\r\n indY = -1\r\n if(dc > 0):\r\n for i in range(dc):\r\n M = computeMinimalEnergy(computeEnergyMatrix(gray_img))\r\n img = removeMinSeam(img,M)\r\n gray_img = cv2.cvtColor(img.astype('float32'), cv2.COLOR_BGR2GRAY)\r\n\r\n if(dr > 0):\r\n img = np.rot90(img, k=1, axes=(0, 1))\r\n gray_img = cv2.cvtColor(img.astype('float32'), cv2.COLOR_BGR2GRAY)\r\n for i in range(dr):\r\n M = computeMinimalEnergy(computeEnergyMatrix(gray_img))\r\n img = removeMinSeam(img,M)\r\n gray_img = cv2.cvtColor(img.astype('float32'), cv2.COLOR_BGR2GRAY)\r\n img = np.rot90(img, k=3, axes=(0, 1))\r\n \r\n img[img > 1] /= alpha\r\n return img, [img.shape[0],img.shape[1]] \r\n \r\n\r\n\r\n\r\ndef computeEnergyMatrix(img):\r\n dx = cv2.Sobel(img,cv2.CV_64F,1,0,ksize=5)\r\n dy = cv2.Sobel(img,cv2.CV_64F,0,1,ksize=5)\r\n return abs(dx) + abs(dy)\r\n\r\ndef computeMinimalEnergy(E):\r\n num_rows,num_cols = E.shape\r\n mat = np.full((num_rows, num_cols + 2), np.inf)\r\n mat[0,1:num_cols+1] = E[0,:] \r\n for i in range(1,num_rows):\r\n for j in range(1,num_cols):\r\n mat[i,j] = E[i,j-1] + min(mat[i-1,j-1],mat[i-1,j],mat[i-1,j+1])\r\n return mat[:,1:-1]\r\ndef removeMinSeam(img,M):\r\n dimY,dimX = M.shape\r\n indY = -1\r\n output = np.zeros((dimY,dimX-1,3))\r\n #get minimum on last row\r\n minIndex = np.where(M[indY,:] == min(M[indY,:]))[0][0]\r\n if(minIndex > 0 and minIndex < dimX-1): \r\n output[indY,:,:] =np.concatenate((img[indY,:minIndex,:],img[indY,minIndex+1:,:]),axis = 0)\r\n elif(minIndex == dimX - 1):\r\n output[indY,:,:] = img[indY:,:-1,:]#exclude last column\r\n elif(minIndex == 0):\r\n output[indY,:,:] = img[indY:,1:,:]#exlude first column\r\n\r\n while dimY + indY != 1:\r\n indY -= 1\r\n minPos = 0\r\n if minIndex != 0:\r\n if min(M[indY,minIndex - 1],M[indY,minIndex]) == M[indY,minIndex - 1] :\r\n minPos = -1\r\n if minIndex < dimX - 1:\r\n if min(M[indY,minIndex + minPos],M[indY,minIndex + 1]) == M[indY,minIndex +1]:\r\n minPos = 1\r\n elif minIndex == 0:\r\n if(minIndex < dimX - 1):\r\n if min(M[indY,minIndex],M[indY,minIndex + 1]) == M[indY,minIndex + 1]:\r\n minPos = 1\r\n minIndex += minPos\r\n if(minIndex > 0 and minIndex < dimX-1): \r\n output[indY,:,:] = np.concatenate((img[indY,:minIndex,:],img[indY,minIndex+1:,:]),axis = 0)#exclude min index col\r\n elif(minIndex == dimX - 1):\r\n output[indY,:,:] = img[indY,:-1,:]#exclude last column\r\n elif(minIndex == 0):\r\n output[indY,:,:] = img[indY,1:,:]#exlude first column\r\n return output \r\n\r\n# Setting up the input output paths\r\ninputDir = '../Images/'\r\noutputDir = '../Results/'\r\n\r\nwidthFac = 0.5; # To reduce the width, set this parameter to a value less than 1\r\nheightFac = 1; # To reduce the height, set this parameter to a value less than 1\r\nN = 1 # number of images\r\n\r\nfor index in range(1, N + 1):\r\n\r\n input, mask = Read(str(index).zfill(2), inputDir)\r\n\r\n # Performing seam carving. This is the part that you have to implement.\r\n output, size = SeamCarve(input, widthFac, heightFac, mask)\r\n\r\n # Writing the result\r\n plt.imsave(\"{}/result_{}_{}x{}.jpg\".format(outputDir, \r\n str(index).zfill(2), \r\n str(size[0]).zfill(2), \r\n str(size[1]).zfill(2)), output)" }, { "alpha_fraction": 0.6048780679702759, "alphanum_fraction": 0.6184281706809998, "avg_line_length": 33.90196228027344, "blob_id": "89cc648c2b0477c8e7ecc2f36e81f5165eba4533", "content_id": "6145915204b360ef490ea5466b626e99e7733ab5", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1845, "license_type": "no_license", "max_line_length": 67, "num_lines": 51, "path": "/csce489/L01/Code/main.py", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "\"\"\" \r\nAssignment 1\r\n\"\"\" \r\nimport numpy as np\r\nfrom Image import Image as im\r\nif __name__ == '__main__':\r\n # Setting the input output file path\r\n imageDir = '../Images/'\r\n imageName = 'harvesters.tif'\r\n outDir = '../Results/' \r\n # Get r, g, b channels from image strip\r\n r, g, b = im.read_strip(imageDir + imageName)\r\n\r\n '''task1'''\r\n '''\r\n rShift = im.find_shift(r, b)\r\n gShift = im.find_shift(g,b)\r\n finalB = b\r\n finalG = im.circ_shift(g, gShift)\r\n finalR = im.circ_shift(r, rShift)\r\n # Putting together the aligned channels to form the color image\r\n finalImage = im.compositeChannels(finalR, finalG, finalB,2)\r\n # Writing the image to the Results folder\r\n im.writeTo(outDir + imageName[:-4] + '.jpg', finalImage)\r\n '''\r\n\r\n '''task2'''\r\n \r\n #pyramid is padded so all levels have same size\r\n r_pyramid,r_sizes = im.gausian_pyramid(r,4)\r\n g_pyramid,g_sizes = im.gausian_pyramid(g,4)\r\n b_pyramid,b_sizes = im.gausian_pyramid(b,4)\r\n #compute lowest level of pyramid\r\n width = r_sizes[-1][0]\r\n unpad_red = r_pyramid[-1,:width,:width]\r\n unpad_green = g_pyramid[-1,:width,:width]\r\n unpad_blue = b_pyramid[-1,:width,:width]\r\n rShift = im.find_shift(unpad_red,unpad_blue)\r\n gShift = im.find_shift(unpad_green,unpad_blue)\r\n rShift = np.multiply(rShift,4)\r\n gShift = np.multiply(gShift,4)\r\n\r\n\r\n width = r_sizes[1][0]\r\n finalB = b_pyramid[1,:width,:width+1]\r\n finalG = im.circ_shift(g_pyramid[0,:width,:width+1], gShift)\r\n finalR = im.circ_shift(r_pyramid[0,:width,:width+1], rShift)\r\n finalImage = im.compositeChannels(finalR, finalG, finalB,2)\r\n # Putting together the aligned channels to form the color image\r\n # Writing the image to the Results folder\r\n im.writeTo(outDir + imageName[:-4] + '.jpg', finalImage) \r\n \r\n\r\n\r\n\r\n" }, { "alpha_fraction": 0.44570279121398926, "alphanum_fraction": 0.49138039350509644, "avg_line_length": 28.922178268432617, "blob_id": "ec67bad8eaaa27c61146db3eaa092c1e40c30077", "content_id": "a6495c83a93cce080a21484d0c65bb2a5cfb1bf2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 7947, "license_type": "no_license", "max_line_length": 95, "num_lines": 257, "path": "/csce312/HACKASSEMBELER/Assembler.H", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "/*Assembler for Hack Assembally language */\r\n#include <iostream>\r\n#include <string>\r\n#include <map>\r\n#include <fstream>\r\n#include <algorithm>\r\n\r\nstd::map<std::string,int> SYMBOLS_TABLE = {\r\n {\"R0\", 0},\r\n {\"R1\", 1},\r\n {\"R2\", 2},\r\n {\"R3\", 3},\r\n {\"R4\", 4},\r\n {\"R5\", 5},\r\n {\"R6\", 6},\r\n {\"R7\", 7},\r\n {\"R8\", 8},\r\n {\"R9\", 9},\r\n {\"R10\", 10},\r\n {\"R11\", 11},\r\n {\"R12\", 12},\r\n {\"R13\", 13},\r\n {\"R14\", 14},\r\n {\"R15\", 15},\r\n {\"SP\", 0X0000},\r\n {\"LCL\", 0X0001},\r\n {\"ARG\", 0X0002},\r\n {\"THIS\", 0X0003},\r\n {\"THAT\", 0X0004},\r\n {\"SCREEN\", 0X4000},\r\n {\"KBD\", 0X6000 }\r\n\r\n};\r\n\r\nconst std::map<std::string,std::string> COMP_TABLE = \r\n{\r\n {\"0\" , \"0101010\"},\r\n {\"1\" , \"0111111\"},\r\n {\"-1\" , \"0111010\"},\r\n {\"D\" , \"0001100\"},\r\n {\"A\" , \"0110000\"},\r\n {\"M\" , \"1110000\"},\r\n {\"!D\" , \"0001101\"},\r\n {\"!A\" , \"0110001\"},\r\n {\"!M\" , \"1110001\"},\r\n {\"-D\" , \"0001111\"},\r\n {\"-A\" , \"0110011\"},\r\n {\"-M\" , \"1110011\"},\r\n {\"D+1\" , \"0011111\"},\r\n {\"A+1\" , \"0110111\"},\r\n {\"M+1\" , \"1110111\"},\r\n {\"D-1\" , \"0001110\"},\r\n {\"A-1\" , \"0110010\"},\r\n {\"M-1\" , \"1110010\"},\r\n {\"D+A\" , \"0000010\"},\r\n {\"D+M\" , \"1000010\"},\r\n {\"D-A\" , \"0010011\"},\r\n {\"D-M\" , \"1010011\"},\r\n {\"A-D\" , \"0000111\"},\r\n {\"M-D\" , \"1000111\"},\r\n {\"D&A\" , \"0000000\"},\r\n {\"D&M\" , \"1000000\"},\r\n {\"D|A\" , \"0010101\"},\r\n {\"D|M\" , \"1010101\"}\r\n\r\n};\r\nconst std::map<std::string,std::string> DEST_TABLE = \r\n{\r\n {\"\",\"000\"},\r\n {\"M\", \"001\"},\r\n {\"D\", \"010\"},\r\n {\"MD\", \"011\"},\r\n {\"A\", \"100\"},\r\n {\"AM\", \"101\"},\r\n {\"AD\", \"110\"},\r\n {\"AMD\", \"111\"}\r\n};\r\nconst std::map<std::string,std::string> JMP_TABLE = \r\n{\r\n {\"\",\"000\"},\r\n {\"JGT\", \"001\"},\r\n {\"JEQ\", \"010\"},\r\n {\"JGE\", \"011\"},\r\n {\"JLT\", \"100\"},\r\n {\"JNE\", \"101\"},\r\n {\"JLE\", \"110\"},\r\n {\"JMP\", \"111\"}\r\n};\r\nconst std::map<char,std::string> CMD_TABLE =\r\n{\r\n {'@',\"A_COMMAND\"},\r\n {'A',\"C_COMMAND\"},\r\n {'D',\"C_COMMAND\"},\r\n {'M',\"C_COMMAND\"},\r\n {'0',\"C_COMMAND\"},\r\n {'1',\"C_COMMAND\"},\r\n {'-',\"C_COMMAND\"},\r\n {'!',\"C_COMMAND\"},\r\n {'(',\"L_COMMAND\"}\r\n};\r\nclass Parser\r\n{\r\n \r\n public:\r\n int lineCount = 0;\r\n std::ifstream file;\r\n std::string currentCommand;\r\n //opens input file stream and gets ready to parse it\r\n Parser(std::string asm_file)\r\n {\r\n file.open(asm_file);\r\n if(!file.is_open())\r\n {\r\n std::cerr << \"ERROR::FAILURE_TO_READ_FROM_FILE\"<<std::endl;\r\n _Exit(1);\r\n }\r\n }\r\n //Are there any more commands in the input?\r\n bool hasMoreCommands(void)\r\n {\r\n return !file.eof();\r\n\r\n }\r\n //reads the next input and makes it the current command. Should only be called if\r\n //hasMoreCommands() = true\r\n //initally there is no current command\r\n void advance(void)\r\n {\r\n bool commandFound = false;\r\n std::string line = \"\";\r\n int lineNum;\r\n while (std::getline (file,line) && !commandFound )\r\n {\r\n \r\n //remove all instances of white space\r\n line.erase (std::remove_if (line.begin(), line.end(), ::isspace), line.end());\r\n //remove comments\r\n std::size_t commentPos = line.find(\"//\");\r\n if (commentPos != std::string::npos) {\r\n line.erase(commentPos, line.length() - commentPos);\r\n }\r\n //check if line is empty\r\n if (!line.empty()) commandFound = true;\r\n }\r\n //set line to be current command\r\n currentCommand = line; \r\n }\r\n //returns the type of the current command\r\n std::string commandType(void)\r\n {\r\n if (CMD_TABLE.find(currentCommand[0]) != CMD_TABLE.end()) {\r\n return CMD_TABLE.at(currentCommand[0]);\r\n }\r\n std::cerr << \"ERROR::commandType::INVALID_SYNTAX\"<<std::endl;\r\n _Exit(1); \r\n }\r\n //Returns the symbol or decimal Xxx of the current command @Xxx or (xxx)\r\n //should be called only when commandType is A_COMMAND or L_COMMAND\r\n std::string symbol(void)\r\n {\r\n // if commandType = A_COMMAND\r\n if(currentCommand.at(0) == '@') \r\n return currentCommand.substr(1,(currentCommand.length()-1));\r\n //if commandType = L_COMMAND\r\n std::size_t oBracket=currentCommand.find('(');\r\n std::size_t cBacket=currentCommand.find(')'); \r\n if(oBracket != std::string::npos && cBacket != std::string::npos )\r\n {\r\n return currentCommand.substr(oBracket + 1, cBacket - oBracket - 1);\r\n }\r\n return \"\";\r\n }\r\n //Returns the dest mnemonic in the current C-command (8 possibilites).\r\n //should be called only when commandType() is C_COMMAND\r\n std::string dest(void)\r\n {\r\n //get destination of assignment\r\n std::size_t equal=currentCommand.find('=');\r\n if (equal != std::string::npos) {\r\n return currentCommand.substr(0, equal);\r\n }\r\n return \"\"; \r\n }\r\n //Returns the comp mnemonic in the current C-command(28 possibilites).\r\n //Should be called only when commandType() is C_COMMAND\r\n std::string comp(void)\r\n {\r\n std::size_t equal=currentCommand.find('=');\r\n std::size_t sColon = currentCommand.find(';');\r\n //dest=comp;jump\r\n if(equal != std::string::npos && sColon != std::string::npos)\r\n return currentCommand.substr(equal + 1, sColon - equal - 1);\r\n //dest=comp\r\n else if(equal != std::string::npos)\r\n return currentCommand.substr(equal + 1, currentCommand.length() - equal - 1);\r\n //comp;jmp\r\n else if(sColon != std::string::npos)\r\n return currentCommand.substr(0, sColon);\r\n return \"\";\r\n }\r\n //Returns the jump mnemonix in the current C-command (8 possibilities).\r\n //Should be called only when commandType() is C_COMMAND\r\n std::string jump(void)\r\n {\r\n std::size_t sColon = currentCommand.find(';');\r\n if (sColon != std::string::npos) {\r\n return currentCommand.substr(sColon + 1, currentCommand.length() - sColon - 1);\r\n }\r\n return \"\"; \r\n } \r\n};\r\n\r\n//returns binary code of the dest mnemonic\r\n//returns 3 bits\r\ninline std::string dest(std::string mnemonic)\r\n{\r\n if(DEST_TABLE.find(mnemonic) != DEST_TABLE.end())\r\n return DEST_TABLE.at(mnemonic);\r\n std::cerr << \"ERROR::dest::INVALID_SYNTAX\"<<std::endl;\r\n _Exit(1); \r\n}\r\n//returns binary code of the comp mnemonic\r\n//returns 7 bits\r\ninline std::string comp(std::string mnemonic)\r\n{\r\n if(COMP_TABLE.find(mnemonic) != COMP_TABLE.end())\r\n return COMP_TABLE.at(mnemonic);\r\n std::cerr << \"ERROR::comp::INVALID_SYNTAX\"<<std::endl;\r\n _Exit(1); \r\n\r\n}\r\n//returns binary code of the jump mnemonic\r\n//returns 3 bits\r\ninline std::string jump(std::string mnemonic)\r\n{\r\n if(JMP_TABLE.find(mnemonic) != JMP_TABLE.end())\r\n return JMP_TABLE.at(mnemonic);\r\n std::cerr << \"ERROR::jump::INVALID_SYNTAX\"<<std::endl;\r\n _Exit(1); \r\n \r\n} \r\n//Adds the pair (symbol, adress) to the table\r\ninline void addEntry(std::string symbol, int address)\r\n{\r\n SYMBOLS_TABLE.insert({symbol,address});\r\n}\r\n//Does the symbol table contain the given symbol?\r\ninline bool contains(std::string symbol)\r\n{\r\n if(SYMBOLS_TABLE.count(symbol) == 1)return true;\r\n return false;\r\n}\r\n//Returns the address associated with the symbol\r\ninline int getAddress(std::string symbol)\r\n{\r\n return SYMBOLS_TABLE.at(symbol);\r\n}\r\n" }, { "alpha_fraction": 0.41481393575668335, "alphanum_fraction": 0.42812982201576233, "avg_line_length": 23.113431930541992, "blob_id": "3c3cce4f8db5aa4d3365cc386bbb45a75bdbac6d", "content_id": "eafe547565b7acd8380c6a86ffaec05a2ae8fb98", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 8411, "license_type": "no_license", "max_line_length": 127, "num_lines": 335, "path": "/csce313/HMW3/shell.cpp", "repo_name": "farinacci1/School", "src_encoding": "UTF-8", "text": "/*\r\n* Assignment 3 \r\n* written by- Jorge Farinacci\r\n* Spring 2020 - Dr.Tanzir Ahmed\r\n*/\r\n#include <iostream>\r\n#include <cstdlib>\r\n#include <signal.h>\r\n#include <sys/types.h>\r\n#include <sys/wait.h>\r\n#include <unistd.h>\r\n#include <string.h>\r\n#include <stdio.h>\r\n#include <vector>\r\n#include <sys/stat.h>\r\n#include <fcntl.h>\r\n\r\nuint length (char * str) {\r\n char * t; \r\n int sz = 0;\r\n \r\n for (t = str; *t != '\\0'; t++) {\r\n sz++;\r\n }\r\n return sz;\r\n}\r\nuint size (char** tokens)\r\n{\r\n char** t = tokens;\r\n int sz = 0;\r\n for (sz = 0; tokens[sz] != NULL; sz++);\r\n return sz;\r\n}\r\nbool isEqual(char ch1, char ch2)\r\n{\r\n if(ch1 == ch2) \r\n return true;\r\n return false;\r\n}\r\nchar* substring(char* str,int start,int offset)\r\n{\r\n if(offset == -1) offset = length (str); \r\n int sz = offset;\r\n //char *sub = (char*)(malloc (sizeof (char) * sz));\r\n char* sub = new char[sz + 1];\r\n int pos = start;\r\n for(pos; pos < offset; pos++)\r\n {\r\n sub[pos-start] = str[pos];\r\n }\r\n if(isEqual(sub[sz-1], '\\0') == 0)\r\n {\r\n sub[sz] = '\\0';\r\n }\r\n return sub;\r\n}\r\n\r\n\r\nstd::vector<int> inidcesOf(char * str,char delim = ' ')\r\n{\r\n std::vector<int> indices;\r\n //exclude instances of our delimiter within quotes\r\n char sQuote = '\\'';\r\n char dQuote = '\"';\r\n char ignoreInstance = '\\0';\r\n bool inIgnore = false;\r\n int strIter = 0;\r\n uint sz = length(str);\r\n \r\n\r\n if(sz == 0) return indices;\r\n for(strIter; strIter < sz; strIter++)\r\n {\r\n\r\n if( isEqual(str[strIter], sQuote) || isEqual(str[strIter], dQuote) )\r\n { \r\n if(!inIgnore) \r\n {\r\n inIgnore = true;\r\n if(isEqual(str[strIter], sQuote))\r\n {\r\n ignoreInstance = sQuote;\r\n }\r\n else\r\n {\r\n ignoreInstance = dQuote;\r\n }\r\n }\r\n else\r\n {\r\n if( isEqual(str[strIter], ignoreInstance) )\r\n {\r\n inIgnore = false;\r\n ignoreInstance = '\\0';\r\n }\r\n } \r\n } \r\n if(!inIgnore && isEqual(str[strIter], delim))\r\n {\r\n indices.push_back(strIter);\r\n }\r\n \r\n }\r\n return indices;\r\n}\r\nbool contains(char* str, char* seq)\r\n{\r\n uint str_len = length(str);\r\n uint seq_len = length(seq);\r\n if(seq_len > str_len)\r\n {\r\n return false;\r\n }\r\n else\r\n {\r\n uint str_it = 0;\r\n uint seq_it = 0; \r\n for(str_it; str_it < str_len; str_it++)\r\n {\r\n if( isEqual(str[str_it], seq[seq_it]) )\r\n {\r\n seq_it++;\r\n if(seq_it == seq_len)\r\n {\r\n return true;\r\n }\r\n }\r\n else\r\n {\r\n seq_it = 0;\r\n }\r\n }\r\n }\r\n}\r\nchar** splitOn(char * str,char delim = ' ')\r\n{\r\n \r\n std::vector<int> indices = inidcesOf(str,delim);\r\n uint numTokens = indices.size();\r\n uint sz = length (str);\r\n uint i = 0,j = 0; \r\n if(numTokens == 0) \r\n {\r\n char** tokens = new char*[2];\r\n uint strlen = length (str);\r\n tokens[0] = new char[strlen];\r\n tokens[1] = NULL;\r\n strcpy(tokens[0], str);\r\n return tokens;\r\n }\r\n char ** tokens = new char*[numTokens+2];\r\n\r\n tokens[0] = substring(str,0,indices[0]);\r\n for(i; i < numTokens -1; i++)\r\n {\r\n tokens[i + 1] = substring(str,indices[i] + 1,indices[i+1]);\r\n }\r\n tokens[numTokens] = substring(str,indices[numTokens - 1] + 1,-1);\r\n tokens[numTokens + 1] = NULL;\r\n return tokens; \r\n\r\n}\r\n\r\nvoid trim(char* str)\r\n{\r\n /*\r\n implmentation to remove leading and trailing whitespaces from char array found at\r\n https://stackoverflow.com/questions/25345598/c-implementation-to-trim-char-array-of-leading-trailing-white-space-not-workin\r\n */\r\n int start = 0; // number of leading spaces\r\n char* buffer = str;\r\n while (*str && *str++ == ' ') ++start;\r\n while (*str++); // move to end of string\r\n int end = str - buffer - 1; \r\n while (end > 0 && buffer[end - 1] == ' ') --end; // backup over trailing spaces\r\n buffer[end] = 0; // remove trailing spaces\r\n if (end <= start || start == 0) return; // exit if no leading spaces or string is now empty\r\n str = buffer + start;\r\n while ((*buffer++ = *str++)); // remove leading spaces: K&R\r\n\r\n}\r\n\r\nvoid processPipe(char** input)\r\n{\r\n \r\n int num_pipes = size (input);\r\n bool first = true;\r\n\r\n for(int curr = 0; curr < num_pipes; curr ++)\r\n {\r\n int pipefd[2];\r\n int status = pipe(pipefd);\r\n if(status < 0)\r\n return; //pipe failed to open\r\n else if(!fork())\r\n {\r\n if(curr < num_pipes - 1)\r\n dup2(pipefd[1],1); // result of command will be piped to next command\r\n char* cmd = input[curr];\r\n char**args = splitOn(cmd,' ');\r\n if (!( execvp(args[0],args) >= 0)) { \r\n printf(\"*** ERROR: exec failed\\n\");\r\n exit(1);\r\n } \r\n }\r\n else\r\n {\r\n\r\n if(curr ==num_pipes)\r\n wait(0);\r\n dup2(pipefd[0],0);\r\n close(pipefd[1]);\r\n\r\n }\r\n }\r\n\r\n\r\n}\r\nvoid processExec(char* input)\r\n{\r\n int fd0,fd1,i;\r\n bool hasIn = false,hasOut = false,isFirst = false;\r\n char *in,*out;\r\n int splitAt = -1;\r\n int pid = fork();\r\n if(pid < 0) return;\r\n if (pid == 0)\r\n { \r\n for(i=0; input[i] != '\\0'; i++)\r\n {\r\n if(isEqual(input[i], '<'))\r\n { \r\n if(splitAt == -1 || splitAt >= i)\r\n splitAt = i;\r\n \r\n in = substring(input,i+1,-1);\r\n trim(in);\r\n hasIn = true; \r\n } \r\n\r\n if(isEqual(input[i], '>'))\r\n { \r\n \r\n if(splitAt == -1 || splitAt >= i)\r\n splitAt = i;\r\n out = substring(input,i+1,-1);\r\n trim(out);\r\n hasOut = true;\r\n } \r\n }\r\n if(in)\r\n { \r\n int fd0 = open (in, O_WRONLY|O_TRUNC,S_IRUSR | S_IWUSR | S_IRGRP | S_IROTH); \r\n dup2(fd0, 0);\r\n close(fd0); \r\n }\r\n if (out)\r\n {\r\n\r\n int fd1 = open (out, O_CREAT|O_WRONLY|O_TRUNC,S_IRUSR | S_IWUSR | S_IRGRP | S_IROTH); \r\n dup2(fd1, 1);\r\n close(fd1);\r\n }\r\n char * first = substring(input,0,splitAt);\r\n trim(first); \r\n char** args = splitOn(first,' ');\r\n if (!( execvp(args[0],args) >= 0)) { \r\n printf(\"*** ERROR: exec failed\\n\");\r\n exit(1);\r\n }\r\n }\r\n else { \r\n wait(0);\r\n }\r\n}\r\nvoid process_cmd(char* input,bool& isExit)\r\n{\r\n\r\n\r\n if (strcmp(input, \"exit\") == 0)\r\n {\r\n isExit = true;\r\n }\r\n else\r\n {\r\n char** pipes = splitOn(input, '|');\r\n size_t length = size (pipes);\r\n std::cout << length << std::endl;\r\n if( length == 1) // no pipes\r\n {\r\n char** args = splitOn(input,' ');\r\n if (strcmp(args[0], \"cd\") == 0)\r\n {\r\n chdir(args[1]);//change directory to arg[1]\r\n }\r\n else\r\n {\r\n processExec(input);\r\n }\r\n \r\n }\r\n else if(length > 1)\r\n {\r\n processPipe(pipes);\r\n }\r\n std::cout << getcwd(NULL, 0) << \"$ \";\r\n }\r\n}\r\n\r\nint main()\r\n{\r\n \r\n bool isExit = false;\r\n \r\n int c,i = 0;\r\n std::cout << getcwd(NULL, 0) << \"$ \";\r\n \r\n while(!isExit) \r\n {\r\n std::string inputline;\r\n while(std::getline (std::cin, inputline))\r\n {\r\n char* cmd =(char*)inputline.c_str();\r\n trim(cmd);\r\n process_cmd(cmd,isExit);\r\n if(isExit) break;\r\n }\r\n \r\n std::cout <<\"Signal to exit shell has been received.\"<< std::endl;\r\n std::cout << \"Exiting normally!\" << std::endl;\r\n isExit = true; // needed in case ctrl+d (EOT signal) is sent\r\n }\r\n return EXIT_SUCCESS;\r\n\r\n}" } ]
53
adiljumak/MultiPlayer_Tank_Game_RabbitMQ_MongoDB
https://github.com/adiljumak/MultiPlayer_Tank_Game_RabbitMQ_MongoDB
559f38d006d2ee9a8c8c0ebd7502223ba551895d
b7ffb80c8bebc7c6010acc3864d30a29f16e7317
869291941fcdbbdc2e33d454348abed1609b799d
refs/heads/main
2023-01-07T02:15:31.242699
2020-11-08T12:50:38
2020-11-08T12:50:38
311,058,137
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5174177289009094, "alphanum_fraction": 0.5391498804092407, "avg_line_length": 25.75213623046875, "blob_id": "8be29fe8cf97f2c466e70fdf4838dd3c5844fb61", "content_id": "c9a563b844c89de0ae3cea2e489d6bf1931258eb", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3166, "license_type": "no_license", "max_line_length": 111, "num_lines": 117, "path": "/menu.py", "repo_name": "adiljumak/MultiPlayer_Tank_Game_RabbitMQ_MongoDB", "src_encoding": "UTF-8", "text": "import pygame\nimport os\nfrom button import Button\n\npygame.init()\n\nWHICH_ROOM = 1\n\nsize_w = 800\nsize_h = 600\n\nscreen = pygame.display.set_mode((size_w, size_h))\nmenu_background = pygame.image.load(\"menu_background.png\").convert()\nmenu_background = pygame.transform.scale(menu_background, (size_w, size_h))\n\n\nrun = True\n\nMAIN_MENU = True\nSINGLE_PLAY = False\nMULTI_PLAY = False\nMULTI_AI_PLAY = False\n\n\n\ndef click_button_single():\n global MAIN_MENU, SINGLE_PLAY, MULTI_PLAY, MULTI_AI_PLAY\n #os.startfile('main.py')\n SINGLE_PLAY = True\n MAIN_MENU = False\ndef click_button_multi():\n global MAIN_MENU, SINGLE_PLAY, MULTI_PLAY, MULTI_AI_PLAY\n #os.startfile('multi_main.py')\n MULTI_PLAY = True\n MAIN_MENU = False\ndef click_button_multi_AI():\n global MAIN_MENU, SINGLE_PLAY, MULTI_PLAY, MULTI_AI_PLAY\n #print('ok good MULTI AI')\n MULTI_AI_PLAY = True\n MAIN_MENU = False\n\n\n\nbutton_single = Button(410, 350, \"Одиночная игра\", click_button_single)\nbutton_multi = Button(130, 350,\"Мультиплеер\", click_button_multi)\nbutton_multi_AI = Button(670, 350,\"Мультиплеер ИИ\", click_button_multi_AI)\n\nbuttons = [button_single, button_multi, button_multi_AI]\n\nrooms = []\nroom_num = 1\nfor i in range(1, 7):\n for j in range(1,6):\n text = 'room: {}'.format(room_num)\n rooms.append(Button(j * 160 - 80, i * 100 - 50, text, room_num))\n room_num += 1\n\n\nwhile run:\n if MAIN_MENU:\n pos = pygame.mouse.get_pos()\n\n screen.blit(menu_background, (0, 0))\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n run = False\n\n\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_ESCAPE:\n run = False\n\n\n if event.type == pygame.MOUSEBUTTONDOWN:\n for button in buttons:\n if button.x - 100 <= pos[0] <= button.x + 100 and button.y - 20 <= pos[1] <= button.y + 20:\n button.func()\n\n for button in buttons:\n button.draw(screen)\n\n pygame.display.flip()\n elif SINGLE_PLAY:\n os.startfile('main.py')\n run = False\n else:\n pos = pygame.mouse.get_pos()\n screen.fill((0, 0, 0))\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n run = False\n\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_ESCAPE:\n run = False\n if event.type == pygame.MOUSEBUTTONDOWN:\n for room in rooms:\n if room.x - 50 <= pos[0] <= room.x + 50 and room.y - 20 <= pos[1] <= room.y + 20:\n WHICH_ROOM = room.func\n run = False\n if MULTI_PLAY:\n os.startfile('multi_main.py')\n run = False\n if MULTI_AI_PLAY:\n print(\"OK\")\n run = False\n #print(room.func)\n\n\n\n\n\n for room in rooms:\n room.draw(screen)\n\n\n pygame.display.flip()" }, { "alpha_fraction": 0.5114924311637878, "alphanum_fraction": 0.5484886765480042, "avg_line_length": 28.137615203857422, "blob_id": "7df97e469a828352822d49c92000b102bb88aead", "content_id": "682073d67f482fc6c4d9f47b6731ff4ab530caee", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6352, "license_type": "no_license", "max_line_length": 314, "num_lines": 218, "path": "/main.py", "repo_name": "adiljumak/MultiPlayer_Tank_Game_RabbitMQ_MongoDB", "src_encoding": "UTF-8", "text": "import pygame\nimport random\nfrom enum import Enum\nfrom tank import Tank\nfrom direction import Direction\nfrom bullet import Bullet\nfrom wall import Wall\nfrom buff import Buff\n\npygame.init()\npygame.mixer.init()\n\nsize_w = 800\nsize_h = 600\nscreen = pygame.display.set_mode((size_w, size_h))\nbackground = pygame.image.load(\"background.jpg\").convert()\nbackground = pygame.transform.scale(background, (size_w, size_h))\nFPS = 60\nclock = pygame.time.Clock()\n\nsound_hit = pygame.mixer.Sound('sound_hit.wav')\n\n\ntank1_sprite = pygame.image.load(\"tank1_sprite.png\").convert()\ntank1_sprite = pygame.transform.scale(tank1_sprite, (35, 35))\ntank1_sprite.set_colorkey((255, 255, 255))\ntank2_sprite = pygame.image.load(\"tank2_sprite.png\").convert()\ntank2_sprite = pygame.transform.scale(tank2_sprite, (35, 35))\ntank2_sprite.set_colorkey((255, 255, 255))\n\n\nbullet1_sprite = pygame.image.load(\"bullet1_sprite.png\").convert()\nbullet1_sprite = pygame.transform.scale(bullet1_sprite, (15, 5))\nbullet1_sprite.set_colorkey((255, 255, 255))\nbullet2_sprite = pygame.image.load(\"bullet2_sprite.png\").convert()\nbullet2_sprite = pygame.transform.scale(bullet2_sprite, (15, 5))\nbullet2_sprite.set_colorkey((255, 255, 255))\n\n\n\n\n\nrun = True\ntank_1 = Tank(300, 300, 200, tank1_sprite, bullet1_sprite)\ntank_2 = Tank(100, 100, 200, tank2_sprite, bullet2_sprite, pygame.K_d, pygame.K_a, pygame.K_w, pygame.K_s, pygame.K_SPACE)\n\ntanks = [tank_1, tank_2]\nbullets = []\n\ndef hit_check(bullet, which_bullet):\n global tanks\n\n shadow_x1 = []\n shadow_x2 = []\n shadow_y1 = []\n shadow_y2 = []\n i = 0\n for tank in tanks:\n shadow_x1.append(tank.x)\n shadow_x2.append(tank.x + tank.width)\n shadow_y1.append(tank.y)\n shadow_y2.append(tank.y + tank.height)\n\n if shadow_x1[i] <= bullet.x <= shadow_x2[i] and shadow_y1[i] <= bullet.y <= shadow_y2[i]:\n sound_hit.play()\n\n tank.lifes -= 1\n if tank.lifes <= 0: del tanks[i]\n del bullets[which_bullet]\n\n i += 1\n\n#tank1_sprite = pygame.transform.rotate(tank1_sprite, 270)\n\nwallprob = Wall(1000,1000)\nwalls = []\n\nfor i in range(0, size_h, wallprob.size):\n for j in range(0, size_w, wallprob.size):\n rand = random.randint(1,100)\n if rand <= 10:\n walls.append(Wall(j, i))\n\n\nbuffs = []\nbuff_time = 0\nbuff_time_when = random.randint(1, 10)\n\nwhile run:\n millis = clock.tick(FPS)\n seconds = millis / 1000\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n run = False\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_ESCAPE:\n run = False\n\n for tank in tanks:\n if event.key in tank.KEY.keys():\n tank.change_direction(tank.KEY[event.key])\n if event.key == tank.fire_key:\n if tank.recharge != True:\n if tank.buff == False:\n bullets.append(Bullet(tank,500, screen))\n else:\n bullets.append(Bullet(tank, 1000, screen))\n tank.recharge = True\n\n screen.blit(background, (0, 0))\n\n for tank in tanks:\n\n i = 0\n for wall in walls:\n x1 = wall.x\n y1 = wall.y\n x2 = wall.x + wall.size\n y2 = wall.y + wall.size\n\n if ( ( (tank.x <= x2 and tank.x >= x1) or (tank.x + tank.width <= x2 and tank.x + tank.width >= x1) ) and (tank.y <= y2 and tank.y >= y1)) or (((tank.x <= x2 and tank.x >= x1) or (tank.x + tank.width <= x2 and tank.x + tank.width >= x1)) and (tank.y + tank.width <= y2 and tank.y + tank.width >= y1)) :\n tank.lifes -= 1\n del walls[i]\n i += 1\n\n i = 0\n for buff in buffs:\n x1 = buff.x\n y1 = buff.y\n x2 = buff.x + buff.size\n y2 = buff.y + buff.size\n\n if ( ( (tank.x <= x2 and tank.x >= x1) or (tank.x + tank.width <= x2 and tank.x + tank.width >= x1) ) and (tank.y <= y2 and tank.y >= y1)) or (((tank.x <= x2 and tank.x >= x1) or (tank.x + tank.width <= x2 and tank.x + tank.width >= x1)) and (tank.y + tank.width <= y2 and tank.y + tank.width >= y1)):\n tank.buff = True\n del buffs[i]\n\n\n\n\n tank.move(seconds)\n tank.draw(screen, size_w, size_h)\n\n\n\n\n\n i = 0\n for bullet in bullets:\n hit_check(bullet, i)\n bullet.move(seconds)\n bullet.draw()\n if bullet.life_time >= bullet.del_time: del bullets[i]\n i += 1\n\n k = 0\n for wall in walls:\n x1 = wall.x\n y1 = wall.y\n x2 = wall.x + wall.size\n y2 = wall.y + wall.size\n ktmp = 0\n for bullet in bullets:\n if (((bullet.x <= x2 and bullet.x >= x1) or (bullet.x + bullet.bullet_h <= x2 and bullet.x + bullet.bullet_h >= x1)) and (\n bullet.y <= y2 and bullet.y >= y1)) or (\n ((bullet.x <= x2 and bullet.x >= x1) or (bullet.x + bullet.bullet_h <= x2 and bullet.x + bullet.bullet_h >= x1)) and (\n bullet.y + bullet.bullet_h <= y2 and bullet.y + bullet.bullet_h >= y1)):\n del walls[k]\n del bullets[ktmp]\n ktmp += 1\n k += 1\n\n\n wall.draw(screen)\n\n\n\n buff_time += seconds\n if buff_time >= buff_time_when:\n buff_time = 0\n buff_time_when = random.randint(1, 10)\n buff_x, buff_y = 0, 0\n wrong = False\n while not wrong:\n buff_x = random.randint(0, size_w / wallprob.size)\n buff_y = random.randint(0, size_h / wallprob.size)\n for wall in walls:\n if wall.x != buff_x * wallprob.size and wall.y != buff_y * wallprob.size:\n wrong = True\n\n\n buffs.append(Buff(buff_x * wallprob.size, buff_y * wallprob.size))\n\n for buff in buffs:\n buff.draw(screen)\n\n\n\n for tank in tanks:\n if tank.buff == True and tank.buff_time <= 5:\n tank.speed = 400\n tank.buff_time += seconds\n else:\n tank.buff = False\n tank.buff_time = 0\n tank.speed = 200\n\n\n ######tests######\n screen.blit(tank1_sprite, (0, 0))\n #wall.draw(screen)\n ################\n\n\n\n #print(seconds)\n pygame.display.flip()\n\npygame.quit()\n" }, { "alpha_fraction": 0.48759931325912476, "alphanum_fraction": 0.5171962976455688, "avg_line_length": 32.73039245605469, "blob_id": "a7ca17e01b7857f0440978075d70bfc9ad7aae8e", "content_id": "8dee6999974a5da1e9084347407ce3cc452f41a1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 20740, "license_type": "no_license", "max_line_length": 140, "num_lines": 612, "path": "/multi_main.py", "repo_name": "adiljumak/MultiPlayer_Tank_Game_RabbitMQ_MongoDB", "src_encoding": "UTF-8", "text": "import pygame\nimport os\nimport random\nfrom enum import Enum\nfrom tank import Tank\nfrom direction import Direction\nfrom bullet import Bullet\nfrom wall import Wall\nfrom buff import Buff\n\n#from menu import WHICH_ROOM\n\n\nfont = pygame.font.Font('freesansbold.ttf', 32)\nfont2 = pygame.font.Font('freesansbold.ttf', 15)\n\npygame.init()\nSCREEN_W = 1000\nSCREEN_H = 600\nscreen = pygame.display.set_mode((SCREEN_W, SCREEN_H))\n\n\nbackground = pygame.image.load(\"background.jpg\").convert()\nbackground = pygame.transform.scale(background, (SCREEN_W - 200, SCREEN_H))\nFPS = 60\nclock = pygame.time.Clock()\n\n\nmy_tank_sprite = pygame.image.load(\"tank1_sprite.png\")#.convert()\nmy_tank_sprite = pygame.transform.scale(my_tank_sprite, (35, 35))\nmy_tank_sprite.set_colorkey((255, 255, 255))\nmy_tank_sprite_UP = pygame.transform.rotate(my_tank_sprite, 90)\nmy_tank_sprite_LEFT = pygame.transform.rotate(my_tank_sprite, 180)\nmy_tank_sprite_DOWN = pygame.transform.rotate(my_tank_sprite, 270)\n\n\n\n\n\ntank_sprite = pygame.image.load(\"tank2_sprite.png\")#.convert()\ntank_sprite = pygame.transform.scale(tank_sprite, (35, 35))\ntank_sprite.set_colorkey((255, 255, 255))\n\ntank_sprite_UP = pygame.transform.rotate(tank_sprite, 90)\ntank_sprite_LEFT = pygame.transform.rotate(tank_sprite, 180)\ntank_sprite_DOWN = pygame.transform.rotate(tank_sprite, 270)\n\n\nmy_bullet_sprite = pygame.image.load(\"bullet1_sprite.png\").convert()\nmy_bullet_sprite = pygame.transform.scale(my_bullet_sprite, (15, 5))\nmy_bullet_sprite.set_colorkey((255, 255, 255))\nmy_bullet_sprite_UP = pygame.transform.rotate(my_bullet_sprite, 90)\nmy_bullet_sprite_LEFT = pygame.transform.rotate(my_bullet_sprite, 180)\nmy_bullet_sprite_DOWN = pygame.transform.rotate(my_bullet_sprite, 270)\n\n\n\nbullet1_sprite = pygame.image.load(\"bullet2_sprite.png\").convert()\nbullet1_sprite = pygame.transform.scale(bullet1_sprite, (15, 5))\nbullet1_sprite.set_colorkey((255, 255, 255))\nbullet1_sprite_UP = pygame.transform.rotate(bullet1_sprite, 90)\nbullet1_sprite_LEFT = pygame.transform.rotate(bullet1_sprite, 180)\nbullet1_sprite_DOWN = pygame.transform.rotate(bullet1_sprite, 270)\n\n\nimport json\nimport uuid\nfrom threading import Thread\n\nimport pika\n\nimport pygame\n\n\n\n\n\nIP = '34.254.177.17'\nPORT = '5672'\nVIRTUAL_HOST = 'dar-tanks'\nUSERNAME = 'dar-tanks'\nPASSWORD = '5orPLExUYnyVYZg48caMpX'\nMY_TANK_ID = ''\nMY_SCORE = ''\n\nclass TankRpcClient:\n global MY_TANK_ID\n\n def __init__(self):\n self.connection = pika.BlockingConnection(\n pika.ConnectionParameters(\n host=IP,\n port=PORT,\n virtual_host=VIRTUAL_HOST,\n credentials=pika.PlainCredentials(\n username=USERNAME,\n password=PASSWORD\n )\n )\n )\n self.channel = self.connection.channel()\n queue = self.channel.queue_declare(queue='',\n auto_delete=True,\n exclusive=True\n )\n self.callback_queue = queue.method.queue\n self.channel.queue_bind(\n exchange='X:routing.topic',\n queue=self.callback_queue\n )\n\n self.channel.basic_consume(\n queue=self.callback_queue,\n on_message_callback=self.on_response,\n auto_ack=True\n )\n self.response = None\n self.corr_id = None\n self.token = None\n self.tank_id = None\n self.room_id = None\n\n def on_response(self, ch, method, props, body):\n if self.corr_id == props.correlation_id:\n self.response = json.loads(body)\n print(self.response)\n\n def call(self, key, message={}):\n self.response = None\n self.corr_id = str(uuid.uuid4())\n self.channel.basic_publish(\n exchange='X:routing.topic',\n routing_key=key,\n properties=pika.BasicProperties(\n reply_to=self.callback_queue,\n correlation_id=self.corr_id,\n ),\n body=json.dumps(message)\n )\n while self.response is None:\n self.connection.process_data_events()\n\n def check_server_status(self):\n self.call('tank.request.healthcheck')\n return self.response['status'] == '200'\n\n def obtain_token(self, room_id):\n global MY_TANK_ID\n message = {\n 'roomId': room_id\n }\n self.call('tank.request.register', message)\n if 'token' in self.response:\n self.token = self.response['token']\n self.tank_id = self.response['tankId']\n MY_TANK_ID = self.tank_id\n self.room_id = self.response['roomId']\n return True\n return False\n def turn_tank(self, token, direction):\n message = {\n 'token': token,\n 'direction': direction\n }\n self.call('tank.request.turn', message)\n\n def fire_bullet(self, token):\n message = {\n 'token': token\n }\n self.call('tank.request.fire', message)\n\nclass TankConsumerClient(Thread):\n\n def __init__(self, room_id):\n super().__init__()\n self.connection = pika.BlockingConnection(\n pika.ConnectionParameters(\n host=IP,\n port=PORT,\n virtual_host=VIRTUAL_HOST,\n credentials=pika.PlainCredentials(\n username=USERNAME,\n password=PASSWORD\n )\n )\n )\n self.channel = self.connection.channel()\n queue = self.channel.queue_declare(queue='',\n auto_delete=True,\n exclusive=True\n )\n #self.listener = queue.method.queue\n event_listener = queue.method.queue\n self.channel.queue_bind(exchange='X:routing.topic',\n queue=event_listener,\n routing_key='event.state.'+room_id)\n\n\n self.channel.basic_consume(\n queue=event_listener,\n on_message_callback=self.on_response,\n auto_ack=True\n )\n self.response = None\n\n def on_response(self, ch, method, props, body):\n self.response = json.loads(body)\n\n def run(self):\n self.channel.start_consuming()\n\n\nUP = 'UP'\nDOWN = 'DOWN'\nLEFT = 'LEFT'\nRIGHT = 'RIGHT'\n\nMOVE_KEYS = {\n pygame.K_w: UP,\n pygame.K_a: LEFT,\n pygame.K_s: DOWN,\n pygame.K_d: RIGHT\n}\n\ndef draw_tank(x, y, width, height, direction, tank_id, tank_health):\n global MY_TANK_ID, font2, screen\n\n if tank_id == MY_TANK_ID:\n if direction == 'RIGHT':\n screen.blit(my_tank_sprite, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + x + i * 3 * r, y + r - 2), r)\n\n if direction == 'LEFT':\n screen.blit(my_tank_sprite_LEFT, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + x + i * 3 * r + 4, y + r - 4), r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'UP':\n screen.blit(my_tank_sprite_UP, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + x + i * 3 * r + 3, y + r + width),\n r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'DOWN':\n screen.blit(my_tank_sprite_DOWN, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + x + i * 3 * r + 1, y + r - 4), r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n else:\n if direction == 'RIGHT':\n screen.blit(tank_sprite, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + x + i * 3 * r, y + r - 2), r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'LEFT':\n screen.blit(tank_sprite_LEFT, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + x + i * 3 * r + 4, y + r - 4), r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'UP':\n screen.blit(tank_sprite_UP, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + x + i * 3 * r + 3, y + r + width),\n r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'DOWN':\n screen.blit(tank_sprite_DOWN, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + x + i * 3 * r + 1, y + r - 4), r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n\ndef draw_bullet(x, y, width, height, direction, bullet_owner):\n\n if bullet_owner == MY_TANK_ID:\n if direction == 'RIGHT':\n screen.blit(my_bullet_sprite, (x, y))\n if direction == 'LEFT':\n screen.blit(my_bullet_sprite_LEFT, (x, y))\n if direction == 'UP':\n screen.blit(my_bullet_sprite_UP, (x, y))\n if direction == 'DOWN':\n screen.blit(my_bullet_sprite_DOWN, (x, y))\n else:\n if direction == 'RIGHT':\n screen.blit(bullet1_sprite, (x, y))\n if direction == 'LEFT':\n screen.blit(bullet1_sprite_LEFT, (x, y))\n if direction == 'UP':\n screen.blit(bullet1_sprite_UP, (x, y))\n if direction == 'DOWN':\n screen.blit(bullet1_sprite_DOWN, (x, y))\n\ndef draw_panel(tanks):\n global screen\n pygame.draw.rect(screen, (0, 0, 0), ((800, 0), (200, 600)))\n\n k = 0\n\n max = 0\n for tank in tanks:\n if tank['score'] > max:\n max = tank['score']\n\n texttmp = font2.render('ID LIFE SCORE', True, (255, 255, 255))\n texttmpRect = texttmp.get_rect()\n texttmpRect.center = (900 + 15, 10)\n screen.blit(texttmp, texttmpRect)\n\n\n y = 30\n while(max >= 0):\n\n\n for tank in tanks:\n if tank['score'] == max:\n if tank['id'] != MY_TANK_ID:\n text = font2.render('{}'.format(tank['id']), True, (255, 0, 0))\n else:\n text = font2.render('i', True, (0, 255, 0))\n textRect = text.get_rect()\n textRect.center = (825 + 15, y)\n screen.blit(text, textRect)\n\n if tank['id'] != MY_TANK_ID:\n text = font2.render('{}'.format(tank['health']), True, (255, 0, 0))\n else:\n text = font2.render('{}'.format(tank['health']), True, (0, 255, 0))\n\n textRect = text.get_rect()\n textRect.center = (825 + 90, y)\n screen.blit(text, textRect)\n\n if tank['id'] != MY_TANK_ID:\n text = font2.render('{}'.format(tank['score']), True, (255, 0, 0))\n else:\n text = font2.render('{}'.format(tank['score']), True, (0, 255, 0))\n textRect = text.get_rect()\n textRect.center = (825 + 160, y)\n screen.blit(text, textRect)\n\n y += 30\n # print(tank['id'])\n # print(tank['health'])\n # print(tank['score'])\n\n\n max -= 1\n\n\ndef loserr():\n\n global screen, MY_SCORE\n pygame.draw.rect(screen, (0, 0, 0), ((0, 0), (1000, 600)))\n text = font.render('Неудача!', True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 40)\n screen.blit(text, textRect)\n\n text = font.render('Ваш итоговый счет: {}'.format(MY_SCORE), True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 150)\n screen.blit(text, textRect)\n\ndef winerr():\n\n global screen, MY_SCORE\n pygame.draw.rect(screen, (0, 0, 0), ((0, 0), (1000, 600)))\n text = font.render('Победа!', True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 40)\n screen.blit(text, textRect)\n\n text = font.render('Ваш итоговый счет: {}'.format(MY_SCORE), True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 150)\n screen.blit(text, textRect)\n\ndef game_start():\n global MY_SCORE\n run = True\n global font\n global screen\n los = False\n won = False\n\n\n while run:\n millis = clock.tick(FPS)\n seconds = millis / 1000\n screen.blit(background, (0, 0))\n\n\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n run = False\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_ESCAPE:\n run = False\n if event.key in MOVE_KEYS:\n client.turn_tank(client.token, MOVE_KEYS[event.key])\n if event.key == pygame.K_SPACE:\n client.fire_bullet(client.token)\n\n for event in pygame.event.get():\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_r:\n los = False\n won = False\n\n\n try:\n remaining_time = event_client.response['remainingTime']\n text = font.render('Remaining Time: {}'.format(remaining_time), True, (0, 0, 0))\n textRect = text.get_rect()\n screen.blit(text, textRect)\n if remaining_time == 0:\n run = False\n\n hits = event_client.response['hits']\n winners = event_client.response['winners']\n losers = event_client.response['losers']\n\n tanks = event_client.response['gameField']['tanks']\n bullets = event_client.response['gameField']['bullets']\n\n\n\n\n draw_panel(tanks)\n\n for loser in losers:\n if loser['tankId'] == MY_TANK_ID:\n #print(\"\")\n los = True\n for win in winners:\n if win['tankId'] == MY_TANK_ID:\n won = True\n\n # run2 = True\n # while run2:\n # screen.fill((255, 255, 255))\n #\n # # for event in pygame.event.get():\n # # if event.type == pygame.KEYDOWN:\n # # if event.key == pygame.K_ESCAPE:\n # # run2 = False\n #\n # text = font.render('self.text', True, (0, 0, 0))\n # textRect = text.get_rect()\n # textRect.center = (500, 500)\n # screen.blit(text, textRect)\n #\n # screen.flip()\n\n for tank in tanks:\n tank_x = tank['x']\n tank_y = tank['y']\n tank_width = tank['width']\n tank_height = tank['height']\n tank_direction = tank['direction']\n tank_id = tank['id']\n tank_health = tank['health']\n\n if tank['id'] == MY_TANK_ID:\n MY_SCORE = tank['score']\n\n\n #txt_losers = ','.join(i['tankId'] for i in losers)\n #print(txt_losers)\n # if tank['id'] == MY_TANK_ID: #and tank['health'] == 0:\n # for lose in losers:\n #\n # print(','.join(lose['tankId']))\n\n # print(tank['health'])\n #for lose in losers:\n #print(lose['tankid'])\n # lose(tank['score'])\n #print(losers)\n\n\n # txt_losers = ','.join(i['tankId'] for i in losers)\n # print(txt_losers)\n\n draw_tank(tank_x, tank_y, tank_width, tank_height, tank_direction, tank_id, tank_health)\n\n\n\n\n for bullet in bullets:\n bullet_x = bullet['x']\n bullet_y = bullet['y']\n bullet_owner = bullet['owner']\n bullet_width = bullet['width']\n bullet_height = bullet['height']\n bullet_direction = bullet['direction']\n draw_bullet(bullet_x, bullet_y, bullet_width, bullet_height, bullet_direction, bullet_owner) # if bullet_owner == my_tank_id\n except:\n pass\n\n\n\n if los:\n loserr()\n if won:\n winerr()\n\n pygame.display.flip()\n\n client.connection.close()\n #pygame.quit()\n\nclient = TankRpcClient()\nclient.check_server_status()\nclient.obtain_token('room-1')\nevent_client = TankConsumerClient('room-1')\nevent_client.start()\ngame_start()\n\n\nruntmp = True\nwhile runtmp:\n\n screen.fill((0, 0, 0))\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n runtmp = False\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_r:\n runtmp = False\n\n\n pygame.draw.rect(screen, (0, 0, 0), ((0, 0), (1000, 600)))\n text = font.render('Игра закончена!', True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 40)\n screen.blit(text, textRect)\n\n text = font.render('Ваш итоговый счет: {}'.format(MY_SCORE), True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 150)\n screen.blit(text, textRect)\n\n text = font.render('Нажмите R чтобы сыграть заново!', True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 350)\n screen.blit(text, textRect)\n\n pygame.display.flip()\n\n\nos.startfile('menu.py')\npygame.quit()\n\n\n # client.turn_tank(client.token, 'UP')\n\n" }, { "alpha_fraction": 0.5298165082931519, "alphanum_fraction": 0.5550458431243896, "avg_line_length": 21.947368621826172, "blob_id": "3bcc9cbfe828d731cecb2e1614e788d64bcac572", "content_id": "0eb70f071ba9b60d0df54c7a074a786a58c483c0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 436, "license_type": "no_license", "max_line_length": 60, "num_lines": 19, "path": "/button.py", "repo_name": "adiljumak/MultiPlayer_Tank_Game_RabbitMQ_MongoDB", "src_encoding": "UTF-8", "text": "import pygame\n\npygame.init()\n\n\nclass Button:\n\n def __init__(self, x, y, text, func):\n self.x = x\n self.y = y\n self.text = text\n self.func = func\n\n def draw(self, screen):\n font = pygame.font.Font('freesansbold.ttf', 28)\n text = font.render(self.text, True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (self.x, self.y)\n screen.blit(text, textRect)\n" }, { "alpha_fraction": 0.34404125809669495, "alphanum_fraction": 0.364449143409729, "avg_line_length": 46.360816955566406, "blob_id": "7f8f781abf63a3d8539a2bab9165fcca04958c9d", "content_id": "c1435743025f967533ed0299c0e12fcd2e8fcdb4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 76621, "license_type": "no_license", "max_line_length": 141, "num_lines": 1613, "path": "/all_in_one.py", "repo_name": "adiljumak/MultiPlayer_Tank_Game_RabbitMQ_MongoDB", "src_encoding": "UTF-8", "text": "import pygame\nimport os\nimport random\nfrom enum import Enum\nimport json\nimport uuid\nfrom threading import Thread\n\nimport pika\n\n\n\npygame.init()\npygame.mixer.init()\nSCREEN_W = 800\nSCREEN_H = 600\n\n\nmy_bullet_sprite = pygame.image.load(\"bullet1_sprite.png\")#.convert()\nmy_bullet_sprite = pygame.transform.scale(my_bullet_sprite, (15, 5))\nmy_bullet_sprite.set_colorkey((255, 255, 255))\nmy_bullet_sprite_UP = pygame.transform.rotate(my_bullet_sprite, 90)\nmy_bullet_sprite_LEFT = pygame.transform.rotate(my_bullet_sprite, 180)\nmy_bullet_sprite_DOWN = pygame.transform.rotate(my_bullet_sprite, 270)\n\n\n\nbullet1_sprite = pygame.image.load(\"bullet2_sprite.png\")#.convert()\nbullet1_sprite = pygame.transform.scale(bullet1_sprite, (15, 5))\nbullet1_sprite.set_colorkey((255, 255, 255))\nbullet1_sprite_UP = pygame.transform.rotate(bullet1_sprite, 90)\nbullet1_sprite_LEFT = pygame.transform.rotate(bullet1_sprite, 180)\nbullet1_sprite_DOWN = pygame.transform.rotate(bullet1_sprite, 270)\n\n\nmy_tank_sprite = pygame.image.load(\"tank1_sprite.png\")#.convert()\nmy_tank_sprite = pygame.transform.scale(my_tank_sprite, (35, 35))\nmy_tank_sprite.set_colorkey((255, 255, 255))\nmy_tank_sprite_UP = pygame.transform.rotate(my_tank_sprite, 90)\nmy_tank_sprite_LEFT = pygame.transform.rotate(my_tank_sprite, 180)\nmy_tank_sprite_DOWN = pygame.transform.rotate(my_tank_sprite, 270)\n\n\ntank_sprite = pygame.image.load(\"tank2_sprite.png\")#.convert()\ntank_sprite = pygame.transform.scale(tank_sprite, (35, 35))\ntank_sprite.set_colorkey((255, 255, 255))\n\ntank_sprite_UP = pygame.transform.rotate(tank_sprite, 90)\ntank_sprite_LEFT = pygame.transform.rotate(tank_sprite, 180)\ntank_sprite_DOWN = pygame.transform.rotate(tank_sprite, 270)\n\n\n\n\nclass TankRpcClient:\n global MY_TANK_ID\n\n def __init__(self):\n self.connection = pika.BlockingConnection(\n pika.ConnectionParameters(\n host=IP,\n port=PORT,\n virtual_host=VIRTUAL_HOST,\n credentials=pika.PlainCredentials(\n username=USERNAME,\n password=PASSWORD\n )\n )\n )\n self.channel = self.connection.channel()\n queue = self.channel.queue_declare(queue='',\n auto_delete=True,\n exclusive=True\n )\n self.callback_queue = queue.method.queue\n self.channel.queue_bind(\n exchange='X:routing.topic',\n queue=self.callback_queue\n )\n\n self.channel.basic_consume(\n queue=self.callback_queue,\n on_message_callback=self.on_response,\n auto_ack=True\n )\n self.response = None\n self.corr_id = None\n self.token = None\n self.tank_id = None\n self.room_id = None\n\n def on_response(self, ch, method, props, body):\n if self.corr_id == props.correlation_id:\n self.response = json.loads(body)\n print(self.response)\n\n def call(self, key, message={}):\n self.response = None\n self.corr_id = str(uuid.uuid4())\n self.channel.basic_publish(\n exchange='X:routing.topic',\n routing_key=key,\n properties=pika.BasicProperties(\n reply_to=self.callback_queue,\n correlation_id=self.corr_id,\n ),\n body=json.dumps(message)\n )\n while self.response is None:\n self.connection.process_data_events()\n\n def check_server_status(self):\n self.call('tank.request.healthcheck')\n return self.response['status'] == '200'\n\n def obtain_token(self, room_id):\n global MY_TANK_ID\n message = {\n 'roomId': room_id\n }\n self.call('tank.request.register', message)\n if 'token' in self.response:\n self.token = self.response['token']\n self.tank_id = self.response['tankId']\n MY_TANK_ID = self.tank_id\n self.room_id = self.response['roomId']\n return True\n return False\n def turn_tank(self, token, direction):\n message = {\n 'token': token,\n 'direction': direction\n }\n self.call('tank.request.turn', message)\n\n def fire_bullet(self, token):\n message = {\n 'token': token\n }\n self.call('tank.request.fire', message)\n\nclass TankConsumerClient(Thread):\n\n def __init__(self, room_id):\n super().__init__()\n self.connection = pika.BlockingConnection(\n pika.ConnectionParameters(\n host=IP,\n port=PORT,\n virtual_host=VIRTUAL_HOST,\n credentials=pika.PlainCredentials(\n username=USERNAME,\n password=PASSWORD\n )\n )\n )\n self.channel = self.connection.channel()\n queue = self.channel.queue_declare(queue='',\n auto_delete=True,\n exclusive=True\n )\n #self.listener = queue.method.queue\n event_listener = queue.method.queue\n self.channel.queue_bind(exchange='X:routing.topic',\n queue=event_listener,\n routing_key='event.state.'+room_id)\n\n\n self.channel.basic_consume(\n queue=event_listener,\n on_message_callback=self.on_response,\n auto_ack=True\n )\n self.response = None\n\n def on_response(self, ch, method, props, body):\n self.response = json.loads(body)\n\n def run(self):\n self.channel.start_consuming()\n\nUP = 'UP'\nDOWN = 'DOWN'\nLEFT = 'LEFT'\nRIGHT = 'RIGHT'\n\nMOVE_KEYS = {\n pygame.K_w: UP,\n pygame.K_a: LEFT,\n pygame.K_s: DOWN,\n pygame.K_d: RIGHT\n}\n\n\n\n\nfont = pygame.font.Font('freesansbold.ttf', 32)\nfont2 = pygame.font.Font('freesansbold.ttf', 15)\n\nbackground = pygame.image.load(\"background.jpg\")#.convert()\nbackground = pygame.transform.scale(background, (SCREEN_W - 200, SCREEN_H))\nFPS = 60\nclock = pygame.time.Clock()\n\n\n\n\nIP = '34.254.177.17'\nPORT = '5672'\nVIRTUAL_HOST = 'dar-tanks'\nUSERNAME = 'dar-tanks'\nPASSWORD = '5orPLExUYnyVYZg48caMpX'\nMY_TANK_ID = ''\nMY_SCORE = ''\n\n\n\n\n\n\n\nwall_sprite = pygame.image.load(\"wall_sprite.png\")#.convert()\nwall_sprite.set_colorkey((255, 255, 255))\n\nsound_shoot = pygame.mixer.Sound('sound_shoot.wav')\n\n\nbuff_sprite = pygame.image.load(\"buff_sprite.png\")#.convert()\nbuff_sprite.set_colorkey((255, 255, 255))\n\nclass Buff:\n def __init__(self, x, y):\n self.size = 40 # in px\n self.x = x\n self.y = y\n\n self.sprite = buff_sprite\n self.sprite = pygame.transform.scale(self.sprite, (self.size, self.size))\n\n\n def draw(self, screen):\n screen.blit(self.sprite, (self.x, self.y))\n\n\nclass Bullet:\n\n def __init__(self, tank, speed, screen):\n sound_shoot.play()\n self.screen = screen\n self.size = 2\n self.tank = tank\n self.sprite = tank.bullet_sprite\n self.direction = tank.direction\n self.speed = speed\n self.life_time = 0\n self.del_time = 1.5 # in sec\n\n self.bullet_w = 15\n self.bullet_h = 5\n\n self.sprite_RIGHT = self.sprite\n self.sprite_UP = pygame.transform.rotate(self.sprite, 90)\n self.sprite_LEFT = pygame.transform.rotate(self.sprite, 180)\n self.sprite_DOWN = pygame.transform.rotate(self.sprite, 270)\n\n if tank.direction == Direction.RIGHT:\n self.sprite = tank.bullet_sprite\n self.x = tank.x + tank.height + int(tank.height / 2)\n self.y = int(tank.y + tank.width / 2)\n if self.direction == Direction.LEFT:\n self.sprite = pygame.transform.rotate(self.sprite, 180)\n self.x = tank.x - tank.height + int(tank.height / 2)\n self.y = tank.y + int(tank.width / 2)\n if self.direction == Direction.UP:\n self.sprite = pygame.transform.rotate(self.sprite, 90)\n self.x = tank.x + int(tank.height / 2)\n self.y = tank.y - int(tank.width / 2)\n if self.direction == Direction.DOWN:\n self.sprite = pygame.transform.rotate(self.sprite, 270)\n self.x = tank.x + int(tank.height / 2)\n self.y = tank.y + tank.width + int(tank.width / 2)\n\n def draw(self):\n #pygame.draw.circle(self.screen, self.color, (self.x, self.y), self.size)\n self.screen.blit(self.sprite, (self.x , self.y))\n\n def move(self, seconds):\n self.life_time += seconds\n\n if self.direction == Direction.RIGHT:\n self.x += int(self.speed * seconds)\n if self.direction == Direction.LEFT:\n self.x -= int(self.speed * seconds)\n if self.direction == Direction.UP:\n self.y -= int(self.speed * seconds)\n if self.direction == Direction.DOWN:\n self.y += int(self.speed * seconds)\n\n\n\nclass Wall:\n\n def __init__(self, x, y):\n self.size = 40 # in px\n self.x = x\n self.y = y\n\n self.sprite = wall_sprite\n self.sprite = pygame.transform.scale(self.sprite, (self.size, self.size))\n\n def draw(self, screen):\n screen.blit(self.sprite, (self.x, self.y))\n\n\n\nclass Tank:\n\n def __init__(self, x, y, speed, sprite, bullet_sprite, d_right=pygame.K_RIGHT, d_left=pygame.K_LEFT, d_up=pygame.K_UP,\n d_down=pygame.K_DOWN, fire_key=pygame.K_RETURN):\n self.buff = False\n self.buff_time = 0\n\n self.num_of_bullet = 3\n self.fire_key = fire_key\n self.recharge = False\n self.recharge_duration = 2 # in sec\n self.recharge_time = 0 # in sec\n\n self.lifes = 3\n self.x = x\n self.y = y\n self.speed = speed\n\n #self.color = color\n self.bullet_sprite = bullet_sprite\n\n self.sprite = sprite\n self.sprite_RIGHT = self.sprite\n self.sprite_UP = pygame.transform.rotate(self.sprite, 90)\n self.sprite_LEFT = pygame.transform.rotate(self.sprite, 180)\n self.sprite_DOWN = pygame.transform.rotate(self.sprite, 270)\n\n self.width = 35\n self.height = 35\n self.direction = Direction.RIGHT\n\n self.KEY = {\n d_right: Direction.RIGHT,\n d_left: Direction.LEFT,\n d_up: Direction.UP,\n d_down: Direction.DOWN\n }\n\n def draw(self, screen, size_w, size_h):\n tank_c = (self.x + int(self.width / 2), self.y + int(self.height / 2))\n\n if self.x <= 0:\n self.x = size_w - self.width\n if self.y <= 0:\n self.y = size_h - self.height\n if self.x + self.width > size_w:\n self.x = 0\n if self.y >= size_h:\n self.y = 0\n\n #screen.blit(self.sprite, (self.x, self.y))\n\n # pygame.draw.rect(screen, self.color, (self.x, self.y, self.width, self.height), 2)\n # pygame.draw.circle(screen, self.color, tank_c, int(self.width / 2))\n\n if self.direction == Direction.RIGHT:\n screen.blit(self.sprite_RIGHT, (self.x, self.y))\n\n for i in range(0, self.lifes):\n r = int(((self.width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + self.x + i * 3 * r, self.y + r - 2), r)\n # pygame.draw.line(screen, self.color, tank_c,\n # (self.x + self.height + int(self.height / 2), int(self.y + self.width / 2)), 4)\n if self.direction == Direction.LEFT:\n screen.blit(self.sprite_LEFT, (self.x, self.y))\n\n for i in range(0, self.lifes):\n r = int(((self.width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + self.x + i * 3 * r + 4, self.y + r - 4), r)\n # pygame.draw.line(screen, self.color, tank_c,\n # (self.x - self.height + int(self.height / 2), self.y + int(self.width / 2)), 4)\n if self.direction == Direction.UP:\n screen.blit(self.sprite_UP, (self.x, self.y))\n\n for i in range(0, self.lifes):\n r = int(((self.width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + self.x + i * 3 * r + 3, self.y + r + self.width - 2), r)\n # pygame.draw.line(screen, self.color, tank_c, (self.x + int(self.height / 2), self.y - int(self.width / 2)),\n # 4)\n if self.direction == Direction.DOWN:\n screen.blit(self.sprite_DOWN, (self.x, self.y))\n\n for i in range(0, self.lifes):\n r = int(((self.width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + self.x + i * 3 * r + 1, self.y + r - 4), r)\n # pygame.draw.line(screen, self.color, tank_c,\n # (self.x + int(self.height / 2), self.y + self.width + int(self.width / 2)), 4)\n\n\n\n def change_direction(self, direction):\n self.direction = direction\n\n def move(self, seconds):\n if self.direction == Direction.LEFT:\n self.x -= int(self.speed * seconds)\n if self.direction == Direction.RIGHT:\n self.x += int(self.speed * seconds)\n if self.direction == Direction.UP:\n self.y -= int(self.speed * seconds)\n if self.direction == Direction.DOWN:\n self.y += int(self.speed * seconds)\n\n self.recharge_time += seconds\n if self.recharge_time >= self.recharge_duration:\n self.recharge = False\n self.recharge_time = 0\n\n\n\n\n\nclass Direction(Enum):\n UP = 1\n DOWN = 2\n LEFT = 3\n RIGHT = 4\n\nclass Button:\n\n def __init__(self, x, y, text, func):\n self.x = x\n self.y = y\n self.text = text\n self.func = func\n\n def draw(self, screen):\n font = pygame.font.Font('freesansbold.ttf', 28)\n text = font.render(self.text, True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (self.x, self.y)\n screen.blit(text, textRect)\n\n\n\n\n\n\n\n\n\nWHICH_ROOM = 1\n\n\n\n\nscreen = pygame.display.set_mode((SCREEN_W, SCREEN_H))\nmenu_background = pygame.image.load(\"menu_background.png\").convert()\nmenu_background = pygame.transform.scale(menu_background, (SCREEN_W, SCREEN_H))\n\n\nMAIN_MENU = True\nSINGLE_PLAY = False\nMULTI_PLAY = False\nMULTI_AI_PLAY = False\n\ndef click_button_single():\n global MAIN_MENU, SINGLE_PLAY, MULTI_PLAY, MULTI_AI_PLAY\n #os.startfile('main.py')\n SINGLE_PLAY = True\n MAIN_MENU = False\ndef click_button_multi():\n global MAIN_MENU, SINGLE_PLAY, MULTI_PLAY, MULTI_AI_PLAY\n #os.startfile('multi_main.py')\n MULTI_PLAY = True\n MAIN_MENU = False\ndef click_button_multi_AI():\n global MAIN_MENU, SINGLE_PLAY, MULTI_PLAY, MULTI_AI_PLAY\n #print('ok good MULTI AI')\n MULTI_AI_PLAY = True\n MAIN_MENU = False\n\n\n\nbutton_single = Button(410, 350, \"Одиночная игра\", click_button_single)\nbutton_multi = Button(130, 350,\"Мультиплеер\", click_button_multi)\nbutton_multi_AI = Button(670, 350,\"Мультиплеер ИИ\", click_button_multi_AI)\n\n\nbuttons = [button_single, button_multi, button_multi_AI]\n\n\nrooms = []\nroom_num = 1\nfor i in range(1, 7):\n for j in range(1,6):\n text = 'room: {}'.format(room_num)\n rooms.append(Button(j * 160 - 80, i * 100 - 50, text, room_num))\n room_num += 1\n\n\n\nrun = True\n\nwhile run:\n if MAIN_MENU:\n pos = pygame.mouse.get_pos()\n\n screen.blit(menu_background, (0, 0))\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n run = False\n\n\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_ESCAPE:\n run = False\n\n\n if event.type == pygame.MOUSEBUTTONDOWN:\n for button in buttons:\n if button.x - 100 <= pos[0] <= button.x + 100 and button.y - 20 <= pos[1] <= button.y + 20:\n button.func()\n\n for button in buttons:\n button.draw(screen)\n\n pygame.display.flip()\n elif SINGLE_PLAY:\n\n background = pygame.image.load(\"background.jpg\").convert()\n background = pygame.transform.scale(background, (SCREEN_W, SCREEN_H))\n FPS = 60\n clock = pygame.time.Clock()\n sound_hit = pygame.mixer.Sound('sound_hit.wav')\n tank1_sprite = pygame.image.load(\"tank1_sprite.png\").convert()\n tank1_sprite = pygame.transform.scale(tank1_sprite, (35, 35))\n tank1_sprite.set_colorkey((255, 255, 255))\n tank2_sprite = pygame.image.load(\"tank2_sprite.png\").convert()\n tank2_sprite = pygame.transform.scale(tank2_sprite, (35, 35))\n tank2_sprite.set_colorkey((255, 255, 255))\n bullet1_sprite = pygame.image.load(\"bullet1_sprite.png\").convert()\n bullet1_sprite = pygame.transform.scale(bullet1_sprite, (15, 5))\n bullet1_sprite.set_colorkey((255, 255, 255))\n bullet2_sprite = pygame.image.load(\"bullet2_sprite.png\").convert()\n bullet2_sprite = pygame.transform.scale(bullet2_sprite, (15, 5))\n bullet2_sprite.set_colorkey((255, 255, 255))\n\n running = True\n tank_1 = Tank(300, 300, 200, tank1_sprite, bullet1_sprite)\n tank_2 = Tank(100, 100, 200, tank2_sprite, bullet2_sprite, pygame.K_d, pygame.K_a, pygame.K_w, pygame.K_s,\n pygame.K_SPACE)\n\n tanks = [tank_1, tank_2]\n bullets = []\n\n\n def hit_check(bullet, which_bullet):\n global tanks\n\n shadow_x1 = []\n shadow_x2 = []\n shadow_y1 = []\n shadow_y2 = []\n i = 0\n for tank in tanks:\n shadow_x1.append(tank.x)\n shadow_x2.append(tank.x + tank.width)\n shadow_y1.append(tank.y)\n shadow_y2.append(tank.y + tank.height)\n\n if shadow_x1[i] <= bullet.x <= shadow_x2[i] and shadow_y1[i] <= bullet.y <= shadow_y2[i]:\n sound_hit.play()\n\n tank.lifes -= 1\n if tank.lifes <= 0: del tanks[i]\n del bullets[which_bullet]\n\n i += 1\n\n\n wallprob = Wall(1000, 1000)\n walls = []\n\n for i in range(0, SCREEN_H, wallprob.size):\n for j in range(0, SCREEN_W, wallprob.size):\n rand = random.randint(1, 100)\n if rand <= 10:\n walls.append(Wall(j, i))\n\n buffs = []\n buff_time = 0\n buff_time_when = random.randint(1, 10)\n\n while running:\n millis = clock.tick(FPS)\n seconds = millis / 1000\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n running = False\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_ESCAPE:\n running = False\n\n for tank in tanks:\n if event.key in tank.KEY.keys():\n tank.change_direction(tank.KEY[event.key])\n if event.key == tank.fire_key:\n if tank.recharge != True:\n if tank.buff == False:\n bullets.append(Bullet(tank, 500, screen))\n else:\n bullets.append(Bullet(tank, 1000, screen))\n tank.recharge = True\n\n screen.blit(background, (0, 0))\n\n for tank in tanks:\n\n i = 0\n for wall in walls:\n x1 = wall.x\n y1 = wall.y\n x2 = wall.x + wall.size\n y2 = wall.y + wall.size\n\n if (((tank.x <= x2 and tank.x >= x1) or (\n tank.x + tank.width <= x2 and tank.x + tank.width >= x1)) and (\n tank.y <= y2 and tank.y >= y1)) or (((tank.x <= x2 and tank.x >= x1) or (\n tank.x + tank.width <= x2 and tank.x + tank.width >= x1)) and (\n tank.y + tank.width <= y2 and tank.y + tank.width >= y1)):\n tank.lifes -= 1\n del walls[i]\n i += 1\n\n i = 0\n for buff in buffs:\n x1 = buff.x\n y1 = buff.y\n x2 = buff.x + buff.size\n y2 = buff.y + buff.size\n\n if (((tank.x <= x2 and tank.x >= x1) or (\n tank.x + tank.width <= x2 and tank.x + tank.width >= x1)) and (\n tank.y <= y2 and tank.y >= y1)) or (((tank.x <= x2 and tank.x >= x1) or (\n tank.x + tank.width <= x2 and tank.x + tank.width >= x1)) and (\n tank.y + tank.width <= y2 and tank.y + tank.width >= y1)):\n tank.buff = True\n del buffs[i]\n\n tank.move(seconds)\n tank.draw(screen, SCREEN_W, SCREEN_H)\n\n i = 0\n for bullet in bullets:\n hit_check(bullet, i)\n bullet.move(seconds)\n bullet.draw()\n if bullet.life_time >= bullet.del_time: del bullets[i]\n i += 1\n\n k = 0\n for wall in walls:\n x1 = wall.x\n y1 = wall.y\n x2 = wall.x + wall.size\n y2 = wall.y + wall.size\n ktmp = 0\n for bullet in bullets:\n if (((bullet.x <= x2 and bullet.x >= x1) or (\n bullet.x + bullet.bullet_h <= x2 and bullet.x + bullet.bullet_h >= x1)) and (\n bullet.y <= y2 and bullet.y >= y1)) or (\n ((bullet.x <= x2 and bullet.x >= x1) or (\n bullet.x + bullet.bullet_h <= x2 and bullet.x + bullet.bullet_h >= x1)) and (\n bullet.y + bullet.bullet_h <= y2 and bullet.y + bullet.bullet_h >= y1)):\n del walls[k]\n del bullets[ktmp]\n ktmp += 1\n k += 1\n\n wall.draw(screen)\n\n buff_time += seconds\n if buff_time >= buff_time_when:\n buff_time = 0\n buff_time_when = random.randint(1, 10)\n buff_x, buff_y = 0, 0\n wrong = False\n while not wrong:\n buff_x = random.randint(0, SCREEN_W / wallprob.size)\n buff_y = random.randint(0, SCREEN_H / wallprob.size)\n for wall in walls:\n if wall.x != buff_x * wallprob.size and wall.y != buff_y * wallprob.size:\n wrong = True\n\n buffs.append(Buff(buff_x * wallprob.size, buff_y * wallprob.size))\n\n for buff in buffs:\n buff.draw(screen)\n\n for tank in tanks:\n if tank.buff == True and tank.buff_time <= 5:\n tank.speed = 400\n tank.buff_time += seconds\n else:\n tank.buff = False\n tank.buff_time = 0\n tank.speed = 200\n\n ######tests######\n screen.blit(tank1_sprite, (0, 0))\n # wall.draw(screen)\n ################\n\n # print(seconds)\n pygame.display.flip()\n\n #os.startfile('main.py')\n SINGLE_PLAY = False\n MAIN_MENU = True\n #run = False\n else:\n pos = pygame.mouse.get_pos()\n screen.fill((0, 0, 0))\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n MAIN_MENU = True\n\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_ESCAPE:\n MAIN_MENU = True\n if event.type == pygame.MOUSEBUTTONDOWN:\n for room in rooms:\n if room.x - 50 <= pos[0] <= room.x + 50 and room.y - 20 <= pos[1] <= room.y + 20:\n WHICH_ROOM = room.func\n #run = False\n if MULTI_PLAY:\n SCREEN_W = 1000\n background = pygame.transform.scale(background, (SCREEN_W, SCREEN_H))\n screen = pygame.display.set_mode((SCREEN_W, SCREEN_H))\n\n def draw_tank(x, y, width, height, direction, tank_id, tank_health):\n global MY_TANK_ID, font2, screen, my_tank_sprite, my_tank_sprite_DOWN, my_tank_sprite_LEFT, my_tank_sprite_UP\n\n if tank_id == MY_TANK_ID:\n if direction == 'RIGHT':\n screen.blit(my_tank_sprite, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + x + i * 3 * r, y + r - 2),\n r)\n\n if direction == 'LEFT':\n screen.blit(my_tank_sprite_LEFT, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0),\n (2 * r + x + i * 3 * r + 4, y + r - 4), r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'UP':\n screen.blit(my_tank_sprite_UP, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0),\n (2 * r + x + i * 3 * r + 3, y + r + width),\n r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'DOWN':\n screen.blit(my_tank_sprite_DOWN, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0),\n (2 * r + x + i * 3 * r + 1, y + r - 4), r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n else:\n if direction == 'RIGHT':\n screen.blit(tank_sprite, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + x + i * 3 * r, y + r - 2),\n r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'LEFT':\n screen.blit(tank_sprite_LEFT, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0),\n (2 * r + x + i * 3 * r + 4, y + r - 4), r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'UP':\n screen.blit(tank_sprite_UP, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0),\n (2 * r + x + i * 3 * r + 3, y + r + width),\n r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'DOWN':\n screen.blit(tank_sprite_DOWN, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0),\n (2 * r + x + i * 3 * r + 1, y + r - 4), r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n\n\n def draw_bullet(x, y, width, height, direction, bullet_owner):\n\n if bullet_owner == MY_TANK_ID:\n if direction == 'RIGHT':\n screen.blit(my_bullet_sprite, (x, y))\n if direction == 'LEFT':\n screen.blit(my_bullet_sprite_LEFT, (x, y))\n if direction == 'UP':\n screen.blit(my_bullet_sprite_UP, (x, y))\n if direction == 'DOWN':\n screen.blit(my_bullet_sprite_DOWN, (x, y))\n else:\n if direction == 'RIGHT':\n screen.blit(bullet1_sprite, (x, y))\n if direction == 'LEFT':\n screen.blit(bullet1_sprite_LEFT, (x, y))\n if direction == 'UP':\n screen.blit(bullet1_sprite_UP, (x, y))\n if direction == 'DOWN':\n screen.blit(bullet1_sprite_DOWN, (x, y))\n\n\n def draw_panel(tanks):\n global screen\n pygame.draw.rect(screen, (0, 0, 0), ((800, 0), (200, 600)))\n\n k = 0\n\n max = 0\n for tank in tanks:\n if tank['score'] > max:\n max = tank['score']\n\n texttmp = font2.render('ID LIFE SCORE', True, (255, 255, 255))\n texttmpRect = texttmp.get_rect()\n texttmpRect.center = (900 + 15, 10)\n screen.blit(texttmp, texttmpRect)\n\n y = 30\n while (max >= 0):\n\n for tank in tanks:\n if tank['score'] == max:\n if tank['id'] != MY_TANK_ID:\n text = font2.render('{}'.format(tank['id']), True, (255, 0, 0))\n else:\n text = font2.render('i', True, (0, 255, 0))\n textRect = text.get_rect()\n textRect.center = (825 + 15, y)\n screen.blit(text, textRect)\n\n if tank['id'] != MY_TANK_ID:\n text = font2.render('{}'.format(tank['health']), True, (255, 0, 0))\n else:\n text = font2.render('{}'.format(tank['health']), True, (0, 255, 0))\n\n textRect = text.get_rect()\n textRect.center = (825 + 90, y)\n screen.blit(text, textRect)\n\n if tank['id'] != MY_TANK_ID:\n text = font2.render('{}'.format(tank['score']), True, (255, 0, 0))\n else:\n text = font2.render('{}'.format(tank['score']), True, (0, 255, 0))\n textRect = text.get_rect()\n textRect.center = (825 + 160, y)\n screen.blit(text, textRect)\n\n y += 30\n # print(tank['id'])\n # print(tank['health'])\n # print(tank['score'])\n\n max -= 1\n\n\n def loserr():\n\n global screen, MY_SCORE\n pygame.draw.rect(screen, (0, 0, 0), ((0, 0), (1000, 600)))\n text = font.render('Неудача!', True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 40)\n screen.blit(text, textRect)\n\n text = font.render('Ваш итоговый счет: {}'.format(MY_SCORE), True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 150)\n screen.blit(text, textRect)\n\n\n def winerr():\n\n global screen, MY_SCORE\n pygame.draw.rect(screen, (0, 0, 0), ((0, 0), (1000, 600)))\n text = font.render('Победа!', True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 40)\n screen.blit(text, textRect)\n\n text = font.render('Ваш итоговый счет: {}'.format(MY_SCORE), True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 150)\n screen.blit(text, textRect)\n\n\n def game_start():\n global MY_SCORE\n run = True\n global font\n global screen\n los = False\n won = False\n global MOVE_KEYS\n\n while run:\n millis = clock.tick(FPS)\n seconds = millis / 1000\n screen.blit(background, (0, 0))\n\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n run = False\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_ESCAPE:\n run = False\n if event.key in MOVE_KEYS:\n client.turn_tank(client.token, MOVE_KEYS[event.key])\n if event.key == pygame.K_SPACE:\n client.fire_bullet(client.token)\n\n for event in pygame.event.get():\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_r:\n los = False\n won = False\n\n try:\n remaining_time = event_client.response['remainingTime']\n text = font.render('Remaining Time: {}'.format(remaining_time), True, (0, 0, 0))\n textRect = text.get_rect()\n screen.blit(text, textRect)\n if remaining_time == 0:\n run = False\n\n hits = event_client.response['hits']\n winners = event_client.response['winners']\n losers = event_client.response['losers']\n\n tanks = event_client.response['gameField']['tanks']\n bullets = event_client.response['gameField']['bullets']\n\n draw_panel(tanks)\n\n for loser in losers:\n if loser['tankId'] == MY_TANK_ID:\n # print(\"\")\n los = True\n for win in winners:\n if win['tankId'] == MY_TANK_ID:\n won = True\n\n # run2 = True\n # while run2:\n # screen.fill((255, 255, 255))\n #\n # # for event in pygame.event.get():\n # # if event.type == pygame.KEYDOWN:\n # # if event.key == pygame.K_ESCAPE:\n # # run2 = False\n #\n # text = font.render('self.text', True, (0, 0, 0))\n # textRect = text.get_rect()\n # textRect.center = (500, 500)\n # screen.blit(text, textRect)\n #\n # screen.flip()\n\n for tank in tanks:\n tank_x = tank['x']\n tank_y = tank['y']\n tank_width = tank['width']\n tank_height = tank['height']\n tank_direction = tank['direction']\n tank_id = tank['id']\n tank_health = tank['health']\n\n if tank['id'] == MY_TANK_ID:\n MY_SCORE = tank['score']\n\n # txt_losers = ','.join(i['tankId'] for i in losers)\n # print(txt_losers)\n # if tank['id'] == MY_TANK_ID: #and tank['health'] == 0:\n # for lose in losers:\n #\n # print(','.join(lose['tankId']))\n\n # print(tank['health'])\n # for lose in losers:\n # print(lose['tankid'])\n # lose(tank['score'])\n # print(losers)\n\n # txt_losers = ','.join(i['tankId'] for i in losers)\n # print(txt_losers)\n\n draw_tank(tank_x, tank_y, tank_width, tank_height, tank_direction, tank_id,\n tank_health)\n\n for bullet in bullets:\n bullet_x = bullet['x']\n bullet_y = bullet['y']\n bullet_owner = bullet['owner']\n bullet_width = bullet['width']\n bullet_height = bullet['height']\n bullet_direction = bullet['direction']\n draw_bullet(bullet_x, bullet_y, bullet_width, bullet_height,\n bullet_direction, bullet_owner) # if bullet_owner == my_tank_id\n except:\n pass\n\n if los:\n loserr()\n if won:\n winerr()\n\n pygame.display.flip()\n\n client.connection.close()\n # pygame.quit()\n\n\n client = TankRpcClient()\n client.check_server_status()\n which_room = 'room-' + str(WHICH_ROOM)\n client.obtain_token(which_room)\n event_client = TankConsumerClient(which_room)\n event_client.start()\n game_start()\n\n runtmp = True\n while runtmp:\n\n screen.fill((0, 0, 0))\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n runtmp = False\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_r:\n runtmp = False\n\n pygame.draw.rect(screen, (0, 0, 0), ((0, 0), (1000, 600)))\n text = font.render('Игра закончена!', True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 40)\n screen.blit(text, textRect)\n\n text = font.render('Ваш итоговый счет: {}'.format(MY_SCORE), True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 150)\n screen.blit(text, textRect)\n\n text = font.render('Нажмите R чтобы сыграть заново!', True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 350)\n screen.blit(text, textRect)\n\n pygame.display.flip()\n\n #os.startfile('multi_main.py')\n #MULTI_PLAY = False\n #run = False\n if MULTI_AI_PLAY:\n SCREEN_W = 1000\n background = pygame.transform.scale(background, (SCREEN_W, SCREEN_H))\n screen = pygame.display.set_mode((SCREEN_W, SCREEN_H))\n\n\n def draw_tank(x, y, width, height, direction, tank_id, tank_health):\n global MY_TANK_ID, font2, screen, my_tank_sprite, my_tank_sprite_DOWN, my_tank_sprite_LEFT, my_tank_sprite_UP\n\n if tank_id == MY_TANK_ID:\n if direction == 'RIGHT':\n screen.blit(my_tank_sprite, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + x + i * 3 * r, y + r - 2),\n r)\n\n if direction == 'LEFT':\n screen.blit(my_tank_sprite_LEFT, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0),\n (2 * r + x + i * 3 * r + 4, y + r - 4), r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'UP':\n screen.blit(my_tank_sprite_UP, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0),\n (2 * r + x + i * 3 * r + 3, y + r + width),\n r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'DOWN':\n screen.blit(my_tank_sprite_DOWN, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0),\n (2 * r + x + i * 3 * r + 1, y + r - 4), r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n else:\n if direction == 'RIGHT':\n screen.blit(tank_sprite, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + x + i * 3 * r, y + r - 2),\n r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'LEFT':\n screen.blit(tank_sprite_LEFT, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0),\n (2 * r + x + i * 3 * r + 4, y + r - 4), r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'UP':\n screen.blit(tank_sprite_UP, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0),\n (2 * r + x + i * 3 * r + 3, y + r + width),\n r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n if direction == 'DOWN':\n screen.blit(tank_sprite_DOWN, (x, y))\n tank_id_text = font2.render('{}'.format(tank_id), True, (255, 255, 255))\n tank_id_textRect = tank_id_text.get_rect()\n tank_id_textRect.center = (x + 15, y + width + 10)\n screen.blit(tank_id_text, tank_id_textRect)\n\n for i in range(0, tank_health):\n r = int(((width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0),\n (2 * r + x + i * 3 * r + 1, y + r - 4), r)\n # tank_id_textRect.center = (x, y)\n # screen.blit(tank_id_text, tank_id_textRect)\n\n\n def draw_bullet(x, y, width, height, direction, bullet_owner):\n\n if bullet_owner == MY_TANK_ID:\n if direction == 'RIGHT':\n screen.blit(my_bullet_sprite, (x, y))\n if direction == 'LEFT':\n screen.blit(my_bullet_sprite_LEFT, (x, y))\n if direction == 'UP':\n screen.blit(my_bullet_sprite_UP, (x, y))\n if direction == 'DOWN':\n screen.blit(my_bullet_sprite_DOWN, (x, y))\n else:\n if direction == 'RIGHT':\n screen.blit(bullet1_sprite, (x, y))\n if direction == 'LEFT':\n screen.blit(bullet1_sprite_LEFT, (x, y))\n if direction == 'UP':\n screen.blit(bullet1_sprite_UP, (x, y))\n if direction == 'DOWN':\n screen.blit(bullet1_sprite_DOWN, (x, y))\n\n\n def draw_panel(tanks):\n global screen\n pygame.draw.rect(screen, (0, 0, 0), ((800, 0), (200, 600)))\n\n k = 0\n\n max = 0\n for tank in tanks:\n if tank['score'] > max:\n max = tank['score']\n\n texttmp = font2.render('ID LIFE SCORE', True, (255, 255, 255))\n texttmpRect = texttmp.get_rect()\n texttmpRect.center = (900 + 15, 10)\n screen.blit(texttmp, texttmpRect)\n\n y = 30\n while (max >= 0):\n\n for tank in tanks:\n if tank['score'] == max:\n if tank['id'] != MY_TANK_ID:\n text = font2.render('{}'.format(tank['id']), True, (255, 0, 0))\n else:\n text = font2.render('i', True, (0, 255, 0))\n textRect = text.get_rect()\n textRect.center = (825 + 15, y)\n screen.blit(text, textRect)\n\n if tank['id'] != MY_TANK_ID:\n text = font2.render('{}'.format(tank['health']), True, (255, 0, 0))\n else:\n text = font2.render('{}'.format(tank['health']), True, (0, 255, 0))\n\n textRect = text.get_rect()\n textRect.center = (825 + 90, y)\n screen.blit(text, textRect)\n\n if tank['id'] != MY_TANK_ID:\n text = font2.render('{}'.format(tank['score']), True, (255, 0, 0))\n else:\n text = font2.render('{}'.format(tank['score']), True, (0, 255, 0))\n textRect = text.get_rect()\n textRect.center = (825 + 160, y)\n screen.blit(text, textRect)\n\n y += 30\n # print(tank['id'])\n # print(tank['health'])\n # print(tank['score'])\n\n max -= 1\n\n\n def loserr():\n\n global screen, MY_SCORE\n pygame.draw.rect(screen, (0, 0, 0), ((0, 0), (1000, 600)))\n text = font.render('Неудача!', True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 40)\n screen.blit(text, textRect)\n\n text = font.render('Ваш итоговый счет: {}'.format(MY_SCORE), True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 150)\n screen.blit(text, textRect)\n\n\n def winerr():\n\n global screen, MY_SCORE\n pygame.draw.rect(screen, (0, 0, 0), ((0, 0), (1000, 600)))\n text = font.render('Победа!', True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 40)\n screen.blit(text, textRect)\n\n text = font.render('Ваш итоговый счет: {}'.format(MY_SCORE), True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 150)\n screen.blit(text, textRect)\n\n\n\n def game_start():\n global MY_SCORE\n run = True\n global font\n global screen\n los = False\n won = False\n global MOVE_KEYS\n\n while run:\n millis = clock.tick(FPS)\n seconds = millis / 1000\n screen.blit(background, (0, 0))\n\n\n\n try:\n remaining_time = event_client.response['remainingTime']\n text = font.render('Remaining Time: {}'.format(remaining_time), True, (0, 0, 0))\n textRect = text.get_rect()\n screen.blit(text, textRect)\n if remaining_time == 0:\n run = False\n\n hits = event_client.response['hits']\n winners = event_client.response['winners']\n losers = event_client.response['losers']\n\n tanks = event_client.response['gameField']['tanks']\n bullets = event_client.response['gameField']['bullets']\n\n draw_panel(tanks)\n\n for loser in losers:\n if loser['tankId'] == MY_TANK_ID:\n # print(\"\")\n los = True\n for win in winners:\n if win['tankId'] == MY_TANK_ID:\n won = True\n\n # run2 = True\n # while run2:\n # screen.fill((255, 255, 255))\n #\n # # for event in pygame.event.get():\n # # if event.type == pygame.KEYDOWN:\n # # if event.key == pygame.K_ESCAPE:\n # # run2 = False\n #\n # text = font.render('self.text', True, (0, 0, 0))\n # textRect = text.get_rect()\n # textRect.center = (500, 500)\n # screen.blit(text, textRect)\n #\n # screen.flip()\n MY_X = 0\n MY_Y = 0\n for tank in tanks:\n tank_x = tank['x']\n tank_y = tank['y']\n tank_width = tank['width']\n tank_height = tank['height']\n tank_direction = tank['direction']\n tank_id = tank['id']\n tank_health = tank['health']\n\n if tank['id'] == MY_TANK_ID:\n MY_SCORE = tank['score']\n MY_X = tank['x']\n MY_Y = tank['y']\n\n\n # txt_losers = ','.join(i['tankId'] for i in losers)\n # print(txt_losers)\n # if tank['id'] == MY_TANK_ID: #and tank['health'] == 0:\n # for lose in losers:\n #\n # print(','.join(lose['tankId']))\n\n # print(tank['health'])\n # for lose in losers:\n # print(lose['tankid'])\n # lose(tank['score'])\n # print(losers)\n\n # txt_losers = ','.join(i['tankId'] for i in losers)\n # print(txt_losers)\n\n draw_tank(tank_x, tank_y, tank_width, tank_height, tank_direction, tank_id,\n tank_health)\n\n for bullet in bullets:\n bullet_x = bullet['x']\n bullet_y = bullet['y']\n bullet_owner = bullet['owner']\n bullet_width = bullet['width']\n bullet_height = bullet['height']\n bullet_direction = bullet['direction']\n draw_bullet(bullet_x, bullet_y, bullet_width, bullet_height,\n bullet_direction, bullet_owner) # if bullet_owner == my_tank_id\n except:\n pass\n\n\n\n\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n run = False\n\n\n for event in pygame.event.get():\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_r:\n los = False\n won = False\n\n\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_ESCAPE:\n run = False\n # if event.key in MOVE_KEYS:\n # client.turn_tank(client.token, MOVE_KEYS[event.key])\n # if event.key == pygame.K_SPACE:\n # client.fire_bullet(client.token)\n\n\n\n\n # so_close_x = MY_X\n # so_close_y = MY_Y\n # so_close_x_tmp = 0\n # so_close_y_tmp = 0\n #\n # so_close_tank_id = ''\n # for tank in tanks:\n # if tank['id'] != MY_TANK_ID:\n # if abs(tank['x'] - MY_X) < so_close_x:\n # so_close_x = abs(tank['x'] - MY_X)\n # so_close_x_tmp = tank['x']\n # if abs(tank['y'] - MY_Y) < so_close_y:\n # so_close_y = abs(tank['y'] - MY_Y)\n # so_close_y_tmp = tank['y']\n # for tank in tanks:\n # if tank['id'] != MY_TANK_ID:\n # if tank['x'] == so_close_x_tmp and tank['y'] == so_close_y_tmp:\n # so_close_tank_id = tank['id']\n # else:\n # so_close_tank_id = ''\n\n\n my_direction = ''\n for tank in tanks:\n if tank['id'] == MY_TANK_ID:\n my_direction = tank['direction']\n\n for tank in tanks:\n if tank['id'] != MY_TANK_ID:\n\n if tank['y'] >= MY_Y and tank['y'] <= MY_Y + 35:\n if tank['direction'] == 'DOWN' and my_direction == 'UP':\n client.fire_bullet(client.token)\n client.turn_tank(client.token, 'RIGHT')\n if tank['direction'] == 'UP' and my_direction == 'DOWN':\n client.fire_bullet(client.token)\n client.turn_tank(client.token, 'LEFT')\n if tank['x'] >= MY_X and tank['x'] <= MY_X + 35:\n if tank['direction'] == 'LEFT' and my_direction == 'RIGHT':\n client.fire_bullet(client.token)\n client.turn_tank(client.token, 'UP')\n if tank['direction'] == 'RIGHT' and my_direction == 'LEFT':\n client.fire_bullet(client.token)\n client.turn_tank(client.token, 'DOWN')\n\n\n\n # print(so_close_x)\n # print(so_close_y)\n # print(so_close_tank_id)\n\n\n # distance = [[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[]]\n #\n # itmp = 0\n # for tank in tanks:\n # if tank['id'] != MY_TANK_ID:\n # distance[itmp].append(tank['id'])\n # distance[itmp].append( ((tank['x'] - MY_X)**2 + (tank['y'] - MY_Y)**2)**0.5)\n # itmp += 1\n #\n # print(distance)\n\n\n\n\n\n\n if los:\n loserr()\n if won:\n winerr()\n\n pygame.display.flip()\n\n client.connection.close()\n # pygame.quit()\n\n\n client = TankRpcClient()\n client.check_server_status()\n which_room = 'room-' + str(WHICH_ROOM)\n client.obtain_token(which_room)\n event_client = TankConsumerClient(which_room)\n event_client.start()\n client.turn_tank(client.token, 'UP')\n game_start()\n\n runtmp = True\n while runtmp:\n\n screen.fill((0, 0, 0))\n for event in pygame.event.get():\n if event.type == pygame.QUIT:\n runtmp = False\n if event.type == pygame.KEYDOWN:\n if event.key == pygame.K_r:\n runtmp = False\n\n pygame.draw.rect(screen, (0, 0, 0), ((0, 0), (1000, 600)))\n text = font.render('Игра закончена!', True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 40)\n screen.blit(text, textRect)\n\n text = font.render('Ваш итоговый счет: {}'.format(MY_SCORE), True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 150)\n screen.blit(text, textRect)\n\n text = font.render('Нажмите R чтобы сыграть заново!', True, (255, 255, 255))\n textRect = text.get_rect()\n textRect.center = (400, 350)\n screen.blit(text, textRect)\n\n pygame.display.flip()\n\n #run = False\n #print(room.func)\n\n\n\n\n SCREEN_W = 800\n screen = pygame.display.set_mode((SCREEN_W, SCREEN_H))\n for room in rooms:\n room.draw(screen)\n\n\n pygame.display.flip()" }, { "alpha_fraction": 0.5749022960662842, "alphanum_fraction": 0.588362991809845, "avg_line_length": 33.31343460083008, "blob_id": "40457044b9060d2a8b9480780dd909309ecfe146", "content_id": "0bb30f127a54ffbb77beed39a5d79edc0c2d5f87", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2303, "license_type": "no_license", "max_line_length": 81, "num_lines": 67, "path": "/bullet.py", "repo_name": "adiljumak/MultiPlayer_Tank_Game_RabbitMQ_MongoDB", "src_encoding": "UTF-8", "text": "import pygame\nimport random\nfrom enum import Enum\nfrom tank import Tank\nfrom direction import Direction\npygame.init()\npygame.mixer.init()\n\nsound_shoot = pygame.mixer.Sound('sound_shoot.wav')\n\n\n\n\n\nclass Bullet:\n\n def __init__(self, tank, speed, screen):\n sound_shoot.play()\n self.screen = screen\n self.size = 2\n self.tank = tank\n self.sprite = tank.bullet_sprite\n self.direction = tank.direction\n self.speed = speed\n self.life_time = 0\n self.del_time = 1.5 # in sec\n\n self.bullet_w = 15\n self.bullet_h = 5\n\n self.sprite_RIGHT = self.sprite\n self.sprite_UP = pygame.transform.rotate(self.sprite, 90)\n self.sprite_LEFT = pygame.transform.rotate(self.sprite, 180)\n self.sprite_DOWN = pygame.transform.rotate(self.sprite, 270)\n\n if tank.direction == Direction.RIGHT:\n self.sprite = tank.bullet_sprite\n self.x = tank.x + tank.height + int(tank.height / 2)\n self.y = int(tank.y + tank.width / 2)\n if self.direction == Direction.LEFT:\n self.sprite = pygame.transform.rotate(self.sprite, 180)\n self.x = tank.x - tank.height + int(tank.height / 2)\n self.y = tank.y + int(tank.width / 2)\n if self.direction == Direction.UP:\n self.sprite = pygame.transform.rotate(self.sprite, 90)\n self.x = tank.x + int(tank.height / 2)\n self.y = tank.y - int(tank.width / 2)\n if self.direction == Direction.DOWN:\n self.sprite = pygame.transform.rotate(self.sprite, 270)\n self.x = tank.x + int(tank.height / 2)\n self.y = tank.y + tank.width + int(tank.width / 2)\n\n def draw(self):\n #pygame.draw.circle(self.screen, self.color, (self.x, self.y), self.size)\n self.screen.blit(self.sprite, (self.x , self.y))\n\n def move(self, seconds):\n self.life_time += seconds\n\n if self.direction == Direction.RIGHT:\n self.x += int(self.speed * seconds)\n if self.direction == Direction.LEFT:\n self.x -= int(self.speed * seconds)\n if self.direction == Direction.UP:\n self.y -= int(self.speed * seconds)\n if self.direction == Direction.DOWN:\n self.y += int(self.speed * seconds)\n\n\n\n\n" }, { "alpha_fraction": 0.5016888380050659, "alphanum_fraction": 0.5217293500900269, "avg_line_length": 37.284481048583984, "blob_id": "337ddb67cd051ffda8c0e886fec719229d955447", "content_id": "7b9a68267ebf90bdb4fbd48fdab2d71e05462571", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4441, "license_type": "no_license", "max_line_length": 123, "num_lines": 116, "path": "/tank.py", "repo_name": "adiljumak/MultiPlayer_Tank_Game_RabbitMQ_MongoDB", "src_encoding": "UTF-8", "text": "import pygame\nimport random\nfrom enum import Enum\nfrom direction import Direction\npygame.init()\npygame.mixer.init()\n\n\n\nclass Tank:\n\n def __init__(self, x, y, speed, sprite, bullet_sprite, d_right=pygame.K_RIGHT, d_left=pygame.K_LEFT, d_up=pygame.K_UP,\n d_down=pygame.K_DOWN, fire_key=pygame.K_RETURN):\n self.buff = False\n self.buff_time = 0\n\n self.num_of_bullet = 3\n self.fire_key = fire_key\n self.recharge = False\n self.recharge_duration = 2 # in sec\n self.recharge_time = 0 # in sec\n\n self.lifes = 3\n self.x = x\n self.y = y\n self.speed = speed\n\n #self.color = color\n self.bullet_sprite = bullet_sprite\n\n self.sprite = sprite\n self.sprite_RIGHT = self.sprite\n self.sprite_UP = pygame.transform.rotate(self.sprite, 90)\n self.sprite_LEFT = pygame.transform.rotate(self.sprite, 180)\n self.sprite_DOWN = pygame.transform.rotate(self.sprite, 270)\n\n self.width = 35\n self.height = 35\n self.direction = Direction.RIGHT\n\n self.KEY = {\n d_right: Direction.RIGHT,\n d_left: Direction.LEFT,\n d_up: Direction.UP,\n d_down: Direction.DOWN\n }\n\n def draw(self, screen, size_w, size_h):\n tank_c = (self.x + int(self.width / 2), self.y + int(self.height / 2))\n\n if self.x <= 0:\n self.x = size_w - self.width\n if self.y <= 0:\n self.y = size_h - self.height\n if self.x + self.width > size_w:\n self.x = 0\n if self.y >= size_h:\n self.y = 0\n\n #screen.blit(self.sprite, (self.x, self.y))\n\n # pygame.draw.rect(screen, self.color, (self.x, self.y, self.width, self.height), 2)\n # pygame.draw.circle(screen, self.color, tank_c, int(self.width / 2))\n\n if self.direction == Direction.RIGHT:\n screen.blit(self.sprite_RIGHT, (self.x, self.y))\n\n for i in range(0, self.lifes):\n r = int(((self.width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + self.x + i * 3 * r, self.y + r - 2), r)\n # pygame.draw.line(screen, self.color, tank_c,\n # (self.x + self.height + int(self.height / 2), int(self.y + self.width / 2)), 4)\n if self.direction == Direction.LEFT:\n screen.blit(self.sprite_LEFT, (self.x, self.y))\n\n for i in range(0, self.lifes):\n r = int(((self.width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + self.x + i * 3 * r + 4, self.y + r - 4), r)\n # pygame.draw.line(screen, self.color, tank_c,\n # (self.x - self.height + int(self.height / 2), self.y + int(self.width / 2)), 4)\n if self.direction == Direction.UP:\n screen.blit(self.sprite_UP, (self.x, self.y))\n\n for i in range(0, self.lifes):\n r = int(((self.width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + self.x + i * 3 * r + 3, self.y + r + self.width - 2), r)\n # pygame.draw.line(screen, self.color, tank_c, (self.x + int(self.height / 2), self.y - int(self.width / 2)),\n # 4)\n if self.direction == Direction.DOWN:\n screen.blit(self.sprite_DOWN, (self.x, self.y))\n\n for i in range(0, self.lifes):\n r = int(((self.width / 3) / 2) - 2)\n pygame.draw.circle(screen, (0, 255, 0), (2 * r + self.x + i * 3 * r + 1, self.y + r - 4), r)\n # pygame.draw.line(screen, self.color, tank_c,\n # (self.x + int(self.height / 2), self.y + self.width + int(self.width / 2)), 4)\n\n\n\n def change_direction(self, direction):\n self.direction = direction\n\n def move(self, seconds):\n if self.direction == Direction.LEFT:\n self.x -= int(self.speed * seconds)\n if self.direction == Direction.RIGHT:\n self.x += int(self.speed * seconds)\n if self.direction == Direction.UP:\n self.y -= int(self.speed * seconds)\n if self.direction == Direction.DOWN:\n self.y += int(self.speed * seconds)\n\n self.recharge_time += seconds\n if self.recharge_time >= self.recharge_duration:\n self.recharge = False\n self.recharge_time = 0\n" }, { "alpha_fraction": 0.6304348111152649, "alphanum_fraction": 0.6503623127937317, "avg_line_length": 23.04347801208496, "blob_id": "67a3de16ac5a5d9ded412019ca21f866fc1819a8", "content_id": "7cd23aa0e19f20cfced70284084379822986865c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 552, "license_type": "no_license", "max_line_length": 81, "num_lines": 23, "path": "/wall.py", "repo_name": "adiljumak/MultiPlayer_Tank_Game_RabbitMQ_MongoDB", "src_encoding": "UTF-8", "text": "import pygame\nimport random\nfrom enum import Enum\nfrom tank import Tank\nfrom direction import Direction\npygame.init()\npygame.mixer.init()\n\nwall_sprite = pygame.image.load(\"wall_sprite.png\")#.convert()\nwall_sprite.set_colorkey((255, 255, 255))\n\nclass Wall:\n\n def __init__(self, x, y):\n self.size = 40 # in px\n self.x = x\n self.y = y\n\n self.sprite = wall_sprite\n self.sprite = pygame.transform.scale(self.sprite, (self.size, self.size))\n\n def draw(self, screen):\n screen.blit(self.sprite, (self.x, self.y))" } ]
8
ataaillah/Bacteriocines_finder
https://github.com/ataaillah/Bacteriocines_finder
f7b5a880f9cd4de40435b4d3d55b1461f6498263
b786d1511bd0cfa9c35d649d0c8ad63e680c390b
38bab455a24505c3e4aba669dec3883d06388543
refs/heads/master
2022-02-21T02:15:38.490959
2019-09-15T16:44:03
2019-09-15T16:44:03
112,925,778
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.625849723815918, "alphanum_fraction": 0.6470807194709778, "avg_line_length": 36.15570831298828, "blob_id": "db8a1aa60e5edc7194b4febccbec7d36b832afda", "content_id": "524f6b960e7a122a89eba5670336ad923af2dfe6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 10739, "license_type": "no_license", "max_line_length": 245, "num_lines": 289, "path": "/Bacteriocines_finder.py", "repo_name": "ataaillah/Bacteriocines_finder", "src_encoding": "UTF-8", "text": "#! /usr/bin/env python\n#-------------------------------------------------\n#README : \n#ce script extrait les sequences codantes pour des peptide entre 10 et 60 aa en\n#prenant en arguement 1: un fichier .gbk(output de BactgeneSHOW par ex) et en\n#argument 2: le fichier .fasta correspondant au genome d'interet\n#-------------------------------------------------\nimport time\ntps1=time.clock()\nimport re\nimport sys\nimport Bio\nfrom Bio.Seq import Seq\nfrom Bio.Alphabet import IUPAC\nfilename_1=sys.argv[1]\nfilename_2=sys.argv[2]\n\nfilin=open(filename_1,'r')\nCDS_plus_regex=re.compile(\"^ *(CDS) *([0-9]+)\\.\\.([0-9]+)\")\nCDS_minus_regex=re.compile(\"^ *(CDS) *(complement)\\(([0-9]+)\\.\\.([0-9]+)\\)\")\nseq_regex=re.compile(\"([AGTC]{,70})\")\nCDS_plus_list=[]\nCDS_minus_list=[]\npep_CDS_plus_list=[]\npep_CDS_minus_list=[]\nnum_cds=0\nsize_cds_plus=0\nsize_cds_minus=0\nnum_pep_cds_plus=0\nnum_pep_cds_minus=0\nsequence=\"\"\nfasta_width=80\ntps2=0\ntps1=0\n\n# mettre dans une liste les CDS, debut, fin:\nfor i in filin:\n\tif CDS_plus_regex.search(i):\n\t\tres_CDS_plus_list=CDS_plus_regex.search(i)\n\t\tCDS_plus_list.append(res_CDS_plus_list.group(1))\n\t\tCDS_plus_list.append(int(res_CDS_plus_list.group(2)))\n\t\tCDS_plus_list.append(int(res_CDS_plus_list.group(3)))\n\tif CDS_minus_regex.search(i):\n\t\tres_CDS_minus_list=CDS_minus_regex.search(i)\n\t\tCDS_minus_list.append(res_CDS_minus_list.group(1))\n\t\tCDS_minus_list.append(int(res_CDS_minus_list.group(3)))\n\t\tCDS_minus_list.append(int(res_CDS_minus_list.group(4)))\nfor i in xrange(0,len(CDS_plus_list),3):\n\tsize_cds_plus=CDS_plus_list[i+2]-CDS_plus_list[i+1]\n\tif 30 < size_cds_plus <= 180:\n\t\tnum_pep_cds_plus+=1\n\t\tpep_CDS_plus_list.append(CDS_plus_list[i])\n\t\tpep_CDS_plus_list.append(CDS_plus_list[i+1])\n\t\tpep_CDS_plus_list.append(CDS_plus_list[i+2])\nfor i in xrange(0,len(CDS_minus_list),3):\n\tsize_cds_minus=CDS_minus_list[i+2]-CDS_minus_list[i+1]\n\tif 30 < size_cds_minus <= 180:\n\t\tnum_pep_cds_minus+=1\n\t\tpep_CDS_minus_list.append(CDS_minus_list[i])\n\t\tpep_CDS_minus_list.append(CDS_minus_list[i+1])\n\t\tpep_CDS_minus_list.append(CDS_minus_list[i+2])\t\nfilin.close()\nfilin=open(filename_2,'r')\nfor i in filin:\n\tif seq_regex.search(i):\n\t\tseq_line=seq_regex.search(i)\n\t\tseq=seq_line.group(0)\n\t\tsequence+=seq\nfilout=open('pep_CDS_translated_'+filename_2,'w')\nfor i in xrange(0,len(pep_CDS_plus_list),3):\n\tfilout.write(\">pep\"+str(pep_CDS_plus_list[i+1])+\"|\"+str(pep_CDS_plus_list[i+2])+\"|\"+str(i)+ \" pep_CDS_translated\"+\"\\n\")\n\tfasta_seq=\"\"\n\tfasta_seq=sequence[pep_CDS_plus_list[i+1]-1:pep_CDS_plus_list[i+2]-1]\n\tfasta_seq_DNA=Seq(fasta_seq, IUPAC.unambiguous_dna)\n\tfasta_seq_DNA_translated=fasta_seq_DNA.translate()\n\tfilout.write(\"\\n\".join([str(fasta_seq_DNA_translated)[i:i+fasta_width] for i in xrange(0,len(fasta_seq_DNA_translated),fasta_width)])+ \"\\n\")\nfor i in xrange(0,len(pep_CDS_minus_list),3):\n\tfilout.write(\">pep\"+str(pep_CDS_minus_list[i+1])+\"|\"+str(pep_CDS_minus_list[i+2])+\"|\"+str(i)+\" pep_CDS_mins_reverse_complement_translated\" +\"\\n\")\n\tfasta_seq=\"\"\n\tfasta_seq=sequence[pep_CDS_minus_list[i+1]:pep_CDS_minus_list[i+2]]\n\tfasta_seq_DNA=Seq(fasta_seq, IUPAC.unambiguous_dna)\n\tfasta_seq_DNA_rev_compl=fasta_seq_DNA.reverse_complement()\n\tfasta_seq_DNA_rev_compl_translated=fasta_seq_DNA_rev_compl.translate()\n\tfilout.write(\"\\n\".join([str(fasta_seq_DNA_rev_compl_translated)[i:i+fasta_width] for i in xrange(0,len(str(fasta_seq_DNA_rev_compl_translated)),fasta_width)])+ \"\\n\")\n\tprint \"sequence\"\n\tprint fasta_seq\n\n\n############################################################################################################################################\n# README:\n# pour extraire et trier selon la taille les sequences proteiques a partir d'un fichier fasta\n\nfilename_3=sys.argv[3]\npseudo_out=sys.argv[4]\nE_value=sys.argv[5]\n\n\n\t\nfilin=open(filename_3,'r')\n\nprot_id_regex=re.compile(\"location=(complement)?\\(?([0-9]+)\\.\\.([0-9]+)\\)?\")\nprot_seq_regex=re.compile(\"^[ARNDCEQGHILKMFPSTWYV]+\")\nprot_id_list=[]\nlist_sequence=[]\nnum_prot=0\nseq=\"\"\nsequence=\"\"\nfasta_seq=\"\"\nfasta_width=80\n#recuperer les coordonnes l'ID et nom des proteines:\n\nfor i in filin:\n\tif prot_id_regex.search(i):\n\t\tres_prot_id_regex=prot_id_regex.search(i)\n\t\tprot_id_list.append(int(res_prot_id_regex.group(2)))\n\t\tprot_id_list.append(int(res_prot_id_regex.group(3)))\n\n# extraire et concatener les sequences proteiques correspondantes au genes:\n\t\t\n\t\t\n\tif prot_seq_regex.search(i):\n\t\tres_prot_seq_regex=prot_seq_regex.search(i)\n\t\tseq=res_prot_seq_regex.group(0)\n\t\tsequence+=seq\n#transformer la chaine de caractere en liste de caracteres\nfor i in sequence:\n\tlist_sequence.append(i)\n\nprint sequence\nprint len(sequence)\nprint list_sequence\nprint len(list_sequence)\nprint prot_id_list\n#recuperer les sequences proteiques superieurs a 100 aa\nfilout=open(filename_3+'_+q_100aa','w')\nfor i in xrange(0,len(prot_id_list),2):\n\tprot_size=((prot_id_list[i+1]-prot_id_list[i])-2)/3\n\tif prot_size >= 100:\n\t\tlist_prot=list_sequence[0:((prot_id_list[i+1]-prot_id_list[i])-2)/3]\n\t\tfasta_seq=\"\".join(list_prot)\n\t\tprint fasta_seq\n\t\tdel list_sequence[0:((prot_id_list[i+1]-prot_id_list[i])-2)/3]\n\t\tfilout.write(\">\"+str(prot_id_list[i])+\"..\"+str(prot_id_list[i+1])+ \" prot_plus_que_100aa\" + \"\\n\")\n\t\tfilout.write(\"\\n\".join([fasta_seq[i:i+fasta_width] for i in xrange(0,len(fasta_seq),fasta_width)])+ \"\\n\")\n\telse:\n\t\tseq_prot=list_sequence[0:((prot_id_list[i+1]-prot_id_list[i])-2)/3]\n\t\tdel list_sequence[0:((prot_id_list[i+1]-prot_id_list[i])-2)/3]\n\nfilout.close()\nfilin.close()\n#######################################################################################################################\nif pseudo_out==\"-pseudo_out\":\n\timport os\n\tos.system(\"makeblastdb -in \"+filename_3+\" -parse_seqids -dbtype prot -title \"+filename_3)\n\toutput_blast=\"BLASTP_predict_pep_vs_annotated_prot_+q100aa\"+filename_2+E_value+\".txt\"\n\tinput_blast=\"pep_CDS_translated_\"+filename_2\n\tos.system(\"blastp -query \"+input_blast+\" -db \"+filename_3+\" -task blastp -outfmt 7 -evalue \"+E_value+\" > \"+output_blast)\n\n#######################################################################################################################\n\n\n#-------------------------------------------------\n#README : \n#ce script extrait les query d'un output BLAST ayant 0 hits found, il prend comme premier argument le output de BLAST et comme deuxieme argument le input de BLAST pour produire un fichier contenant les query ayant 0 hits found et leurs sequences\n#-------------------------------------------------\n\n\tsequence=\"\"\n\tdebut_fin_regex=re.compile(\"# Query: pep([0-9]+)\\.{0,2}\\|?([0-9]+)\")\n\tprot_seq_regex=re.compile(\"^[ARNDCEQGHILKMFPSTWYV]+\")\n\tfilename_1=output_blast\n\tdebut_fin_list=[]\n\tfilename_2=input_blast\n\tlist_sequence=[]\n\tfasta_width=80\n\tfasta_seq=\"\"\n\n# extraire et concatener les sequences proteiques correspondantes au peptides:\n\tfilin_2=open(filename_2, 'r')\n\tfor i in filin_2:\n\t\tif prot_seq_regex.search(i):\n\t\t\tres_prot_seq_regex=prot_seq_regex.search(i)\n\t\t\tseq=res_prot_seq_regex.group(0)\n\t\t\tsequence+=seq\n#transformer la chaine de caractere en liste de caracteres\n\tfor i in sequence:\n\t\tlist_sequence.append(i)\n\n#recuperer les debut fin de peptides:\n\tfilin_1=open(filename_1, 'r')\n\tlignes=filin_1.readlines()\n\tfor i in xrange(len(lignes)):\n\t\tif debut_fin_regex.search(lignes[i]):\n\t\t\tres_debut_fin_regex=debut_fin_regex.search(lignes[i])\n\t\t\tdebut_fin_list.append(int(res_debut_fin_regex.group(1)))\n\t\t\tdebut_fin_list.append(int(res_debut_fin_regex.group(2)))\n\tfilin_1.close()\n#recuperer les sequences proteiques ayant 0 hits found\n\toutput_blast_non_pseudogene=filename_1+'_+NON_pseudogene'\n\tfilout=open(output_blast_non_pseudogene,'w')\n\tfilin_1=open(filename_1, 'r')\n\tlignes=filin_1.readlines()\n\tfor i in xrange(len(lignes)):\n\t\tprot_size=0\n\t\tif debut_fin_regex.search(lignes[i]) and lignes[i+2][2:] == \"0 hits found\\n\":\n\t\t\tres_debut_fin_regex=debut_fin_regex.search(lignes[i])\n\t\t\tprot_size=(int(res_debut_fin_regex.group(2))-int(res_debut_fin_regex.group(1))-2)/3\n\t\t\tlist_prot=list_sequence[0:prot_size]\n\t\t\n\t\t\tfasta_seq=\"\".join(list_prot)\n\t\t\n\t\t\tdel list_sequence[0:prot_size]\n\t\t\tfilout.write(\">\"+str(res_debut_fin_regex.group(1))+\"..\"+str(res_debut_fin_regex.group(2))+ \" NON_pseudogene\" + \"\\n\")\n\t\t\tfilout.write(\"\\n\".join([fasta_seq[i:i+fasta_width] for i in xrange(0,len(fasta_seq),fasta_width)])+ \"\\n\")\n\t\telif debut_fin_regex.search(lignes[i]) and lignes[i+2][2:8] == \"Fields\": \n\t\t\tres_debut_fin_regex=debut_fin_regex.search(lignes[i])\n\t\t\tprot_size=(int(res_debut_fin_regex.group(2))-int(res_debut_fin_regex.group(1))-2)/3\n\t\t\tdel list_sequence[0:prot_size]\n\t\t\n\tfilin_2.close()\n\tprint debut_fin_list\n\tprint sequence\n\n\n\tfilin_2.close()\n\tfilout.close()\n######################################################################################################\nintergenic_ORF=sys.argv[6]\nif intergenic_ORF == \"-intergenic_ORF\":\n#-------------------------------------------------\n#README : \n# extrait les sequences codantes predites par BactgeneSHOW, qui font parties de l'espace intergenique du genome d'interet .\n#il prend en premier argument, le fichier .gbk du genome d'interet et en deuxieme argument le fichier contenant les genes\n#a verifier s'il sont intergeniques, il prend en 3 eme argument le nombre de paire de base tolere a l'interieur des region\n#intergenique.\n#-------------------------------------------------\n\n\n\tfilename_1=sys.argv[7]\n\tfilename_2=output_blast_non_pseudogene\n\tX=sys.argv[8]\n\n\tgene_plus_minus_regex=re.compile(\"^ *gene *(complement)?\\(?([0-9]+)\\.\\.([0-9]+)\\)?\")\n\tmy_regex=re.compile(\"^>([0-9]+)\\.\\.([0-9]+)\")\n\tmy_list_intergenic=[]\n\tmy_list=[]\n\tlist_sequence=[]\n\tgene_list_plus_minus=[]\n\n\n\n\n\tfilin=open(filename_1,'r')\n\tfor i in filin:\n\t\tif gene_plus_minus_regex.search(i):\n\t\t\tres_gene_plus_minus=gene_plus_minus_regex.search(i)\n\t\t\tgene_list_plus_minus.append(int(res_gene_plus_minus.group(2)))\n\t\t\tgene_list_plus_minus.append(int(res_gene_plus_minus.group(3)))\n\t\n\n\tfilin.close()\n\n\tfilin=open(filename_2,'r')\n\tfor i in filin:\n\t\tif my_regex.search(i):\n\t\t\tres_my_regex=my_regex.search(i)\n\t\t\tmy_list.append(int(res_my_regex.group(1)))\n\t\t\tmy_list.append(int(res_my_regex.group(2)))\n\t\t\n\tfilin.close()\n\n\tfor i in xrange(0,len(my_list),2):\n\t\tfor j in xrange(1,len(gene_list_plus_minus),2):\n\t\t\tif (gene_list_plus_minus[j]-int(X))<= my_list[i] <= (gene_list_plus_minus[j+1]+int(X)) and (gene_list_plus_minus[j]-int(X))<= my_list[i+1] <=(gene_list_plus_minus[j+1]+int(X)):\n\t\t\t\tmy_list_intergenic.append(my_list[i])\n\t\t\t\tmy_list_intergenic.append(my_list[i+1])\n\t\t\n\n\n\n\tfilout=open('intergenic_CDS_'+filename_2,'w')\n\tfilin=open(filename_2,'r')\n\tlignes=filin.readlines()\n\tfor i in xrange(0,len(lignes),2):\n\t\tfor j in xrange(0,len(my_list_intergenic),2):\n\t\t\tif lignes[i].find(str(my_list_intergenic[j]))!= -1:\n\t\t\t\tfilout.write(lignes[i])\n\t\t\t\tfilout.write(lignes[i+1])\n\tfilin.close()\n\tfilout.close()\n\n" }, { "alpha_fraction": 0.6668022871017456, "alphanum_fraction": 0.6879577040672302, "avg_line_length": 35.68656539916992, "blob_id": "b3448dc914cc73bbfb97c7b1df50895e71dddc75", "content_id": "15e7dee2e67ef13d9d0d3a5a93087d6b7bff9d18", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2458, "license_type": "no_license", "max_line_length": 118, "num_lines": 67, "path": "/Exclude_pseudogenes.py", "repo_name": "ataaillah/Bacteriocines_finder", "src_encoding": "UTF-8", "text": "#! /usr/bin/env python\n#-------------------------------------------------\n#README : \n#ce script extrait les query d'un output BLAST ayant 0 hits found, il prend comme premier argument le output\n#de BLAST et comme deuxieme argument le input de BLAST pour produire un fichier contenant les query ayant\n#0 hits found et leurs sequences\n#-------------------------------------------------\nimport re\nimport sys\nsequence=\"\"\ndebut_fin_regex=re.compile(\"# Query: pep([0-9]+)\\.{0,2}\\|?([0-9]+)\")\nprot_seq_regex=re.compile(\"^[ARNDCEQGHILKMFPSTWYV]+\")\nfilename_1=sys.argv[1]\ndebut_fin_list=[]\nfilename_2=sys.argv[2]\nlist_sequence=[]\nfasta_width=80\nfasta_seq=\"\"\n\n# extraire et concatener les sequences proteiques correspondantes au peptides:\nfilin_2=open(filename_2, 'r')\nfor i in filin_2:\n\tif prot_seq_regex.search(i):\n\t\tres_prot_seq_regex=prot_seq_regex.search(i)\n\t\tseq=res_prot_seq_regex.group(0)\n\t\tsequence+=seq\n#transformer la chaine de caractere en liste de caracteres\nfor i in sequence:\n\tlist_sequence.append(i)\n\n#recuperer les debut fin de peptides:\nfilin_1=open(filename_1, 'r')\nlignes=filin_1.readlines()\nfor i in xrange(len(lignes)):\n\tif debut_fin_regex.search(lignes[i]):\n\t\tres_debut_fin_regex=debut_fin_regex.search(lignes[i])\n\t\tdebut_fin_list.append(int(res_debut_fin_regex.group(1)))\n\t\tdebut_fin_list.append(int(res_debut_fin_regex.group(2)))\nfilin_1.close()\n#recuperer les sequences proteiques ayant 0 hits found\nfilout=open(filename_1+'_+NON_pseudogene','w')\nfilin_1=open(filename_1, 'r')\nlignes=filin_1.readlines()\nfor i in xrange(len(lignes)):\n\tprot_size=0\n\tif debut_fin_regex.search(lignes[i]) and lignes[i+2][2:] == \"0 hits found\\n\":\n\t\tres_debut_fin_regex=debut_fin_regex.search(lignes[i])\n\t\tprot_size=(int(res_debut_fin_regex.group(2))-int(res_debut_fin_regex.group(1))-2)/3\n\t\tlist_prot=list_sequence[0:prot_size]\n\t\t\n\t\tfasta_seq=\"\".join(list_prot)\n\t\t\n\t\tdel list_sequence[0:prot_size]\n\t\tfilout.write(\">\"+str(res_debut_fin_regex.group(1))+\"..\"+str(res_debut_fin_regex.group(2))+ \" NON_pseudogene\" + \"\\n\")\n\t\tfilout.write(\"\\n\".join([fasta_seq[i:i+fasta_width] for i in xrange(0,len(fasta_seq),fasta_width)])+ \"\\n\")\n\telif debut_fin_regex.search(lignes[i]) and lignes[i+2][2:8] == \"Fields\": \n\t\tres_debut_fin_regex=debut_fin_regex.search(lignes[i])\n\t\tprot_size=(int(res_debut_fin_regex.group(2))-int(res_debut_fin_regex.group(1))-2)/3\n\t\tdel list_sequence[0:prot_size]\n\t\t\nfilin_2.close()\nprint debut_fin_list\nprint sequence\n\n\nfilin_2.close()\nfilout.close()\n" }, { "alpha_fraction": 0.6003930568695068, "alphanum_fraction": 0.6200458407402039, "avg_line_length": 40.24324417114258, "blob_id": "9afb68efb3bf13a89cd34d3d473411a8983d6c48", "content_id": "58b9407ad303bca0740a6dc2622b48cdd61079b6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3053, "license_type": "no_license", "max_line_length": 163, "num_lines": 74, "path": "/Extract_prot_fasta_pseudogenes_out.py", "repo_name": "ataaillah/Bacteriocines_finder", "src_encoding": "UTF-8", "text": "\n############################################################################################################################################\n# README:\n# pour extraire et trier selon la taille les sequences proteiques a partir d'un fichier\n# fasta,il prend comme argument le fichier multifasta contenant les proteines d'un genome\n# YOU NEED BLASTP IN A STANDALONE FORMAT INSTALLED IN YOU CAMPUTER!!!!\n# E-value: The Expect value (E) is a parameter that describes the number of hits one can \"expect\" to see by chance when searching a database of a particular size. \n# commande format: ./Extract_prot_fasta_pseudogenes_out.py <multifasta.fa> -pseudo_out <E-value>\nfilename_3=sys.argv[1]\npseudo_out=sys.argv[2]\nE_value=sys.argv[3]\n\n\n\t\nfilin=open(filename_3,'r')\n\nprot_id_regex=re.compile(\"location=(complement)?\\(?([0-9]+)\\.\\.([0-9]+)\\)?\")\nprot_seq_regex=re.compile(\"^[ARNDCEQGHILKMFPSTWYV]+\")\nprot_id_list=[]\nlist_sequence=[]\nnum_prot=0\nseq=\"\"\nsequence=\"\"\nfasta_seq=\"\"\nfasta_width=80\n#recuperer les coordonnes l'ID et nom des proteines:\n\nfor i in filin:\n\tif prot_id_regex.search(i):\n\t\tres_prot_id_regex=prot_id_regex.search(i)\n\t\tprot_id_list.append(int(res_prot_id_regex.group(2)))\n\t\tprot_id_list.append(int(res_prot_id_regex.group(3)))\n\n# extraire et concatener les sequences proteiques correspondantes au genes:\n\t\t\n\t\t\n\tif prot_seq_regex.search(i):\n\t\tres_prot_seq_regex=prot_seq_regex.search(i)\n\t\tseq=res_prot_seq_regex.group(0)\n\t\tsequence+=seq\n#transformer la chaine de caractere en liste de caracteres\nfor i in sequence:\n\tlist_sequence.append(i)\n\nprint sequence\nprint len(sequence)\nprint list_sequence\nprint len(list_sequence)\nprint prot_id_list\n#recuperer les sequences proteiques superieurs a 100 aa\nfilout=open(filename_3+'_+q_100aa','w')\nfor i in xrange(0,len(prot_id_list),2):\n\tprot_size=((prot_id_list[i+1]-prot_id_list[i])-2)/3\n\tif prot_size >= 100:\n\t\tlist_prot=list_sequence[0:((prot_id_list[i+1]-prot_id_list[i])-2)/3]\n\t\tfasta_seq=\"\".join(list_prot)\n\t\tprint fasta_seq\n\t\tdel list_sequence[0:((prot_id_list[i+1]-prot_id_list[i])-2)/3]\n\t\tfilout.write(\">\"+str(prot_id_list[i])+\"..\"+str(prot_id_list[i+1])+ \" prot_plus_que_100aa\" + \"\\n\")\n\t\tfilout.write(\"\\n\".join([fasta_seq[i:i+fasta_width] for i in xrange(0,len(fasta_seq),fasta_width)])+ \"\\n\")\n\telse:\n\t\tseq_prot=list_sequence[0:((prot_id_list[i+1]-prot_id_list[i])-2)/3]\n\t\tdel list_sequence[0:((prot_id_list[i+1]-prot_id_list[i])-2)/3]\n\nfilout.close()\nfilin.close()\n#######################################################################################################################\nif pseudo_out==\"-pseudo_out\":\n\timport os\n\tos.system(\"makeblastdb -in \"+filename_3+\" -parse_seqids -dbtype prot -title \"+filename_3)\n\toutput_blast=\"BLASTP_predict_pep_vs_annotated_prot_+q100aa\"+filename_2+E_value+\".txt\"\n\tinput_blast=\"pep_CDS_translated_\"+filename_2\n\tos.system(\"blastp -query \"+input_blast+\" -db \"+filename_3+\" -task blastp -outfmt 7 -evalue \"+E_value+\" > \"+output_blast)\n\n#######################################################################################################################\n" }, { "alpha_fraction": 0.6776539087295532, "alphanum_fraction": 0.7004362344741821, "avg_line_length": 30.738462448120117, "blob_id": "a2a3b866913f4959dadb1cad86822c248d73b216", "content_id": "af6cff0849192144112b9b353cb0755351e7a3ae", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2063, "license_type": "no_license", "max_line_length": 107, "num_lines": 65, "path": "/Extract_prot_fasta.py", "repo_name": "ataaillah/Bacteriocines_finder", "src_encoding": "UTF-8", "text": "#! /usr/bin/env python\n# README:\n# pour extraire et trier selon la taille les sequences proteiques a partir d'un fichier fasta,\n#il prend comme argument le fichier multifasta contenant les proteines d'un genome\nimport re\nimport sys\nfilename=sys.argv[1]\nif len(sys.argv) == 1 :\n\tsys.exit(\"ERREUR: il faut exactement un argument !\")\n\n\n\t\nfilin=open(filename,'r')\n\nprot_id_regex=re.compile(\"location=(complement)?\\(?([0-9]+)\\.\\.([0-9]+)\\)?\")\nprot_seq_regex=re.compile(\"^[ARNDCEQGHILKMFPSTWYV]+\")\nprot_id_list=[]\nlist_sequence=[]\nnum_prot=0\nseq=\"\"\nsequence=\"\"\nfasta_seq=\"\"\nfasta_width=80\nfilout=open(filename+'_prot.fasta','w')\n#recuperer les coordonnes l'ID et nom des proteines:\n\nfor i in filin:\n\tif prot_id_regex.search(i):\n\t\tres_prot_id_regex=prot_id_regex.search(i)\n\t\tprot_id_list.append(int(res_prot_id_regex.group(2)))\n\t\tprot_id_list.append(int(res_prot_id_regex.group(3)))\n\n# extraire et concatener les sequences proteiques correspondantes au genes:\n\t\t\n\t\t\n\tif prot_seq_regex.search(i):\n\t\tres_prot_seq_regex=prot_seq_regex.search(i)\n\t\tseq=res_prot_seq_regex.group(0)\n\t\tsequence+=seq\n#transformer la chaine de caractere en liste de caracteres\nfor i in sequence:\n\tlist_sequence.append(i)\n\nprint sequence\nprint len(sequence)\nprint list_sequence\nprint len(list_sequence)\nprint prot_id_list\n#recuperer les sequences proteiques superieurs a 100 aa\nfilout=open(filename+'_+q_100aa','w')\nfor i in xrange(0,len(prot_id_list),2):\n\tprot_size=((prot_id_list[i+1]-prot_id_list[i])-2)/3\n\tif prot_size >= 100:\n\t\tlist_prot=list_sequence[0:((prot_id_list[i+1]-prot_id_list[i])-2)/3]\n\t\tfasta_seq=\"\".join(list_prot)\n\t\tprint fasta_seq\n\t\tdel list_sequence[0:((prot_id_list[i+1]-prot_id_list[i])-2)/3]\n\t\tfilout.write(\">\"+str(prot_id_list[i])+\"..\"+str(prot_id_list[i+1])+ \" prot_plus_que_100aa\" + \"\\n\")\n\t\tfilout.write(\"\\n\".join([fasta_seq[i:i+fasta_width] for i in xrange(0,len(fasta_seq),fasta_width)])+ \"\\n\")\n\telse:\n\t\tseq_prot=list_sequence[0:((prot_id_list[i+1]-prot_id_list[i])-2)/3]\n\t\tdel list_sequence[0:((prot_id_list[i+1]-prot_id_list[i])-2)/3]\n\nfilout.close()\nfilin.close()\n" }, { "alpha_fraction": 0.6271186470985413, "alphanum_fraction": 0.6555199027061462, "avg_line_length": 28.5, "blob_id": "15243eb7ab1a9d508468185333d444d6a3d81cdc", "content_id": "b0b249a9098ba0d08a3baa294a28f0fcad030002", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2183, "license_type": "no_license", "max_line_length": 106, "num_lines": 74, "path": "/Extract_small_CDS_from_gbk_and_fasta.py", "repo_name": "ataaillah/Bacteriocines_finder", "src_encoding": "UTF-8", "text": "#! /usr/bin/env python\n#-------------------------------------------------\n#README : \n#ce script extrait les sequences CDS codant pour des peptide entre 10 et 80 aa en prenant\n#en arguement 1: un fichier .gbk(output de BactgeneSHOW par ex) et en argument 2:\n#le fichier .fasta correspondant\n#-------------------------------------------------\nimport time\ntps1=time.clock()\nimport re\nimport sys\nfilename_1=sys.argv[1]\nfilename_2=sys.argv[2]\n#if len(sys.argv) == 1 :\n#\tsys.exit(\"ERREUR: il faut exactement un argument !\")\nfilin=open(filename_1,'r')\nCDS_regex=re.compile(\"^ *(CDS) *(complement)?\\(?([0-9]+)\\.\\.([0-9]+)\\)?\")\nseq_regex=re.compile(\"[AGTC]{,70}\")\nCDS_list=[]\npep_CDS_list=[]\nnum_cds=0\nnum_pep_cds=0\nsequence=\"\"\nfasta_width=80\ntps2=0\ntps1=0\n#les fonctions utilisee:\ndef find_CDS(i):\n\tif CDS_regex.search(i):\n\t\tres_CDS_list=CDS_regex.search(i)\n\t\tCDS_list.append(res_CDS_list.group(1))\n\t\tCDS_list.append(int(res_CDS_list.group(3)))\n\t\tCDS_list.append(int(res_CDS_list.group(4)))\n\treturn\ndef find_pep_CDS(i):\n\tsize_cds=0\n\tsize_cds=CDS_list[i+2]-CDS_list[i+1]\n\tif 30 < size_cds <= 240:\n\t\tglobal num_pep_cds\n\t\tnum_pep_cds+=1\n\t\tpep_CDS_list.append(CDS_list[i])\n\t\tpep_CDS_list.append(CDS_list[i+1])\n\t\tpep_CDS_list.append(CDS_list[i+2])\n\treturn\ndef extract_sequence(i):\n\tif seq_regex.search(i):\n\t\tseq_line=seq_regex.search(i)\n\t\tseq=seq_line.group(0)\n\t\tglobal sequence\n\t\tsequence+=seq\n\treturn\ndef extract_pep_CDS(i):\n\tfasta_seq=\"\"\n\tfasta_seq=sequence[pep_CDS_list[i+1]-1:pep_CDS_list[i+2]-1]\n\tfilout.write(\"\\n\".join([fasta_seq[i:i+fasta_width] for i in xrange(0,len(fasta_seq),fasta_width)])+ \"\\n\")\n\treturn\n# mettre dans une liste les CDS, debut, fin:\nfor i in filin:\n\tfind_CDS(i)\nfor i in xrange(0,len(CDS_list),3):\n\tfind_pep_CDS(i)\t\nfilin.close()\nfilin=open(filename_2,'r')\nfor i in filin:\n\textract_sequence(i)\nfilout=open('pep_CDS_'+filename_2,'w')\nfor i in xrange(0,len(pep_CDS_list),3):\n\tfilout.write(\"> CDS \"+str(pep_CDS_list[i+1])+\"..\"+str(pep_CDS_list[i+2]) + \"\\n\")\n\textract_pep_CDS(i)\ntps2=time.clock()\nprint \"le temps (en seconds) d'execution de ce script est:\"\nprint (tps2-tps1)\nprint \"le nombre de CDS correspondants au peptides entre 10 et 80 aa est:\"\nprint num_pep_cds\n" } ]
5
sudhanvarao28/subnetter
https://github.com/sudhanvarao28/subnetter
7ba314533b023586122ef62e8149e7729cabdb8a
b33232ba77553ad4c2505e2661ccd0f7572b779b
192c94afb730a56aeece03d04ecd2b522bb30208
refs/heads/main
2023-09-04T01:12:35.199582
2021-10-24T16:20:07
2021-10-24T16:20:07
420,733,943
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5044472813606262, "alphanum_fraction": 0.5247776508331299, "avg_line_length": 21.205883026123047, "blob_id": "fac16c3cfd06af0ab6969e9a7ffd04f513bb0ee9", "content_id": "f07c173ac8a7684ddd34ef935bcd53ea93dbe4b6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 787, "license_type": "no_license", "max_line_length": 79, "num_lines": 34, "path": "/subnetter.py", "repo_name": "sudhanvarao28/subnetter", "src_encoding": "UTF-8", "text": "import ipaddress\r\n\r\nq = input((\"'enter 'n' for number of subnets or 'h for number of hosts:\"))\r\nnetid = input('input network ip:')\r\nmask = input('enter network mask:')\r\n\r\n\r\nnet = netid+'/'+mask\r\ncoeff = 0\r\n\r\n\r\nif q=='n':\r\n n = input('enter the number of subnets:')\r\n for i in range(0,100):\r\n if 2**i >= int(n):\r\n break\r\n coeff = i\r\n\r\n netlist = ipaddress.IPv4Network(net).subnets(new_prefix=(int(mask)+coeff)) \r\n \r\n\r\nelse:\r\n h= input('enter the number of hosts:')\r\n for j in range(0,100):\r\n if ((2**j)-2) >= int(h):\r\n break\r\n coeff = 32-j\r\n netlist = ipaddress.IPv4Network(net).subnets(new_prefix=(int(mask)+coeff))\r\n \r\n\r\nfor sn in netlist:\r\n print('---------------')\r\n print(sn)\r\n print('---------------')" }, { "alpha_fraction": 0.7906976938247681, "alphanum_fraction": 0.7906976938247681, "avg_line_length": 42, "blob_id": "ecb05b596e60e804ad9ba3991dadcd4f97cad7cd", "content_id": "4d1351f73b45e23904693adbbc7eb877160aaf59", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 43, "license_type": "no_license", "max_line_length": 42, "num_lines": 1, "path": "/README.md", "repo_name": "sudhanvarao28/subnetter", "src_encoding": "UTF-8", "text": "easy to use code to subnet a given network\n" } ]
2
brianilles/Sprint-Challenge--Hash-BC
https://github.com/brianilles/Sprint-Challenge--Hash-BC
247b76061e6b31dbb82b0b262477a5571a777428
a539de2f2213e9d5f65642d0af37c89f1139129a
518d5b9e36e2abd8287cddf3c5ffdab42b07084c
refs/heads/master
2022-01-28T08:22:24.049891
2019-07-19T01:51:03
2019-07-19T01:51:03
null
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.604600191116333, "alphanum_fraction": 0.6078860759735107, "avg_line_length": 28.45161247253418, "blob_id": "ec208963632aeac82797fdcc5a1068f2aadc6eb3", "content_id": "2bdc18935414b1783487929f0379f8ddf7848118", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 913, "license_type": "no_license", "max_line_length": 70, "num_lines": 31, "path": "/hashtables/ex2/ex2.py", "repo_name": "brianilles/Sprint-Challenge--Hash-BC", "src_encoding": "UTF-8", "text": "# Hint: You may not need all of these. Remove the unused functions.\nfrom hashtables import (HashTable,\n hash_table_insert,\n hash_table_remove,\n hash_table_retrieve,\n hash_table_resize)\n\n\nclass Ticket:\n def __init__(self, source, destination):\n self.source = source\n self.destination = destination\n\n\ndef reconstruct_trip(tickets, length):\n hashtable = HashTable(length)\n route = [None] * length\n\n # insert values in HT\n for i in tickets:\n hash_table_insert(hashtable, i.source, i.destination)\n\n # set first flight\n first_flight = hash_table_retrieve(hashtable, \"NONE\")\n route[0] = first_flight\n\n # iterate through and retrieve the values at the last index\n for j in range(1, len(route)):\n route[j] = hash_table_retrieve(hashtable, route[j-1])\n\n return route\n" } ]
1
n1moe1n/mbs2homebank
https://github.com/n1moe1n/mbs2homebank
a381e6c138f3633ae04c491cc68b83251504762b
d1854d02315b7c284df62776559347436eed513c
a4c9dec2c802afa2bfb7ec3c50b4be9f49202dd8
refs/heads/master
2021-01-10T06:58:38.198553
2016-02-01T10:18:48
2016-02-01T10:18:48
50,285,307
1
1
null
null
null
null
null
[ { "alpha_fraction": 0.6523310542106628, "alphanum_fraction": 0.6787133812904358, "avg_line_length": 20.28461456298828, "blob_id": "22514def153c19c52ee87228f747e4b8e3f5d30e", "content_id": "692ce308e084a9c02f623a6ffb8e1a3e634090b4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2767, "license_type": "no_license", "max_line_length": 84, "num_lines": 130, "path": "/mbs2homebank.py", "repo_name": "n1moe1n/mbs2homebank", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\n#\n# ml 2016\n#\n# convert mbs csv to homebank csv\n#\n# python mbs2homebank.py CSV\n#\n### mbs csv header\n# 0 Auftragskonto\n# 1 Buchungstag\n# 2 Valutadatum\n# 3 Buchungstext\n# 4 Verwendungszweck\n# 5 Beguenstigter/Zahlungspflichtiger\n# 6 Kontonummer\n# 7 BLZ\n# 8 Betrag\n# 9 Waehrung\n# 10 Info\n#\n#\n### homebank header\n# date\t\tformat must be DD-MM-YY\n# paymode\tfrom 0=none to 10=FI fee\n# info\t\ta string\n# payee\t\ta payee name\n# memo\t\ta string\n# amount\ta number with a '.' or ',' as decimal separator, ex: -24.12 or 36,75\n# category\ta full category name (category, or category:subcategory)\n# tags\t\ttags separated by space, tag is mandatory since v4.5\n#\n#\n### classification\n# date\t\t= Valutadatum\n# paymode\t= Buchungstext (as int)\n# info\t\t= Buchungstext (as string)\n# payee\t\t= Beguenstigter/Zahlungspflichtiger\n# memo\t\t= Verwendungszweck\n# amount\t= Betrag\n# category\t= empty\n# tags\t\t= empty\n#\n### paymode\n# 0 = none\t\t\tABSCHLUSS\n# 1 = kreditkarte\t\tna\n# 2 = schecks\t\t\tna\n# 3 = bargeld \t\t\tGELDAUTOMAT\n# 4 = ueberweisung\t\tONLINE-UEBERWEISUNG\n# 5 = zwischen konten\t\t\"SEPA UEBERTRAG SOLL\"\n# 6 = einzugsermaechtigung\tna\n# 7 = dauerauftrag\t\tDAUERAUFTRAG\n# 8 = kartenzahlung\t\tKARTENZAHLUNG, \"SONSTIGER EINZUG\"\n# 9 = einzahlung\t\tGUTSCHRIFT,EINZAHLUNG,LOHN GEHALT, \"SEPA UEBERTRAG HABEN\"\n# 10= FI Abgabe\t\t\tna\n# 11= lastschrift\t\tFOLGELASTSCHRIFT/LASTSCHRIFT/SEPA-ELV-LASTSCHRIFT/ERSTLASTSCHRIFT\n\npaymode = {\n\t\"ABSCHLUSS\": 0,\n\t\"GELDAUTOMAT\": 3,\n\t\"ONLINE-UEBERWEISUNG\": 4,\n\t\"SEPA UEBERTRAG SOLL\": 4,\n\t\"DAUERAUFTRAG\": 7,\n\t\"KARTENZAHLUNG\": 8,\n\t\"SONSTIGER EINZUG\": 8,\n\t\"GUTSCHRIFT\": 9,\n\t\"EINZAHLUNG\": 9,\n\t\"LOHN GEHALT\": 9,\n\t\"SEPA UEBERTRAG HABEN\": 9,\n\t\"BAR\": 9,\n\t\"FOLGELASTSCHRIFT\":11,\n\t\"LASTSCHRIFT\":11,\n\t\"SEPA-ELV-LASTSCHRIFT\":11,\n\t\"ERSTLASTSCHRIFT\":11,\n}\n\n\n### imports\nimport csv\nimport argparse\nimport os\nimport sys\nimport datetime\n\n### parse\nparser = argparse.ArgumentParser()\nparser.add_argument(\"csv\", help=\"csv from mbs\")\nargs = parser.parse_args()\nincsv = args.csv\n\n\n### functions\ndef remove_quotes(string):\n\tif string.startswith('\"') and string.endswith('\"'):\n\t\tstring = string[1:-1]\n\treturn string\n\ndef convert_date(date):\n\treturn datetime.datetime.strptime(date, '%d.%m.%y').strftime('%d/%m/%Y')\n\n\n### read csv\ntry:\n\twith open(incsv) as csvfile:\n\t\treader = csv.reader(csvfile,delimiter=';', quoting=csv.QUOTE_NONE)\n\t\tfirstline = True\n\t\tfor row in reader:\n\t\t\t# remove first line\n\t\t\tif firstline:\n\t\t\t\tfirstline = False\n\t\t\t\tcontinue\n\n\t\t\t#date;paymode;info;payee;memo;balance;--cat;--tag\n\t\t\tprint \"%s;%s;%s;%s;%s;%s;;\" % (\n\t\t\t\tconvert_date(remove_quotes(row[2])),\n\t\t\t\tpaymode[remove_quotes(row[3])],\n\t\t\t\tremove_quotes(row[3]),\n\t\t\t\tremove_quotes(row[5]),\n\t\t\t\tremove_quotes(row[4]),\n\t\t\t\tremove_quotes(row[8]),\n\t\t\t)\n\n\nexcept IOError:\n\tprint incsv + \" not found\"\n\nexcept:\n\tprint \"Unexpected error:\", sys.exc_info()[0]\nelse:\n\tcsvfile.close()\n" }, { "alpha_fraction": 0.7211896181106567, "alphanum_fraction": 0.7397769689559937, "avg_line_length": 21.41666603088379, "blob_id": "1f187bb64a60c13c65623e34ec30bcd02d693ce6", "content_id": "2cb6fba5cf5d968889abaa30a58e637592fb8906", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 269, "license_type": "no_license", "max_line_length": 75, "num_lines": 12, "path": "/README.md", "repo_name": "n1moe1n/mbs2homebank", "src_encoding": "UTF-8", "text": "# mbs2homebank\nConvert MBS/Sparkasse account CSV files to a Homebank compatible CSV format\n\n## how to run the script\n\n python mbs2homebank.py mbs-file.csv > mbs-file-hb.csv\n\n## MBS/Sparkasse export\n* export __CSV/MT940__ format\n\n## Homebank\nhttp://homebank.free.fr/\n" } ]
2
wecode-bootcamp-korea/21-Final-Assignment
https://github.com/wecode-bootcamp-korea/21-Final-Assignment
1f99a06c8f6c74fa5bacf2c2234f51cfe6b116d4
56e23d97f98f8ba0d27173846a6c46716f4e2690
07d03df4cd540dd540ff92af37d1a6cc34af3f2b
refs/heads/main
2023-07-06T03:20:48.606393
2021-07-22T05:44:08
2021-07-22T05:44:08
388,343,724
0
0
null
2021-07-22T05:53:04
2021-07-22T05:44:10
2021-07-22T05:44:08
null
[ { "alpha_fraction": 0.5218659043312073, "alphanum_fraction": 0.588921308517456, "avg_line_length": 19.176469802856445, "blob_id": "597dafaaacd861ccab6195b707a088d0cd93b4fa", "content_id": "0cdd1386e1aab1dc2be1798eec67195afe29c143", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 343, "license_type": "no_license", "max_line_length": 48, "num_lines": 17, "path": "/api/admins/migrations/0005_delete_admin.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "# Generated by Django 3.2.5 on 2021-07-21 12:46\n\nfrom django.db import migrations\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('publics', '0005_remove_public_admin'),\n ('admins', '0004_remove_admin_public'),\n ]\n\n operations = [\n migrations.DeleteModel(\n name='Admin',\n ),\n ]\n" }, { "alpha_fraction": 0.5175879597663879, "alphanum_fraction": 0.5778894424438477, "avg_line_length": 26.44827651977539, "blob_id": "75837287816eb71a317c5c19b53a60c8e33ea9dc", "content_id": "6e0e7d15695cbbafac02edfc5e07b8e17495080d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 796, "license_type": "no_license", "max_line_length": 126, "num_lines": 29, "path": "/api/admins/migrations/0003_auto_20210719_0604.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "# Generated by Django 3.2.5 on 2021-07-19 06:04\n\nfrom django.db import migrations, models\nimport django.db.models.deletion\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('publics', '0002_auto_20210719_0604'),\n ('admins', '0002_auto_20210719_0603'),\n ]\n\n operations = [\n migrations.RemoveField(\n model_name='admin',\n name='number',\n ),\n migrations.AlterField(\n model_name='admin',\n name='password',\n field=models.CharField(max_length=8),\n ),\n migrations.AlterField(\n model_name='admin',\n name='public',\n field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='publics', to='publics.public'),\n ),\n ]\n" }, { "alpha_fraction": 0.7758620977401733, "alphanum_fraction": 0.7758620977401733, "avg_line_length": 24, "blob_id": "5d00cfb1e593059850e5a1b9796c0caa65bdecca", "content_id": "2b7ecc92f66622383acca83e9df55699593b9540", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 174, "license_type": "no_license", "max_line_length": 47, "num_lines": 7, "path": "/api/admins/urls.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "from rest_framework import urlpatterns, routers\nfrom .views import PublicListAPIView\nfrom django.urls import path\n\nurlpatterns = [\n path('', PublicListAPIView.as_view())\n]" }, { "alpha_fraction": 0.6972476840019226, "alphanum_fraction": 0.6972476840019226, "avg_line_length": 14.714285850524902, "blob_id": "96920563c42267ea3bfdcc5cd7c864075569e7ba", "content_id": "6b5836e156a65e3c0c35e24271c00155f52acd24", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 109, "license_type": "no_license", "max_line_length": 32, "num_lines": 7, "path": "/api/publics/urls.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "from .views import LoginAPI\nfrom django.urls import path\n\nurlpatterns = [\n\n path('', LoginAPI.as_view())\n]" }, { "alpha_fraction": 0.674626886844635, "alphanum_fraction": 0.674626886844635, "avg_line_length": 21.399999618530273, "blob_id": "3af401e43243eecdcd890585031fffac3e94e965", "content_id": "45eef273ff55822731ff5077da09c3543bf6185a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 335, "license_type": "no_license", "max_line_length": 54, "num_lines": 15, "path": "/api/publics/serializer.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "from rest_framework.serializers import ModelSerializer\n\nfrom .models import Public\n\nclass PublicSerializer(ModelSerializer):\n\n class Meta:\n model = Public\n fields = ('number', 'password', 'cost')\n\nclass LoginSerializer(ModelSerializer):\n\n class Meta:\n model = Public\n fields = ('number', 'password')" }, { "alpha_fraction": 0.539559006690979, "alphanum_fraction": 0.5654993653297424, "avg_line_length": 27.55555534362793, "blob_id": "e158cf05cacf2f553f8bb22d2dd0aabf761ff86e", "content_id": "646bb5a88b279fb54b515f0fa8e211825f9ab1ca", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 771, "license_type": "no_license", "max_line_length": 135, "num_lines": 27, "path": "/api/admins/migrations/0001_initial.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "# Generated by Django 3.2.5 on 2021-07-19 05:06\n\nfrom django.db import migrations, models\nimport django.db.models.deletion\n\n\nclass Migration(migrations.Migration):\n\n initial = True\n\n dependencies = [\n ('publics', '0001_initial'),\n ]\n\n operations = [\n migrations.CreateModel(\n name='Admin',\n fields=[\n ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),\n ('password', models.CharField(max_length=8)),\n ('public', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='public', to='publics.public')),\n ],\n options={\n 'db_table': 'admins',\n },\n ),\n ]\n" }, { "alpha_fraction": 0.5283582210540771, "alphanum_fraction": 0.5850746035575867, "avg_line_length": 18.705883026123047, "blob_id": "a78a9c72255eda49d97b38ee95bac0f73d944d38", "content_id": "b448add5e8f22987e8fa5f95dd6e830316befcb9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 335, "license_type": "no_license", "max_line_length": 55, "num_lines": 17, "path": "/api/publics/migrations/0005_remove_public_admin.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "# Generated by Django 3.2.5 on 2021-07-21 12:46\n\nfrom django.db import migrations\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('publics', '0004_rename_paymeny_public_cost'),\n ]\n\n operations = [\n migrations.RemoveField(\n model_name='public',\n name='admin',\n ),\n ]\n" }, { "alpha_fraction": 0.5349593758583069, "alphanum_fraction": 0.7170731425285339, "avg_line_length": 17.66666603088379, "blob_id": "4a4524989e6f1adaf07858f72a99a5c7dc5421a9", "content_id": "737c7e71c970acf744b9c952b1b71ff62a41aeb2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 615, "license_type": "no_license", "max_line_length": 36, "num_lines": 33, "path": "/requirements.txt", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "appnope==0.1.2\nasgiref==3.4.1\nbackcall==0.2.0\ncertifi==2021.5.30\ncharset-normalizer==2.0.3\ndecorator==5.0.9\nDjango==3.2.5\ndjango-cors-headers==3.7.0\ndjango-filter==2.4.0\ndjango-rest-auth==0.9.5\ndjangorestframework==3.12.4\ndjangorestframework-simplejwt==4.7.2\ndrf-any-permissions==0.0.1\nidna==3.2\nipython==7.25.0\nipython-genutils==0.2.0\njedi==0.18.0\nmatplotlib-inline==0.1.2\nmysqlclient==2.0.3\nparso==0.8.2\npexpect==4.8.0\npickleshare==0.7.5\nprompt-toolkit==3.0.19\nptyprocess==0.7.0\nPygments==2.9.0\nPyJWT==2.1.0\npytz==2021.1\nrequests==2.26.0\nsix==1.16.0\nsqlparse==0.4.1\ntraitlets==5.0.5\nurllib3==1.26.6\nwcwidth==0.2.5" }, { "alpha_fraction": 0.4806629717350006, "alphanum_fraction": 0.5662983655929565, "avg_line_length": 19.11111068725586, "blob_id": "f80d0cf0bdebfb49b311eb51af642c7cc006cfd7", "content_id": "ea6adbdc40c87585b57d78200163e694212c38ea", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 362, "license_type": "no_license", "max_line_length": 47, "num_lines": 18, "path": "/api/publics/migrations/0004_rename_paymeny_public_cost.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "# Generated by Django 3.2.5 on 2021-07-19 09:43\n\nfrom django.db import migrations\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('publics', '0003_auto_20210719_0940'),\n ]\n\n operations = [\n migrations.RenameField(\n model_name='public',\n old_name='paymeny',\n new_name='cost',\n ),\n ]\n" }, { "alpha_fraction": 0.805084764957428, "alphanum_fraction": 0.805084764957428, "avg_line_length": 35.30769348144531, "blob_id": "74427eabf3524c910721e0ace442e451fc1f77b8", "content_id": "d8059bb2931214512df7a21186522553372d7f49", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 472, "license_type": "no_license", "max_line_length": 61, "num_lines": 13, "path": "/api/admins/views.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "from django.http.response import JsonResponse\nfrom django_filters.rest_framework import DjangoFilterBackend\nfrom rest_framework import generics, serializers, viewsets\nfrom rest_framework.permissions import IsAdminUser\n\nfrom api.publics.models import Public\nfrom .serializer import AdminSerializer\n\n\nclass PublicListAPIView(generics.ListAPIView):\n queryset = Public.objects.all()\n serializer_class = AdminSerializer\n permission_classes = [IsAdminUser]\n" }, { "alpha_fraction": 0.6875, "alphanum_fraction": 0.7013888955116272, "avg_line_length": 27.899999618530273, "blob_id": "dea32223fc450d72ee6f3b191e5200372096574c", "content_id": "56f613a240b25caef9c2488013dd002b5142cc56", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 288, "license_type": "no_license", "max_line_length": 46, "num_lines": 10, "path": "/api/publics/models.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "from django.db import models\nfrom django.db.models.deletion import CASCADE\n\nclass Public(models.Model):\n number = models.CharField(max_length=4)\n password = models.CharField(max_length=4)\n cost = models.CharField(max_length=10)\n\n class Meta:\n db_table = 'publics'" }, { "alpha_fraction": 0.7404580116271973, "alphanum_fraction": 0.7404580116271973, "avg_line_length": 28.11111068725586, "blob_id": "1cc169977a46086e4d3ed442491ebbb973e42b9a", "content_id": "9ea76d1a43a839180de091a749bcf60543d98512", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 262, "license_type": "no_license", "max_line_length": 54, "num_lines": 9, "path": "/api/admins/serializer.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "from api.publics.models import Public\nfrom rest_framework.serializers import ModelSerializer\nfrom rest_framework import serializers\n\nclass AdminSerializer(ModelSerializer):\n\n class Meta:\n model = Public\n fields = ('number', 'cost', 'password')\n" }, { "alpha_fraction": 0.5315186381340027, "alphanum_fraction": 0.5830945372581482, "avg_line_length": 25.846153259277344, "blob_id": "4098e7e6694e47d05d4b0dacf47a33f8bc60f82b", "content_id": "5cc25c078b50a1a0378793d50fe1d7b28d8d3809", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 698, "license_type": "no_license", "max_line_length": 111, "num_lines": 26, "path": "/api/publics/migrations/0003_auto_20210719_0940.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "# Generated by Django 3.2.5 on 2021-07-19 09:40\n\nfrom django.db import migrations, models\nimport django.db.models.deletion\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('admins', '0004_remove_admin_public'),\n ('publics', '0002_auto_20210719_0604'),\n ]\n\n operations = [\n migrations.RenameField(\n model_name='public',\n old_name='cost',\n new_name='paymeny',\n ),\n migrations.AddField(\n model_name='public',\n name='admin',\n field=models.ForeignKey(default=1, on_delete=django.db.models.deletion.CASCADE, to='admins.admin'),\n preserve_default=False,\n ),\n ]\n" }, { "alpha_fraction": 0.48159509897232056, "alphanum_fraction": 0.5766870975494385, "avg_line_length": 18.176469802856445, "blob_id": "e36e8608d7c44b5fb49ca2184ea7c05b39029652", "content_id": "c078a0e38b77a5c2da1c6d27f6cf1d269edce84a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 326, "license_type": "no_license", "max_line_length": 47, "num_lines": 17, "path": "/api/admins/migrations/0004_remove_admin_public.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "# Generated by Django 3.2.5 on 2021-07-19 09:40\n\nfrom django.db import migrations\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('admins', '0003_auto_20210719_0604'),\n ]\n\n operations = [\n migrations.RemoveField(\n model_name='admin',\n name='public',\n ),\n ]\n" }, { "alpha_fraction": 0.6177260279655457, "alphanum_fraction": 0.6230975985527039, "avg_line_length": 35.032257080078125, "blob_id": "f202418861ea2b18495d40e9a5fa6e6bb045706e", "content_id": "d2e35e43509425d428e3c0ecdcfd239ba8c84943", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1137, "license_type": "no_license", "max_line_length": 79, "num_lines": 31, "path": "/api/publics/views.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "from django.db.models import Q\nfrom django_filters.rest_framework import DjangoFilterBackend\nfrom rest_framework import generics, mixins, serializers, status\nfrom rest_framework.permissions import IsAuthenticated\nfrom rest_framework.response import Response\n\nfrom .models import Public\nfrom .serializer import LoginSerializer, PublicSerializer\n\nclass LoginAPI(generics.GenericAPIView):\n serializer_class = LoginSerializer\n permission_classes = [IsAuthenticated]\n\n def post(self, request, *args, **kwargs):\n try:\n number = request.data['number']\n password = request.data['password']\n \n public = Public.objects.get(number = number, password = password)\n serializers = PublicSerializer(public)\n return Response(\n {\n 'public' : serializers.data\n }, status=status.HTTP_200_OK\n )\n except Public.DoesNotExist:\n return Response(\n {\n 'message': '입력정보가 틀렸습니다.'\n }, status=status.HTTP_400_BAD_REQUEST\n )\n" }, { "alpha_fraction": 0.6468591094017029, "alphanum_fraction": 0.6661007404327393, "avg_line_length": 36.61701965332031, "blob_id": "8c7b16be50afb1cb9049dce36a7f964fe32fb22c", "content_id": "d418a83b073a95da0ea7b23fdb1b3aed71de7d2f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1787, "license_type": "no_license", "max_line_length": 113, "num_lines": 47, "path": "/api/publics/tests.py", "repo_name": "wecode-bootcamp-korea/21-Final-Assignment", "src_encoding": "UTF-8", "text": "import json\n\nfrom django.contrib.auth.models import User\nfrom django.http import response\nfrom django.urls import reverse\nfrom rest_framework import status\nfrom rest_framework.authtoken.models import Token\nfrom rest_framework.test import APITestCase\n\nfrom api.publics.models import Public\n \nclass PublicAPITest(APITestCase):\n\n def setUp(self):\n self.user = User.objects.create_user(\n username = 'root',\n password = 'go9511455',\n is_staff = True\n )\n \n self.token = Token.objects.create(user=self.user)\n Public.objects.create(id=1, password=1234, number='2001', cost='1000')\n self.api_authentication()\n\n def api_authentication(self):\n self.client.credentials(HTTP_AUTHORIZATION=f'Token {self.token}')\n\n def test_Public_post_success(self):\n data = {'number':'2001', 'password':'1234'}\n\n response = self.client.post('/api/public', data =json.dumps(data), content_type='application/json')\n\n self.assertEqual(response.status_code, status.HTTP_200_OK)\n self.assertEqual(response.json(), {'public' : {'number':'2001', 'password':'1234', 'cost':'1000'}})\n\n def test_Public_post_failed(self):\n data = {'number':'1111', 'password':'1111'}\n\n response = self.client.post('/api/public', data =json.dumps(data), content_type='application/json')\n\n self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)\n self.assertEqual(response.json(), {'message' : '입력정보가 틀렸습니다.'}) \n\n def test_Public_list_user_none(self):\n self.client.force_authenticate(user=None)\n response = self.client.post('/api/public')\n self.assertEqual(response.status_code, status.HTTP_401_UNAUTHORIZED)" } ]
16
xkumiyu/chainer-conditional-dcgan
https://github.com/xkumiyu/chainer-conditional-dcgan
e11e01c1605674518cb5b43cbdcadbb1697af7e7
daf072eec6b0513e3546222502ccacb05d4125c9
7df5343077b12dea9839d9ae7fcb4d2ac619f520
refs/heads/master
2022-12-07T10:54:21.477036
2021-09-11T09:40:10
2021-09-11T09:40:10
102,921,109
4
1
null
2017-09-09T02:36:17
2021-09-11T09:40:13
2022-11-22T08:49:20
Python
[ { "alpha_fraction": 0.6480000019073486, "alphanum_fraction": 0.6832000017166138, "avg_line_length": 15.891891479492188, "blob_id": "679635631647d9a284d610ea977f423d5ddae6fa", "content_id": "066d1e9de641449470fb7a60651f8916e9a540a3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 625, "license_type": "no_license", "max_line_length": 115, "num_lines": 37, "path": "/README.md", "repo_name": "xkumiyu/chainer-conditional-dcgan", "src_encoding": "UTF-8", "text": "# Chainer Conditional DCGAN\n\nChainer implementation of Conditional DCGAN.\n\n# Installation\n\n```\n$ cp filelist.txt{.example,}\n$ pip install -r requirements.txt\n```\n\n# Usage\n\n## Training\n\n```\n$ python train.py -i <input filelist>\n```\n\n## Inference\n\n```\n$ python generate.py -l <label> -m <generator model>\n```\n\n### Using trained model\n\n```\n$ python generate.py -l <label> -m model/mnist-gen.npz\n```\n\nmnist-gen.npz is a model that learned [MNIST](http://yann.lecun.com/exdb/mnist/) data with batchsize=100, epoch=20.\n\n# References\n\n* [Conditional GAN](https://arxiv.org/pdf/1411.1784)\n* [DCGAN](https://arxiv.org/abs/1511.06434)\n" }, { "alpha_fraction": 0.5818063020706177, "alphanum_fraction": 0.5962041616439819, "avg_line_length": 32.9555549621582, "blob_id": "8d090b77d28968149fbdc641eed8fb873e2179cc", "content_id": "e5c3d274e2ac12e9e2fe34f497e399ab5e58252a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1528, "license_type": "no_license", "max_line_length": 88, "num_lines": 45, "path": "/generate.py", "repo_name": "xkumiyu/chainer-conditional-dcgan", "src_encoding": "UTF-8", "text": "import argparse\nimport os\n\nimport chainer\nfrom chainer import Variable\nimport numpy as np\nfrom PIL import Image\n\nfrom net import Generator\n\n\ndef main():\n parser = argparse.ArgumentParser(description='Chainer example: DCGAN')\n parser.add_argument('--label', '-l', type=int, default=0,\n help='Label to generate image')\n parser.add_argument('--gpu', '-g', type=int, default=-1,\n help='GPU ID (negative value indicates CPU)')\n parser.add_argument('--out', '-o', default='result',\n help='Directory to output')\n parser.add_argument('--model', '-m', default='result/gen.npz',\n help='Snapshot of Generator')\n parser.add_argument('--n_hidden', '-n', type=int, default=100,\n help='Number of hidden units (z)')\n parser.add_argument('--seed', type=int, default=0,\n help='Random seed of z at visualization stage')\n args = parser.parse_args()\n\n gen = Generator(n_hidden=args.n_hidden)\n chainer.serializers.load_npz(args.model, gen)\n if args.gpu >= 0:\n gen.to_gpu(args.gpu)\n\n np.random.seed(args.seed)\n z = Variable(np.asarray(gen.make_hidden(1)))\n with chainer.using_config('train', False):\n x = gen(z, [args.label])[0]\n\n x = np.asarray(np.clip(x.data * 255, 0.0, 255.0), dtype=np.uint8).transpose(1, 2, 0)\n\n path = os.path.join(args.out, '{}.png'.format(args.label))\n Image.fromarray(x).save(path)\n\n\nif __name__ == '__main__':\n main()\n" } ]
2
Muhammad-93/flask-madlibs
https://github.com/Muhammad-93/flask-madlibs
e21a26b42b1b64a6fbc650bc1899d6c9d5bd77a6
e069f8a63f07a3ce70a24a9362dc25af118aa5f3
69b83218cc1ff52dc92f5ef1f07895d2cde474fb
refs/heads/master
2023-07-08T20:27:40.901610
2021-08-04T17:44:34
2021-08-04T17:44:34
392,779,346
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6013847589492798, "alphanum_fraction": 0.613254189491272, "avg_line_length": 24.871795654296875, "blob_id": "45548d9f411152de9963c03a6529a60d6f71b069", "content_id": "f87e36ffd4852b85fb54317b7c75ed1e07ad0d00", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1011, "license_type": "no_license", "max_line_length": 57, "num_lines": 39, "path": "/test_madlibs.py", "repo_name": "Muhammad-93/flask-madlibs", "src_encoding": "UTF-8", "text": "from app import app\nfrom unittest import TestCase\n\nclient = app.test_client()\n\ndef test_questions():\n resp = client.get(\"/\")\n body = resp.get_data(as_text=True)\n\n assert resp.status_code == 200\n assert \"<autton>\" in body\n\ndef test_story():\n qs = {\"place\": \"Panama\"}\n resp = client.get(\"/story\", query_string=qs)\n body = resp.get_data(as_text=True)\n\n assert resp.status_code == 200\n assert \"in a long-ago Panama\" in body \n\n \nclass MadlibsTestCase(TestCase):\n def setUp(self):\n self.client = app.test_client()\n\n def test_questions(self):\n resp = self.client.get(\"/\")\n body = resp.get_data(as_text=True)\n\n self.assertEqual(resp.status_code, 200)\n self.assertIn(\"<button>\", body)\n\n def test_story(self):\n qs = {\"place\": \"Panama\"}\n resp = self.client.get(\"/story\", query_string=qs)\n body = resp.get_data(as_text=True)\n\n self.assertEqual(resp.status_code, 200)\n self.assertIn(\"in a long-ago Panama\", body)\n\n\n" } ]
1
Varun-Rathore/OSS-LAB
https://github.com/Varun-Rathore/OSS-LAB
996023d19544a36af06e3d6e1b9bca56489b06f7
9801ecd85966efa8f4e43ef760a0b159e83ec2a0
e2e90abb1d40524ecff5b158048d62d29aef1498
refs/heads/master
2020-06-24T01:42:17.631047
2019-10-06T09:20:24
2019-10-06T09:20:24
198,811,997
0
1
null
2019-07-25T10:41:07
2019-07-25T11:25:54
2019-10-06T09:20:25
Python
[ { "alpha_fraction": 0.3916083872318268, "alphanum_fraction": 0.4020979106426239, "avg_line_length": 19.428571701049805, "blob_id": "bb0c5f16bb0aa73ad0f0c5129a5e605abd847ae9", "content_id": "84b2e9f22f2e36de0c73d2468387ad8633bc2658", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 286, "license_type": "no_license", "max_line_length": 48, "num_lines": 14, "path": "/Week2/3.py", "repo_name": "Varun-Rathore/OSS-LAB", "src_encoding": "UTF-8", "text": "def duplicate(a):\n b=[]\n for i in a:\n cnt=0\n for j in b:\n if i==j:\n cnt=1\n break;\n if cnt==0:\n b.append(i)\n k=int(len(a)-len(b))\n print(k)\na=[\"hello\",\"gaga\",\"maga\",\"hello\",\"gaga\",\"hello\"]\nduplicate(a)\n" }, { "alpha_fraction": 0.7857142686843872, "alphanum_fraction": 0.795918345451355, "avg_line_length": 31.66666603088379, "blob_id": "355014d9c4196aaf77b6ce2c37a491108a5a621f", "content_id": "e2bc96fe6a08f61947f4d2c67fcfc47cbaf23581", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 98, "license_type": "no_license", "max_line_length": 72, "num_lines": 3, "path": "/README.md", "repo_name": "Varun-Rathore/OSS-LAB", "src_encoding": "UTF-8", "text": "# OSS-LAB\nALL WEEK FILES\nthis repo contains solutions to assighnment of open source lab(3rd year)\n" } ]
2
lichang333/udacity-project3-Logs-Analysis
https://github.com/lichang333/udacity-project3-Logs-Analysis
71e11f0b50318cce2af16a4b013f9fef104de5fb
216e5d3f71b41730351916d5dc3cdbf519229edb
78b86bba0e54fb4db1ddb9de4961b1b6388930b4
refs/heads/master
2021-05-03T18:48:57.077782
2018-03-03T07:57:32
2018-03-03T07:57:32
120,416,343
1
0
null
null
null
null
null
[ { "alpha_fraction": 0.7439570426940918, "alphanum_fraction": 0.7591763734817505, "avg_line_length": 31.852941513061523, "blob_id": "5a40a2ef844166920b092865a1c29723862092ca", "content_id": "cf5cc27333954f2b8af2f9b764f54966ca113aed", "detected_licenses": [ "CC-BY-4.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1119, "license_type": "permissive", "max_line_length": 234, "num_lines": 34, "path": "/README.md", "repo_name": "lichang333/udacity-project3-Logs-Analysis", "src_encoding": "UTF-8", "text": "# Full Stack Web Developer Nanodegree Project 3 - Log Anlysis\n\n### Introduction\nThis project is for Udacity Full Stack Web Developer Nanodegree. In this project, there have a large database with nearly a million rows. The target is to collect the useful informations and generate a business report from thoes data.\n\n\n### Envirnment\nMake sure you had already installed the following stuffs:\n* Python 3\n* VirtualBox\n* Vagrant\n\n\n### To run this program\n\n1. Clone the configuration from: https://github.com/udacity/fullstack-nanodegree-vm\n\n2. Download [newsdata.zip](https://s3.amazonaws.com/video.udacity-data.com/topher/2016/August/57b5f748_newsdata/newsdata.zip).\n\n3. Type following command to your terminal to run this program:\n\n* To lunch the virtual machine, type ```vagrant up```, then login with command ```vagrant ssh```\n\n* Use ```psql -d news -f newsdata.sql ``` to load data.\n\n* Type ```python3 main.py ``` to run.\n\n\n\n### Resources\nfullstack-nanodegree-vm：https://github.com/udacity/fullstack-nanodegree-vm\n\n### License\nThe content of this repository is licensed under a Creative Commons Attribution License.\n" }, { "alpha_fraction": 0.625555157661438, "alphanum_fraction": 0.6426374912261963, "avg_line_length": 33.845237731933594, "blob_id": "1bc7a1479e230f1f270c39b5f647880325ec6595", "content_id": "07f70e8ffed9129aac0249cc02dffaf55d622a16", "detected_licenses": [ "CC-BY-4.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2927, "license_type": "permissive", "max_line_length": 79, "num_lines": 84, "path": "/main.py", "repo_name": "lichang333/udacity-project3-Logs-Analysis", "src_encoding": "UTF-8", "text": "#!usr/bin/env python3\n\nimport psycopg2\n\n# What are the most popular three articles of all time?\nreport_title_1 = (\"The most popular 3 articles of all time:\")\nreport_result_1 = (\n \"select articles.title, count(*) as views \"\n \"from articles inner join log on log.path \"\n \"like concat('%', articles.slug, '%') \"\n \"where log.status like '%200%' group by \"\n \"articles.title, log.path order by views desc limit 3\")\n\n# Who are the most popular article authors of all time?\nreport_title_2 = (\"The most popular article authors of all time:\")\nreport_result_2 = (\n \"select authors.name, count(*) as views from articles inner \"\n \"join authors on articles.author = authors.id inner join log \"\n \"on log.path like concat('%', articles.slug, '%') where \"\n \"log.status like '%200%' group \"\n \"by authors.name order by views desc\")\n\n# On which days did more than 1% of requests lead to errors\nreport_title_3 = (\"The days did have more than 1% of requests lead to errors:\")\nreport_result_3 = (\n \"select day, perc from (\"\n \"select day, round((sum(requests)/(select count(*) from log where \"\n \"substring(cast(log.time as text), 0, 11) = day) * 100), 2) as \"\n \"perc from (select substring(cast(log.time as text), 0, 11) as day, \"\n \"count(*) as requests from log where status like '%404%' group by day)\"\n \"as log_percentage group by day order by perc desc) as final_query \"\n \"where perc >= 1\")\n\n\ndef connect(database_name=\"news\"):\n '''Connect to the PostgreSQL database & return the database connection '''\n try:\n db = psycopg2.connect(\"dbname={}\".format(database_name))\n cursor = db.cursor()\n return db, cursor\n except BaseException:\n print(\"Cannot connect to the database\")\n\tsys.exit(1)\n\n\ndef get_results(query):\n '''Return the answer for each questions'''\n db, cursor = connect()\n cursor.execute(query)\n return cursor.fetchall()\n db.close()\n\n\ndef print_results(query_results):\n print(query_results[1])\n for index, results in enumerate(query_results[0]):\n print(\"\\t\",\n index + 1,\n \"-\",\n results[0],\n \"\\t - \",\n str(results[1]),\n \"views\")\n\n\ndef print_error_results(query_results):\n print(query_results[1])\n for results in query_results[0]:\n print(\"\\t\", results[0], \"-\", str(results[1]) + \"% errors\")\n\n\nif __name__ == '__main__':\n # Save the results\n popular_articles_results = get_results(report_result_1), report_title_1\n popular_authors_results = get_results(report_result_2), report_title_2\n load_error_days = get_results(report_result_3), report_title_3\n\n # Print the results\n print_results(popular_articles_results)\n\t#print the top popular articles.\n print_results(popular_authors_results)\n\t#print the top popular authors.\n print_error_results(load_error_days)\n\t#print the days which have more than 1% error.\n" } ]
2
ucmkul/vcd_bit_gen
https://github.com/ucmkul/vcd_bit_gen
1699ba119d3538af4509fbfca510c33531b10293
9739bbc2647c3f5c51e107cc355dda5493421fd2
43dfba514d32e5a76cc61fb6b1205fba03c77f3d
refs/heads/master
2020-05-18T20:19:17.383557
2014-05-28T13:19:04
2014-05-28T13:19:04
20,257,064
0
1
null
null
null
null
null
[ { "alpha_fraction": 0.4470275640487671, "alphanum_fraction": 0.4626370072364807, "avg_line_length": 36.1728401184082, "blob_id": "0ecafba87cb26c4f4cb40e224b936c9ec9b9ecd0", "content_id": "01e57a7958f2454701c403bc8975cc7c8193e6f3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3011, "license_type": "no_license", "max_line_length": 125, "num_lines": 81, "path": "/vcd_bit_gen.py", "repo_name": "ucmkul/vcd_bit_gen", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\nimport re,sys\ndef gen_module(dict):\n output = []\n mark = 0\n fh = open('vcd_bit_gen.sv','w')\n output.append('module VCD_BIT_GEN (\\n')\n output.append(');\\n\\ttimeunit %s;\\n\\ttimeprecision %s;\\n\\n\\tinitial begin\\n\\t\\tfork\\n'%(dict['tmscale'],dict['tmscale']))\n del dict['tmscale']\n for k,v in dict.items():\n msb = int(v['size']) -1\n msb = ''if msb == 0 else '[%d : 0]'%msb\n if mark == 0:\n output.insert(1,'\\toutput reg %-10s %-15s\\n'%(msb,v['name']))\n mark = 1\n else:\n output.insert(1,'\\toutput reg %-10s %-15s,\\n'%(msb,v['name']))\n\t\tfor i in v['tv']:\n if i == v['tv'][0]:\n output.append('\\t\\t\\t//for %s/*{{{*/\\n'%v['name'])\n output.append(\"\\t\\t\\t#%-10s %s <= %s'b%s;\\n\"%(i[0],v['name'],v['size'],i[1]))\n if i == v['tv'][-1]:\n output.append('\\t\\t\\t///*}}}*/\\n')\n output.append('\\t\\tjoin\\n\\tend\\nendmodule\\n')\n for i in output:\n fh.write(i)\n fh.close()\ndef parse_file(vcd,cfg):\n sig_list = []\n data = {}\n hier = []\n time = 0\n re_time = re.compile(r\"^#(\\d+)\")\n re_1b_val = re.compile(r\"^([01zx])(.+)\")\n re_Nb_val = re.compile(r\"^[br](\\S+)\\s+(.+)\")\n for i in open(cfg,'r'):\n sig_list.append(i.strip())\n fh=open(vcd,'r')\n line = fh.readline()\n while line:\n line = line.strip()\n if \"$timescale\" in line:\n tmscale = line\n while \"$end\" not in line:\n line = fh.readline()\n tmscale += line\n data['tmscale'] = tmscale.split()[1]\n elif \"$scope\" in line:\n hier.append( line.split()[2])\n elif \"$var\" in line:\n type,size,code,name = line.split()[1:5]\n path = '.'.join(hier)\n if path == sig_list[0]:\n if name in sig_list or len(sig_list) == 1:\n if code not in data.keys():\n data[code] = {}\n data[code]['type'] = type\n data[code]['size'] = size\n data[code]['path'] = path\n data[code]['name'] = name\n data[code]['tv'] = []\n elif \"$upscope\" in line:\n hier.pop()\n elif line.startswith('#'):\n re_time_match = re_time.match(line)\n time = int(re_time_match.group(1))\n elif line.startswith(('0', '1', 'x', 'z', 'b', 'r')):\n re_1b_val_match = re_1b_val.match(line)\n re_Nb_val_match = re_Nb_val.match(line)\n if re_Nb_val_match :\n value = re_Nb_val_match.group(1)\n code = re_Nb_val_match.group(2)\n elif re_1b_val_match :\n value = re_1b_val_match.group(1)\n code = re_1b_val_match.group(2)\n if data.get(code,0):\n data[code]['tv'].append((time,value))\n line = fh.readline()\n fh.close()\n return gen_module(data)\nparse_file(sys.argv[1],sys.argv[2])\n" }, { "alpha_fraction": 0.5735294222831726, "alphanum_fraction": 0.5735294222831726, "avg_line_length": 16, "blob_id": "24b8e2530b2ff1acbecb1c2a22e27440b1409fb6", "content_id": "9322c9a197110a2f7fc2757752ceea20f8092218", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 68, "license_type": "no_license", "max_line_length": 36, "num_lines": 4, "path": "/README.md", "repo_name": "ucmkul/vcd_bit_gen", "src_encoding": "UTF-8", "text": "vcd_bit_gen\n===========\nUSAGE:\nvcd_bit_gen.py [vcd file] [cfg file]\n" } ]
2
Berry080990/user-signup
https://github.com/Berry080990/user-signup
1fb8cab359677d1a7f729d7f4cf9530b62c9ed7e
792a3e05b043998a51b310ae1cebfc42616584bb
f5e2d269e39d894e72ca6885714d5cc84d7b78bc
refs/heads/master
2020-05-23T07:59:19.005291
2017-02-02T00:34:59
2017-02-02T00:34:59
80,480,895
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5397129058837891, "alphanum_fraction": 0.5441786050796509, "avg_line_length": 28.575471878051758, "blob_id": "8526c21a0cbc801b2537278f67f38c1a06512d1a", "content_id": "9c533044d46a5da9f2cd95477ebeee90d06ec2a8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3135, "license_type": "no_license", "max_line_length": 159, "num_lines": 106, "path": "/main.py", "repo_name": "Berry080990/user-signup", "src_encoding": "UTF-8", "text": "import webapp2\nimport re\n\n\npage_layout = \"\"\"\n<!DOCTYPE html>\n<html>\n <head>\n <style>\n .error {\n color : red;\n }\n </style>\n </head>\n\n <body>\n <h1>Signup</h1>\n <form method=\"post\">\n <div>\n <label for=\"username\">Username</label>\n <input name=\"username\" type=\"text\" value=%(username)s>\n <span class=\"error\">%(errora)s</span>\n </div>\n <div>\n <label for=\"password\">Password</label>\n <input name=\"password\" type=\"password\" value=\"\">\n <span class=\"error\">%(errorb)s</span>\n </div>\n <div>\n <label for=\"verify\">Verify Password</label>\n <input name=\"verify\" type=\"password\" value=\"\">\n <span class=\"error\">%(errorc)s</span>\n </div>\n <div>\n <label for=\"email\">Email (optional)</label>\n <input name=\"email\" type=\"text\" value=%(email)s>\n <span class=\"error\">%(errord)s</span>\n </div>\n <input type=\"submit\">\n </form>\n </body>\n</html>\n\"\"\"\n\n\n\nUSER_RE = re.compile(r\"^[a-zA-Z0-9_-]{3,20}$\")\ndef valid_username(username):\n return username and USER_RE.match(username)\n\nEMAIL_RE = re.compile(r'^[\\S]+@[\\S]+\\.[\\S]+$')\ndef valid_email(email):\n return not email or EMAIL_RE.match(email)\n\nPASS_RE = re.compile(r\"^.{3,20}$\")\ndef valid_password(password):\n return password and PASS_RE.match(password)\n\nclass MainHandler(webapp2.RequestHandler):\n def write_form(self, username = \"\", email = \"\", errora = \"\", errorb = \"\", errorc = \"\", errord = \"\"):\n self.response.write(page_layout % {\"username\" : username, \"email\" : email, \"errora\" : errora, \"errorb\" : errorb, \"errorc\" : errorc, \"errord\" : errord})\n\n def get(self):\n self.write_form()\n\n\n def post(self):\n user_username = self.request.get(\"username\")\n user_password = self.request.get(\"password\")\n user_verify = self.request.get(\"verify\")\n user_email = self.request.get(\"email\")\n\n username = user_username\n password = user_password\n verify = user_verify\n email = user_email\n\n global welcome_user\n\n if not valid_username(username):\n self.write_form(user_username, user_email, \"That is not a valid username.\")\n\n elif not valid_password(password):\n self.write_form(user_username, user_email, \"\", \"That is not a valid password.\")\n\n elif password != verify:\n self.write_form(user_username, user_email, \"\", \"\", \"The passwords do not match.\")\n\n elif not valid_email(email):\n self.write_form(user_username, user_email, \"\", \"\", \"\", \"That is not a valid email.\")\n\n else:\n welcome_user = user_username\n return self.redirect('/welcome')\n\nclass Welcome(webapp2.RequestHandler):\n def get(self):\n self.response.out.write(\"Welcome, \" + welcome_user + \"!\")\n\nwelcome_user = \"\"\n\n\napp = webapp2.WSGIApplication([\n ('/', MainHandler),\n ('/welcome', Welcome)\n], debug=True)\n" } ]
1
wallkickers/python3_output_txt_from_csv
https://github.com/wallkickers/python3_output_txt_from_csv
edbe62320788284159412ece2aa57de57f892c2c
fa1388c900073aa96c235ba265d76646e064ff08
96ff55aea295435bb5d28dc914d219c6dd33c03f
refs/heads/main
2023-08-05T15:11:36.299790
2021-09-30T09:43:42
2021-09-30T09:43:42
402,688,318
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.49485597014427185, "alphanum_fraction": 0.5102880597114563, "avg_line_length": 22.14285659790039, "blob_id": "fb29bd36f3e077b604781f7f1b9d5b983b406efb", "content_id": "a2aa26b82e1285960bd6a8c688e3cdadbcac6e0e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1208, "license_type": "no_license", "max_line_length": 93, "num_lines": 42, "path": "/opt/output_add_column.py", "repo_name": "wallkickers/python3_output_txt_from_csv", "src_encoding": "UTF-8", "text": "import csv\n\n\"\"\"\n csv → マークダウン形式の表における行 に変換\n input：list.csv\n output：output.txt\n 実行コマンド：python output_add_column.py\n 出力書式：\n ■パターンA 3列目がない場合\n テキスト,リンク\n ↓\n | index(1~) | [テキスト](リンク) | ー |\n\n ■パターンB 3列目がある場合\n テキストA,リンクA,テキストB,リンクB\n ↓\n | index(1~) | [テキスト](リンク) | [テキスト](リンク) |\n\"\"\"\ndef main():\n OUTPUT_PATH = './data/'\n DATA_FILE = OUTPUT_PATH + 'list.csv'\n OUTPUT_FILE = OUTPUT_PATH + 'output.txt'\n output_list = []\n\n # csvファイル読み取り\n with open(DATA_FILE, 'r') as f:\n reader = csv.reader(f)\n\n for index, line in enumerate(reader):\n if(line[3] == ''):\n s = f'| {str(index+1)} | [{line[0]}]({line[1]}) | ー |\\n'\n else:\n s = f'| {str(index+1)} | [{line[0]}]({line[1]}) | [{line[2]}]({line[3]}) |\\n'\n output_list.append(s)\n\n # txtファイルへ出力\n with open(OUTPUT_FILE, 'w') as f2:\n for line in output_list:\n f2.write(line)\n\nif __name__ == \"__main__\":\n main()\n" }, { "alpha_fraction": 0.543154776096344, "alphanum_fraction": 0.5520833134651184, "avg_line_length": 21.399999618530273, "blob_id": "8da9cfecebda6c55db331a908e3f6bf800d282c3", "content_id": "5d906fabe676cf5e1611f1e3c4826b8260f9f348", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 782, "license_type": "no_license", "max_line_length": 64, "num_lines": 30, "path": "/opt/output.py", "repo_name": "wallkickers/python3_output_txt_from_csv", "src_encoding": "UTF-8", "text": "import csv\n\n\"\"\"\n csv→マークダウン形式の表における行 に変換\n input：list.csv\n output：output.txt\n 実行コマンド：python output.py\n 出力書式：| index(1~) | [テキスト](リンク) |\n\"\"\"\ndef main():\n OUTPUT_PATH = './data/'\n DATA_FILE = OUTPUT_PATH + 'list.csv'\n OUTPUT_FILE = OUTPUT_PATH + 'output.txt'\n output_list = []\n\n # csvファイル読み取り\n with open(DATA_FILE, 'r') as f:\n reader = csv.reader(f)\n\n for index, line in enumerate(reader):\n s = f'| {str(index+1)} | [{line[0]}]({line[1]}) |\\n'\n output_list.append(s)\n\n # txtファイルへ出力\n with open(OUTPUT_FILE, 'w') as f2:\n for line in output_list:\n f2.write(line)\n\nif __name__ == \"__main__\":\n main()\n" }, { "alpha_fraction": 0.43746834993362427, "alphanum_fraction": 0.45721518993377686, "avg_line_length": 25.689189910888672, "blob_id": "80f568340522dc12908790924e4c6ef4f81da0ac", "content_id": "38934328b083ccb5dcb5dad11b62ca0de9798f66", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2233, "license_type": "no_license", "max_line_length": 56, "num_lines": 74, "path": "/opt/markdown_to_list_csv.py", "repo_name": "wallkickers/python3_output_txt_from_csv", "src_encoding": "UTF-8", "text": "import csv\n\n\"\"\"\n マークダウン→csvに変換\n input：markdown.csv\n output：list.csv\n command：python markdown_to_list_csv.py\n 出力書式：\n | 1 | [タイトルA](リンクA) | [タイトルB](リンクB) |\n ↓\n タイトルA,リンクA,タイトルB,リンクB\n\"\"\"\ndef main():\n \"\"\"\n タイトルを取得\n @param string data\n @return string\n \"\"\"\n def getTitle(data):\n return data.split('[')[1].split(']')[0]\n\n \"\"\"\n リンクを取得\n @param string data\n @return string\n \"\"\"\n def getLink(data):\n return data.split('(')[1].split(')')[0]\n\n OUTPUT_PATH = './data/'\n DATA_FILE = OUTPUT_PATH + 'markdown.csv'\n OUTPUT_FILE = OUTPUT_PATH + 'list.csv'\n output_list = []\n\n # csvファイル読み取り\n with open(DATA_FILE, 'r') as f:\n reader = csv.reader(f)\n\n # 空白削除\n reader = list(filter(None, reader))\n\n for index, line in enumerate(reader):\n # テーブル列が3列の場合\n if(line[0].count('|') > 3):\n # | 1 | [タイトルA](リンクA) | [タイトルB](リンクB) |\n if('ー' not in line[0]):\n source = line[0].split('|')[2]\n testCode = line[0].split('|')[3]\n\n s1 = getTitle(source)\n s2 = getLink(source)\n s3 = getTitle(testCode)\n s4 = getLink(testCode)\n output_list.append([s1, s2, s3, s4])\n # | 1 | [タイトルA](リンクA) | ー |\n else:\n source = line[0].split('|')[2]\n s1 = getTitle(source)\n s2 = getLink(source)\n output_list.append([s1, s2, '', ''])\n # テーブル列が2列の場合\n # | 1 | [タイトルA](リンクA) |\n else:\n s1 = getTitle(line[0])\n s2 = getLink(line[0])\n output_list.append([s1, s2])\n # csvファイルへ出力\n with open(OUTPUT_FILE, 'w', newline='') as f2:\n for line in output_list:\n writer = csv.writer(f2)\n writer.writerow(line)\n\nif __name__ == \"__main__\":\n main()\n" }, { "alpha_fraction": 0.6051267385482788, "alphanum_fraction": 0.650921642780304, "avg_line_length": 31.148147583007812, "blob_id": "9b49f4f9096a01f6181a7038d406eb5f3955b4c5", "content_id": "f79ef214895dee31b323a21ecb79a1797028673a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 5682, "license_type": "no_license", "max_line_length": 103, "num_lines": 108, "path": "/README.md", "repo_name": "wallkickers/python3_output_txt_from_csv", "src_encoding": "UTF-8", "text": "## python3_output_txt_from_csv\n### 機能\n##### A： csvファイルからデータを読み取り、txtファイルへマークダウン形式の表における行部分を出力するプログラム【output.py】\n```\nタイトル1,URL1 | 1 | [タイトル1](URL1) |\nタイトル2,URL2 → | 2 | [タイトル2](URL2) |\nタイトル3,URL3 | 3 | [タイトル3](URL3) |\n```\n\n##### B： マークダウン形式で形式の表における行部分が記載されたcsvファイルからデータを読み取り、csvへ出力するプログラム【markdown_to_list_csv.py】\n```\n| 1 | [タイトル1](URL1) | [タイトル1'](リンク1') | タイトル1,URL1,タイトル1',URL1'\n| 1 | [タイトル2](URL2) | [タイトル2'](リンク2') | → タイトル2,URL2,タイトル2',URL2'\n| 1 | [タイトル3](URL3) | [タイトル3'](リンク3') | タイトル3,URL3,タイトル3',URL3'\n```\n\n##### C： csvファイルからデータを読み取り、txtファイルへマークダウン形式の表における行部分を出力するプログラム【output_add_column.py】\n```\nタイトル1,URL1,タイトル1',URL1' | 1 | [タイトル1](URL1) | [タイトル1'](URL1') |\nタイトル2,URL2,タイトル2',URL2' → | 2 | [タイトル2](URL2) | [タイトル2'](URL2') |\nタイトル3,URL3,タイトル3',URL3' | 3 | [タイトル3](URL3) | [タイトル3'](URL3') |\n```\n\n##### D： csvファイルの1行目をヘッダー,　以降の行を内容として出力するプログラム【output_table.py】\n```\nヘッダー1,ヘッダー2,ヘッダー3 | ヘッダー1 | ヘッダー2 | ヘッダー3 |\n内容1,内容2,内容3 → | ------------- | ------------- | ------------- |\n内容1,内容2,内容3 | 内容1 | 内容2 | 内容3 |\n | 内容1 | 内容2 | 内容3 |\n```\n\n#### 実行環境\n| 環境 | ver. |\n| ------------- | ------------- |\n| Windows10 Pro | 20H2 |\n| Docker desktop | 3.6.0 |\n\n#### フォルダ構成\npython \n&nbsp;&nbsp;├ Dockerfile \n&nbsp;&nbsp;├ docker-compose.yml \n&nbsp;&nbsp;└ opt \n&nbsp;&nbsp;&nbsp;&nbsp;├ output.py \n&nbsp;&nbsp;&nbsp;&nbsp;├ output_table.py \n&nbsp;&nbsp;&nbsp;&nbsp;├ output_add_column.py \n&nbsp;&nbsp;&nbsp;&nbsp;├ markdown_to_list_csv.py \n&nbsp;&nbsp;&nbsp;&nbsp;├ list.csv \n&nbsp;&nbsp;&nbsp;&nbsp;├ markdown_to_list.csv \n&nbsp;&nbsp;&nbsp;&nbsp;└ data \n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;├ list.csv \n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;├ markdown.csv \n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;└ output.txt \n\n#### 環境構築\n1. docker-compose.ymlのあるディレクトリで`docker-compose up -d` を実行\n\n### How to (使い方)\n#### A： csvファイルからデータを読み取り、txtファイルへマークダウン形式の表における行部分を出力するプログラム(output.py)\n##### 1. csvファイルの用意\n1. 1列目にリンクのテキスト、2列目にリンクのURLを記入\n\n##### 2. txtファイルの出力\n1. `docker ps` でコンテナIDを確認\n1. `docker exec -it {コンテナID} bash` でコンテナに入る\n1. `cd opt` でoptディレクトリへ移動\n1. opt/data/ディレクトリ内にoutput.txtが出力されていることを確認\n\n#### B： マークダウン形式で形式の表における行部分が記載されたcsvファイルからデータを読み取り、csvへ出力するプログラム(markdown_to_list_csv.py)\n##### 1. csvファイルの用意\n1. markdown.csvの1列目にマークダウン形式で記述された表における行を記入\n\n##### 2. csvファイルの出力\n1. `python markdown_to_list_csv.py` で実行。list.csvを出力 \n　（コンテナへの入り方は機能Aの手順2と同じ）\n\n#### C： csvファイルからデータを読み取り、3列目が入力されている場合は3カラム目もtxtファイルへマークダウン形式の表における行部分を出力するプログラム(output_add_column.py)\n\n##### 1. csvファイルの用意\n1. 1列目にリンクのテキスト、2列目にリンクのURLを記入\n1. 3列目にリンクのテキスト、4列目にリンクのURLを記入\n\n##### 2. txtファイルの出力\n1. `python output_add_column.py` で実行。opt/data/ディレクトリ内にoutput.txtが出力されていることを確認 \n　（コンテナへの入り方は機能Aの手順2と同じ）\n \n#### D： csvファイルの1行目をヘッダー,　以降の行を表の内容として出力するプログラム(output_table.py)\n\n##### 1. csvファイルの用意\n1. 1列目に表のヘッダー部、2列目以降に表の内容部を記入\n\n##### 2. txtファイルの出力\n1. `python output_table.py` で実行。opt/data/ディレクトリ内にoutput.txtが出力されていることを確認 \n　（コンテナへの入り方は機能Aの手順2と同じ）\n\n#### 補足\n- 列数を増やしたい場合は出力フォーマットを記述している箇所の `|` を増やすことで追加が可能です。（outpyt.py 18行目付近） \nまた、記述内容を変更したいときもこの辺りを変更すれば良いと思います。\n\n```\ns = f'| {str(index+1)} | [{line[0]}]({line[1]}) |\\n'\n↓\ns = f'| {str(index+1)} | [{line[0]}]({line[1]}) | memo |\\n'\n```\n\n#### 参考\n- [DockerでPython実行環境を作ってみる](https://qiita.com/jhorikawa_err/items/fb9c03c0982c29c5b6d5)\n- [Pythonの文字列における変数展開を現役エンジニアが解説【初心者向け】](https://techacademy.jp/magazine/22721)\n- [テキストファイルへ書き込む](https://www.javadrive.jp/python/file/index3.html)\n" }, { "alpha_fraction": 0.404507040977478, "alphanum_fraction": 0.4152112603187561, "avg_line_length": 27.629032135009766, "blob_id": "4f92ab2ddba67c48933496b9a4fc412773b42e8f", "content_id": "5299422f04599c3f72fb75eb4564ad6208d51ed9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1973, "license_type": "no_license", "max_line_length": 67, "num_lines": 62, "path": "/opt/output_table.py", "repo_name": "wallkickers/python3_output_txt_from_csv", "src_encoding": "UTF-8", "text": "import csv\n\n\"\"\"\n csvファイルの1行目をヘッダー,　以降の行を内容として出力する。\n input：list.csv\n output：output.txt\n command：python output_table.py\n 出力書式：\n header1,header2,header3,header4...\n item1,item2,item3,item4...\n ↓\n | ヘッダー1 | ヘッダー2 | ヘッダー3 |...\n | ------------- | ------------- | ------------- |...\n | 内容1 | 内容2 | 内容3 |...\n\"\"\"\ndef main():\n OUTPUT_PATH = './data/'\n DATA_FILE = OUTPUT_PATH + 'list.csv'\n OUTPUT_FILE = OUTPUT_PATH + 'output.txt'\n output_list = []\n item_count = 0\n\n # csvファイル読み取り\n with open(DATA_FILE, 'r') as f:\n reader = csv.reader(f)\n\n for column, line in enumerate(reader):\n # ヘッダー\n if column == 0:\n item_count = len(line)\n s = '|'\n for index in range(item_count):\n # マークダウン表示のため\n line[index] = line[index].replace('\\n', '<br>')\n line[index] = line[index].replace('-', 'ー')\n s = s + f' {line[index]} |'\n s = s + '\\n'\n output_list.append(s)\n\n s = '|'\n for header_item in line:\n s = s + ' ------------- |'\n s = s + '\\n'\n output_list.append(s)\n # 表\n else:\n s = '|'\n for index in range(item_count):\n # マークダウン表示のため\n line[index] = line[index].replace('\\n', '<br>')\n line[index] = line[index].replace('-', 'ー')\n s = s + f' {line[index]} |'\n s = s + '\\n'\n output_list.append(s)\n\n # txtファイルへ出力\n with open(OUTPUT_FILE, 'w') as f2:\n for line in output_list:\n f2.write(line)\n\nif __name__ == \"__main__\":\n main()\n" } ]
5
karlslakov/nwhacks_protestreport
https://github.com/karlslakov/nwhacks_protestreport
c853bd1d4bcaeaf6c674a9a0b7ee81446ada0c52
6cc4e41711e9ca4ab3e6aa8b8f074a9749b1b43f
ded3dcfafcdbbf6952bbe385dae1f4285b93a795
refs/heads/master
2023-05-13T01:07:29.418470
2020-01-12T22:18:46
2020-01-12T22:18:46
233,295,862
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5661745667457581, "alphanum_fraction": 0.5716135501861572, "avg_line_length": 30.390243530273438, "blob_id": "3c83ab74a9e40c572d4d84d1134a4b7923e43dd7", "content_id": "c5b4f0d645afd5354249fd16084665dfb12a1668", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "JavaScript", "length_bytes": 3863, "license_type": "no_license", "max_line_length": 151, "num_lines": 123, "path": "/protestReport/src/components/ViewReport/index.jsx", "repo_name": "karlslakov/nwhacks_protestreport", "src_encoding": "UTF-8", "text": "import React, { Component } from \"react\";\nimport classnames from \"classnames\";\nimport WarningMessage from \"../WarningMessage\";\nimport styles from \"./viewreport.module.css\";\nimport CONSTANTS from \"../../constants\";\nimport Plot from 'react-plotly.js';\n\nexport default class Grid extends Component {\n constructor(props)\n {\n super(props)\n this.state = {\n tweets: {},\n sentimentByDate: {},\n responseReceived: false,\n warningMessageOpen: false,\n warningMessageText: \"\"\n }\n }\n \n\n centeredHeaderStyle = classnames(\"text-center\", styles.header)\n\n // Get the text sample data from the back end\n componentDidMount() {\n fetch(CONSTANTS.ENDPOINT.GETREPORT, {\n method: 'POST',\n headers: {\n 'Accept': 'application/json',\n 'Content-Type': 'application/json',\n },\n body: JSON.stringify(this.props.location.state)\n })\n .then(response => {\n if (!response.ok) {\n throw Error(response.statusText);\n }\n return response.json();\n })\n .then(result => {\n this.setState({\n tweets: result,\n sentimentByDate: this.averageSentimentByDate(result),\n responseReceived: true });\n })\n .catch(error =>\n this.setState({\n warningMessageOpen: true,\n warningMessageText: `Failed to recieve twitter sentiment data: ${error}`\n })\n );\n }\n\n handleWarningClose = () => {\n this.setState({\n warningMessageOpen: false,\n warningMessageText: \"\"\n });\n }\n\n averageSentimentByDate = (tweets) => {\n var sentimentByDate = {};\n for (var radiusGroup in tweets){\n sentimentByDate[radiusGroup] = {};\n tweets[radiusGroup].forEach((t) => {\n var dateObj = new Date(Date.parse(t[\"date\"]));\n var dateKey = dateObj.getFullYear() * 10000 + dateObj.getMonth() * 100 + dateObj.getDate();\n if (! (dateKey in sentimentByDate[radiusGroup])) {\n sentimentByDate[radiusGroup][dateKey] = {};\n sentimentByDate[radiusGroup][dateKey][\"score\"] = 0;\n sentimentByDate[radiusGroup][dateKey][\"count\"] = 0;\n } \n sentimentByDate[radiusGroup][dateKey][\"score\"] += t[\"sentiment_info\"][\"compound\"];\n sentimentByDate[radiusGroup][dateKey][\"count\"] += 1;\n });\n for (var dateKey in sentimentByDate[radiusGroup]) {\n sentimentByDate[radiusGroup][dateKey][\"score\"] /= sentimentByDate[radiusGroup][dateKey][\"count\"];\n }\n }\n return sentimentByDate;\n }\n\n render() {\n if (!this.state.responseReceived)\n return (\n <main id=\"mainContent\">\n <div className={this.centeredHeaderStyle}>\n <h1>Loading</h1>\n </div>\n </main>\n );\n return (\n <main id=\"mainContent\">\n <div className={this.centeredHeaderStyle}>\n <h1>Protest Report</h1>\n <p>Here's how your protest went...</p>\n </div>\n {Object.keys(this.state.sentimentByDate).map((radiusGroup) => (\n <Plot\n data={[\n {\n x: Object.keys(this.state.sentimentByDate[radiusGroup]).map((dateGroup, ind) => ind),\n y: Object.keys(this.state.sentimentByDate[radiusGroup]).map((dateGroup) => this.state.sentimentByDate[radiusGroup][dateGroup][\"score\"]),\n type: 'bar',\n // mode: 'lines+markers',\n // marker: {color: 'red'},\n }\n ]}\n layout={ {width: 620, height: 440, title: radiusGroup + \"km\"} }\n />\n ))}\n <p>\n this.state.tweets.radglobal.reduce((soFar, t) => soFar + t.text);\n </p>\n <WarningMessage\n open={this.state.warningMessageOpen}\n text={this.state.warningMessageText}\n onWarningClose={this.handleWarningClose}\n />\n </main>\n );\n }\n}\n" }, { "alpha_fraction": 0.7692307829856873, "alphanum_fraction": 0.7692307829856873, "avg_line_length": 23, "blob_id": "2f1c2b97d4a7deb3a2931cfc61e8d6a47f51d4db", "content_id": "af0ad4d3d35f8967c036dde53df3ead835e0e21a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 26, "license_type": "no_license", "max_line_length": 23, "num_lines": 1, "path": "/README.md", "repo_name": "karlslakov/nwhacks_protestreport", "src_encoding": "UTF-8", "text": "# nwhacks_protestreport\n \n" }, { "alpha_fraction": 0.7248908281326294, "alphanum_fraction": 0.7248908281326294, "avg_line_length": 19.81818199157715, "blob_id": "62f065a3b5ec186846af315984078054c3b8f49b", "content_id": "a15fa09a4112f0f0e3846f32ceba2cfc7f1b7b98", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "JavaScript", "length_bytes": 231, "license_type": "no_license", "max_line_length": 70, "num_lines": 11, "path": "/protestReport/src/constants.js", "repo_name": "karlslakov/nwhacks_protestreport", "src_encoding": "UTF-8", "text": "const CONSTANTS = {};\n\nCONSTANTS.ERROR_MESSAGE = {};\n\nCONSTANTS.ERROR_MESSAGE.GRID_GET = \"Request to get grid text failed:\";\n\nCONSTANTS.ENDPOINT = {};\n\nCONSTANTS.ENDPOINT.GETREPORT = \"/api/getreport\";\n\nexport default CONSTANTS;\n" }, { "alpha_fraction": 0.6544303894042969, "alphanum_fraction": 0.672468364238739, "avg_line_length": 39.012657165527344, "blob_id": "d2c1f525b9f3f393a35d40c743bf914b4d74e469", "content_id": "c7ba736f58f79c61681286fc840a761803d02831", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3160, "license_type": "no_license", "max_line_length": 170, "num_lines": 79, "path": "/protestReport/server/make_report.py", "repo_name": "karlslakov/nwhacks_protestreport", "src_encoding": "UTF-8", "text": "from birdy.twitter import AppClient\nimport json\nfrom vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n\nfrom constants import CONSTANTS\nfrom secrets import SECRETS\nimport datetime\n\nDATE_RANGE_HALF = datetime.timedelta(days=1)\nRADII = [5, 25, -1]\n# RADII = [20]\nRESULTS_PER_BATCH = 100\nMAX_BATCHES = 2\n\nclient = AppClient(SECRETS['CONSUMER_KEY'],\n SECRETS['CONSUMER_SECRET'])\nclient.get_access_token()\n\ndef make_report2(keywords, date_string, latitude, longitude):\n import pickle\n results = None\n with open(\"sample_data.tweetresults\", \"rb\") as sample_data_file:\n results = pickle.load(sample_data_file)\n return results\n\ndef make_report(keywords, date_string, latitude, longitude):\n date = datetime.datetime.strptime(date_string, '%Y-%m-%dT%H:%M:%S.%fZ')\n date_start = date - DATE_RANGE_HALF\n date_end = date + DATE_RANGE_HALF\n or_together_keywords = keywords.replace(',',' OR ')\n\n result = {}\n\n for r in RADII:\n key = \"rad\" + str(r) if r != -1 else \"global\"\n result[key] = make_single_report(or_together_keywords, date_start, date_end, latitude, longitude, r)\n return result\n\ndef make_single_report(keywords, date_start, date_end, latitude, longitude, radius):\n rawTweets = talk_to_twitter(keywords, date_start, date_end, latitude, longitude, radius)\n analyzer = SentimentIntensityAnalyzer()\n report = []\n for tweet in rawTweets:\n vs = analyzer.polarity_scores(tweet.text)\n simplifiedTweet = {\n \"sentiment_info\": vs,\n \"text\": tweet.text,\n \"date\": tweet.created_at,\n \"loc\": tweet.coordinates,\n }\n report.append(simplifiedTweet)\n return report\n\ndef talk_to_twitter(keywords, date_start, date_end, latitude, longitude, radius):\n locationString = '%s %s %dkm' % (longitude, latitude, radius)\n query = \"point_radius:[%s] %s\" % (locationString, keywords) if radius != -1 else \"%s\" % keywords\n datestart_string = date_start.strftime(\"%Y%m%d%H%M\")\n dateend_string = date_end.strftime(\"%Y%m%d%H%M\")\n response = client.api.tweets.search[\"30day\"].dev.get(query=query, maxResults=RESULTS_PER_BATCH, toDate=dateend_string, fromDate=datestart_string)\n all_responses = response.data.results\n \n response = client.api.tweets.search[\"30day\"].dev.get(query=query, maxResults=RESULTS_PER_BATCH, toDate=datestart_string)\n all_responses.extend(response.data.results)\n # batches = 1\n # while batches < MAX_BATCHES:\n # next_key = response.data[\"next\"] if \"next\" in response.data else None\n # if next_key is None:\n # break\n # response = client.api.tweets.search[\"30day\"].dev.get(query=query, maxResults=RESULTS_PER_BATCH, toDate=dateend_string, fromDate=datestart_string, next=next_key)\n # all_responses.extend(response.data.results) \n # batches += 1\n \n return all_responses\n\n# results = make_report('new year,new year\\'s eve,2020,\"new year\"',\"2020-01-01T00:00:01.283Z\", 49.265, -123.156054)\n# import pickle\n\n# with open('sample_data.tweetresults', 'wb') as sample_data_file:\n# pickle.dump(results, sample_data_file)" } ]
4
ironstein0/RTS-game-playing
https://github.com/ironstein0/RTS-game-playing
d1e88ae04ed74ce9e9e16d28d1db255da27a276e
cd4034133467f86edbb4cf41c06aa822f9ad46d9
1aaf6ba6dfd62833c851a6088fa17b214d9d4b92
refs/heads/master
2021-06-05T22:49:18.255559
2016-06-24T05:50:20
2016-06-24T05:50:20
null
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5649735927581787, "alphanum_fraction": 0.5702506303787231, "avg_line_length": 29.9489803314209, "blob_id": "72be9a13b8cefe20b74a6275a57a17640597a9b7", "content_id": "0b715e519e8f27c031eb0689683032ddb66d5459", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3032, "license_type": "no_license", "max_line_length": 100, "num_lines": 98, "path": "/src/testing/unity_python_communication/unity_python_communication_idea1 - Python daemon communication/mark2/daemons/python_read_daemon.py", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "#!/Library/Frameworks/Python.framework/Versions/3.4/bin/python3\n\n''' \n - start daemon process when called with the argument \"start\"\n - stop daemon process when called with the argument \"stop\"\n - read values from the text buffer when called with the argument \"read\"\n'''\n\nimport sys,os\nimport signal\nimport daemon\nfrom utils.getcwd import getcwd\nfrom utils import read_object_from_file\nworking_directory = getcwd()\n\nobjects_list = []\nrefresh_rate = 100\n\ndef main() : \n import time\n sys.stdout.write('Daemon started with pid {}\\n'.format(os.getpid()))\n global objects_list\n global refresh_rate\n update_time = 1.0/refresh_rate\n while True : \n objects_list = []\n for root,dirs,files in os.walk(working_directory + 'text_buffer/python_read_text_buffer') : \n for file in files : \n objects_list.append(read_object_from_file.read(root + '/' + file))\n time.sleep(update_time)\n\nif __name__ == '__main__' : \n # is the top level module being called\n\n PIDFILE = '/tmp/python_read_daemon.pid'\n LOGFILE = '/tmp/python_read_daemon.log'\n\n def start() : \n try : \n daemon.daemonize(PIDFILE,stdout=LOGFILE,stderr=LOGFILE)\n except RuntimeError as e : \n # daemon already runnning, as defined in the \n # daemon.daemonize method\n print(e)\n sys.stderr.write(e)\n raise SystemExit(1)\n else : \n # daemon started\n main()\n\n def stop() : \n # check if daemon is already running\n if os.path.exists(PIDFILE) :\n # daemon is running\n with open(PIDFILE) as f : \n os.kill(int(f.read()),signal.SIGTERM)\n else : \n # daemon is not running\n error_text = 'Daemon is not running'\n print(error_text)\n sys.stderr.write(error_text)\n raise SystemExit(1)\n \n def read() : \n if os.path.exists(PIDFILE) : \n global objects_list\n return objects_list\n else : \n # daemon is not running\n error_text = 'Daemon is not running'\n print(error_text)\n sys.stderr.write(error_text)\n raise SystemExit(1)\n \n\n command_method_dictionary = {\n 'start' : start,\n 'stop' : stop,\n 'read' : read,\n }\n\n if len(sys.argv) == 1 :\n error_string = 'No arguments provided. Usage: {} [start|stop]'.format(sys.argv[0])\n print(error_string)\n sys.stderr.write(error_string)\n raise SystemExit(1)\n\n else : \n try : \n command_method_dictionary[sys.argv[1]]()\n except KeyError : \n error_string = 'Incorrect argument provided\\n acceptable arguments are :\\n' \n for command in command_method_dictionary.keys() : \n error_string += command + '\\n'\n \n print(error_string,file=sys.stderr)\n# sys.stderr.write(error_string)\n raise SystemExit(1)" }, { "alpha_fraction": 0.6339066624641418, "alphanum_fraction": 0.6412776708602905, "avg_line_length": 22.941177368164062, "blob_id": "e4dedb84fee4e910b22a082deef717d6c661366a", "content_id": "f87a55a196df6f6abc0ca93e59af2a682c49d2e9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 407, "license_type": "no_license", "max_line_length": 63, "num_lines": 17, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark4/stack_overflow_question/python/daemons/utils/cleanup_daemons.py", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "#!/Library/Frameworks/Python.framework/Versions/3.4/bin/python3\n\nimport os,signal\n\nfor root,dirs,files in os.walk('/tmp/unity/') : \n\tfor file in files : \n\t\tif '.pid' in file : \n\t\t\twith open(root + file,'r') as file:\n\t\t\t\tpid = int(file.read())\n\t\t\t\tprint(pid) \n\t\t\t\ttry : \n\t\t\t\t\tos.kill(pid,signal.SIGTERM)\n\t\t\t\texcept ProcessLookupError : \n\t\t\t\t\tpass\n\nos.system('rm -r /tmp/unity')\nos.system('mkdir /tmp/unity')\n" }, { "alpha_fraction": 0.7264150977134705, "alphanum_fraction": 0.7389937043190002, "avg_line_length": 28, "blob_id": "6def37fde0246f04d4a7553b54009c6ace744618", "content_id": "7ceb55f08e94fbb62ab35cbcee0c47b040b7cba1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 318, "license_type": "no_license", "max_line_length": 85, "num_lines": 11, "path": "/src/testing/unity_python_communication/unity_python_communication_idea3 - TCP sockets/src/cs/test.cs", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "using System;\n\npublic class test {\n\tpublic static void Main() {\n\t\tSystem.Net.Sockets.TcpListener listener = new System.Net.Sockets.TcpListener(1234);\n\t\tlistener.Start();\n\t\tConsole.WriteLine(\"listener created\");\n\t\tSystem.Net.Sockets.Socket soc = listener.AcceptSocket(); // blocks\n\t\tconsole.WriteLine(\"connected\");\n\t}\n}" }, { "alpha_fraction": 0.5882353186607361, "alphanum_fraction": 0.5882353186607361, "avg_line_length": 25.285715103149414, "blob_id": "1bc898cee8778185a0f75e90b9f58ff8538b040e", "content_id": "1be59af170ddbc0f979cb55d218ed2fbbe30e8ea", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 374, "license_type": "no_license", "max_line_length": 55, "num_lines": 14, "path": "/src/testing/unity_python_communication/unity_python_communication_idea1 - Python daemon communication/mark2/daemons/utils/getcwd.py", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "\n'''\nreturns the path of the the directory encompassing the \n\"daemons\" directory\n'''\n\ndef getcwd() : \n working_directory_list = __file__.split('/')\n working_directory = ''\n for element in working_directory_list : \n if 'daemons' in element : \n break\n else : \n working_directory += element + '/'\n return working_directory \n " }, { "alpha_fraction": 0.5850703120231628, "alphanum_fraction": 0.5928260087966919, "avg_line_length": 31.25, "blob_id": "985b853896cadbfabe5419072b20d9e7276960eb", "content_id": "462bf10be6120fbecfb136f1a1a52e646355ad67", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2063, "license_type": "no_license", "max_line_length": 107, "num_lines": 64, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark4/stack_overflow_question/python/main/run.py", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "#!/Library/Frameworks/Python.framework/Versions/3.4/bin/python3\n\n# import os\nimport sys,os\nimport time\ntime.sleep(5)\n\n# for root,dirs,files in os.walk('/tmp/unity') : \n# \tobject_names = []\n# \tfor file in files : \n# \t\tif '.pid' in file :\n# \t\t\tobject_name = '' \n# \t\t\tfor element in file.split('.')[:-1] : \n# \t\t\t\tobject_name += element + '.'\n# \t\t\tobject_names.append(object_name[:-1])\n\n# # with open('/tmp/log.txt','w') as f : \n# # \tf.write('hallaleuja')\n\n# objects = []\n# for object_name in object_names :\n# \twith open('/tmp/log.txt','w') as f : \n# \t\tf.write(object_name + \"_read_pipe = open('/tmp/unity/' + '\" + \n# \t\tobject_name + \"_python_object_read_pipe','r')\" )\n# \texec(object_name + \"_read_pipe = open('/tmp/unity/' + '\" + \n# \t\tobject_name + \"_python_object_read_pipe','r')\")\n# \twith open('/tmp/log.txt','w') as f : \n# \t\tf.write('hallaleuja')\n# \texec(object_name + \"_read_pipe.read()\")\n# \texec(object_name + \"_write_pipe = open('/tmp/unity/' + '\" + \n# \t\tobject_name + \"_python_object_write_pipe','w')\")\n# \texec('objects.append([' + object_name + '_read_pipe,' + object_name + '_write_pipe])')\n\n# sys.stderr.write('hallaleuja')\n# # with open('/tmp/log.txt') as f : \n# # \tf.write('hallaleuja')\n# for object_ in objects : \n# \tobject_[1].flush()\n# \tprint(object_[0].read())\n# \tobject_[1].write('hello there]\\n')\n# \tobject_[1].close()\n\nlog_file = '/tmp/log.txt'\ndef log(string) : \n data_already_present = ''\n if string[-1] != '\\n' : \n string += '\\n'\n with open(log_file,'r') as f : \n data_already_present = f.read()\n time.sleep(0.05)\n with open(log_file,'w') as f : \n f.write(data_already_present + time.asctime(time.localtime(time.time())) + ' : python : ' + string)\n f.flush()\n os.fsync(f.fileno())\n\nlog('writing data to daemon')\t\nw = open('/tmp/unity/PlayerController1_python_object_write_pipe','w')\nw.write('hello there\\n')\nw.close()\n# with open('/tmp/log.txt','w') as f : \n# \tf.write('done writing')\nlog('reading data from daemon')\nr = open('/tmp/unity/PlayerController1_python_object_read_pipe','r')\nr.read()" }, { "alpha_fraction": 0.5348371863365173, "alphanum_fraction": 0.5406585335731506, "avg_line_length": 31.898202896118164, "blob_id": "5a43c53a9a1b69fef8d7133d74de8764587374ec", "content_id": "5b22369566d94802a39564351556bd614bd9ac13", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5497, "license_type": "no_license", "max_line_length": 133, "num_lines": 167, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark4/src/python/daemons/daemon.py", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "\nimport os,sys\nimport atexit\nimport signal\nimport time,datetime\n\ndef daemonize(pidfile,stdin='/dev/null',stdout='/dev/null',stderr='/dev/null', initialize_pipes = True) : \n print(pidfile)\n print(stdin)\n print(stdout)\n print(stderr)\n if os.path.exists(pidfile) : \n raise RuntimeError('Already running')\n\n try : \n if os.fork() > 0 : \n raise SystemExit(0) # parent exit\n except OSError as e : \n raise RuntimeError('fork number 1 failed')\n else : \n pass # fork 1 success\n\n os.chdir('/')\n os.umask(0)\n \n os.setsid() # the child process is now the session leader\n \n try : \n if os.fork() > 0 : \n raise SystemExit(0)\n except OSError as e : \n raise RuntimeError('fork number 2 failed')\n else : \n pass # fork 2 success\n\n with open(stdin,'rb',0) as f : \n os.dup2(f.fileno(),sys.stdin.fileno())\n with open (stdout,'ab',0) as f : \n os.dup2(f.fileno(),sys.stdout.fileno())\n with open(stderr,'ab',0) as f : \n os.dup2(f.fileno(),sys.stderr.fileno())\n \n with open(pidfile,'w') as f : \n f.write(str(os.getpid()))\n \n # cleaning up before exiting\n def at_exit() : \n pass\n # os.remove(pidfile)\n # try : \n # os.remove(stdin)\n # except PermissionError :\n # pass\n # try : \n # os.remove(stdout)\n # except PermissionError :\n # pass\n # try :\n # os.remove(stderr)\n # except PermissionError : \n # pass\n atexit.register(at_exit)\n\n import time\n log_file = '/tmp/log.txt'\n # try : \n # os.system('rm ' + log_file)\n # except : \n # pass\n # os.system('touch ' + log_file)\n\n def log(string) : \n data_already_present = ''\n if string[-1] != '\\n' : \n string += '\\n'\n with open(log_file,'a+') as f :\n object_name = pidfile.split('.')[-2].split('/')[-1] \n f.write(data_already_present + time.asctime(time.localtime(time.time())) + ' : python : ' + object_name + ' : ' + string)\n f.flush()\n os.fsync(f.fileno())\n \n def sigterm_handler(signo,frame) : \n log('exiting daemon')\n raise SystemExit(1)\n \n signal.signal(signal.SIGTERM,sigterm_handler)\n log('daemon initialized')\n if initialize_pipes :\n\n # sys.stdout.write(string)\n # unity pipes initialization\n unity_read_pipe_filename = ''\n unity_write_pipe_filename = ''\n\n for element in pidfile.split('.')[:-1] : \n unity_read_pipe_filename += element + '.'\n unity_write_pipe_filename = unity_read_pipe_filename\n\n unity_write_pipe_filename = unity_write_pipe_filename[:-1] + '_unity_object_read_pipe'\n unity_read_pipe_filename = unity_read_pipe_filename[:-1] + '_unity_object_write_pipe'\n\n unity_read_pipe = open(unity_read_pipe_filename,'r')\n unity_write_pipe = open(unity_write_pipe_filename,'w')\n\n # unity handshake\n # r,w = os.pipe()\n # pid = os.fork()\n # if pid == 0 : \n # # read process\n # os.close(r)\n # time.sleep(1)\n # with os.fdopen(w,'w') as w : \n # w.write('do it now')\n # unity_read_pipe.read()\n # log('received acknowledgement from unity')\n # sys.exit(0)\n # else : \n # # write process\n # os.close(w)\n # with os.fdopen(r,'r') as r : \n # log(r.read())\n # log('sending handshake to unity') \n # unity_write_pipe.write('I am iron man\\n')\n # log('handshake sent')\n # unity_write_pipe.close()\n # os.waitpid(pid,0)\n # unity_write_pipe = open(unity_write_pipe_filename,'w')\n # unity_write_pipe.write('connected\\n')\n # unity_write_pipe.close()\n \n log('sending handshake to unity') \n unity_write_pipe.write('I am iron man\\n')\n log('handshake sent')\n unity_write_pipe.close()\n unity_read_pipe.read()\n log('received acknowledgement from unity') \n unity_write_pipe = open(unity_write_pipe_filename,'w')\n unity_write_pipe.write('connected\\n')\n unity_write_pipe.close()\n\n time.sleep(1)\n log('daemon - unity communication established')\n\n # python pipes initialization\n python_read_pipe_filename = ''\n python_write_pipe_filename = ''\n\n for element in pidfile.split('.')[:-1] : \n python_read_pipe_filename += element + '.'\n python_write_pipe_filename = python_read_pipe_filename\n\n python_write_pipe_filename = python_write_pipe_filename[:-1] + '_python_object_read_pipe'\n python_read_pipe_filename = python_read_pipe_filename[:-1] + '_python_object_write_pipe'\n \n log('sending handshake to python')\n python_read_pipe = open(python_read_pipe_filename,'r')\n log('waiting at read()')\n python_read_pipe.read()\n # with open('/tmp/log.txt','w') as f : \n # f.write('hhhhhh')\n time.sleep(1)\n python_write_pipe = open(python_write_pipe_filename,'w')\n python_write_pipe.write('hello there\\n')\n log('handshake sent')\n time.sleep(1)\n python_write_pipe.close()\n log('received acknowledgement from python')\n log('daemon - python communication established')\n " }, { "alpha_fraction": 0.6923937201499939, "alphanum_fraction": 0.6979866027832031, "avg_line_length": 34.7599983215332, "blob_id": "58c033c8cbfaf1d1ea512877ea0cea52615abca0", "content_id": "79b64832664494e9c5a367c08123cd52bc717f34", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 894, "license_type": "no_license", "max_line_length": 104, "num_lines": 25, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark3/src/cs/utils/DirectoryHandling.cs", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "using System;\n\npublic class DirectoryHandling {\n\tpublic static string GetCwd() {\n\t\t// depth of the directory inside the working directory\n\t\tint directory_depth = 2;\n\n\t\tstring[] working_directory_list = StringHandling.split(System.IO.Directory.GetCurrentDirectory(),'/');\n\t\tstring working_directory = \"\";\n\t\tfor(int i=0;i<working_directory_list.Length - directory_depth + 1;i++) {\n\t\t\tworking_directory += working_directory_list[i];\n\t\t\tworking_directory += '/';\n\t\t}\n\n\t\t// editing the working directory to remove the last '/' that causes the problem\n\t\t// when using - System.IO.Directory.SetCurrentDirectory(working_directory)\n\t\tstring edited_working_directory = \"\";\n\t\tfor(int i=0;i<working_directory.Length;i++) {\n\t\t\tif(!((i == working_directory.Length - 1) & (working_directory[i] == '/'))) {\n\t\t\t\tedited_working_directory += working_directory[i];\n\t\t\t}\n\t\t}\n\t\treturn edited_working_directory;\n\t}\n} " }, { "alpha_fraction": 0.7288828492164612, "alphanum_fraction": 0.7288828492164612, "avg_line_length": 22.70967674255371, "blob_id": "3bd36edf02a2f2d219acf1713ba99916fd010a64", "content_id": "e9ccc34916c880e3229bc6ba8bb8af6537105fb6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 734, "license_type": "no_license", "max_line_length": 98, "num_lines": 31, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark2/src/cs/test.cs", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "using System;\n\npublic class test {\n\n\tprivate static string working_directory;\n\n\tprivate static void RunShellCommand(string working_directory, string command, String arguments) {\n\n\t\tSystem.Diagnostics.ProcessStartInfo startInfo = new System.Diagnostics.ProcessStartInfo () {\n\t\t\tFileName = command,\n\t\t\tArguments = arguments,\n\t\t};\n\n\t\tSystem.Diagnostics.Process proc = new System.Diagnostics.Process () {\n\t\t\tStartInfo = startInfo,\n\t\t};\n\n\t\tproc.Start ();\n\t\tproc.WaitForExit ();\n\t}\n\n\tpublic static void Main() {\n\t\tawake();\n\t}\n\n\tprivate static void awake() {\n\t\tworking_directory = DirectoryHandling.GetCwd();\n\t\tSystem.IO.Directory.SetCurrentDirectory(working_directory);\n\t\tRunShellCommand(working_directory,\"./src/python/test.py\",\"\");\n\t}\n}" }, { "alpha_fraction": 0.561655580997467, "alphanum_fraction": 0.5680891871452332, "avg_line_length": 35.4296875, "blob_id": "003e8da5702000b92e8d81140d319724ba871583", "content_id": "2aeac792df135e177de201c1d83f927e5da78fe9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4663, "license_type": "no_license", "max_line_length": 82, "num_lines": 128, "path": "/src/testing/unity_python_communication/unity_python_communication_idea1 - Python daemon communication/mark1/typical_daemon_file.py", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "#!/Library/Frameworks/Python.framework/Versions/3.4/bin/python3\n\nimport os,sys\nimport atexit\nimport signal\n\ndef daemonize(pidfile,stdin='/dev/null',stdout='/dev/null',stderr='/dev/null') : \n if os.path.exists(pidfile) : \n raise RuntimeError('Already running')\n \n # first fork (detach the child process from the parent \n # process, and then terminate the parent)\n try : \n if os.fork() > 0 : \n raise SystemExit(0) # parent exit\n except OSError as e : \n raise RuntimeError('fork number 1 failed')\n else : \n pass # fork 1 success\n \n # it is a good practice to change the directory so that\n # the daemon is no longer working in the directory it was\n # launched from\n os.chdir('/')\n os.umask(0)\n \n os.setsid() # the child process is now the session leader\n \n # second fork (relinquish session leadership)\n try : \n if os.fork() > 0 : \n raise SystemExit(0)\n except OSError as e : \n raise RuntimeError('fork number 2 failed')\n else : \n pass # fork 2 success\n \n # replace the file descriptors for stdin, stdout and stderr\n with open(stdin,'rb',0) as f : \n # dup2 duplicates the file descriptor, closing the latter\n # first if necessary\n os.dup2(f.fileno(),sys.stdin.fileno())\n with open (stdout,'ab',0) as f : \n os.dup2(f.fileno(),sys.stdout.fileno())\n with open(stderr,'ab',0) as f : \n os.dup2(f.fileno(),sys.stderr.fileno())\n \n # write the PID file\n with open(pidfile,'w') as f : \n # write the PID of this daemon in the pid file (which in\n # this case is /tmp/daemon.pid)\n f.write(str(os.getpid()))\n \n # remove the PID file at exit\n atexit.register(lambda: os.remove(pidfile))\n \n # signal handler for termination\n def sigterm_handler(signo,frame) : \n raise SystemExit(1)\n # this method is called when any signal is\n # passed to this process\n \n # signal.signal(signalnum, handler)\n # Set the handler for signal signalnum to the function handler. \n # Handler can be a callable Python object\n signal.signal(signal.SIGTERM,sigterm_handler)\n \ndef main() : \n import time\n sys.stdout.write('Daemon started with pid {}\\n'.format(os.getpid()))\n while True : \n sys.stdout.write('Daemon Alive\\n')\n time.sleep(1)\n \nif __name__ == '__main__' : # this is the file which is run\n PIDFILE = '/tmp/daemon.pid'\n \n if len(sys.argv) != 2 : \n error_text = 'Usage: {} [start|stop]'.format(sys.argv[0])\n print(error_text)\n # with open(sys.stderr,'wt') as f : \n # f.write(error_text)\n sys.stderr.write(error_text)\n raise SystemExit(1)\n \n if sys.argv[1] == 'start' :\n try : \n daemonize(PIDFILE, stdout='/tmp/daemon.log', stderr='/tmp/daemon.log')\n except RuntimeError as e : \n error_text = e\n print(e)\n sys.stderr.write(error_text)\n raise SystemExit(1)\n else : \n pass # daemon started\n \n main()\n \n elif sys.argv[1] == 'stop' : \n if os.path.exists(PIDFILE) : # check if daemon is already running\n with open(PIDFILE) as f : \n # os.kill(pid, sig) Send signal sig to the process pid. \n # Constants for the specific signals available on the host \n # platform are defined in the signal module.\n os.kill(int(f.read()),signal.SIGTERM)\n # in this case the file f (/tmp/daemon.pid) which stores the \n # PID of the daemon process is read (returning the PID of the\n # daemon process). This PID is the first argument to the \n # os.kill method, which means that this signal will be sent\n # to the daemonized process\n # -----------------------------------------------------------\n # we send the signal \"signal.SIGTERM\" to the daemon process.\n # since the \"signal.signal(signal.SIGTERM,sigterm_handler)\"\n # handler is defined for the signal \"signal.SIGTERM\", the \n # sigterm_handler method is called, which is defined in\n # daemonize.py\n \n else : \n error_text = 'daemon not running'\n print(error_text)\n sys.stderr.write(error_text)\n raise(SystemExit(1))\n \n else : \n error_text = 'unknown command {}'.format(sys.argv[1])\n print(error_text)\n sys.stderr.write(error_text)\n raise SystemExit(1) " }, { "alpha_fraction": 0.6715686321258545, "alphanum_fraction": 0.6813725233078003, "avg_line_length": 16.08333396911621, "blob_id": "eaa283826db82a0655b5ab971ba6420e1bab7955", "content_id": "8bfb9a51fcc2b428f02f9af86cc2cb3ba1434b8c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 204, "license_type": "no_license", "max_line_length": 30, "num_lines": 12, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark3/src/python/testing/b.py", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\n\nimport os,time\n\nprint('opening pipe')\nr = open('/tmp/test','r')\nprint('reading from the pipe')\ntime.sleep(10)\nprint(r.read())\nprint('closing pipe')\nprint('done reading')\nprint(r.read())" }, { "alpha_fraction": 0.7920792102813721, "alphanum_fraction": 0.7920792102813721, "avg_line_length": 24.5, "blob_id": "6a10083ef9003eae729db823a02887662f1031a0", "content_id": "a24116da717f8d312b16d9320127c080a9ca61b4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 101, "license_type": "no_license", "max_line_length": 38, "num_lines": 4, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark4/src/cs/Structures.cs", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "public struct pipe {\n\tpublic System.IO.StreamReader reader;\n\tpublic System.IO.StreamWriter writer;\n};" }, { "alpha_fraction": 0.5322997570037842, "alphanum_fraction": 0.5512489080429077, "avg_line_length": 22.239999771118164, "blob_id": "bd137a0864a2582087926f98669088b1c2750515", "content_id": "98235f3026159c7ed25d4e33388daa0e4a16a760", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 1161, "license_type": "no_license", "max_line_length": 68, "num_lines": 50, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark4/stack_overflow_question/cs/utils/StringHandling.cs", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "public class StringHandling {\n\n\tpublic static string[] split(string str,char splitting_character) {\n\t\tint count = 0;\n\n\t\t// type = 0 --> a/b/c/d\n\t\t// type = 1 --> /a/b/c/d\n\t\t// type = 2 --> a/b/c/d/\n\t\t// type = 3 --> /a/b/c/d/\n\t\tint type = 0;\n\t\tif(str[0] == splitting_character) {\n\t\t\ttype = 1;\n\t\t}\n\t\tif(str[str.Length - 1] == splitting_character) {\n\t\t\tif(type == 1) {\n\t\t\t\ttype = 3;\n\t\t\t} else {\n\t\t\t\ttype = 2;\n\t\t\t}\n\t\t}\n\t\tfor(int i=0;i<str.Length;i++) {\n\t\t\tif(str[i] == splitting_character) {\n\t\t\t\tcount += 1;\n\t\t\t}\n\t\t}\n\n\t\tint return_array_length = count + 1;\n\t\tstring[] return_array = new string[return_array_length];\n\t\tint return_array_string_index = 0;\n\n\t\tstring temp_string = \"\";\n\t\tfor(int i=0;i<str.Length;i++) {\n\t\t\tif((str[i] == splitting_character) | (i == str.Length-1)) {\n\t\t\t\tif((str[i] == splitting_character) & (i == str.Length-1)) {\n\t\t\t\t\treturn_array[return_array_string_index + 1] = \"\";\n\t\t\t\t} else if(i == str.Length - 1) {\n\t\t\t\t\ttemp_string += str[i];\n\t\t\t\t}\n\t\t\t\treturn_array[return_array_string_index] = temp_string;\n\t\t\t\treturn_array_string_index += 1;\n\t\t\t\ttemp_string = \"\";\n\t\t\t} else {\n\t\t\t\ttemp_string += str[i];\n\t\t\t}\n\t\t}\n\n\t\treturn return_array;\n\n\t}\n}" }, { "alpha_fraction": 0.6539649963378906, "alphanum_fraction": 0.6580844521522522, "avg_line_length": 33.71428680419922, "blob_id": "25522c37d06297a8ac558c238c8293df191d4a31", "content_id": "dccf223d984e6483052929f95f9f52bb1eb477fd", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 971, "license_type": "no_license", "max_line_length": 100, "num_lines": 28, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark2/utils/DirectoryHandling.cs", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "using System;\n\npublic class DirectoryHandling {\n\tpublic static string GetCwd() {\n\t\tstring[] working_directory_list = StringHandling.split(System.IO.Directory.GetCurrentDirectory());\n\t\tstring working_directory = \"\";\n\t\tfor(int i=0;i<working_directory_list.Length;i++) {\n\t\t\tstring temp_string = \"\";\n\t\t\tfor(int j=0;j<working_directory_list[i].Length;j++) {\n\t\t\t\t// if(working_directory_list[i][j] == ' ') {\n\t\t\t\t// \ttemp_string += '\\\\';\n\t\t\t\t// }\n\t\t\t\ttemp_string += working_directory_list[i][j];\n\t\t\t}\n\t\t\tworking_directory += temp_string + '/';\n\t\t}\n\n\t\t// editing the working directory to remove the last '/' that causes the problem\n\t\t// when using - System.IO.Directory.SetCurrentDirectory(working_directory)\n\t\tstring edited_working_directory = \"\";\n\t\tfor(int i=0;i<working_directory.Length;i++) {\n\t\t\tif(!((i == working_directory.Length - 1) & (working_directory[i] == '/'))) {\n\t\t\t\tedited_working_directory += working_directory[i];\n\t\t\t}\n\t\t}\n\t\treturn edited_working_directory;\n\t}\n}" }, { "alpha_fraction": 0.7212698459625244, "alphanum_fraction": 0.7244444489479065, "avg_line_length": 35.21839141845703, "blob_id": "24dc2c32f8d1b886070159dce2a2e0778d8120fd", "content_id": "a91539949b1e52c82e573e3262b0fd692c0baf7f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 3150, "license_type": "no_license", "max_line_length": 98, "num_lines": 87, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark4/stack_overflow_question/cs/utils/Communication.cs", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "using System;\nusing System.IO.Pipes;\n\npublic class Communication {\n\t\n\tpublic static void Log(string str) {\n\t\t// System.IO.File.WriteAllText(\"/tmp/unity/log.txt\",DateTime.Now + \" : unity : \" + str);\n\t\tusing (System.IO.StreamWriter sw = new System.IO.StreamWriter(\"/tmp/unity/log.txt\")){\n\t\t\tsw.WriteLine(str);\n \t\t}\n\t}\n\n\tpublic static pipe InitializeCommunication(string objectName) {\n\t\t\n\t\tNamedPipeServerStream read_pipe;\n\t\tNamedPipeServerStream write_pipe;\n\t\tSystem.IO.StreamReader pipe_reader;\n\t\tSystem.IO.StreamWriter pipe_writer;\n\n\t\tstring initialization_daemon_reply;\n\t\ttry {\n\t\t\tinitialization_daemon_reply = Shell.RunShellCommand(\n\t\t\t\t\"src/python/daemons/initialization_daemon.py\",\"query temp\");\n\t\t} catch(System.ComponentModel.Win32Exception) {\n\t\t\t// changing working_directory\n\t\t\tstring working_directory = DirectoryHandling.GetCwd();\n\t\t\tSystem.IO.Directory.SetCurrentDirectory(working_directory);\t\n\t\t\tConsole.WriteLine(working_directory);\n\t\t\t// cleaning up previous daemons\n\t\t\tShell.RunShellCommand(\"src/python/daemons/utils/cleanup_daemons.py\",\"\"); \n\t\t\tinitialization_daemon_reply = Shell.RunShellCommand(\n\t\t\t\t\"src/python/daemons/initialization_daemon.py\",\"query temp\");\n\t\t}\n\t\tif(initialization_daemon_reply == \"Daemon is not running\") {\n\t\t\t// clean /tmp/unity folder before using\n\t\t\tShell.RunShellCommand(\"src/python/daemons/utils/cleanup_daemons.py\",\"\");\n\t\t\t// if you get an error here, it means that the file is not executable\n\t\t\tConsole.WriteLine(\"Daemon is not running.\\nCleaning /tmp/unity directory\");\n\t\t\tShell.RunShellCommand(\"rm\",\"-r /tmp/unity\");\n\t\t\tShell.RunShellCommand(\"mkdir\",\"/tmp/unity\");\n\n\t\t\tShell.RunShellCommand(\n\t\t\t\t\"src/python/daemons/initialization_daemon.py\",\"start temp\");\n\t\t} else {\n\t\t\tConsole.WriteLine(\"Daemon is already running\");\n\t\t}\n\n\t\t// initialization\n\t\tstring write_pipe_path = \"/tmp/unity/\" + objectName + \"_unity_object_write_pipe\";\n\t\tstring read_pipe_path = \"/tmp/unity/\" + objectName + \"_unity_object_read_pipe\";\n\t\t\n\t\tShell.RunShellCommand(\"mkfifo\",read_pipe_path);\n\t\tShell.RunShellCommand(\"mkfifo\",write_pipe_path);\n\n\t\tread_pipe = new NamedPipeServerStream(read_pipe_path,PipeDirection.In);\n\t\twrite_pipe = new NamedPipeServerStream(write_pipe_path,PipeDirection.Out);\n\n\t\t// open the pipe and wait for Python to connect\n\t\tShell.RunShellCommand(\"src/python/daemons/unity_communication_daemon.py\",\"start \" + objectName);\n\t\tread_pipe.WaitForConnection();\n\t\tConsole.WriteLine(\"read pipe is now open\");\n\t\twrite_pipe.WaitForConnection();\n\t\tConsole.WriteLine(\"write pipe is now open\");\n\n\t\tpipe_reader = new System.IO.StreamReader(read_pipe);\n pipe_writer = new System.IO.StreamWriter(write_pipe);\n\n\t\t// handshaking\n\t\tConsole.WriteLine(\"got a signal : \" + pipe_reader.ReadLine());\n\t\t// System.Threading.Thread.Sleep(5000);\n\t\tpipe_writer.WriteLine(\"hello there\\n\");\n\t\tpipe_writer.Flush();\n\t\t// System.Threading.Thread.Sleep(5000);\n\t\tConsole.WriteLine(\"data has been written. Waiting for reply\");\n\t\tConsole.WriteLine(pipe_reader.Read());\n\t\tConsole.WriteLine(\"connected\");\n\t\tLog(\"connected\");\n\n\t\tpipe return_pipe = new pipe {\n\t\t\treader = pipe_reader,\n\t\t\twriter = pipe_writer\n\t\t};\n\n\t\treturn return_pipe;\n\n\t}\n}" }, { "alpha_fraction": 0.6349206566810608, "alphanum_fraction": 0.6507936716079712, "avg_line_length": 24.200000762939453, "blob_id": "1f62cd30d2b17e13254273e292ea96c1e202a25b", "content_id": "0ea2a6d4f0eec645dffcc28126c0da07b7f2da3b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 252, "license_type": "no_license", "max_line_length": 63, "num_lines": 10, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark3/src/python/daemons/utils/cleanup_daemons.py", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "#!/Library/Frameworks/Python.framework/Versions/3.4/bin/python3\n\nimport os\n\nfor root,dirs,files in os.walk('/tmp/unity/') : \n\tfor file in files : \n\t\tif '.pid' in file : \n\t\t\tPID = 0\n\t\t\twith open(file,'r') : \n\t\t\t\tos.kill(int(file.read()),signal.SIGTERM)\n" }, { "alpha_fraction": 0.7297794222831726, "alphanum_fraction": 0.7316176295280457, "avg_line_length": 27.63157844543457, "blob_id": "009e811fd394e336cfea0a4fd42379f24707808b", "content_id": "a1015b11b6eeee326e315653f6ca1183edef9c69", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 1088, "license_type": "no_license", "max_line_length": 75, "num_lines": 38, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark3/src/cs/main/test.cs", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "using System;\nusing System.IO.Pipes; \t// NamedPipeServerStream\n\npublic class test {\n\n\tprivate static string working_directory;\n\tprivate static string name = \"PlayerController1\";\n\tpublic static System.IO.StreamReader pipe_reader;\n\tpublic static System.IO.StreamWriter pipe_writer;\n\n\tpublic static void Main() {\n\t\tawake();\n\t\tstart();\n\t}\n\n\tprivate static void awake() {\n\n\t\tpipe pipe_ = Communication.InitializeCommunication(name);\n\t\tpipe_reader = pipe_.reader;\n\t\tpipe_writer = pipe_.writer;\n\t\tpipe _pipe_ = Communication.InitializeCommunication(\"PlayerController2\");\n\t\n\t}\n\n\tprivate static void start() {\n\t\tstring initialization_daemon_reply = Shell.RunShellCommand(\n\t\t\t\"src/python/daemons/initialization_daemon.py\",\"query temp\");\n\t\tif(initialization_daemon_reply == \"Daemon is running\") {\n\t\t\t// first object whose start method is called\n\t\t\tConsole.WriteLine(\"Daemon is still running\");\n\t\t\tShell.RunShellCommand(\n\t\t\t\t\"src/python/daemons/initialization_daemon.py\",\"stop temp\");\n\t\t\t// run the main Python script now\n\t\t} else {\n\t\t\tConsole.WriteLine(\"Daemon has already been stopped\");\n\t\t}\n\t}\n}\t" }, { "alpha_fraction": 0.5555555820465088, "alphanum_fraction": 0.5565134286880493, "avg_line_length": 30.636363983154297, "blob_id": "13d1d9bc653a93c5dccb43d51fc216f7f2f796b2", "content_id": "037ad5836e44d847cbf00db38d6954fb5d653580", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1044, "license_type": "no_license", "max_line_length": 74, "num_lines": 33, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark4/src/python/daemons/utils/read_object_from_file.py", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "\nclass object_class : \n def __init__(self,name) : \n self.name = name\n def __print__(self) : \n # ensuring that the name is the first value printed\n print('name : ' + self.name)\n for element in self.__dict__.keys() : \n if element != 'name' : \n print(element + ' : ' + self.__dict__[element])\n\ndef parse_file(object_name,string) : \n def remove_spaces(string) : \n return_string = ''\n for character in string : \n if character != ' ' : \n return_string += character\n return return_string\n \n return_object = object_class(object_name)\n \n lines = string.split('\\n')\n for line in lines : \n name,value = [remove_spaces(string) for string in line.split('=')]\n setattr(return_object,name,value)\n return return_object\n\ndef read(file_path) : \n string = ''\n with open(file_path) as file : \n string += file.read()\n \n return_object = parse_file(file_path.split('/')[-1],string)\n return return_object" }, { "alpha_fraction": 0.6144005656242371, "alphanum_fraction": 0.6217105388641357, "avg_line_length": 35.47999954223633, "blob_id": "7adfd14e306476edb11d7144043df9f595c883ef", "content_id": "10f55c7fda6d587506a254ddc2c7312db8a480dc", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2736, "license_type": "no_license", "max_line_length": 81, "num_lines": 75, "path": "/src/testing/unity_python_communication/unity_python_communication_idea1 - Python daemon communication/mark2/daemons/daemon.py", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "\nimport os,sys\nimport atexit\nimport signal\n\ndef daemonize(pidfile,stdin='/dev/null',stdout='/dev/null',stderr='/dev/null') : \n if os.path.exists(pidfile) : \n raise RuntimeError('Already running')\n \n # first fork (detach the child process from the parent \n # process, and then terminate the parent)\n try : \n if os.fork() > 0 : \n raise SystemExit(0) # parent exit\n except OSError as e : \n raise RuntimeError('fork number 1 failed')\n else : \n pass # fork 1 success\n \n # it is a good practice to change the directory so that\n # the daemon is no longer working in the directory it was\n # launched from\n os.chdir('/')\n os.umask(0)\n \n os.setsid() # the child process is now the session leader\n \n # second fork (relinquish session leadership)\n # this step makes the daemon process give up the ability\n # to acquire a new controlling terminal (because only a \n # session leader can do so) and provides even more isolation\n try : \n if os.fork() > 0 : \n raise SystemExit(0)\n except OSError as e : \n raise RuntimeError('fork number 2 failed')\n else : \n pass # fork 2 success\n \n # replace the file descriptors for stdin, stdout and stderr\n with open(stdin,'rb',0) as f : \n # dup2 duplicates the file descriptor, closing the latter\n # first if necessary.\n # syntax : dup(fd,fd2) where : \n # fd --> file descriptor to be duplicated\n # fd2 --> the duplicate file descriptor \n os.dup2(f.fileno(),sys.stdin.fileno())\n # what we are doing here is that we are replacing \n # sys.stdin with the file object returned by \n # open(stdin,rb,0)\n with open (stdout,'ab',0) as f : \n os.dup2(f.fileno(),sys.stdout.fileno())\n with open(stderr,'ab',0) as f : \n os.dup2(f.fileno(),sys.stderr.fileno())\n \n # write the PID of the daemon in the pid file (which in this\n # case is \"/tmp/daemon.pid\")\n with open(pidfile,'w') as f : \n f.write(str(os.getpid()))\n \n # remove the PID file at exit\n atexit.register(lambda: os.remove(pidfile))\n # since we need to supply a function to the \"atexit.register\" \n # method, we define an inline function using the \"lambda\" \n # keyword\n \n # signal handler for termination\n def sigterm_handler(signo,frame) : \n raise SystemExit(1)\n # this method is called when any signal is\n # passed to this process\n \n # signal.signal(signalnum, handler)\n # Set the handler for signal signalnum to the function handler. \n # Handler can be a callable Python object\n signal.signal(signal.SIGTERM,sigterm_handler)" }, { "alpha_fraction": 0.5276162624359131, "alphanum_fraction": 0.5351744294166565, "avg_line_length": 32.04807662963867, "blob_id": "ab9e621445b0e01d2beb1ddd6fdb1fa7d811870b", "content_id": "200c654af385dd65aaf5ac77ab8e350648b9aa19", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3440, "license_type": "no_license", "max_line_length": 133, "num_lines": 104, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark4/stack_overflow_question/python/daemons/daemon.py", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "\nimport os,sys\nimport atexit\nimport signal\nimport time,datetime\n\ndef daemonize(pidfile,stdin='/dev/null',stdout='/dev/null',stderr='/dev/null', initialize_pipes = True) : \n \n # initialization of daemon using double fork\n if os.path.exists(pidfile) : \n raise RuntimeError('Already running')\n\n try : \n if os.fork() > 0 : \n raise SystemExit(0) # parent exit\n except OSError as e : \n raise RuntimeError('fork number 1 failed')\n else : \n pass # fork 1 success\n\n os.chdir('/')\n os.umask(0)\n \n os.setsid() # the child process is now the session leader\n \n try : \n if os.fork() > 0 : \n raise SystemExit(0)\n except OSError as e : \n raise RuntimeError('fork number 2 failed')\n else : \n pass # fork 2 success\n\n with open(stdin,'rb',0) as f : \n os.dup2(f.fileno(),sys.stdin.fileno())\n with open (stdout,'ab',0) as f : \n os.dup2(f.fileno(),sys.stdout.fileno())\n with open(stderr,'ab',0) as f : \n os.dup2(f.fileno(),sys.stderr.fileno())\n \n with open(pidfile,'w') as f : \n f.write(str(os.getpid()))\n\n def sigterm_handler(signo,frame) : \n log('exiting daemon')\n raise SystemExit(1)\n \n signal.signal(signal.SIGTERM,sigterm_handler)\n\n # settting up communication pipes\n log_file = '/tmp/log.txt'\n\n def log(string) : \n data_already_present = ''\n if string[-1] != '\\n' : \n string += '\\n'\n with open(log_file,'a+') as f :\n object_name = pidfile.split('.')[-2].split('/')[-1] \n f.write(data_already_present + time.asctime(time.localtime(time.time())) + ' : python : ' + object_name + ' : ' + string)\n f.flush()\n os.fsync(f.fileno())\n\n if initialize_pipes :\n\n # unity pipes initialization\n unity_read_pipe_filename = ''\n unity_write_pipe_filename = ''\n\n for element in pidfile.split('.')[:-1] : \n unity_read_pipe_filename += element + '.'\n unity_write_pipe_filename = unity_read_pipe_filename\n\n unity_write_pipe_filename = unity_write_pipe_filename[:-1] + '_unity_object_read_pipe'\n unity_read_pipe_filename = unity_read_pipe_filename[:-1] + '_unity_object_write_pipe'\n\n unity_read_pipe = open(unity_read_pipe_filename,'r')\n unity_write_pipe = open(unity_write_pipe_filename,'w')\n\n # handshaking with C# script\n r,w = os.pipe()\n pid = os.fork()\n if pid == 0 : \n # read process\n os.close(r)\n time.sleep(1)\n with os.fdopen(w,'w') as w : \n w.write('do it now')\n unity_read_pipe.read() # READ\n log('received acknowledgement from unity')\n sys.exit(0)\n else : \n # write process\n os.close(w)\n with os.fdopen(r,'r') as r : \n log(r.read())\n log('sending handshake to unity') \n unity_write_pipe.write('I am iron man\\n')\n log('handshake sent')\n unity_write_pipe.close() # WRITE\n os.waitpid(pid,0)\n unity_write_pipe = open(unity_write_pipe_filename,'w')\n unity_write_pipe.write('connected\\n')\n unity_write_pipe.close() # WRITE\n \n log('daemon - unity communication established')\n " }, { "alpha_fraction": 0.6666666865348816, "alphanum_fraction": 0.6666666865348816, "avg_line_length": 15, "blob_id": "0ff26c593a9ebfd07803151c0ac90d12885c88d6", "content_id": "944b81544649b950a3ec1703799d0901a08734a1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 255, "license_type": "no_license", "max_line_length": 28, "num_lines": 16, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark3/src/python/testing/a.py", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\t\n\nimport os\n\ntry :\n\tos.mkfifo('/tmp/test')\nexcept OSError : \n\tpass\nprint('opening pipe')\nw = open('/tmp/test','w')\nprint(help(w))\nprint('writing to the pipe')\nw.write('hello there\\n')\nprint('closing pipe')\nw.close()\nprint('done writing')" }, { "alpha_fraction": 0.7196969985961914, "alphanum_fraction": 0.7196969985961914, "avg_line_length": 24.423076629638672, "blob_id": "0e807a59feec5a193659c6f5910974c6bb556f64", "content_id": "db12645033dba3dcb96ad1cedbcb553288f4bde9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 660, "license_type": "no_license", "max_line_length": 94, "num_lines": 26, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark3/src/cs/utils/Shell.cs", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "using System;\n\t\npublic class Shell {\n\tpublic static string RunShellCommand(string command, String arguments) {\n\n\t\tSystem.Diagnostics.ProcessStartInfo startInfo = new System.Diagnostics.ProcessStartInfo () {\n\t\t\tFileName = command,\n\t\t\tArguments = arguments,\n\t\t\tUseShellExecute = false,\n\t\t\tRedirectStandardOutput = true,\n\t\t\tRedirectStandardError = true,\n\t\t};\n\n\t\tSystem.Diagnostics.Process proc = new System.Diagnostics.Process () {\n\t\t\tStartInfo = startInfo,\n\t\t};\n\n\t\tproc.Start ();\n\t\tproc.WaitForExit ();\n\t\tstring return_string = \"\";\n\t\twhile(! proc.StandardOutput.EndOfStream) {\n\t\t\treturn_string += proc.StandardOutput.ReadLine();\n\t\t}\n\t\treturn return_string;\n\t} \n}" }, { "alpha_fraction": 0.576611340045929, "alphanum_fraction": 0.5866460800170898, "avg_line_length": 23.903846740722656, "blob_id": "4f48adc2b6c8b091840a54c2e8ac625cebff3886", "content_id": "978ba203722320a9e598440a512e6ad5b268746f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 2591, "license_type": "no_license", "max_line_length": 99, "num_lines": 104, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark1/test.cs", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "\nusing System;\nusing System.IO;\nusing System.IO.Pipes; \t// NamedPipeServerStream\nusing System.Text;\nusing System.Threading;\n\npublic class pipeServer {\n\t\n\tpublic static void Main() {\n\t\t// NamedPipeServerStream pipeServer = new NamedPipeServerStream(\"/tmp/myfifo1\",PipeDirection.In);\n\t\t// pipeServer.WaitForConnection();\n\t\t// Console.WriteLine(\"connected\");\n\t\t// RunShellCommand(\"ls\",\"\");\n\t\t// Console.WriteLine(\"--------------------\");\n\t\t// string[] split_string = split(\"users/ironstein/desktop/\");\n\t\t// for(int i = 0;i<split_string.Length;i++) {\n\t\t// \tif(split_string[i] == \"\") {\n\t\t// \t\tConsole.WriteLine(\"-\");\n\t\t// \t} else {\n\t\t// \t\tConsole.WriteLine(split_string[i]);\n\t\t// \t}\n\t\t// }\n\t\t// Console.WriteLine(\"------------------\");\n\t\t// Console.WriteLine();\n\t\t// StreamReader ss = new StreamReader(pipeServer);\n\t\t// // while(true) {\n\t\t// \tString filename = ss.ReadLine();\n\t\t// \tConsole.WriteLine(\"got a reply {0}\",filename);\n\t\t// // }\n\n\t\tgetcwd();\n\t}\n\n\tpublic static void RunShellCommand(string command, String arguments) {\n\n\t\tSystem.Diagnostics.ProcessStartInfo startInfo = new System.Diagnostics.ProcessStartInfo () {\n\t\t\tFileName = command,\n\t\t\tArguments = arguments,\n\t\t};\n\n\t\tSystem.Diagnostics.Process proc = new System.Diagnostics.Process () {\n\t\t\tStartInfo = startInfo,\n\t\t};\n\n\t\tproc.Start ();\n\t\tproc.WaitForExit ();\n\t}\n\n\tpublic static string[] split(string str) {\n\t\tint count = 0;\n\n\t\t// type = 0 --> a/b/c/d\n\t\t// type = 1 --> /a/b/c/d\n\t\t// type = 2 --> a/b/c/d/\n\t\t// type = 3 --> /a/b/c/d/\n\t\tint type = 0;\n\t\tif(str[0] == '/') {\n\t\t\ttype = 1;\n\t\t}\n\t\tif(str[str.Length - 1] == '/') {\n\t\t\tif(type == 1) {\n\t\t\t\ttype = 3;\n\t\t\t} else {\n\t\t\t\ttype = 2;\n\t\t\t}\n\t\t}\n\t\tfor(int i=0;i<str.Length;i++) {\n\t\t\tif(str[i] == '/') {\n\t\t\t\tcount += 1;\n\t\t\t}\n\t\t}\n\n\t\tint return_array_length = count + 1;\n\t\tstring[] return_array = new string[return_array_length];\n\t\tint return_array_string_index = 0;\n\n\t\tstring temp_string = \"\";\n\t\tfor(int i=0;i<str.Length;i++) {\n\t\t\tif((str[i] == '/') | (i == str.Length-1)) {\n\t\t\t\tif((str[i] == '/') & (i == str.Length-1)) {\n\t\t\t\t\treturn_array[return_array_string_index + 1] = \"\";\n\t\t\t\t} else if(i == str.Length - 1) {\n\t\t\t\t\ttemp_string += str[i];\n\t\t\t\t}\n\t\t\t\treturn_array[return_array_string_index] = temp_string;\n\t\t\t\treturn_array_string_index += 1;\n\t\t\t\ttemp_string = \"\";\n\t\t\t} else {\n\t\t\t\ttemp_string += str[i];\n\t\t\t}\n\t\t}\n\n\t\treturn return_array;\n\n\t}\n\n\tpublic static string getcwd() {\n\t\tstring[] working_directory_list = split(System.IO.Directory.GetCurrentDirectory());\n\t\tfor(int i=0;i<working_directory_list.Length;i++) {\n\t\t\tConsole.WriteLine(working_directory_list[i]);\n\t\t} \n\t\treturn \"\";\n\t}\n}\n" }, { "alpha_fraction": 0.6590909361839294, "alphanum_fraction": 0.6590909361839294, "avg_line_length": 14, "blob_id": "243ba07e44514397ab55a0c4a553304c0122cf2e", "content_id": "445240229738f44b364931464ce5943c0533a47b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 44, "license_type": "no_license", "max_line_length": 25, "num_lines": 3, "path": "/src/testing/unity_python_communication/unity_python_communication_idea4 - named Pipes/mark2/src/python/test.py", "repo_name": "ironstein0/RTS-game-playing", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\n\nprint('did you miss me!')" } ]
23
adityabhanje/Distributed-File-System
https://github.com/adityabhanje/Distributed-File-System
358378fa51557e2c9994fe883b81fa44ee3262c8
2997517a22f15f52f67d1c9fdb643b7ee1458841
d8b1032d774607609c91a86431940988ed30e4f7
refs/heads/master
2020-04-20T23:31:07.330791
2019-02-05T00:28:22
2019-02-05T00:28:22
169,170,422
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.8004999756813049, "alphanum_fraction": 0.8009999990463257, "avg_line_length": 180.72727966308594, "blob_id": "1093b9449ae13b1487b49fab63cb33b685d3909d", "content_id": "4fb9a9f3526644799111fd96b0d26a3c7ad32620", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2004, "license_type": "no_license", "max_line_length": 959, "num_lines": 11, "path": "/README.md", "repo_name": "adityabhanje/Distributed-File-System", "src_encoding": "UTF-8", "text": "# Distributed-File-System\n\nThis repository contains all the codes which was used to implement a Distributed File System in Linux using FUSE and XMLRPC. \n\nA distributed file system along with a client-server based architecture is implemented. It consists of one remote metaserver to\nstore the metadata of all the files/directories of the file system and N remote data servers(N<=5) to store the data of all the files of the system. To store data equally among all the servers as much as possible, data of all the files needs to be stored on not just one server but on multiple data servers. These multiple data servers are created for implementing the fault tolerance and redundancy principles i.e. if one or more servers fail, the file system should not crash but still be able to still give the data and when the server restarts, it should be able to regain all the data of the files which it was storing prior to its failure. Persistent storage must also be done for all these servers i.e. the data servers need to store their values on the local hard disk from which the server gets its data and updates the data to it as well. Also care must be taken that the data of the files retrieved from the servers by the client is not corrupt for\nfault tolerance.\nBy solving the above problem statement, a distributed client-server based file system is created which takes care two of the major principles of an efficient system design: redundancy and fault tolerance.\n\nRedundancy is taken care by storing multiple copies of the same data of the file on not just one but two other servers as well (i.e. one file has got three copies of it in this file system).\nFault tolerance is taken care by using the checksum of data for its verification and if the data from that server is corrupted, the client will take data from it’s next replicate copy and repeat the procedure. Also if the persistent storage fails, when the server restarts, it needs to restore all the data which it had prior to it’s failure. \n" }, { "alpha_fraction": 0.47574344277381897, "alphanum_fraction": 0.5196454524993896, "avg_line_length": 30.383882522583008, "blob_id": "31d1ab8f883b197b2111782f459385b8a94b284d", "content_id": "b6511171c6c783395a57cd7aba76336bf60963b8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 36217, "license_type": "no_license", "max_line_length": 149, "num_lines": 1154, "path": "/distributedFS.py", "repo_name": "adityabhanje/Distributed-File-System", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\nfrom __future__ import print_function, absolute_import, division\nfrom fuse import FUSE, FuseOSError, Operations, LoggingMixIn\nimport logging, xmlrpclib, pickle\nfrom xmlrpclib import Binary\nimport os, hashlib,socket, time\n\nfrom collections import defaultdict\nfrom errno import ENOENT, ENOTEMPTY\nfrom stat import S_IFDIR, S_IFLNK, S_IFREG\nfrom sys import argv, exit\nfrom time import time\nfrom time import sleep\n\nif not hasattr(__builtins__, 'bytes'):\n bytes = str\n\ndef checkf(server,s):\n return pickle.loads((servers[s].checkprd()).data) \n##################ogi copy meta##################\ndef putval1(mserver,key,val):\n return mserver.putd(Binary(key),Binary(pickle.dumps(val))) \n\ndef getval1(mserver,key):\n return pickle.loads((mserver.getd(Binary(key))).data)\n\n##################ogi copy data(By key only)##################\ndef putval2(dserver,key,val,s):\n return servers[s].putd(Binary(key),Binary(pickle.dumps(val))) \n\ndef getval2(dserver,key,s):\n return pickle.loads((servers[s].getd(Binary(key))).data)\n\n\n##################ogi copy data(entire)##################\ndef getval3(dserver,s):\n return pickle.loads((servers[s].getd3()).data) \n\ndef putval3(dserver,val,s):\n return servers[s].putd3(Binary(pickle.dumps(val))) \n\n#################replica 1 copy data(By key only)##################\ndef rep1putval2(dserver,key,val,s):\n return servers[s].r1putd(Binary(key),Binary(pickle.dumps(val))) \n\ndef rep1getval2(dserver,key,s):\n return pickle.loads((servers[s].r1getd(Binary(key))).data)\n\n\n##################replica1 copy data(entire)##################\ndef rep1getval3(dserver,s):\n return pickle.loads((servers[s].r1getd3()).data) \n\ndef rep1putval3(dserver,val,s):\n return servers[s].r1putd3(Binary(pickle.dumps(val))) \n\n\n#################replica 2 copy data(By key only)##################\ndef rep2putval2(dserver,key,val,s):\n return servers[s].r2putd(Binary(key),Binary(pickle.dumps(val))) \n\ndef rep2getval2(dserver,key,s):\n return pickle.loads((servers[s].r2getd(Binary(key))).data)\n\n\n##################replica2 copy data(entire)##################\ndef rep2getval3(dserver,s):\n return pickle.loads((servers[s].r2getd3()).data) \n\ndef rep2putval3(dserver,val,s):\n return servers[s].r2putd3(Binary(pickle.dumps(val))) \n\n\n#*****************************************************************************************************************\n##################ogi copy checksum(By key only)##################\ndef cputval2(dserver,key,val,s):\n return servers[s].cputd(Binary(key),Binary(pickle.dumps(val))) \n\ndef cgetval2(dserver,key,s):\n return pickle.loads((servers[s].cgetd(Binary(key))).data)\n\n\n##################ogi copy checksum(entire)##################\ndef cgetval3(dserver,s):\n return pickle.loads((servers[s].cgetd3()).data) \n\ndef cputval3(dserver,val,s):\n return servers[s].cputd3(Binary(pickle.dumps(val))) \n\n#################replica 1 copy checksum(By key only)##################\ndef crep1putval2(dserver,key,val,s):\n return servers[s].r1cputd(Binary(key),Binary(pickle.dumps(val))) \n\ndef crep1getval2(dserver,key,s):\n return pickle.loads((servers[s].r1cgetd(Binary(key))).data)\n\n\n##################replica1 copy checksum(entire)##################\ndef crep1getval3(dserver,s):\n return pickle.loads((servers[s].r1cgetd3()).data) \n\ndef crep1putval3(dserver,val,s):\n return servers[s].r1cputd3(Binary(pickle.dumps(val))) \n\n\n#################replica 2 copy checksum(By key only)##################\ndef crep2putval2(dserver,key,val,s):\n return servers[s].r2cputd(Binary(key),Binary(pickle.dumps(val))) \n\ndef crep2getval2(dserver,key,s):\n return pickle.loads((servers[s].r2cgetd(Binary(key))).data)\n\n\n##################replica2 copy checksum(entire)##################\ndef crep2getval3(dserver,s):\n return pickle.loads((servers[s].r2cgetd3()).data) \n\ndef crep2putval3(dserver,val,s):\n return servers[s].r2cputd3(Binary(pickle.dumps(val))) \n\n\ndef corruptf(dserver,path,s):\n return servers[s].corruptd(Binary(pickle.dumps(path))) \n\n\n\n\n\n\n\n\n\ndef servstat(sport):\n a = xmlrpclib.ServerProxy(\"http://localhost:\"+str(int(sport)))\n\n try:\n \ta._() # Call a fictive method.\n except xmlrpclib.Fault:\n # connected to the server and the method doesn't exist which is expected.\n pass\n except socket.error:\n # Not connected ; socket error mean that the service is unreachable.\n return False, None\n\t \t# Just in case the method is registered in the XmlRPC server\n return True, a\n\n#servers=[]\n#readserv=[]\n#pnum=[]\n#servercount=0\ndef writecheck():\n global servers, servercount\n servers=[None]*servercount\n global pnum,servercount\n conn=[0]*servercount\n salive=[0]*servercount\n while 1:\n i=0\n servtotal=0\n while i<servercount:\n conn[i],servers[i]= servstat(pnum[i])\n i+=1\n i=0\n while i<servercount:\n if conn[i]==True:\n print (\"server\"+str(i)+\" is alive\")\n salive[i]=1\n if conn[i]!=True:\n print(\"Waiting for server\"+str(i))\n i+=1\n for every in salive:\n servtotal+=every \n if servtotal==servercount:\n print (\"All servers are ready for contact\")\n\t if xyz==1:\n\t\tdbrest()\n break\n\n#------------------------------------------------------ persistence starts -----------------------------------\nxyz=0\ndef dbrest():\n global servercount\n i=0\n while i<servercount:\n \tdbstat=checkf(servers[i], i)\n\tif not dbstat:\n\t org=i\n\t rep1=(org+1)%servercount\n\t rep2=(org-1)%servercount\n\t d=rep1getval3(servers[rep1], rep1)\n\t d1=rep2getval3(servers[rep1], rep1)\n\t d2=rep1getval3(servers[rep2], rep2)\n\t putval3(servers[org], d, org)\n\t rep1putval3(servers[org], d1, org)\n\t rep2putval3(servers[org], d2, org)\n\t d=crep1getval3(servers[rep1], rep1)\n\t d1=crep2getval3(servers[rep1], rep1)\n\t d2=crep1getval3(servers[rep2], rep2)\n\t cputval3(servers[org], d, org)\n\t crep1putval3(servers[org], d1, org)\n\t crep2putval3(servers[org], d2, org)\n\ti+=1\n\t \n#----------------------------------------------------------------- presistence ends------------------ \n\ndef checkread():\n global servers\n global pnum,servercount, xyz\n global serv_read\n global readserv\n readserv=[0]*servercount \n conn=[None]*servercount\n while 1:\n i=0\n servtotal=0\n while i<servercount:\n conn[i],servers[i]= servstat(pnum[i])\n i+=1\n i=0\n while i<servercount:\n if conn[i]==True:\n print (\"server\"+str(i)+\" is alive\")\n readserv[i]=1\n \t\tcheck=checkf(servers[i], i)\n\t\tif not check:\n\t\t\tdbrest()\n if conn[i]!=True:\n print(\"Waiting for server\"+str(i))\n i+=1\n for every in readserv:\n servtotal+=every\n\t\n if servtotal>=(servercount-2):\n print (\"atleast \"+ str(servtotal) +\" servers are ready for contact\")\n break\n return servtotal\n \n\n\nclass Memory(LoggingMixIn, Operations):\n\n def fn1(self,s):\n L=[]\n while s!=\"\":\n L.append(s[0:8])\n s=s[8:]\n return L\n\n\n def fn2(self,l):\n s=''.join(l)\n return s\n\n def mysplit(self,path): #Fn. to obtain child and parent path\n cout=path.count('/') \n if cout==1:\n parent=\"/\"\n child=path[path.find('/')+1:]\n else:\n parent=path[:path.rfind('/')]\n child=path[path.rfind('/')+1:]\n return parent,child\n \n def __init__(self):\n self.meta = {} \n self.meta['files'] = {}\n\tself.meta['child'] = defaultdict(list)\n\tself.fd = 0\n now = time()\n self.meta['files']['/'] = dict(st_mode=(S_IFDIR | 0o755), st_ctime=now,\n st_mtime=now, st_atime=now, st_nlink=2)\n putval1(server_meta,\"files\",self.meta['files'])\n putval1(server_meta,\"child\",self.meta['child'])\n\n def chmod(self, path, mode):\n x1 = getval1(server_meta,\"files\") \n x1[path]['st_mode'] &= 0o770000\n x1[path]['st_mode'] |= mode\n putval1(server_meta,\"files\",x1)\n return 0\n\n\n def chown(self, path, uid, gid):\n x1 = getval1(server_meta,\"files\")\n x1[path]['st_uid'] = uid\n x1[path]['st_gid'] = gid\n putval1(server_meta,\"files\",x1)\n\n def create(self, path, mode):\n\tglobal servers, servercount, xyz\n writecheck()\n\txyz=1\n x1 = getval1(server_meta,\"files\")\n x2 = getval1(server_meta,\"child\")\n x1[path] = dict(st_mode=(S_IFREG | mode), st_nlink=1,\n st_size=0, st_ctime=time(), st_mtime=time(),\n st_atime=time())\n\ti=0\t\n\twhile(i<servercount):\n\t putval2(servers[i], path , [],i)\n\t rep1putval2(servers[i], path , [],i)\n\t rep2putval2(servers[i], path , [],i)\n\t cputval2(servers[i], path , [],i)\n\t crep1putval2(servers[i], path , [],i)\n\t crep2putval2(servers[i], path , [],i)\n\t\ti+=1\n ppath,cpath=self.mysplit(path)\n\tx2[ppath].append(cpath) \n self.fd += 1\n\tputval1(server_meta,\"files\",x1)\n\tputval1(server_meta,\"child\",x2)\n return self.fd\n\n def getattr(self, path, fh=None):\n x1 = getval1(server_meta,\"files\")\n if path not in x1:\n raise FuseOSError(ENOENT)\n return x1[path]\n\n def getxattr(self, path, name, position=0):\n x1 = getval1(server_meta,\"files\")\n attrs = x1[path].get('attrs', {})\n try:\n return attrs[name]\n except KeyError:\n return '' \n\n def listxattr(self, path):\n x1 = getval1(server_meta,\"files\")\n attrs = x1[path].get('attrs', {})\n return attrs.keys()\n\n def mkdir(self, path, mode):\n x1 = getval1(server_meta,\"files\")\n x2 = getval1(server_meta,\"child\")\n x1[path] = dict(st_mode=(S_IFDIR | mode), st_nlink=2,\n st_size=0, st_ctime=time(), st_mtime=time(),\n st_atime=time())\n ppath,cpath=self.mysplit(path)\n x2[ppath].append(cpath) \n x2[path]=[] \n x1[ppath]['st_nlink'] += 1\n putval1(server_meta,\"files\",x1)\n putval1(server_meta,\"child\",x2)\n\n\n def open(self, path, flags):\n self.fd += 1\n\tprint(\"--------------------------------------- chutiya ------------------------\")\n return self.fd\n#----------------------------------------------read starts -----------------------------------------------\n\n def read(self, path, size, offset, fh):\n\tglobal readserv, servercount\n servtotal=checkread()\n\tif servtotal>=(servercount-2):\n\t org=hash(path)%servercount\n\t rep1=(org+1)%servercount\n\t rep2=(org+2)%servercount\n a1=path\n x1 = getval1(server_meta,\"files\")\n l= (x1[path]['st_size'])\n\t if l%8 == 0:\n\t l=int(l/8)\n\t else:\n\t \tl=int((l/8)+1)\n\t pos=0\n\t pos1=0\n\t d=[]\n\t data2=[]\n\t while l!=0:\n\t\tf=0\n\t\tf1=0\n\t\tf2=0\n\t\tf3=0\n\t\tif readserv[org] == 1 and f==0:\n\t\t\tcsum=cgetval2(servers[org],path,org)\n\t\t\tecsum=csum[pos]\n\t\t\tcheck=getval2(servers[org], path,org)\n\t\t\tcheckelem=check[pos]\n if ecsum == hash(checkelem):\n\t \t\t\tdata2=checkelem\n\t\t\t\tf=1\n\t\t\t\tf1=1\n\t\tif readserv[rep1] == 1 and f==0:\n\t\t\trep1csum=crep1getval2(servers[rep1],path,rep1)\n\t\t\terep1csum=rep1csum[pos]\n\t\t\trep1check=rep1getval2(servers[rep1], path,rep1)\n erep1checkelem=rep1check[pos]\n\t\t\tif erep1csum == hash(erep1checkelem):\n\t \t\t\tdata2=erep1checkelem\n\t\t\t\tf=1\n\t\t\t\tf2=1\n\t\tif readserv[rep2] == 1 and f==0:\n\t\t\trep2csum=crep2getval2(servers[rep2],path,rep2)\n\t\t\terep2csum=rep2csum[pos]\n\t\t\trep2check=rep2getval2(servers[rep2], path,rep2)\n\t\t\terep2checkelem=rep2check[pos]\n\t\t\tif erep2csum == hash(erep2checkelem):\n\t \t\t\tdata2=erep2checkelem\n\t\t\t\tf=1\n\t\t\t\tf3=1\n#############################got the correct data,now start putting in the wrong servers#########################3\n\n\t\tif readserv[org] == 1 and readserv[rep1] == 1:\n\t\t\tif f1==0 and f2==0 and f3==1:\n check[pos]=data2\n\t\t\t csum[pos]=hash(data2)\n rep1check[pos]=data2\n\t\t\t rep1csum[pos]=hash(data2)\n\t\t\t\tcputval2(servers[org],path,csum,org)\n\t\t\t\tcrep1putval2(servers[rep1],path,rep1csum,rep1)\n\t\t\t\tputval2(servers[org],path,data2,org)\n\t\t\t\trep1putval2(servers[rep1],path,data2,rep1)\n\t\t\tif f1==0 and f2==1:\n check[pos]=data2\n\t\t\t csum[pos]=hash(data2)\n\t\t\t\tcputval2(servers[org],path,csum,org)\n\t\t\t\tputval2(servers[org],path,check,org)\n\t\tif readserv[org] == 1 and readserv[rep1] == 0:\n\t\t\tif f1==0 and f3==1:\n\t\t\t\tcheck[pos]=data2\n\t\t\t csum[pos]=hash(data2)\n\t\t\t\tcputval2(servers[org],path,csum,org)\n\t\t\t\tputval2(servers[org],path,check,org)\n\t\tif readserv[org] == 0 and readserv[rep1] == 1:\n\t\t\tif f2==0 and f3==1:\n rep1check[pos]=data2\n\t\t\t rep1csum[pos]=hash(data2)\n\t\t\t\tcrep1putval2(servers[rep1],path,rep1csum,rep1)\n\t\t\t\trep1putval2(servers[rep1],path,rep1check,rep1)\n\t \n\n\t \td.append(data2)\n\t \tpos1=(pos1+1)%servercount\n\t \tif pos1 == 0:\n\t \t\tpos+=1\n\t org=(org+1)%servercount\n\t\trep1=(rep1+1)%servercount\n\t\trep2=(rep2+1)%servercount\n\t \tl-=1\n str1 = d[int(offset/8):int(((offset+size)/8) + 1)] \n str1 = self.fn2(str1)\n str1 = str1[offset%8 : ] + str1[-((offset+size)%8):]\n return str1 \n#---------------------------------------------read ends -------------------------------------------------\n\n def readdir(self, path, fh):\n x2 = getval1(server_meta,\"child\")\n ppath,cpath=self.mysplit(path)\n for x in x2: \n if x==path: \n return ['.', '..']+x2[path] \n\n def readlink(self, path):\n\tglobal readserv, servercount\n servtotal=checkread()\n\tif servtotal>=(servercount-2):\n\t org=hash(path)%servercount\n\t rep1=(org+1)%servercount\n\t rep2=(org+2)%servercount\n d = getval2(servers[org], path,org)\n return self.fn2(d)\n\n def removexattr(self, path, name):\n x1 = getval1(server_meta,\"files\")\n attrs = x1[path].get('attrs', {})\n try:\n del attrs[name]\n putval1(server_meta,\"files\",x1)\n except KeyError:\n pass \n\n\n\n def rename(self, old, new):\n\tglobal servers, servercount\n writecheck()\n x1 = getval1(server_meta,\"files\")\n x2 = getval1(server_meta,\"child\")\n\torg = hash(old)%servercount\n\trep1 = (org+1)%servercount\n\trep2 = (org+2)%servercount\n\ty = hash(new)%servercount\n\ty1 = (y+1)%servercount\n\ty2 = (y+2)%servercount\n\td = getval3(servers[org],org)\n\tppathold,cpathold=self.mysplit(old)\n\tppathnew,cpathnew=self.mysplit(new)\n\tif cpathold == cpathnew:\n\t \tx2[ppathnew].append(cpathnew)\n\t \tx2[ppathold].remove(cpathold)\n\t \tfor i in x2.keys():\n\t\t\tlistnew=i.split('/')\t\t\n\t\t\tif cpathold in listnew:\n\t\t\t\ta_po=i.find(cpathold)\n\t\t\t\tprint(a_po)\n\t\t\t\tattach=i[a_po:]\n\t\t\t\tprint(attach)\n\t\t\t\tnewkey=ppathnew + '/' + attach\n\t\t\t\tprint(newkey)\n\t\t\t\tprint(x2)\n\t\t\t\tx2[newkey]=x2.pop(i)\n\t\t\t\tx1[newkey]=x1.pop(i)\n\t\t\t\tprint(x2)\n\n\t\tfor i in d.keys():\n\t\t\tlistnew=i.split('/')\n\t\t\tif cpathold in listnew:\n\t\t\t\ta_po=i.find(cpathold)\n\t\t\t\tprint(a_po)\n\t\t\t\tattach=i[a_po:]\n\t\t\t\tprint(attach)\n\t\t\t\tnewkey=ppathnew + '/' + attach\n\t\t \t\tx1[newkey]=x1.pop(i)\n\t\t\t\tn=0\n\t\t\t\torg = hash(i)%servercount\n\t\t\t\trep1 = (org+1)%servercount\n\t\t\t\trep2 = (org+2)%servercount\n\t\t\t\ty = hash(newkey)%servercount\n\t\t\t\ty1 = (y+1)%servercount\n\t\t\t\ty2 = (y+2)%servercount\t\n\t\t\t\twhile(n<servercount):\n\t\t\t\t\tt=[]\n\t\t\t\t\tt1=[]\n\t\t\t\t\tt2=[]\n\t\t\t\t\tt3=[]\n\t\t\t\t\tt4=[]\n\t\t\t\t\tt5=[]\n\t \t\t\td = getval3(servers[org], org)\n\t \t\t\td1 = rep1getval3(servers[rep1], rep1)\n\t \t\t\td2 = rep2getval3(servers[rep2], rep2)\n\t \t\t\td3 = cgetval3(servers[org],org)\n\t \t\t\td4 = crep1getval3(servers[rep1],rep1)\n\t \t\t\td5 = crep2getval3(servers[rep2],rep2)\n\t\t\t\t\tt = d[i]\n\t\t\t\t\tt1 = d1[i]\n\t\t\t\t\tt2 = d2[i]\n\t\t\t\t\tt3 = d3[i]\n\t\t\t\t\tt4 = d4[i]\n\t\t\t\t\tt5 = d5[i]\n\t\t\t\t\td.pop(i)\n\t\t\t\t\td1.pop(i)\n\t\t\t\t\td2.pop(i)\n\t\t\t\t\td3.pop(i)\n\t\t\t\t\td4.pop(i)\n\t\t\t\t\td5.pop(i)\n\t\t\t\t\tputval3(servers[org], d,org)\n\t \t\t\trep1putval3(servers[rep1], d1,rep1)\n\t \t\t\trep2putval3(servers[rep2], d2,rep2)\n\t \t\t\tcputval3(servers[org], d3,org)\n\t \t\t\tcrep1putval3(servers[rep1], d4,rep1)\n\t \t\t\tcrep2putval3(servers[rep2], d5,rep2)\n\n\t \t\t\td = getval3(servers[y], y)\n\t \t\t\td1 = rep1getval3(servers[y1], y1)\n\t \t\t\td2 = rep2getval3(servers[y2], y2)\n\t \t\t\td3 = cgetval3(servers[y],y)\n\t \t\t\td4 = crep1getval3(servers[y1],y1)\n\t \t\t\td5 = crep2getval3(servers[y2],y2)\n\t\t\t\t\td[newkey]=t\n\t\t\t\t\td1[newkey]=t1\n\t\t\t\t\td2[newkey]=t2\n\t\t\t\t\td3[newkey]=t3\n\t\t\t\t\td4[newkey]=t4\n\t\t\t\t\td5[newkey]=t5\n\t\t\t\t\tputval3(servers[y], d,y)\n\t \t\t\trep1putval3(servers[y1], d1,y1)\n\t \t\t\trep2putval3(servers[y2], d2,y2)\n\t \t\t\tcputval3(servers[y], d3,y)\n\t \t\t\tcrep1putval3(servers[y1], d4,y1)\n\t \t\t\tcrep2putval3(servers[y2], d5,y2)\n\t\t\t\t\tn+=1\n\t\t\t\t\torg=(org+1)%servercount\n\t\t\t\t\trep1=(rep1+1)%servercount\n\t\t\t\t\trep2=(rep2+1)%servercount\n\t\t\t\t\ty=(y+1)%servercount\n\t\t\t\t\ty1=(y1+1)%servercount\n\t\t\t\t\ty2=(y2+1)%servercount\t\t\t\t\t\n\n\t\t\n\telse:\n\t\tfor i in d.keys():\t\t\n\t\t\toldkey=i\n\t\t\tlistnew=i.split('/')\n\t\t\tfor n,k in enumerate(listnew):\n\t\t\t\tif k==cpathold:\n\t\t\t\t\tlistnew[n]=cpathnew \n \t\t\t\t\tnewkey = \"/\".join(listnew)\n\t\t\t\t\tx1[newkey] =x1.pop(oldkey)\n\t\t\t\t\tn=0\n\t\t\t\t\torg = hash(oldkey)%servercount\n\t\t\t\t\trep1 = (org+1)%servercount\n\t\t\t\t\trep2 = (org+2)%servercount\n\t\t\t\t\ty = hash(newkey)%servercount\n\t\t\t\t\ty1 = (y+1)%servercount\n\t\t\t\t\ty2 = (y+2)%servercount\t\n\t\t\t\t\twhile(n<servercount):\n\t\t\t\t\t\tt=[]\n\t\t\t\t\t\tt1=[]\n\t\t\t\t\t\tt2=[]\n\t\t\t\t\t\tt3=[]\n\t\t\t\t\t\tt4=[]\n\t\t\t\t\t\tt5=[]\n\t \t\t\t\td = getval3(servers[org], org)\n\t \t\t\t\td1 = rep1getval3(servers[rep1], rep1)\n\t \t\t\t\td2 = rep2getval3(servers[rep2], rep2)\n\t \t\t\t\td3 = cgetval3(servers[org],org)\n\t \t\t\t\td4 = crep1getval3(servers[rep1],rep1)\n\t \t\t\t\td5 = crep2getval3(servers[rep2],rep2)\n\t\t\t\t\t\tt = d[oldkey]\n\t\t\t\t\t\tt1 = d1[oldkey]\n\t\t\t\t\t\tt2 = d2[oldkey]\n\t\t\t\t\t\tt3 = d3[oldkey]\n\t\t\t\t\t\tt4 = d4[oldkey]\n\t\t\t\t\t\tt5 = d5[oldkey]\n\t\t\t\t\t\td.pop(oldkey)\n\t\t\t\t\t\td1.pop(oldkey)\n\t\t\t\t\t\td2.pop(oldkey)\n\t\t\t\t\t\td3.pop(oldkey)\n\t\t\t\t\t\td4.pop(oldkey)\n\t\t\t\t\t\td5.pop(oldkey)\n\t\t\t\t\t\tputval3(servers[org], d,org)\n\t \t\t\t\trep1putval3(servers[rep1], d1,rep1)\n\t \t\t\t\trep2putval3(servers[rep2], d2,rep2)\n\t \t\t\t\tcputval3(servers[org], d3,org)\n\t \t\t\t\tcrep1putval3(servers[rep1], d4,rep1)\n\t \t\t\t\tcrep2putval3(servers[rep2], d5,rep2)\n\t\n\t \t\t\t\td = getval3(servers[y], y)\n\t \t\t\t\td1 = rep1getval3(servers[y1], y1)\n\t \t\t\t\td2 = rep2getval3(servers[y2], y2)\n\t \t\t\t\td3 = cgetval3(servers[y],y)\n\t \t\t\t\td4 = crep1getval3(servers[y1],y1)\n\t \t\t\t\td5 = crep2getval3(servers[y2],y2)\n\t\t\t\t\t\td[newkey]=t\n\t\t\t\t\t\td1[newkey]=t1\n\t\t\t\t\t\td2[newkey]=t2\n\t\t\t\t\t\td3[newkey]=t3\n\t\t\t\t\t\td4[newkey]=t4\n\t\t\t\t\t\td5[newkey]=t5\t\n\t\t\t\t\t\tputval3(servers[y], d,y)\n\t \t\t\t\trep1putval3(servers[y1], d1,y1)\n\t \t\t\t\trep2putval3(servers[y2], d2,y2)\n\t \t\t\t\tcputval3(servers[y], d3,y)\n\t \t\t\t\tcrep1putval3(servers[y1], d4,y1)\n\t \t\t\t\tcrep2putval3(servers[y2], d5,y2)\n\t\t\t\t\t\tn+=1\n\t\t\t\t\t\torg=(org+1)%servercount\n\t\t\t\t\t\trep1=(rep1+1)%servercount\n\t\t\t\t\t\trep2=(rep2+1)%servercount\n\t\t\t\t\t\ty=(y+1)%servercount\n\t\t\t\t\t\ty1=(y1+1)%servercount\n\t\t\t\t\t\ty2=(y2+1)%servercount\n\n\t\tfor i in x2.keys():\t\t\n\t\t\toldkey=i\n\t\t\tlistnew=i.split('/')\n\t\t\tfor n,k in enumerate(listnew):\n\t\t\t\tif k==cpathold:\n\t\t\t\t\tlistnew[n]=cpathnew \n \t\t\t\t\tnewkey = \"/\".join(listnew)\n\t\t\t\t\tx2[newkey]=x2.pop(oldkey)\n\t\t\t\t\tx1[newkey] =x1.pop(oldkey)\n\n\t\tpnon,cnon=self.mysplit(new)\n\t\tx2[pnon].append(cpathnew)\t\t\t \n\t\tx2[pnon].remove(cpathold)\n\n\tputval1(server_meta,\"files\",x1)\n putval1(server_meta,\"child\",x2)\n\t\n\n#---------------------------------------------------------------------- rename ends --------------------------------------------------\n\n def rmdir(self, path):\n\tglobal servers, servercount\n writecheck() \n x1 = getval1(server_meta,\"files\")\n x2 = getval1(server_meta,\"child\")\n\tprint(\"--------------------------------------------\")\n\tprint(x1[path])\n\tif x1[path]['st_nlink'] <= 2:\n ppath,cpath=self.mysplit(path)\n\t x1.pop(path)\n x2.pop(path)\n x2[ppath].remove(cpath)\n x1[ppath]['st_nlink'] -= 1\n putval1(server_meta,\"files\",x1)\n putval1(server_meta,\"child\",x2)\n\telse:\n\t raise FuseOSError(ENOTEMPTY)\t\n\t\t\n def setxattr(self, path, name, value, options, position=0):\n x1 = getval1(server_meta,\"files\")\n attrs = x1[path].setdefault('attrs', {})\n attrs[name] = value\n putval1(server_meta,\"files\",x1)\n\n\n def statfs(self, path):\n return dict(f_bsize=512, f_blocks=4096, f_bavail=2048)\n\n def symlink(self, target, source):\n\tglobal servers, servercount\n writecheck() \n x1 = getval1(server_meta,\"files\")\n\tx2 = getval1(server_meta,\"child\")\t\n x1[target] = dict(st_mode=(S_IFLNK | 0o777), st_nlink=1, st_size=len(source))\n\tppath,cpath=self.mysplit(target)\n\tx2[ppath].append(cpath)\n putval1(server_meta,\"files\",x1)\n\tputval1(server_meta,\"child\",x2)\n\torg=hash(target)%servercount\n\trep1=(org+1)%servercount\n\trep2=(org+2)%servercount\n\td = getval2(servers[org], target,org)\n\td = self.fn1(source)\n putval2(servers[org], target, d,org)\n rep1putval2(servers[rep1], target, d,rep1)\n rep2putval2(servers[rep2], target, d,rep2)\n\tcd=hash(source)\n cputval2(servers[org], target, d,org)\n crep1putval2(servers[rep1], target, d,rep1)\n crep2putval2(servers[rep2], target, d,rep2)\n\t\n\n#------------------------------------------------------- truncate --------------------------------\n\n def truncate(self, path, length, fh=None): \n\tglobal servers, servercount\n writecheck() \n#----------get the complete data------------------\n\torg=hash(path)%servercount\n\trep1=(org+1)%servercount\n\trep2=(org+2)%servercount\n x1 = getval1(server_meta,\"files\") \n l= (x1[path]['st_size'])\n\tif length > l:\n x1[path]['st_size'] = l\n putval1(server_meta,\"files\",x1)\n\telse:\n\t if l%8 == 0:\n\t l=int(l/8)\n\t else:\n\t \tl=int((l/8)+1)\n\t pos=0\n\t pos1=0\n\t d=[]\n\t rep1d=[]\n\t rep2d=[]\n\t while l!=0:\n\t \tdata2=getval2(servers[org], path,org)\n\t \trep1data2=rep1getval2(servers[rep1], path,rep1)\n\t \trep2data2=rep2getval2(servers[rep2], path,rep2)\n\t \td.append(data2[pos])\n\t \trep1d.append(rep1data2[pos])\n\t \trep2d.append(rep2data2[pos])\n\t \tpos1=(pos1+1)%servercount\n\t \tif pos1 == 0:\n\t \t\tpos+=1\n\t \torg=(org+1)%servercount\n\t \trep1=(rep1+1)%servercount\n\t \trep2=(rep2+1)%servercount\n\t \tl-=1\n str1 = d\n str1 = self.fn2(str1)\n\t str1 = str1[0:length]\n rep1str1 = rep1d\n rep1str1 = self.fn2(rep1str1)\n\t rep1str1 = rep1str1[0:length]\n rep2str1 = rep2d\n rep2str1 = self.fn2(rep2str1)\n\t rep2str1 = rep2str1[0:length]\t\n#------------------------------------delete it completely starts------------------------ \n\t i=0\n org=hash(path)%servercount\n rep1=(org+1)%servercount\n rep2=(org+2)%servercount\n\t while i!=servercount:\n\t \td = getval3(servers[org],org)\n\t\tcd = cgetval3(servers[org],org)\n\t\tprint(\"---------------------++++++++++========================////////////////////\",cd)\n\t \tif path not in d.keys():\n\t \t\ti+=1\n org=(org+1)%servercount\n\t\t\tcontinue\n \td.pop(path)\n\t \tputval3(servers[org], d,org)\n \tcd.pop(path)\n\t \tcputval3(servers[org], cd,org)\n\t \ti+=1\n\t \torg=(org+1)%servercount\n\t i=0\n\t while i!=servercount:\n\t \trep1d = rep1getval3(servers[rep1],rep1)\n\t \tcrep1d = crep1getval3(servers[rep1],rep1)\n\t \tif path not in rep1d.keys():\n\t \t\ti+=1\n rep1=(rep1+1)%servercount\n\t\t\tcontinue\n \trep1d.pop(path)\n\t \trep1putval3(servers[rep1], rep1d,rep1)\n \tcrep1d.pop(path)\n\t \tcrep1putval3(servers[rep1], crep1d,rep1)\n\t \ti+=1\n\t \trep1=(rep1+1)%servercount\n\t i=0\n\t while i!=servercount:\n\t \trep2d = rep2getval3(servers[rep2],rep2)\n\t \tcrep2d = crep2getval3(servers[rep2],rep2)\n\t \tif path not in rep2d.keys():\n\t \t\ti+=1\n rep2=(rep2+1)%servercount\n\t\t\tcontinue\n \trep2d.pop(path)\n\t \trep2putval3(servers[rep2], rep2d,rep2)\n \tcrep2d.pop(path)\n\t \tcrep2putval3(servers[rep2], crep2d,rep2)\n\t \ti+=1\n\t \trep2=(rep2+1)%servercount\n#--------------------------------write again starts-----------------\n\t l=len(str1)\n\t if l%8 == 0:\n\t \tl=int(l/8)\n\t else:\n\t \tl=int((l/8)+1)\n\t data1=self.fn1(str1)\n org=hash(path)%servercount\n\t i=0\n\t while l!=0:\n\t \td = getval2(servers[org],path,org)\n \td.append(data1[i])\n\t \tputval2(servers[org],path,d,org)\n\t \tcd = cgetval2(servers[org],path,org)\n \tcd.append(hash(data1[i]))\n\t \tcputval2(servers[org],path,cd,org)\n\t \torg=(org+1)%servercount\n\t \ti+=1\n\t \tl-=1\n#----------------------------starting rep1------------------\n\n\t rep1l=len(rep1str1)\n\t if rep1l%8 == 0:\n\t \trep1l=int(rep1l/8)\n\t else:\n\t \trep1l=int((rep1l/8)+1)\n\t r1data1=self.fn1(rep1str1)\n org=hash(path)%servercount\n\t rep1=(org+1)%servercount\n\t i=0\n\t while rep1l!=0:\n\t \trep1d = rep1getval2(servers[rep1],path,rep1)\n \trep1d.append(r1data1[i])\n\t \trep1putval2(servers[rep1],path,rep1d,rep1)\n\t \tcrep1d = crep1getval2(servers[rep1],path,rep1)\n \tcrep1d.append(hash(r1data1[i]))\n\t \tcrep1putval2(servers[rep1],path,crep1d,rep1)\n\t \trep1=(rep1+1)%servercount\n\t \ti+=1\n\t \trep1l-=1\n#------------------------starting rep 2=--------------------\n\n\t rep2l=len(rep2str1)\n\t if rep2l%8 == 0:\n\t \trep2l=int(rep2l/8)\n\t else:\n\t \trep2l=int((rep2l/8)+1)\n\t r2data1=self.fn1(rep2str1)\n org=hash(path)%servercount\n\t rep2=(org+2)%servercount\n\t i=0\n\t while rep2l!=0:\n\t \trep2d = rep2getval2(servers[rep2],path,rep2)\n \trep2d.append(r2data1[i])\n\t \trep2putval2(servers[rep2],path,rep2d,rep2)\n\t \tcrep2d = crep2getval2(servers[rep2],path,rep2)\n \tcrep2d.append(hash(r2data1[i]))\n\t \tcrep2putval2(servers[rep2],path,crep2d,rep2)\n\t \trep2=(rep2+1)%servercount\n\t \ti+=1\n\t \trep2l-=1\n\t \n x1[path]['st_size'] = length\n putval1(server_meta,\"files\",x1)\n\n#------------------------------------------------------- truncate ends -------------------------------\t\n\n\n#-------------------------------------------------------remove file--------------------------------- \n def unlink(self, path):\n\tglobal servers, servercount\n writecheck() \n x1 = getval1(server_meta,\"files\")\n x2 = getval1(server_meta,\"child\")\n\tx1.pop(path)\n ppath,cpath=self.mysplit(path)\n\tx2[ppath].remove(cpath)\n putval1(server_meta,\"files\",x1)\n putval1(server_meta,\"child\",x2)\n org=hash(path)%servercount\n\trep1=(org+1)%servercount\n\trep2=(org+2)%servercount\n\ti=0\n\twhile i!=servercount:\n\t d = getval3(servers[org],org)\n\t rep1d = rep1getval3(servers[rep1],rep1)\n\t rep2d = rep2getval3(servers[rep2],rep2)\n d.pop(path)\n rep1d.pop(path)\n rep2d.pop(path)\n\t putval3(servers[org], d,org)\n\t rep1putval3(servers[rep1], rep1d,rep1)\n\t rep2putval3(servers[rep2], rep2d,rep2)\n#================================== cs start ================================\n\t cd = cgetval3(servers[org],org)\n\t crep1d = crep1getval3(servers[rep1],rep1)\n\t crep2d = crep2getval3(servers[rep2],rep2)\n cd.pop(path)\n crep1d.pop(path)\n crep2d.pop(path)\n\t cputval3(servers[org], cd,org)\n\t crep1putval3(servers[rep1], crep1d,rep1)\n\t crep2putval3(servers[rep2], crep2d,rep2)\n#================================ cs end =================================\n\t i+=1\n\t org=(org+1)%servercount\n\t rep1=(rep1+1)%servercount\n\t rep2=(rep2+1)%servercount\n\t\n#--------------------------------------------------remove file ends----------------------------------------\t\n\n def utimens(self, path, times=None):\n x1 = getval1(server_meta,\"files\")\n now = time()\n atime, mtime = times if times else (now, now)\n x1[path]['st_atime'] = atime\n x1[path]['st_mtime'] = mtime\n putval1(server_meta,\"files\",x1)\n\n#------------------------------------------------ write ----------------------------------------------------------------------------------------\n\n def write(self, path, data, offset, fh): \n\tglobal servers, servercount\n writecheck() \n x1 = getval1(server_meta,\"files\") \n l=x1[path]['st_size']\n\tif l%8 == 0:\n\t l=int(l/8)\n\telse:\n\t l=int((l/8)+1)\n\n if l==0: \n data1=self.fn1(data)\n\t org=hash(path)%servercount\n\t rep1=(org+1)%servercount\n\t rep2=(org+2)%servercount\n\t length = len(data1)\n\t i=0\n\t while length!=0:\n\t\td = getval2(servers[org],path,org)\n\t\trep1d = rep1getval2(servers[rep1],path,rep1)\n\t\trep2d = rep2getval2(servers[rep2],path,rep2)\t\t\n\t\td.append(data1[i])\n\t\trep1d.append(data1[i])\n\t\trep2d.append(data1[i])\n\t\tputval2(servers[org],path,d,org)\n\t\trep1putval2(servers[rep1],path,rep1d,rep1)\n\t\trep2putval2(servers[rep2],path,rep2d,rep2)\n#==================================================== cs ===========================================================\n\t\tcs = cgetval2(servers[org],path,org)\n\t\tr1cs = crep1getval2(servers[rep1],path,rep1)\n\t\tr2cs = crep2getval2(servers[rep2],path,rep2)\n\t\tcs.append(hash(data1[i]))\n\t\tr1cs.append(hash(data1[i]))\n\t\tr2cs.append(hash(data1[i]))\n\t\tcputval2(servers[org],path,cs,org)\n\t\tcrep1putval2(servers[rep1],path,r1cs,rep1)\n\t\tcrep2putval2(servers[rep2],path,r2cs,rep2)\n#==================================================== cs ends ============================================\n\t\torg=(org+1)%servercount\n\t\trep1=(rep1+1)%servercount\n\t\trep2=(rep2+1)%servercount\n\t\ti+=1\n\t\tlength-=1\n \n#+++++++++++++++++++++++++++++++++++++++++++++++++ append starts here +++++++++++++++++++++++++++++++++++++++++++++++++ \n\n else: \n org=hash(path)%servercount\n\t rep1=(org+1)%servercount\n\t rep2=(org+2)%servercount\n\t data1=self.fn1(data)\n\t y=((l+org)%servercount)\n\t y1=((l+rep1)%servercount)\n\t y2=((l+rep2)%servercount)\n\t ll=getval2(servers[y-1],path,(y-1))\n\t ll1=rep1getval2(servers[y1-1],path,(y1-1))\n\t ll2=rep2getval2(servers[y2-1],path,(y2-1))\n\t cll=cgetval2(servers[y-1],path,(y-1))\n\t cll1=crep1getval2(servers[y1-1],path,(y1-1))\n\t cll2=crep2getval2(servers[y2-1],path,(y2-1))\n if len(ll[-1]) == 8:\n i=0\n\t length = len(data1)\n\t \twhile length!=0:\n\t\t\td = getval2(servers[y],path,y)\n\t\t\td.append(data1[i])\n\t\t\tputval2(servers[y],path,d,y)\n#------------------------ cs for og -------------------------\n\t\t\tcd = cgetval2(servers[y],path,y)\n\t\t\tcd.append(hash(data1[i]))\n\t\t\tcputval2(servers[y],path,cd,y)\n#------------------------ cs for og -------------------------\n\t\t\ty=(y+1)%servercount\n\t\t\ti+=1\n\t\t\tlength-=1\n if len(ll1[-1]) == 8:\n i=0\n\t length = len(data1)\n\t \twhile length!=0:\n\t\t\trep1d = rep1getval2(servers[y1],path,y1)\n\t\t\trep1d.append(data1[i])\n\t\t\trep1putval2(servers[y1],path,rep1d,y1)\n#------------------------ cs for r1 -------------------------\n\t\t\tcrep1d = crep1getval2(servers[y1],path,y1)\n\t\t\tcrep1d.append(hash(data1[i]))\n\t\t\tcrep1putval2(servers[y1],path,crep1d,y1)\n#------------------------ cs for r1 -------------------------\n\t\t\ty1=(y1+1)%servercount\n\t\t\ti+=1\n\t\t\tlength-=1\n if len(ll2[-1]) == 8:\n i=0\n\t length = len(data1)\n\t \twhile length!=0:\n\t\t\trep2d = rep2getval2(servers[y2],path,y2)\n\t\t\trep2d.append(data1[i])\n\t\t\trep2putval2(servers[y2],path,rep2d,y2)\n#------------------------ cs for r2 -------------------------\n\t\t\tcrep2d = crep2getval2(servers[y2],path,y2)\n\t\t\tcrep2d.append(hash(data1[i]))\n\t\t\tcrep2putval2(servers[y2],path,crep2d,y2)\n#------------------------ cs for r2 -------------------------\n\t\t\ty2=(y2+1)%servercount\n\t\t\ti+=1\n\t\t\tlength-=1\n\n if len(ll[-1])!=8:\n i=0\n\t\ty=y-1\n\t\tdata1 = self.fn1(ll[-1] + data)\n\t\tdel ll[-1]\n\t\tputval2(servers[y],path,ll,y)\n#------------------------ cs for og -------------------------\n\t\tdel cll[-1]\n\t\tcputval2(servers[y],path,cll,y)\n#------------------------ cs -------------------------\n\t\tlength=len(data1)\n\t \twhile length!=0:\n\t\t\td = getval2(servers[y],path,y)\n\t\t\td.append(data1[i])\n\t\t\tputval2(servers[y],path,d,y)\n#------------------------ cs -------------------------\n\t\t\tcd = cgetval2(servers[y],path,y)\n\t\t\tcd.append(hash(data1[i]))\n\t\t\tcputval2(servers[y],path,cd,y)\n#------------------------ cs for og -------------------------\n\t\t\ty=(y+1)%servercount\n\t\t\ti+=1\n\t\t\tlength-=1\n\n if len(ll1[-1])!=8:\n i=0\n\t\ty1=y1-1\n\t\tdata1 = self.fn1(ll1[-1] + data)\n\t\tdel ll1[-1]\n\t\trep1putval2(servers[y1],path,ll1,y1)\n#------------------------ cs for r1 -------------------------\n\t\tdel cll1[-1]\n\t\tcrep1putval2(servers[y1],path,cll1,y1)\n#------------------------ cs -------------------------\n\t\tlength=len(data1)\n\t \twhile length!=0:\n\t\t\trep1d = rep1getval2(servers[y1],path,y1)\n\t\t\trep1d.append(data1[i])\n\t\t\trep1putval2(servers[y1],path,rep1d,y1)\n#------------------------ cs -------------------------\n\t\t\tcrep1d = crep1getval2(servers[y1],path,y1)\n\t\t\tcrep1d.append(hash(data1[i]))\n\t\t\tcrep1putval2(servers[y1],path,crep1d,y1)\n#------------------------ cs for r1 -------------------------\n\t\t\ty1=(y1+1)%servercount\n\t\t\ti+=1\n\t\t\tlength-=1\n\n if len(ll2[-1])!=8:\n i=0\n\t\ty2=y2-1\n\t\tdata1 = self.fn1(ll2[-1] + data)\n\t\tdel ll2[-1]\n\t\trep2putval2(servers[y2],path,ll2,y2)\n#------------------------ cs for r2 -------------------------\n\t\tdel cll2[-1]\n\t\tcrep2putval2(servers[y2],path,cll2,y2)\n#------------------------ cs -------------------------\n\t\tlength=len(data1)\n\t \twhile length!=0:\n\t\t\trep2d = rep2getval2(servers[y2],path,y2)\n\t\t\trep2d.append(data1[i])\n\t\t\trep2putval2(servers[y2],path,rep2d,y2)\n#------------------------ cs -------------------------\n\t\t\tcrep2d = crep2getval2(servers[y2],path,y2)\n\t\t\tcrep2d.append(hash(data1[i]))\n\t\t\tcrep2putval2(servers[y2],path,crep2d,y2)\n#------------------------ cs for r2 -------------------------\n\t\t\ty2=(y2+1)%servercount\n\t\t\ti+=1\n\t\t\tlength-=1\n\n x1[path]['st_size'] += len(data) \n putval1(server_meta,\"files\",x1)\n return len(data)\n#------------------------------------------------------------------------\n#----------------------------------------------------write ends--------------------------------------------------------------------------------------\n\nif __name__ == '__main__':\n mport=argv[2]\n '''dport0=argv[3]\n dport1=argv[4]\n dport2=argv[5]\n dport3=argv[6]'''\n global servercount\n servercount = (len(argv)-3)\n global pnum\n pnum=[]\n i=0\n while i<servercount:\n pnum.append(int(argv[i+3]))\n i+=1\n print (pnum)\n server_meta = xmlrpclib.ServerProxy(\"http://localhost:\"+str(int(mport)))\n '''dserver0 = xmlrpclib.ServerProxy(\"http://localhost:\"+str(int(dport0)))\n dserver1 = xmlrpclib.ServerProxy(\"http://localhost:\"+str(int(dport1)))\n dserver2 = xmlrpclib.ServerProxy(\"http://localhost:\"+str(int(dport2)))\n dserver3 = xmlrpclib.ServerProxy(\"http://localhost:\"+str(int(dport3)))\n #server2 = xmlrpclib.ServerProxy(\"http://localhost:\"+str(int(dport)))'''\n if len(argv) > 8:\n print('usage: %s <mountpoint>' % argv[0])\n exit(1)\n\n logging.basicConfig(level=logging.DEBUG)\n fuse = FUSE(Memory(), argv[1], foreground=True)\n" }, { "alpha_fraction": 0.6382405757904053, "alphanum_fraction": 0.658737301826477, "avg_line_length": 25.576539993286133, "blob_id": "c4b06b7feb2d63c4e232ae36343c8526475fd3b3", "content_id": "a954b737715ff50a714f19610070595c798dd2a1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 13368, "license_type": "no_license", "max_line_length": 94, "num_lines": 503, "path": "/dataserver.py", "repo_name": "adityabhanje/Distributed-File-System", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\nimport sys, SimpleXMLRPCServer, getopt, pickle, time, threading, xmlrpclib, unittest,shelve,os\nfrom datetime import datetime, timedelta\nfrom xmlrpclib import Binary\nfrom collections import defaultdict\nfrom sys import argv\n\nxy=0 \nf='' \nclass SimpleHT:\n def __init__(self):\n self.data = defaultdict(list)\n self.data1= defaultdict(list)\n self.r1data = defaultdict(list)\n self.r1data1= defaultdict(list)\n self.r2data = defaultdict(list)\n self.r2data1= defaultdict(list)\n self.cdata = defaultdict(list)\n self.cdata1= defaultdict(list)\n self.r1cdata = defaultdict(list)\n self.r1cdata1= defaultdict(list)\n self.r2cdata = defaultdict(list)\n self.r2cdata1= defaultdict(list)\n\n\n def corruptd(self, path):\n path=pickle.loads(path.data)\n db=shelve.open(f)\n self.data=db['data']\n self.data[path][0]='$$$$$$$$'\n db['data']=self.data\n db.close()\n return Binary(pickle.dumps(True))\n\n \n \n def checkprd(self):\n db=os.path.isfile(f)\n return Binary(pickle.dumps(db))\n\n\n\n def count(self):\n return len(self.data)\n def getd(self, key):\n db = shelve.open(f)\n self.data=db['data']\n\n key = key.data\n print (key)\n if key in self.data:\n print(\"True\")\n else:\n print(\"false\")\n db.close()\n return Binary(pickle.dumps(self.data[key]))\n\n\n def putd(self, key, value):\n db = shelve.open(f)\n value = pickle.loads(value.data)\n self.data[key.data] = value\n self.data1[key.data] = value\n db['data']=self.data\n db['data1']=self.data1\n db.close()\n return Binary(pickle.dumps(True))\n\n\n \n def getd3(self):\n \n db = shelve.open(f)\n self.data1=db['data1']\n p = self.data1\n db.close()\n return Binary(pickle.dumps(p))\n\n # Insert something into the HT\n def putd3(self, value):\n # Remove expired entries\n db=shelve.open(f)\n value = pickle.loads(value.data)\n self.data1 = value\n self.data = value\n db['data']=self.data\n db['data1']=self.data1\n db.close()\n return Binary(pickle.dumps(True))\n\n\n\n # Retrieve something from the HT\n def cgetd(self, key):\n # Default return value\n db = shelve.open(f)\n self.cdata=db['cdata']\n # If the key is in the data structure, return properly formated results\n key = key.data\n print (key)\n if key in self.cdata:\n print(\"True\")\n else:\n print(\"false\")\n db.close()\n return Binary(pickle.dumps(self.cdata[key]))\n\n # Insert something into the HT\n def cputd(self, key, value):\n # Remove expired entries\n db=shelve.open(f)\n value = pickle.loads(value.data)\n self.cdata[key.data] = value\n self.cdata1[key.data] = value\n db['cdata']=self.cdata\n db['cdata1']=self.cdata1\n db.close()\n\n return Binary(pickle.dumps(True))\n\n\n # Retrieve something from the HT\n def cgetd3(self):\n # Default return value\n db = shelve.open(f)\n self.cdata1=db['cdata1']\n p = self.cdata1\n db.close()\n return Binary(pickle.dumps(p))\n\n # Insert something into the HT\n def cputd3(self, value):\n # Remove expired entries\n db=shelve.open(f)\n value = pickle.loads(value.data)\n self.cdata1 = value\n self.cdata = value\n db['cdata']=self.cdata\n db['cdata1']=self.cdata1\n db.close()\n return Binary(pickle.dumps(True))\n\n\n\n\n\n\n def r1getd(self, key):\n # Default return value\n db = shelve.open(f)\n self.r1data=db['r1data']\n \n # If the key is in the data structure, return properly formated results\n key = key.data\n print (key)\n if key in self.r1data:\n print(\"True\")\n else:\n print(\"false\")\n db.close()\n return Binary(pickle.dumps(self.r1data[key]))\n\n # Insert something into the HT\n def r1putd(self, key, value):\n # Remove expired entries\n db=shelve.open(f)\n value = pickle.loads(value.data)\n self.r1data[key.data] = value\n self.r1data1[key.data] = value\n db['r1data']=self.r1data\n db['r1data1']=self.r1data1\n db.close()\n return Binary(pickle.dumps(True))\n\n\n\n def r1getd3(self):\n db = shelve.open(f)\n # Default return value\n self.r1data1=db['r1data1']\n p = self.r1data1\n db.close()\n return Binary(pickle.dumps(p))\n\n # Insert something into the HT\n def r1putd3(self, value):\n # Remove expired entries\n db=shelve.open(f)\n value = pickle.loads(value.data)\n self.r1data1 = value\n self.r1data = value\n db['r1data']=self.r1data\n db['r1data1']=self.r1data1\n db.close()\n return Binary(pickle.dumps(True))\n\n\n\n\n\n\n def r1cgetd(self, key):\n # Default return value\n db = shelve.open(f)\n self.r1cdata=db['r1cdata']\n # If the key is in the data structure, return properly formated results\n key = key.data\n print (key)\n if key in self.r1cdata:\n print(\"True\")\n else:\n print(\"false\")\n db.close()\n return Binary(pickle.dumps(self.r1cdata[key]))\n\n # Insert something into the HT\n def r1cputd(self, key, value):\n # Remove expired entries\n db=shelve.open(f)\n value = pickle.loads(value.data)\n self.r1cdata[key.data] = value\n self.r1cdata1[key.data] = value\n db['r1cdata']=self.r1cdata\n db['r1cdata1']=self.r1cdata1\n db.close()\n return Binary(pickle.dumps(True))\n\n\n\n def r1cgetd3(self):\n db = shelve.open(f)\n self.r1cdata1=db['r1cdata1']\n # Default return value\n p = self.r1cdata1\n db.close()\n return Binary(pickle.dumps(p))\n\n # Insert something into the HT\n def r1cputd3(self, value):\n # Remove expired entries\n db=shelve.open(f)\n value = pickle.loads(value.data)\n self.r1cdata1 = value\n self.r1cdata = value\n db['r1cdata']=self.r1cdata\n db['r1cdata1']=self.r1cdata1\n db.close()\n return Binary(pickle.dumps(True))\n\n\n\n\n\n def r2getd(self, key):\n db = shelve.open(f)\n self.r2data=db['r2data']\n # Default return value\n # If the key is in the data structure, return properly formated results\n key = key.data\n print (key)\n if key in self.r2data:\n print(\"True\")\n else:\n print(\"false\")\n db.close()\n return Binary(pickle.dumps(self.r2data[key]))\n\n # Insert something into the HT\n def r2putd(self, key, value):\n \n # Remove expired entries\n db=shelve.open(f)\n value = pickle.loads(value.data)\n self.r2data[key.data] = value\n self.r2data1[key.data] = value\n db['r2data']=self.r2data\n db['r2data1']=self.r2data1\n db.close()\n return Binary(pickle.dumps(True))\n\n\n\n def r2getd3(self):\n db = shelve.open(f)\n self.r2data1=db['r2data1']\n # Default return value\n p = self.r2data1\n db.close()\n return Binary(pickle.dumps(p))\n\n # Insert something into the HT\n def r2putd3(self, value):\n # Remove expired entries\n db=shelve.open(f)\n value = pickle.loads(value.data)\n self.r2data1 = value\n self.r2data = value\n db['r2data']=self.r2data\n db['r2data1']=self.r2data1\n db.close()\n return Binary(pickle.dumps(True))\n\n\n\n\n\n def r2cgetd(self, key):\n # Default return value\n db = shelve.open(f)\n self.r2cdata=db['r2cdata']\n # If the key is in the data structure, return properly formated results\n key = key.data\n print (key)\n if key in self.r2cdata:\n print(\"True\")\n else:\n print(\"false\")\n db.close()\n return Binary(pickle.dumps(self.r2cdata[key]))\n\n # Insert something into the HT\n def r2cputd(self, key, value):\n # Remove expired entries\n db=shelve.open(f)\n value = pickle.loads(value.data)\n self.r2cdata[key.data] = value\n self.r2cdata1[key.data] = value\n db['r2cdata']=self.r2cdata\n db['r2cdata1']=self.r2cdata1\n db.close()\n return Binary(pickle.dumps(True))\n\n\n\n def r2cgetd3(self):\n # Default return value\n db = shelve.open(f)\n self.r2cdata1=db['r2cdata1']\n p = self.r2cdata1\n db.close()\n return Binary(pickle.dumps(p))\n\n # Insert something into the HT\n def r2cputd3(self, value):\n # Remove expired entries\n db=shelve.open(f)\n value = pickle.loads(value.data)\n self.r2cdata1 = value\n self.r2cdata = value\n db['r2cdata']=self.r2cdata\n db['r2cdata1']=self.r2cdata1\n db.close()\n return Binary(pickle.dumps(True))\n\n\n\n\n\n def remove(self, path):\n path = pickle.loads(path.data)\n del self.data[path]\n return Binary(pickle.dumps(True))\n \n # Load contents from a file\n def read_file(self, filename):\n f = open(filename.data, \"rb\")\n self.data = pickle.load(f)\n f.close()\n return True\n\n # Write contents to a file\n def write_file(self, filename):\n f = open(filename.data, \"wb\")\n pickle.dump(self.data, f)\n f.close()\n return True\n\n # Print the contents of the hashtable\n def print_content(self):\n print self.data\n return True\n\ndef main():\n global xy\n xy=int(argv[1])\n port = int(argv[xy+2])\n global f\n f='data store'+str(xy)\n serve(port)\n\n# Start the xmlrpc server\ndef serve(port):\n file_server = SimpleXMLRPCServer.SimpleXMLRPCServer(('', port))\n file_server.register_introspection_functions()\n sht = SimpleHT()\n file_server.register_function(sht.getd)\n file_server.register_function(sht.putd)\n file_server.register_function(sht.getd3)\n file_server.register_function(sht.putd3)\n file_server.register_function(sht.r1getd)\n file_server.register_function(sht.r1putd)\n file_server.register_function(sht.r1getd3)\n file_server.register_function(sht.r1putd3)\n file_server.register_function(sht.r2getd)\n file_server.register_function(sht.r2putd)\n file_server.register_function(sht.r2getd3)\n file_server.register_function(sht.r2putd3)\n \n file_server.register_function(sht.cgetd)\n file_server.register_function(sht.cputd)\n file_server.register_function(sht.cgetd3)\n file_server.register_function(sht.cputd3)\n file_server.register_function(sht.r1cgetd)\n file_server.register_function(sht.r1cputd)\n file_server.register_function(sht.r1cgetd3)\n file_server.register_function(sht.r1cputd3)\n file_server.register_function(sht.r2cgetd)\n file_server.register_function(sht.r2cputd)\n file_server.register_function(sht.r2cgetd3)\n file_server.register_function(sht.r2cputd3)\n\n\n\n\n\n file_server.register_function(sht.corruptd)\n file_server.register_function(sht.checkprd)\n file_server.register_function(sht.remove)\n file_server.register_function(sht.print_content)\n file_server.register_function(sht.read_file)\n file_server.register_function(sht.write_file)\n file_server.serve_forever()\n\n# Execute the xmlrpc in a thread ... needed for testing\nclass serve_thread:\n def __call__(self, port):\n serve(port)\n\n# Wrapper functions so the tests don't need to be concerned about Binary blobs\nclass Helper:\n def __init__(self, caller):\n self.caller = caller\n\n def put(self, key, val, ttl):\n return self.caller.put(Binary(key), Binary(val), ttl)\n\n def get(self, key):\n return self.caller.get(Binary(key))\n\n def write_file(self, filename):\n return self.caller.write_file(Binary(filename))\n\n def read_file(self, filename):\n return self.caller.read_file(Binary(filename))\n\nclass SimpleHTTest(unittest.TestCase):\n def test_direct(self):\n helper = Helper(SimpleHT())\n self.assertEqual(helper.get(\"test\"), {}, \"DHT isn't empty\")\n self.assertTrue(helper.put(\"test\", \"test\", 10000), \"Failed to put\")\n self.assertEqual(helper.get(\"test\")[\"value\"], \"test\", \"Failed to perform single get\")\n self.assertTrue(helper.put(\"test\", \"test0\", 10000), \"Failed to put\")\n self.assertEqual(helper.get(\"test\")[\"value\"], \"test0\", \"Failed to perform overwrite\")\n self.assertTrue(helper.put(\"test\", \"test1\", 2), \"Failed to put\" )\n self.assertEqual(helper.get(\"test\")[\"value\"], \"test1\", \"Failed to perform overwrite\")\n time.sleep(2)\n self.assertEqual(helper.get(\"test\"), {}, \"Failed expire\")\n self.assertTrue(helper.put(\"test\", \"test2\", 20000))\n self.assertEqual(helper.get(\"test\")[\"value\"], \"test2\", \"Store new value\")\n\n helper.write_file(\"test\")\n helper = Helper(SimpleHT())\n\n self.assertEqual(helper.get(\"test\"), {}, \"DHT isn't empty\")\n helper.read_file(\"test\")\n self.assertEqual(helper.get(\"test\")[\"value\"], \"test2\", \"Load unsuccessful!\")\n self.assertTrue(helper.put(\"some_other_key\", \"some_value\", 10000))\n self.assertEqual(helper.get(\"some_other_key\")[\"value\"], \"some_value\", \"Different keys\")\n self.assertEqual(helper.get(\"test\")[\"value\"], \"test2\", \"Verify contents\")\n\n # Test via RPC\n def test_xmlrpc(self):\n output_thread = threading.Thread(target=serve_thread(), args=(12345, ))\n output_thread.setDaemon(True)\n output_thread.start()\n\n time.sleep(1)\n helper = Helper(xmlrpclib.Server(\"http://127.0.0.1:51234\"))\n self.assertEqual(helper.get(\"test\"), {}, \"DHT isn't empty\")\n self.assertTrue(helper.put(\"test\", \"test\", 10000), \"Failed to put\")\n self.assertEqual(helper.get(\"test\")[\"value\"], \"test\", \"Failed to perform single get\")\n self.assertTrue(helper.put(\"test\", \"test0\", 10000), \"Failed to put\")\n self.assertEqual(helper.get(\"test\")[\"value\"], \"test0\", \"Failed to perform overwrite\")\n self.assertTrue(helper.put(\"test\", \"test1\", 2), \"Failed to put\" )\n self.assertEqual(helper.get(\"test\")[\"value\"], \"test1\", \"Failed to perform overwrite\")\n time.sleep(2)\n self.assertEqual(helper.get(\"test\"), {}, \"Failed expire\")\n self.assertTrue(helper.put(\"test\", \"test2\", 20000))\n self.assertEqual(helper.get(\"test\")[\"value\"], \"test2\", \"Store new value\")\n\nif __name__ == \"__main__\":\n main()\n" } ]
3
erny/SudsSigner
https://github.com/erny/SudsSigner
60fb8e514f54bf796861a5822ee3fcd35552ce6f
2eace37eb622a24c8dc6e427e633781e24ed51a0
df49599cd021cfaf3e73084af6160694881850c8
refs/heads/master
2021-01-18T04:06:08.201712
2017-07-21T16:42:44
2017-07-21T16:42:44
8,178,541
0
1
null
2013-02-13T12:15:27
2014-07-08T18:51:14
2015-05-12T10:07:13
Python
[ { "alpha_fraction": 0.641933262348175, "alphanum_fraction": 0.6555479764938354, "avg_line_length": 33.97618865966797, "blob_id": "7520076c257abe86ee9c93fe7f9ef9ca27e59159", "content_id": "3f0c2c368442d3a297d66eaa4f415160d94929d0", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1469, "license_type": "permissive", "max_line_length": 75, "num_lines": 42, "path": "/setup.py", "repo_name": "erny/SudsSigner", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n# Basic setup script. Still no dependecy information\n\n\n# python-libxml2 / libxml2-python should be installed before\n# because it does not install from PyPi.\n# It's part of libxml2 and may be present as separate package\n# e.g. python-libxml2 on Ubuntu, libxml2-python on RHEL/CentOS\n# All other dependencies should work.\n# Tested with virtualenv --distribute and python 2.7 on Ubuntu 12.04\n# after copying libxml2 manually from system folder.\nfrom setuptools import setup\nimport sudssigner\n\nsetup(\n name='sudssigner',\n version=sudssigner.__version__,\n packages=['sudssigner'],\n install_requires=[\n 'lxml', 'pyopenssl', 'suds-jurko>=0.6',\n 'pyxmlsec'],\n author=u'András Veres-Szentkirályi',\n author_email='[email protected]',\n maintainer='Ernesto Revilla',\n maintainer_email='[email protected]',\n description='Sign digitally suds WS requests with X509v3 certificates',\n license='MIT license',\n url='https://github.com/dnet/SudsSigner',\n plataforms=['Linux', 'Windows', 'OSX'],\n classifiers=[\n 'Development Status :: 4 - Beta',\n 'Environment :: Web Environment',\n 'Intended Audience :: Developers',\n 'License :: OSI Approved :: MIT License',\n 'Operating System :: MacOS :: MacOS X',\n 'Operating System :: Microsoft :: Windows',\n 'Operating System :: POSIX',\n 'Programming Language :: Python',\n 'Topic :: Software Development :: SOAP WS Client',\n ],\n)\n" }, { "alpha_fraction": 0.6152953505516052, "alphanum_fraction": 0.6321225762367249, "avg_line_length": 36.628822326660156, "blob_id": "b4eeab280d54459592aee9745bad2e36c01f0062", "content_id": "ef186e86e358562d73a7f577fd05b1ff1e28bec9", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 8617, "license_type": "permissive", "max_line_length": 105, "num_lines": 229, "path": "/sudssigner/plugin.py", "repo_name": "erny/SudsSigner", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\nimport logging\nfrom suds.plugin import MessagePlugin\nfrom lxml import etree\nfrom suds.bindings.binding import envns\nfrom suds.wsse import wsuns, dsns, wssens\nfrom libxml2_wrapper import LibXML2ParsedDocument\nfrom xmlsec_wrapper import XmlSecSignatureContext, init_xmlsec, deinit_xmlsec\nfrom SignatureMethods import DSA, RSA\nfrom OpenSSL import crypto\nfrom uuid import uuid4\n\nimport xmlsec\n\nlog = logging.getLogger(__name__)\n\n\ndef lxml_ns(suds_ns):\n return dict((suds_ns,))\n\n\ndef ns_id(tagname, ns_tuple):\n \"\"\"Expand element name with namespace\n\n Args:\n tagname (str): tagname without prefix / namespace\n ns_tuple (tuple(str,str)): prefix, namespace tuple as given by suds\n \"\"\"\n return '{%s}%s' % (ns_tuple[1], tagname)\n\n\nHEADER_XPATH = etree.XPath('/$:Envelope/$:Header'.replace('$', envns[0]), namespaces=lxml_ns(envns))\nBODY_XPATH = etree.XPath('/$:Envelope/$:Body'.replace('$', envns[0]), namespaces=lxml_ns(envns))\nSECURITY_XPATH = etree.XPath('%s:Security' % wssens[0], namespaces=lxml_ns(wssens))\nTIMESTAMP_XPATH = etree.XPath('%s:Timestamp' % wsuns[0], namespaces=lxml_ns(wsuns))\nC14N = 'http://www.w3.org/2001/10/xml-exc-c14n#'\nB64ENC = 'http://docs.oasis-open.org/wss/2004/01/oasis-200401-wss-soap-message-security-1.0#Base64Binary'\nX509PROFILE = 'http://docs.oasis-open.org/wss/2004/01/oasis-200401-wss-x509-token-profile-1.0#X509v3'\nXMLDSIG_SHA1 = 'http://www.w3.org/2000/09/xmldsig#sha1'\nCERTREF = 'x509cert00'\nBEGINCERT = \"-----BEGIN CERTIFICATE-----\"\nENDCERT = \"-----END CERTIFICATE-----\"\nNSMAP = dict((dsns, wssens, wsuns))\nWSU_ID = ns_id('Id', wsuns)\nDS_DIGEST_VALUE = ns_id('DigestValue', dsns)\nDS_REFERENCE = ns_id('Reference', dsns)\nDS_TRANSFORMS = ns_id('Transforms', dsns)\nWSSE_BST = ns_id('BinarySecurityToken', wssens)\nDS_SIGNATURE = ns_id('Signature', dsns)\n\n\nclass SignerPlugin(MessagePlugin):\n \"\"\"\n Digital signature plugin for suds >= 0.4.1\n This plugins uses suds plugin \"sending\" hook to add\n a XML digital signature for the SOAP-ENV:Body tag.\n Arguments:\n - keyfile: RSA/DSA key filename + certificate in PEM format\n - keytype: DSA or RSA. Tries to detect key type\n - pwd: password for encrypted key\n - pwdCallback: callable that returns password\n - pwdCallbackCtx: arguments sent to the pwdCallback callable\n\n To debug the XML returned, do:\n import logging\n logging.getLogger('sudssigner.plugin').setLevel(logging.DEBUG)\n \"\"\"\n def __init__(self, keyfile, keytype=None, pwd=None, pwdCallback=None,\n pwdCallbackCtx=None):\n init_xmlsec()\n self.keyfile = keyfile\n self.pwd = pwd\n self.pwdCallback = pwdCallback\n self.pwdCallbackCtx = pwdCallbackCtx\n self.load_keyfile()\n self.keytype = self.handle_keytype(keytype)\n\n def load_keyfile(self):\n cert = file(self.keyfile, 'rb').read()\n self.cert = crypto.load_certificate(crypto.FILETYPE_PEM, cert)\n self.privatekey = crypto.load_privatekey(crypto.FILETYPE_PEM, cert)\n\n def handle_keytype(self, keytype):\n if keytype is None:\n return self.detect_keytype()\n elif any(isinstance(keytype, t) for t in (str, unicode)):\n return keytype\n else:\n raise ValueError('keytype must be a string or None')\n\n def detect_keytype(self):\n algo = self.privatekey.type()\n if algo == crypto.TYPE_DSA:\n return DSA\n if algo == crypto.TYPE_RSA:\n return RSA\n raise ValueError('unknown keytype')\n\n def marshalled(self, context):\n # !!! Axis needs the same namespace as Header and Envelope\n context.envelope[1].prefix = context.envelope.prefix\n pass\n\n def sending(self, context):\n \"\"\"\n sending plugin method: add security headers and sign msg\n \"\"\"\n env = etree.fromstring(context.envelope)\n try:\n body = BODY_XPATH(env)[0]\n except IndexError:\n raise ValueError(\"SOAP request has no body.\")\n queue = SignQueue()\n queue.push_and_mark(body)\n security = ensure_security_header(env, queue)\n btkn = etree.SubElement(security, WSSE_BST, {\n 'EncodingType': B64ENC,\n 'ValueType': X509PROFILE,\n WSU_ID: CERTREF,\n }, NSMAP)\n crt = crypto.dump_certificate(crypto.FILETYPE_PEM, self.cert)\n crt = crt.replace('\\n', '').replace(BEGINCERT, '').replace(ENDCERT, '')\n btkn.text = crt\n self.insert_signature_template(security, queue)\n text = self.get_signature(etree.tostring(env))\n log.debug(\"WS call text after signature:\\n%s\", text)\n context.envelope = text\n\n def insert_signature_template(self, security, queue):\n signature = etree.SubElement(security, DS_SIGNATURE)\n self.append_signed_info(signature, queue)\n etree.SubElement(signature, ns_id('SignatureValue', dsns))\n self.append_key_info(signature)\n\n def append_signed_info(self, signature, queue):\n signed_info = etree.SubElement(signature, ns_id('SignedInfo', dsns))\n set_algorithm(signed_info, 'CanonicalizationMethod', C14N)\n set_algorithm(signed_info, 'SignatureMethod', self.keytype)\n queue.insert_references(signed_info)\n\n def append_key_info(self, signature):\n key_info = etree.SubElement(signature, ns_id('KeyInfo', dsns))\n sec_token_ref = etree.SubElement(key_info,\n ns_id('SecurityTokenReference', wssens))\n etree.SubElement(sec_token_ref, ns_id('Reference', wssens), {\n 'URI': '#%s' % CERTREF,\n 'ValueType': X509PROFILE,\n })\n x509_data = etree.SubElement(sec_token_ref, ns_id('X509Data', dsns))\n x509_issuer_serial = etree.SubElement(x509_data,\n ns_id('X509IssuerSerial', dsns))\n x509_issuer_name = etree.SubElement(x509_issuer_serial,\n ns_id('X509IssuerName', dsns))\n issuer = ', '.join(\n '='.join(c) for c in self.cert.get_issuer().get_components())\n try:\n issuer = unicode(issuer, 'utf-8')\n except UnicodeDecodeError:\n try:\n issuer = unicode(issuer, 'latin1')\n except UnicodeDecodeError:\n raise ValueError(\n \"The certificate issuer has a name with \"\n \"name illegal character encoding.\")\n x509_issuer_name.text = issuer\n x509_serial_number = etree.SubElement(x509_issuer_serial,\n ns_id('X509SerialNumber', dsns))\n x509_serial_number.text = str(self.cert.get_serial_number())\n\n def get_signature(self, envelope):\n with LibXML2ParsedDocument(envelope) as doc:\n root = doc.getRootElement()\n xmlsec.addIDs(doc, root, ['Id'])\n signNode = xmlsec.findNode(root, xmlsec.NodeSignature, xmlsec.DSigNs)\n with XmlSecSignatureContext(self) as dsig_ctx:\n if dsig_ctx.sign(signNode) < 0:\n raise RuntimeError('signature failed')\n return doc.serialize()\n\n def __del__(self):\n deinit_xmlsec()\n\n\nclass SignQueue(object):\n\n def __init__(self):\n self.queue = []\n\n def push_and_mark(self, element):\n unique_id = get_unique_id()\n element.set(WSU_ID, unique_id)\n self.queue.append(unique_id)\n\n def insert_references(self, signed_info):\n for element_id in self.queue:\n reference = etree.SubElement(signed_info, DS_REFERENCE,\n {'URI': '#{0}'.format(element_id)})\n transforms = etree.SubElement(reference, DS_TRANSFORMS)\n set_algorithm(transforms, 'Transform', C14N)\n set_algorithm(reference, 'DigestMethod', XMLDSIG_SHA1)\n etree.SubElement(reference, DS_DIGEST_VALUE)\n\n\ndef get_unique_id():\n return 'id-{0}'.format(uuid4())\n\n\ndef set_algorithm(parent, name, value):\n etree.SubElement(parent, ns_id(name, dsns), {'Algorithm': value})\n\n\ndef ensure_security_header(env, queue):\n try:\n header = HEADER_XPATH(env)[0]\n except IndexError:\n header = etree.Element(ns_id('Header', envns), nsmap=env.nsmap)\n env.insert(0, header)\n security = SECURITY_XPATH(header)\n if security:\n for timestamp in TIMESTAMP_XPATH(security[0]):\n queue.push_and_mark(timestamp)\n return security[0]\n else:\n d = {}\n #!!! With Axis 1.x this does not work\n #d[ns_id('mustUnderstand', envns)] = '1'\n security = etree.SubElement(header, ns_id('Security', wssens), d, NSMAP)\n return security\n" } ]
2
Sandip123456789/selenium-end-to-end-automation-demo
https://github.com/Sandip123456789/selenium-end-to-end-automation-demo
cd37e4bd5ad671f7cbb2a9975c41c8bc8557874a
f48ba9a94946c6da8e8f00c853279f455c10fbaa
499ec2d537cb7ea6ce37d8ef013d20a367f23538
refs/heads/master
2023-06-30T09:26:25.458901
2021-07-26T18:27:02
2021-07-26T18:27:02
388,814,260
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6905204653739929, "alphanum_fraction": 0.6905204653739929, "avg_line_length": 36.13793182373047, "blob_id": "6bc4a341222a8574c5d694fb07ef0588681b1c67", "content_id": "e2b493536a741b3c52e792946af74606ac1cb90e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1076, "license_type": "no_license", "max_line_length": 99, "num_lines": 29, "path": "/pageObjects/ConfirmPage.py", "repo_name": "Sandip123456789/selenium-end-to-end-automation-demo", "src_encoding": "UTF-8", "text": "from selenium.webdriver.common.by import By\nfrom selenium.webdriver.support import expected_conditions\nfrom selenium.webdriver.support.wait import WebDriverWait\nfrom utilities.BaseClass import BaseClass\n\n\nclass ConfirmPage(BaseClass):\n def __init__(self, driver):\n self.driver = driver\n\n def getCountryName(self):\n #for logger\n log = self.getLogger()\n\n log.info(\"Entering country name as Ge\")\n self.driver.find_element_by_id(\"country\").send_keys(\"Ge\")\n\n # Explicit wait from custom utilities, imported from BaseClass\n self.verifyLinkPresence(\"Germany\")\n self.driver.find_element_by_link_text(\"Germany\").click()\n\n def getCheckBox(self):\n return self.driver.find_element_by_xpath(\"//div[@class='checkbox checkbox-primary']\")\n # checkBox = self.driver.find_element_by_xpath(\"//div[@class='checkbox checkbox-primary']\")\n # checkBox.click()\n # assert not checkBox.is_selected()\n\n def getPurchaseBtn(self):\n return self.driver.find_element_by_css_selector(\"input[type='submit']\")" }, { "alpha_fraction": 0.64826500415802, "alphanum_fraction": 0.6545741558074951, "avg_line_length": 34.16666793823242, "blob_id": "5f3c3fbfd2a9ee33039dcbca1f75560fc4d0beaf", "content_id": "788f2790cac9bc1d78df87db9ce785c54ec6dc50", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 634, "license_type": "no_license", "max_line_length": 87, "num_lines": 18, "path": "/pageObjects/CheckoutPage.py", "repo_name": "Sandip123456789/selenium-end-to-end-automation-demo", "src_encoding": "UTF-8", "text": "\nclass CheckoutPage:\n def __init__(self, driver):\n self.driver = driver\n\n def getCardTitle(self):\n return self.driver.find_elements_by_xpath(\"//div[@class='card h-100']\")\n\n def getCheckoutList(self):\n # To click on checkout button\n return self.driver.find_element_by_css_selector(\"a[class*='btn-primary']\")\n\n def getQuantity(self):\n # enter quantity no\n return self.driver.find_element_by_id(\"exampleInputEmail1\")\n\n def getCheckOut(self):\n #This is last checkout btn or success btn\n return self.driver.find_element_by_css_selector(\"button[class*='btn-success']\")\n" }, { "alpha_fraction": 0.49618321657180786, "alphanum_fraction": 0.7048345804214478, "avg_line_length": 16.086956024169922, "blob_id": "42cfdbad7de9e9c5c315627e1eb15842c84a3fcb", "content_id": "9879b1108e5d9614be945214b17fb7227336bc28", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 393, "license_type": "no_license", "max_line_length": 25, "num_lines": 23, "path": "/Requirements.txt", "repo_name": "Sandip123456789/selenium-end-to-end-automation-demo", "src_encoding": "UTF-8", "text": "atomicwrites==1.4.0\nattrs==21.2.0\ncertifi==2021.5.30\ncharset-normalizer==2.0.3\ncolorama==0.4.4\nconfigparser==5.0.2\ncrayons==0.4.0\nidna==3.2\niniconfig==1.1.1\njsonpath==0.82\npackaging==21.0\npluggy==0.13.1\npy==1.10.0\npyparsing==2.4.7\npytest==6.2.4\npytest-html==3.1.1\npytest-metadata==1.11.0\nrequests==2.26.0\nselenium==3.141.0\ntoml==0.10.2\nurllib3==1.26.6\nwebdriver-manager==3.4.2\nopenpyxl==3.0.7\n" }, { "alpha_fraction": 0.6411332488059998, "alphanum_fraction": 0.6526757478713989, "avg_line_length": 34.98113250732422, "blob_id": "e9f747631fc09bcf870051fbd7b99fb0e503f5cd", "content_id": "d608c50987d1b4eed9c607386cb20230552bc93e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1906, "license_type": "no_license", "max_line_length": 86, "num_lines": 53, "path": "/pytests/test_homePage.py", "repo_name": "Sandip123456789/selenium-end-to-end-automation-demo", "src_encoding": "UTF-8", "text": "import pytest\nfrom selenium import webdriver\nfrom selenium.webdriver.support.select import Select\nfrom utilities.BaseClass import BaseClass\nfrom pageObjects.HomePage import HomePage\nfrom TestData.HomePageData import HomePageData\n\n\nclass TestHomePage(BaseClass):\n def test_homePage(self, getData):\n driver = self.driver\n #for logger\n log = self.getLogger()\n\n driver.implicitly_wait(10)\n\n #object of class HomePage\n homePage = HomePage(driver)\n\n log.info(\"Entered name is \"+getData[\"Name\"]+\" and Email is \"+getData[\"Email\"])\n homePage.getName().send_keys(getData[\"Name\"])\n homePage.getEmail().send_keys(getData[\"Email\"])\n homePage.getPassword().send_keys(getData[\"Password\"])\n homePage.getCheckbox().click()\n\n # homePage.getGender() #imported from HomePage\n # imported from BaseClass, for reusable purpose\n self.selectDropdownByText(homePage.getGender(), getData[\"Gender\"])\n\n homePage.getRadioBtnStudent().click()\n homePage.getDOB().send_keys(getData[\"DOB\"])\n homePage.getSubmitBtn().click()\n\n # validating and printing success message\n message = driver.find_element_by_class_name('alert-success').text\n print(message)\n log.info(message)\n\n assert \"Success!\" in message\n #refresh before second test inputs\n self.driver.refresh()\n\n #Using another file to store data, imported from TestData.HomePageData\n @pytest.fixture(params=HomePageData.test_homePage_data)\n def getData(self, request):\n return request.param\n\n # we can also use dictionary inside list of params\n # @pytest.fixture(params=[(\"Killerbee\", \"[email protected]\", \"killer99\", \"04/11/2000\"),\n # (\"Rusty\", \"[email protected]\", \"rusty99\", \"05/12/2001\")\n # ])\n # def getData(self, request):\n # return request.param" }, { "alpha_fraction": 0.7369605898857117, "alphanum_fraction": 0.7497185468673706, "avg_line_length": 37.63768005371094, "blob_id": "f8ec6520e21411c56fcfc1f9734206c15562517b", "content_id": "89052559f5c2d24f9882d7f82683d047c91057a8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2665, "license_type": "no_license", "max_line_length": 146, "num_lines": 69, "path": "/end2endAutomation/end2endTest.py", "repo_name": "Sandip123456789/selenium-end-to-end-automation-demo", "src_encoding": "UTF-8", "text": "from selenium import webdriver\nfrom selenium.webdriver.support.wait import WebDriverWait\nfrom selenium.webdriver.support import expected_conditions\nfrom selenium.webdriver.common.by import By\nimport time\n\nchrome_options = webdriver.ChromeOptions()\nchrome_options.add_argument(\"--start-maximized\")\nchrome_options.add_argument(\"--ignore-certificate-errors\")\n\nfrom webdriver_manager.chrome import ChromeDriverManager\ndriver = webdriver.Chrome(ChromeDriverManager().install(), options=chrome_options)\n\ndriver.get('https://rahulshettyacademy.com/angularpractice/')\n\n#Clicking without using selenium .click() method\nshopBtn = driver.find_element_by_link_text(\"Shop\")\ndriver.execute_script(\"arguments[0].click();\",shopBtn)\n\n#to scroll down top to bottom\ndriver.execute_script(\"window.scrollTo(0, document.body.scrollHeight)\")\n\n#Steps to Click on Add to cart button\n# driver.find_element_by_xpath(\"//body/app-root[1]/app-shop[1]/div[1]/div[1]/div[2]/app-card-list[1]/app-card[1]/div[1]/div[2]/button[1]\").click()\nproducts = driver.find_elements_by_xpath(\"//div[@class='card h-100']\")\n# //div[@class='card h-100']/div/h4/a\n# //div[@class='card h-100']/div[2]/button\n# //div[@class='card h-100']/div/button\nfor product in products:\n productName = product.find_element_by_xpath(\"div/h4/a\").text\n print(productName)\n if productName == \"iphone X\":\n #Add item into cart\n product.find_element_by_xpath(\"div[2]/button\").click()\n\n#to scroll down bottom to top\ndriver.execute_script(\"window.scrollTo(document.body.scrollHeight, 0)\")\n\n#To click on checkout button\ndriver.find_element_by_css_selector(\"a[class*='btn-primary']\").click()\n#enter quantity no\ndriver.find_element_by_id(\"exampleInputEmail1\").clear()\ndriver.find_element_by_id(\"exampleInputEmail1\").send_keys(\"2\")\n\ndriver.find_element_by_css_selector(\"button[class*='btn-success']\").click()\n\ndriver.find_element_by_id(\"country\").send_keys(\"Ge\")\n#Explicit wait\nwait = WebDriverWait(driver, 8)\nwait.until(expected_conditions.presence_of_element_located((By.LINK_TEXT, \"Germany\")))\n# wait.until(expected_conditions.presence_of_element_located((By.XPATH, \"//div[@class='suggestions']/ul/li/a\")))\n\ndriver.find_element_by_link_text(\"Germany\").click()\ncheckBox = driver.find_element_by_xpath(\"//div[@class='checkbox checkbox-primary']\")\ncheckBox.click()\nassert not checkBox.is_selected()\n\ndriver.find_element_by_css_selector(\"input[type='submit']\").click()\nsuccessText = driver.find_element_by_class_name(\"alert-success\").text\nassert \"Success!\" in successText\nprint(successText)\n\n#Taking screenshot\ndriver.get_screenshot_as_file(\"../Screenshots/successScreen.png\")\n\ntime.sleep(4)\n\ndriver.close()\ndriver.quit()" }, { "alpha_fraction": 0.49815496802330017, "alphanum_fraction": 0.5571955442428589, "avg_line_length": 53.400001525878906, "blob_id": "3bfda88c6620fccfdf33e1d1b7ff3572edd8b059", "content_id": "07a97a77f4e8b4a75b2f0df091ccfbb861d66b69", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 271, "license_type": "no_license", "max_line_length": 112, "num_lines": 5, "path": "/TestData/HomePageData.py", "repo_name": "Sandip123456789/selenium-end-to-end-automation-demo", "src_encoding": "UTF-8", "text": "class HomePageData:\n test_homePage_data = [\n {\"Name\":\"Killerbee\", \"Email\":\"[email protected]\", \"Password\":\"killer99\", \"Gender\":\"Female\", \"DOB\":\"04/11/2000\"},\n {\"Name\":\"Rusty\", \"Email\":\"[email protected]\", \"Password\":\"rusty99\", \"Gender\":\"Male\", \"DOB\":\"05/12/2001\"}\n ]" }, { "alpha_fraction": 0.6622596383094788, "alphanum_fraction": 0.6646634340286255, "avg_line_length": 31.60784339904785, "blob_id": "9db0363933cc44e83f4ad5fcd082057111f53ee0", "content_id": "d83361ebd55bc1bb95f47a87ede87576c08ac1de", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1664, "license_type": "no_license", "max_line_length": 84, "num_lines": 51, "path": "/pageObjects/HomePage.py", "repo_name": "Sandip123456789/selenium-end-to-end-automation-demo", "src_encoding": "UTF-8", "text": "import pytest\nfrom selenium.webdriver.support.select import Select\nfrom selenium.webdriver.common.by import By\nfrom utilities.BaseClass import BaseClass\n\n\nclass HomePage:\n def __init__(self, driver):\n self.driver = driver\n\n #creating tuples\n name = (By.NAME, \"name\")\n email = (By.NAME, \"email\")\n password = (By.ID, \"exampleInputPassword1\")\n checkbox = (By.ID, \"exampleCheck1\")\n gender = (By.ID, \"exampleFormControlSelect1\")\n radioBtn = (By.ID, \"inlineRadio1\")\n dob = (By.NAME, \"bday\")\n submit = (By.XPATH, \"//input[@type='submit']\")\n\n def getShopBtn(self):\n # Clicking without using selenium .click() method\n shop = self.driver.find_element_by_link_text(\"Shop\")\n # shop.click()\n self.driver.execute_script(\"arguments[0].click();\", shop)\n\n def getName(self):\n return self.driver.find_element(*HomePage.name) # put * to say it is tuple\n # self.driver.find_element_by_name('name').send_keys(\"Killerbee\")\n\n def getEmail(self):\n return self.driver.find_element(*HomePage.email)\n\n def getPassword(self):\n return self.driver.find_element(*HomePage.password)\n\n def getCheckbox(self):\n return self.driver.find_element(*HomePage.checkbox)\n\n def getGender(self):\n #select class provide the methods to handle the options in dropdown (static)\n return self.driver.find_element(*HomePage.gender)\n\n def getRadioBtnStudent(self):\n return self.driver.find_element(*HomePage.radioBtn)\n\n def getDOB(self):\n return self.driver.find_element(*HomePage.dob)\n\n def getSubmitBtn(self):\n return self.driver.find_element(*HomePage.submit)\n\n" }, { "alpha_fraction": 0.650737464427948, "alphanum_fraction": 0.6548672318458557, "avg_line_length": 31.576923370361328, "blob_id": "baf7c61cca16c042de7d4c4841c9a8e10d0cdeae", "content_id": "a338906f21d560490a94d16bbd501dcd7f99c410", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1695, "license_type": "no_license", "max_line_length": 99, "num_lines": 52, "path": "/pytests/conftest.py", "repo_name": "Sandip123456789/selenium-end-to-end-automation-demo", "src_encoding": "UTF-8", "text": "from selenium import webdriver\nimport pytest\nimport time\n\ndriver = None\n\n\[email protected](scope=\"class\")\ndef setup(request):\n global driver\n chrome_options = webdriver.ChromeOptions()\n chrome_options.add_argument(\"--start-maximized\")\n chrome_options.add_argument(\"--ignore-certificate-errors\")\n\n from webdriver_manager.chrome import ChromeDriverManager\n driver = webdriver.Chrome(ChromeDriverManager().install(), options=chrome_options)\n driver.get('https://rahulshettyacademy.com/angularpractice/')\n\n request.cls.driver = driver\n\n yield\n time.sleep(4)\n driver.close()\n driver.quit()\n\n\n#Logic to Take Screenshot only when there is failure\[email protected]\ndef pytest_runtest_makereport(item):\n \"\"\"\n Extends the PyTest Plugin to take and embed screenshot in html report, whenever test fails.\n :param item:\n \"\"\"\n pytest_html = item.config.pluginmanager.getplugin('html')\n outcome = yield\n report = outcome.get_result()\n extra = getattr(report, 'extra', [])\n\n if report.when == 'call' or report.when == \"setup\":\n xfail = hasattr(report, 'wasxfail')\n if (report.skipped and xfail) or (report.failed and not xfail):\n file_name = report.nodeid.replace(\"::\", \"_\") + \".png\"\n _capture_screenshot(file_name)\n if file_name:\n html = '<div><img src=\"%s\" alt=\"screenshot\" style=\"width:304px;height:228px;\" ' \\\n 'onclick=\"window.open(this.src)\" align=\"right\"/></div>' % file_name\n extra.append(pytest_html.extras.html(html))\n report.extra = extra\n\n\ndef _capture_screenshot(name):\n driver.get_screenshot_as_file(name)\n\n" }, { "alpha_fraction": 0.6716891527175903, "alphanum_fraction": 0.6740682125091553, "avg_line_length": 33.5616455078125, "blob_id": "e1f3ffbe8ab4db21989f79cb84e4c7038ccf2c15", "content_id": "42976021eb8de747a25f7582aeda2cb58f61691f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2522, "license_type": "no_license", "max_line_length": 79, "num_lines": 73, "path": "/pytests/test_e2e.py", "repo_name": "Sandip123456789/selenium-end-to-end-automation-demo", "src_encoding": "UTF-8", "text": "import pytest\nfrom selenium import webdriver\nfrom selenium.webdriver.support.wait import WebDriverWait\nfrom selenium.webdriver.support import expected_conditions\nfrom selenium.webdriver.common.by import By\nfrom pageObjects.HomePage import HomePage\nfrom pageObjects.CheckoutPage import CheckoutPage\nfrom pageObjects.ConfirmPage import ConfirmPage\nfrom utilities.BaseClass import BaseClass\n\n\n# @pytest.mark.usefixtures(\"setup\")\nclass TestOne(BaseClass):\n def test_e2e(self):\n driver = self.driver\n\n #for logger\n log = self.getLogger()\n\n #Creating Objects of from Classes\n homePage = HomePage(driver)\n checkoutPage = CheckoutPage(driver)\n confirmPage = ConfirmPage(driver)\n\n #click shop, imported from HomePage\n homePage.getShopBtn()\n\n # to scroll down top to bottom\n driver.execute_script(\"window.scrollTo(0, document.body.scrollHeight)\")\n\n #click add item button, imported from CheckoutPage\n # Steps to Click on Add to cart button\n log.info(\"Getting all the product titles\")\n products = checkoutPage.getCardTitle()\n for product in products:\n productName = product.find_element_by_xpath(\"div/h4/a\").text\n print(productName)\n log.info(productName)\n if productName == \"iphone X\":\n # Add item into cart\n product.find_element_by_xpath(\"div[2]/button\").click()\n\n # to scroll down bottom to top\n driver.execute_script(\"window.scrollTo(document.body.scrollHeight, 0)\")\n\n # To click on checkout button, imported from CheckoutPage\n checkoutPage.getCheckoutList().click()\n\n # enter quantity no\n checkoutPage.getQuantity().clear()\n checkoutPage.getQuantity().send_keys(\"2\")\n\n checkoutPage.getCheckOut().click()\n\n #enter country name\n confirmPage.getCountryName()\n\n #Click checkBox, imported from ConfirmPage\n checkbox = confirmPage.getCheckBox()\n checkbox.click()\n assert not checkbox.is_selected()\n\n #Click purchase button, imported from ConfirmPage\n confirmPage.getPurchaseBtn().click()\n\n #validating success message\n successText = driver.find_element_by_class_name(\"alert-success\").text\n assert \"Success!\" in successText\n print(successText)\n log.info(\"Received success text is \"+successText)\n\n # Taking screenshot\n # driver.get_screenshot_as_file(\"../Screenshots/successScreen.png\")" } ]
9
wswxyq/root-test
https://github.com/wswxyq/root-test
2168b7be8040284444f078eb1f2775a9eb84a63b
489126fbb45f7f34bc0e7af697dffcf5acface7e
7f9ed7b53c858e00d403bde8ff0fec543080205d
refs/heads/master
2021-07-21T16:29:24.373878
2021-07-09T20:20:11
2021-07-09T20:20:11
146,989,737
3
0
null
null
null
null
null
[ { "alpha_fraction": 0.5658720135688782, "alphanum_fraction": 0.5993308424949646, "avg_line_length": 30.873332977294922, "blob_id": "5bc795981a50c81eb663870d268c98d62c238a6c", "content_id": "66e6d0ffa0c3c7391d240c65674742e4972c9f8a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 4782, "license_type": "no_license", "max_line_length": 103, "num_lines": 150, "path": "/exec-all/TMVA_GetResponse_DD_x.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#include <cstdlib>\n#include <vector>\n#include <iostream>\n#include <map>\n#include <string>\n#include \"TMath.h\"\n#include \"TFile.h\"\n#include \"TCanvas.h\"\n#include \"TPad.h\"\n#include \"TGraph.h\"\n#include \"TTree.h\"\n#include \"TH1F.h\"\n#include \"TString.h\"\n#include \"TSystem.h\"\n#include \"TROOT.h\"\n#include \"TStopwatch.h\"\n#include \"TMVA/Tools.h\"\n#include \"TMVA/Reader.h\"\n#include \"TMVA/MethodCuts.h\"\n#include \"TVector3.h\"\nusing namespace TMVA;\nusing namespace std;\nvoid TMVA_GetResponse_DD_x()\n{\n //predefine yield:\n\n TMVA::Tools::Instance();\n TMVA::Reader *reader = new TMVA::Reader( \"!Color:!Silent\" );\n\n //set origin file used to train\n TString fname = \"./DD/D2KSKpPiPi_DD.root\";\n TFile * input = new TFile( fname );\n\n\n Float_t var[8];\n //Define input variables\n reader->AddVariable( \"D_PT\", &var[0] );\n reader->AddVariable( \"P1_ProbNNpi\", &var[2] );\n reader->AddVariable( \"P2_ProbNNpi\", &var[3] );\n reader->AddVariable( \"D_ReFit_chi2\", &var[4] );\n reader->AddVariable( \"KS_PT\", &var[5] );\n reader->AddVariable( \"var1:=D_ReFit_decayLength/D_ReFit_decayLengthErr\", &var[6] );\n reader->AddVariable( \"var2:=log(D_IPCHI2_OWNPV)\", &var[7] );\n\n\n // Book the MVA methods\n TString dir = \"../small-exec-TMVA/D2KSPiPiPi_DD/weights/\";\n TString prefix = \"TMVAClassification\";\n TString methodName = TString(\"BDT\") + TString(\" method\");\n TString weightfile = dir + prefix + TString(\"_\") + TString(\"BDT\") + TString(\".weights.xml\");\n reader->BookMVA( methodName, weightfile );\n\n\n // Book output histograms\n UInt_t nbin = 100;\n TH1F *histBdt(0);\n histBdt = new TH1F( \"MVA_BDT\", \"MVA_BDT\", nbin, -0.8, 0.8 );\n\n\n // Event loop\n TTree* theTree = (TTree*)input->Get(\"ReducedTree\");\n // output files\n TFile *target = new TFile( \"./DD/TMVA_output_DD.root\",\"RECREATE\" );\n TTree *tree = theTree->CopyTree(\"\");\n\n Double_t BDT_response;\n TBranch *BDT_response_branch = tree->Branch(\"BDT_response\", &BDT_response, \"BDT_response/D\");\n Double_t Ct;\n TBranch *Ct_branch = tree->Branch(\"Ct\", &Ct, \"Ct/D\");\n\n Double_t userVard[9];\n Float_t userVarf[8];\n\n Double_t P0_array[3], P1_array[3], P2_array[3];\n\n Int_t id_temp;\n TVector3 v1, v2, v3;\n\n theTree->SetBranchAddress( \"D_PT\", &userVard[0] );\n theTree->SetBranchAddress( \"P0_ProbNNpi\", &userVard[1] );\n theTree->SetBranchAddress( \"P1_ProbNNpi\", &userVard[2] );\n theTree->SetBranchAddress( \"P2_ProbNNpi\", &userVard[3] );\n theTree->SetBranchAddress( \"D_ReFit_chi2\", &userVarf[0] );\n theTree->SetBranchAddress( \"KS_PT\", &userVard[5] );\n theTree->SetBranchAddress( \"D_ReFit_decayLength\", &userVarf[2] );\n theTree->SetBranchAddress( \"D_ReFit_decayLengthErr\", &userVarf[3] );\n theTree->SetBranchAddress( \"D_IPCHI2_OWNPV\", &userVard[4] );\n\n theTree->SetBranchAddress( \"P0_ID\", &id_temp );\n theTree->SetBranchAddress( \"P0_PX\", &P0_array[0] );\n theTree->SetBranchAddress( \"P0_PY\", &P0_array[1] );\n theTree->SetBranchAddress( \"P0_PZ\", &P0_array[2] );\n theTree->SetBranchAddress( \"P1_PX\", &P1_array[0] );\n theTree->SetBranchAddress( \"P1_PY\", &P1_array[1] );\n theTree->SetBranchAddress( \"P1_PZ\", &P1_array[2] );\n theTree->SetBranchAddress( \"P2_PX\", &P2_array[0] );\n theTree->SetBranchAddress( \"P2_PY\", &P2_array[1] );\n theTree->SetBranchAddress( \"P2_PZ\", &P2_array[2] );\n\n\n TStopwatch sw;\n sw.Start();\n for (Long64_t ievt=0; ievt<theTree->GetEntries(); ievt++) {\n if (ievt%1000 == 0) std::cout << \"--- ... Processing event: \" << ievt << std::endl;\n\n theTree->GetEntry(ievt);\n var[0]=userVard[0];\n var[1]=userVard[1];\n var[2]=userVard[2];\n var[3]=userVard[3];\n var[4]=userVarf[0];\n var[5]=userVard[5];\n var[6]=userVarf[2]/userVarf[3];\n var[7]=TMath::Log(userVard[4]);\n // Return the MVA outputs and fill into histograms\n histBdt ->Fill( reader->EvaluateMVA( \"BDT method\" ) );\n\n BDT_response=reader->EvaluateMVA( \"BDT method\" );\n BDT_response_branch->Fill();\n\n v1.SetXYZ(P0_array[0],P0_array[1],P0_array[2]);\n v2.SetXYZ(P1_array[0],P1_array[1],P1_array[2]);\n v3.SetXYZ(P2_array[0],P2_array[1],P2_array[2]);\n Ct=v1.Dot(v2.Cross(v3));\n Ct_branch->Fill();\n if (ievt<100) {\n //cout<<ievt<<\" \"<<id_temp<<\" \"<<P0_array[0]<<\" \"<<P0_array[1]<<\" \"<<P0_array[2]<<endl;\n //cout<<v1(0)<<\" \"<<v1(1)<<\" \"<<v1(2)<<endl;\n\n }\n\n }\n\n // Get elapsed time\n sw.Stop();\n std::cout << \"--- End of event loop: \";\n sw.Print();\n\n\n target->cd();\n //0.439746;\n TTree *xtree = tree->CopyTree(\"BDT_response > 0.439746\");\n\n xtree->Write(\"MVATree\");\n histBdt ->Write();\n\n target ->Close();\n delete reader;\n\n}\n\n" }, { "alpha_fraction": 0.703045666217804, "alphanum_fraction": 0.710659921169281, "avg_line_length": 31.91666603088379, "blob_id": "ee92f7096f6267dc380359903097d3b783f71529", "content_id": "8f1a56ae6b8c430fa5b33f5cce4624931a9f8941", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 394, "license_type": "no_license", "max_line_length": 76, "num_lines": 12, "path": "/small-exec-TMVA/extra_TMVA_kfolder_anlys.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#include <iostream>\n#include \"TMVA/mvas.h\"\nvoid extra_TMVA_kfolder_anlys()\n{\n TString fileName = \"../plotdir/D2KSPiPiPi_DD/TMVA/TMVA_refine_1_1.root\";\n TString dataset = \"dataset\";\n\n TMVA::mvas(dataset,fileName,TMVA::kMVAType);\n TMVA::mvas(dataset,fileName,TMVA::kProbaType);\n TMVA::mvas(dataset,fileName,TMVA::kRarityType);\n TMVA::mvas(dataset,fileName,TMVA::kCompareType);\n}" }, { "alpha_fraction": 0.6312433481216431, "alphanum_fraction": 0.6471838355064392, "avg_line_length": 25.16666603088379, "blob_id": "1679b6029608f870a121a0fadc82f9e775a1a9c5", "content_id": "342764184103fca42f59a0e6342702bac04d702f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 941, "license_type": "no_license", "max_line_length": 69, "num_lines": 36, "path": "/temp/exec-test/new.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include \"RooRealVar.h\"\n#include \"RooStats/SPlot.h\"\n#include \"RooDataSet.h\"\n#include \"RooGaussian.h\"\n#include \"RooCBShape.h\"\n#include \"RooPolynomial.h\"\n#include \"RooChebychev.h\"\n#include \"RooAddPdf.h\"\n#include \"TCanvas.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"RooPlot.h\"\n#include \"TAxis.h\"\n#include \"RooHist.h\"\n\nusing namespace RooFit ;\nusing namespace std;\nvoid ll() {\n TFile f(\"tree.root\");\n TTree *datatree = (TTree*)(f.Get(\"MyTree\"));\n TBranch *branch = datatree->GetBranch(\"B_M\");\n int numEntry = branch->GetEntries();\n Float_t mass[100];\n branch->SetAddress(mass);\n RooRealVar m(\"B_M\",\"mass\",5300., 5450.);\n RooArgSet m_arg(m,\"m_args\");\n RooDataSet * dataset = new RooDataSet(\"dataset\",\"dataset\",m_arg);\n for(int i=0; i<datatree->GetEntries(); i++) {\n datatree->GetEvent(i);\n m = mass[0];\n dataset->add(m_arg,1.0);\n }\n}" }, { "alpha_fraction": 0.653383731842041, "alphanum_fraction": 0.6636894345283508, "avg_line_length": 38.80821990966797, "blob_id": "a4dbf377c89ecb2bf5954f2024156c4db9ff536b", "content_id": "8863483fc0c4bbb55a3be4f8a0340e4ba3fcce53", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 2911, "license_type": "no_license", "max_line_length": 119, "num_lines": 73, "path": "/small-exec-TMVA/extra_TMVA_kfolder.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#include <iostream>\n#include \"TROOT.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"TCanvas.h\"\n#include \"TMVA/Event.h\"\n#include \"TMVA/Tools.h\"\n#include \"TMVA/DataLoader.h\"\n#include \"TMVA/CrossValidation.h\"\n#include \"TMVA/Results.h\"\nvoid extra_TMVA_kfolder()\n{\n //Setup input Dataset\n TString inputFileName = \"../saved/TMVA_root_files/reduced_LL_1.root\";\n auto inputFile = TFile::Open( inputFileName );\n //Declare Factory\n TMVA::Tools::Instance();\n auto outputFile = TFile::Open(\"../plotdir/D2KSPiPiPi_DD/TMVA/TMVA_refine_1_1.root\", \"RECREATE\");\n\n //Define input variables\n TMVA::DataLoader * loader = new TMVA::DataLoader(\"dataset\");\n loader->AddVariable( \"D_PT\", 'F' );\n loader->AddVariable( \"P0_ProbNNpi\", 'F' );\n loader->AddVariable( \"P1_ProbNNpi\", 'F' );\n //loader->AddVariable( \"P2_ProbNNpi\", 'F' );\n loader->AddVariable( \"D_ReFit_chi2\", 'F' );\n //loader->AddVariable( \"KS_PT\", 'F' );\n loader->AddVariable( \"var1:=D_ReFit_decayLength/D_ReFit_decayLengthErr\", 'F' );\n loader->AddVariable( \"var2:=log(D_IPCHI2_OWNPV)\",'F');\n\n TTree *signalTree = (TTree*)inputFile->Get(\"ReducedTree\");\n TTree *backgroundTree = (TTree*)inputFile->Get(\"ReducedTree\");\n\n Double_t signalWeight = 1.;\n Double_t backgroundWeight = 1.;\n\n loader->AddSignalTree ( signalTree, signalWeight );\n loader->AddBackgroundTree( backgroundTree, backgroundWeight );\n\n loader->SetSignalWeightExpression(\"swei\");\n loader->SetBackgroundWeightExpression(\"bwei\");\n\n // Apply additional cuts on the signal and background samples (can be different)\n TCut mycut_signal = \"\";\n TCut mycut_background = \"\";\n\n loader->PrepareTrainingAndTestTree( mycut_signal, mycut_background,\n \"nTrain_Signal=0:nTrain_Background=0:SplitMode=Random:NormMode=NumEvents:!V\" );\n\n TString cvOptions = \"!V:!Silent:ModelPersistence:AnalysisType=Classification:NumFolds=3\";\n \":SplitExpr=\"\"\";\n auto cv = new TMVA::CrossValidation(\"TMVACrossValidation\", loader, outputFile, cvOptions);\n\n // Use a kernel density estimator to approximate the PDFs\n //TMVA::CrossValidation CV(jobname, loader, options);\n\n cv->BookMethod(TMVA::Types::kBDT, \"BDT\",\"!V:NTrees=400:MinNodeSize=2.5%:MaxDepth=4:BoostType=AdaBoost:\\\n AdaBoostBeta=0.5:UseBaggedBoost:BaggedSampleFraction=0.5:SeparationType=GiniIndex:nCuts=20\" );\n cv->Evaluate();\n TMVA::CrossValidationResult & result = (TMVA::CrossValidationResult &) cv->GetResults()[0];\n result.Print();\n auto c = new TCanvas();\n result.GetROCCurves()->Draw(\"AL\");\n c->BuildLegend();\n c->Draw();\n c->Print(\"../plotdir/D2KSPiPiPi_DD/TMVA_out_DD_kfold.pdf\");\n std::cout << \"Average ROC Integral = \" << result.GetROCAverage()\n << \" +/- \" << result.GetROCStandardDeviation()/sqrt(cv->GetNumFolds()) << std::endl;\n outputFile->Close();\n\n\n\n}\n\n\n\n\n\n" }, { "alpha_fraction": 0.5352112650871277, "alphanum_fraction": 0.5369718074798584, "avg_line_length": 39.53571319580078, "blob_id": "f32160f3184cd050400242d0ff70c7c0f063b31f", "content_id": "399b4e8ea8d0feb1ce7569d3cc51c3ee02303506", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1136, "license_type": "no_license", "max_line_length": 111, "num_lines": 28, "path": "/temp/sample.py", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "def Sweights(self, ws, obs='x', data= 'data', model='model', pdfs = [''], nevs = ['']):\n '''\n Calcolate s-weights.\n ws = rooworkspace\n data = data name\n model = model name\n pdfs = pdfs to fix\n nevs = list of variables with nevs\n '''\n for pdf in pdfs: self.FixVariables(ws, pdf, True)\n ws.var(obs).setConstant(False)\n # Re fitting\n RooMsgService.instance().setSilentMode(True)\n ws.pdf('model').fitTo(ws.data(data),RooFit.Extended(True))\n # Make splot!\n sData = RooStats.SPlot(\"sData\",\"An SPlot\", ws.data(data), ws.pdf('model'), self.GetVarsList(ws, nevs) )\n RooMsgService.instance().reset()\n # Declare a tree\n tVars = {}\n for nev in nevs: tVars['w_'+nev] = 'F'\n t = DefineTree(tVars, 'ntp_sweights', 'tree with s-weights')\n # Fill the tree\n for entry in xrange(0,ws.data(data).numEntries()):\n Vars = ws.data(data).get(entry)\n for nev in nevs:\n t['vars']['w_'+nev][0] = Vars.find(nev+'_sw').getVal()\n t['tree'].Fill()\n return t\n\n" }, { "alpha_fraction": 0.5670785307884216, "alphanum_fraction": 0.5966460704803467, "avg_line_length": 29.75565528869629, "blob_id": "b8a6561712b300dcb4073bf58efa745b8b4dc838", "content_id": "712c2477a2306767b83c3982742088eb6ff93a42", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 6798, "license_type": "no_license", "max_line_length": 115, "num_lines": 221, "path": "/small-exec-TMVA/TMVA_GetResponse_LL_x.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#include <cstdlib>\n#include <vector>\n#include <iostream>\n#include <map>\n#include <string>\n#include \"TMath.h\"\n#include \"TFile.h\"\n#include \"TCanvas.h\"\n#include \"TPad.h\"\n#include \"TGraph.h\"\n#include \"TTree.h\"\n#include \"TH1F.h\"\n#include \"TString.h\"\n#include \"TSystem.h\"\n#include \"TROOT.h\"\n#include \"TStopwatch.h\"\n#include \"TMVA/Tools.h\"\n#include \"TMVA/Reader.h\"\n#include \"TMVA/MethodCuts.h\"\n#include \"TVector3.h\"\nusing namespace TMVA;\nusing namespace std;\nvoid TMVA_GetResponse_LL_x()\n{\n\n\n TMVA::Tools::Instance();\n TMVA::Reader *reader = new TMVA::Reader( \"!Color:!Silent\" );\n\n //set origin file used to train\n TString fname = \"../saved/TMVA_root_files/reduced_LL_2.root\";\n TFile * input = new TFile( fname );\n\n\n Float_t var[8];\n //Define input variables\n reader->AddVariable( \"D_PT\", &var[0] );\n reader->AddVariable( \"P0_ProbNNpi\", &var[1] );\n reader->AddVariable( \"P1_ProbNNpi\", &var[2] );\n reader->AddVariable( \"P2_ProbNNpi\", &var[3] );\n reader->AddVariable( \"D_ReFit_chi2\", &var[4] );\n reader->AddVariable( \"KS_PT\", &var[5] );\n reader->AddVariable( \"var1:=D_ReFit_decayLength/D_ReFit_decayLengthErr\", &var[6] );\n reader->AddVariable( \"var2:=log(D_IPCHI2_OWNPV)\", &var[7] );\n\n\n // Book the MVA methods\n TString dir = \"D2KSPiPiPi_LL/weights/\";\n TString prefix = \"TMVAClassification\";\n TString methodName = TString(\"BDT\") + TString(\" method\");\n TString weightfile = dir + prefix + TString(\"_\") + TString(\"BDT\") + TString(\".weights.xml\");\n reader->BookMVA( methodName, weightfile );\n\n\n // Book output histograms\n UInt_t nbin = 100;\n TH1F *histBdt(0);\n histBdt = new TH1F( \"MVA_BDT\", \"MVA_BDT\", nbin, -0.8, 0.8 );\n\n\n // Event loop\n TTree* theTree = (TTree*)input->Get(\"ReducedTree\");\n // output files\n TFile *target = new TFile( \"../saved/TMVA_root_files/TMVApp_LLx.root\",\"RECREATE\" );\n TTree *tree = theTree->CopyTree(\"\");\n\n Double_t BDT_response;\n TBranch *BDT_response_branch = tree->Branch(\"BDT_response\", &BDT_response, \"BDT_response/D\");\n Double_t Ct;\n TBranch *Ct_branch = tree->Branch(\"Ct\", &Ct, \"Ct/D\");\n\n Double_t userVard[9];\n Float_t userVarf[8];\n\n Double_t P0_array[3], P1_array[3], P2_array[3];\n\n Int_t id_temp;\n TVector3 v1, v2, v3;\n\n theTree->SetBranchAddress( \"D_PT\", &userVard[0] );\n theTree->SetBranchAddress( \"P0_ProbNNpi\", &userVard[1] );\n theTree->SetBranchAddress( \"P1_ProbNNpi\", &userVard[2] );\n theTree->SetBranchAddress( \"P2_ProbNNpi\", &userVard[3] );\n theTree->SetBranchAddress( \"D_ReFit_chi2\", &userVarf[0] );\n theTree->SetBranchAddress( \"KS_PT\", &userVarf[1] );\n theTree->SetBranchAddress( \"D_ReFit_decayLength\", &userVarf[2] );\n theTree->SetBranchAddress( \"D_ReFit_decayLengthErr\", &userVarf[3] );\n theTree->SetBranchAddress( \"D_IPCHI2_OWNPV\", &userVard[4] );\n\n theTree->SetBranchAddress( \"P0_ID\", &id_temp );\n theTree->SetBranchAddress( \"P0_PX\", &P0_array[0] );\n theTree->SetBranchAddress( \"P0_PY\", &P0_array[1] );\n theTree->SetBranchAddress( \"P0_PZ\", &P0_array[2] );\n theTree->SetBranchAddress( \"P1_PX\", &P1_array[0] );\n theTree->SetBranchAddress( \"P1_PY\", &P1_array[1] );\n theTree->SetBranchAddress( \"P1_PZ\", &P1_array[2] );\n theTree->SetBranchAddress( \"P2_PX\", &P2_array[0] );\n theTree->SetBranchAddress( \"P2_PY\", &P2_array[1] );\n theTree->SetBranchAddress( \"P2_PZ\", &P2_array[2] );\n\n\n TStopwatch sw;\n sw.Start();\n for (Long64_t ievt=0; ievt<theTree->GetEntries(); ievt++) {\n //if (ievt%1000 == 0) std::cout << \"--- ... Processing event: \" << ievt << std::endl;\n\n\n\n theTree->GetEntry(ievt);\n var[0]=userVard[0];\n var[1]=userVard[1];\n var[2]=userVard[2];\n var[3]=userVard[3];\n var[4]=userVarf[0];\n var[5]=userVarf[1];\n var[6]=userVarf[2]/userVarf[3];\n var[7]=TMath::Log(userVard[4]);\n // Return the MVA outputs and fill into histograms\n histBdt ->Fill( reader->EvaluateMVA( \"BDT method\" ) );\n\n BDT_response=reader->EvaluateMVA( \"BDT method\" );\n BDT_response_branch->Fill();\n\n v1.SetXYZ(P0_array[0],P0_array[1],P0_array[2]);\n v2.SetXYZ(P1_array[0],P1_array[1],P1_array[2]);\n v3.SetXYZ(P2_array[0],P2_array[1],P2_array[2]);\n Ct=v1.Dot(v2.Cross(v3));\n Ct_branch->Fill();\n if (ievt<100) {\n //cout<<ievt<<\" \"<<id_temp<<\" \"<<P0_array[0]<<\" \"<<P0_array[1]<<\" \"<<P0_array[2]<<endl;\n //cout<<v1(0)<<\" \"<<v1(1)<<\" \"<<v1(2)<<endl;\n\n }\n\n\n\n\n }\n cout << \"Number of event after cut \"<< tree->GetEntries(\"BDT_response>0.2433\") << endl;\n\n // Get elapsed time\n sw.Stop();\n std::cout << \"--- End of event loop: \";\n sw.Print();\n\n\n target->cd();\n tree->Write(\"MVATree\");\n histBdt ->Write();\n\n\n //calculate significance\n\n Double_t cut_up=tree->GetMaximum(\"BDT_response\");\n Double_t cut_down=tree->GetMinimum(\"BDT_response\");\n\n Long64_t num_cut=100;\n Double_t cut_value[ num_cut+1 ], significance_value[ num_cut+1 ];\n\n Double_t readsweight, readbweight;\n Double_t sum_sweight, sum_bweight;\n\n tree->SetBranchAddress(\"swei\", &readsweight );\n tree->SetBranchAddress(\"bwei\", &readbweight );\n\n\n for(Long64_t i = 0; i <= num_cut; i++)\n {\n cut_value[i] = cut_down + (cut_up-cut_down)*i/num_cut;\n\n sum_bweight=0.;\n sum_sweight=0.;\n\n for(Long64_t ii = 0; ii < tree->GetEntries(); ii++)\n {\n tree->GetEntry(ii);\n if(BDT_response>=cut_value[i]) {\n sum_sweight+=readsweight;\n sum_bweight+=readbweight;\n }\n }\n\n significance_value[i] = sum_sweight/sqrt(sum_sweight+sum_bweight);\n\n //std::cout<<cut_value[i]<<\" \"<<sum_sweight<<\" \"<<sum_bweight\n //<<\" \"<<significance_value[i]<<std::endl;\n\n }\n\n TCanvas *c1 = new TCanvas(\"c1\",\"A Simple Graph Example\",200,10,700,500);\n c1->SetFillColor(42);\n c1->SetGrid();\n\n TGraph *gr = new TGraph(num_cut+1, cut_value, significance_value);\n gr->SetLineColor(2);\n gr->SetLineWidth(4);\n gr->SetMarkerColor(4);\n gr->SetMarkerStyle(21);\n gr->SetTitle(\"S vs Response\");\n gr->GetXaxis()->SetTitle(\"BDT cut\");\n gr->GetYaxis()->SetTitle(\"Significance\");\n gr->Draw(\"ACP\");\n\n // TCanvas::Update() draws the frame, after which one can change it\n c1->Update();\n c1->GetFrame()->SetFillColor(21);\n c1->GetFrame()->SetBorderSize(12);\n c1->Modified();\n c1->Print(\"graph_LLx.eps\");\n c1->Print(\"graph_LLx.png\");\n\n target ->Close();\n delete reader;\n\n Double_t bestcut;\n bestcut=cut_value[distance(significance_value, max_element(significance_value, significance_value + num_cut))];\n cout << \"The best BDT cut value \"<< bestcut << endl;\n\n\n\n}\n\n" }, { "alpha_fraction": 0.5288504958152771, "alphanum_fraction": 0.6637892127037048, "avg_line_length": 28.94557762145996, "blob_id": "1b54ff120ae413b5dbd82c5d7c5d36fa1e505277", "content_id": "dd429efd3d8a3e3e630b25715b69785516264c15", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4402, "license_type": "no_license", "max_line_length": 100, "num_lines": 147, "path": "/temp/subtr.py", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "from ROOT import TROOT, TCanvas, TH1F, TChain, TLine\n\t#constants\nm_D_meson \t\t= 1869.65\nm_D_meson_down \t= m_D_meson-100.0\nm_D_meson_up \t= m_D_meson+100.0\nerr=30\nhalferr=err/2.0\n\n\t# load files\nchain= TChain('D2KSPiPiPi_DD/DecayTree')\nchain.Add('DV_Prompt_D2Kshhh_2016_DT_0.root')\n\t#you can add as many files as needed\nprint 'Number of entries: ' , chain.GetEntries() \n\t#prints in the command line the number of entries\n\n\nL0_set=('D_L0HadronDecision_TOS==1' or 'D_L0MuonDecision_Tis==1' or 'D_L0DiMuonDecision_Tis==1' or \\\n'D_L0ElectronDecision_Tis==1' or 'D_L0PhotonDecision_Tis==1')\n\nHlt1_set=('D_Hlt1TrackMVADecision_TOS==1' or 'D_Hlt1TwoTrackMVADecision_TOS==1')\n\ntrigger=L0_set and Hlt1_set\n\nSignalWindow = 'D_M > 1839.65 ' and 'D_M < 1899.65 '\nSideBand = ('D_M > 1754.65 ' and 'D_M < 1784.65 ') \\\nor ('D_M > 1954.65' and 'D_M < 1984.65')\n\n\n#D_PT\nh1_D_PT = TH1F(\"h1_D_PT\", \"D_PT\", 100, 0, 20000)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h1_D_PT\", 'D_PT', trigger and SignalWindow) \n\t#this fills the histogram h1 with variable D_PT\nc1_D_PT = TCanvas( 'c1_D_PT', 'c1_D_PT', 200, 10, 700, 500 )\nh1_D_PT.SetFillColor(5)\nh1_D_PT.SetFillStyle(3144)\nh1_D_PT.Draw()\nc1_D_PT.Print(\"D_PT1.pdf\")\n\nh2_D_PT = TH1F(\"h2_D_PT\", \"D_PT\", 100, 0, 20000)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h2_D_PT\", 'D_PT', trigger and SideBand) \n\t#this fills the histogram h1 with variable D_PT\nc2_D_PT = TCanvas( 'c2_D_PT', 'c2_D_PT', 200, 10, 700, 500 )\nh2_D_PT.SetFillColor(8)\nh2_D_PT.SetFillStyle(3005)\nh2_D_PT.Draw()\nc2_D_PT.Print(\"D_PT2.pdf\")\n\nh3_D_PT = h1_D_PT\nh3_D_PT.Add(h2_D_PT, -1)\nc3_D_PT = TCanvas( 'c3_D_PT', 'c3_D_PT', 200, 10, 700, 500 )\nh3_D_PT.SetFillColor(4)\nh3_D_PT.SetFillStyle(3016)\nh3_D_PT.Draw()\nc3_D_PT.Print(\"D_PT3.pdf\")\n\nc4_D_PT = TCanvas( 'c4_D_PT', 'c4_D_PT', 200, 10, 700, 500 )\nh2_D_PT.SetFillColor(3)\nh2_D_PT.SetFillStyle(3335)\nh3_D_PT.SetFillColor(5)\nh3_D_PT.SetFillStyle(3353)\nh2_D_PT.DrawNormalized()\nh3_D_PT.DrawNormalized('same')\nc4_D_PT.Print(\"D_PT4.pdf\")\n\n\n'''\n#D_ReFit_decayLength/D_ReFit_decayLengthErr\nh2 = TH1F(\"h2\", \"D_ReFit_decayLength/D_ReFit_decayLengthErr\", 100, 0, 200)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h2\", 'D_ReFit_decayLength/D_ReFit_decayLengthErr', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable D_ReFit_decayLength\nc2 = TCanvas( 'c2', 'c2', 200, 10, 700, 500 )\nh2.Draw()\nc2.Print(\"D_ReFit_decayLength__Err.pdf\")\n\n\n#D_ReFit_P\nh3 = TH1F(\"h3\", \"D_ReFit_P\", 100, 0, 500000)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h3\", 'D_ReFit_P', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable D_ReFit_P\nc3 = TCanvas( 'c3', 'c3', 200, 10, 700, 500 )\nh3.Draw()\nc3.Print(\"D_ReFit_P.pdf\")\n\n\n#D_ReFit_chi2\nh4 = TH1F(\"h4\", \"D_ReFit_chi2\", 100, 0, 100)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h4\", 'D_ReFit_chi2', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable D_ReFit_chi2\nc4 = TCanvas( 'c4', 'c4', 200, 10, 700, 500 )\nh4.Draw()\nc4.Print(\"D_ReFit_chi2.pdf\")\n\n\n#D_ReFit_KS0_M\nh5 = TH1F(\"h5\", \"D_ReFit_KS0_M\", 100, 400, 600)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h5\", 'D_ReFit_KS0_M', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable D_ReFit_KS0_M\nc5 = TCanvas( 'c5', 'c5', 200, 10, 700, 500 )\nh5.Draw()\nc5.Print(\"D_ReFit_KS0_M.pdf\")\n\n\n#D_ReFit_KS0_P\nh6 = TH1F(\"h6\", \"D_ReFit_KS0_P\", 100, 0, 100000)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h6\", 'D_ReFit_KS0_P', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable D_ReFit_KS0_P\nc6 = TCanvas( 'c6', 'c6', 200, 10, 700, 500 )\nh6.Draw()\nc6.Print(\"D_ReFit_KS0_P.pdf\")\n\n\n#P1_ProbNNpi\nh7 = TH1F(\"h7\", \"P1_ProbNNpi\", 100, 0.8, 1.1)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h7\", 'P1_ProbNNpi', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable P1_ProbNNpi\nc7 = TCanvas( 'c7', 'c7', 200, 10, 700, 500 )\nh7.Draw()\nc7.Print(\"P1_ProbNNpi.pdf\")\n\n\n#P2_ProbNNpi\nh8 = TH1F(\"h8\", \"P2_ProbNNpi\", 100, 0.8, 1.1)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h8\", 'P2_ProbNNpi', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable P2_ProbNNpi\nc8 = TCanvas( 'c8', 'c8', 200, 10, 700, 500 )\nh8.Draw()\nc8.Print(\"P2_ProbNNpi.pdf\")\n\n\n#P3_ProbNNpi\nh9 = TH1F(\"h9\", \"P3_ProbNNpi\", 100, 0, 1.1)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h9\", 'P3_ProbNNpi', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable P3_ProbNNpi\nc9 = TCanvas( 'c9', 'c9', 200, 10, 700, 500 )\nh9.Draw()\nc9.Print(\"P3_ProbNNpi.pdf\")\n'''\n" }, { "alpha_fraction": 0.576103150844574, "alphanum_fraction": 0.6212196350097656, "avg_line_length": 28.66176414489746, "blob_id": "f91b50ba0df2923be3e17f6e5863a00c2346fa03", "content_id": "5bd7d335727863a441a01a3d3e2df435ddc2f7d6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 2017, "license_type": "no_license", "max_line_length": 67, "num_lines": 68, "path": "/appendix/drawx.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#include <iostream>\n#include \"TROOT.h\"\n#include \"TCanvas.h\"\n#include \"TH1.h\"\n#include \"TChain.h\"\n#include \"TCut.h\"\n#include \"TROOT.h\"\n#include \"TStyle.h\"\n\nusing namespace std;\n\nvoid drawx() {\n //gStyle->SetOptStat(mode);\n const char* Tree_before_cut=\"ReducedTree\";\n const char* Tree_after_cut=\"MVATree\";\n const char* file_DD_before=\"../exec-all/DD/D2KSKpPiPi_DD.root\";\n const char* file_LL_before=\"../exec-all/LL/D2KSKpPiPi_LL.root\";\n const char* file_DD_after=\"../exec-all/DD/TMVA_output_DD.root\";\n const char* file_LL_after=\"../exec-all/LL/TMVA_output_LL.root\";\n TChain *chain_DD_before= new TChain(Tree_before_cut);\n TChain *chain_DD_after= new TChain(Tree_after_cut);\n TChain *chain_LL_before= new TChain(Tree_before_cut);\n TChain *chain_LL_after= new TChain(Tree_after_cut);\n chain_DD_before->Add(file_DD_before);\n chain_DD_after->Add(file_LL_after);\n chain_LL_before->Add(file_LL_before);\n chain_LL_after->Add(file_LL_after);\n\n Double_t low=1799.65;\n Double_t up=1939.65;\n\n TH1F *h1 = new TH1F(\"h1\", \"D_M\", 50, low, up);\n TH1F *h2 = new TH1F(\"h2\", \"D_M\", 50, low, up);\n TH1F *h3 = new TH1F(\"h3\", \"D_M\", 50, low, up);\n TH1F *h4 = new TH1F(\"h4\", \"D_M\", 50, low, up);\n\n\n //this fills the histogram h*_D_PT with variable D_PT\n\n TCanvas *c1 = new TCanvas( \"c1\", \"D_M\", 200, 10, 700, 500 );\n chain_DD_before->SetFillColor(8);\n chain_DD_after->SetFillColor(4);\n chain_DD_before->SetFillStyle(3005);\n chain_DD_after->SetFillStyle(3016);\n chain_DD_before->Draw(\"D_M\",\"\");\n chain_DD_after->Draw(\"D_M\",\"\",\"same\");\n c1->Print(\"DD.png\");\n\n\n TCanvas *c2 = new TCanvas( \"c2\", \"D_M\", 200, 10, 700, 500 );\n chain_LL_before->SetFillColor(8);\n chain_LL_after->SetFillColor(4);\n chain_LL_before->SetFillStyle(3005);\n chain_LL_after->SetFillStyle(3016);\n chain_LL_before->Draw(\"D_M\",\"\");\n chain_LL_after->Draw(\"D_M\",\"\",\"same\");\n c2->Print(\"LL.png\");\n\n\n delete h1;\n delete h2;\n delete h3;\n delete h4;\n\n\n\n\n}\n" }, { "alpha_fraction": 0.5971569418907166, "alphanum_fraction": 0.6387938261032104, "avg_line_length": 40.773780822753906, "blob_id": "1464d7ba6a4a3661f27442a484e63324cd8ca738", "content_id": "db4e9ceafce4562550dfef35751e257a03f60450", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 81250, "license_type": "no_license", "max_line_length": 145, "num_lines": 1945, "path": "/exec-fit/fit2D_M.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "//fit mass spectrum using splot and get s-weight\n// generate root file(reduced_DD_1/reduced_DD_2/reduced_LL_1/reduced_LL_2)\n// \twith s-weight after mass cut and trigger cut\n// also plot the fit result for mass etc.\n//follwed by TMVA_general\n\n#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include \"RooRealVar.h\"\n#include \"RooStats/SPlot.h\"\n#include \"RooDataSet.h\"\n#include \"RooGaussian.h\"\n#include \"RooCBShape.h\"\n#include \"RooPolynomial.h\"\n#include \"RooChebychev.h\"\n#include \"RooExponential.h\"\n#include \"RooAddPdf.h\"\n#include \"TCanvas.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"RooPlot.h\"\n#include \"TAxis.h\"\n#include \"RooHist.h\"\n#include \"TMath.h\"\n\nusing namespace RooFit ;\nusing namespace std;\nusing namespace TMath;\n\n//for DD\nint fit_M_D2KSPiPiPi_DD()\n{\n\n //define TChain, TFile\n const char* TChain_name=\"D2KSPiPiPi_DD/DecayTree\";\n const char* TChain_file=\"/eos/lhcb/user/m/mamartin/D2Kshhh/Test/MD/*.root\";\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file);\n TChain *chainx= new TChain(TChain_name);\n chainx->Add(TChain_file);\n TFile *newfile = new TFile(\"../saved/TMVA_root_files/reduced_DD_1.root\",\"recreate\");\n\n\n //variables\n RooRealVar D_M(\"D_M\", \"D+ mass\", 1779.65, 1959.65, \"MeV\") ;\n RooRealVar D_L0HadronDecision_TOS(\"D_L0HadronDecision_TOS\",\"D_L0HadronDecision_TOS\",0,1);\n RooRealVar D_L0MuonDecision_TIS(\"D_L0MuonDecision_TIS\",\"D_L0MuonDecision_TIS\",0,1);\n RooRealVar D_L0DiMuonDecision_TIS(\"D_L0DiMuonDecision_TIS\",\"D_L0DiMuonDecision_TIS\",0,1);\n RooRealVar D_L0ElectronDecision_TIS(\"D_L0ElectronDecision_TIS\",\"D_L0ElectronDecision_TIS\",0,1);\n RooRealVar D_L0PhotonDecision_TIS(\"D_L0PhotonDecision_TIS\",\"D_L0PhotonDecision_TIS\",0,1);\n RooRealVar D_Hlt1TrackMVADecision_TOS(\"D_Hlt1TrackMVADecision_TOS\",\"D_Hlt1TrackMVADecision_TOS\",0,1);\n RooRealVar D_Hlt1TwoTrackMVADecision_TOS(\"D_Hlt1TwoTrackMVADecision_TOS\",\"D_Hlt1TwoTrackMVADecision_TOS\",0,1);\n RooArgSet variables(D_M,D_L0HadronDecision_TOS, D_L0MuonDecision_TIS,D_L0DiMuonDecision_TIS,D_L0ElectronDecision_TIS,\n D_L0PhotonDecision_TIS,D_Hlt1TrackMVADecision_TOS,D_Hlt1TwoTrackMVADecision_TOS);\n RooRealVar D_PT(\"D_PT\", \"D+ transverse momentum\", 0., 1000000.) ;\n RooRealVar D_ReFit_P(\"D_ReFit_P_double\", \"D_ReFit_P\", 0., 100000000.) ;\n RooRealVar D_ReFit_chi2(\"D_ReFit_chi2_double\", \"D_ReFit_chi2\", 0., 100000.) ;\n RooRealVar KS_PT(\"KS_PT_double\", \"KS_PT\", -100000., 100000.) ;\n RooRealVar D_ReFit_KS0_P(\"D_ReFit_KS0_P_double\", \"D_ReFit_KS0_P\", 0., 100000000.) ;\n RooRealVar P0_ProbNNpi(\"P0_ProbNNpi\", \"P0_ProbNNpi\", 0., 100.) ;\n RooRealVar P1_ProbNNpi(\"P1_ProbNNpi\", \"P1_ProbNNpi\", 0., 100.) ;\n RooRealVar P2_ProbNNpi(\"P2_ProbNNpi\", \"P2_ProbNNpi\", 0., 100.) ;\n RooRealVar D_ReFit_decayLength_vs_Err(\"D_ReFit_decayLength_vs_Err\", \"D_ReFit_decayLength_vs_Err\", 0, RooNumber::infinity()) ;\n RooRealVar LOG_D_IPCHI2_OWNPV(\"LOG_D_IPCHI2_OWNPV\", \"LOG_D_IPCHI2_OWNPV\", 0., RooNumber::infinity());\n variables.add(RooArgSet(D_PT, D_ReFit_P, D_ReFit_chi2, KS_PT, D_ReFit_KS0_P));\n variables.add(RooArgSet(P0_ProbNNpi, P1_ProbNNpi, P2_ProbNNpi, D_ReFit_decayLength_vs_Err, LOG_D_IPCHI2_OWNPV));\n\n\n //values to write\n Double_t D_M_double ;\n Double_t D_PT_double ;\n Double_t P0_ProbNNpi_double ;\n Double_t P1_ProbNNpi_double ;\n Double_t P2_ProbNNpi_double ;\n Double_t D_IPCHI2_OWNPV_double ;\n Bool_t D_L0HadronDecision_TOS_bool;\n Bool_t D_L0MuonDecision_TIS_bool;\n Bool_t D_L0DiMuonDecision_TIS_bool;\n Bool_t D_L0ElectronDecision_TIS_bool;\n Bool_t D_L0PhotonDecision_TIS_bool;\n Bool_t D_Hlt1TrackMVADecision_TOS_bool;\n Bool_t D_Hlt1TwoTrackMVADecision_TOS_bool;\n Float_t D_ReFit_P_list[1];\n Float_t D_ReFit_chi2_list[1];\n Float_t KS_PT_list[1];\n Float_t D_ReFit_KS0_P_list[1];\n Float_t D_ReFit_decayLength_list[1];\n Float_t D_ReFit_decayLengthErr_list[1];\n\n\n //set branch address\n chain->SetBranchAddress(\"D_M\",&D_M_double);\n chain->SetBranchAddress(\"D_L0HadronDecision_TOS\",&D_L0HadronDecision_TOS_bool);\n chain->SetBranchAddress(\"D_L0MuonDecision_TIS\",&D_L0MuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0DiMuonDecision_TIS\",&D_L0DiMuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0ElectronDecision_TIS\",&D_L0ElectronDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0PhotonDecision_TIS\",&D_L0PhotonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_Hlt1TrackMVADecision_TOS\",&D_Hlt1TrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_Hlt1TwoTrackMVADecision_TOS\",&D_Hlt1TwoTrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_PT\",&D_PT_double);\n chain->SetBranchAddress(\"D_ReFit_P\",&D_ReFit_P_list);\n chain->SetBranchAddress(\"D_ReFit_chi2\",&D_ReFit_chi2_list);\n chain->SetBranchAddress(\"KS_PT\",&KS_PT_list);\n chain->SetBranchAddress(\"D_ReFit_KS0_P\",&D_ReFit_KS0_P_list);\n chain->SetBranchAddress(\"D_ReFit_decayLength\",&D_ReFit_decayLength_list);\n chain->SetBranchAddress(\"D_ReFit_decayLengthErr\",&D_ReFit_decayLengthErr_list);\n chain->SetBranchAddress(\"P0_ProbNNpi\",&P0_ProbNNpi_double);\n chain->SetBranchAddress(\"P1_ProbNNpi\",&P1_ProbNNpi_double);\n chain->SetBranchAddress(\"P2_ProbNNpi\",&P2_ProbNNpi_double);\n chain->SetBranchAddress(\"D_IPCHI2_OWNPV\",&D_IPCHI2_OWNPV_double);\n\n\n //creat dataset and write\n RooDataSet *ds=new RooDataSet(\"ds\", \"ds\", variables);\n cout << \"******Start importing....\\n\";\n Long64_t nentries = chain->GetEntries();\n Long64_t nevents=0; //count number of dataset events\n cout << \"<<<<Number of Entries in chain:\"<<nentries <<endl;\n for (Long64_t i=0; i<nentries; i++)\n {\n chain->GetEntry(i);\n\n if (i<100) {\n /*\n \tcout << D_M_double<<\"\\t\"<<D_PT_double<<\"\\t\"\n \t<<P0_ProbNNpi_double<<\"\\t\"<<P1_ProbNNpi_double<<\"\\t\"<<P2_ProbNNpi_double<<\"\\t\"\n \t<<D_L0HadronDecision_TOS_bool<<\"\\t\"<<D_L0MuonDecision_TIS_bool<<\"\\t\"\n \t<<D_L0DiMuonDecision_TIS_bool<<\"\\t\"<<D_L0ElectronDecision_TIS_bool<<\"\\t\"\n \t<<D_L0PhotonDecision_TIS_bool<<\"\\t\"<<D_Hlt1TrackMVADecision_TOS_bool<<\"\\t\"\n \t<<D_Hlt1TwoTrackMVADecision_TOS_bool<<\"\\t\"<<D_ReFit_P_list[0]<<\"\\t\"\n \t<<D_ReFit_chi2_list[0]<<\"\\t\"<<KS_PT_list[0]<<\"\\t\"<<D_ReFit_KS0_P_list[0]<<\"\\t\"\n \t<<D_ReFit_decayLength_list[0]<<\"\\t\"<<D_ReFit_decayLengthErr_list[0]<<\"\\t\"\n \t<<\"\\n\";\t\t*/\n }\n\n D_M = D_M_double;\n D_L0HadronDecision_TOS = (Double_t)D_L0HadronDecision_TOS_bool;\n D_L0MuonDecision_TIS = (Double_t)D_L0MuonDecision_TIS_bool;\n D_L0DiMuonDecision_TIS = (Double_t)D_L0DiMuonDecision_TIS_bool;\n D_L0ElectronDecision_TIS = (Double_t)D_L0ElectronDecision_TIS_bool;\n D_L0PhotonDecision_TIS = (Double_t)D_L0PhotonDecision_TIS_bool;\n D_Hlt1TrackMVADecision_TOS = (Double_t)D_Hlt1TrackMVADecision_TOS_bool;\n D_Hlt1TwoTrackMVADecision_TOS = (Double_t)D_Hlt1TwoTrackMVADecision_TOS_bool;\n D_PT = D_PT_double;\n D_ReFit_P = (Double_t)D_ReFit_P_list[0];\n D_ReFit_chi2 = (Double_t)D_ReFit_chi2_list[0];\n KS_PT = (Double_t)KS_PT_list[0];\n D_ReFit_KS0_P = (Double_t)D_ReFit_KS0_P_list[0];\n P0_ProbNNpi = P0_ProbNNpi_double;\n P1_ProbNNpi = P1_ProbNNpi_double;\n P2_ProbNNpi = P2_ProbNNpi_double;\n D_ReFit_decayLength_vs_Err = (Double_t)D_ReFit_decayLength_list[0]/(Double_t)D_ReFit_decayLengthErr_list[0];\n LOG_D_IPCHI2_OWNPV = TMath::Log(D_IPCHI2_OWNPV_double);\n\n if (((D_L0HadronDecision_TOS_bool==1) || (D_L0MuonDecision_TIS_bool==1) || (D_L0DiMuonDecision_TIS_bool==1) ||\n (D_L0ElectronDecision_TIS_bool==1) || (D_L0PhotonDecision_TIS_bool==1) ) && ( (D_Hlt1TrackMVADecision_TOS_bool==1) ||\n (D_Hlt1TwoTrackMVADecision_TOS_bool==1)) && (D_M_double>1779.65 && D_M_double<1959.65)&&(D_IPCHI2_OWNPV_double>0) ) {\n ds->add(variables,1.0);\n nevents++;\n }\n }\n //chain->Print();\n cout << \"<<<<number of events on dataset:\" << nevents <<endl;\n cout << \"******Importing complete. RooDataSet ds created!\\n\";\n\n\n //creat newtree\n chainx->SetBranchStatus(\"*\",0);\n chainx->SetBranchStatus(\"D_M\",1);\n chainx->SetBranchStatus(\"D_L0HadronDecision_TOS\",1);\n chainx->SetBranchStatus(\"D_L0MuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0DiMuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0ElectronDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0PhotonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TwoTrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_chi2\",1);\n chainx->SetBranchStatus(\"KS_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_KS0_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLength\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLengthErr\",1);\n chainx->SetBranchStatus(\"P0_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P1_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P2_ProbNNpi\",1);\n chainx->SetBranchStatus(\"D_IPCHI2_OWNPV\",1);\n chainx->SetBranchStatus(\"P0_ID\",1);\n chainx->SetBranchStatus(\"P0_P\",1);\n chainx->SetBranchStatus(\"P0_PX\",1);\n chainx->SetBranchStatus(\"P0_PY\",1);\n chainx->SetBranchStatus(\"P0_PZ\",1);\n chainx->SetBranchStatus(\"P1_P\",1);\n chainx->SetBranchStatus(\"P1_PX\",1);\n chainx->SetBranchStatus(\"P1_PY\",1);\n chainx->SetBranchStatus(\"P1_PZ\",1);\n chainx->SetBranchStatus(\"P2_P\",1);\n chainx->SetBranchStatus(\"P2_PX\",1);\n chainx->SetBranchStatus(\"P2_PY\",1);\n chainx->SetBranchStatus(\"P2_PZ\",1);\n\n TTree *newtree = (TTree*)chainx->CopyTree(\"( ( (D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n (D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1) ) && ( (D_Hlt1TrackMVADecision_TOS==1) || \\\n (D_Hlt1TwoTrackMVADecision_TOS==1) ) )&& (D_M>1779.65&&D_M<1959.65) &&(D_IPCHI2_OWNPV>0)\");\n //newtree->Print();\n\n\n //check if nentries_newtree & nevents matches\n Long64_t nentries_newtree=newtree->GetEntries();\n if(nentries_newtree!=nevents) {\n cout << \"nentries_newtree!=nevents\" <<endl;\n return 0;\n }\n\n\n RooRealVar mean(\"mean\",\"mean of gaussian\",1869.,1859.,1879.) ;\n RooRealVar mean_1(\"mean_1\",\"mean of gaussian(1)\",1869.,1859.,1879.) ;\n RooRealVar sigma(\"sigma\",\"width of gaussian\",10.,0.1,20.) ;\n RooRealVar sigma_1(\"sigma_1\",\"width of gaussian(1)\",20.,0.1,30.) ;\n RooGaussian gauss(\"gauss\",\"gaussian PDF\", D_M, mean, sigma) ;\n RooGaussian gauss_1(\"gauss_1\",\"gaussian PDF(1)\", D_M, mean_1, sigma_1) ;\n RooRealVar gauss_frac(\"gauss_frac\",\"fraction of component 1 in signal\",0.8,0.,1.) ;\n RooAddPdf gauss_all(\"gauss_all\", \"combination of gaussian function\", RooArgList(gauss, gauss_1), RooArgList(gauss_frac));\n\n RooRealVar x1(\"x1\", \"para1\", 0., 100.);\n RooRealVar x2(\"x2\", \"para2\", 0., 100.);\n RooRealVar x3(\"x3\", \"para3\", 0., 100.);\n RooPolynomial poly(\"poly\", \"3-para-poly\", D_M, RooArgList(x1, x2, x3),0);\n\n RooRealVar gauss_poly_frac(\"gauss_poly_frac\",\"fraction of signal\",20000,300000) ;\n RooRealVar gauss_poly_frac_1(\"gauss_poly_frac_1\",\"fraction of background\",20000,300000) ;\n RooAddPdf event(\"even\",\"event\",RooArgList(gauss_all, poly), RooArgList(gauss_poly_frac, gauss_poly_frac_1)) ;\n\n\n // Construct plot frame in 'D_M'\n RooPlot* xframe = D_M.frame(Title(\"Event p.d.f.\")) ;\n RooPlot* xframe_2 = D_M.frame(Title(\" \")) ;\n xframe_2->SetYTitle(\"pull distribution\");\n\n event.fitTo(*ds) ;\n cout<<\"fitting complete!\\n\";\n //print variable values\n cout<<\"para list:\\n\";\n mean.Print() ;\n mean_1.Print() ;\n sigma.Print() ;\n sigma_1.Print() ;\n x1.Print();\n x2.Print();\n x3.Print();\n gauss_frac.Print();\n gauss_poly_frac.Print();\n gauss_poly_frac_1.Print();\n\n // Draw all frames on a canvas\n // Draw part 1\n ds->plotOn(xframe);\n event.plotOn(xframe) ;\n RooHist* hpull = xframe->pullHist() ;\n event.plotOn(xframe,Components(poly),LineColor(kRed),LineStyle(kDashed)) ;\n event.plotOn(xframe,Components(gauss),LineColor(kBlue),LineStyle(kDashed)) ;\n event.plotOn(xframe,Components(gauss_1),LineColor(kGreen),LineStyle(kDashed)) ;\n xframe_2->addPlotable(hpull, \"P\") ;\n\n TCanvas* c = new TCanvas(\"total_plot\",\"total_plot\",600,1200) ;\n c->Divide(1,2) ;\n c->cd(1) ;\n gPad->SetLeftMargin(0.15) ;\n xframe->GetYaxis()->SetTitleOffset(1.6) ;\n xframe->Draw() ;\n\n c->cd(2) ;\n gPad->SetLeftMargin(0.15) ;\n xframe_2->GetYaxis()->SetTitleOffset(1.6) ;\n xframe_2->GetYaxis()->SetRangeUser(-5., 5.);\n xframe_2->Draw() ;\n\n c->Print(\"../plotdir/D2KSPiPiPi_DD/fit_mass_D2KSPiPiPi_DD.pdf\");\n\n\n\n // Draw part 2\n RooStats::SPlot* sData = new RooStats::SPlot(\"sData\",\"An SPlot\", *ds, &event, RooArgList(gauss_poly_frac, gauss_poly_frac_1) );\n\n std::cout << \"Check SWeights:\" << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac is \"\n << gauss_poly_frac.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac\") << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac_1 is \"\n << gauss_poly_frac_1.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac_1\") << std::endl;\n\n\n\n Double_t swei, bwei;\n swei= 1. ;\n bwei= 1. ;\n TBranch *swei_branch = newtree->Branch(\"swei\", &swei, \"swei/D\");\n TBranch *bwei_branch = newtree->Branch(\"bwei\", &bwei, \"bwei/D\");\n\n for(Int_t sdata_index = 0; sdata_index < nentries_newtree; sdata_index++)\n {\n newtree->GetEntry(sdata_index);\n swei=sData->GetSWeight(sdata_index, \"gauss_poly_frac\");\n bwei=sData->GetSWeight(sdata_index, \"gauss_poly_frac_1\");\n //cout<<\"this is the \"<<sdata_index<<\"th item of weights\"<<endl;\n //cout<<swei<<endl;\n //cout<<bwei<<endl;\n swei_branch->Fill();\n bwei_branch->Fill();\n\n }\n //newtree->Print();\n newfile->cd();\n newtree->Write(\"ReducedTree\");\n\n // create weightfed data set\n RooDataSet * signalpart = new RooDataSet(ds->GetName(),ds->GetTitle(),ds,*ds->get(),0,\"gauss_poly_frac_sw\") ;\n RooDataSet * backgroundpart = new RooDataSet(ds->GetName(),ds->GetTitle(),ds,*ds->get(),0,\"gauss_poly_frac_1_sw\") ;\n\n //D_PT\n TCanvas* cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n RooPlot *frame = D_PT.frame(Range(0.,20000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n RooPlot* frame1 = D_PT.frame(Range(0.,20000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_DD/SPlot/splot_fit_D_PT_D2KSPiPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_P\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_P.frame(Range(0.,300000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_P.frame(Range(0.,300000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_DD/SPlot/splot_fit_D_ReFit_P_D2KSPiPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_chi2\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_chi2.frame(Range(0.,100.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_chi2.frame(Range(0.,100.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_DD/SPlot/splot_fit_D_ReFit_chi2_D2KSPiPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //KS_PT\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = KS_PT.frame(Range(0.,10000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = KS_PT.frame(Range(0.,10000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_DD/SPlot/splot_fit_KS_PT_D2KSPiPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_KS0_P\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_KS0_P.frame(Range(0.,100000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_KS0_P.frame(Range(0.,100000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_DD/SPlot/splot_fit_D_ReFit_KS0_P_D2KSPiPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //P1_ProbNNpi\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = P1_ProbNNpi.frame(Range(0.95,1.01), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = P1_ProbNNpi.frame(Range(0.95,1.01), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_DD/SPlot/splot_fit_P1_ProbNNpi_D2KSPiPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //P2_ProbNNpi\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = P2_ProbNNpi.frame(Range(0.95,1.01), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = P2_ProbNNpi.frame(Range(0.95,1.01), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_DD/SPlot/splot_fit_P2_ProbNNpi_D2KSPiPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //P0_ProbNNpi\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = P0_ProbNNpi.frame(Range(0.95,1.01), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = P0_ProbNNpi.frame(Range(0.95,1.01), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_DD/SPlot/splot_fit_P0_ProbNNpi_D2KSPiPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_decayLength_vs_Err\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_decayLength_vs_Err.frame(Range(0.,300.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_decayLength_vs_Err.frame(Range(0.,300.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_DD/SPlot/splot_fit_D_ReFit_decayLength_vs_Err_D2KSPiPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //LOG_D_IPCHI2_OWNPV\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = LOG_D_IPCHI2_OWNPV.frame(Range(-2.,8.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = LOG_D_IPCHI2_OWNPV.frame(Range(-2.,8.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_DD/SPlot/splot_fit_LOG_D_IPCHI2_OWNPV_D2KSPiPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //release pointers\n delete xframe;\n delete xframe_2;\n delete chain;\n delete c;\n return 0;\n}\n\n\n\nint fit_M_D2KSKpPiPi_DD()\n{\n\n //define TChain, TFile\n const char* TChain_name=\"D2KSKpPiPi_DD/DecayTree\";\n const char* TChain_file=\"/eos/lhcb/user/m/mamartin/D2Kshhh/Test/MD/*.root\";\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file);\n TChain *chainx= new TChain(TChain_name);\n chainx->Add(TChain_file);\n TFile *newfile = new TFile(\"../saved/TMVA_root_files/reduced_DD_2.root\",\"recreate\");\n\n\n //variables\n RooRealVar D_M(\"D_M\", \"D+ mass\", 1779.65, 1959.65, \"MeV\") ;\n RooRealVar D_L0HadronDecision_TOS(\"D_L0HadronDecision_TOS\",\"D_L0HadronDecision_TOS\",0,1);\n RooRealVar D_L0MuonDecision_TIS(\"D_L0MuonDecision_TIS\",\"D_L0MuonDecision_TIS\",0,1);\n RooRealVar D_L0DiMuonDecision_TIS(\"D_L0DiMuonDecision_TIS\",\"D_L0DiMuonDecision_TIS\",0,1);\n RooRealVar D_L0ElectronDecision_TIS(\"D_L0ElectronDecision_TIS\",\"D_L0ElectronDecision_TIS\",0,1);\n RooRealVar D_L0PhotonDecision_TIS(\"D_L0PhotonDecision_TIS\",\"D_L0PhotonDecision_TIS\",0,1);\n RooRealVar D_Hlt1TrackMVADecision_TOS(\"D_Hlt1TrackMVADecision_TOS\",\"D_Hlt1TrackMVADecision_TOS\",0,1);\n RooRealVar D_Hlt1TwoTrackMVADecision_TOS(\"D_Hlt1TwoTrackMVADecision_TOS\",\"D_Hlt1TwoTrackMVADecision_TOS\",0,1);\n RooArgSet variables(D_M,D_L0HadronDecision_TOS, D_L0MuonDecision_TIS,D_L0DiMuonDecision_TIS,D_L0ElectronDecision_TIS,\n D_L0PhotonDecision_TIS,D_Hlt1TrackMVADecision_TOS,D_Hlt1TwoTrackMVADecision_TOS);\n RooRealVar D_PT(\"D_PT\", \"D+ transverse momentum\", 0., 1000000.) ;\n RooRealVar D_ReFit_P(\"D_ReFit_P_double\", \"D_ReFit_P\", 0., 100000000.) ;\n RooRealVar D_ReFit_chi2(\"D_ReFit_chi2_double\", \"D_ReFit_chi2\", 0., 100000.) ;\n RooRealVar KS_PT(\"KS_PT_double\", \"KS_PT\", -100000., 100000.) ;\n RooRealVar D_ReFit_KS0_P(\"D_ReFit_KS0_P_double\", \"D_ReFit_KS0_P\", 0., 100000000.) ;\n RooRealVar P0_ProbNNpi(\"P0_ProbNNpi\", \"P0_ProbNNpi\", 0., 100.) ;\n RooRealVar P1_ProbNNpi(\"P1_ProbNNpi\", \"P1_ProbNNpi\", 0., 100.) ;\n RooRealVar P2_ProbNNpi(\"P2_ProbNNpi\", \"P2_ProbNNpi\", 0., 100.) ;\n RooRealVar D_ReFit_decayLength_vs_Err(\"D_ReFit_decayLength_vs_Err\", \"D_ReFit_decayLength_vs_Err\", 0, RooNumber::infinity()) ;\n RooRealVar LOG_D_IPCHI2_OWNPV(\"LOG_D_IPCHI2_OWNPV\", \"LOG_D_IPCHI2_OWNPV\", 0., RooNumber::infinity());\n variables.add(RooArgSet(D_PT, D_ReFit_P, D_ReFit_chi2, KS_PT, D_ReFit_KS0_P));\n variables.add(RooArgSet(P0_ProbNNpi, P1_ProbNNpi, P2_ProbNNpi, D_ReFit_decayLength_vs_Err, LOG_D_IPCHI2_OWNPV));\n\n\n //values to write\n Double_t D_M_double ;\n Double_t D_PT_double ;\n Double_t P0_ProbNNpi_double ;\n Double_t P1_ProbNNpi_double ;\n Double_t P2_ProbNNpi_double ;\n Double_t D_IPCHI2_OWNPV_double ;\n Bool_t D_L0HadronDecision_TOS_bool;\n Bool_t D_L0MuonDecision_TIS_bool;\n Bool_t D_L0DiMuonDecision_TIS_bool;\n Bool_t D_L0ElectronDecision_TIS_bool;\n Bool_t D_L0PhotonDecision_TIS_bool;\n Bool_t D_Hlt1TrackMVADecision_TOS_bool;\n Bool_t D_Hlt1TwoTrackMVADecision_TOS_bool;\n Float_t D_ReFit_P_list[1];\n Float_t D_ReFit_chi2_list[1];\n Float_t KS_PT_list[1];\n Float_t D_ReFit_KS0_P_list[1];\n Float_t D_ReFit_decayLength_list[1];\n Float_t D_ReFit_decayLengthErr_list[1];\n\n\n //set branch address\n chain->SetBranchAddress(\"D_M\",&D_M_double);\n chain->SetBranchAddress(\"D_L0HadronDecision_TOS\",&D_L0HadronDecision_TOS_bool);\n chain->SetBranchAddress(\"D_L0MuonDecision_TIS\",&D_L0MuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0DiMuonDecision_TIS\",&D_L0DiMuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0ElectronDecision_TIS\",&D_L0ElectronDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0PhotonDecision_TIS\",&D_L0PhotonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_Hlt1TrackMVADecision_TOS\",&D_Hlt1TrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_Hlt1TwoTrackMVADecision_TOS\",&D_Hlt1TwoTrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_PT\",&D_PT_double);\n chain->SetBranchAddress(\"D_ReFit_P\",&D_ReFit_P_list);\n chain->SetBranchAddress(\"D_ReFit_chi2\",&D_ReFit_chi2_list);\n chain->SetBranchAddress(\"KS_PT\",&KS_PT_list);\n chain->SetBranchAddress(\"D_ReFit_KS0_P\",&D_ReFit_KS0_P_list);\n chain->SetBranchAddress(\"D_ReFit_decayLength\",&D_ReFit_decayLength_list);\n chain->SetBranchAddress(\"D_ReFit_decayLengthErr\",&D_ReFit_decayLengthErr_list);\n chain->SetBranchAddress(\"P0_ProbNNpi\",&P0_ProbNNpi_double);\n chain->SetBranchAddress(\"P1_ProbNNpi\",&P1_ProbNNpi_double);\n chain->SetBranchAddress(\"P2_ProbNNpi\",&P2_ProbNNpi_double);\n chain->SetBranchAddress(\"D_IPCHI2_OWNPV\",&D_IPCHI2_OWNPV_double);\n\n\n\n //creat dataset and write\n RooDataSet *ds=new RooDataSet(\"ds\", \"ds\", variables);\n cout << \"******Start importing....\\n\";\n Long64_t nentries = chain->GetEntries();\n Long64_t nevents=0; //count number of dataset events\n cout << \"<<<<Number of Entries in chain:\"<<nentries <<endl;\n for (Long64_t i=0; i<nentries; i++)\n {\n chain->GetEntry(i);\n\n if (i<100) {\n /*\n \tcout << D_M_double<<\"\\t\"<<D_PT_double<<\"\\t\"\n \t<<P0_ProbNNpi_double<<\"\\t\"<<P1_ProbNNpi_double<<\"\\t\"<<P2_ProbNNpi_double<<\"\\t\"\n \t<<D_L0HadronDecision_TOS_bool<<\"\\t\"<<D_L0MuonDecision_TIS_bool<<\"\\t\"\n \t<<D_L0DiMuonDecision_TIS_bool<<\"\\t\"<<D_L0ElectronDecision_TIS_bool<<\"\\t\"\n \t<<D_L0PhotonDecision_TIS_bool<<\"\\t\"<<D_Hlt1TrackMVADecision_TOS_bool<<\"\\t\"\n \t<<D_Hlt1TwoTrackMVADecision_TOS_bool<<\"\\t\"<<D_ReFit_P_list[0]<<\"\\t\"\n \t<<D_ReFit_chi2_list[0]<<\"\\t\"<<KS_PT_list[0]<<\"\\t\"<<D_ReFit_KS0_P_list[0]<<\"\\t\"\n \t<<D_ReFit_decayLength_list[0]<<\"\\t\"<<D_ReFit_decayLengthErr_list[0]<<\"\\t\"\n \t<<\"\\n\";\t\t*/\n }\n\n D_M = D_M_double;\n D_L0HadronDecision_TOS = (Double_t)D_L0HadronDecision_TOS_bool;\n D_L0MuonDecision_TIS = (Double_t)D_L0MuonDecision_TIS_bool;\n D_L0DiMuonDecision_TIS = (Double_t)D_L0DiMuonDecision_TIS_bool;\n D_L0ElectronDecision_TIS = (Double_t)D_L0ElectronDecision_TIS_bool;\n D_L0PhotonDecision_TIS = (Double_t)D_L0PhotonDecision_TIS_bool;\n D_Hlt1TrackMVADecision_TOS = (Double_t)D_Hlt1TrackMVADecision_TOS_bool;\n D_Hlt1TwoTrackMVADecision_TOS = (Double_t)D_Hlt1TwoTrackMVADecision_TOS_bool;\n D_PT = D_PT_double;\n D_ReFit_P = (Double_t)D_ReFit_P_list[0];\n D_ReFit_chi2 = (Double_t)D_ReFit_chi2_list[0];\n KS_PT = (Double_t)KS_PT_list[0];\n D_ReFit_KS0_P = (Double_t)D_ReFit_KS0_P_list[0];\n P0_ProbNNpi = P0_ProbNNpi_double;\n P1_ProbNNpi = P1_ProbNNpi_double;\n P2_ProbNNpi = P2_ProbNNpi_double;\n D_ReFit_decayLength_vs_Err = (Double_t)D_ReFit_decayLength_list[0]/(Double_t)D_ReFit_decayLengthErr_list[0];\n LOG_D_IPCHI2_OWNPV = TMath::Log(D_IPCHI2_OWNPV_double);\n\n if (((D_L0HadronDecision_TOS_bool==1) || (D_L0MuonDecision_TIS_bool==1) || (D_L0DiMuonDecision_TIS_bool==1) ||\n (D_L0ElectronDecision_TIS_bool==1) || (D_L0PhotonDecision_TIS_bool==1) ) && ( (D_Hlt1TrackMVADecision_TOS_bool==1) ||\n (D_Hlt1TwoTrackMVADecision_TOS_bool==1)) && (D_M_double>1779.65 && D_M_double<1959.65)&&(D_IPCHI2_OWNPV_double>0) ) {\n ds->add(variables,1.0);\n nevents++;\n }\n }\n //chain->Print();\n cout << \"<<<<number of events on dataset:\" << nevents <<endl;\n cout << \"******Importing complete. RooDataSet ds created!\\n\";\n\n\n //creat newtree\n chainx->SetBranchStatus(\"*\",0);\n chainx->SetBranchStatus(\"D_M\",1);\n chainx->SetBranchStatus(\"D_L0HadronDecision_TOS\",1);\n chainx->SetBranchStatus(\"D_L0MuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0DiMuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0ElectronDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0PhotonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TwoTrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_chi2\",1);\n chainx->SetBranchStatus(\"KS_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_KS0_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLength\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLengthErr\",1);\n chainx->SetBranchStatus(\"P0_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P1_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P2_ProbNNpi\",1);\n chainx->SetBranchStatus(\"D_IPCHI2_OWNPV\",1);\n chainx->SetBranchStatus(\"P0_ID\",1);\n chainx->SetBranchStatus(\"P0_P\",1);\n chainx->SetBranchStatus(\"P0_PX\",1);\n chainx->SetBranchStatus(\"P0_PY\",1);\n chainx->SetBranchStatus(\"P0_PZ\",1);\n chainx->SetBranchStatus(\"P1_P\",1);\n chainx->SetBranchStatus(\"P1_PX\",1);\n chainx->SetBranchStatus(\"P1_PY\",1);\n chainx->SetBranchStatus(\"P1_PZ\",1);\n chainx->SetBranchStatus(\"P2_P\",1);\n chainx->SetBranchStatus(\"P2_PX\",1);\n chainx->SetBranchStatus(\"P2_PY\",1);\n chainx->SetBranchStatus(\"P2_PZ\",1);\n TTree *newtree = (TTree*)chainx->CopyTree(\"( ( (D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n (D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1) ) && ( (D_Hlt1TrackMVADecision_TOS==1) || \\\n (D_Hlt1TwoTrackMVADecision_TOS==1) ) )&& (D_M>1779.65&&D_M<1959.65) &&(D_IPCHI2_OWNPV>0)\");\n //newtree->Print();\n\n\n //check if nentries_newtree & nevents matches\n Long64_t nentries_newtree=newtree->GetEntries();\n if(nentries_newtree!=nevents) {\n cout << \"nentries_newtree!=nevents\" <<endl;\n return 0;\n }\n\n\n RooRealVar mean(\"mean\",\"mean of gaussian\",1869.,1859.,1879.) ;\n RooRealVar sigma(\"sigma\",\"width of gaussian\",10.,0.1,100.) ;\n RooRealVar alpha_var(\"alpha_var\",\"alpha_var\",1,0.1,10.) ;\n RooRealVar n_var(\"n_var\",\"n_var\",30.7631, 0., 100.) ;\n RooCBShape gauss_all(\"CBfunction\", \"CBfunction\", D_M, mean, sigma, alpha_var, n_var);\n\n RooRealVar x1(\"x1\", \"para1\", -100., 100.);\n RooRealVar x2(\"x2\", \"para2\", -100., 100.);\n RooRealVar x3(\"x3\", \"para3\", -100., 100.);\n RooChebychev poly(\"poly\", \"3-para-poly\", D_M, RooArgList(x1, x2, x3));\n //num total:94333\n RooRealVar gauss_poly_frac(\"gauss_poly_frac\",\"fraction of component 1 in signal\",1000., 10000) ;\n RooRealVar gauss_poly_frac_1(\"gauss_poly_frac_1\",\"fraction of component 2 in signal\",10000., 100000) ;\n RooAddPdf event(\"even\",\"event\",RooArgList(gauss_all, poly), RooArgList(gauss_poly_frac, gauss_poly_frac_1)) ;\n\n // Construct plot frame in 'D_M'\n RooPlot* xframe = D_M.frame(Title(\"Event p.d.f.\")) ;\n RooPlot* xframe_2 = D_M.frame(Title(\" \")) ;\n xframe_2->SetYTitle(\"pull distribution\");\n\n event.fitTo(*ds) ;\n cout<<\"fitting complete!\\n\";\n //print variable values\n cout<<\"para list:\\n\";\n mean.Print() ;\n sigma.Print() ;\n alpha_var.Print() ;\n n_var.Print() ;\n x1.Print();\n x2.Print();\n x3.Print();\n gauss_poly_frac.Print();\n gauss_poly_frac_1.Print();\n\n // Draw all frames on a canvas\n // Draw part 1\n ds->plotOn(xframe);\n event.plotOn(xframe) ;\n RooHist* hpull = xframe->pullHist() ;\n event.plotOn(xframe,Components(poly),LineColor(kRed),LineStyle(kDashed)) ;\n event.plotOn(xframe,Components(gauss_all),LineColor(kBlue),LineStyle(kDashed)) ;\n xframe_2->addPlotable(hpull, \"P\") ;\n\n TCanvas* c = new TCanvas(\"total_plot\",\"total_plot\",600,1200) ;\n c->Divide(1,2) ;\n c->cd(1) ;\n gPad->SetLeftMargin(0.15) ;\n xframe->GetYaxis()->SetTitleOffset(1.6) ;\n xframe->Draw() ;\n\n c->cd(2) ;\n gPad->SetLeftMargin(0.15) ;\n xframe_2->GetYaxis()->SetTitleOffset(1.6) ;\n xframe_2->GetYaxis()->SetRangeUser(-5., 5.);\n xframe_2->Draw() ;\n\n c->Print(\"../plotdir/D2KSKpPiPi_DD/fit_mass_D2KSKpPiPi_DD.pdf\");\n\n\n\n // Draw part 2\n RooStats::SPlot* sData = new RooStats::SPlot(\"sData\",\"An SPlot\", *ds, &event, RooArgList(gauss_poly_frac, gauss_poly_frac_1) );\n\n std::cout << \"Check SWeights:\" << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac is \"\n << gauss_poly_frac.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac\") << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac_1 is \"\n << gauss_poly_frac_1.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac_1\") << std::endl;\n\n\n\n Double_t swei, bwei;\n swei= 1. ;\n bwei= 1. ;\n TBranch *swei_branch = newtree->Branch(\"swei\", &swei, \"swei/D\");\n TBranch *bwei_branch = newtree->Branch(\"bwei\", &bwei, \"bwei/D\");\n\n for(Int_t sdata_index = 0; sdata_index < nentries_newtree; sdata_index++)\n {\n newtree->GetEntry(sdata_index);\n swei=sData->GetSWeight(sdata_index, \"gauss_poly_frac\");\n bwei=sData->GetSWeight(sdata_index, \"gauss_poly_frac_1\");\n //cout<<\"this is the \"<<sdata_index<<\"th item of weights\"<<endl;\n //cout<<swei<<endl;\n //cout<<bwei<<endl;\n swei_branch->Fill();\n bwei_branch->Fill();\n\n }\n //newtree->Print();\n newfile->cd();\n newtree->Write(\"ReducedTree\");\n\n // create weightfed data set\n RooDataSet * signalpart = new RooDataSet(ds->GetName(),ds->GetTitle(),ds,*ds->get(),0,\"gauss_poly_frac_sw\") ;\n RooDataSet * backgroundpart = new RooDataSet(ds->GetName(),ds->GetTitle(),ds,*ds->get(),0,\"gauss_poly_frac_1_sw\") ;\n\n //D_PT\n TCanvas* cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n RooPlot *frame = D_PT.frame(Range(0.,20000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n RooPlot* frame1 = D_PT.frame(Range(0.,20000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_DD/SPlot/splot_fit_D_PT_D2KSKpPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_P\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_P.frame(Range(0.,300000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_P.frame(Range(0.,300000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_DD/SPlot/splot_fit_D_ReFit_P_D2KSKpPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_chi2\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_chi2.frame(Range(0.,100.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_chi2.frame(Range(0.,100.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_DD/SPlot/splot_fit_D_ReFit_chi2_D2KSKpPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //KS_PT\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = KS_PT.frame(Range(0.,10000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = KS_PT.frame(Range(0.,10000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_DD/SPlot/splot_fit_KS_PT_D2KSKpPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_KS0_P\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_KS0_P.frame(Range(0.,100000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_KS0_P.frame(Range(0.,100000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_DD/SPlot/splot_fit_D_ReFit_KS0_P_D2KSKpPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //P1_ProbNNpi\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = P1_ProbNNpi.frame(Range(0.95,1.01), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = P1_ProbNNpi.frame(Range(0.95,1.01), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_DD/SPlot/splot_fit_P1_ProbNNpi_D2KSKpPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //P2_ProbNNpi\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = P2_ProbNNpi.frame(Range(0.95,1.01), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = P2_ProbNNpi.frame(Range(0.95,1.01), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_DD/SPlot/splot_fit_P2_ProbNNpi_D2KSKpPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //P0_ProbNNpi\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = P0_ProbNNpi.frame(Range(0.,0.2), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = P0_ProbNNpi.frame(Range(0.,0.2), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_DD/SPlot/splot_fit_P0_ProbNNpi_D2KSKpPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_decayLength_vs_Err\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_decayLength_vs_Err.frame(Range(0.,300.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_decayLength_vs_Err.frame(Range(0.,300.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_DD/SPlot/splot_fit_D_ReFit_decayLength_vs_Err_D2KSKpPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //LOG_D_IPCHI2_OWNPV\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = LOG_D_IPCHI2_OWNPV.frame(Range(-2.,8.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = LOG_D_IPCHI2_OWNPV.frame(Range(-2.,8.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_DD/SPlot/splot_fit_LOG_D_IPCHI2_OWNPV_D2KSKpPiPi_DD.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //release pointers\n delete xframe;\n delete xframe_2;\n delete chain;\n delete c;\n return 0;\n}\n\n\n\n\n\n\n\n//for LL\nint fit_M_D2KSPiPiPi_LL()\n{\n\n cout << \"<<<< define TChain, TFile ...\"<<endl;\n\n const char* TChain_name=\"D2KSPiPiPi_LL/DecayTree\";\n const char* TChain_file=\"/eos/lhcb/user/m/mamartin/D2Kshhh/Test/MD/*.root\";\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file);\n TChain *chainx= new TChain(TChain_name);\n chainx->Add(TChain_file);\n TFile *newfile = new TFile(\"../saved/TMVA_root_files/reduced_LL_1.root\",\"recreate\");\n\n\n cout << \"<<<< define variables...\"<<endl;\n\n RooRealVar D_M(\"D_M\", \"D+ mass\", 1779.65, 1959.65, \"MeV\") ;\n RooRealVar D_L0HadronDecision_TOS(\"D_L0HadronDecision_TOS\",\"D_L0HadronDecision_TOS\",0,1);\n RooRealVar D_L0MuonDecision_TIS(\"D_L0MuonDecision_TIS\",\"D_L0MuonDecision_TIS\",0,1);\n RooRealVar D_L0DiMuonDecision_TIS(\"D_L0DiMuonDecision_TIS\",\"D_L0DiMuonDecision_TIS\",0,1);\n RooRealVar D_L0ElectronDecision_TIS(\"D_L0ElectronDecision_TIS\",\"D_L0ElectronDecision_TIS\",0,1);\n RooRealVar D_L0PhotonDecision_TIS(\"D_L0PhotonDecision_TIS\",\"D_L0PhotonDecision_TIS\",0,1);\n RooRealVar D_Hlt1TrackMVADecision_TOS(\"D_Hlt1TrackMVADecision_TOS\",\"D_Hlt1TrackMVADecision_TOS\",0,1);\n RooRealVar D_Hlt1TwoTrackMVADecision_TOS(\"D_Hlt1TwoTrackMVADecision_TOS\",\"D_Hlt1TwoTrackMVADecision_TOS\",0,1);\n RooArgSet variables(D_M,D_L0HadronDecision_TOS, D_L0MuonDecision_TIS,D_L0DiMuonDecision_TIS,D_L0ElectronDecision_TIS,\n D_L0PhotonDecision_TIS,D_Hlt1TrackMVADecision_TOS,D_Hlt1TwoTrackMVADecision_TOS);\n RooRealVar D_PT(\"D_PT\", \"D+ transverse momentum\", 0., 1000000.) ;\n RooRealVar D_ReFit_P(\"D_ReFit_P_double\", \"D_ReFit_P\", 0., 100000000.) ;\n RooRealVar D_ReFit_chi2(\"D_ReFit_chi2_double\", \"D_ReFit_chi2\", 0., 100000.) ;\n RooRealVar KS_PT(\"KS_PT_double\", \"KS_PT\", -100000., 100000.) ;\n RooRealVar D_ReFit_KS0_P(\"D_ReFit_KS0_P_double\", \"D_ReFit_KS0_P\", 0., 100000000.) ;\n RooRealVar P0_ProbNNpi(\"P0_ProbNNpi\", \"P0_ProbNNpi\", 0., 100.) ;\n RooRealVar P1_ProbNNpi(\"P1_ProbNNpi\", \"P1_ProbNNpi\", 0., 100.) ;\n RooRealVar P2_ProbNNpi(\"P2_ProbNNpi\", \"P2_ProbNNpi\", 0., 100.) ;\n RooRealVar D_ReFit_decayLength_vs_Err(\"D_ReFit_decayLength_vs_Err\", \"D_ReFit_decayLength_vs_Err\", 0, RooNumber::infinity()) ;\n RooRealVar LOG_D_IPCHI2_OWNPV(\"LOG_D_IPCHI2_OWNPV\", \"LOG_D_IPCHI2_OWNPV\", 0., RooNumber::infinity());\n variables.add(RooArgSet(D_PT, D_ReFit_P, D_ReFit_chi2, KS_PT, D_ReFit_KS0_P));\n variables.add(RooArgSet(P0_ProbNNpi, P1_ProbNNpi, P2_ProbNNpi, D_ReFit_decayLength_vs_Err, LOG_D_IPCHI2_OWNPV));\n\n\n cout << \"<<<< define values to write...\"<<endl;\n\n Double_t D_M_double ;\n Double_t D_PT_double ;\n Double_t P0_ProbNNpi_double ;\n Double_t P1_ProbNNpi_double ;\n Double_t P2_ProbNNpi_double ;\n Double_t D_IPCHI2_OWNPV_double ;\n Bool_t D_L0HadronDecision_TOS_bool;\n Bool_t D_L0MuonDecision_TIS_bool;\n Bool_t D_L0DiMuonDecision_TIS_bool;\n Bool_t D_L0ElectronDecision_TIS_bool;\n Bool_t D_L0PhotonDecision_TIS_bool;\n Bool_t D_Hlt1TrackMVADecision_TOS_bool;\n Bool_t D_Hlt1TwoTrackMVADecision_TOS_bool;\n Float_t D_ReFit_P_list[1];\n Float_t D_ReFit_chi2_list[1];\n Float_t KS_PT_list[1];\n Float_t D_ReFit_KS0_P_list[1];\n Float_t D_ReFit_decayLength_list[1];\n Float_t D_ReFit_decayLengthErr_list[1];\n\n\n cout << \"<<<< set branch address...\"<<endl;\n\n chain->SetBranchAddress(\"D_M\",&D_M_double);\n chain->SetBranchAddress(\"D_L0HadronDecision_TOS\",&D_L0HadronDecision_TOS_bool);\n chain->SetBranchAddress(\"D_L0MuonDecision_TIS\",&D_L0MuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0DiMuonDecision_TIS\",&D_L0DiMuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0ElectronDecision_TIS\",&D_L0ElectronDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0PhotonDecision_TIS\",&D_L0PhotonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_Hlt1TrackMVADecision_TOS\",&D_Hlt1TrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_Hlt1TwoTrackMVADecision_TOS\",&D_Hlt1TwoTrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_PT\",&D_PT_double);\n chain->SetBranchAddress(\"D_ReFit_P\",&D_ReFit_P_list);\n chain->SetBranchAddress(\"D_ReFit_chi2\",&D_ReFit_chi2_list);\n chain->SetBranchAddress(\"KS_PT\",&KS_PT_list);\n chain->SetBranchAddress(\"D_ReFit_KS0_P\",&D_ReFit_KS0_P_list);\n chain->SetBranchAddress(\"D_ReFit_decayLength\",&D_ReFit_decayLength_list);\n chain->SetBranchAddress(\"D_ReFit_decayLengthErr\",&D_ReFit_decayLengthErr_list);\n chain->SetBranchAddress(\"P0_ProbNNpi\",&P0_ProbNNpi_double);\n chain->SetBranchAddress(\"P1_ProbNNpi\",&P1_ProbNNpi_double);\n chain->SetBranchAddress(\"P2_ProbNNpi\",&P2_ProbNNpi_double);\n chain->SetBranchAddress(\"D_IPCHI2_OWNPV\",&D_IPCHI2_OWNPV_double);\n\n\n cout << \"<<<< creat dataset and write...\"<<endl;\n\n RooDataSet *ds=new RooDataSet(\"ds\", \"ds\", variables);\n Long64_t nentries = chain->GetEntries();\n Long64_t nevents=0; //count number of dataset events\n cout << \"<<<< Number of Entries in chain(original):\"<<nentries <<endl;\n cout << \"<<<< Start importing data to *ds....\\n\";\n\n for (Long64_t i=0; i<nentries; i++)\n {\n chain->GetEntry(i);\n /*\n if (i<100) {\n \tcout << D_M_double<<\"\\t\"<<D_PT_double<<\"\\t\"\n \t<<P0_ProbNNpi_double<<\"\\t\"<<P1_ProbNNpi_double<<\"\\t\"<<P2_ProbNNpi_double<<\"\\t\"\n \t<<D_L0HadronDecision_TOS_bool<<\"\\t\"<<D_L0MuonDecision_TIS_bool<<\"\\t\"\n \t<<D_L0DiMuonDecision_TIS_bool<<\"\\t\"<<D_L0ElectronDecision_TIS_bool<<\"\\t\"\n \t<<D_L0PhotonDecision_TIS_bool<<\"\\t\"<<D_Hlt1TrackMVADecision_TOS_bool<<\"\\t\"\n \t<<D_Hlt1TwoTrackMVADecision_TOS_bool<<\"\\t\"<<D_ReFit_P_list[0]<<\"\\t\"\n \t<<D_ReFit_chi2_list[0]<<\"\\t\"<<KS_PT_list[0]<<\"\\t\"<<D_ReFit_KS0_P_list[0]<<\"\\t\"\n \t<<D_ReFit_decayLength_list[0]<<\"\\t\"<<D_ReFit_decayLengthErr_list[0]<<\"\\t\"\n \t<<\"\\n\";\n }*/\n\n D_M = D_M_double;\n D_L0HadronDecision_TOS = (Double_t)D_L0HadronDecision_TOS_bool;\n D_L0MuonDecision_TIS = (Double_t)D_L0MuonDecision_TIS_bool;\n D_L0DiMuonDecision_TIS = (Double_t)D_L0DiMuonDecision_TIS_bool;\n D_L0ElectronDecision_TIS = (Double_t)D_L0ElectronDecision_TIS_bool;\n D_L0PhotonDecision_TIS = (Double_t)D_L0PhotonDecision_TIS_bool;\n D_Hlt1TrackMVADecision_TOS = (Double_t)D_Hlt1TrackMVADecision_TOS_bool;\n D_Hlt1TwoTrackMVADecision_TOS = (Double_t)D_Hlt1TwoTrackMVADecision_TOS_bool;\n D_PT = D_PT_double;\n D_ReFit_P = (Double_t)D_ReFit_P_list[0];\n D_ReFit_chi2 = (Double_t)D_ReFit_chi2_list[0];\n KS_PT = (Double_t)KS_PT_list[0];\n D_ReFit_KS0_P = (Double_t)D_ReFit_KS0_P_list[0];\n P0_ProbNNpi = P0_ProbNNpi_double;\n P1_ProbNNpi = P1_ProbNNpi_double;\n P2_ProbNNpi = P2_ProbNNpi_double;\n D_ReFit_decayLength_vs_Err = (Double_t)D_ReFit_decayLength_list[0]/(Double_t)D_ReFit_decayLengthErr_list[0];\n LOG_D_IPCHI2_OWNPV = TMath::Log(D_IPCHI2_OWNPV_double);\n\n if (((D_L0HadronDecision_TOS_bool==1) || (D_L0MuonDecision_TIS_bool==1) || (D_L0DiMuonDecision_TIS_bool==1) ||\n (D_L0ElectronDecision_TIS_bool==1) || (D_L0PhotonDecision_TIS_bool==1) ) && ( (D_Hlt1TrackMVADecision_TOS_bool==1) ||\n (D_Hlt1TwoTrackMVADecision_TOS_bool==1)) && (D_M_double>1779.65 && D_M_double<1959.65)&&(D_IPCHI2_OWNPV_double>0)\n &&(!(IsNaN(KS_PT_list[0]) ) )\n &&(!(IsNaN(D_PT_double)))\n &&(!(IsNaN(D_ReFit_P_list[0])))\n &&(!(IsNaN(D_ReFit_KS0_P_list[0])))\n &&(!(IsNaN(P0_ProbNNpi_double)))\n &&(!(IsNaN(P1_ProbNNpi_double)))\n &&(!(IsNaN(P2_ProbNNpi_double)))\n &&(!(IsNaN(D_ReFit_decayLength_list[0])))\n &&(D_ReFit_decayLengthErr_list[0]!=0)\n ) {\n ds->add(variables,1.0);\n nevents++;\n }\n }\n //chain->Print();\n cout << \"<<<<number of events on dataset:\" << nevents <<endl;\n cout << \"<<<<Importing complete. RooDataSet ds created!\\n\";\n\n\n\n\n //creat newtree\n chainx->SetBranchStatus(\"*\",0);\n chainx->SetBranchStatus(\"D_M\",1);\n chainx->SetBranchStatus(\"D_L0HadronDecision_TOS\",1);\n chainx->SetBranchStatus(\"D_L0MuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0DiMuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0ElectronDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0PhotonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TwoTrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_chi2\",1);\n chainx->SetBranchStatus(\"KS_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_KS0_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLength\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLengthErr\",1);\n chainx->SetBranchStatus(\"P0_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P1_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P2_ProbNNpi\",1);\n chainx->SetBranchStatus(\"D_IPCHI2_OWNPV\",1);\n chainx->SetBranchStatus(\"P0_ID\",1);\n chainx->SetBranchStatus(\"P0_P\",1);\n chainx->SetBranchStatus(\"P0_PX\",1);\n chainx->SetBranchStatus(\"P0_PY\",1);\n chainx->SetBranchStatus(\"P0_PZ\",1);\n chainx->SetBranchStatus(\"P1_P\",1);\n chainx->SetBranchStatus(\"P1_PX\",1);\n chainx->SetBranchStatus(\"P1_PY\",1);\n chainx->SetBranchStatus(\"P1_PZ\",1);\n chainx->SetBranchStatus(\"P2_P\",1);\n chainx->SetBranchStatus(\"P2_PX\",1);\n chainx->SetBranchStatus(\"P2_PY\",1);\n chainx->SetBranchStatus(\"P2_PZ\",1);\n\n TTree *newtree = (TTree*)chainx->CopyTree(\"( ( (D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n (D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1) ) && ( (D_Hlt1TrackMVADecision_TOS==1) || \\\n (D_Hlt1TwoTrackMVADecision_TOS==1) ) )&& (D_M>1779.65&&D_M<1959.65) &&(D_IPCHI2_OWNPV>0)&&( (KS_PT>0.)||(KS_PT<=0.) )\\\n &&( (D_PT>0.)||(D_PT<=0.) )\\\n &&( (D_ReFit_P>0.)||(D_ReFit_P<=0.) )\\\n &&( (D_ReFit_KS0_P>0.)||(D_ReFit_KS0_P<=0.) )\\\n &&( (P0_ProbNNpi>0.)||(P0_ProbNNpi<=0.) )\\\n &&( (P1_ProbNNpi>0.)||(P1_ProbNNpi<=0.) )\\\n &&( (P2_ProbNNpi>0.)||(P2_ProbNNpi<=0.) )\\\n &&( (D_ReFit_decayLength>0.)||(D_ReFit_decayLength<=0.) )\\\n &&( (D_ReFit_decayLengthErr>0.)||(D_ReFit_decayLengthErr<0.) )\\\n \");\n //newtree->Print();\n\n\n //check if nentries_newtree & nevents matches\n Long64_t nentries_newtree=newtree->GetEntries();\n if(nentries_newtree!=nevents) {\n cout << \"nentries_newtree!=nevents\" <<endl;\n return 0;\n }\n\n\n\n RooRealVar mean(\"mean\",\"mean of gaussian\",1869.,1859.,1879.) ;\n RooRealVar mean_1(\"mean_1\",\"mean of gaussian(1)\",1869.,1859.,1879.) ;\n RooRealVar sigma(\"sigma\",\"width of gaussian\",10.,0.1,20.) ;\n RooRealVar sigma_1(\"sigma_1\",\"width of gaussian(1)\",20.,0.1,30.) ;\n RooGaussian gauss(\"gauss\",\"gaussian PDF\", D_M, mean, sigma) ;\n RooGaussian gauss_1(\"gauss_1\",\"gaussian PDF(1)\", D_M, mean_1, sigma_1) ;\n RooRealVar gauss_frac(\"gauss_frac\",\"fraction of component 1 in signal\",0.8,0.,1.) ;\n RooAddPdf gauss_all(\"gauss_all\", \"combination of gaussian function\", RooArgList(gauss, gauss_1), RooArgList(gauss_frac));\n\n RooRealVar x1(\"x1\", \"para1\", -1., 1.);\n RooRealVar x2(\"x2\", \"para2\", -1., 1.);\n RooRealVar x3(\"x3\", \"para3\", -1., 1.);\n //RooPolynomial poly(\"poly\", \"3-para-poly\", D_M, RooArgList(x1), 0);\n RooExponential poly(\"poly\", \"3-para-poly\", D_M, x1);\n\n RooRealVar gauss_poly_frac(\"gauss_poly_frac\",\"fraction of signal\",20000,500000) ;\n RooRealVar gauss_poly_frac_1(\"gauss_poly_frac_1\",\"fraction of background\",20000,500000) ;\n RooAddPdf event(\"even\",\"event\",RooArgList(gauss, poly), RooArgList(gauss_poly_frac, gauss_poly_frac_1)) ;\n\n\n // Construct plot frame in 'D_M'\n RooPlot* xframe = D_M.frame(Title(\"Event p.d.f.\")) ;\n RooPlot* xframe_2 = D_M.frame(Title(\" \")) ;\n xframe_2->SetYTitle(\"pull distribution\");\n\n event.fitTo(*ds, NumCPU(10)) ;\n cout<<\"fitting complete!\\n\";\n //print variable values\n cout<<\"para list:\\n\";\n\n mean.Print() ;\n //mean_1.Print() ;\n sigma.Print() ;\n //sigma_1.Print() ;\n x1.Print();\n x2.Print();\n x3.Print();\n //gauss_frac.Print();\n gauss_poly_frac.Print();\n gauss_poly_frac_1.Print();\n\n // Draw all frames on a canvas\n // Draw part 1\n ds->plotOn(xframe);\n event.plotOn(xframe) ;\n RooHist* hpull = xframe->pullHist() ;\n event.plotOn(xframe,Components(poly),LineColor(kRed),LineStyle(kDashed)) ;\n event.plotOn(xframe,Components(gauss_all),LineColor(kBlue),LineStyle(kDashed)) ;\n //event.plotOn(xframe,Components(gauss),LineColor(kBlue),LineStyle(kDashed)) ;\n //event.plotOn(xframe,Components(gauss_1),LineColor(kGreen),LineStyle(kDashed)) ;\n xframe_2->addPlotable(hpull, \"P\") ;\n\n TCanvas* c = new TCanvas(\"total_plot\",\"total_plot\",600,1200) ;\n c->Divide(1,2) ;\n c->cd(1) ;\n gPad->SetLeftMargin(0.15) ;\n xframe->GetYaxis()->SetTitleOffset(1.6) ;\n xframe->Draw() ;\n\n c->cd(2) ;\n gPad->SetLeftMargin(0.15) ;\n xframe_2->GetYaxis()->SetTitleOffset(1.6) ;\n xframe_2->GetYaxis()->SetRangeUser(-5., 5.);\n xframe_2->Draw() ;\n\n c->Print(\"../plotdir/D2KSPiPiPi_LL/fit_mass_D2KSPiPiPi_LL.pdf\");\n\n\n\n // Draw part 2\n RooStats::SPlot* sData = new RooStats::SPlot(\"sData\",\"An SPlot\", *ds, &event, RooArgList(gauss_poly_frac, gauss_poly_frac_1) );\n\n std::cout << \"Check SWeights:\" << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac is \"\n << gauss_poly_frac.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac\") << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac_1 is \"\n << gauss_poly_frac_1.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac_1\") << std::endl;\n\n\n\n Double_t swei, bwei;\n swei= 1. ;\n bwei= 1. ;\n TBranch *swei_branch = newtree->Branch(\"swei\", &swei, \"swei/D\");\n TBranch *bwei_branch = newtree->Branch(\"bwei\", &bwei, \"bwei/D\");\n\n for(Int_t sdata_index = 0; sdata_index < nentries_newtree; sdata_index++)\n {\n newtree->GetEntry(sdata_index);\n swei=sData->GetSWeight(sdata_index, \"gauss_poly_frac\");\n bwei=sData->GetSWeight(sdata_index, \"gauss_poly_frac_1\");\n //cout<<\"this is the \"<<sdata_index<<\"th item of weights\"<<endl;\n //cout<<swei<<endl;\n //cout<<bwei<<endl;\n swei_branch->Fill();\n bwei_branch->Fill();\n\n }\n //newtree->Print();\n newfile->cd();\n newtree->Write(\"ReducedTree\");\n\n // create weightfed data set\n RooDataSet * signalpart = new RooDataSet(ds->GetName(),ds->GetTitle(),ds,*ds->get(),0,\"gauss_poly_frac_sw\") ;\n RooDataSet * backgroundpart = new RooDataSet(ds->GetName(),ds->GetTitle(),ds,*ds->get(),0,\"gauss_poly_frac_1_sw\") ;\n\n //D_PT\n TCanvas* cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n RooPlot *frame = D_PT.frame(Range(0.,20000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n RooPlot* frame1 = D_PT.frame(Range(0.,20000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_LL/SPlot/splot_fit_D_PT_D2KSPiPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_P\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_P.frame(Range(0.,300000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_P.frame(Range(0.,300000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_LL/SPlot/splot_fit_D_ReFit_P_D2KSPiPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_chi2\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_chi2.frame(Range(0.,100.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_chi2.frame(Range(0.,100.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_LL/SPlot/splot_fit_D_ReFit_chi2_D2KSPiPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //KS_PT\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = KS_PT.frame(Range(0.,10000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = KS_PT.frame(Range(0.,10000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_LL/SPlot/splot_fit_KS_PT_D2KSPiPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_KS0_P\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_KS0_P.frame(Range(0.,100000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_KS0_P.frame(Range(0.,100000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_LL/SPlot/splot_fit_D_ReFit_KS0_P_D2KSPiPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //P1_ProbNNpi\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = P1_ProbNNpi.frame(Range(0.95,1.01), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = P1_ProbNNpi.frame(Range(0.95,1.01), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_LL/SPlot/splot_fit_P1_ProbNNpi_D2KSPiPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //P2_ProbNNpi\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = P2_ProbNNpi.frame(Range(0.95,1.01), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = P2_ProbNNpi.frame(Range(0.95,1.01), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_LL/SPlot/splot_fit_P2_ProbNNpi_D2KSPiPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //P0_ProbNNpi\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = P0_ProbNNpi.frame(Range(0.95,1.01), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = P0_ProbNNpi.frame(Range(0.95,1.01), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_LL/SPlot/splot_fit_P0_ProbNNpi_D2KSPiPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_decayLength_vs_Err\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_decayLength_vs_Err.frame(Range(0.,300.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_decayLength_vs_Err.frame(Range(0.,300.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_LL/SPlot/splot_fit_D_ReFit_decayLength_vs_Err_D2KSPiPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //LOG_D_IPCHI2_OWNPV\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = LOG_D_IPCHI2_OWNPV.frame(Range(-2.,8.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = LOG_D_IPCHI2_OWNPV.frame(Range(-2.,8.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSPiPiPi_LL/SPlot/splot_fit_LOG_D_IPCHI2_OWNPV_D2KSPiPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //release pointers\n delete xframe;\n delete xframe_2;\n delete chain;\n delete c;\n return 0;\n}\n\n\n\nint fit_M_D2KSKpPiPi_LL()\n{\n\n cout << \"<<<< define TChain, TFile ...\"<<endl;\n\n const char* TChain_name=\"D2KSKpPiPi_LL/DecayTree\";\n const char* TChain_file=\"/eos/lhcb/user/m/mamartin/D2Kshhh/Test/MD/*.root\";\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file);\n TChain *chainx= new TChain(TChain_name);\n chainx->Add(TChain_file);\n TFile *newfile = new TFile(\"../saved/TMVA_root_files/reduced_LL_2.root\",\"recreate\");\n\n\n cout << \"<<<< define variables...\"<<endl;\n\n RooRealVar D_M(\"D_M\", \"D+ mass\", 1779.65, 1959.65, \"MeV\") ;\n RooRealVar D_L0HadronDecision_TOS(\"D_L0HadronDecision_TOS\",\"D_L0HadronDecision_TOS\",0,1);\n RooRealVar D_L0MuonDecision_TIS(\"D_L0MuonDecision_TIS\",\"D_L0MuonDecision_TIS\",0,1);\n RooRealVar D_L0DiMuonDecision_TIS(\"D_L0DiMuonDecision_TIS\",\"D_L0DiMuonDecision_TIS\",0,1);\n RooRealVar D_L0ElectronDecision_TIS(\"D_L0ElectronDecision_TIS\",\"D_L0ElectronDecision_TIS\",0,1);\n RooRealVar D_L0PhotonDecision_TIS(\"D_L0PhotonDecision_TIS\",\"D_L0PhotonDecision_TIS\",0,1);\n RooRealVar D_Hlt1TrackMVADecision_TOS(\"D_Hlt1TrackMVADecision_TOS\",\"D_Hlt1TrackMVADecision_TOS\",0,1);\n RooRealVar D_Hlt1TwoTrackMVADecision_TOS(\"D_Hlt1TwoTrackMVADecision_TOS\",\"D_Hlt1TwoTrackMVADecision_TOS\",0,1);\n RooArgSet variables(D_M,D_L0HadronDecision_TOS, D_L0MuonDecision_TIS,D_L0DiMuonDecision_TIS,D_L0ElectronDecision_TIS,\n D_L0PhotonDecision_TIS,D_Hlt1TrackMVADecision_TOS,D_Hlt1TwoTrackMVADecision_TOS);\n RooRealVar D_PT(\"D_PT\", \"D+ transverse momentum\", 0., 1000000.) ;\n RooRealVar D_ReFit_P(\"D_ReFit_P_double\", \"D_ReFit_P\", 0., 100000000.) ;\n RooRealVar D_ReFit_chi2(\"D_ReFit_chi2_double\", \"D_ReFit_chi2\", 0., 100000.) ;\n RooRealVar KS_PT(\"KS_PT_double\", \"KS_PT\", -100000., 100000.) ;\n RooRealVar D_ReFit_KS0_P(\"D_ReFit_KS0_P_double\", \"D_ReFit_KS0_P\", 0., 100000000.) ;\n RooRealVar P0_ProbNNpi(\"P0_ProbNNpi\", \"P0_ProbNNpi\", 0., 100.) ;\n RooRealVar P1_ProbNNpi(\"P1_ProbNNpi\", \"P1_ProbNNpi\", 0., 100.) ;\n RooRealVar P2_ProbNNpi(\"P2_ProbNNpi\", \"P2_ProbNNpi\", 0., 100.) ;\n RooRealVar D_ReFit_decayLength_vs_Err(\"D_ReFit_decayLength_vs_Err\", \"D_ReFit_decayLength_vs_Err\", 0, RooNumber::infinity()) ;\n RooRealVar LOG_D_IPCHI2_OWNPV(\"LOG_D_IPCHI2_OWNPV\", \"LOG_D_IPCHI2_OWNPV\", 0., RooNumber::infinity());\n variables.add(RooArgSet(D_PT, D_ReFit_P, D_ReFit_chi2, KS_PT, D_ReFit_KS0_P));\n variables.add(RooArgSet(P0_ProbNNpi, P1_ProbNNpi, P2_ProbNNpi, D_ReFit_decayLength_vs_Err, LOG_D_IPCHI2_OWNPV));\n\n\n cout << \"<<<< define values to write...\"<<endl;\n\n Double_t D_M_double ;\n Double_t D_PT_double ;\n Double_t P0_ProbNNpi_double ;\n Double_t P1_ProbNNpi_double ;\n Double_t P2_ProbNNpi_double ;\n Double_t D_IPCHI2_OWNPV_double ;\n Bool_t D_L0HadronDecision_TOS_bool;\n Bool_t D_L0MuonDecision_TIS_bool;\n Bool_t D_L0DiMuonDecision_TIS_bool;\n Bool_t D_L0ElectronDecision_TIS_bool;\n Bool_t D_L0PhotonDecision_TIS_bool;\n Bool_t D_Hlt1TrackMVADecision_TOS_bool;\n Bool_t D_Hlt1TwoTrackMVADecision_TOS_bool;\n Float_t D_ReFit_P_list[1];\n Float_t D_ReFit_chi2_list[1];\n Float_t KS_PT_list[1];\n Float_t D_ReFit_KS0_P_list[1];\n Float_t D_ReFit_decayLength_list[1];\n Float_t D_ReFit_decayLengthErr_list[1];\n\n\n cout << \"<<<< set branch address...\"<<endl;\n\n chain->SetBranchAddress(\"D_M\",&D_M_double);\n chain->SetBranchAddress(\"D_L0HadronDecision_TOS\",&D_L0HadronDecision_TOS_bool);\n chain->SetBranchAddress(\"D_L0MuonDecision_TIS\",&D_L0MuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0DiMuonDecision_TIS\",&D_L0DiMuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0ElectronDecision_TIS\",&D_L0ElectronDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0PhotonDecision_TIS\",&D_L0PhotonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_Hlt1TrackMVADecision_TOS\",&D_Hlt1TrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_Hlt1TwoTrackMVADecision_TOS\",&D_Hlt1TwoTrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_PT\",&D_PT_double);\n chain->SetBranchAddress(\"D_ReFit_P\",&D_ReFit_P_list);\n chain->SetBranchAddress(\"D_ReFit_chi2\",&D_ReFit_chi2_list);\n chain->SetBranchAddress(\"KS_PT\",&KS_PT_list);\n chain->SetBranchAddress(\"D_ReFit_KS0_P\",&D_ReFit_KS0_P_list);\n chain->SetBranchAddress(\"D_ReFit_decayLength\",&D_ReFit_decayLength_list);\n chain->SetBranchAddress(\"D_ReFit_decayLengthErr\",&D_ReFit_decayLengthErr_list);\n chain->SetBranchAddress(\"P0_ProbNNpi\",&P0_ProbNNpi_double);\n chain->SetBranchAddress(\"P1_ProbNNpi\",&P1_ProbNNpi_double);\n chain->SetBranchAddress(\"P2_ProbNNpi\",&P2_ProbNNpi_double);\n chain->SetBranchAddress(\"D_IPCHI2_OWNPV\",&D_IPCHI2_OWNPV_double);\n\n\n cout << \"<<<< creat dataset and write...\"<<endl;\n\n RooDataSet *ds=new RooDataSet(\"ds\", \"ds\", variables);\n Long64_t nentries = chain->GetEntries();\n Long64_t nevents=0; //count number of dataset events\n cout << \"<<<<Number of Entries in chain:\"<<nentries <<endl;\n cout << \"<<<< Start importing data to *ds....\\n\";\n\n for (Long64_t i=0; i<nentries; i++)\n {\n chain->GetEntry(i);\n\n if (i<100) {\n /*\n \tcout << D_M_double<<\"\\t\"<<D_PT_double<<\"\\t\"\n \t<<P0_ProbNNpi_double<<\"\\t\"<<P1_ProbNNpi_double<<\"\\t\"<<P2_ProbNNpi_double<<\"\\t\"\n \t<<D_L0HadronDecision_TOS_bool<<\"\\t\"<<D_L0MuonDecision_TIS_bool<<\"\\t\"\n \t<<D_L0DiMuonDecision_TIS_bool<<\"\\t\"<<D_L0ElectronDecision_TIS_bool<<\"\\t\"\n \t<<D_L0PhotonDecision_TIS_bool<<\"\\t\"<<D_Hlt1TrackMVADecision_TOS_bool<<\"\\t\"\n \t<<D_Hlt1TwoTrackMVADecision_TOS_bool<<\"\\t\"<<D_ReFit_P_list[0]<<\"\\t\"\n \t<<D_ReFit_chi2_list[0]<<\"\\t\"<<KS_PT_list[0]<<\"\\t\"<<D_ReFit_KS0_P_list[0]<<\"\\t\"\n \t<<D_ReFit_decayLength_list[0]<<\"\\t\"<<D_ReFit_decayLengthErr_list[0]<<\"\\t\"\n \t<<\"\\n\";\t\t*/\n }\n\n D_M = D_M_double;\n D_L0HadronDecision_TOS = (Double_t)D_L0HadronDecision_TOS_bool;\n D_L0MuonDecision_TIS = (Double_t)D_L0MuonDecision_TIS_bool;\n D_L0DiMuonDecision_TIS = (Double_t)D_L0DiMuonDecision_TIS_bool;\n D_L0ElectronDecision_TIS = (Double_t)D_L0ElectronDecision_TIS_bool;\n D_L0PhotonDecision_TIS = (Double_t)D_L0PhotonDecision_TIS_bool;\n D_Hlt1TrackMVADecision_TOS = (Double_t)D_Hlt1TrackMVADecision_TOS_bool;\n D_Hlt1TwoTrackMVADecision_TOS = (Double_t)D_Hlt1TwoTrackMVADecision_TOS_bool;\n D_PT = D_PT_double;\n D_ReFit_P = (Double_t)D_ReFit_P_list[0];\n D_ReFit_chi2 = (Double_t)D_ReFit_chi2_list[0];\n KS_PT = (Double_t)KS_PT_list[0];\n D_ReFit_KS0_P = (Double_t)D_ReFit_KS0_P_list[0];\n P0_ProbNNpi = P0_ProbNNpi_double;\n P1_ProbNNpi = P1_ProbNNpi_double;\n P2_ProbNNpi = P2_ProbNNpi_double;\n D_ReFit_decayLength_vs_Err = (Double_t)D_ReFit_decayLength_list[0]/(Double_t)D_ReFit_decayLengthErr_list[0];\n LOG_D_IPCHI2_OWNPV = TMath::Log(D_IPCHI2_OWNPV_double);\n\n if (((D_L0HadronDecision_TOS_bool==1) || (D_L0MuonDecision_TIS_bool==1) || (D_L0DiMuonDecision_TIS_bool==1) ||\n (D_L0ElectronDecision_TIS_bool==1) || (D_L0PhotonDecision_TIS_bool==1) ) && ( (D_Hlt1TrackMVADecision_TOS_bool==1) ||\n (D_Hlt1TwoTrackMVADecision_TOS_bool==1)) && (D_M_double>1779.65 && D_M_double<1959.65)&&(D_IPCHI2_OWNPV_double>0) ) {\n ds->add(variables,1.0);\n nevents++;\n }\n }\n //chain->Print();\n cout << \"<<<<number of events on dataset:\" << nevents <<endl;\n cout << \"******Importing complete. RooDataSet ds created!\\n\";\n\n\n //creat newtree\n chainx->SetBranchStatus(\"*\",0);\n chainx->SetBranchStatus(\"D_M\",1);\n chainx->SetBranchStatus(\"D_L0HadronDecision_TOS\",1);\n chainx->SetBranchStatus(\"D_L0MuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0DiMuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0ElectronDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0PhotonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TwoTrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_chi2\",1);\n chainx->SetBranchStatus(\"KS_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_KS0_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLength\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLengthErr\",1);\n chainx->SetBranchStatus(\"P0_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P1_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P2_ProbNNpi\",1);\n chainx->SetBranchStatus(\"D_IPCHI2_OWNPV\",1);\n chainx->SetBranchStatus(\"P0_ID\",1);\n chainx->SetBranchStatus(\"P0_P\",1);\n chainx->SetBranchStatus(\"P0_PX\",1);\n chainx->SetBranchStatus(\"P0_PY\",1);\n chainx->SetBranchStatus(\"P0_PZ\",1);\n chainx->SetBranchStatus(\"P1_P\",1);\n chainx->SetBranchStatus(\"P1_PX\",1);\n chainx->SetBranchStatus(\"P1_PY\",1);\n chainx->SetBranchStatus(\"P1_PZ\",1);\n chainx->SetBranchStatus(\"P2_P\",1);\n chainx->SetBranchStatus(\"P2_PX\",1);\n chainx->SetBranchStatus(\"P2_PY\",1);\n chainx->SetBranchStatus(\"P2_PZ\",1);\n TTree *newtree = (TTree*)chainx->CopyTree(\"( ( (D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n (D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1) ) && ( (D_Hlt1TrackMVADecision_TOS==1) || \\\n (D_Hlt1TwoTrackMVADecision_TOS==1) ) )&& (D_M>1779.65&&D_M<1959.65) &&(D_IPCHI2_OWNPV>0)\");\n //newtree->Print();\n\n\n //check if nentries_newtree & nevents matches\n Long64_t nentries_newtree=newtree->GetEntries();\n if(nentries_newtree!=nevents) {\n cout << \"nentries_newtree!=nevents\" <<endl;\n return 0;\n }\n\n\n RooRealVar mean(\"mean\",\"mean of gaussian\",1869.,1859.,1879.) ;\n RooRealVar sigma(\"sigma\",\"width of gaussian\",10.,0.1,20.) ;\n RooRealVar alpha_var(\"alpha_var\",\"alpha_var\",1.4,1.0,10.) ;\n RooRealVar n_var(\"n_var\",\"n_var\",30.7631, 0., 100.) ;\n //RooCBShape gauss_all(\"CBfunction\", \"CBfunction\", D_M, mean, sigma, alpha_var, n_var);\n RooGaussian gauss_all(\"Gfunction\", \"Gfunction\", D_M, mean, sigma);\n\n RooRealVar x1(\"x1\", \"para1\", -100., 100.);\n RooRealVar x2(\"x2\", \"para2\", -100., 100.);\n RooRealVar x3(\"x3\", \"para3\", -100., 100.);\n RooChebychev poly(\"poly\", \"3-para-poly\", D_M, RooArgList(x1, x2, x3));\n //num total:94333\n RooRealVar gauss_poly_frac(\"gauss_poly_frac\",\"fraction of component 1 in signal\",1000., 200000) ;\n RooRealVar gauss_poly_frac_1(\"gauss_poly_frac_1\",\"fraction of component 2 in signal\",10000., 2000000) ;\n RooAddPdf event(\"even\",\"event\",RooArgList(gauss_all, poly), RooArgList(gauss_poly_frac, gauss_poly_frac_1)) ;\n\n\n // Construct plot frame in 'D_M'\n RooPlot* xframe = D_M.frame(Title(\"Event p.d.f.\")) ;\n RooPlot* xframe_2 = D_M.frame(Title(\" \")) ;\n xframe_2->SetYTitle(\"pull distribution\");\n\n event.fitTo(*ds) ;\n cout<<\"fitting complete!\\n\";\n //print variable values\n cout<<\"para list:\\n\";\n mean.Print() ;\n sigma.Print() ;\n alpha_var.Print() ;\n n_var.Print() ;\n x1.Print();\n x2.Print();\n x3.Print();\n gauss_poly_frac.Print();\n gauss_poly_frac_1.Print();\n\n // Draw all frames on a canvas\n // Draw part 1\n ds->plotOn(xframe);\n event.plotOn(xframe) ;\n RooHist* hpull = xframe->pullHist() ;\n event.plotOn(xframe,Components(poly),LineColor(kRed),LineStyle(kDashed)) ;\n event.plotOn(xframe,Components(gauss_all),LineColor(kBlue),LineStyle(kDashed)) ;\n xframe_2->addPlotable(hpull, \"P\") ;\n\n TCanvas* c = new TCanvas(\"total_plot\",\"total_plot\",600,1200) ;\n c->Divide(1,2) ;\n c->cd(1) ;\n gPad->SetLeftMargin(0.15) ;\n xframe->GetYaxis()->SetTitleOffset(1.6) ;\n xframe->Draw() ;\n\n c->cd(2) ;\n gPad->SetLeftMargin(0.15) ;\n xframe_2->GetYaxis()->SetTitleOffset(1.6) ;\n xframe_2->GetYaxis()->SetRangeUser(-5., 5.);\n xframe_2->Draw() ;\n\n c->Print(\"../plotdir/D2KSKpPiPi_LL/fit_mass_D2KSKpPiPi_LL.pdf\");\n\n\n\n // Draw part 2\n RooStats::SPlot* sData = new RooStats::SPlot(\"sData\",\"An SPlot\", *ds, &event, RooArgList(gauss_poly_frac, gauss_poly_frac_1) );\n\n std::cout << \"Check SWeights:\" << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac is \"\n << gauss_poly_frac.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac\") << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac_1 is \"\n << gauss_poly_frac_1.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac_1\") << std::endl;\n\n\n\n Double_t swei, bwei;\n swei= 1. ;\n bwei= 1. ;\n TBranch *swei_branch = newtree->Branch(\"swei\", &swei, \"swei/D\");\n TBranch *bwei_branch = newtree->Branch(\"bwei\", &bwei, \"bwei/D\");\n\n for(Int_t sdata_index = 0; sdata_index < nentries_newtree; sdata_index++)\n {\n newtree->GetEntry(sdata_index);\n swei=sData->GetSWeight(sdata_index, \"gauss_poly_frac\");\n bwei=sData->GetSWeight(sdata_index, \"gauss_poly_frac_1\");\n //cout<<\"this is the \"<<sdata_index<<\"th item of weights\"<<endl;\n //cout<<swei<<endl;\n //cout<<bwei<<endl;\n swei_branch->Fill();\n bwei_branch->Fill();\n\n }\n //newtree->Print();\n newfile->cd();\n newtree->Write(\"ReducedTree\");\n\n // create weightfed data set\n RooDataSet * signalpart = new RooDataSet(ds->GetName(),ds->GetTitle(),ds,*ds->get(),0,\"gauss_poly_frac_sw\") ;\n RooDataSet * backgroundpart = new RooDataSet(ds->GetName(),ds->GetTitle(),ds,*ds->get(),0,\"gauss_poly_frac_1_sw\") ;\n\n //D_PT\n TCanvas* cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n RooPlot *frame = D_PT.frame(Range(0.,20000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n RooPlot* frame1 = D_PT.frame(Range(0.,20000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_LL/SPlot/splot_fit_D_PT_D2KSKpPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_P\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_P.frame(Range(0.,300000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_P.frame(Range(0.,300000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_LL/SPlot/splot_fit_D_ReFit_P_D2KSKpPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_chi2\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_chi2.frame(Range(0.,100.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_chi2.frame(Range(0.,100.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_LL/SPlot/splot_fit_D_ReFit_chi2_D2KSKpPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //KS_PT\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = KS_PT.frame(Range(0.,10000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = KS_PT.frame(Range(0.,10000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_LL/SPlot/splot_fit_KS_PT_D2KSKpPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_KS0_P\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_KS0_P.frame(Range(0.,100000.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_KS0_P.frame(Range(0.,100000.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_LL/SPlot/splot_fit_D_ReFit_KS0_P_D2KSKpPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //P1_ProbNNpi\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = P1_ProbNNpi.frame(Range(0.95,1.01), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = P1_ProbNNpi.frame(Range(0.95,1.01), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_LL/SPlot/splot_fit_P1_ProbNNpi_D2KSKpPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //P2_ProbNNpi\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = P2_ProbNNpi.frame(Range(0.95,1.01), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = P2_ProbNNpi.frame(Range(0.95,1.01), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_LL/SPlot/splot_fit_P2_ProbNNpi_D2KSKpPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //P0_ProbNNpi\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = P0_ProbNNpi.frame(Range(0.,0.2), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = P0_ProbNNpi.frame(Range(0.,0.2), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_LL/SPlot/splot_fit_P0_ProbNNpi_D2KSKpPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //D_ReFit_decayLength_vs_Err\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = D_ReFit_decayLength_vs_Err.frame(Range(0.,300.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = D_ReFit_decayLength_vs_Err.frame(Range(0.,300.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_LL/SPlot/splot_fit_D_ReFit_decayLength_vs_Err_D2KSKpPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //LOG_D_IPCHI2_OWNPV\n cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,2);\n frame = LOG_D_IPCHI2_OWNPV.frame(Range(-2.,8.), Title(\"signal\"));\n signalpart->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n frame1 = LOG_D_IPCHI2_OWNPV.frame(Range(-2.,8.), Title(\"background\")) ;\n backgroundpart->plotOn(frame1, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame1->Draw();\n cdata->Print(\"../plotdir/D2KSKpPiPi_LL/SPlot/splot_fit_LOG_D_IPCHI2_OWNPV_D2KSKpPiPi_LL.pdf\");\n delete cdata;\n delete frame;\n delete frame1;\n\n //release pointers\n delete xframe;\n delete xframe_2;\n delete chain;\n delete c;\n return 0;\n}\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nint main()\n{\n /* code */\n int i1;\n int i2;\n int i3;\n int i4;\n cout << \"Fit subtr_D2KSPiPiPi_DD? ('1' for yes, others for no)\"<<\"\\n\";\n cin >> i1;\n cout << \"Fit subtr_D2KSKpPiPi_DD? ('1' for yes, others for no)\"<<\"\\n\";\n cin >> i2;\n cout << \"Fit subtr_D2KSPiPiPi_LL? ('1' for yes, others for no)\"<<\"\\n\";\n cin >> i3;\n cout << \"Fit subtr_D2KSKpPiPi_LL? ('1' for yes, others for no)\"<<\"\\n\";\n cin >> i4;\n\n if (i1==1) {\n fit_M_D2KSPiPiPi_DD();\n }\n\n if (i2==1) {\n fit_M_D2KSKpPiPi_DD();\n }\n\n if (i3==1) {\n fit_M_D2KSPiPiPi_LL();\n }\n\n if (i4==1) {\n fit_M_D2KSKpPiPi_LL();\n }\n return 0;\n}\n" }, { "alpha_fraction": 0.522020697593689, "alphanum_fraction": 0.6295337080955505, "avg_line_length": 28.69230842590332, "blob_id": "510747e283afb6448ccb7012118df20d750c1ca7", "content_id": "8aabbdec14009e59e29b9838a66a68f6ecd403e8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 772, "license_type": "no_license", "max_line_length": 110, "num_lines": 26, "path": "/temp/subtr_test.py", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "from ROOT import TROOT, TCanvas, TH1F, TChain, TLine, TCut\n\t# load files\nchain= TChain('D2KSPiPiPi_DD/DecayTree')\nchain.Add('/eos/lhcb/user/m/mamartin/D2Kshhh/Test/MD/*.root')\n\nprint 'Number of entries: ' , chain.GetEntries() \n\t#prints in the command line the number of entries\n\n\n\n\nSW1 = TCut(\"D_M>1830\")\nSW2 = TCut(\"D_M<1900\")\nSW = TCut(SW1.GetTitle()+'&&'+SW2.GetTitle())\nSW.Print()\n\n#D_M\nh0_D_M = TH1F(\"h0_D_M\", \"D_M\", 100, 1600, 2200)\n\t#from 0 to 600000, 100 bins\n#chain.Project('h0_D_M', 'D_M', SW.GetTitle())\nchain.Project('h0_D_M', 'D_M', \"((D_M>1600)&&(D_M<1700))||((D_M>1700)&&(D_M>1800))||((D_M>1800)&&(D_M>1900))\")\n\n\t#this fills the histogram h1 with variable D_M\nc0_D_M = TCanvas( 'c0_D_M', 'c0_D_M', 200, 10, 700, 500 )\nh0_D_M.Draw()\nc0_D_M.Print(\"D_M0.pdf\")\n" }, { "alpha_fraction": 0.5341941714286804, "alphanum_fraction": 0.5946915149688721, "avg_line_length": 39.60679626464844, "blob_id": "216c54f4f5118b0fcb2f0384228a85da1641d717", "content_id": "2e6f7deec33422556c6374add6a080ba2901cba4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 8364, "license_type": "no_license", "max_line_length": 152, "num_lines": 206, "path": "/exec-subtrx/subtr_execx.h", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#include <iostream>\n#include \"TROOT.h\"\n#include \"TCanvas.h\"\n#include \"TH1.h\"\n#include \"TChain.h\"\n#include \"TCut.h\"\n#include \"TLine.h\"\n#include \"subtr_commonx.h\"\n\nusing namespace std;\n\nint subtr_D2KSPiPiPi_LL() {\n\n ///////////////////////////////////\n //subtr_D2KSPiPiPi_LL();\n const char* TChain_name=\"ReducedTree\";\n const char* TChain_file=\"../saved/TMVA_root_files/reduced_LL_1.root\";\n const char* trigger_content=\"( (D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n(D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1) ) && ( (D_Hlt1TrackMVADecision_TOS==1) || \\\n(D_Hlt1TwoTrackMVADecision_TOS==1) )\";\n const char* SignalWindow_content=\"(D_M > 1839.65) && (D_M < 1899.65)\";\n const char* SideBand_content=\"( (D_M > 1779.65) && (D_M < 1809.65) ) || ( (D_M > 1929.65) && (D_M < 1959.65) )\";\n\n\n //////////////////////////////////\n Double_t ymax=0;\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file);\n //you can add as many files as needed\n cout<<\"Number of entries: \"<< chain->GetEntries()<<endl;\n //prints in the command line the number of entries\n\n TCut trigger = trigger_content;\n TCut SignalWindow = SignalWindow_content;\n TCut SideBand = SideBand_content;\n //----------D_M--------------------------------------------//\n\n TH1F *h1_D_M = new TH1F(\"h1_D_M\", \"D_M\", 100, 1700, 2100);\n TH1F *h2_D_M = new TH1F(\"h2_D_M\", \"D_M\", 100, 1700, 2100);\n TH1F *h3_D_M = new TH1F(\"h3_D_M\", \"D_M\", 100, 1700, 2100);\n chain->Project(\"h1_D_M\", \"D_M\", trigger) ;\n chain->Project(\"h2_D_M\", \"D_M\", trigger&&SignalWindow) ;\n chain->Project(\"h3_D_M\", \"D_M\", trigger&&SideBand) ;\n\n //this fills the histogram h1 with variable D_M\n TCanvas *c1_D_M = new TCanvas( \"c1\", \"c1\", 200, 10, 700, 500 );\n ymax=h1_D_M->GetMaximum();\n TLine *line1 =new TLine(1839.65,0,1839.65,ymax);\n TLine *line2 =new TLine(1899.65,0,1899.65,ymax);\n //set fill content\n h2_D_M->SetFillColor(8);\n h2_D_M->SetFillStyle(3005);\n h3_D_M->SetFillColor(4);\n h3_D_M->SetFillStyle(3016);\n //draw and print\n h1_D_M->Draw();\n h2_D_M->Draw(\"same\");\n h3_D_M->Draw(\"same\");\n line1->Draw(\"same\");\n line2->Draw(\"same\");\n c1_D_M->Print(\"../plotdir/D2KSPiPiPi_LL/h_M_D.pdf\");\n delete chain;\n delete h2_D_M;\n delete h3_D_M;\n delete c1_D_M;\n\n\n\n /////// D_PT\n subtr_common(\"D_PT\", \"D_PT\", \"D2KSPiPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0, 20000, 0);\n\n /////// D_ReFit_P\n subtr_common(\"D_ReFit_P\", \"D_ReFit_P\", \"D2KSPiPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0, 300000, 1);\n\n ///////D_ReFit_chi2\n subtr_common(\"D_ReFit_chi2\", \"D_ReFit_chi2\", \"D2KSPiPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0, 100, 1);\n\n ///////KS_PT\n subtr_common(\"KS_PT\", \"KS_PT\", \"D2KSPiPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0, 10000, 1);\n\n ///////D_ReFit_KS0_P\n subtr_common(\"D_ReFit_KS0_P\", \"D_ReFit_KS0_P\", \"D2KSPiPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0, 100000, 1);\n\n ///////P1_ProbNNpi\n subtr_common(\"P1_ProbNNpi\", \"P1_ProbNNpi\", \"D2KSPiPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0.8, 1.01, 1);\n\n ///////P2_ProbNNpi\n subtr_common(\"P2_ProbNNpi\", \"P2_ProbNNpi\", \"D2KSPiPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0.8, 1.01, 1);\n\n ///////P0_ProbNNpi\n subtr_common(\"P0_ProbNNpi\", \"P0_ProbNNpi\", \"D2KSPiPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0.8, 1.01, 1);\n\n ///////D_ReFit_decayLength/D_ReFit_decayLengthErr(D_ReFit_decayLE)\n subtr_common(\"D_ReFit_decayLength/D_ReFit_decayLengthErr\", \"D_ReFit_decayLength_vs_Err\", \"D2KSPiPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0, 300, 1);\n\n\n return 0;\n}\n\n\n\nint subtr_D2KSKpPiPi_LL() {\n\n ///////////////////////////////////\n //subtr_D2KSKpPiPi_LL();\n const char* TChain_name=\"ReducedTree\";\n const char* TChain_file=\"../saved/TMVA_root_files/reduced_LL_2.root\";\n const char* trigger_content=\"( (D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n(D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1) ) && ( (D_Hlt1TrackMVADecision_TOS==1) || \\\n(D_Hlt1TwoTrackMVADecision_TOS==1) )\";\n const char* SignalWindow_content=\"(D_M > 1839.65) && (D_M < 1899.65)\";\n const char* SideBand_content=\"( (D_M > 1809.65) && (D_M < 1839.65) ) || ( (D_M > 1899.65) && (D_M < 1929.65) )\";\n\n\n //////////////////////////////////\n Double_t ymax=0;\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file);\n //you can add as many files as needed\n cout<<\"Number of entries: \"<< chain->GetEntries()<<endl;\n //prints in the command line the number of entries\n\n TCut trigger = trigger_content;\n TCut SignalWindow = SignalWindow_content;\n TCut SideBand = SideBand_content;\n //----------D_M--------------------------------------------//\n\n TH1F *h1_D_M = new TH1F(\"h1_D_M\", \"D_M\", 100, 1700, 2100);\n TH1F *h2_D_M = new TH1F(\"h2_D_M\", \"D_M\", 100, 1700, 2100);\n TH1F *h3_D_M = new TH1F(\"h3_D_M\", \"D_M\", 100, 1700, 2100);\n chain->Project(\"h1_D_M\", \"D_M\", trigger) ;\n chain->Project(\"h2_D_M\", \"D_M\", trigger&&SignalWindow) ;\n chain->Project(\"h3_D_M\", \"D_M\", trigger&&SideBand) ;\n\n //this fills the histogram h1 with variable D_M\n TCanvas *c1_D_M = new TCanvas( \"c1\", \"c1\", 200, 10, 700, 500 );\n ymax=h1_D_M->GetMaximum();\n TLine *line1 =new TLine(1839.65,0,1839.65,ymax);\n TLine *line2 =new TLine(1899.65,0,1899.65,ymax);\n //set fill content\n h2_D_M->SetFillColor(8);\n h2_D_M->SetFillStyle(3005);\n h3_D_M->SetFillColor(4);\n h3_D_M->SetFillStyle(3016);\n //draw and print\n h1_D_M->Draw();\n h2_D_M->Draw(\"same\");\n h3_D_M->Draw(\"same\");\n line1->Draw(\"same\");\n line2->Draw(\"same\");\n c1_D_M->Print(\"../plotdir/D2KSKpPiPi_LL/h_M_D.pdf\");\n delete chain;\n delete h2_D_M;\n delete h3_D_M;\n delete c1_D_M;\n\n\n\n /////// D_PT\n subtr_common(\"D_PT\", \"D_PT\", \"D2KSKpPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0, 20000, 1);\n\n /////// D_ReFit_P\n subtr_common(\"D_ReFit_P\", \"D_ReFit_P\", \"D2KSKpPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0, 300000, 1);\n\n ///////D_ReFit_chi2\n subtr_common(\"D_ReFit_chi2\", \"D_ReFit_chi2\", \"D2KSKpPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0, 100, 1);\n\n ///////KS_PT\n subtr_common(\"KS_PT\", \"KS_PT\", \"D2KSKpPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 480, 520, 1);\n\n ///////D_ReFit_KS0_P\n subtr_common(\"D_ReFit_KS0_P\", \"D_ReFit_KS0_P\", \"D2KSKpPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0, 100000, 1);\n\n ///////P1_ProbNNpi\n subtr_common(\"P1_ProbNNpi\", \"P1_ProbNNpi\", \"D2KSKpPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0.8, 1.01, 1);\n\n ///////P2_ProbNNpi\n subtr_common(\"P2_ProbNNpi\", \"P2_ProbNNpi\", \"D2KSKpPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0.8, 1.01, 1);\n\n ///////P0_ProbNNk\n subtr_common(\"P0_ProbNNk\", \"P0_ProbNNk\", \"D2KSKpPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0.8, 1.01, 1);\n\n ///////D_ReFit_decayLength/D_ReFit_decayLengthErr(D_ReFit_decayLE)\n subtr_common(\"D_ReFit_decayLength/D_ReFit_decayLengthErr\", \"D_ReFit_decayLength_vs_Err\", \"D2KSKpPiPi_LL\", TChain_name, TChain_file, trigger_content,\n SignalWindow_content, SideBand_content, 0, 70, 1);\n\n\n return 0;\n}" }, { "alpha_fraction": 0.5868873596191406, "alphanum_fraction": 0.6290579438209534, "avg_line_length": 34.106143951416016, "blob_id": "c73445a15962b884847d0b1b01bca3afcfb28469", "content_id": "050f2f1e0e4bdf3fd4f275917314185890dadc44", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 6284, "license_type": "no_license", "max_line_length": 145, "num_lines": 179, "path": "/exec-all/preselection.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "//This script generate the Reduced tree after cut\n\n#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include \"RooDataSet.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"TMath.h\"\n\nusing namespace RooFit ;\nusing namespace std;\nusing namespace TMath;\n\nconst char* eosdir=\"/eos/user/s/shaowei/\";\n\nint all_D2KSKpPiPi_DD()\n{\n\n //define TChain, TFile\n const char* TChain_name=\"D2KSKpPiPi_DD/DecayTree\";\n const char* TChain_file1=\"/eos/lhcb/user/m/mamartin/D2KsKPiPi/2016/MU/*.root\";\n const char* TChain_file2=\"/eos/lhcb/user/m/mamartin/D2KsKPiPi/2016/MD/*.root\";\n\n TChain *chainx= new TChain(TChain_name);\n chainx->Add(TChain_file1);\n chainx->Add(TChain_file2);\n TFile *newfile = new TFile(\"./DD/D2KSKpPiPi_DD.root\",\"recreate\");\n\n\n //creat newtree\n chainx->SetBranchStatus(\"*\",0);\n chainx->SetBranchStatus(\"D_M\",1);\n chainx->SetBranchStatus(\"D_L0HadronDecision_TOS\",1);\n chainx->SetBranchStatus(\"D_L0MuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0DiMuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0ElectronDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0PhotonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TwoTrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_chi2\",1);\n chainx->SetBranchStatus(\"KS_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_KS0_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLength\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLengthErr\",1);\n chainx->SetBranchStatus(\"P0_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P1_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P2_ProbNNpi\",1);\n chainx->SetBranchStatus(\"D_IPCHI2_OWNPV\",1);\n chainx->SetBranchStatus(\"P0_ID\",1);\n chainx->SetBranchStatus(\"P0_P\",1);\n chainx->SetBranchStatus(\"P0_PX\",1);\n chainx->SetBranchStatus(\"P0_PY\",1);\n chainx->SetBranchStatus(\"P0_PZ\",1);\n chainx->SetBranchStatus(\"P1_P\",1);\n chainx->SetBranchStatus(\"P1_PX\",1);\n chainx->SetBranchStatus(\"P1_PY\",1);\n chainx->SetBranchStatus(\"P1_PZ\",1);\n chainx->SetBranchStatus(\"P2_P\",1);\n chainx->SetBranchStatus(\"P2_PX\",1);\n chainx->SetBranchStatus(\"P2_PY\",1);\n chainx->SetBranchStatus(\"P2_PZ\",1);\n TTree *newtree = (TTree*)chainx->CopyTree(\"( ( (D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n (D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1) ) && ( (D_Hlt1TrackMVADecision_TOS==1) || \\\n (D_Hlt1TwoTrackMVADecision_TOS==1) ) )&& (D_M>1799.65&&D_M<1939.65) &&(D_IPCHI2_OWNPV>0)\");\n\n newfile->cd();\n newtree->Write(\"ReducedTree\");\n return 0;\n}\n\n\n\n\nint all_D2KSKpPiPi_LL()\n{\n\n\n const char* TChain_name=\"D2KSKpPiPi_LL/DecayTree\";\n const char* TChain_file1=\"/eos/lhcb/user/m/mamartin/D2KsKPiPi/2016/MU/*.root\";\n const char* TChain_file2=\"/eos/lhcb/user/m/mamartin/D2KsKPiPi/2016/MD/*.root\";\n\n TChain *chainx= new TChain(TChain_name);\n chainx->Add(TChain_file1);\n chainx->Add(TChain_file2);\n TFile *newfile = new TFile(\"./LL/D2KSKpPiPi_LL.root\",\"recreate\");\n\n //creat newtree\n chainx->SetBranchStatus(\"*\",0);\n chainx->SetBranchStatus(\"D_M\",1);\n chainx->SetBranchStatus(\"D_L0HadronDecision_TOS\",1);\n chainx->SetBranchStatus(\"D_L0MuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0DiMuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0ElectronDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0PhotonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TwoTrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_chi2\",1);\n chainx->SetBranchStatus(\"KS_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_KS0_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLength\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLengthErr\",1);\n chainx->SetBranchStatus(\"P0_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P1_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P2_ProbNNpi\",1);\n chainx->SetBranchStatus(\"D_IPCHI2_OWNPV\",1);\n chainx->SetBranchStatus(\"P0_ID\",1);\n chainx->SetBranchStatus(\"P0_P\",1);\n chainx->SetBranchStatus(\"P0_PX\",1);\n chainx->SetBranchStatus(\"P0_PY\",1);\n chainx->SetBranchStatus(\"P0_PZ\",1);\n chainx->SetBranchStatus(\"P1_P\",1);\n chainx->SetBranchStatus(\"P1_PX\",1);\n chainx->SetBranchStatus(\"P1_PY\",1);\n chainx->SetBranchStatus(\"P1_PZ\",1);\n chainx->SetBranchStatus(\"P2_P\",1);\n chainx->SetBranchStatus(\"P2_PX\",1);\n chainx->SetBranchStatus(\"P2_PY\",1);\n chainx->SetBranchStatus(\"P2_PZ\",1);\n TTree *newtree = (TTree*)chainx->CopyTree(\"( ( (D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n (D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1) ) && ( (D_Hlt1TrackMVADecision_TOS==1) || \\\n (D_Hlt1TwoTrackMVADecision_TOS==1) ) )&& (D_M>1799.65&&D_M<1939.65) &&(D_IPCHI2_OWNPV>0)&&( (KS_PT>0.)||(KS_PT<=0.) )\\\n &&( (D_PT>0.)||(D_PT<=0.) )\\\n &&( (D_ReFit_P>0.)||(D_ReFit_P<=0.) )\\\n &&( (D_ReFit_KS0_P>0.)||(D_ReFit_KS0_P<=0.) )\\\n &&( (P0_ProbNNpi>0.)||(P0_ProbNNpi<=0.) )\\\n &&( (P1_ProbNNpi>0.)||(P1_ProbNNpi<=0.) )\\\n &&( (P2_ProbNNpi>0.)||(P2_ProbNNpi<=0.) )\\\n &&( (D_ReFit_decayLength>0.)||(D_ReFit_decayLength<=0.) )\\\n &&( (D_ReFit_decayLengthErr>0.)||(D_ReFit_decayLengthErr<0.) )\\\n \");\n newfile->cd();\n newtree->Write(\"ReducedTree\");\n\n return 0;\n}\n\n\n\n\n\nint preselection()\n{\n /* code */\n int i1;\n int i2;\n int i3;\n int i4;\n cout << \"Cut D2KSKpPiPi_DD? ('1' for yes, others for no)\"<<\"\\n\";\n cin >> i1;\n cout << \"Cut D2KSKpPiPi_LL? ('1' for yes, others for no)\"<<\"\\n\";\n cin >> i2;\n /*cout << \"Fit subtr_D2KSPiPiPi_LL? ('1' for yes, others for no)\"<<\"\\n\";\n cin >> i3;\n cout << \"Fit subtr_D2KSKpPiPi_LL? ('1' for yes, others for no)\"<<\"\\n\";\n cin >> i4;\n */\n if (i1==1) {\n all_D2KSKpPiPi_DD();\n }\n\n if (i2==1) {\n all_D2KSKpPiPi_LL();\n }\n /*\n if (i3==1) {\n fit_M_D2KSPiPiPi_LL();\n }\n\n if (i4==1) {\n fit_M_D2KSKpPiPi_LL();\n }\n */\n return 0;\n}\n" }, { "alpha_fraction": 0.6584992408752441, "alphanum_fraction": 0.6744257211685181, "avg_line_length": 31.65999984741211, "blob_id": "174ed6b3de914b89ef94a995a6ab247280074596", "content_id": "71d019640ecde4298aca1dd679cbfebbc709844a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 3265, "license_type": "no_license", "max_line_length": 141, "num_lines": 100, "path": "/temp/testblind.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include \"TH1D.h\"\n#include \"RooRealVar.h\"\n#include \"RooFit.h\"\n#include \"RooBlindTools.h\"\n#include \"RooAbsData.h\"\n#include \"RooAbsReal.h\"\n#include \"RooUnblindPrecision.h\"\n#include \"RooFitResult.h\"\n#include \"RooStats/SPlot.h\"\n#include \"RooDataSet.h\"\n#include \"RooGaussian.h\"\n#include \"RooCBShape.h\"\n#include \"RooPolynomial.h\"\n#include \"RooChebychev.h\"\n#include \"RooAddPdf.h\"\n#include \"RooCategory.h\"\n#include \"RooSimultaneous.h\"\n#include \"TCanvas.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"RooPlot.h\"\n#include \"TAxis.h\"\n#include \"RooHist.h\"\n#include \"TMath.h\"\n#include \"RooExtendPdf.h\"\nusing namespace std;\nDouble_t gaussian_blind_fit(Bool_t isBlind) {\n\n // Set a flag to blind or unblind, be cautious of this in practice you don't want\n // to unblind yourself by mistake...\n //Bool_t isBlind(kFALSE);\n\n // Expected yield, this parameter sets the max number of events to be generated in\n // the Gaussian, hence when we fit we \"expect\" to see a number of this magnitude\n // returned in our final result.\n Double_t Yield_value(10);\n RooRealVar Yield(\"Yield\", \"Yield\", Yield_value);\n\n // First declare the regular variables\n RooRealVar x(\"x\",\"x\", -10.0, 10.0) ;\n RooRealVar sigma(\"sigma\",\"sigma\", 1.0, 0.1, 2.0) ;\n RooRealVar mean(\"mean\",\"mean\", 0.0) ;\n mean.setConstant();\n\n // RooCategory used for blind/unblind switching.\n TString blind(\"blind\"), unblind(\"unblind\");\n RooCategory blindCat(\"blindCat\",\"blind state Category\");\n blindCat.defineType(unblind, 0);\n blindCat.defineType(blind, 1);\n\n if(isBlind)\n blindCat.setLabel(blind);\n else\n blindCat.setLabel(unblind);\n\n // Generate a dataset with a true m of 0.70\n RooGaussian gaussian(\"gaussian\",\"gaussian\", x, mean, sigma) ;\n RooDataSet* data = gaussian.generate(x, Yield_value) ;\n\n RooUnblindPrecision m_unblind(\"m_unblind\",\"m (unblind)\", \"BlindString\", 0., 0.1, x, blindCat, 0);\n RooGaussian testgaussian(\"testgaussian\", \"testgaussian\", m_unblind, mean, sigma) ;\n\n // Build a PDF feeding it the unblinded value of m instead of m itself\n RooAbsPdf* extended = new RooExtendPdf(\"extened\",\"extended\", testgaussian, Yield);\n\n // Fit data with gfit (using a blind deltam)\n RooFitResult* fitResult = extended->fitTo(*data, RooFit::Extended(kTRUE), RooFit::NumCPU(2), RooFit::Save(kTRUE), RooFit::Minos(kTRUE)) ;\n\n // m_unblind will not reveal its contents easily\n m_unblind.Print() ;\n fitResult->Print(\"V\");\n Int_t fit_index= fitResult->status();\n\n TCanvas* c1 = new TCanvas(\"c1\", \"c1\", 900, 500);\n RooPlot* frame = x.frame( RooFit::Title(\"Best Plot Ever\"));\n data->plotOn(frame, RooFit::Binning(40), RooFit::DataError( RooAbsData::SumW2 ) );\n extended->plotOn(frame, RooFit::LineColor(4), RooFit::Normalization( 1.0, RooAbsReal::Relative));\n frame->Draw();\n frame->SetMinimum(1.e-5);\n c1->Draw();\n cout<<\"=======================\"<<endl;\n cout<<fit_index<<endl;\n\n delete extended;\n extended=0;\n return m_unblind.getVal();\n\n}\n\nvoid testblind() {\n double compare1, compare2;\n compare1=gaussian_blind_fit(kTRUE);\n compare2=gaussian_blind_fit(kFALSE);\n cout<<compare1<<endl;\n cout<<compare2<<endl;\n\n}" }, { "alpha_fraction": 0.6146146059036255, "alphanum_fraction": 0.6216216087341309, "avg_line_length": 24.64102554321289, "blob_id": "1dbd701c16a31895748f05a6a8698a90db3d0d0e", "content_id": "2afcde056bb1ed72bf26096844d47e58e0207ec2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 999, "license_type": "no_license", "max_line_length": 79, "num_lines": 39, "path": "/temp/generator.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include \"RooRealVar.h\"\n#include \"RooStats/SPlot.h\"\n#include \"RooDataSet.h\"\n#include \"RooGaussian.h\"\n#include \"RooCBShape.h\"\n#include \"RooPolynomial.h\"\n#include \"RooChebychev.h\"\n#include \"RooAddPdf.h\"\n#include \"TCanvas.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"RooPlot.h\"\n#include \"TAxis.h\"\n#include \"RooHist.h\"\n#include \"TMath.h\"\nvoid upd() {\n const char* TChain_name=\"D2KSPiPiPi_DD/DecayTree\";\n const char* TChain_file=\"/eos/lhcb/user/m/mamartin/D2Kshhh/Test/MD/*.root\";\n TFile *f = new TFile(\"hs.root\",\"update\");\n TTree *T = (TTree*)f->Get(\"ntuple\");\n float px,py;\n float pt;\n TBranch *bpt = T->Branch(\"pt\",&pt,\"pt/F\");\n T->SetBranchAddress(\"px\",&px);\n T->SetBranchAddress(\"py\",&py);\n Long64_t nentries = T->GetEntries();\n for (Long64_t i=0; i<nentries; i++)\n {\n T->GetEntry(i);\n pt = TMath::Sqrt(px*px+py*py);\n bpt->Fill();\n }\n T->Print();\n T->Write();\n delete f;\n}" }, { "alpha_fraction": 0.5202952027320862, "alphanum_fraction": 0.5498154759407043, "avg_line_length": 17.066667556762695, "blob_id": "db94ab05d0d9469e04b5c2a66b5291e599a75e26", "content_id": "fa66b45ec8eb060558eca5798ddebe0b78639a99", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 542, "license_type": "no_license", "max_line_length": 75, "num_lines": 30, "path": "/exec-subtrx/subtrx.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#include <iostream>\n#include \"TROOT.h\"\n#include \"TCanvas.h\"\n#include \"TH1.h\"\n#include \"TChain.h\"\n#include \"TCut.h\"\n#include \"TLine.h\"\n#include \"subtr_execx.h\"\nusing namespace std;\n\nint main()\n{\n /* code */\n int i1;\n int i2;\n cout << \"Plot subtr_D2KSPiPiPi_DD? ('1' for yes, others for no)\"<<\"\\n\";\n cin >> i1;\n cout << \"Plot subtr_D2KSKpPiPi_DD? ('1' for yes, others for no)\"<<\"\\n\";\n cin >> i2;\n\n if (i1==1) {\n subtr_D2KSPiPiPi_LL();\n }\n\n if (i2==1) {\n subtr_D2KSKpPiPi_LL();\n }\n\n return 0;\n}\n" }, { "alpha_fraction": 0.7746478915214539, "alphanum_fraction": 0.7746478915214539, "avg_line_length": 22.66666603088379, "blob_id": "7c26f22b566c32b318fa37b4548176a9920b3de9", "content_id": "4f891a84e2c6820b151c9e25368bf785767898a7", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 71, "license_type": "no_license", "max_line_length": 57, "num_lines": 3, "path": "/README.md", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "# root-test\n\nThis is the project of my CERN summer student internship.\n" }, { "alpha_fraction": 0.6083611249923706, "alphanum_fraction": 0.6432052254676819, "avg_line_length": 39.43407440185547, "blob_id": "c3a6baf82629778223ed0959c0d922f5e1b25d53", "content_id": "4d93ee9afdaf863804c333a926cff73a2f6afa9b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 27293, "license_type": "no_license", "max_line_length": 131, "num_lines": 675, "path": "/trash/fit2D_M.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "//fit mass spectrum using splot and get s-weight\n// generate root file(reduced_DD_1/reduced_DD_2/reduced_LL_1/reduced_LL_2)\n// \twith s-weight after mass cut and trigger cut\n// also plot the fit result for mass etc.\n//follwed by TMVA_general\n\n#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include \"TStopwatch.h\"\n#include \"RooRealVar.h\"\n#include \"RooStats/SPlot.h\"\n#include \"RooDataSet.h\"\n#include \"RooGaussian.h\"\n#include \"RooCBShape.h\"\n#include \"RooPolynomial.h\"\n#include \"RooChebychev.h\"\n#include \"RooAddPdf.h\"\n#include \"TCanvas.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"RooPlot.h\"\n#include \"TAxis.h\"\n#include \"RooHist.h\"\n#include \"TMath.h\"\n\nusing namespace RooFit ;\nusing namespace std;\nusing namespace TMath;\n\n//for DD\n\nint fit_M_D2KSKpPiPi_DD()\n{\n\n cout<<\"set TChain, TFile..\"<<endl;\n\n const char* TChain_name=\"ReducedTree\";\n const char* TChain_file=\"./DD/MU_D2KSKpPiPi_DD.root\";\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file);\n TChain *chainx= new TChain(TChain_name);\n chainx->Add(TChain_file);\n TFile *newfile = new TFile(\"./DD/MU_D2KSKpPiPi_DDs.root\",\"recreate\");\n\n\n\n cout<<\"set variables...\"<<endl;\n RooRealVar D_M(\"D_M\", \"D+ mass\", 1799.65, 1939.65, \"MeV\") ;\n RooRealVar D_L0HadronDecision_TOS(\"D_L0HadronDecision_TOS\",\"D_L0HadronDecision_TOS\",0,1);\n RooRealVar D_L0MuonDecision_TIS(\"D_L0MuonDecision_TIS\",\"D_L0MuonDecision_TIS\",0,1);\n RooRealVar D_L0DiMuonDecision_TIS(\"D_L0DiMuonDecision_TIS\",\"D_L0DiMuonDecision_TIS\",0,1);\n RooRealVar D_L0ElectronDecision_TIS(\"D_L0ElectronDecision_TIS\",\"D_L0ElectronDecision_TIS\",0,1);\n RooRealVar D_L0PhotonDecision_TIS(\"D_L0PhotonDecision_TIS\",\"D_L0PhotonDecision_TIS\",0,1);\n RooRealVar D_Hlt1TrackMVADecision_TOS(\"D_Hlt1TrackMVADecision_TOS\",\"D_Hlt1TrackMVADecision_TOS\",0,1);\n RooRealVar D_Hlt1TwoTrackMVADecision_TOS(\"D_Hlt1TwoTrackMVADecision_TOS\",\"D_Hlt1TwoTrackMVADecision_TOS\",0,1);\n RooArgSet variables(D_M,D_L0HadronDecision_TOS, D_L0MuonDecision_TIS,D_L0DiMuonDecision_TIS,D_L0ElectronDecision_TIS,\n D_L0PhotonDecision_TIS,D_Hlt1TrackMVADecision_TOS,D_Hlt1TwoTrackMVADecision_TOS);\n RooRealVar D_PT(\"D_PT\", \"D+ transverse momentum\", 0., 1000000.) ;\n RooRealVar D_ReFit_P(\"D_ReFit_P_double\", \"D_ReFit_P\", 0., 100000000.) ;\n RooRealVar D_ReFit_chi2(\"D_ReFit_chi2_double\", \"D_ReFit_chi2\", 0., 100000.) ;\n RooRealVar D_ReFit_KS0_M(\"D_ReFit_KS0_M_double\", \"D_ReFit_KS0_M\", -100000., 100000.) ;\n RooRealVar D_ReFit_KS0_P(\"D_ReFit_KS0_P_double\", \"D_ReFit_KS0_P\", 0., 100000000.) ;\n RooRealVar P0_ProbNNpi(\"P0_ProbNNpi\", \"P0_ProbNNpi\", 0., 100.) ;\n RooRealVar P1_ProbNNpi(\"P1_ProbNNpi\", \"P1_ProbNNpi\", 0., 100.) ;\n RooRealVar P2_ProbNNpi(\"P2_ProbNNpi\", \"P2_ProbNNpi\", 0., 100.) ;\n RooRealVar D_ReFit_decayLength_vs_Err(\"D_ReFit_decayLength_vs_Err\", \"D_ReFit_decayLength_vs_Err\", 0, RooNumber::infinity()) ;\n RooRealVar LOG_D_IPCHI2_OWNPV(\"LOG_D_IPCHI2_OWNPV\", \"LOG_D_IPCHI2_OWNPV\", 0., RooNumber::infinity());\n variables.add(RooArgSet(D_PT, D_ReFit_P, D_ReFit_chi2, D_ReFit_KS0_M, D_ReFit_KS0_P));\n variables.add(RooArgSet(P0_ProbNNpi, P1_ProbNNpi, P2_ProbNNpi, D_ReFit_decayLength_vs_Err, LOG_D_IPCHI2_OWNPV));\n\n\n\n cout<<\"set values to write...\"<<endl;\n\n Double_t D_M_double ;\n Double_t D_PT_double ;\n Double_t P0_ProbNNpi_double ;\n Double_t P1_ProbNNpi_double ;\n Double_t P2_ProbNNpi_double ;\n Double_t D_IPCHI2_OWNPV_double ;\n Bool_t D_L0HadronDecision_TOS_bool;\n Bool_t D_L0MuonDecision_TIS_bool;\n Bool_t D_L0DiMuonDecision_TIS_bool;\n Bool_t D_L0ElectronDecision_TIS_bool;\n Bool_t D_L0PhotonDecision_TIS_bool;\n Bool_t D_Hlt1TrackMVADecision_TOS_bool;\n Bool_t D_Hlt1TwoTrackMVADecision_TOS_bool;\n Float_t D_ReFit_P_list[1];\n Float_t D_ReFit_chi2_list[1];\n Float_t D_ReFit_KS0_M_list[1];\n Float_t D_ReFit_KS0_P_list[1];\n Float_t D_ReFit_decayLength_list[1];\n Float_t D_ReFit_decayLengthErr_list[1];\n\n\n\n cout<<\"set branch address...\"<<endl;\n\n chain->SetBranchAddress(\"D_M\",&D_M_double);\n chain->SetBranchAddress(\"D_L0HadronDecision_TOS\",&D_L0HadronDecision_TOS_bool);\n chain->SetBranchAddress(\"D_L0MuonDecision_TIS\",&D_L0MuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0DiMuonDecision_TIS\",&D_L0DiMuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0ElectronDecision_TIS\",&D_L0ElectronDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0PhotonDecision_TIS\",&D_L0PhotonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_Hlt1TrackMVADecision_TOS\",&D_Hlt1TrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_Hlt1TwoTrackMVADecision_TOS\",&D_Hlt1TwoTrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_PT\",&D_PT_double);\n chain->SetBranchAddress(\"D_ReFit_P\",&D_ReFit_P_list);\n chain->SetBranchAddress(\"D_ReFit_chi2\",&D_ReFit_chi2_list);\n chain->SetBranchAddress(\"D_ReFit_KS0_M\",&D_ReFit_KS0_M_list);\n chain->SetBranchAddress(\"D_ReFit_KS0_P\",&D_ReFit_KS0_P_list);\n chain->SetBranchAddress(\"D_ReFit_decayLength\",&D_ReFit_decayLength_list);\n chain->SetBranchAddress(\"D_ReFit_decayLengthErr\",&D_ReFit_decayLengthErr_list);\n chain->SetBranchAddress(\"P0_ProbNNpi\",&P0_ProbNNpi_double);\n chain->SetBranchAddress(\"P1_ProbNNpi\",&P1_ProbNNpi_double);\n chain->SetBranchAddress(\"P2_ProbNNpi\",&P2_ProbNNpi_double);\n chain->SetBranchAddress(\"D_IPCHI2_OWNPV\",&D_IPCHI2_OWNPV_double);\n\n\n TStopwatch sw;\n sw.Start();\n //creat dataset and write\n RooDataSet *ds=new RooDataSet(\"ds\", \"ds\", variables);\n cout << \"******Start importing data from chain to dataset....\\n\";\n\n Long64_t nentries = chain->GetEntries();\n Long64_t nevents=0; //count number of dataset events\n cout << \"<<<<Number of Entries in chain:\"<<nentries <<endl;\n for (Long64_t i=0; i<nentries; i++)\n {\n chain->GetEntry(i);\n\n if (i<100) {\n /*\n \tcout << D_M_double<<\"\\t\"<<D_PT_double<<\"\\t\"\n \t<<P0_ProbNNpi_double<<\"\\t\"<<P1_ProbNNpi_double<<\"\\t\"<<P2_ProbNNpi_double<<\"\\t\"\n \t<<D_L0HadronDecision_TOS_bool<<\"\\t\"<<D_L0MuonDecision_TIS_bool<<\"\\t\"\n \t<<D_L0DiMuonDecision_TIS_bool<<\"\\t\"<<D_L0ElectronDecision_TIS_bool<<\"\\t\"\n \t<<D_L0PhotonDecision_TIS_bool<<\"\\t\"<<D_Hlt1TrackMVADecision_TOS_bool<<\"\\t\"\n \t<<D_Hlt1TwoTrackMVADecision_TOS_bool<<\"\\t\"<<D_ReFit_P_list[0]<<\"\\t\"\n \t<<D_ReFit_chi2_list[0]<<\"\\t\"<<D_ReFit_KS0_M_list[0]<<\"\\t\"<<D_ReFit_KS0_P_list[0]<<\"\\t\"\n \t<<D_ReFit_decayLength_list[0]<<\"\\t\"<<D_ReFit_decayLengthErr_list[0]<<\"\\t\"\n \t<<\"\\n\";\t\t*/\n }\n\n D_M = D_M_double;\n D_L0HadronDecision_TOS = (Double_t)D_L0HadronDecision_TOS_bool;\n D_L0MuonDecision_TIS = (Double_t)D_L0MuonDecision_TIS_bool;\n D_L0DiMuonDecision_TIS = (Double_t)D_L0DiMuonDecision_TIS_bool;\n D_L0ElectronDecision_TIS = (Double_t)D_L0ElectronDecision_TIS_bool;\n D_L0PhotonDecision_TIS = (Double_t)D_L0PhotonDecision_TIS_bool;\n D_Hlt1TrackMVADecision_TOS = (Double_t)D_Hlt1TrackMVADecision_TOS_bool;\n D_Hlt1TwoTrackMVADecision_TOS = (Double_t)D_Hlt1TwoTrackMVADecision_TOS_bool;\n D_PT = D_PT_double;\n D_ReFit_P = (Double_t)D_ReFit_P_list[0];\n D_ReFit_chi2 = (Double_t)D_ReFit_chi2_list[0];\n D_ReFit_KS0_M = (Double_t)D_ReFit_KS0_M_list[0];\n D_ReFit_KS0_P = (Double_t)D_ReFit_KS0_P_list[0];\n P0_ProbNNpi = P0_ProbNNpi_double;\n P1_ProbNNpi = P1_ProbNNpi_double;\n P2_ProbNNpi = P2_ProbNNpi_double;\n D_ReFit_decayLength_vs_Err = (Double_t)D_ReFit_decayLength_list[0]/(Double_t)D_ReFit_decayLengthErr_list[0];\n LOG_D_IPCHI2_OWNPV = TMath::Log(D_IPCHI2_OWNPV_double);\n\n if (1 ) {\n ds->add(variables,1.0);\n nevents++;\n }\n }\n //chain->Print();\n cout << \"<<<<number of events on dataset:\" << nevents <<endl;\n cout << \"******Importing complete. RooDataSet ds created!\\n\";\n sw.Stop();\n sw.Print();\n\n cout << \"******copy tree.....\\n\";\n //creat newtree\n sw.Start();\n chainx->SetBranchStatus(\"*\",0);\n chainx->SetBranchStatus(\"D_M\",1);\n chainx->SetBranchStatus(\"D_L0HadronDecision_TOS\",1);\n chainx->SetBranchStatus(\"D_L0MuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0DiMuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0ElectronDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0PhotonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TwoTrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_chi2\",1);\n chainx->SetBranchStatus(\"D_ReFit_KS0_M\",1);\n chainx->SetBranchStatus(\"D_ReFit_KS0_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLength\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLengthErr\",1);\n chainx->SetBranchStatus(\"P0_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P1_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P2_ProbNNpi\",1);\n chainx->SetBranchStatus(\"D_IPCHI2_OWNPV\",1);\n chainx->SetBranchStatus(\"P0_ID\",1);\n chainx->SetBranchStatus(\"P0_P\",1);\n chainx->SetBranchStatus(\"P0_PX\",1);\n chainx->SetBranchStatus(\"P0_PY\",1);\n chainx->SetBranchStatus(\"P0_PZ\",1);\n chainx->SetBranchStatus(\"P1_P\",1);\n chainx->SetBranchStatus(\"P1_PX\",1);\n chainx->SetBranchStatus(\"P1_PY\",1);\n chainx->SetBranchStatus(\"P1_PZ\",1);\n chainx->SetBranchStatus(\"P2_P\",1);\n chainx->SetBranchStatus(\"P2_PX\",1);\n chainx->SetBranchStatus(\"P2_PY\",1);\n chainx->SetBranchStatus(\"P2_PZ\",1);\n TTree *newtree = (TTree*)chainx->CopyTree(\"\");\n //newtree->Print();\n sw.Stop();\n sw.Print();\n\n //check if nentries_newtree & nevents matches\n Long64_t nentries_newtree=newtree->GetEntries();\n if(nentries_newtree!=nevents) {\n cout << \"nentries_newtree!=nevents\" <<endl;\n return 0;\n }\n\n\n RooRealVar mean(\"mean\",\"mean of gaussian\",1869.,1859.,1879.) ;\n RooRealVar sigma(\"sigma\",\"width of gaussian\",10.,0.1,100.) ;\n RooRealVar alpha_var(\"alpha_var\",\"alpha_var\",1,1.,10.) ;\n RooRealVar n_var(\"n_var\",\"n_var\",30.7631, 0., 100.) ;\n RooCBShape gauss_all(\"CBfunction\", \"CBfunction\", D_M, mean, sigma, alpha_var, n_var);\n //RooGaussian gauss_all(\"CBfunction\", \"CBfunction\", D_M, mean, sigma);\n\n RooRealVar x1(\"x1\", \"para1\", -1., 1.);\n RooRealVar x2(\"x2\", \"para2\", -1., 1.);\n RooRealVar x3(\"x3\", \"para3\", -1., 1.);\n RooChebychev poly(\"poly\", \"3-para-poly\", D_M, RooArgList(x1, x2, x3));\n //num total:94333\n RooRealVar gauss_poly_frac(\"gauss_poly_frac\",\"fraction of component 1 in signal\",10000., 3000000) ;\n RooRealVar gauss_poly_frac_1(\"gauss_poly_frac_1\",\"fraction of component 2 in signal\",10000., 3000000) ;\n RooAddPdf event(\"even\",\"event\",RooArgList(gauss_all, poly), RooArgList(gauss_poly_frac, gauss_poly_frac_1)) ;\n\n // Construct plot frame in 'D_M'\n RooPlot* xframe = D_M.frame(Title(\"Event p.d.f.\")) ;\n RooPlot* xframe_2 = D_M.frame(Title(\" \")) ;\n xframe_2->SetYTitle(\"pull distribution\");\n\n event.fitTo(*ds, NumCPU(10)) ;\n cout<<\"fitting complete!\\n\";\n //print variable values\n cout<<\"para list:\\n\";\n mean.Print() ;\n sigma.Print() ;\n alpha_var.Print() ;\n n_var.Print() ;\n x1.Print();\n x2.Print();\n x3.Print();\n gauss_poly_frac.Print();\n gauss_poly_frac_1.Print();\n\n // Draw all frames on a canvas\n // Draw part 1\n ds->plotOn(xframe);\n event.plotOn(xframe) ;\n RooHist* hpull = xframe->pullHist() ;\n event.plotOn(xframe,Components(poly),LineColor(kRed),LineStyle(kDashed)) ;\n event.plotOn(xframe,Components(gauss_all),LineColor(kBlue),LineStyle(kDashed)) ;\n xframe_2->addPlotable(hpull, \"P\") ;\n\n TCanvas* c = new TCanvas(\"total_plot\",\"total_plot\",1200,1200) ;\n c->Divide(1,2) ;\n c->cd(1) ;\n gPad->SetLeftMargin(0.15) ;\n xframe->GetYaxis()->SetTitleOffset(1.6) ;\n xframe->Draw() ;\n\n c->cd(2) ;\n gPad->SetLeftMargin(0.15) ;\n xframe_2->GetYaxis()->SetTitleOffset(1.6) ;\n xframe_2->GetYaxis()->SetRangeUser(-5., 5.);\n xframe_2->Draw() ;\n\n c->Print(\"./DD/MU_D2KSKpPiPi_DD.pdf\");\n\n\n // Draw part 2\n RooStats::SPlot* sData = new RooStats::SPlot(\"sData\",\"An SPlot\", *ds, &event, RooArgList(gauss_poly_frac, gauss_poly_frac_1) );\n\n std::cout << \"Check SWeights:\" << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac is \"\n << gauss_poly_frac.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac\") << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac_1 is \"\n << gauss_poly_frac_1.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac_1\") << std::endl;\n\n\n\n Double_t swei, bwei;\n swei= 1. ;\n bwei= 1. ;\n TBranch *swei_branch = newtree->Branch(\"swei\", &swei, \"swei/D\");\n TBranch *bwei_branch = newtree->Branch(\"bwei\", &bwei, \"bwei/D\");\n\n for(Int_t sdata_index = 0; sdata_index < nentries_newtree; sdata_index++)\n {\n newtree->GetEntry(sdata_index);\n swei=sData->GetSWeight(sdata_index, \"gauss_poly_frac\");\n bwei=sData->GetSWeight(sdata_index, \"gauss_poly_frac_1\");\n //cout<<\"this is the \"<<sdata_index<<\"th item of weights\"<<endl;\n //cout<<swei<<endl;\n //cout<<bwei<<endl;\n swei_branch->Fill();\n bwei_branch->Fill();\n\n }\n //newtree->Print();\n newfile->cd();\n newtree->Write(\"ReducedTree\");\n\n // create weightfed data set\n RooDataSet * signalpart = new RooDataSet(ds->GetName(),ds->GetTitle(),ds,*ds->get(),0,\"gauss_poly_frac_sw\") ;\n RooDataSet * backgroundpart = new RooDataSet(ds->GetName(),ds->GetTitle(),ds,*ds->get(),0,\"gauss_poly_frac_1_sw\") ;\n\n //release pointers\n delete xframe;\n delete xframe_2;\n delete chain;\n delete c;\n return 0;\n}\n\n\n\n\n\n\n//for LL\n\nint fit_M_D2KSKpPiPi_LL()\n{\n\n cout << \"<<<< define TChain, TFile ...\"<<endl;\n\n const char* TChain_name=\"ReducedTree\";\n const char* TChain_file=\"./LL/MU_D2KSKpPiPi_LL.root\";\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file);\n TChain *chainx= new TChain(TChain_name);\n chainx->Add(TChain_file);\n TFile *newfile = new TFile(\"./LL/MU_D2KSKpPiPi_LLs.root\",\"recreate\");\n\n\n cout << \"<<<< define variables...\"<<endl;\n\n RooRealVar D_M(\"D_M\", \"D+ mass\", 1799.65, 1939.65, \"MeV\") ;\n RooRealVar D_L0HadronDecision_TOS(\"D_L0HadronDecision_TOS\",\"D_L0HadronDecision_TOS\",0,1);\n RooRealVar D_L0MuonDecision_TIS(\"D_L0MuonDecision_TIS\",\"D_L0MuonDecision_TIS\",0,1);\n RooRealVar D_L0DiMuonDecision_TIS(\"D_L0DiMuonDecision_TIS\",\"D_L0DiMuonDecision_TIS\",0,1);\n RooRealVar D_L0ElectronDecision_TIS(\"D_L0ElectronDecision_TIS\",\"D_L0ElectronDecision_TIS\",0,1);\n RooRealVar D_L0PhotonDecision_TIS(\"D_L0PhotonDecision_TIS\",\"D_L0PhotonDecision_TIS\",0,1);\n RooRealVar D_Hlt1TrackMVADecision_TOS(\"D_Hlt1TrackMVADecision_TOS\",\"D_Hlt1TrackMVADecision_TOS\",0,1);\n RooRealVar D_Hlt1TwoTrackMVADecision_TOS(\"D_Hlt1TwoTrackMVADecision_TOS\",\"D_Hlt1TwoTrackMVADecision_TOS\",0,1);\n RooArgSet variables(D_M,D_L0HadronDecision_TOS, D_L0MuonDecision_TIS,D_L0DiMuonDecision_TIS,D_L0ElectronDecision_TIS,\n D_L0PhotonDecision_TIS,D_Hlt1TrackMVADecision_TOS,D_Hlt1TwoTrackMVADecision_TOS);\n RooRealVar D_PT(\"D_PT\", \"D+ transverse momentum\", 0., 1000000.) ;\n RooRealVar D_ReFit_P(\"D_ReFit_P_double\", \"D_ReFit_P\", 0., 100000000.) ;\n RooRealVar D_ReFit_chi2(\"D_ReFit_chi2_double\", \"D_ReFit_chi2\", 0., 100000.) ;\n RooRealVar D_ReFit_KS0_M(\"D_ReFit_KS0_M_double\", \"D_ReFit_KS0_M\", -100000., 100000.) ;\n RooRealVar D_ReFit_KS0_P(\"D_ReFit_KS0_P_double\", \"D_ReFit_KS0_P\", 0., 100000000.) ;\n RooRealVar P0_ProbNNpi(\"P0_ProbNNpi\", \"P0_ProbNNpi\", 0., 100.) ;\n RooRealVar P1_ProbNNpi(\"P1_ProbNNpi\", \"P1_ProbNNpi\", 0., 100.) ;\n RooRealVar P2_ProbNNpi(\"P2_ProbNNpi\", \"P2_ProbNNpi\", 0., 100.) ;\n RooRealVar D_ReFit_decayLength_vs_Err(\"D_ReFit_decayLength_vs_Err\", \"D_ReFit_decayLength_vs_Err\", 0, RooNumber::infinity()) ;\n RooRealVar LOG_D_IPCHI2_OWNPV(\"LOG_D_IPCHI2_OWNPV\", \"LOG_D_IPCHI2_OWNPV\", 0., RooNumber::infinity());\n variables.add(RooArgSet(D_PT, D_ReFit_P, D_ReFit_chi2, D_ReFit_KS0_M, D_ReFit_KS0_P));\n variables.add(RooArgSet(P0_ProbNNpi, P1_ProbNNpi, P2_ProbNNpi, D_ReFit_decayLength_vs_Err, LOG_D_IPCHI2_OWNPV));\n\n\n cout << \"<<<< define values to write...\"<<endl;\n\n Double_t D_M_double ;\n Double_t D_PT_double ;\n Double_t P0_ProbNNpi_double ;\n Double_t P1_ProbNNpi_double ;\n Double_t P2_ProbNNpi_double ;\n Double_t D_IPCHI2_OWNPV_double ;\n Bool_t D_L0HadronDecision_TOS_bool;\n Bool_t D_L0MuonDecision_TIS_bool;\n Bool_t D_L0DiMuonDecision_TIS_bool;\n Bool_t D_L0ElectronDecision_TIS_bool;\n Bool_t D_L0PhotonDecision_TIS_bool;\n Bool_t D_Hlt1TrackMVADecision_TOS_bool;\n Bool_t D_Hlt1TwoTrackMVADecision_TOS_bool;\n Float_t D_ReFit_P_list[1];\n Float_t D_ReFit_chi2_list[1];\n Float_t D_ReFit_KS0_M_list[1];\n Float_t D_ReFit_KS0_P_list[1];\n Float_t D_ReFit_decayLength_list[1];\n Float_t D_ReFit_decayLengthErr_list[1];\n\n\n cout << \"<<<< set branch address...\"<<endl;\n\n chain->SetBranchAddress(\"D_M\",&D_M_double);\n chain->SetBranchAddress(\"D_L0HadronDecision_TOS\",&D_L0HadronDecision_TOS_bool);\n chain->SetBranchAddress(\"D_L0MuonDecision_TIS\",&D_L0MuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0DiMuonDecision_TIS\",&D_L0DiMuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0ElectronDecision_TIS\",&D_L0ElectronDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0PhotonDecision_TIS\",&D_L0PhotonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_Hlt1TrackMVADecision_TOS\",&D_Hlt1TrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_Hlt1TwoTrackMVADecision_TOS\",&D_Hlt1TwoTrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_PT\",&D_PT_double);\n chain->SetBranchAddress(\"D_ReFit_P\",&D_ReFit_P_list);\n chain->SetBranchAddress(\"D_ReFit_chi2\",&D_ReFit_chi2_list);\n chain->SetBranchAddress(\"D_ReFit_KS0_M\",&D_ReFit_KS0_M_list);\n chain->SetBranchAddress(\"D_ReFit_KS0_P\",&D_ReFit_KS0_P_list);\n chain->SetBranchAddress(\"D_ReFit_decayLength\",&D_ReFit_decayLength_list);\n chain->SetBranchAddress(\"D_ReFit_decayLengthErr\",&D_ReFit_decayLengthErr_list);\n chain->SetBranchAddress(\"P0_ProbNNpi\",&P0_ProbNNpi_double);\n chain->SetBranchAddress(\"P1_ProbNNpi\",&P1_ProbNNpi_double);\n chain->SetBranchAddress(\"P2_ProbNNpi\",&P2_ProbNNpi_double);\n chain->SetBranchAddress(\"D_IPCHI2_OWNPV\",&D_IPCHI2_OWNPV_double);\n\n\n cout << \"<<<< creat dataset and write...\"<<endl;\n\n RooDataSet *ds=new RooDataSet(\"ds\", \"ds\", variables);\n Long64_t nentries = chain->GetEntries();\n Long64_t nevents=0; //count number of dataset events\n cout << \"<<<<Number of Entries in chain:\"<<nentries <<endl;\n cout << \"<<<< Start importing data to *ds....\\n\";\n\n for (Long64_t i=0; i<nentries; i++)\n {\n chain->GetEntry(i);\n\n if (i<100) {\n /*\n \tcout << D_M_double<<\"\\t\"<<D_PT_double<<\"\\t\"\n \t<<P0_ProbNNpi_double<<\"\\t\"<<P1_ProbNNpi_double<<\"\\t\"<<P2_ProbNNpi_double<<\"\\t\"\n \t<<D_L0HadronDecision_TOS_bool<<\"\\t\"<<D_L0MuonDecision_TIS_bool<<\"\\t\"\n \t<<D_L0DiMuonDecision_TIS_bool<<\"\\t\"<<D_L0ElectronDecision_TIS_bool<<\"\\t\"\n \t<<D_L0PhotonDecision_TIS_bool<<\"\\t\"<<D_Hlt1TrackMVADecision_TOS_bool<<\"\\t\"\n \t<<D_Hlt1TwoTrackMVADecision_TOS_bool<<\"\\t\"<<D_ReFit_P_list[0]<<\"\\t\"\n \t<<D_ReFit_chi2_list[0]<<\"\\t\"<<D_ReFit_KS0_M_list[0]<<\"\\t\"<<D_ReFit_KS0_P_list[0]<<\"\\t\"\n \t<<D_ReFit_decayLength_list[0]<<\"\\t\"<<D_ReFit_decayLengthErr_list[0]<<\"\\t\"\n \t<<\"\\n\";\t\t*/\n }\n\n D_M = D_M_double;\n D_L0HadronDecision_TOS = (Double_t)D_L0HadronDecision_TOS_bool;\n D_L0MuonDecision_TIS = (Double_t)D_L0MuonDecision_TIS_bool;\n D_L0DiMuonDecision_TIS = (Double_t)D_L0DiMuonDecision_TIS_bool;\n D_L0ElectronDecision_TIS = (Double_t)D_L0ElectronDecision_TIS_bool;\n D_L0PhotonDecision_TIS = (Double_t)D_L0PhotonDecision_TIS_bool;\n D_Hlt1TrackMVADecision_TOS = (Double_t)D_Hlt1TrackMVADecision_TOS_bool;\n D_Hlt1TwoTrackMVADecision_TOS = (Double_t)D_Hlt1TwoTrackMVADecision_TOS_bool;\n D_PT = D_PT_double;\n D_ReFit_P = (Double_t)D_ReFit_P_list[0];\n D_ReFit_chi2 = (Double_t)D_ReFit_chi2_list[0];\n D_ReFit_KS0_M = (Double_t)D_ReFit_KS0_M_list[0];\n D_ReFit_KS0_P = (Double_t)D_ReFit_KS0_P_list[0];\n P0_ProbNNpi = P0_ProbNNpi_double;\n P1_ProbNNpi = P1_ProbNNpi_double;\n P2_ProbNNpi = P2_ProbNNpi_double;\n D_ReFit_decayLength_vs_Err = (Double_t)D_ReFit_decayLength_list[0]/(Double_t)D_ReFit_decayLengthErr_list[0];\n LOG_D_IPCHI2_OWNPV = TMath::Log(D_IPCHI2_OWNPV_double);\n\n if (1 ) {\n ds->add(variables,1.0);\n nevents++;\n }\n }\n //chain->Print();\n cout << \"<<<<number of events on dataset:\" << nevents <<endl;\n cout << \"******Importing complete. RooDataSet ds created!\\n\";\n\n\n //creat newtree\n chainx->SetBranchStatus(\"*\",0);\n chainx->SetBranchStatus(\"D_M\",1);\n chainx->SetBranchStatus(\"D_L0HadronDecision_TOS\",1);\n chainx->SetBranchStatus(\"D_L0MuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0DiMuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0ElectronDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0PhotonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TwoTrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_chi2\",1);\n chainx->SetBranchStatus(\"D_ReFit_KS0_M\",1);\n chainx->SetBranchStatus(\"D_ReFit_KS0_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLength\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLengthErr\",1);\n chainx->SetBranchStatus(\"P0_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P1_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P2_ProbNNpi\",1);\n chainx->SetBranchStatus(\"D_IPCHI2_OWNPV\",1);\n chainx->SetBranchStatus(\"P0_ID\",1);\n chainx->SetBranchStatus(\"P0_P\",1);\n chainx->SetBranchStatus(\"P0_PX\",1);\n chainx->SetBranchStatus(\"P0_PY\",1);\n chainx->SetBranchStatus(\"P0_PZ\",1);\n chainx->SetBranchStatus(\"P1_P\",1);\n chainx->SetBranchStatus(\"P1_PX\",1);\n chainx->SetBranchStatus(\"P1_PY\",1);\n chainx->SetBranchStatus(\"P1_PZ\",1);\n chainx->SetBranchStatus(\"P2_P\",1);\n chainx->SetBranchStatus(\"P2_PX\",1);\n chainx->SetBranchStatus(\"P2_PY\",1);\n chainx->SetBranchStatus(\"P2_PZ\",1);\n\n\n TTree *newtree = (TTree*)chainx->CopyTree(\"\");\n //newtree->Print();\n\n\n\n //check if nentries_newtree & nevents matches\n Long64_t nentries_newtree=newtree->GetEntries();\n if(nentries_newtree!=nevents) {\n cout << \"nentries_newtree!=nevents\" <<endl;\n return 0;\n }\n\n\n RooRealVar mean(\"mean\",\"mean of gaussian\",1869.,1859.,1879.) ;\n RooRealVar sigma(\"sigma\",\"width of gaussian\",10.,0.1,20.) ;\n RooRealVar alpha_var(\"alpha_var\",\"alpha_var\",1.4,1.0,10.) ;\n RooRealVar n_var(\"n_var\",\"n_var\",30.7631, 0., 100.) ;\n //RooCBShape gauss_all(\"CBfunction\", \"CBfunction\", D_M, mean, sigma, alpha_var, n_var);\n RooGaussian gauss_all(\"Gfunction\", \"Gfunction\", D_M, mean, sigma);\n\n RooRealVar x1(\"x1\", \"para1\", -1., 1.);\n RooRealVar x2(\"x2\", \"para2\", -1., 1.);\n RooRealVar x3(\"x3\", \"para3\", -1., 1.);\n RooChebychev poly(\"poly\", \"3-para-poly\", D_M, RooArgList(x1, x2, x3));\n //num total:94333\n RooRealVar gauss_poly_frac(\"gauss_poly_frac\",\"fraction of component 1 in signal\",10000., 10000000) ;\n RooRealVar gauss_poly_frac_1(\"gauss_poly_frac_1\",\"fraction of component 2 in signal\",100000., 100000000) ;\n RooAddPdf event(\"even\",\"event\",RooArgList(gauss_all, poly), RooArgList(gauss_poly_frac, gauss_poly_frac_1)) ;\n\n\n // Construct plot frame in 'D_M'\n RooPlot* xframe = D_M.frame(Title(\"Event p.d.f.\")) ;\n RooPlot* xframe_2 = D_M.frame(Title(\" \")) ;\n xframe_2->SetYTitle(\"pull distribution\");\n\n event.fitTo(*ds, NumCPU(10)) ;\n cout<<\"fitting complete!\\n\";\n //print variable values\n cout<<\"para list:\\n\";\n mean.Print() ;\n sigma.Print() ;\n alpha_var.Print() ;\n n_var.Print() ;\n x1.Print();\n x2.Print();\n x3.Print();\n gauss_poly_frac.Print();\n gauss_poly_frac_1.Print();\n\n // Draw all frames on a canvas\n // Draw part 1\n ds->plotOn(xframe);\n event.plotOn(xframe) ;\n RooHist* hpull = xframe->pullHist() ;\n event.plotOn(xframe,Components(poly),LineColor(kRed),LineStyle(kDashed)) ;\n event.plotOn(xframe,Components(gauss_all),LineColor(kBlue),LineStyle(kDashed)) ;\n xframe_2->addPlotable(hpull, \"P\") ;\n\n TCanvas* c = new TCanvas(\"total_plot\",\"total_plot\",1200,1200) ;\n c->Divide(1,2) ;\n c->cd(1) ;\n gPad->SetLeftMargin(0.15) ;\n xframe->GetYaxis()->SetTitleOffset(1.6) ;\n xframe->Draw() ;\n\n c->cd(2) ;\n gPad->SetLeftMargin(0.15) ;\n xframe_2->GetYaxis()->SetTitleOffset(1.6) ;\n xframe_2->GetYaxis()->SetRangeUser(-5., 5.);\n xframe_2->Draw() ;\n\n c->Print(\"./LL/MD_D2KSKpPiPi_LL.pdf\");\n\n\n\n // Draw part 2\n RooStats::SPlot* sData = new RooStats::SPlot(\"sData\",\"An SPlot\", *ds, &event, RooArgList(gauss_poly_frac, gauss_poly_frac_1) );\n\n std::cout << \"Check SWeights:\" << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac is \"\n << gauss_poly_frac.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac\") << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac_1 is \"\n << gauss_poly_frac_1.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac_1\") << std::endl;\n\n\n\n Double_t swei, bwei;\n swei= 1. ;\n bwei= 1. ;\n TBranch *swei_branch = newtree->Branch(\"swei\", &swei, \"swei/D\");\n TBranch *bwei_branch = newtree->Branch(\"bwei\", &bwei, \"bwei/D\");\n\n for(Int_t sdata_index = 0; sdata_index < nentries_newtree; sdata_index++)\n {\n newtree->GetEntry(sdata_index);\n swei=sData->GetSWeight(sdata_index, \"gauss_poly_frac\");\n bwei=sData->GetSWeight(sdata_index, \"gauss_poly_frac_1\");\n //cout<<\"this is the \"<<sdata_index<<\"th item of weights\"<<endl;\n //cout<<swei<<endl;\n //cout<<bwei<<endl;\n swei_branch->Fill();\n bwei_branch->Fill();\n\n }\n //newtree->Print();\n newfile->cd();\n newtree->Write(\"ReducedTree\");\n\n // create weightfed data set\n RooDataSet * signalpart = new RooDataSet(ds->GetName(),ds->GetTitle(),ds,*ds->get(),0,\"gauss_poly_frac_sw\") ;\n RooDataSet * backgroundpart = new RooDataSet(ds->GetName(),ds->GetTitle(),ds,*ds->get(),0,\"gauss_poly_frac_1_sw\") ;\n\n\n //release pointers\n delete xframe;\n delete xframe_2;\n delete chain;\n delete c;\n return 0;\n}\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nint fit2D_M()\n{\n /* code */\n int i1;\n int i2;\n int i3;\n int i4;\n cout << \"Fit subtr_D2KSPiPiPi_DD? ('1' for yes, others for no)\"<<\"\\n\";\n cin >> i1;\n cout << \"Fit subtr_D2KSKpPiPi_DD? ('1' for yes, others for no)\"<<\"\\n\";\n cin >> i2;\n\n\n if (i1==1) {\n fit_M_D2KSKpPiPi_DD();\n }\n\n if (i2==1) {\n fit_M_D2KSKpPiPi_LL();\n }\n\n\n return 0;\n}\n" }, { "alpha_fraction": 0.52232426404953, "alphanum_fraction": 0.617368757724762, "avg_line_length": 40.47674560546875, "blob_id": "05eb4bfb58e35a129720ddb17767222e1d0d6635", "content_id": "259754eb8d70c5c87803cb99a80697ec6084003e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 14267, "license_type": "no_license", "max_line_length": 114, "num_lines": 344, "path": "/temp/old/subtr_D2KSKpPiPi_DD.old.h", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#include <iostream>\n#include \"TROOT.h\"\n#include \"TCanvas.h\"\n#include \"TH1.h\"\n#include \"TChain.h\"\n#include \"TCut.h\"\n#include \"TLine.h\"\n\nusing namespace std;\n\nint subtr_D2KSKpPiPi_DD() {\n\n///////////////////////////////////\n\n //Load a file\n\n//////////////////////////////////\n Double_t ymax=0;\n TChain *chain= new TChain(\"D2KSPiPiPi_DD/DecayTree\");\n chain->Add(\"/eos/lhcb/user/m/mamartin/D2Kshhh/Test/MD/*.root\");\n //you can add as many files as needed\n cout<<\"Number of entries: \"<< chain->GetEntries()<<endl;\n //prints in the command line the number of entries\n\n TCut trigger = \"( (D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n(D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1) ) && ( (D_Hlt1TrackMVADecision_TOS==1) || \\\n(D_Hlt1TwoTrackMVADecision_TOS==1) )\";\n TCut SignalWindow = \"(D_M > 1839.65) && (D_M < 1899.65)\";\n TCut SideBand = \"( (D_M > 1779.65) && (D_M < 1809.65) ) || ( (D_M > 1929.65) && (D_M < 1959.65) )\";\n//////////////////////////////////\n //Step 1: Draw a histogram of the D0 mass and save it to a pdf\n\n///////////D_M\n\n TH1F *h1_D_M = new TH1F(\"h1_D_M\", \"D_M\", 100, 1700, 2100);\n TH1F *h2_D_M = new TH1F(\"h2_D_M\", \"D_M\", 100, 1700, 2100);\n TH1F *h3_D_M = new TH1F(\"h3_D_M\", \"D_M\", 100, 1700, 2100);\n chain->Project(\"h1_D_M\", \"D_M\", trigger) ;\n chain->Project(\"h2_D_M\", \"D_M\", trigger&&SignalWindow) ;\n chain->Project(\"h3_D_M\", \"D_M\", trigger&&SideBand) ;\n\n //this fills the histogram h1 with variable D0_M\n TCanvas *c1_D_M = new TCanvas( \"c1\", \"c1\", 200, 10, 700, 500 );\n ymax=h1_D_M->GetMaximum();\n TLine *line1 =new TLine(1839.65,0,1839.65,ymax);\n TLine *line2 =new TLine(1899.65,0,1899.65,ymax);\n\n\n h2_D_M->SetFillColor(8);\n h2_D_M->SetFillStyle(3005);\n h3_D_M->SetFillColor(4);\n h3_D_M->SetFillStyle(3016);\n\n h1_D_M->Draw();\n h2_D_M->Draw(\"same\");\n h3_D_M->Draw(\"same\");\n line1->Draw(\"same\");\n line2->Draw(\"same\");\n c1_D_M->Print(\"h_M_D.pdf\");\n\n\n///////D_PT\n\n //TH1F *h1_D_PT = new TH1F(\"h1_D_PT\", \"D_PT\", 100, 0, 20000);\n TH1F *h2_D_PT = new TH1F(\"h2_D_PT\", \"D_PT\", 100, 0, 20000);\n TH1F *h3_D_PT = new TH1F(\"h3_D_PT\", \"D_PT\", 100, 0, 20000);\n\n chain->Project(\"h1_D_PT\", \"D_PT\", trigger&&SignalWindow) ;\n chain->Project(\"h2_D_PT\", \"D_PT\", trigger&&SideBand) ;\n chain->Project(\"h3_D_PT\", \"D_PT\", trigger&&SignalWindow) ;\n //this fills the histogram h*_D_PT with variable D_PT\n\n TCanvas *c1_D_PT = new TCanvas( \"c1_D_PT\", \"c1_D_PT\", 200, 10, 700, 500 );\n h2_D_PT->SetFillColor(8);\n h2_D_PT->SetFillStyle(3005);\n h2_D_PT->Draw();\n c1_D_PT->Print(\"h_D_PT_bkg.pdf\");\n\n TCanvas *c2_D_PT = new TCanvas( \"c2_D_PT\", \"c2_D_PT\", 200, 10, 700, 500 );\n h3_D_PT->Add(h2_D_PT, -1);\n h3_D_PT->SetFillColor(4);\n h3_D_PT->SetFillStyle(3016);\n h3_D_PT->Draw();\n c2_D_PT->Print(\"h_D_PT_sgnl.pdf\");\n\n TCanvas *c3_D_PT = new TCanvas( \"c3_D_PT\", \"c3_D_PT\", 200, 10, 700, 500 );\n h2_D_PT->DrawNormalized();\n h3_D_PT->DrawNormalized(\"same\");\n c3_D_PT->Print(\"h_D_PT_bkg&sgnl.pdf\");\n\n\n\n\n///////D_ReFit_P\n\n //TH1F *h1_D_ReFit_P = new TH1F(\"h1_D_ReFit_P\", \"D_ReFit_P\", 100, 0, 500000);\n TH1F *h2_D_ReFit_P = new TH1F(\"h2_D_ReFit_P\", \"D_ReFit_P\", 100, 0, 300000);\n TH1F *h3_D_ReFit_P = new TH1F(\"h3_D_ReFit_P\", \"D_ReFit_P\", 100, 0, 300000);\n\n chain->Project(\"h1_D_ReFit_P\", \"D_ReFit_P\", trigger&&SignalWindow) ;\n chain->Project(\"h2_D_ReFit_P\", \"D_ReFit_P\", trigger&&SideBand) ;\n chain->Project(\"h3_D_ReFit_P\", \"D_ReFit_P\", trigger&&SignalWindow) ;\n //this fills the histogram h*_D_ReFit_P with variable D_ReFit_P\n\n TCanvas *c1_D_ReFit_P = new TCanvas( \"c1_D_ReFit_P\", \"c1_D_ReFit_P\", 200, 10, 700, 500 );\n h2_D_ReFit_P->SetFillColor(8);\n h2_D_ReFit_P->SetFillStyle(3005);\n h2_D_ReFit_P->Draw();\n c1_D_ReFit_P->Print(\"h_D_ReFit_P_bkg.pdf\");\n\n TCanvas *c2_D_ReFit_P = new TCanvas( \"c2_D_ReFit_P\", \"c2_D_ReFit_P\", 200, 10, 700, 500 );\n h3_D_ReFit_P->Add(h2_D_ReFit_P, -1);\n h3_D_ReFit_P->SetFillColor(4);\n h3_D_ReFit_P->SetFillStyle(3016);\n h3_D_ReFit_P->Draw();\n c2_D_ReFit_P->Print(\"h_D_ReFit_P_sgnl.pdf\");\n\n TCanvas *c3_D_ReFit_P = new TCanvas( \"c3_D_ReFit_P\", \"c3_D_ReFit_P\", 200, 10, 700, 500 );\n h2_D_ReFit_P->DrawNormalized();\n h3_D_ReFit_P->DrawNormalized(\"same\");\n c3_D_ReFit_P->Print(\"h_D_ReFit_P_bkg&sgnl.pdf\");\n\n\n\n///////D_ReFit_chi2\n\n //TH1F *h1_D_ReFit_chi2 = new TH1F(\"h1_D_ReFit_chi2\", \"D_ReFit_chi2\", 100, 0, 500000);\n TH1F *h2_D_ReFit_chi2 = new TH1F(\"h2_D_ReFit_chi2\", \"D_ReFit_chi2\", 100, 0, 100);\n TH1F *h3_D_ReFit_chi2 = new TH1F(\"h3_D_ReFit_chi2\", \"D_ReFit_chi2\", 100, 0, 100);\n\n chain->Project(\"h1_D_ReFit_chi2\", \"D_ReFit_chi2\", trigger&&SignalWindow) ;\n chain->Project(\"h2_D_ReFit_chi2\", \"D_ReFit_chi2\", trigger&&SideBand) ;\n chain->Project(\"h3_D_ReFit_chi2\", \"D_ReFit_chi2\", trigger&&SignalWindow) ;\n //this fills the histogram h*_D_ReFit_chi2 with variable D_ReFit_chi2\n\n TCanvas *c1_D_ReFit_chi2 = new TCanvas( \"c1_D_ReFit_chi2\", \"c1_D_ReFit_chi2\", 200, 10, 700, 500 );\n h2_D_ReFit_chi2->SetFillColor(8);\n h2_D_ReFit_chi2->SetFillStyle(3005);\n h2_D_ReFit_chi2->Draw();\n c1_D_ReFit_chi2->Print(\"h_D_ReFit_chi2_bkg.pdf\");\n\n TCanvas *c2_D_ReFit_chi2 = new TCanvas( \"c2_D_ReFit_chi2\", \"c2_D_ReFit_chi2\", 200, 10, 700, 500 );\n h3_D_ReFit_chi2->Add(h2_D_ReFit_chi2, -1);\n h3_D_ReFit_chi2->SetFillColor(4);\n h3_D_ReFit_chi2->SetFillStyle(3016);\n h3_D_ReFit_chi2->Draw();\n c2_D_ReFit_chi2->Print(\"h_D_ReFit_chi2_sgnl.pdf\");\n\n TCanvas *c3_D_ReFit_chi2 = new TCanvas( \"c3_D_ReFit_chi2\", \"c3_D_ReFit_chi2\", 200, 10, 700, 500 );\n h2_D_ReFit_chi2->DrawNormalized();\n h3_D_ReFit_chi2->DrawNormalized(\"same\");\n c3_D_ReFit_chi2->Print(\"h_D_ReFit_chi2_bkg&sgnl.pdf\");\n\n\n\n\n///////KS_PT\n\n //TH1F *h1_KS_PT = new TH1F(\"h1_KS_PT\", \"KS_PT\", 100, 0, 500000);\n TH1F *h2_KS_PT = new TH1F(\"h2_KS_PT\", \"KS_PT\", 100, 400, 600);\n TH1F *h3_KS_PT = new TH1F(\"h3_KS_PT\", \"KS_PT\", 100, 400, 600);\n\n chain->Project(\"h1_KS_PT\", \"KS_PT\", trigger&&SignalWindow) ;\n chain->Project(\"h2_KS_PT\", \"KS_PT\", trigger&&SideBand) ;\n chain->Project(\"h3_KS_PT\", \"KS_PT\", trigger&&SignalWindow) ;\n //this fills the histogram h*_KS_PT with variable KS_PT\n\n TCanvas *c1_KS_PT = new TCanvas( \"c1_KS_PT\", \"c1_KS_PT\", 200, 10, 700, 500 );\n h2_KS_PT->SetFillColor(8);\n h2_KS_PT->SetFillStyle(3005);\n h2_KS_PT->Draw();\n c1_KS_PT->Print(\"h_KS_PT_bkg.pdf\");\n\n TCanvas *c2_KS_PT = new TCanvas( \"c2_KS_PT\", \"c2_KS_PT\", 200, 10, 700, 500 );\n h3_KS_PT->Add(h2_KS_PT, -1);\n h3_KS_PT->SetFillColor(4);\n h3_KS_PT->SetFillStyle(3016);\n h3_KS_PT->Draw();\n c2_KS_PT->Print(\"h_KS_PT_sgnl.pdf\");\n\n TCanvas *c3_KS_PT = new TCanvas( \"c3_KS_PT\", \"c3_KS_PT\", 200, 10, 700, 500 );\n h2_KS_PT->DrawNormalized();\n h3_KS_PT->DrawNormalized(\"same\");\n c3_KS_PT->Print(\"h_KS_PT_bkg&sgnl.pdf\");\n\n\n\n\n///////D_ReFit_KS0_P\n\n //TH1F *h1_D_ReFit_KS0_P = new TH1F(\"h1_D_ReFit_KS0_P\", \"D_ReFit_KS0_P\", 100, 0, 500000);\n TH1F *h2_D_ReFit_KS0_P = new TH1F(\"h2_D_ReFit_KS0_P\", \"D_ReFit_KS0_P\", 100, 0, 100000);\n TH1F *h3_D_ReFit_KS0_P = new TH1F(\"h3_D_ReFit_KS0_P\", \"D_ReFit_KS0_P\", 100, 0, 100000);\n\n chain->Project(\"h1_D_ReFit_KS0_P\", \"D_ReFit_KS0_P\", trigger&&SignalWindow) ;\n chain->Project(\"h2_D_ReFit_KS0_P\", \"D_ReFit_KS0_P\", trigger&&SideBand) ;\n chain->Project(\"h3_D_ReFit_KS0_P\", \"D_ReFit_KS0_P\", trigger&&SignalWindow) ;\n //this fills the histogram h*_D_ReFit_KS0_P with variable D_ReFit_KS0_P\n\n TCanvas *c1_D_ReFit_KS0_P = new TCanvas( \"c1_D_ReFit_KS0_P\", \"c1_D_ReFit_KS0_P\", 200, 10, 700, 500 );\n h2_D_ReFit_KS0_P->SetFillColor(8);\n h2_D_ReFit_KS0_P->SetFillStyle(3005);\n h2_D_ReFit_KS0_P->Draw();\n c1_D_ReFit_KS0_P->Print(\"h_D_ReFit_KS0_P_bkg.pdf\");\n\n TCanvas *c2_D_ReFit_KS0_P = new TCanvas( \"c2_D_ReFit_KS0_P\", \"c2_D_ReFit_KS0_P\", 200, 10, 700, 500 );\n h3_D_ReFit_KS0_P->Add(h2_D_ReFit_KS0_P, -1);\n h3_D_ReFit_KS0_P->SetFillColor(4);\n h3_D_ReFit_KS0_P->SetFillStyle(3016);\n h3_D_ReFit_KS0_P->Draw();\n c2_D_ReFit_KS0_P->Print(\"h_D_ReFit_KS0_P_sgnl.pdf\");\n\n TCanvas *c3_D_ReFit_KS0_P = new TCanvas( \"c3_D_ReFit_KS0_P\", \"c3_D_ReFit_KS0_P\", 200, 10, 700, 500 );\n h2_D_ReFit_KS0_P->DrawNormalized();\n h3_D_ReFit_KS0_P->DrawNormalized(\"same\");\n c3_D_ReFit_KS0_P->Print(\"h_D_ReFit_KS0_P_bkg&sgnl.pdf\");\n\n\n\n\n///////P1_ProbNNpi\n\n //TH1F *h1_P1_ProbNNpi = new TH1F(\"h1_P1_ProbNNpi\", \"P1_ProbNNpi\", 100, 0, 500000);\n TH1F *h2_P1_ProbNNpi = new TH1F(\"h2_P1_ProbNNpi\", \"P1_ProbNNpi\", 100, 0.8, 1.01);\n TH1F *h3_P1_ProbNNpi = new TH1F(\"h3_P1_ProbNNpi\", \"P1_ProbNNpi\", 100, 0.8, 1.01);\n\n chain->Project(\"h1_P1_ProbNNpi\", \"P1_ProbNNpi\", trigger&&SignalWindow) ;\n chain->Project(\"h2_P1_ProbNNpi\", \"P1_ProbNNpi\", trigger&&SideBand) ;\n chain->Project(\"h3_P1_ProbNNpi\", \"P1_ProbNNpi\", trigger&&SignalWindow) ;\n //this fills the histogram h*_P1_ProbNNpi with variable P1_ProbNNpi\n\n TCanvas *c1_P1_ProbNNpi = new TCanvas( \"c1_P1_ProbNNpi\", \"c1_P1_ProbNNpi\", 200, 10, 700, 500 );\n h2_P1_ProbNNpi->SetFillColor(8);\n h2_P1_ProbNNpi->SetFillStyle(3005);\n h2_P1_ProbNNpi->Draw();\n c1_P1_ProbNNpi->Print(\"h_P1_ProbNNpi_bkg.pdf\");\n\n TCanvas *c2_P1_ProbNNpi = new TCanvas( \"c2_P1_ProbNNpi\", \"c2_P1_ProbNNpi\", 200, 10, 700, 500 );\n h3_P1_ProbNNpi->Add(h2_P1_ProbNNpi, -1);\n h3_P1_ProbNNpi->SetFillColor(4);\n h3_P1_ProbNNpi->SetFillStyle(3016);\n h3_P1_ProbNNpi->Draw();\n c2_P1_ProbNNpi->Print(\"h_P1_ProbNNpi_sgnl.pdf\");\n\n TCanvas *c3_P1_ProbNNpi = new TCanvas( \"c3_P1_ProbNNpi\", \"c3_P1_ProbNNpi\", 200, 10, 700, 500 );\n h2_P1_ProbNNpi->DrawNormalized();\n h3_P1_ProbNNpi->DrawNormalized(\"same\");\n c3_P1_ProbNNpi->Print(\"h_P1_ProbNNpi_bkg&sgnl.pdf\");\n\n\n\n///////P2_ProbNNpi\n\n //TH1F *h1_P2_ProbNNpi = new TH1F(\"h1_P2_ProbNNpi\", \"P2_ProbNNpi\", 100, 0, 500000);\n TH1F *h2_P2_ProbNNpi = new TH1F(\"h2_P2_ProbNNpi\", \"P2_ProbNNpi\", 100, 0.8, 1.01);\n TH1F *h3_P2_ProbNNpi = new TH1F(\"h3_P2_ProbNNpi\", \"P2_ProbNNpi\", 100, 0.8, 1.01);\n\n chain->Project(\"h1_P2_ProbNNpi\", \"P2_ProbNNpi\", trigger&&SignalWindow) ;\n chain->Project(\"h2_P2_ProbNNpi\", \"P2_ProbNNpi\", trigger&&SideBand) ;\n chain->Project(\"h3_P2_ProbNNpi\", \"P2_ProbNNpi\", trigger&&SignalWindow) ;\n //this fills the histogram h*_P2_ProbNNpi with variable P2_ProbNNpi\n\n TCanvas *c1_P2_ProbNNpi = new TCanvas( \"c1_P2_ProbNNpi\", \"c1_P2_ProbNNpi\", 200, 10, 700, 500 );\n h2_P2_ProbNNpi->SetFillColor(8);\n h2_P2_ProbNNpi->SetFillStyle(3005);\n h2_P2_ProbNNpi->Draw();\n c1_P2_ProbNNpi->Print(\"h_P2_ProbNNpi_bkg.pdf\");\n\n TCanvas *c2_P2_ProbNNpi = new TCanvas( \"c2_P2_ProbNNpi\", \"c2_P2_ProbNNpi\", 200, 10, 700, 500 );\n h3_P2_ProbNNpi->Add(h2_P2_ProbNNpi, -1);\n h3_P2_ProbNNpi->SetFillColor(4);\n h3_P2_ProbNNpi->SetFillStyle(3016);\n h3_P2_ProbNNpi->Draw();\n c2_P2_ProbNNpi->Print(\"h_P2_ProbNNpi_sgnl.pdf\");\n\n TCanvas *c3_P2_ProbNNpi = new TCanvas( \"c3_P2_ProbNNpi\", \"c3_P2_ProbNNpi\", 200, 10, 700, 500 );\n h2_P2_ProbNNpi->DrawNormalized();\n h3_P2_ProbNNpi->DrawNormalized(\"same\");\n c3_P2_ProbNNpi->Print(\"h_P2_ProbNNpi_bkg&sgnl.pdf\");\n\n\n///////P0_ProbNNpi\n\n //TH1F *h1_P0_ProbNNpi = new TH1F(\"h1_P0_ProbNNpi\", \"P0_ProbNNpi\", 100, 0, 500000);\n TH1F *h2_P0_ProbNNpi = new TH1F(\"h2_P0_ProbNNpi\", \"P0_ProbNNpi\", 100, 0.8, 1.01);\n TH1F *h3_P0_ProbNNpi = new TH1F(\"h3_P0_ProbNNpi\", \"P0_ProbNNpi\", 100, 0.8, 1.01);\n\n chain->Project(\"h1_P0_ProbNNpi\", \"P0_ProbNNpi\", trigger&&SignalWindow) ;\n chain->Project(\"h2_P0_ProbNNpi\", \"P0_ProbNNpi\", trigger&&SideBand) ;\n chain->Project(\"h3_P0_ProbNNpi\", \"P0_ProbNNpi\", trigger&&SignalWindow) ;\n //this fills the histogram h*_P0_ProbNNpi with variable P0_ProbNNpi\n\n TCanvas *c1_P0_ProbNNpi = new TCanvas( \"c1_P0_ProbNNpi\", \"c1_P0_ProbNNpi\", 200, 10, 700, 500 );\n h2_P0_ProbNNpi->SetFillColor(8);\n h2_P0_ProbNNpi->SetFillStyle(3005);\n h2_P0_ProbNNpi->Draw();\n c1_P0_ProbNNpi->Print(\"h_P0_ProbNNpi_bkg.pdf\");\n\n TCanvas *c2_P0_ProbNNpi = new TCanvas( \"c2_P0_ProbNNpi\", \"c2_P0_ProbNNpi\", 200, 10, 700, 500 );\n h3_P0_ProbNNpi->Add(h2_P0_ProbNNpi, -1);\n h3_P0_ProbNNpi->SetFillColor(4);\n h3_P0_ProbNNpi->SetFillStyle(3016);\n h3_P0_ProbNNpi->Draw();\n c2_P0_ProbNNpi->Print(\"h_P0_ProbNNpi_sgnl.pdf\");\n\n TCanvas *c3_P0_ProbNNpi = new TCanvas( \"c3_P0_ProbNNpi\", \"c3_P0_ProbNNpi\", 200, 10, 700, 500 );\n h2_P0_ProbNNpi->DrawNormalized();\n h3_P0_ProbNNpi->DrawNormalized(\"same\");\n c3_P0_ProbNNpi->Print(\"h_P0_ProbNNpi_bkg&sgnl.pdf\");\n\n\n\n///////D_ReFit_decayLength/D_ReFit_decayLengthErr(D_ReFit_decayLE)\n\n //TH1F *h1_D_ReFit_decayLE = new TH1F(\"h1_D_ReFit_decayLE\", \"D_ReFit_decayLE\", 100, 0, 500000);\n TH1F *h2_D_ReFit_decayLE = new TH1F(\"h2_D_ReFit_decayLE\", \"D_ReFit_decayLE\", 100, 0, 300);\n TH1F *h3_D_ReFit_decayLE = new TH1F(\"h3_D_ReFit_decayLE\", \"D_ReFit_decayLE\", 100, 0, 300);\n\n chain->Project(\"h1_D_ReFit_decayLE\", \"D_ReFit_decayLength/D_ReFit_decayLengthErr\", trigger&&SignalWindow) ;\n chain->Project(\"h2_D_ReFit_decayLE\", \"D_ReFit_decayLength/D_ReFit_decayLengthErr\", trigger&&SideBand) ;\n chain->Project(\"h3_D_ReFit_decayLE\", \"D_ReFit_decayLength/D_ReFit_decayLengthErr\", trigger&&SignalWindow) ;\n //this fills the histogram h*_D_ReFit_decayLE with variable D_ReFit_decayLE\n\n TCanvas *c1_D_ReFit_decayLE = new TCanvas( \"c1_D_ReFit_decayLE\", \"c1_D_ReFit_decayLE\", 200, 10, 700, 500 );\n h2_D_ReFit_decayLE->SetFillColor(8);\n h2_D_ReFit_decayLE->SetFillStyle(3005);\n h2_D_ReFit_decayLE->Draw();\n c1_D_ReFit_decayLE->Print(\"h_D_ReFit_decayLE_bkg.pdf\");\n\n TCanvas *c2_D_ReFit_decayLE = new TCanvas( \"c2_D_ReFit_decayLE\", \"c2_D_ReFit_decayLE\", 200, 10, 700, 500 );\n h3_D_ReFit_decayLE->Add(h2_D_ReFit_decayLE, -1);\n h3_D_ReFit_decayLE->SetFillColor(4);\n h3_D_ReFit_decayLE->SetFillStyle(3016);\n h3_D_ReFit_decayLE->Draw();\n c2_D_ReFit_decayLE->Print(\"h_D_ReFit_decayLE_sgnl.pdf\");\n\n TCanvas *c3_D_ReFit_decayLE = new TCanvas( \"c3_D_ReFit_decayLE\", \"c3_D_ReFit_decayLE\", 200, 10, 700, 500 );\n h2_D_ReFit_decayLE->DrawNormalized();\n h3_D_ReFit_decayLE->DrawNormalized(\"same\");\n c3_D_ReFit_decayLE->Print(\"h_D_ReFit_decayLE_bkg&sgnl.pdf\");\n\n\n return 0;\n}" }, { "alpha_fraction": 0.5625, "alphanum_fraction": 0.5833333134651184, "avg_line_length": 33.42856979370117, "blob_id": "eb0091994343942bf1cba08b78abba63648a34e7", "content_id": "a6b48bca9b741bc4bad53e4e87574d0d69aece9f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 240, "license_type": "no_license", "max_line_length": 60, "num_lines": 7, "path": "/readme.md", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "/eos/lhcb/user/m/mamartin/D2Kshhh/Test/MD/*.root \n |\n -->(fit2D_M.cc) reduced_DD_1.root/reduced_DD_2.root\n |\n -->(TMVA_general.cc) TMVA_refine_1.root\n |\n -->(TMVA_GetResponse_x.cc) TMVApp.root/TMVApp_x.root" }, { "alpha_fraction": 0.739534854888916, "alphanum_fraction": 0.7627906799316406, "avg_line_length": 33.31999969482422, "blob_id": "33b860cb580e6dfd6f5efce82c183b79b500a3e8", "content_id": "b9d80ac231b58d1f19820ef4ea7916d04ada9b0e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 860, "license_type": "no_license", "max_line_length": 43, "num_lines": 25, "path": "/makedir.sh", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "mkdir -p ./saved/TMVA_root_files/\n\nmkdir -p ./plotdir/D2KSPiPiPi_DD/TMVA\nmkdir -p ./plotdir/D2KSPiPiPi_DD/SPlot\nmkdir -p ./plotdir/D2KSPiPiPi_DD/signal\nmkdir -p ./plotdir/D2KSPiPiPi_DD/background\nmkdir -p ./plotdir/D2KSPiPiPi_DD/sig_vs_bkg\n\nmkdir -p ./plotdir/D2KSKpPiPi_DD/TMVA\nmkdir -p ./plotdir/D2KSKpPiPi_DD/SPlot\nmkdir -p ./plotdir/D2KSKpPiPi_DD/signal\nmkdir -p ./plotdir/D2KSKpPiPi_DD/background\nmkdir -p ./plotdir/D2KSKpPiPi_DD/sig_vs_bkg\n\nmkdir -p ./plotdir/D2KSPiPiPi_LL/TMVA\nmkdir -p ./plotdir/D2KSPiPiPi_LL/SPlot\nmkdir -p ./plotdir/D2KSPiPiPi_LL/signal\nmkdir -p ./plotdir/D2KSPiPiPi_LL/background\nmkdir -p ./plotdir/D2KSPiPiPi_LL/sig_vs_bkg\n\nmkdir -p ./plotdir/D2KSKpPiPi_LL/TMVA\nmkdir -p ./plotdir/D2KSKpPiPi_LL/SPlot\nmkdir -p ./plotdir/D2KSKpPiPi_LL/signal\nmkdir -p ./plotdir/D2KSKpPiPi_LL/background\nmkdir -p ./plotdir/D2KSKpPiPi_LL/sig_vs_bkg\n\n\n" }, { "alpha_fraction": 0.5687457919120789, "alphanum_fraction": 0.601274311542511, "avg_line_length": 28.829999923706055, "blob_id": "44631df299ca1869a57b90cef34c862150f39562", "content_id": "adf5cd8a025e24af74ab8fa934587af26d602e9e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 2982, "license_type": "no_license", "max_line_length": 124, "num_lines": 100, "path": "/exec-subtr/subtr_common.h", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#include <iostream>\n#include \"TROOT.h\"\n#include \"TCanvas.h\"\n#include \"TH1.h\"\n#include \"TChain.h\"\n#include \"TCut.h\"\n\nusing namespace std;\n\nint subtr_common(const char* var_name, const char* var_name_display,\n const char* TSubfolder_name, const char* TChain_name, const char* TChain_file, const char* trigger_content,\n const char* SignalWindow_content, const char* SideBand_content, Double_t low, Double_t up, Int_t o_index\n ) {\n\n///////////////////////////////////\n\n //Load a file\n const char* bkg_file=\"h_bkg_\";\n const char* sgnl_file=\"h_sgnl_\";\n const char* bkg_sgnl_file=\"h_bkg&sgnl_\";\n\n string bkg_fullPath = \"../plotdir/\";\n string sgnl_fullPath = \"../plotdir/\";\n string bkg_sgnl_fullPath = \"../plotdir/\";\n\n bkg_fullPath+=TSubfolder_name;\n bkg_fullPath+=\"/background/\";\n bkg_fullPath+=bkg_file;\n bkg_fullPath+=var_name_display;\n bkg_fullPath+=\".pdf\";\n\n sgnl_fullPath+=TSubfolder_name;\n sgnl_fullPath+=\"/signal/\";\n sgnl_fullPath+=sgnl_file;\n sgnl_fullPath+=var_name_display;\n sgnl_fullPath+=\".pdf\";\n\n bkg_sgnl_fullPath+=TSubfolder_name;\n bkg_sgnl_fullPath+=\"/sig_vs_bkg/\";\n bkg_sgnl_fullPath+=bkg_sgnl_file;\n bkg_sgnl_fullPath+=var_name_display;\n bkg_sgnl_fullPath+=\".pdf\";\n\n const char* xbkg_file= bkg_fullPath.c_str();\n const char* xsgnl_file= sgnl_fullPath.c_str();\n const char* xbkg_sgnl_file = bkg_sgnl_fullPath.c_str();\n\n //////////////////////////////////\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file);\n //you can add as many files as needed\n cout<<\"Number of entries: \"<< chain->GetEntries()<<endl;\n //prints in the command line the number of entries\n\n TCut trigger = trigger_content;\n TCut SignalWindow = SignalWindow_content;\n TCut SideBand = SideBand_content;\n //TH1F *h1 = new TH1F(\"h1\", var_name, 100, low, up);\n TH1F *h2 = new TH1F(\"h2\", var_name, 100, low, up);\n TH1F *h3 = new TH1F(\"h3\", var_name, 100, low, up);\n\n chain->Project(\"h1\", var_name, trigger&&SignalWindow) ;\n chain->Project(\"h2\", var_name, trigger&&SideBand) ;\n chain->Project(\"h3\", var_name, trigger&&SignalWindow) ;\n //this fills the histogram h*_D_PT with variable D_PT\n\n TCanvas *c1 = new TCanvas( \"c1\", var_name, 200, 10, 700, 500 );\n h2->SetFillColor(8);\n h2->SetFillStyle(3005);\n h2->Draw();\n c1->Print(xbkg_file);\n\n TCanvas *c2 = new TCanvas( \"c2\", var_name, 200, 10, 700, 500 );\n h3->Add(h2, -1);\n h3->SetFillColor(4);\n h3->SetFillStyle(3016);\n h3->Draw();\n c2->Print(xsgnl_file);\n\n TCanvas *c3 = new TCanvas( \"c3\", var_name, 200, 10, 700, 500 );\n\n if (o_index==0) {\n h2->DrawNormalized();\n h3->DrawNormalized(\"same\");\n } else\n {\n h3->DrawNormalized();\n h2->DrawNormalized(\"same\");\n }\n c3->Print(xbkg_sgnl_file);\n\n delete chain;\n delete h2;\n delete h3;\n delete c1;\n delete c2;\n delete c3;\n\n return 0;\n}" }, { "alpha_fraction": 0.6835135221481323, "alphanum_fraction": 0.6986486315727234, "avg_line_length": 37.95789337158203, "blob_id": "6cd37f309e6bc0349ce872fcaa8ee931e4700fc4", "content_id": "5e813a0d22b24b49f57057958a8b2d8edf5b2c5a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 3700, "license_type": "no_license", "max_line_length": 141, "num_lines": 95, "path": "/temp/blindGaussian.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include \"RooRealVar.h\"\n#include \"RooFit.h\"\n#include \"RooBlindTools.h\"\n#include \"RooAbsData.h\"\n#include \"RooAbsReal.h\"\n#include \"RooUnblindPrecision.h\"\n#include \"RooFitResult.h\"\n#include \"RooStats/SPlot.h\"\n#include \"RooDataSet.h\"\n#include \"RooGaussian.h\"\n#include \"RooCBShape.h\"\n#include \"RooPolynomial.h\"\n#include \"RooChebychev.h\"\n#include \"RooAddPdf.h\"\n#include \"RooCategory.h\"\n#include \"RooSimultaneous.h\"\n#include \"TCanvas.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"RooPlot.h\"\n#include \"TAxis.h\"\n#include \"RooHist.h\"\n#include \"TMath.h\"\n#include \"RooExtendPdf.h\"\n// Blinding the signal yield of a Gaussian fit.\nusing namespace std;\nvoid blindGaussian()\n{\n // Set a flag to blind or unblind, be cautious of this in practice you don't want\n // to unblind yourself by mistake...\n Bool_t isBlind(kTRUE);\n //Bool_t isBlind(kFALSE);\n\n // Expected yield, this parameter sets the max number of events to be generated in\n // the Gaussian, hence when we fit we \"expect\" to see a number of this magnitude\n // returned in our final result.\n double expectedYield(10000);\n\n // First declare the regular variables\n RooRealVar x(\"x\",\"x\", -10.0, 10.0) ;\n RooRealVar sigma(\"sigma\",\"sigma\", 1.0, 0.1, 2.0) ;\n RooRealVar mean(\"mean\",\"mean\", 0.0) ;\n mean.setConstant();\n\n // RooCategory used for blind/unblind switching.\n TString blind(\"blind\"), unblind(\"unblind\");\n RooCategory blindCat(\"blindCat\",\"blind state Category\");\n blindCat.defineType(unblind, 0);\n blindCat.defineType(blind, 1);\n\n if(isBlind)\n blindCat.setLabel(blind);\n else\n blindCat.setLabel(unblind);\n\n // Generate a dataset with a true m of 0.70\n RooGaussian gaussian(\"gaussian\",\"gaussian\", x, mean, sigma) ;\n RooDataSet* data = gaussian.generate(x, expectedYield) ;\n\n // Define the parameter containing the signal yields from the fit. Always allow floatation\n // below 0, in practice yields can be negative. I allow a range of 2 * the maximum expected,\n // in general should stop the errors calculations reaching limits.\n RooRealVar nsig(\"nsig\", \"nsig\", expectedYield/2.0, -expectedYield * 2.0, expectedYield * 2.0);\n\n // Create an unblinding transformation (a function object deriving from RooAbsReal).\n // This object will return the unblind value corresponding to the blind value in nsig.\n // In this example we use the 'precision blinding' technique as found in\n // RooBlindTools, which is a direct translation of the BlindTools package.\n // Please consult the BlindTools documentation for details on the blinding technique itself\n RooUnblindPrecision m_unblind_nsig(\"m_unblind_nsig\",\"nsig (unblind)\", \"BlindString\", nsig.getVal(), 100, nsig, blindCat, 0);\n\n // Build a PDF feeding it the unblinded value of m instead of m itself\n RooAbsPdf* extended = new RooExtendPdf(\"extened\",\"extended\", gaussian, m_unblind_nsig);\n\n // Fit data with gfit (using a blind deltam)\n RooFitResult* fitResult = extended->fitTo(*data, RooFit::Extended(kTRUE), RooFit::NumCPU(2), RooFit::Save(kTRUE), RooFit::Minos(kTRUE)) ;\n\n // m_unblind will not reveal its contents easily\n m_unblind_nsig.Print() ;\n fitResult->Print(\"V\");\n TCanvas* c1 = new TCanvas(\"c1\", \"c1\", 900, 500);\n RooPlot* frame = x.frame( RooFit::Title(\"Best Plot Ever\"));\n data->plotOn(frame, RooFit::Binning(40), RooFit::DataError( RooAbsData::SumW2 ) );\n extended->plotOn(frame, RooFit::LineColor(4), RooFit::Normalization( 1.0, RooAbsReal::Relative));\n frame->Draw();\n frame->SetMinimum(1.e-5);\n c1->Draw();\n cout<<fitResult->status()<<endl;\n\n delete extended;\n extended=0;\n}" }, { "alpha_fraction": 0.6555555462837219, "alphanum_fraction": 0.6555555462837219, "avg_line_length": 23.83333396911621, "blob_id": "ecbc961d63f830b7b7be8ff86a05fc538f56e7d9", "content_id": "47a5b6a1d5c29e8428a5cdbf28d7651b3f7f76b4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Makefile", "length_bytes": 450, "license_type": "no_license", "max_line_length": 68, "num_lines": 18, "path": "/exec-subtrx/makefile", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "include ../Makefile.common\nVPATH = $(DBIN):$(DOBJ)/subtrx:$(DEXE)\nCC=g++ #compiler:g++\nCFLAGS=-c -g -Wall `root-config --cflags` #give the path to c header\nLDFLAGS=`root-config --glibs` #optimizing parameters\n\nLNKOPTS=$(LDFLAGS) $(DOBJ)/subtrx/*.o -o $(DBIN)/$@ \nECOPTS=$(CFLAGS) $< -o $(DOBJ)/subtrx/$@\n\n\nEXECUTABLE=\tsubtrx\n\nall: $(EXECUTABLE)\n\nsubtr: subtrx.o\n\t$(CC) $(LNKOPTS) \nsubtr.o: subtrx.cc subtr_execx.h subtr_commonx.h\n\t$(CC) $(ECOPTS) \n\n\n" }, { "alpha_fraction": 0.6168327927589417, "alphanum_fraction": 0.6389811635017395, "avg_line_length": 29.133333206176758, "blob_id": "f9c546d86d99098b3fcdd9e92b0d9dc10a6e67ac", "content_id": "1632fbdfa57b4486bd63d86ee0e4527298b1c9d9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 903, "license_type": "no_license", "max_line_length": 82, "num_lines": 30, "path": "/exec-all/luminosity.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#include <iostream>\n#include <fstream>\n#include \"TChain.h\"\n//#include \"ofstream.h\"\n\n\nvoid luminosity() {\n const char* TChain_name=\"GetIntegratedLuminosity/LumiTuple\";\n const char* TChain_file1=\"/eos/lhcb/user/m/mamartin/D2KsKPiPi/2016/MU/*.root\";\n const char* TChain_file2=\"/eos/lhcb/user/m/mamartin/D2KsKPiPi/2016/MU/*.root\";\n //const char* TChain_file=\"../../root_data/DV*.root\";\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file1);\n chain->Add(TChain_file2);\n Long64_t numentries= chain->GetEntries();\n Double_t lmn, sum_lmn=0;\n chain->SetBranchAddress(\"IntegratedLuminosity\", &lmn);\n for(Long64_t i = 0; i < numentries; i++)\n {\n chain->GetEntry(i);\n sum_lmn+=lmn;\n\n }\n std::cout<<sum_lmn<<std::endl;\n\n std::ofstream myfile;\n myfile.open (\"luminosity.txt\");\n myfile << \"luminosity:\"<<sum_lmn<<\"\\n\";\n myfile.close();\n}" }, { "alpha_fraction": 0.5818613171577454, "alphanum_fraction": 0.6169258952140808, "avg_line_length": 31.276596069335938, "blob_id": "e97d05b234997d8dcf26af2c2e9b76ba69164ec9", "content_id": "d86f3f7e95bfdf98fea2a8a8538a9e2a52a53727", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 7586, "license_type": "no_license", "max_line_length": 125, "num_lines": 235, "path": "/small-exec-TMVA/TMVA_GetBDTCut_DD.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#include <cstdlib>\n#include <vector>\n#include <cstring>\n#include <iostream>\n#include <map>\n#include <string>\n#include \"TMath.h\"\n#include \"TFile.h\"\n#include \"TCanvas.h\"\n#include \"TPad.h\"\n#include \"TGraph.h\"\n#include \"TTree.h\"\n#include \"TH1F.h\"\n#include \"TString.h\"\n#include \"TSystem.h\"\n#include \"TROOT.h\"\n#include \"TStopwatch.h\"\n#include \"TMVA/Tools.h\"\n#include \"TMVA/Reader.h\"\n#include \"TMVA/MethodCuts.h\"\n#include \"TVector3.h\"\n#include \"RooRealVar.h\"\n#include \"RooGaussian.h\"\n#include \"RooCBShape.h\"\n#include \"RooPolynomial.h\"\n#include \"RooChebychev.h\"\n#include \"RooAddPdf.h\"\n#include \"RooDataSet.h\"\nusing namespace TMVA;\nusing namespace std;\nusing namespace RooFit ;\nvoid TMVA_GetBDTCut_DD()\n{\n\n TMVA::Tools::Instance();\n TMVA::Reader *reader = new TMVA::Reader( \"!Color:!Silent\" );\n\n //set origin file used to train\n TString fname = \"../saved/TMVA_root_files/reduced_DD_1.root\";\n TFile * input = new TFile( fname );\n\n\n Float_t var[8];\n //Define input variables\n reader->AddVariable( \"D_PT\", &var[0] );\n reader->AddVariable( \"P1_ProbNNpi\", &var[2] );\n reader->AddVariable( \"P2_ProbNNpi\", &var[3] );\n reader->AddVariable( \"D_ReFit_chi2\", &var[4] );\n reader->AddVariable( \"KS_PT\", &var[7] );\n reader->AddVariable( \"var1:=D_ReFit_decayLength/D_ReFit_decayLengthErr\", &var[5] );\n reader->AddVariable( \"var2:=log(D_IPCHI2_OWNPV)\", &var[6] );\n\n\n // Book the MVA methods\n TString dir = \"D2KSPiPiPi_DD/weights/\";\n TString prefix = \"TMVAClassification\";\n TString methodName = TString(\"BDT\") + TString(\" method\");\n TString weightfile = dir + prefix + TString(\"_\") + TString(\"BDT\") + TString(\".weights.xml\");\n reader->BookMVA( methodName, weightfile );\n\n\n // Book output histograms\n UInt_t nbin = 100;\n TH1F *histBdt(0);\n histBdt = new TH1F( \"MVA_BDT\", \"MVA_BDT\", nbin, -0.8, 0.8 );\n\n\n // Event loop\n TTree* theTree = (TTree*)input->Get(\"ReducedTree\");\n // output files\n TFile *target = new TFile( \"../saved/TMVA_root_files/TMVApp_DDx.root\",\"RECREATE\" );\n TTree *tree = theTree->CopyTree(\"\"); //use this tree to calculate BDT cut\n\n Double_t BDT_response;\n TBranch *BDT_response_branch = tree->Branch(\"BDT_response\", &BDT_response, \"BDT_response/D\");\n Double_t Ct;\n TBranch *Ct_branch = tree->Branch(\"Ct\", &Ct, \"Ct/D\");\n\n Double_t userVard[9];\n Float_t userVarf[8];\n\n\n theTree->SetBranchAddress( \"D_PT\", &userVard[0] );\n theTree->SetBranchAddress( \"P0_ProbNNpi\", &userVard[1] );\n theTree->SetBranchAddress( \"P1_ProbNNpi\", &userVard[2] );\n theTree->SetBranchAddress( \"P2_ProbNNpi\", &userVard[3] );\n theTree->SetBranchAddress( \"D_ReFit_chi2\", &userVarf[0] );\n theTree->SetBranchAddress( \"D_ReFit_decayLength\", &userVarf[2] );\n theTree->SetBranchAddress( \"D_ReFit_decayLengthErr\", &userVarf[3] );\n theTree->SetBranchAddress( \"D_IPCHI2_OWNPV\", &userVard[4] );\n theTree->SetBranchAddress( \"KS_PT\", &userVard[5] );\n\n\n\n\n TStopwatch sw;\n // calculate BDT for tree\n sw.Start();\n for (Long64_t ievt=0; ievt<theTree->GetEntries(); ievt++) {\n //if (ievt%1000 == 0) std::cout << \"--- ... Processing event: \" << ievt << std::endl;\n\n\n\n theTree->GetEntry(ievt);\n var[0]=userVard[0];\n var[1]=userVard[1];\n var[2]=userVard[2];\n var[3]=userVard[3];\n var[4]=userVarf[0];\n var[5]=userVarf[2]/userVarf[3];\n var[6]=TMath::Log(userVard[4]);\n var[7]=userVard[5];\n // Return the MVA outputs and fill into histograms\n histBdt ->Fill( reader->EvaluateMVA( \"BDT method\" ) );\n\n BDT_response=reader->EvaluateMVA( \"BDT method\" );\n BDT_response_branch->Fill();\n\n\n if (ievt<100) {\n cout<<ievt<<\" \"<<var[1]<<\" \"<<var[2]<<\" \"<<var[3]<<\" \"<<var[4]<<endl;\n cout<<var[5]<<\" \"<<var[6]<<\" \"<<var[7]<<endl;\n\n }\n\n\n }\n\n // Get elapsed time\n sw.Stop();\n std::cout << \"--- End of event loop: \";\n sw.Print();\n\n\n target->cd();\n tree->Write(\"MVATree\");\n histBdt ->Write();\n\n\n //calculate significance\n\n Double_t cut_up=tree->GetMaximum(\"BDT_response\");\n Double_t cut_down=tree->GetMinimum(\"BDT_response\");\n\n Long64_t num_cut=50;\n Double_t cut_value[ num_cut+1 ], significance_value[ num_cut+1 ];\n\n\n Double_t kk_signal_yield=2030.99;\n Double_t kk_background_yield=35648.5;\n Double_t kp_signal_yield=41126.7; //to fit\n Double_t kp_background_yield=122502; //to fit\n Double_t temp_sig=0.;\n Double_t temp_bkg=0.;\n\n RooRealVar D_M(\"D_M\", \"D+ mass\", 1779.65, 1959.65, \"MeV\") ;\n RooRealVar mean(\"mean\",\"mean of gaussian\",1869.,1859.,1879.) ;\n RooRealVar mean_1(\"mean_1\",\"mean of gaussian(1)\",1869.,1859.,1879.) ;\n RooRealVar sigma(\"sigma\",\"width of gaussian\",10.,0.1,20.) ;\n RooRealVar sigma_1(\"sigma_1\",\"width of gaussian(1)\",20.,0.1,30.) ;\n RooGaussian gauss(\"gauss\",\"gaussian PDF\", D_M, mean, sigma) ;\n RooGaussian gauss_1(\"gauss_1\",\"gaussian PDF(1)\", D_M, mean_1, sigma_1) ;\n RooRealVar gauss_frac(\"gauss_frac\",\"fraction of component 1 in signal\",0.8,0.,1.) ;\n RooAddPdf gauss_all(\"gauss_all\", \"combination of gaussian function\", RooArgList(gauss, gauss_1), RooArgList(gauss_frac));\n\n RooRealVar x1(\"x1\", \"para1\", 0., 100.);\n RooRealVar x2(\"x2\", \"para2\", 0., 100.);\n RooRealVar x3(\"x3\", \"para3\", 0., 100.);\n RooPolynomial poly(\"poly\", \"3-para-poly\", D_M, RooArgList(x1, x2, x3),0);\n\n RooRealVar gauss_poly_frac(\"gauss_poly_frac\",\"fraction of signal\",0.,100000.) ;\n RooRealVar gauss_poly_frac_1(\"gauss_poly_frac_1\",\"fraction of background\",0.,300000.) ;\n RooAddPdf event(\"even\",\"event\",RooArgList(gauss_all, poly), RooArgList(gauss_poly_frac, gauss_poly_frac_1)) ;\n\n RooRealVar BDT_value(\"BDT_response\", \"BDT_response\", -1000, 1000);\n RooArgSet variables(D_M, BDT_value);\n\n\n for(Long64_t i = 0; i < num_cut; i++)\n {\n cut_value[i] = cut_down + (cut_up-cut_down)*i/num_cut;\n string bdtcut=\"BDT_response>\";\n bdtcut+=to_string(cut_value[i]);\n\n RooDataSet *ds=new RooDataSet(\"ds_plus\", \"ds_plus\", variables, Import(*tree), Cut(bdtcut.c_str()));\n event.fitTo(*ds, NumCPU(10));\n temp_sig=gauss_poly_frac.getVal()*kk_signal_yield/kp_signal_yield;\n temp_bkg=gauss_poly_frac_1.getVal()*kk_background_yield/kp_background_yield;\n\n significance_value[i] = temp_sig/sqrt(temp_sig+temp_bkg);\n\n //std::cout<<cut_value[i]<<\" \"<<sum_sweight<<\" \"<<sum_bweight\n //<<\" \"<<significance_value[i]<<std::endl;\n\n }\n\n\n\n TCanvas *c1 = new TCanvas(\"c1\",\"A Simple Graph Example\",200,10,700,500);\n c1->SetFillColor(42);\n c1->SetGrid();\n\n TGraph *gr = new TGraph(num_cut, cut_value, significance_value);\n gr->SetLineColor(2);\n gr->SetLineWidth(4);\n gr->SetMarkerColor(4);\n gr->SetMarkerStyle(21);\n gr->SetTitle(\"S vs Response\");\n gr->GetXaxis()->SetTitle(\"BDT cut\");\n gr->GetYaxis()->SetTitle(\"Significance\");\n gr->Draw(\"ACP\");\n\n // TCanvas::Update() draws the frame, after which one can change it\n c1->Update();\n c1->GetFrame()->SetFillColor(21);\n c1->GetFrame()->SetBorderSize(12);\n c1->Modified();\n c1->Print(\"graph_DDx.eps\");\n c1->Print(\"graph_DDx.png\");\n\n target ->Close();\n delete reader;\n\n Double_t bestcut;\n bestcut=cut_value[distance(significance_value, max_element(significance_value, significance_value + num_cut))];\n cout << \"The best BDT cut value: \"<< bestcut << endl;\n\n for(int ii = 0; ii < num_cut; ii++)\n {\n cout<<cut_value[ii]<<\" \"<<significance_value[ii]<<endl;\n }\n\n\n\n}\n\n" }, { "alpha_fraction": 0.7139738202095032, "alphanum_fraction": 0.72052401304245, "avg_line_length": 34.30769348144531, "blob_id": "f324722dd15a5d38b3c5de4822f2a26f688f2f04", "content_id": "d5c67c1889a567a50518cbfad0b73d19fff03ea4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 458, "license_type": "no_license", "max_line_length": 77, "num_lines": 13, "path": "/small-exec-TMVA/TMVA_general_anlys_DD.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "//analyse result from TMVA_general*.cc on overtraining etc.\n#include <iostream>\n#include \"TMVA/mvas.h\"\nvoid TMVA_general_anlys_DD()\n{\n TString fileName = \"../plotdir/D2KSPiPiPi_DD/TMVA/TMVA_refine_DD_1.root\";\n TString dataset = \"D2KSPiPiPi_DD\";\n\n TMVA::mvas(dataset,fileName,TMVA::kMVAType);\n TMVA::mvas(dataset,fileName,TMVA::kProbaType);\n TMVA::mvas(dataset,fileName,TMVA::kRarityType);\n TMVA::mvas(dataset,fileName,TMVA::kCompareType);\n}" }, { "alpha_fraction": 0.5789960622787476, "alphanum_fraction": 0.6153134107589722, "avg_line_length": 33.8629035949707, "blob_id": "e9791128dfb92974bb4c66910da2347d2acb318a", "content_id": "dda6bed9ffa4471cea21a1fa9104b6fc84f513ec", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 4323, "license_type": "no_license", "max_line_length": 112, "num_lines": 124, "path": "/temp/TMVA_acp_DD_blind_reduced.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include \"RooRealVar.h\"\n#include \"RooFitResult.h\"\n#include \"RooStats/SPlot.h\"\n#include \"RooDataSet.h\"\n#include \"RooGaussian.h\"\n#include \"RooCBShape.h\"\n#include \"RooPolynomial.h\"\n#include \"RooChebychev.h\"\n#include \"RooAddPdf.h\"\n#include \"RooCategory.h\"\n#include \"RooSimultaneous.h\"\n#include \"RooUnblindPrecision.h\"\n#include \"TCanvas.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"RooPlot.h\"\n#include \"TAxis.h\"\n#include \"RooHist.h\"\n#include \"TMath.h\"\nusing namespace RooFit ;\nusing namespace std;\n\nvoid TMVA_acp_DD_blind_reduced() {\n\n Bool_t isBlind(kTRUE);\n //Bool_t isBlind(kFALSE);\n RooCategory blindCat(\"blindCat\",\"blind state Category\");\n TString blind(\"blind\"), unblind(\"unblind\");\n blindCat.defineType(unblind, 0);\n blindCat.defineType(blind, 1);\n\n if(isBlind)\n blindCat.setLabel(blind);\n else\n blindCat.setLabel(unblind);\n //define TChain, TFile\n const char* TChain_name=\"MVATree\";\n const char* TChain_file=\"../saved/TMVA_root_files/TMVApp_DDx.root\";\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file);\n\n\n\n RooRealVar D_M(\"D_M\", \"D+ mass\", 1779.65, 1940.65, \"MeV\") ;\n RooRealVar BDT_response(\"BDT_response\", \"BDT_response value\", 0.243397, RooNumber::infinity());\n RooRealVar Ct(\"Ct\", \"Ct value\", -RooNumber::infinity(), RooNumber::infinity());\n RooRealVar P0_ID(\"P0_ID\", \"P0_ID value\", -1000., 1000.);\n RooArgSet variables(D_M, BDT_response, Ct, P0_ID);\n\n Double_t D_M_double ;\n Double_t BDT_response_double ;\n chain->SetBranchAddress(\"D_M\",&D_M_double);\n chain->SetBranchAddress(\"BDT_response\",&BDT_response_double);\n\n //creat dataset and write\n RooDataSet *ds_plus_plus=new RooDataSet(\"ds_plus_plus\", \"ds_plus_plus\", variables, Import(*chain),\n Cut(\" BDT_response > 0.2433 && P0_ID>0 && Ct>0 \"));\n\n\n RooRealVar mean(\"mean\",\"mean of gaussian\", 1870.15) ;\n RooRealVar sigma(\"sigma\",\"width of gaussian\", 7.50013) ;\n RooRealVar alpha_var(\"alpha_var\",\"alpha_var\", 1.36544) ;\n RooRealVar n_var(\"n_var\",\"n_var\", 42.2671) ;\n RooCBShape gauss_all(\"CBfunction\", \"CBfunction\", D_M, mean, sigma, alpha_var, n_var);\n\n RooRealVar x1(\"x1\", \"para1\", 0.448623);\n RooRealVar x2(\"x2\", \"para2\", -0.102754);\n RooRealVar x3(\"x3\", \"para3\", -0.0502192);\n RooChebychev poly(\"poly\", \"3-para-poly\", D_M, RooArgList(x1, x2, x3));\n //num total : 94333\n\n\n //signal------------------------------------------------------------------\n RooRealVar Ntot_plus(\"Ntot_plus\", \"Ntot_plus\", 0., 2000.); //number of D+\n\n RooRealVar AT_plus(\"AT_plus\", \"AT_plus\", 0, -0.2, 0.2);\n RooUnblindPrecision AT_plus_unblind(\"AT_plus\", \"AT_plus\", \"Atblind\", 0., 0.02, AT_plus, blindCat, 1);\n RooRealVar AT_minus(\"AT_minus\", \"AT_minus\", 0, -0.2, 0.2);\n RooUnblindPrecision AT_minus_unblind(\"AT_minus\", \"AT_minus\", \"Atbarblind\", 0., 0.02, AT_minus, blindCat, 1);\n\n RooFormulaVar Acp_unblind(\"Acp\", \"0.5*(@0-@1)\", RooArgList(AT_plus, AT_minus));\n\n RooFormulaVar Nsig_plus_plus(\"Nsig_plus_plus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_plus, AT_plus_unblind));\n\n //background----------------------------------------------------------\n RooRealVar Ntot_bkg_plus(\"Ntot_bkg_plus\", \"Ntot_bkg_plus\", 0., 2000.);\n\n RooRealVar AT_bkg_plus(\"AT_bkg_plus\", \"AT_bkg_plus\", -0.2, 0.2);\n\n RooFormulaVar Nbkg_plus_plus(\"Nbkg_plus_plus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_bkg_plus, AT_bkg_plus));\n\n RooAddPdf model_plus_plus(\"model_plus_plus\",\"model_plus_plus\",\n RooArgList(gauss_all, poly), RooArgList(Nsig_plus_plus, Nbkg_plus_plus)) ;\n\n //---define simultaneous PDF----\n\n\n model_plus_plus.fitTo(*ds_plus_plus);\n\n\n Ntot_plus.Print();\n Ntot_bkg_plus.Print();\n AT_plus.Print();\n AT_minus.Print();\n AT_bkg_plus.Print();\n cout<<\"=============================\"<<endl;\n cout<<AT_plus.getVal()<<\"\t\"<<AT_minus.getVal()<<endl;\n cout<<AT_plus_unblind.getVal()<<\"\t\"<<AT_minus_unblind.getVal()<<endl;\n AT_plus_unblind.Print();\n AT_minus_unblind.Print();\n\n\n Double_t at_plus_double=AT_plus.getVal();\n Double_t at_minus_double=AT_minus.getVal();\n\n RooFormulaVar Acp(\"Acp\", \"0.5*(@0-@1)\", RooArgList(AT_plus, AT_minus));\n\n\n cout<<Acp_unblind.getVal()<<endl;\n\n}\n" }, { "alpha_fraction": 0.6689230799674988, "alphanum_fraction": 0.682769238948822, "avg_line_length": 39.63750076293945, "blob_id": "aadfd60b2cdf16106e883cc5460e33310adc086d", "content_id": "ddcfe77404e43d9965ab34c3a5fe3b6e020cccd0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 3250, "license_type": "no_license", "max_line_length": 119, "num_lines": 80, "path": "/small-exec-TMVA/TMVA_general_DD.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "//train model with s-weight using NDT method\n//result stored in file TMVA_refine_*.root and folder named after tree name\n#include <iostream>\n#include \"TROOT.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"TCanvas.h\"\n#include \"TMVA/Event.h\"\n#include \"TMVA/Tools.h\"\n#include \"TMVA/DataLoader.h\"\nvoid TMVA_general_DD()\n{\n //Declare Factory\n TMVA::Tools::Instance();\n auto outputFile = TFile::Open(\"../plotdir/D2KSPiPiPi_DD/TMVA/TMVA_refine_DD_1.root\", \"RECREATE\");\n TMVA::Factory factory(\"TMVAClassification\", outputFile,\n \"!V:ROC:!Silent:Color:!DrawProgressBar:AnalysisType=Classification\" );\n\n //Define input variables\n TMVA::DataLoader * loader = new TMVA::DataLoader(\"D2KSPiPiPi_DD\");\n loader->AddVariable( \"D_PT\", 'F' );\n //loader->AddVariable( \"P0_ProbNNpi\", 'F' );\n loader->AddVariable( \"P1_ProbNNpi\", 'F' );\n loader->AddVariable( \"P2_ProbNNpi\", 'F' );\n loader->AddVariable( \"D_ReFit_chi2\", 'F' );\n loader->AddVariable( \"KS_PT\", 'F' );\n loader->AddVariable( \"var1:=D_ReFit_decayLength/D_ReFit_decayLengthErr\", 'F' );\n loader->AddVariable( \"var2:=log(D_IPCHI2_OWNPV)\",'F');\n\n\n //Setup input Dataset\n TString inputFileName = \"../saved/TMVA_root_files/reduced_DD_1.root\";\n auto inputFile = TFile::Open( inputFileName );\n\n TTree *signalTree = (TTree*)inputFile->Get(\"ReducedTree\");\n TTree *backgroundTree = (TTree*)inputFile->Get(\"ReducedTree\");\n\n Double_t signalWeight = 1.;\n Double_t backgroundWeight = 1.;\n\n loader->AddSignalTree ( signalTree, signalWeight );\n loader->AddBackgroundTree( backgroundTree, backgroundWeight );\n\n loader->SetSignalWeightExpression(\"swei\");\n loader->SetBackgroundWeightExpression(\"bwei\");\n // Apply additional cuts on the signal and background samples (can be different)\n TCut mycut_signal = \"\";\n TCut mycut_background = \"\";\n loader->PrepareTrainingAndTestTree( mycut_signal, mycut_background,\n \"nTrain_Signal=0:nTrain_Background=0:SplitMode=Random:NormMode=NumEvents:!V\" );\n\n /*\n // Use a kernel density estimator to approximate the PDFs\n factory.BookMethod(loader, TMVA::Types::kLikelihood, \"LikelihoodKDE\",\n \"!H:!V:!TransformOutput:PDFInterpol=KDE:KDEtype=Gauss:KDEiter=Adaptive:KDEFineFactor=0.3:\\\n KDEborder=None:NAvEvtPerBin=50\" );\n\n // Fisher discriminant (same as LD)\n factory.BookMethod(loader, TMVA::Types::kFisher, \"Fisher\", \"!H:!V:Fisher:VarTransform=None:\\\n CreateMVAPdfs:PDFInterpolMVAPdf=Spline2:NbinsMVAPdf=50:NsmoothMVAPdf=10\" );\n\n */\n //Multi-Layer Perceptron (Neural Network)\n /*factory.BookMethod(loader, TMVA::Types::kMLP, \"MLP\",\n \"!H:!V:NeuronType=tanh:VarTransform=N:NCycles=100:HiddenLayers=N+5:TestRate=5:!UseRegulator\" ); */\n\n\n factory.BookMethod(loader,TMVA::Types::kBDT, \"BDT\",\"!V:NTrees=150:MinNodeSize=2.5%:MaxDepth=2:BoostType=AdaBoost:\\\nAdaBoostBeta=0.5:UseBaggedBoost:BaggedSampleFraction=0.5:SeparationType=GiniIndex:nCuts=20\" );\n\n factory.TrainAllMethods();\n factory.TestAllMethods();\n factory.EvaluateAllMethods();\n\n auto c1 = factory.GetROCCurve(loader);\n c1->Draw();\n c1->Print(\"../plotdir/D2KSPiPiPi_DD/TMVA_out_DD.pdf\");\n\n outputFile->Close();\n}" }, { "alpha_fraction": 0.5910738110542297, "alphanum_fraction": 0.6173946261405945, "avg_line_length": 40.776893615722656, "blob_id": "d459aca2186ea3d9ea12f7abdac1e86640ccdc9d", "content_id": "e0fc074880f308fc4071160f1493de524b4e3fd8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 10486, "license_type": "no_license", "max_line_length": 114, "num_lines": 251, "path": "/small-exec-TMVA/TMVA_acp_DD_blind.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include <fstream>\n#include \"RooRealVar.h\"\n#include \"RooFitResult.h\"\n#include \"RooStats/SPlot.h\"\n#include \"RooDataSet.h\"\n#include \"RooGaussian.h\"\n#include \"RooCBShape.h\"\n#include \"RooPolynomial.h\"\n#include \"RooChebychev.h\"\n#include \"RooAddPdf.h\"\n#include \"RooCategory.h\"\n#include \"RooSimultaneous.h\"\n#include \"RooUnblindPrecision.h\"\n#include \"TCanvas.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"RooPlot.h\"\n#include \"TAxis.h\"\n#include \"RooHist.h\"\n#include \"TMath.h\"\nusing namespace RooFit ;\nusing namespace std ;\n\nvoid TMVA_acp_DD_blind() {\n\n int i ;\n\n cout << \"Using Blind Analysis? ('1' for yes, others for no)\"<<\"\\n\" ;\n cin >> i ;\n Bool_t isBlind ;\n\n if (i==1) {\n isBlind=kTRUE;\n }\n else\n {\n isBlind=kFALSE;\n }\n\n //Bool_t isBlind(kTRUE);\n //Bool_t isBlind(kFALSE);\n RooCategory blindCat(\"blindCat\",\"blind state Category\");\n TString blind(\"blind\"), unblind(\"unblind\");\n blindCat.defineType(unblind, 0);\n blindCat.defineType(blind, 1);\n\n if(isBlind)\n blindCat.setLabel(blind);\n else\n blindCat.setLabel(unblind);\n //blindCat.setIndex(int(isBlind));\n\n //define TChain, TFile\n const char* TChain_name=\"MVATree\";\n const char* TChain_file=\"../saved/TMVA_root_files/TMVApp_DDx.root\";\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file);\n\n\n RooRealVar D_M(\"D_M\", \"D+ mass\", 1779.65, 1940.65, \"MeV\") ;\n RooRealVar BDT_response(\"BDT_response\", \"BDT_response value\", 0.243397, RooNumber::infinity());\n RooRealVar Ct(\"Ct\", \"Ct value\", -RooNumber::infinity(), RooNumber::infinity());\n RooRealVar P0_ID(\"P0_ID\", \"P0_ID value\", -1000., 1000.);\n RooArgSet variables(D_M, BDT_response, Ct, P0_ID);\n\n //Double_t D_M_double ;\n //Double_t BDT_response_double ;\n //chain->SetBranchAddress(\"D_M\", &D_M_double);\n //chain->SetBranchAddress(\"BDT_response\", &BDT_response_double);\n\n //creat dataset and write\n RooDataSet *ds_plus_plus=new RooDataSet(\"ds_plus_plus\", \"ds_plus_plus\", variables, Import(*chain),\n Cut(\" BDT_response > 0.2433 && P0_ID>0 && Ct>0 \"));\n RooDataSet *ds_plus_minus=new RooDataSet(\"ds_plus_minus\", \"ds_plus_minus\", variables, Import(*chain),\n Cut(\" BDT_response > 0.2433 && P0_ID>0 && Ct<0 \"));\n RooDataSet *ds_minus_plus=new RooDataSet(\"ds_minus_plus\", \"ds_minus_plus\", variables, Import(*chain),\n Cut(\" BDT_response > 0.2433 && P0_ID<0 && Ct>0 \"));\n RooDataSet *ds_minus_minus=new RooDataSet(\"ds_minus_minus\", \"ds_minus_minus\", variables, Import(*chain),\n Cut(\" BDT_response > 0.2433 && P0_ID<0 && Ct<0 \"));\n\n\n RooRealVar mean(\"mean\",\"mean of gaussian\", 1870.15) ;\n RooRealVar sigma(\"sigma\",\"width of gaussian\", 7.50013) ;\n RooRealVar alpha_var(\"alpha_var\",\"alpha_var\", 1.36544) ;\n RooRealVar n_var(\"n_var\",\"n_var\", 42.2671) ;\n mean.setConstant();\n sigma.setConstant();\n alpha_var.setConstant();\n n_var.setConstant();\n RooCBShape gauss_all(\"CBfunction\", \"CBfunction\", D_M, mean, sigma, alpha_var, n_var);\n\n RooRealVar x1(\"x1\", \"para1\", 0.448623);\n RooRealVar x2(\"x2\", \"para2\", -0.102754);\n RooRealVar x3(\"x3\", \"para3\", -0.0502192);\n x1.setConstant();\n x2.setConstant();\n x3.setConstant();\n RooChebychev poly(\"poly\", \"3-para-poly\", D_M, RooArgList(x1, x2, x3));\n\n\n //signal------------------------------------------------------------------\n RooRealVar Ntot_plus(\"Ntot_plus\", \"Ntot_plus\", 0., 2000.); //number of D+\n RooRealVar Ntot_minus(\"Ntot_minus\", \"Ntot_minus\", 0., 2000.); //number od D-\n\n RooRealVar AT_plus(\"AT_plus\", \"AT_plus\", 0, -0.1, 0.1);\n RooUnblindPrecision AT_plus_unblind(\"AT_plus\", \"AT_plus\", \"Atblind\", 0., 0.1, AT_plus, blindCat, 1);\n RooRealVar AT_minus(\"AT_minus\", \"AT_minus\", 0, -0.1, 0.1);\n RooUnblindPrecision AT_minus_unblind(\"AT_minus\", \"AT_minus\", \"Atbarblind\", 0., 0.1, AT_minus, blindCat, 1);\n\n\n RooFormulaVar Nsig_plus_plus(\"Nsig_plus_plus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_plus, AT_plus_unblind));\n RooFormulaVar Nsig_plus_minus(\"Nsig_plus_minus\", \"0.5*@0*(1-@1)\", RooArgList(Ntot_plus, AT_plus_unblind));\n RooFormulaVar Nsig_minus_minus(\"Nsig_minus_minus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_minus, AT_minus_unblind));\n RooFormulaVar Nsig_minus_plus(\"Nsig_minus_plus\", \"0.5*@0*(1-@1)\", RooArgList(Ntot_minus, AT_minus_unblind));\n\n\n //background----------------------------------------------------------\n RooRealVar Ntot_bkg_plus(\"Ntot_bkg_plus\", \"Ntot_bkg_plus\", 0., 2000.);\n RooRealVar Ntot_bkg_minus(\"Ntot_bkg_minus\", \"Ntot_bkg_minus\", 0., 2000.);\n\n RooRealVar AT_bkg_plus(\"AT_bkg_plus\", \"AT_bkg_plus\", -0.1, 0.1);\n RooRealVar AT_bkg_minus(\"AT_bkg_minus\", \"AT_bkg_minus\", -0.1, 0.1);\n\n RooFormulaVar Nbkg_plus_plus(\"Nbkg_plus_plus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_bkg_plus, AT_bkg_plus));\n RooFormulaVar Nbkg_plus_minus(\"Nbkg_plus_minus\", \"0.5*@0*(1-@1)\", RooArgList(Ntot_bkg_plus, AT_bkg_plus));\n RooFormulaVar Nbkg_minus_minus(\"Nbkg_minus_minus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_bkg_minus, AT_bkg_minus));\n RooFormulaVar Nbkg_minus_plus(\"Nbkg_minus_plus\", \"0.5*@0*(1-@1)\", RooArgList(Ntot_bkg_minus, AT_bkg_minus));\n\n\n RooAddPdf model_plus_plus(\"model_plus_plus\",\"model_plus_plus\",\n RooArgList(gauss_all, poly), RooArgList(Nsig_plus_plus, Nbkg_plus_plus)) ;\n RooAddPdf model_minus_plus(\"model_minus_plus\",\"model_minus_plus\",\n RooArgList(gauss_all, poly), RooArgList(Nsig_minus_plus, Nbkg_minus_plus)) ;\n RooAddPdf model_plus_minus(\"model_plus_minus\",\"model_plus_minus\",\n RooArgList(gauss_all, poly), RooArgList(Nsig_plus_minus, Nbkg_plus_minus)) ;\n RooAddPdf model_minus_minus(\"model_minus_minus\",\"model_minus_minus\",\n RooArgList(gauss_all, poly), RooArgList(Nsig_minus_minus, Nbkg_minus_minus)) ;\n\n\n\n //---create combined datasample for simultaneous fit----\n RooCategory alldata(\"alldata\",\"alldata\") ;\n alldata.defineType(\"plus_plus\") ;\n alldata.defineType(\"plus_minus\") ;\n alldata.defineType(\"minus_plus\") ;\n alldata.defineType(\"minus_minus\") ;\n\n RooDataSet combData(\"combData\",\"combined data\", variables, Index(alldata),\n Import(\"plus_plus\",*ds_plus_plus), Import(\"plus_minus\",*ds_plus_minus),\n Import(\"minus_plus\",*ds_minus_plus), Import(\"minus_minus\",*ds_minus_minus)) ;\n\n //here, dh1 and dh1m are the two datasets and mass is the variable in which you fit\n\n //---define simultaneous PDF----\n RooSimultaneous simPdf(\"simPdf\",\"simultaneous pdf\", alldata) ;\n simPdf.addPdf(model_plus_plus,\"plus_plus\") ;\n simPdf.addPdf(model_plus_minus,\"plus_minus\") ;\n simPdf.addPdf(model_minus_plus,\"minus_plus\") ;\n simPdf.addPdf(model_minus_minus,\"minus_minus\") ;\n cout<<\"begin fit\"<<endl;\n //---do the sim. fit---\n auto result= simPdf.fitTo(combData, RooFit::NumCPU(4), RooFit::Save(kTRUE), RooFit::Minos(kTRUE)) ;\n Int_t fit_index = result->status();\n //model_plus_plus.fitTo(*ds_plus_plus);\n\n cout<<\"end fit\"<<endl;\n\n RooFormulaVar Acp_blind(\"Acp\", \"0.5*(@0-@1)\", RooArgList(AT_plus_unblind, AT_minus_unblind));\n\n /*\t//---draw a component----\n \tTCanvas* c = new TCanvas(\"total_plot\",\"total_plot\", 1800, 1200) ;\n \tc->Divide(2,2) ;\n\n\n \tRooPlot* frame1 = D_M.frame(Title(\"D+(Ct>0)\"));\n \tcombData.plotOn(frame1,Cut(\"alldata==alldata::plus_plus\")) ;\n \tsimPdf.plotOn(frame1,Slice(alldata,\"plus_plus\"),ProjWData(alldata, combData)) ;\n \t//simPdf.paramOn(frame1);\n \tcombData.statOn(frame1);\n \tc->cd(1) ;\n \tframe1->Draw();\n\n \tRooPlot* frame2 = D_M.frame(Title(\"D+(Ct<0)\"));\n \tcombData.plotOn(frame2,Cut(\"alldata==alldata::plus_minus\")) ;\n \tsimPdf.plotOn(frame2,Slice(alldata,\"plus_minus\"),ProjWData(alldata, combData)) ;\n \t//simPdf.paramOn(frame2);\n \tcombData.statOn(frame2);\n \tc->cd(2) ;\n \tframe2->Draw();\n\n \tRooPlot* frame3 = D_M.frame(Title(\"D-(Ct>0)\"));\n \tcombData.plotOn(frame3,Cut(\"alldata==alldata::minus_plus\")) ;\n \tsimPdf.plotOn(frame3,Slice(alldata,\"minus_plus\"),ProjWData(alldata, combData)) ;\n \t//simPdf.paramOn(frame3);\n \tcombData.statOn(frame3);\n \tc->cd(3) ;\n \tframe3->Draw();\n\n \tRooPlot* frame4 = D_M.frame(Title(\"D-(Ct<0)\"));\n \tcombData.plotOn(frame4,Cut(\"alldata==alldata::minus_minus\")) ;\n \tsimPdf.plotOn(frame4,Slice(alldata,\"minus_minus\"),ProjWData(alldata, combData)) ;\n \t//simPdf.paramOn(frame4);\n \tcombData.statOn(frame4);\n \tc->cd(4) ;\n \tframe4->Draw();\n \tc->Print(\"../saved/At.eps\");\n \tc->Print(\"../saved/At.pdf\");*/\n\n Ntot_plus.Print();\n Ntot_minus.Print();\n Ntot_bkg_plus.Print();\n Ntot_bkg_minus.Print();\n AT_plus.Print();\n AT_minus.Print();\n AT_bkg_plus.Print();\n AT_bkg_minus.Print();\n AT_plus_unblind.Print();\n AT_minus_unblind.Print();\n //result->Print(\"V\");\n\n\n Double_t at_plus_double=AT_plus.getVal();\n Double_t at_minus_double=AT_minus.getVal();\n\n RooFormulaVar Acp(\"Acp\", \"0.5*(@0-@1)\", RooArgList(AT_plus, AT_minus));\n cout<< \"Acp = \" << 0.5*(at_plus_double-at_minus_double) <<\" +/- \"\n <<sqrt(TMath::Power(0.5*AT_plus.getError(), 2)+pow(0.5*AT_minus.getError(), 2))<<endl;\n\n //cout<< \"Acp_unblind = \" << Acp_unblind.getVal() <<\" +/- \"\n //\t<< Acp_unblind.getPropagatedError(*result)<<endl;\n //Acp.getPropagatedError(*result);\n std::ofstream myfile;\n myfile.open (\"./DD/fitresult.txt\");\n myfile<<\"Fitted number of events: \"<<\n Ntot_plus.getVal()+Ntot_minus.getVal()+Ntot_bkg_plus.getVal()+Ntot_bkg_minus.getVal() <<endl;\n myfile<<\"Number of total entries in dataset: \"<<ds_plus_plus->numEntries()+\n ds_plus_minus->numEntries()+ds_minus_plus->numEntries()+ds_minus_minus->numEntries()<<endl;\n myfile<<\"signal yield:\"<< Ntot_plus.getVal()+Ntot_minus.getVal()<<endl;\n myfile<<\"background yield:\"<< Ntot_bkg_plus.getVal()+Ntot_bkg_minus.getVal()<<endl;\n myfile<<\"=============================\"<<endl;\n myfile<<\"At(unblind):\"<<AT_plus.getVal()<<endl;\n myfile<<\"At_bar(unblind):\"<<AT_minus.getVal()<<endl;\n myfile<<\"At(blind):\"<<AT_plus_unblind.getVal()<<endl;\n myfile<<\"At_bar(blind):\"<<AT_minus_unblind.getVal()<<endl;\n myfile<<\"Acp_blind: \"<< Acp_blind.getVal() << \" +/- \"\n <<Acp_blind.getPropagatedError(*result)<<endl;\n myfile<<\"fit status: \"<<fit_index<<endl;\n}\n" }, { "alpha_fraction": 0.6478555202484131, "alphanum_fraction": 0.6478555202484131, "avg_line_length": 23.44444465637207, "blob_id": "eb022e71d3b1eef1b19e398e75f7c60065914edc", "content_id": "afe8892f3cbf449c6590bfa31ef33c2584cb8bb4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Makefile", "length_bytes": 443, "license_type": "no_license", "max_line_length": 68, "num_lines": 18, "path": "/exec-subtr/makefile", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "include ../Makefile.common\nVPATH = $(DBIN):$(DOBJ)/subtr:$(DEXE)\nCC=g++ #compiler:g++\nCFLAGS=-c -g -Wall `root-config --cflags` #give the path to c header\nLDFLAGS=`root-config --glibs` #optimizing parameters\n\nLNKOPTS=$(LDFLAGS) $(DOBJ)/subtr/*.o -o $(DBIN)/$@ \nECOPTS=$(CFLAGS) $< -o $(DOBJ)/subtr/$@\n\n\nEXECUTABLE=\tsubtr \n\nall: $(EXECUTABLE)\n\nsubtr: subtr.o\n\t$(CC) $(LNKOPTS) \nsubtr.o: subtr.cc subtr_exec.h subtr_common.h\n\t$(CC) $(ECOPTS) \n\n\n" }, { "alpha_fraction": 0.6637426614761353, "alphanum_fraction": 0.6964912414550781, "avg_line_length": 41.775001525878906, "blob_id": "36f9c87aa7323d20e843b164a2a5569d624badb6", "content_id": "4ad83c143b634e27d597a237b834e9a07692eb35", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 1710, "license_type": "no_license", "max_line_length": 123, "num_lines": 40, "path": "/temp/Untitled-1.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "----fit parameters for signal----\nRooRealVar N_tot(\"N_tot\", \"N_tot\", 500, 0.,1500);\nRooRealVar ACP(\"ACP\", \"ACP\", 0., -0.2, 0.2);\nRooFormulaVar Nsig_plus(\"Nsig_plus\", \"0.5*@0*(1+@1)\",RooArgList(N_tot, ACP));\nRooFormulaVar Nsig_minus(\"Nsig_minus\", \"0.5*@0*(1-@1)\",RooArgList(N_tot, ACP));\n\n----fit parameters for bkg----\nRooRealVar Nbkg_komb(\"Nbkg_komb\",\"comb. bkg\",2100.,0.,5000.) ;\nRooRealVar A_komb(\"A_komb\", \"A_komb\", 0., -0.2, 0.2);\nRooFormulaVar Nkomb_plus(\"Nkomb_plus\", \"0.5*@0*(1+@1)\",RooArgList(Nbkg_komb, A_komb));\nRooFormulaVar Nkomb_minus(\"Nkomb_minus\", \"0.5*@0*(1-@1)\",RooArgList(Nbkg_komb, A_komb));\n\n---create RooAddPdf for the two datasets----\nRooAddPdf model_plus(\"model_plus\",\"model_plus\",RooArgList(sigPDF, bkgPDF), RooArgList(Nsig_plus, Nkomb_plus)) ;\nRooAddPdf model_minus(\"model_minus\",\"model_minus\",RooArgList(sigPDF, bkgPDF), RooArgList(Nsig_minus,Nkomb_minus)) ;\n\n---create combined datasample for simultaneous fit----\nRooCategory sample(\"sample\",\"sample\") ;\nsample.defineType(\"plus\") ;\nsample.defineType(\"minus\") ;\n\nRooDataSet combData(\"combData\",\"combined data\",RooArgList(*mass),Index(sample),Import(\"plus\",*dh1),Import(\"minus\",*dh1m)) ;\n\nhere, dh1 and dh1m are the two datasets and mass is the variable in which you fit\n\n---define simultaneous PDF----\nRooSimultaneous simPdf(\"simPdf\",\"simultaneous pdf\",sample) ;\nsimPdf.addPdf(model_plus,\"plus\") ;\nsimPdf.addPdf(model_minus,\"minus\") ;\n\n---do the sim. fit---\n simPdf.fitTo(combData) ;\n\n\n---draw a component----\nRooPlot* frame1 = mass->frame(Title(\" \"));\ncombData.plotOn(frame1,Cut(\"sample==sample::plus\")) ;\nsimPdf.plotOn(frame1,Slice(sample,\"plus\"),ProjWData(sample,combData)) ;\nsimPdf.paramOn(frame1);\ncombData.statOn(frame1);" }, { "alpha_fraction": 0.5158898234367371, "alphanum_fraction": 0.5572034120559692, "avg_line_length": 27.636363983154297, "blob_id": "cd9470df34ed5eed551bcd1f2815721e0f93ca2e", "content_id": "9b5e26133ad947eedd1e951475751c8601d862be", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 944, "license_type": "no_license", "max_line_length": 99, "num_lines": 33, "path": "/temp/graph.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "void graph() {\n //Draw a simple graph\n // To see the output of this macro, click begin_html <a href=\"gif/graph.gif\">here</a>. end_html\n //Author: Rene Brun\n\n TCanvas *c1 = new TCanvas(\"c1\",\"A Simple Graph Example\",200,10,700,500);\n\n c1->SetFillColor(42);\n c1->SetGrid();\n\n const Int_t n = 20;\n Double_t x[n], y[n];\n for (Int_t i=0; i<n; i++) {\n x[i] = i*0.1;\n y[i] = 10*sin(x[i]+0.2);\n printf(\" i %i %f %f \\n\",i,x[i],y[i]);\n }\n TGraph *gr = new TGraph(n,x,y);\n gr->SetLineColor(2);\n gr->SetLineWidth(4);\n gr->SetMarkerColor(4);\n gr->SetMarkerStyle(21);\n gr->SetTitle(\"a simple graph\");\n gr->GetXaxis()->SetTitle(\"X title\");\n gr->GetYaxis()->SetTitle(\"Y title\");\n gr->Draw(\"ACP\");\n\n // TCanvas::Update() draws the frame, after which one can change it\n c1->Update();\n c1->GetFrame()->SetFillColor(21);\n c1->GetFrame()->SetBorderSize(12);\n c1->Modified();\n}" }, { "alpha_fraction": 0.5859264135360718, "alphanum_fraction": 0.610328197479248, "avg_line_length": 44.87201690673828, "blob_id": "4e6752d02df629a05bbf64fb155515927712932e", "content_id": "f246905db4ceceb2b32588c2d2b5496203eb6847", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 21146, "license_type": "no_license", "max_line_length": 175, "num_lines": 461, "path": "/temp/fit2CrystalBall.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include \"RooRealVar.h\"\n#include \"RooFitResult.h\"\n#include \"RooStats/SPlot.h\"\n#include \"RooDataSet.h\"\n#include \"RooGaussian.h\"\n#include \"RooCBShape.h\"\n#include \"RooPolynomial.h\"\n#include \"RooChebychev.h\"\n#include \"RooAddPdf.h\"\n#include \"RooCategory.h\"\n#include \"RooSimultaneous.h\"\n#include \"TCanvas.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"RooPlot.h\"\n#include \"TAxis.h\"\n#include \"RooHist.h\"\n#include \"TMath.h\"\n// Faked data for a blinded fit to two crystal ball functions\n#include <math.h>\n#include <string>\n#include <sstream>\n\nusing namespace RooFit;\n\n//-------------------------------------------------------------------------------\n//-------------------------- Configure parameters -------------------------------\n// Master blinding tool, if false everything is unblinded\nBool_t isBlind(kTRUE);\n// Define blinding Bs or Bd regions\nBool_t blindBs(kTRUE);\nBool_t blindBd(kTRUE);\nBool_t isResidual(kFALSE);\n\n\n// Set fileName and paths\nTString massVariable(\"B_M_JpsiConstr\");\nTString decayMode(\"B #rightarrow J/#psi K_{S}^{0}\");\nInt_t bins(40);\n// Mass Ranges\nDouble_t B_mass_lowest(5167.0), B_mass_highest(5478.0),\n Bd_mass_min(5251.0), Bd_mass_max(5309.0),\n Bs_mass_min(5330.0), Bs_mass_max(5393.0);\n// Estimates of expected yields for signal and background\nDouble_t E_Bd_nsig(700.0), E_Bs_nsig(400.0), E_background(5000.0);\n//-------------------------------------------------------------------------------\n\n//-------------------------------------------------------------------------------\n//\n// FUNCTION DEFINITION:\n//\n//-------------------------------------------------------------------------------\n\n// Evaluate the residual:\ndouble residual( double datum, double pdf )\n{\n double chi2 = 0.;\n\n if ( pdf > 0 )\n chi2 += 2. * ( pdf - datum );\n\n if ( datum > 0 && pdf > 0 )\n chi2 += 2. * datum * log( datum / pdf );\n\n return ( ( datum >= pdf ) ? sqrt( chi2 ) : -sqrt( chi2 ) );\n}\n\n// Make the RooHist of the residual.\nTH1D* residualHist( const RooHist* rhist, const RooCurve* curve )\n{\n double r = 0.2;\n double sr = 1. / r;\n\n // Grab info from the histogram.\n int n = rhist->GetN();\n double* x = rhist->GetX();\n double* y = rhist->GetY();\n\n // Create residual histogram.\n double xMin = x[ 0 ];\n double xMax = x[ n - 1 ];\n TH1D* residuals_temp = new TH1D( \"r\", \"\", n, xMin, xMax );\n\n double datum = 0.;\n double pdf = 0.;\n\n // Fill the histogram.\n if ( curve )\n for ( int bin = 0; bin < n; bin++ )\n {\n datum = y[ bin ];\n pdf = curve->Eval( x[ bin ] );\n residuals_temp->SetBinContent( bin + 1, residual( datum, pdf ) );\n residuals_temp->SetBinError ( bin + 1, 1. );\n }\n\n residuals_temp->SetMinimum ( -5. );\n residuals_temp->SetMaximum ( 5. );\n residuals_temp->SetStats ( false );\n residuals_temp->SetMarkerStyle( 8 );\n residuals_temp->SetMarkerSize ( .8 );\n\n TAxis* xAxis = residuals_temp->GetXaxis();\n xAxis->SetTickLength ( sr * xAxis->GetTickLength() );\n xAxis->SetLabelSize ( sr * xAxis->GetLabelSize() );\n xAxis->SetTitleSize ( sr * xAxis->GetTitleSize() );\n xAxis->SetLabelOffset( sr * xAxis->GetLabelOffset() );\n\n TAxis* yAxis = residuals_temp->GetYaxis();\n yAxis->SetNdivisions ( 504 );\n yAxis->SetLabelSize ( sr * yAxis->GetLabelSize() );\n\n return residuals_temp;\n}\n\n// To draw lines in the residual histograms:\nTLine* midLine;\nTLine* uppLine;\nTLine* lowLine;\n\nvoid Lines( double xMin, double xMax )\n{\n midLine = new TLine( xMin, 0., xMax, 0. );\n uppLine = new TLine( xMin, 2., xMax, 2. );\n lowLine = new TLine( xMin, -2., xMax, -2. );\n\n uppLine->SetLineColor( kRed );\n lowLine->SetLineColor( kRed );\n\n midLine->Draw( \"same\" );\n uppLine->Draw( \"same\" );\n lowLine->Draw( \"same\" );\n}\n\nvoid Lines( const TH1D* resid )\n{\n double xMin = resid->GetXaxis()->GetXmin();\n double xMax = resid->GetXaxis()->GetXmax();\n\n midLine = new TLine( xMin, 0., xMax, 0. );\n uppLine = new TLine( xMin, 2., xMax, 2. );\n lowLine = new TLine( xMin, -2., xMax, -2. );\n\n uppLine->SetLineColor( kRed );\n lowLine->SetLineColor( kRed );\n\n midLine->Draw( \"same\" );\n uppLine->Draw( \"same\" );\n lowLine->Draw( \"same\" );\n}\n\nTString convertToString(Double_t number)\n{\n std::ostringstream ss;\n ss << number;\n //return std::to_string(number);\n return TString(ss.str());\n}\n\nDouble_t convertToDouble( const std::string& s )\n{\n std::istringstream i(s);\n double x;\n if (!(i >> x))\n return 0;\n return x;\n}\n\n//-------------------------------------------------------------------------------\n//\n// Main fitting sequence\n//\n//-------------------------------------------------------------------------------\nvoid fit2CrystalBall()\n{\n gROOT->SetStyle(\"Plain\");\n\n if(isBlind && (!blindBs && !blindBd))\n {\n std::cout << \"WARNING:\"<< std::endl;\n std::cout << \" isBlind is true, but you have a region you wish to unblind.\"<< std::endl;\n std::cout << \" for clarity blindBd=\" << blindBd << \" and blindBs=\" << blindBs << std::endl;\n return;\n }\n\n RooRealVar *MASS = new RooRealVar(massVariable, \"M_{\"+decayMode+\"}\", B_mass_lowest, B_mass_highest, \"MeV/c^{2}\");\n\n Double_t dmass(5.), Bs_mean(5366.77), Bd_mean(5279.58);\n RooRealVar *cbmean_core = new RooRealVar(\"cbmean_core\", \"cbmean core\", Bd_mean, Bd_mean - dmass, Bd_mean + dmass) ;\n cbmean_core->setConstant(kTRUE);\n RooRealVar *cbsigma_core = new RooRealVar(\"cbsigma_core\", \"cbsigma core\", 6, 1, 10.0) ;\n RooRealVar *n_core = new RooRealVar(\"n_core\",\"\", 1.15304);\n RooRealVar *alpha_core = new RooRealVar(\"alpha_core\",\"\", 2.32123);\n RooAbsPdf *cball_core = new RooCBShape(\"cball_core\", \"crystal ball core\", *MASS, *cbmean_core, *cbsigma_core, *alpha_core, *n_core);\n\n RooRealVar *cbmean_tail = new RooRealVar(\"cbmean_tail\", \"cbmean tail\", Bd_mean, Bd_mean - dmass, Bd_mean + dmass);\n cbmean_tail->setConstant(kTRUE);\n RooRealVar *cbsigma_tail = new RooRealVar(\"cbsigma_tail\", \"cbsigma tail\", 5, 1, 10.0) ;\n RooRealVar *n_tail = new RooRealVar(\"n_tail\",\"\", 0.396915);\n RooRealVar *alpha_tail = new RooRealVar(\"alpha_tail\",\"\", -3.11431);\n RooAbsPdf *cball_tail = new RooCBShape(\"cball_tail\", \"crystal ball tail\", *MASS, *cbmean_core, *cbsigma_tail, *alpha_tail, *n_tail);\n\n RooRealVar *fmass_core = new RooRealVar(\"fmass_core\", \"Bd mass core fraction\", 0.9,0.,1.0);\n RooAddPdf *Bmass_signal = new RooAddPdf(\"Bmass_signal\",\"Bd mass core+tail gauss\", RooArgList(*cball_core,*cball_tail), *fmass_core);\n\n RooRealVar *Bscbmean_core = new RooRealVar(\"Bscbmean_core\", \"Bscbmean core\", Bs_mean, Bs_mean - dmass, Bs_mean + dmass);\n Bscbmean_core->setConstant(kTRUE);\n RooRealVar *Bscbsigma_core = new RooRealVar(\"Bscbsigma_core\", \"Bscbsigma core\", 5, 1, 10.0) ;\n RooRealVar *Bsn_core = new RooRealVar(\"Bsn_core\",\"\", 1.15304);\n RooRealVar *Bsalpha_core = new RooRealVar(\"Bsalpha_core\",\"\", 2.32123);\n RooAbsPdf *Bscball_core = new RooCBShape(\"Bscball_core\", \"Bs crystal ball core\", *MASS, *Bscbmean_core, *Bscbsigma_core, *Bsalpha_core, *Bsn_core);\n\n RooRealVar *Bscbmean_tail = new RooRealVar(\"Bscbmean_tail\", \"Bs cbmean tail\", Bs_mean, Bs_mean - dmass, Bs_mean + dmass);\n Bscbmean_tail->setConstant(kTRUE);\n RooRealVar *Bscbsigma_tail = new RooRealVar(\"Bscbsigma_tail\", \"Bs cbsigma tail\", 5, 1, 10.0) ;\n RooRealVar *Bsn_tail = new RooRealVar(\"Bsn_tail\",\"\", 0.396915);\n RooRealVar *Bsalpha_tail = new RooRealVar(\"Bsalpha_tail\",\"\", -3.11431);\n RooAbsPdf *Bscball_tail = new RooCBShape(\"Bscball_tail\", \"Bs crystal ball tail\", *MASS, *Bscbmean_core, *Bscbsigma_tail, *Bsalpha_tail, *Bsn_tail);\n\n RooRealVar *Bsfmass_core = new RooRealVar(\"Bsfmass_core\", \"Bd mass core fraction\", 0.9,0.,1.0);\n RooAddPdf *Bsmass_signal = new RooAddPdf(\"Bsmass_signal\",\"Bd mass core+tail gauss\", RooArgList(*Bscball_core,*Bscball_tail),*Bsfmass_core);\n\n RooRealVar c0(\"c0\",\"c0 parameter\", 0.4, -1., 1.) ;\n RooRealVar c1(\"c1\",\"c1 parameter\", -0.07, -1., 1.) ;\n RooAbsPdf *pdf_back = new RooChebychev(\"pdf_back\",\"Background\", *MASS, RooArgList(c0,c1));\n\n // Generate a data set from the pdfs\n RooDataSet* nsigdata = Bmass_signal->generate( *MASS, E_Bd_nsig) ;\n RooDataSet* Bsnsigdata = Bsmass_signal->generate( *MASS, E_Bs_nsig) ;\n RooDataSet* bkgdata = pdf_back->generate( *MASS, E_background);\n RooDataSet *SignalData = new RooDataSet(\"data\",\"data\", RooArgSet(*MASS));\n SignalData->append(*nsigdata);\n SignalData->append(*Bsnsigdata);\n SignalData->append(*bkgdata);\n\n // To stop fit hitting bounds make sure to float yields with large range AND negative\n Double_t Nentries(static_cast<Double_t>(SignalData->sumEntries()));\n RooRealVar nsig(\"nsig\",\"B_{d}^{0} Signal Yield\", E_Bd_nsig, -2. * Nentries, 2. * Nentries);\n RooRealVar Bsnsig(\"Bsnsig\",\"B_{s}^{0} Signal Yield\", E_Bs_nsig, -2. * Nentries, 2. * Nentries);\n RooRealVar nbkg(\"nbkg\",\"Background Yield\", E_background, -2. * Nentries, 2. * Nentries);\n\n /////////////////////////////////////\n ///// Blind Procedure\n /////////////////////////////////////\n\n // RooCategory used for blind/unblind switching.\n TString blind(\"blind\"), unblind(\"unblind\");\n RooCategory blindCatBd(\"blindCatBd\",\"Bd blind state Category\");\n RooCategory blindCatBs(\"blindCatBs\",\"Bs blind state Category\");\n blindCatBd.defineType(unblind, 0);\n blindCatBs.defineType(unblind, 0);\n blindCatBd.defineType(blind, 1);\n blindCatBs.defineType(blind, 1);\n if(isBlind && blindBd)\n blindCatBd.setLabel(blind);\n else\n blindCatBd.setLabel(unblind);\n if(isBlind && blindBs)\n blindCatBs.setLabel(blind);\n else\n blindCatBs.setLabel(unblind);\n\n // Unblinding transformation\n RooUnblindPrecision B_nsig(\"B_nsig\",\"nsig B0 blind\",\"nsigB0blinded\", nsig.getVal(), 1000., nsig, blindCatBd);\n RooUnblindPrecision B_Bsnsig(\"B_Bsnsig\",\"nsig Bs blind\",\"nsigBsblinded\", Bsnsig.getVal(), 1000., Bsnsig, blindCatBs);\n\n RooAbsPdf *ext_pdf_sig = new RooExtendPdf(\"ext_pdf_sig\",\"Ext. PDF Signal\",*Bmass_signal, B_nsig);\n RooAbsPdf *ext_pdf_Bssig = new RooExtendPdf(\"ext_pdf_Bssig\",\"Ext. PDF Signal\",*Bsmass_signal, B_Bsnsig);\n RooAbsPdf *ext_pdf_bkg = new RooExtendPdf(\"ext_pdf_bkg\",\"Ext. PDF back\",*pdf_back, nbkg);\n\n // The total extended pdf\n RooAbsPdf *pdf_total = new RooAddPdf(\"pdf_total\",\"Total PDF\", RooArgList(*ext_pdf_sig, *ext_pdf_Bssig, *ext_pdf_bkg));\n\n\n MASS->setRange(\"lowersideband\", B_mass_lowest, Bd_mass_min);\n MASS->setRange(\"uppersideband\", Bs_mass_max, B_mass_highest);\n MASS->setRange(\"unblind_signal_Bd\", B_mass_lowest, Bs_mass_min);\n MASS->setRange(\"middleregion\", Bd_mass_max, Bs_mass_min);\n MASS->setRange(\"unblind_signal_Bs\", Bd_mass_max, B_mass_highest);\n TCut lowersideband = TCut(massVariable + \"<\" + convertToString(Bd_mass_min));\n TCut uppersideband = TCut(TString( massVariable + \">\" + convertToString(Bs_mass_max) ) );\n TCut middleregion = TCut(TString( massVariable + \"<\" + convertToString(Bs_mass_min) + \"&&\" + massVariable + \">\" + convertToString(Bd_mass_max) ) );\n TCut unblind_signal_Bd = TCut(TString( massVariable + \"<\" + convertToString(Bs_mass_min) ) );\n TCut unblind_signal_Bs = TCut(TString( massVariable + \">\" + convertToString(Bd_mass_max) ) );\n\n RooFitResult* fitResult = pdf_total->fitTo(*SignalData, NumCPU(4), Extended(kTRUE), Save(kTRUE), Minos(kFALSE));\n RooMsgService::instance().setSilentMode(kTRUE);\n\n // Plot PDF and toy data overlaid\n TCanvas* canvas = new TCanvas(\"canvas\",\"B_{d}^{0} Mass pdf\",1000,700) ;\n\n if(isResidual) canvas->SetWindowSize(1000, 800);\n Double_t chi2(0.);\n\n Double_t nd1(0.), nd2(0.), nd3(0.);\n RooPlot *p3 = MASS->frame(Title(\"Invariant Mass Plot M_{\"+decayMode+\"}\"));\n if(!isBlind) {\n SignalData->plotOn(p3, Binning(bins), Name(\"data_hist\"), DataError( RooAbsData::SumW2 ));\n pdf_total->plotOn(p3, Range(\"fitRange\"), Normalization(1.0,RooAbsReal::RelativeExpected), Name(\"main_curve\"));\n pdf_total->plotOn(p3, Range(\"fitRange\"), Components(*ext_pdf_bkg),LineStyle(kDashed),LineColor(kMagenta),Normalization(1.0,RooAbsReal::RelativeExpected));\n pdf_total->plotOn(p3, Range(\"fitRange\"), Components(*ext_pdf_sig),LineStyle(kDashed),LineColor(kRed),Normalization(1.0,RooAbsReal::RelativeExpected));\n pdf_total->plotOn(p3, Range(\"fitRange\"), Components(*ext_pdf_Bssig),LineStyle(kDashed),LineColor(kGreen),Normalization(1.0,RooAbsReal::RelativeExpected));\n }\n else\n {\n if(blindBd && blindBs)\n {\n std::cout << \"Keeping both Bs and Bd regions blind!\" << std::endl;\n nd1=(static_cast<Double_t>((SignalData->reduce(lowersideband)->numEntries())))/(static_cast<Double_t>(Nentries));\n nd2=(static_cast<Double_t>((SignalData->reduce(middleregion)->numEntries())))/(static_cast<Double_t>(Nentries));\n nd3=(static_cast<Double_t>((SignalData->reduce(uppersideband)->numEntries())))/(static_cast<Double_t>(Nentries));\n\n SignalData->plotOn(p3, CutRange(\"lowersideband\"), Name(\"data_hist1\"), Binning(bins) );\n pdf_total->plotOn( p3, Range(\"lowersideband\"), Normalization(nd1,RooAbsReal::Relative), LineWidth(3), LineColor( kBlue), Name(\"main_curve1\"));\n SignalData->plotOn(p3, CutRange(\"middleregion\"), Binning(bins), DataError( RooAbsData::SumW2 ) );\n pdf_total->plotOn( p3, Range(\"middleregion\"), Normalization(nd2,RooAbsReal::Relative), LineWidth(3), LineColor( kBlue));\n SignalData->plotOn( p3, CutRange(\"uppersideband\"), Binning(bins), DataError( RooAbsData::SumW2 ) );\n pdf_total->plotOn( p3, Range(\"uppersideband\"), Normalization(nd3,RooAbsReal::Relative), LineWidth(3), LineColor( kBlue));\n }\n else if(!blindBd && blindBs)\n {\n std::cout << \"Unblinding the Bd mass region, keep Bs blinded!\" << std::endl;\n nd1=(static_cast<Double_t>((SignalData->reduce(unblind_signal_Bd)->numEntries())))/(static_cast<Double_t>(Nentries));\n nd2=(static_cast<Double_t>((SignalData->reduce(uppersideband)->numEntries())))/(static_cast<Double_t>(Nentries));\n\n SignalData->plotOn(p3, CutRange(\"unblind_signal_Bd\"), Name(\"data_hist1\"), Binning(bins), DataError( RooAbsData::SumW2 ) );\n pdf_total->plotOn( p3, Range(\"unblind_signal_Bd\"), Normalization(nd1, RooAbsReal::Relative), LineWidth(3), LineColor( kBlue), Name(\"main_curve1\"));\n pdf_total->plotOn(p3, Range(\"unblind_signal_Bd\"), Components(*ext_pdf_sig),LineStyle(kDashed),LineColor(kRed),Normalization(nd1,RooAbsReal::RelativeExpected));\n SignalData->plotOn( p3, CutRange(\"uppersideband\"), Binning(bins), DataError( RooAbsData::SumW2 ) );\n pdf_total->plotOn( p3, Range(\"uppersideband\"), Normalization(nd2, RooAbsReal::Relative), LineWidth(3), LineColor( kBlue));\n\n }\n else\n {\n std::cout << \"Unblinding the Bs mass region, keep Bd blinded!\" << std::endl;\n nd1=(static_cast<Double_t>((SignalData->reduce(lowersideband)->numEntries())))/(static_cast<Double_t>(Nentries));\n nd2=(static_cast<Double_t>((SignalData->reduce(unblind_signal_Bs)->numEntries())))/(static_cast<Double_t>(Nentries));\n\n SignalData->plotOn(p3, CutRange(\"lowersideband\"), Name(\"data_hist1\"), Binning(bins), DataError( RooAbsData::SumW2 ) );\n pdf_total->plotOn( p3, Range(\"lowersideband\"), Normalization(nd1,RooAbsReal::Relative), LineWidth(3), LineColor( kBlue), Name(\"main_curve1\"));\n SignalData->plotOn(p3, CutRange(\"unblind_signal_Bs\"), Binning(bins), DataError( RooAbsData::SumW2 ) );\n pdf_total->plotOn( p3, Range(\"unblind_signal_Bs\"), Normalization(nd2, RooAbsReal::Relative), LineWidth(3), LineColor( kBlue));\n pdf_total->plotOn(p3, Range(\"unblind_signal_Bs\"), Components(*ext_pdf_Bssig),LineStyle(kDashed),LineColor(kGreen),Normalization(nd1,RooAbsReal::RelativeExpected));\n }\n }\n\n Float_t xmin(0.12), xmax(.37), ymin(.68), ymax(.88);\n\n if (isResidual && !isBlind)\n {\n p3->GetXaxis()->SetLabelSize(0);\n p3->GetXaxis()->SetTitleOffset(1.15);\n p3->GetYaxis()->SetTitleOffset(1.26);\n RooHist* histogram = p3->getHist(\"data_hist\");\n RooCurve* curve = p3->getCurve(\"main_curve\");\n TH1D* hresidual = residualHist(histogram,curve);\n canvas->Divide( 1, 2, .1, .1 );\n double r = .25;\n double sl = 1. / ( 1. - r );\n p3->GetYaxis()->SetLabelSize(sl * p3->GetYaxis()->GetLabelSize());\n //double labelSize = 0.2;\n hresidual->GetXaxis()->SetLabelSize((1./(1.+r)) * hresidual->GetXaxis()->GetLabelSize());\n hresidual->GetYaxis()->SetLabelSize((1./(1.+r)) * hresidual->GetYaxis()->GetLabelSize());\n TPad* padHisto = (TPad*) canvas->cd(1);\n TPad* padResid = (TPad*) canvas->cd(2);\n double small = 0.1;\n padHisto->SetPad( 0., r, 1., 1. );\n padHisto->SetBottomMargin( small );\n padResid->SetPad( 0., 0., 1., r );\n padResid->SetBottomMargin( 0.3 );\n padResid->SetTopMargin ( small );\n padHisto->cd();\n TPaveText *box= new TPaveText( xmin, ymin, xmax, ymax, \"NDC\");\n box->SetFillColor(10);\n box->SetBorderSize(0);\n box->SetTextAlign(12);\n box->SetTextSize(0.04F);\n box->SetFillStyle(1001);\n box->SetFillColor(10);\n Char_t buf[30], buf2[30], buf3[30], bufflhcb[30];\n sprintf( buf, \"B^{0} nsig = %3.2f\", nsig.getVal() );\n sprintf( buf2, \"B_{s}^{0} nsig= %3.2f\", Bsnsig.getVal() );\n sprintf( buf3, \"nbkg= %3.2f\", nbkg.getVal() );\n TText* textbd = box->AddText( buf );\n textbd->SetTextSize(0.035);\n textbd->SetTextAlign(11);\n //textbd->SetTextColor(kRed);\n TText* textbs = box->AddText( buf2 );\n textbs->SetTextSize(0.035);\n textbs->SetTextAlign(11);\n //textbs->SetTextColor(kGreen);\n TText* textbkg = box->AddText( buf3 );\n textbkg->SetTextSize(0.035);\n textbkg->SetTextAlign(11);\n //textbkg->SetTextColor(kMagenta);\n p3->addObject(box);\n p3->Draw() ;\n //myPave->Draw(\"SAME\");\n padResid->cd();\n hresidual->Draw();\n Lines( hresidual );\n hresidual->Draw( \"SAME\" );\n }\n else\n {\n p3->GetXaxis()->SetTitleOffset(1.15);\n p3->GetYaxis()->SetTitleOffset(1.26);\n gPad->SetLeftMargin(0.1);\n TPaveText *box= new TPaveText( xmin, ymin, xmax, ymax, \"NDC\");\n // Or set the exact coordinatres -> TPaveText *box= new TPaveText( 5180., 160., 5260., 200., \"br\");\n box->SetFillColor(10);\n box->SetBorderSize(0);\n box->SetTextAlign(12);\n box->SetTextSize(0.04F);\n box->SetFillStyle(1001);\n Char_t buf[30], buf2[30], buf3[30];\n sprintf( buf, \"B_{d}^{0} yield = %3.2f\", nsig.getVal() );\n sprintf( buf2, \"B_{s}^{0} yield = %3.2f\", Bsnsig.getVal() );\n sprintf( buf3, \"bkg yield = %3.2f\", nbkg.getVal() );\n TText* textbd = box->AddText( buf );\n textbd->SetTextSize(0.035);\n textbd->SetTextAlign(11);\n //textbd->SetTextColor(kRed);\n TText* textbs = box->AddText( buf2 );\n textbs->SetTextSize(0.035);\n textbs->SetTextAlign(11);\n //textbs->SetTextColor(kGreen);\n TText* textbkg = box->AddText( buf3 );\n textbkg->SetTextSize(0.035);\n textbkg->SetTextAlign(11);\n //textbkg->SetTextColor(kMagenta);\n p3->addObject(box);\n p3->Draw() ;\n }\n\n p3->SetMinimum(1.e-5);\n //canvas->Modify();\n canvas->Draw();\n canvas->SaveAs(\"MassPlot.eps\");\n canvas->SaveAs(\"MassPlot.png\");\n fitResult->Print(\"V\");\n\n // to get a chi2 value we need to plot the complete pdf, for this as long as we never draw it we are ok.\n RooPlot *p = MASS->frame();\n SignalData->plotOn(p, Binning(bins), Name(\"data_chi2\"), DataError( RooAbsData::SumW2 ));\n pdf_total->plotOn(p, Range(\"fitRange\"), Normalization(1.0,RooAbsReal::RelativeExpected), Name(\"curve_chi2\"));\n // There is a method within RooPlot called chiSquare(). This returns the reduced chi2 which when multiplied out\n // by the number of bins gives the actual chi2 fit between the .\n chi2 = p->chiSquare( \"curve_chi2\", \"data_chi2\") * bins;\n // The total number of degrees of freedom is defined as the number of bins subtracted by the free floating parameters\n // in the fit. We already know the number of bins as we specified it, so the free params (we also know) but can be\n // obtained using:-\n Int_t floated = static_cast<Int_t>(fitResult->floatParsFinal().getSize());\n\n std::cout << \"Chi2 = \" << chi2 << \" (for \"<< bins << \" bins and \" << floated << \" floating params)\" << std::endl;\n std::cout<<\" Prob(chi2,ndof) of above = \" << TMath::Prob(chi2, bins-floated) << std::endl;\n return;\n}" }, { "alpha_fraction": 0.6034172177314758, "alphanum_fraction": 0.6312078833580017, "avg_line_length": 48.948585510253906, "blob_id": "c794d93bd402a6fc08e501538be6fb86fda83cc3", "content_id": "d26d58294fc40ff89a1ac1fd4152ad2b5a9b1be5", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 19431, "license_type": "no_license", "max_line_length": 138, "num_lines": 389, "path": "/exec-all/TMVA_acp_blind.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include <fstream>\n#include <map>\n#include \"RooRealVar.h\"\n#include \"RooFitResult.h\"\n#include \"RooStats/SPlot.h\"\n#include \"RooDataSet.h\"\n#include \"RooGaussian.h\"\n#include \"RooCBShape.h\"\n#include \"RooPolynomial.h\"\n#include \"RooExponential.h\"\n#include \"RooChebychev.h\"\n#include \"RooAddPdf.h\"\n#include \"RooCategory.h\"\n#include \"RooSimultaneous.h\"\n#include \"RooUnblindPrecision.h\"\n#include \"TCanvas.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"RooPlot.h\"\n#include \"TAxis.h\"\n#include \"RooHist.h\"\n#include \"TMath.h\"\nusing namespace RooFit ;\nusing namespace std ;\n\nvoid TMVA_acp_blind() {\n\n int i ;\n cout << \"Using Blind Analysis? ('1' for yes, others for no)\"<<\"\\n\" ;\n cin >> i ;\n Bool_t isBlind ;\n\n if (i==1) {\n isBlind=kTRUE;\n }\n else\n {\n isBlind=kFALSE;\n }\n\n RooCategory blindCat(\"blindCat\",\"blind state Category\");\n TString blind(\"blind\"), unblind(\"unblind\");\n blindCat.defineType(unblind, 0);\n blindCat.defineType(blind, 1);\n\n if(isBlind)\n blindCat.setLabel(blind);\n else\n blindCat.setLabel(unblind);\n\n\n //define TChain, TFile\n const char* TChain_name=\"MVATree\";\n const char* TChain_DD_file=\"./DD/TMVA_output_DD.root\";\n const char* TChain_LL_file=\"./LL/TMVA_output_LL.root\";\n TChain *chain_DD= new TChain(TChain_name);\n TChain *chain_LL= new TChain(TChain_name);\n chain_DD->Add(TChain_DD_file);\n chain_LL->Add(TChain_LL_file);\n\n\n //define variables in dataset\n RooRealVar D_M(\"D_M\", \"D+ mass\", 1799.65, 1939.65, \"MeV\") ;\n RooRealVar BDT_response(\"BDT_response\", \"BDT_response value\", 0., RooNumber::infinity());\n RooRealVar Ct(\"Ct\", \"Ct value\", -RooNumber::infinity(), RooNumber::infinity());\n RooRealVar P0_ID(\"P0_ID\", \"P0_ID value\", -1000., 1000.);\n RooArgSet variables(D_M, BDT_response, Ct, P0_ID);\n\n\n //creat dataset and write\n RooDataSet *DD_plus_plus=new RooDataSet(\"DD_plus_plus\", \"DD_plus_plus\", variables, Import(*chain_DD),\n Cut(\" P0_ID>0 && Ct>0 \"));\n RooDataSet *DD_plus_minus=new RooDataSet(\"DD_plus_minus\", \"DD_plus_minus\", variables, Import(*chain_DD),\n Cut(\" P0_ID>0 && Ct<0 \"));\n RooDataSet *DD_minus_plus=new RooDataSet(\"DD_minus_plus\", \"DD_minus_plus\", variables, Import(*chain_DD),\n Cut(\" P0_ID<0 && Ct>0 \"));\n RooDataSet *DD_minus_minus=new RooDataSet(\"DD_minus_minus\", \"DD_minus_minus\", variables, Import(*chain_DD),\n Cut(\" P0_ID<0 && Ct<0 \"));\n\n RooDataSet *LL_plus_plus=new RooDataSet(\"LL_plus_plus\", \"LL_plus_plus\", variables, Import(*chain_LL),\n Cut(\" P0_ID>0 && Ct>0 \"));\n RooDataSet *LL_plus_minus=new RooDataSet(\"LL_plus_minus\", \"LL_plus_minus\", variables, Import(*chain_LL),\n Cut(\" P0_ID>0 && Ct<0 \"));\n RooDataSet *LL_minus_plus=new RooDataSet(\"LL_minus_plus\", \"LL_minus_plus\", variables, Import(*chain_LL),\n Cut(\" P0_ID<0 && Ct>0 \"));\n RooDataSet *LL_minus_minus=new RooDataSet(\"LL_minus_minus\", \"LL_minus_minus\", variables, Import(*chain_LL),\n Cut(\" P0_ID<0 && Ct<0 \"));\n\n //pdf for D mass spectrum\n RooRealVar mean_DD_plus(\"mean_DD_plus\",\"mean_DD_plus of gaussian\", 1869.6) ;\n RooRealVar mean_1_DD_plus(\"mean_1_DD_plus\",\"mean_1_DD_plus of gaussian(1)\", 1870.03) ;\n RooRealVar sigma_DD_plus(\"sigma_DD_plus\",\"width of gaussian\", 12.6233) ;\n RooRealVar sigma_1_DD_plus(\"sigma_1_DD_plus\",\"width of gaussian(1)\", 7.30743) ;\n RooGaussian gauss_DD_plus(\"gauss_DD_plus\",\"gaussian PDF\", D_M, mean_DD_plus, sigma_DD_plus) ;\n RooGaussian gauss_1_DD_plus(\"gauss_1_DD_plus\",\"gaussian PDF(1)\", D_M, mean_1_DD_plus, sigma_1_DD_plus) ;\n RooRealVar gauss_frac_DD_plus(\"gauss_frac_DD_plus\",\"fraction of component 1 in signal\",0.322784) ;\n RooAddPdf gauss_all_DD_plus(\"gauss_all_DD_plus\", \"combination of gaussian function\", RooArgList(gauss_DD_plus, gauss_1_DD_plus),\n RooArgList(gauss_frac_DD_plus));\n RooRealVar x1_DD_plus(\"x1_DD_plus\", \"para1\", 0.0050725);\n RooExponential poly_DD_plus(\"poly_DD_plus\", \"3-para-poly\", D_M, x1_DD_plus);\n\n\n RooRealVar mean_DD_minus(\"mean_DD_minus\",\"mean of gaussian\", 1869.53) ;\n RooRealVar mean_1_DD_minus(\"mean_1_DD_minus\",\"mean of gaussian(1)\", 1870.12) ;\n RooRealVar sigma_DD_minus(\"sigma_DD_minus\",\"width of gaussian\", 11.6634) ;\n RooRealVar sigma_1_DD_minus(\"sigma_1_DD_minus\",\"width of gaussian(1)\", 6.96087) ;\n RooGaussian gauss_DD_minus(\"gauss_DD_minus\",\"gaussian PDF\", D_M, mean_DD_minus, sigma_DD_minus) ;\n RooGaussian gauss_1_DD_minus(\"gauss_1_DD_minus\",\"gaussian PDF(1)\", D_M, mean_1_DD_minus, sigma_1_DD_minus) ;\n RooRealVar gauss_frac_DD_minus(\"gauss_frac_DD_minus\",\"fraction of component 1 in signal\", 0.431087) ;\n RooAddPdf gauss_all_DD_minus(\"gauss_all_DD_minus\", \"combination of gaussian function\", RooArgList(gauss_DD_minus, gauss_1_DD_minus),\n RooArgList(gauss_frac_DD_minus));\n RooRealVar x1_DD_minus(\"x1_DD_minus\", \"para1\", 0.00519574);\n RooExponential poly_DD_minus(\"poly_DD_minus\", \"3-para-poly\", D_M, x1_DD_minus);\n\n\n RooRealVar mean_LL_plus(\"mean_LL_plus\",\"mean of gaussian\", 1870.15) ;\n RooRealVar mean_1_LL_plus(\"mean_1_LL_plus\",\"mean of gaussian(1)\", 1863.72) ;\n RooRealVar sigma_LL_plus(\"sigma_LL_plus\",\"width of gaussian\", 6.78022) ;\n RooRealVar sigma_1_LL_plus(\"sigma_1_LL_plus\",\"width of gaussian(1)\", 29.5862) ;\n RooGaussian gauss_LL_plus(\"gauss_LL_plus\",\"gaussian PDF\", D_M, mean_LL_plus, sigma_LL_plus) ;\n RooGaussian gauss_1_LL_plus(\"gauss_1_LL_plus\",\"gaussian PDF(1)\", D_M, mean_1_LL_plus, sigma_1_LL_plus) ;\n RooRealVar gauss_frac_LL_plus(\"gauss_frac_LL_plus\",\"fraction of component 1 in signal\", 0.792908) ;\n RooAddPdf gauss_all_LL_plus(\"gauss_all_LL_plus\", \"combination of gaussian function\", RooArgList(gauss_LL_plus, gauss_1_LL_plus),\n RooArgList(gauss_frac_LL_plus));\n RooRealVar x1_LL_plus(\"x1_LL_plus\", \"para1\", 0.00442008);\n RooExponential poly_LL_plus(\"poly_LL_plus\", \"3-para-poly\", D_M, x1_LL_plus);\n\n\n RooRealVar mean_LL_minus(\"mean_LL_minus\",\"mean of gaussian\", 1870.04) ;\n RooRealVar mean_1_LL_minus(\"mean_1_LL_minus\",\"mean of gaussian(1)\", 1868.37) ;\n RooRealVar sigma_LL_minus(\"sigma_LL_minus\",\"width of gaussian\", 6.42809) ;\n RooRealVar sigma_1_LL_minus(\"sigma_1_LL_minus\",\"width of gaussian(1)\", 17.8949) ;\n RooGaussian gauss_LL_minus(\"gauss_LL_minus\",\"gaussian PDF\", D_M, mean_LL_minus, sigma_LL_minus) ;\n RooGaussian gauss_1_LL_minus(\"gauss_1_LL_minus\",\"gaussian PDF(1)\", D_M, mean_1_LL_minus, sigma_1_LL_minus) ;\n RooRealVar gauss_frac_LL_minus(\"gauss_frac_LL_minus\",\"fraction of component 1 in signal\", 0.781868) ;\n RooAddPdf gauss_all_LL_minus(\"gauss_all_LL_minus\", \"combination of gaussian function\", RooArgList(gauss_LL_minus, gauss_1_LL_minus),\n RooArgList(gauss_frac_LL_minus));\n RooRealVar x1_LL_minus(\"x1_LL_minus\", \"para1\", 0.00428315);\n RooExponential poly_LL_minus(\"poly_LL_minus\", \"3-para-poly\", D_M, x1_LL_minus);\n\n\n //global--------------------------------------------------------------\n RooRealVar AT_plus(\"AT_plus\", \"AT_plus\", 0, -0.1, 0.1);\n RooUnblindPrecision AT_plus_unblind(\"AT_plus_unblind\", \"AT_plus_unblind\", \"Atblind\", 0., 0.1, AT_plus, blindCat, 1);\n RooRealVar AT_minus(\"AT_minus\", \"AT_minus\", 0, -0.1, 0.1);\n RooUnblindPrecision AT_minus_unblind(\"AT_minus_unblind\", \"AT_minus_unblind\", \"Atbarblind\", 0., 0.1, AT_minus, blindCat, 1);\n\n //DD------------------------------------------------------------------\n RooRealVar Ntot_DD_plus(\"Ntot_DD_plus\", \"Ntot_DD_plus\", 0., 500000.); //number of D+\n RooRealVar Ntot_DD_minus(\"Ntot_DD_minus\", \"Ntot_DD_minus\", 0., 500000.); //number od D-\n\n RooRealVar Ntot_DD_bkg_plus(\"Ntot_DD_bkg_plus\", \"Ntot_DD_bkg_plus\", 0., 500000.);\n RooRealVar Ntot_DD_bkg_minus(\"Ntot_DD_bkg_minus\", \"Ntot_DD_bkg_minus\", 0., 500000.);\n\n RooRealVar AT_DD_bkg_plus(\"AT_DD_bkg_plus\", \"AT_DD_bkg_plus\", -0.1, 0.1);\n RooRealVar AT_DD_bkg_minus(\"AT_DD_bkg_minus\", \"AT_DD_bkg_minus\", -0.1, 0.1);\n\n RooFormulaVar Nsig_DD_plus_plus(\"Nsig_DD_plus_plus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_DD_plus, AT_plus_unblind));\n RooFormulaVar Nsig_DD_plus_minus(\"Nsig_DD_plus_minus\", \"0.5*@0*(1-@1)\", RooArgList(Ntot_DD_plus, AT_plus_unblind));\n RooFormulaVar Nsig_DD_minus_minus(\"Nsig_DD_minus_minus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_DD_minus, AT_minus_unblind));\n RooFormulaVar Nsig_DD_minus_plus(\"Nsig_DD_minus_plus\", \"0.5*@0*(1-@1)\", RooArgList(Ntot_DD_minus, AT_minus_unblind));\n\n RooFormulaVar Nbkg_DD_plus_plus(\"Nbkg_DD_plus_plus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_DD_bkg_plus, AT_DD_bkg_plus));\n RooFormulaVar Nbkg_DD_plus_minus(\"Nbkg_DD_plus_minus\", \"0.5*@0*(1-@1)\", RooArgList(Ntot_DD_bkg_plus, AT_DD_bkg_plus));\n RooFormulaVar Nbkg_DD_minus_minus(\"Nbkg_DD_minus_minus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_DD_bkg_minus, AT_DD_bkg_minus));\n RooFormulaVar Nbkg_DD_minus_plus(\"Nbkg_DD_minus_plus\", \"0.5*@0*(1-@1)\", RooArgList(Ntot_DD_bkg_minus, AT_DD_bkg_minus));\n\n RooAddPdf model_DD_plus_plus(\"model_DD_plus_plus\",\"model_DD_plus_plus\",\n RooArgList(gauss_all_DD_plus, poly_DD_plus), RooArgList(Nsig_DD_plus_plus, Nbkg_DD_plus_plus)) ;\n RooAddPdf model_DD_minus_plus(\"model_DD_minus_plus\",\"model_DD_minus_plus\",\n RooArgList(gauss_all_DD_minus, poly_DD_minus), RooArgList(Nsig_DD_minus_plus, Nbkg_DD_minus_plus)) ;\n RooAddPdf model_DD_plus_minus(\"model_DD_plus_minus\",\"model_DD_plus_minus\",\n RooArgList(gauss_all_DD_plus, poly_DD_plus), RooArgList(Nsig_DD_plus_minus, Nbkg_DD_plus_minus)) ;\n RooAddPdf model_DD_minus_minus(\"model_DD_minus_minus\",\"model_DD_minus_minus\",\n RooArgList(gauss_all_DD_minus, poly_DD_minus), RooArgList(Nsig_DD_minus_minus, Nbkg_DD_minus_minus)) ;\n\n\n\n //LL------------------------------------------------------------------\n RooRealVar Ntot_LL_plus(\"Ntot_LL_plus\", \"Ntot_LL_plus\", 0., 1000000.); //number of D+\n RooRealVar Ntot_LL_minus(\"Ntot_LL_minus\", \"Ntot_LL_minus\", 0., 1000000.); //number od D-\n\n RooRealVar Ntot_LL_bkg_plus(\"Ntot_LL_bkg_plus\", \"Ntot_LL_bkg_plus\", 0., 1000000.);\n RooRealVar Ntot_LL_bkg_minus(\"Ntot_LL_bkg_minus\", \"Ntot_LL_bkg_minus\", 0., 1000000.);\n\n RooRealVar AT_LL_bkg_plus(\"AT_LL_bkg_plus\", \"AT_LL_bkg_plus\", -0.1, 0.1);\n RooRealVar AT_LL_bkg_minus(\"AT_LL_bkg_minus\", \"AT_LL_bkg_minus\", -0.1, 0.1);\n\n RooFormulaVar Nsig_LL_plus_plus(\"Nsig_LL_plus_plus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_LL_plus, AT_plus_unblind));\n RooFormulaVar Nsig_LL_plus_minus(\"Nsig_LL_plus_minus\", \"0.5*@0*(1-@1)\", RooArgList(Ntot_LL_plus, AT_plus_unblind));\n RooFormulaVar Nsig_LL_minus_minus(\"Nsig_LL_minus_minus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_LL_minus, AT_minus_unblind));\n RooFormulaVar Nsig_LL_minus_plus(\"Nsig_LL_minus_plus\", \"0.5*@0*(1-@1)\", RooArgList(Ntot_LL_minus, AT_minus_unblind));\n\n RooFormulaVar Nbkg_LL_plus_plus(\"Nbkg_LL_plus_plus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_LL_bkg_plus, AT_LL_bkg_plus));\n RooFormulaVar Nbkg_LL_plus_minus(\"Nbkg_LL_plus_minus\", \"0.5*@0*(1-@1)\", RooArgList(Ntot_LL_bkg_plus, AT_LL_bkg_plus));\n RooFormulaVar Nbkg_LL_minus_minus(\"Nbkg_LL_minus_minus\", \"0.5*@0*(1+@1)\", RooArgList(Ntot_LL_bkg_minus, AT_LL_bkg_minus));\n RooFormulaVar Nbkg_LL_minus_plus(\"Nbkg_LL_minus_plus\", \"0.5*@0*(1-@1)\", RooArgList(Ntot_LL_bkg_minus, AT_LL_bkg_minus));\n\n RooAddPdf model_LL_plus_plus(\"model_LL_plus_plus\",\"model_LL_plus_plus\",\n RooArgList(gauss_all_LL_plus, poly_LL_plus), RooArgList(Nsig_LL_plus_plus, Nbkg_LL_plus_plus)) ;\n RooAddPdf model_LL_minus_plus(\"model_LL_minus_plus\",\"model_LL_minus_plus\",\n RooArgList(gauss_all_LL_minus, poly_LL_minus), RooArgList(Nsig_LL_minus_plus, Nbkg_LL_minus_plus)) ;\n RooAddPdf model_LL_plus_minus(\"model_LL_plus_minus\",\"model_LL_plus_minus\",\n RooArgList(gauss_all_LL_plus, poly_LL_plus), RooArgList(Nsig_LL_plus_minus, Nbkg_LL_plus_minus)) ;\n RooAddPdf model_LL_minus_minus(\"model_LL_minus_minus\",\"model_LL_minus_minus\",\n RooArgList(gauss_all_LL_minus, poly_LL_minus), RooArgList(Nsig_LL_minus_minus, Nbkg_LL_minus_minus)) ;\n\n\n\n //---create combined datasample for simultaneous fit----\n RooCategory alldata(\"alldata\",\"alldata\") ;\n alldata.defineType(\"DD_plus_plus\") ;\n alldata.defineType(\"DD_plus_minus\") ;\n alldata.defineType(\"DD_minus_plus\") ;\n alldata.defineType(\"DD_minus_minus\") ;\n alldata.defineType(\"LL_plus_plus\") ;\n alldata.defineType(\"LL_plus_minus\") ;\n alldata.defineType(\"LL_minus_plus\") ;\n alldata.defineType(\"LL_minus_minus\") ;\n\n map<string, RooDataSet*> m= {\n {\"DD_plus_plus\",DD_plus_plus}, {\"DD_plus_minus\",DD_plus_minus},\n {\"DD_minus_plus\",DD_minus_plus}, {\"DD_minus_minus\",DD_minus_minus},\n {\"LL_plus_plus\",LL_plus_plus}, {\"LL_plus_minus\",LL_plus_minus},\n {\"LL_minus_plus\",LL_minus_plus}, {\"LL_minus_minus\",LL_minus_minus}\n };\n\n RooDataSet combData_all(\"combData\", \"combined data\", variables, Index(alldata), Import(m));\n\n\n //here, dh1 and dh1m are the two datasets and mass is the variable in which you fit\n\n //---define simultaneous PDF----\n RooSimultaneous simPdf(\"simPdf\",\"simultaneous pdf\", alldata) ;\n simPdf.addPdf(model_DD_plus_plus,\"DD_plus_plus\") ;\n simPdf.addPdf(model_DD_plus_minus,\"DD_plus_minus\") ;\n simPdf.addPdf(model_DD_minus_plus,\"DD_minus_plus\") ;\n simPdf.addPdf(model_DD_minus_minus,\"DD_minus_minus\") ;\n simPdf.addPdf(model_LL_plus_plus,\"LL_plus_plus\") ;\n simPdf.addPdf(model_LL_plus_minus,\"LL_plus_minus\") ;\n simPdf.addPdf(model_LL_minus_plus,\"LL_minus_plus\") ;\n simPdf.addPdf(model_LL_minus_minus,\"LL_minus_minus\") ;\n\n\n\n cout<<\"begin fit\"<<endl;\n //---do the sim. fit---\n auto result= simPdf.fitTo(combData_all, RooFit::NumCPU(10), RooFit::Save(kTRUE), RooFit::Minos(kTRUE)) ;\n Int_t fit_index = result->status();\n //model_plus_plus.fitTo(*ds_plus_plus);\n\n cout<<\"end fit\"<<endl;\n\n\n\n //plot\n RooFormulaVar Acp_blind(\"Acp\", \"0.5*(@0-@1)\", RooArgList(AT_plus_unblind, AT_minus_unblind));\n\n //---draw a component----\n TCanvas* c = new TCanvas(\"total_plot\",\"total_plot\", 1800, 2000) ;\n c->Divide(2,4) ;\n\n //=====================================================\n RooPlot* frame1 = D_M.frame(Title(\"D+_DD(Ct>0)\"));\n combData_all.plotOn(frame1,Cut(\"alldata==alldata::DD_plus_plus\")) ;\n simPdf.plotOn(frame1,Slice(alldata,\"DD_plus_plus\"),ProjWData(alldata, combData_all)) ;\n //simPdf.paramOn(frame1);\n combData_all.statOn(frame1);\n c->cd(1) ;\n frame1->Draw();\n\n RooPlot* frame2 = D_M.frame(Title(\"D+_DD(Ct><0)\"));\n combData_all.plotOn(frame2,Cut(\"alldata==alldata::DD_plus_minus\")) ;\n simPdf.plotOn(frame2,Slice(alldata,\"DD_plus_minus\"),ProjWData(alldata, combData_all)) ;\n //simPdf.paramOn(frame2);\n combData_all.statOn(frame2);\n c->cd(2) ;\n frame2->Draw();\n\n RooPlot* frame3 = D_M.frame(Title(\"D-_DD(Ct>0)\"));\n combData_all.plotOn(frame3,Cut(\"alldata==alldata::DD_minus_plus\")) ;\n simPdf.plotOn(frame3,Slice(alldata,\"DD_minus_plus\"),ProjWData(alldata, combData_all)) ;\n //simPdf.paramOn(frame3);\n combData_all.statOn(frame3);\n c->cd(3) ;\n frame3->Draw();\n\n RooPlot* frame4 = D_M.frame(Title(\"D-_DD(Ct<0)\"));\n combData_all.plotOn(frame4,Cut(\"alldata==alldata::DD_minus_minus\")) ;\n simPdf.plotOn(frame4,Slice(alldata,\"DD_minus_minus\"),ProjWData(alldata, combData_all)) ;\n //simPdf.paramOn(frame4);\n combData_all.statOn(frame4);\n c->cd(4) ;\n frame4->Draw();\n\n RooPlot* frame5 = D_M.frame(Title(\"D+_LL(Ct>0)\"));\n combData_all.plotOn(frame5,Cut(\"alldata==alldata::LL_plus_plus\")) ;\n simPdf.plotOn(frame5,Slice(alldata,\"LL_plus_plus\"),ProjWData(alldata, combData_all)) ;\n //simPdf.paramOn(frame5);\n combData_all.statOn(frame5);\n c->cd(5) ;\n frame5->Draw();\n\n RooPlot* frame6 = D_M.frame(Title(\"D+_LL(Ct<0)\"));\n combData_all.plotOn(frame6,Cut(\"alldata==alldata::LL_plus_minus\")) ;\n simPdf.plotOn(frame6,Slice(alldata,\"LL_plus_minus\"),ProjWData(alldata, combData_all)) ;\n //simPdf.paramOn(frame6);\n combData_all.statOn(frame6);\n c->cd(6) ;\n frame6->Draw();\n\n RooPlot* frame7 = D_M.frame(Title(\"D-_LL(Ct>0)\"));\n combData_all.plotOn(frame7,Cut(\"alldata==alldata::LL_minus_plus\")) ;\n simPdf.plotOn(frame7,Slice(alldata,\"LL_minus_plus\"),ProjWData(alldata, combData_all)) ;\n //simPdf.paramOn(frame7);\n combData_all.statOn(frame7);\n c->cd(7) ;\n frame7->Draw();\n\n RooPlot* frame8 = D_M.frame(Title(\"D-_LL(Ct<0)\"));\n combData_all.plotOn(frame8,Cut(\"alldata==alldata::LL_minus_minus\")) ;\n simPdf.plotOn(frame8,Slice(alldata,\"LL_minus_minus\"),ProjWData(alldata, combData_all)) ;\n //simPdf.paramOn(frame8);\n combData_all.statOn(frame8);\n c->cd(8) ;\n frame8->Draw();\n\n\n c->Print(\"./all/At.eps\");\n c->Print(\"./all/At.pdf\");\n\n Ntot_DD_plus.Print();\n Ntot_DD_minus.Print();\n Ntot_DD_bkg_plus.Print();\n Ntot_DD_bkg_minus.Print();\n Ntot_LL_plus.Print();\n Ntot_LL_minus.Print();\n Ntot_LL_bkg_plus.Print();\n Ntot_LL_bkg_minus.Print();\n\n AT_plus.Print();\n AT_minus.Print();\n AT_DD_bkg_plus.Print();\n AT_DD_bkg_minus.Print();\n AT_LL_bkg_plus.Print();\n AT_LL_bkg_minus.Print();\n AT_plus_unblind.Print();\n AT_minus_unblind.Print();\n //result->Print(\"V\");\n\n\n\n\n //cout<< \"Acp_unblind = \" << Acp_unblind.getVal() <<\" +/- \"\n //\t<< Acp_unblind.getPropagatedError(*result)<<endl;\n //Acp.getPropagatedError(*result);\n\n\n std::ofstream myfile;\n myfile.open (\"./all/fitresult.txt\");\n myfile<<\"Fitted number of events(DD): \"<<\n Ntot_DD_plus.getVal()+Ntot_DD_minus.getVal()+Ntot_DD_bkg_plus.getVal()+Ntot_DD_bkg_minus.getVal() <<endl;\n myfile<<\"Fitted number of events(LL): \"<<\n Ntot_LL_plus.getVal()+Ntot_LL_minus.getVal()+Ntot_LL_bkg_plus.getVal()+Ntot_LL_bkg_minus.getVal() <<endl;\n\n myfile<<\"Number of total entries in dataset(DD): \"<<DD_plus_plus->numEntries()+\n DD_plus_minus->numEntries()+DD_minus_plus->numEntries()+DD_minus_minus->numEntries()<<endl;\n myfile<<\"Number of total entries in dataset(LL): \"<<LL_plus_plus->numEntries()+\n LL_plus_minus->numEntries()+LL_minus_plus->numEntries()+LL_minus_minus->numEntries()<<endl;\n\n myfile<<\"signal yield(DD): \"<< Ntot_DD_plus.getVal()+Ntot_DD_minus.getVal()<<endl;\n myfile<<\"signal yield(LL): \"<< Ntot_LL_plus.getVal()+Ntot_LL_minus.getVal()<<endl;\n myfile<<\"background yield(DD): \"<< Ntot_DD_bkg_plus.getVal()+Ntot_DD_bkg_minus.getVal()<<endl;\n myfile<<\"background yield(LL): \"<< Ntot_LL_bkg_plus.getVal()+Ntot_LL_bkg_minus.getVal()<<endl;\n myfile<<\"=============================\"<<endl;\n myfile<<\"At(unblind): \"<<AT_plus.getVal()<<endl;\n myfile<<\"At_bar(unblind): \"<<AT_minus.getVal()<<endl;\n myfile<<\"At(blind): \"<<AT_plus_unblind.getVal()<<endl;\n myfile<<\"At_bar(blind): \"<<AT_minus_unblind.getVal()<<endl;\n\n myfile<<\"Acp_blind: \"<< Acp_blind.getVal() << \" +/- \"\n <<Acp_blind.getPropagatedError(*result)<<endl;\n myfile<<\"fit status: \"<<fit_index<<endl;\n myfile.close();\n\n}\n\n" }, { "alpha_fraction": 0.6208425760269165, "alphanum_fraction": 0.6319290399551392, "avg_line_length": 23.77777862548828, "blob_id": "325520bda45414ef803426461a4bd996faf6ae25", "content_id": "d35661966de9b290bcb27b9a9857491071c27689", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Makefile", "length_bytes": 451, "license_type": "no_license", "max_line_length": 81, "num_lines": 18, "path": "/temp/exec-test/makefile", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "include ../Makefile.common\nVPATH = $(DBIN):$(DOBJ)/fit:$(DEXE)\nCC=g++ #compiler:g++\nCFLAGS=-c -g -Wall `root-config --cflags` #give the path to c header\nLDFLAGS=`root-config --ldflags --glibs` -lRooFit -lRooFitCore -lMinuit -lRooStats\n\nLNKOPTS=$(LDFLAGS) $(DOBJ)/fit/*.o -o $(DBIN)/$@ \nECOPTS=$(CFLAGS) $< -o $(DOBJ)/fit/$@\n\n\nEXECUTABLE=\tfit2D_M \n\nall: $(EXECUTABLE)\n\nfit2D_M: fit2D_M.o\n\t$(CC) $(LNKOPTS) \nfit2D_M.o: fit2D_M.cc \n\t$(CC) $(ECOPTS) \n\n\n\n\n" }, { "alpha_fraction": 0.4942767918109894, "alphanum_fraction": 0.5348595380783081, "avg_line_length": 23.66666603088379, "blob_id": "4139bc265c709623cb6298655a048a82a0849357", "content_id": "324f532ee5a700082edf244514c9d2ab9524471d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 961, "license_type": "no_license", "max_line_length": 66, "num_lines": 39, "path": "/temp/D0mumuXroot.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#include <iostream>\n#include \"TROOT.h\"\n#include \"TCanvas.h\"\n#include \"TH1.h\"\n#include \"TChain.h\"\n\nusing namespace std;\n\nint mejn() {\n\n\n///////////////////////////////////\n\n //Load a file\n\n//////////////////////////////////\n\n TChain *chain= new TChain(\"DecayTreeTuple/DecayTree\");\n chain->Add(\"Tuples/DVNtuple_mumu_tmp_MU.root\");\n chain->Add(\"Tuples/DVNtuple_mumu_tmp_MD.root\");\n //you can add as many files as needed\n\n cout<<\"Number of entries: \"<< chain->GetEntries()<<endl;\n //prints in the command line the number of entries\n\n//////////////////////////////////\n //Step 1: Draw a histogram of the D0 mass and save it to a pdf\n//////////////////////////////////\n\n TH1F *h1 = new TH1F(\"h1\", \"D0 mass\", 50, 1700, 2000);\n chain->Project(\"h1\", \"D0_M\") ;\n //this fills the histogram h1 with variable D0_M\n\n TCanvas *c1 = new TCanvas( \"c1\", \"c1\", 200, 10, 700, 500 );\n h1->Draw();\n c1->Print(\"test_MD.pdf\");\n\n return 0;\n}" }, { "alpha_fraction": 0.5630378723144531, "alphanum_fraction": 0.604345977306366, "avg_line_length": 34.75384521484375, "blob_id": "3396f0fe20ffe29fb4542b9edda875f160f0f42d", "content_id": "e0b929eca6129a626f425f0bfb64e7999c83fdfc", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 4648, "license_type": "no_license", "max_line_length": 169, "num_lines": 130, "path": "/temp/example_sPlot.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#include <iostream>\n#include \"TROOT.h\"\n#include \"TCanvas.h\"\n#include \"TH1.h\"\n#include \"TChain.h\"\n#include \"TLorentzVector.h\"\n#include \"TFile.h\"\n#include \"TTree.h\"\n\n#include \"TLegend.h\"\n#include \"TCut.h\"\n#include \"RooChebychev.h\"\n#include \"RooCBShape.h\"\n#include \"RooGaussian.h\"\n#include \"RooExponential.h\"\n#include \"RooDataSet.h\"\n#include \"RooRealVar.h\"\n#include \"RooArgList.h\"\n#include \"RooPlot.h\"\n#include \"RooHist.h\"\n#include \"RooAddPdf.h\"\n#include \"RooFormulaVar.h\"\n#include \"RooStats/SPlot.h\"\nusing namespace RooStats ;\n\nusing namespace std;\nusing namespace RooFit;\n\nint fitPipi_wSplot() {\n\n TChain *chain= new TChain(\"chain\");\n chain->Add(\"D02pipi.root\");\n\n int nbins=100;\n\n //////////////////////////////////add variable and cut\n RooRealVar mass(\"D0_M\", \"mass D^{0}\", 1810, 1920, \"MeV\");\n RooRealVar pione_ProbNNk(\"pione_ProbNNk\", \"pione_ProbNNk\", 0, 1);\n RooRealVar pitwo_ProbNNk(\"pitwo_ProbNNk\", \"pitwo_ProbNNk\", 0, 1);\n RooRealVar pione_ProbNNpi(\"pione_ProbNNpi\", \"pione_ProbNNpi\", 0, 1);\n RooRealVar pitwo_isMuon(\"pitwo_isMuon\", \"pitwo_isMuon\",0,1);\n RooRealVar pitwo_ProbNNmu(\"pitwo_ProbNNmu\", \"pitwo_ProbNNmu\", 0, 1);\n\n\n RooArgSet variables(mass, pione_ProbNNk,pitwo_ProbNNk, pione_ProbNNpi);\n variables.add(RooArgSet(pitwo_isMuon, pitwo_ProbNNmu));\n //////////////////////////////////\n //Peak component\n RooRealVar mean1(\"mean1\",\"mean1\",1860.5);\n RooRealVar sigma1(\"sigma1\",\"sigma1\",23.5) ;\n RooRealVar a1(\"a1\", \"a1\", 1.61);\n RooRealVar n1(\"n1\", \"n1\", 0.33);\n RooCBShape gauss1(\"gauss1\", \"gauss1\", mass, mean1, sigma1, a1, n1);\n\n RooRealVar mean2(\"mean2\",\"mean2\",1865.8);\n RooRealVar sigma2(\"sigma2\",\"sigma2\",8.33) ;\n RooGaussian gauss2(\"gauss2\", \"gauss2\", mass, mean2, sigma2);\n\n RooRealVar frac1(\"frac1\", \"frac1\", 0.157);\n RooAddPdf peak(\"peak\", \"peak\", RooArgSet(gauss1, gauss2),RooArgSet(frac1));\n\n //////////////////////////////////\n //Combinatoric component\n RooRealVar c1(\"c1\", \"c1\", -0.1114); //-0.05, -1, 1\n RooRealVar c2(\"c2\", \"c2\", 0.039); //-0.07, -1, 1);\n RooChebychev poly1(\"poly1\", \"poly1\", mass, RooArgSet(c1, c2));\n\n //////////////////////////////////\n //Kpi component\n RooRealVar mean3(\"mean3\",\"mean3\",1700);\n RooRealVar sigma3(\"sigma3\",\"sigma3\",28.3) ;\n RooGaussian Kpi_PDF(\"Kpi_PDF\", \"Kpi_PDF\", mass, mean3, sigma3);\n\n /////////////////////////////////\n //Total PDF\n RooRealVar Npipi(\"Npipi\", \"Npipi\", 1500, 3000);\n RooRealVar Nkomb(\"Nkomb\", \"Nkomb\", 7000, 11000);\n RooRealVar Nkpi(\"Nkpi\", \"Nkpi\", 40, 1000);\n RooAddPdf PDF(\"PDF\", \"PDF\", RooArgSet(peak, poly1, Kpi_PDF), RooArgSet(Npipi, Nkomb, Nkpi));\n\n\n //////////////////////////////////\n RooDataSet *data=new RooDataSet(\"data\", \"data\", variables, Import(*chain), Cut(\"pione_ProbNNpi>0.85 && pione_ProbNNk<0.05 && pitwo_ProbNNk<0.3 && pitwo_isMuon==1\"));\n cout<<\"entries dataset: \"<<data->numEntries()<<endl;\n\n PDF.fitTo(*data);\n\n RooStats::SPlot* sData = new RooStats::SPlot(\"sData\",\"An SPlot\", *data, &PDF, RooArgList(Npipi,Nkomb,Nkpi) );\n\n std::cout << \"Check SWeights:\" << std::endl;\n std::cout << std::endl << \"Yield of pipi is \"\n << Npipi.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"Npipi\") << std::endl;\n std::cout << std::endl << \"Yield of kpi is \"\n << Nkpi.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"Nkpi\") << std::endl;\n std::cout << std::endl << \"Yield of komb is \"\n << Nkomb.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"Nkomb\") << std::endl;\n\n\n\n TCanvas* cdata = new TCanvas(\"sPlot\",\"sPlot demo\", 400, 600);\n cdata->Divide(1,3);\n\n // create weightfed data set\n RooDataSet * dataw_z = new RooDataSet(data->GetName(),data->GetTitle(),data,*data->get(),0,\"Npipi_sw\") ;\n\n\n RooPlot *frame = pitwo_ProbNNmu.frame( Title(\" \"));\n dataw_z->plotOn(frame, DataError(RooAbsData::SumW2) ) ;\n cdata->cd(1);\n frame->Draw();\n\n RooDataSet * dataw_komb = new RooDataSet(data->GetName(),data->GetTitle(),data,*data->get(),0,\"Nkomb_sw\") ;\n RooPlot* frame3 = pitwo_ProbNNmu.frame() ;\n dataw_komb->plotOn(frame3,DataError(RooAbsData::SumW2) ) ;\n cdata->cd(2);\n frame3->Draw();\n\n RooDataSet * dataw_kpi = new RooDataSet(data->GetName(),data->GetTitle(),data,*data->get(),0,\"Nkpi_sw\") ;\n RooPlot* frame4 = pitwo_ProbNNmu.frame() ;\n dataw_kpi->plotOn(frame4,DataError(RooAbsData::SumW2) ) ;\n cdata->cd(3);\n frame4->Draw();\n\n cdata->Print(\"/eos/user/t/tnanut/D02mumu/plots/sPlot_ProbNNmu.pdf\");\n\n return 0;\n}\n" }, { "alpha_fraction": 0.7139738202095032, "alphanum_fraction": 0.72052401304245, "avg_line_length": 34.30769348144531, "blob_id": "bb95d82329e97192b2731cecbd42b64fe27bb7b9", "content_id": "5e797b826c35b2bd48a79873e0b131ed62bc1693", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 458, "license_type": "no_license", "max_line_length": 77, "num_lines": 13, "path": "/small-exec-TMVA/TMVA_general_anlys_LL.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "//analyse result from TMVA_general*.cc on overtraining etc.\n#include <iostream>\n#include \"TMVA/mvas.h\"\nvoid TMVA_general_anlys_LL()\n{\n TString fileName = \"../plotdir/D2KSPiPiPi_LL/TMVA/TMVA_refine_LL_1.root\";\n TString dataset = \"D2KSPiPiPi_LL\";\n\n TMVA::mvas(dataset,fileName,TMVA::kMVAType);\n TMVA::mvas(dataset,fileName,TMVA::kProbaType);\n TMVA::mvas(dataset,fileName,TMVA::kRarityType);\n TMVA::mvas(dataset,fileName,TMVA::kCompareType);\n}" }, { "alpha_fraction": 0.5956850051879883, "alphanum_fraction": 0.6351671814918518, "avg_line_length": 34.38167953491211, "blob_id": "2d355e9067d84d65c09214afbb4c66a85aba4915", "content_id": "0234a7181548084ec95495e484486dd84c7ae9e4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 4635, "license_type": "no_license", "max_line_length": 125, "num_lines": 131, "path": "/exec-all/TMVA_fit_DD_Dplus.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include <fstream>\n#include \"RooRealVar.h\"\n#include \"RooStats/SPlot.h\"\n#include \"RooDataSet.h\"\n#include \"RooGaussian.h\"\n#include \"RooCBShape.h\"\n#include \"RooExponential.h\"\n#include \"RooPolynomial.h\"\n#include \"RooChebychev.h\"\n#include \"RooAddPdf.h\"\n#include \"TCanvas.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"RooPlot.h\"\n#include \"TAxis.h\"\n#include \"RooHist.h\"\n#include \"RooFitResult.h\"\n#include \"TMath.h\"\nusing namespace RooFit ;\nusing namespace std;\n\nint TMVA_fit_DD_Dplus() {\n\n //define TChain, TFile\n const char* TChain_name=\"MVATree\";\n const char* TChain_file=\"./DD/TMVA_output_DD.root\";\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file);\n\n RooRealVar D_M(\"D_M\", \"D+ mass\", 1799.65, 1939.65, \"MeV\") ;\n RooRealVar BDT_response(\"BDT_response\", \"BDT_response value\", 0.439746, RooNumber::infinity());\n RooRealVar P0_ID(\"P0_ID\", \"P0_ID value\", -1000., 1000.);\n RooArgSet variables(D_M, BDT_response, P0_ID);\n\n Double_t D_M_double ;\n Double_t BDT_response_double ;\n chain->SetBranchAddress(\"D_M\",&D_M_double);\n chain->SetBranchAddress(\"BDT_response\",&BDT_response_double);\n\n //creat dataset and write\n\n RooDataSet *ds=new RooDataSet(\"ds_plus\", \"ds_plus\", variables, Import(*chain),\n Cut(\" P0_ID>0 \"));\n\n\n RooRealVar mean(\"mean\",\"mean of gaussian\",1869.,1859.,1879.) ;\n RooRealVar mean_1(\"mean_1\",\"mean of gaussian(1)\",1869.,1859.,1879.) ;\n RooRealVar sigma(\"sigma\",\"width of gaussian\",10.,0.1,20.) ;\n RooRealVar sigma_1(\"sigma_1\",\"width of gaussian(1)\",20.,0.1,30.) ;\n RooGaussian gauss(\"gauss\",\"gaussian PDF\", D_M, mean, sigma) ;\n RooGaussian gauss_1(\"gauss_1\",\"gaussian PDF(1)\", D_M, mean_1, sigma_1) ;\n RooRealVar gauss_frac(\"gauss_frac\",\"fraction of component 1 in signal\",0.8,0.,1.) ;\n RooAddPdf gauss_all(\"gauss_all\", \"combination of gaussian function\", RooArgList(gauss, gauss_1), RooArgList(gauss_frac));\n\n\n RooRealVar x1(\"x1\", \"para1\", -1., 1.);\n RooRealVar x2(\"x2\", \"para2\", -1., 1.);\n RooRealVar x3(\"x3\", \"para3\", -1., 1.);\n //RooChebychev poly(\"poly\", \"3-para-poly\", D_M, RooArgList(x1, x2, x3));\n //RooPolynomial poly(\"poly\", \"3-para-poly\", D_M, RooArgList(x1));\n RooExponential poly(\"poly\", \"3-para-poly\", D_M, x1);\n\n\n\n //num total:94333\n RooRealVar gauss_poly_frac(\"gauss_poly_frac\",\"fraction of component 1 in signal\",1000., 500000) ;\n RooRealVar gauss_poly_frac_1(\"gauss_poly_frac_1\",\"fraction of component 2 in signal\",1000., 500000) ;\n RooAddPdf event(\"even\",\"event\",RooArgList(gauss_all, poly), RooArgList(gauss_poly_frac, gauss_poly_frac_1)) ;\n\n auto result= event.fitTo(*ds, RooFit::NumCPU(10), RooFit::Save(kTRUE), RooFit::Minos(kTRUE));\n Int_t fit_index = result->status();\n\n // Construct plot frame in 'D_M'\n RooPlot* xframe = D_M.frame(Title(\"Event p.d.f.\")) ;\n RooPlot* xframe_2 = D_M.frame(Title(\" \")) ;\n xframe_2->SetYTitle(\"pull distribution\");\n\n // Draw all frames on a canvas\n ds->plotOn(xframe);\n event.plotOn(xframe) ;\n RooHist* hpull = xframe->pullHist() ;\n event.plotOn(xframe,Components(gauss_all),LineColor(kRed),LineStyle(kDashed)) ;\n event.plotOn(xframe,Components(poly),LineColor(kBlue),LineStyle(kDashed)) ;\n xframe_2->addPlotable(hpull, \"P\") ;\n\n TCanvas* c = new TCanvas(\"total_plot\",\"total_plot\", 800, 1200) ;\n c->Divide(1,2) ;\n c->cd(1) ;\n gPad->SetLeftMargin(0.15) ;\n xframe->GetYaxis()->SetTitleOffset(1.6) ;\n xframe->Draw() ;\n\n c->cd(2) ;\n gPad->SetLeftMargin(0.15) ;\n xframe_2->GetYaxis()->SetTitleOffset(1.6) ;\n xframe_2->GetYaxis()->SetRangeUser(-5., 5.);\n xframe_2->Draw() ;\n\n c->Print(\"./DD/fit_Dplus.pdf\");\n\n x1.Print();\n x2.Print();\n x3.Print();\n mean.Print();\n sigma.Print(); /*alpha_var.Print(); n_var.Print();*/\n gauss_poly_frac.Print();\n gauss_poly_frac_1.Print();\n cout<<\"Number of total entries in dataset: \"<<ds->numEntries()<<endl;\n\n\n\n std::ofstream myfile;\n myfile.open (\"./DD/fit_Dplus.txt\");\n myfile<<\"number of entries in dataset: \"<<ds->numEntries()<<endl;\n myfile<<\"x1: \"<<x1.getVal()<<endl;\n myfile<<\"mass: \"<<mean.getVal()<<endl;\n myfile<<\"mass_1: \"<<mean_1.getVal()<<endl;\n myfile<<\"sigma: \"<<sigma.getVal()<<endl;\n myfile<<\"sigma_1: \"<<sigma_1.getVal()<<endl;\n myfile<<\"gauss_frac: \"<<gauss_frac.getVal()<<endl;\n myfile<<\"gauss_poly_frac: \"<<gauss_poly_frac.getVal()<<endl;\n myfile<<\"gauss_poly_frac_1: \"<<gauss_poly_frac_1.getVal()<<endl;\n myfile<<\"fit status: \"<<fit_index<<endl;\n myfile.close();\n\n\n return 0;\n}\n" }, { "alpha_fraction": 0.546215295791626, "alphanum_fraction": 0.6557626724243164, "avg_line_length": 40.015625, "blob_id": "1f8492c855a343ef5223297e342e269f251f1dd5", "content_id": "9ea661da2595220cb7eae97189867401763b0d9d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2629, "license_type": "no_license", "max_line_length": 102, "num_lines": 64, "path": "/temp/subtr_example.py", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "from ROOT import TROOT, TCanvas, TH1F, TChain, TLine\n\n\n\t# load files\nchain= TChain('D2KSPiPiPi_DD/DecayTree')\nchain.Add('/eos/lhcb/user/m/mamartin/D2Kshhh/Test/MD/*.root')\n\nprint 'Number of entries: ' , chain.GetEntries() \n\t#prints in the command line the number of entries\n\n\ntrigger='((D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n(D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1)) && ((D_Hlt1TrackMVADecision_TOS==1) || \\\n(D_Hlt1TwoTrackMVADecision_TOS==1))'\n\nSignalWindow = '(D_M > 1839.65) && (D_M < 1899.65)'\nSideBand = '((D_M > 1779.65) && (D_M < 1809.65)) || ((D_M > 1929.65) && (D_M < 1959.65))'\n\nh1='(((D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n(D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1)) && ((D_Hlt1TrackMVADecision_TOS==1) || \\\n(D_Hlt1TwoTrackMVADecision_TOS==1)))&&((D_M > 1839.65) && (D_M < 1899.65))'\n\nh2='(((D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n(D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1)) && ((D_Hlt1TrackMVADecision_TOS==1) || \\\n(D_Hlt1TwoTrackMVADecision_TOS==1)))&&(((D_M > 1779.65) && (D_M < 1809.65)) \\\n|| ((D_M > 1929.65) && (D_M < 1959.65)))'\n\n#D_ReFit_P\nh1_D_ReFit_P = TH1F(\"h1_D_ReFit_P\", \"D_ReFit_P\", 100, 50000, 300000)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h1_D_ReFit_P\", 'D_ReFit_P', h1) \n\t#this fills the histogram h1 with variable D_ReFit_P\nc1_D_ReFit_P = TCanvas( 'c1_D_ReFit_P', 'c1_D_ReFit_P', 200, 10, 700, 500 )\nh1_D_ReFit_P.SetFillColor(5)\nh1_D_ReFit_P.SetFillStyle(3144)\nh1_D_ReFit_P.Draw()\nc1_D_ReFit_P.Print(\"D_ReFit_P1.pdf\")\n\nh2_D_ReFit_P = TH1F(\"h2_D_ReFit_P\", \"D_ReFit_P\", 100, 50000, 300000)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h2_D_ReFit_P\", 'D_ReFit_P', h2) \n\t#this fills the histogram h1 with variable D_ReFit_P\nc2_D_ReFit_P = TCanvas( 'c2_D_ReFit_P', 'c2_D_ReFit_P', 200, 10, 700, 500 )\nh2_D_ReFit_P.SetFillColor(8)\nh2_D_ReFit_P.SetFillStyle(3005)\nh2_D_ReFit_P.Draw()\nc2_D_ReFit_P.Print(\"D_ReFit_P2.pdf\")\n\nh3_D_ReFit_P = h1_D_ReFit_P\nh3_D_ReFit_P.Add(h2_D_ReFit_P, -1)\nc3_D_ReFit_P = TCanvas( 'c3_D_ReFit_P', 'c3_D_ReFit_P', 200, 10, 700, 500 )\nh3_D_ReFit_P.SetFillColor(4)\nh3_D_ReFit_P.SetFillStyle(3016)\nh3_D_ReFit_P.Draw()\nc3_D_ReFit_P.Print(\"D_ReFit_P3.pdf\")\n\nc4_D_ReFit_P = TCanvas( 'c4_D_ReFit_P', 'c4_D_ReFit_P', 200, 10, 700, 500 )\nh2_D_ReFit_P.SetFillColor(3)\nh2_D_ReFit_P.SetFillStyle(3335)\nh3_D_ReFit_P.SetFillColor(5)\nh3_D_ReFit_P.SetFillStyle(3353)\nh2_D_ReFit_P.DrawNormalized()\nh3_D_ReFit_P.DrawNormalized('same')\nc4_D_ReFit_P.Print(\"D_ReFit_P4.pdf\")\n\n\n\n\n" }, { "alpha_fraction": 0.528715193271637, "alphanum_fraction": 0.6571936011314392, "avg_line_length": 32.779998779296875, "blob_id": "68f05a6d2aca5ceab871fd13abda7f8c710887ee", "content_id": "0785da732fc6575c91b7cecd1838db0f552db097", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5067, "license_type": "no_license", "max_line_length": 102, "num_lines": 150, "path": "/temp/subtr_new.py", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "from ROOT import TROOT, TCanvas, TH1F, TChain, TLine\n\n#m_D_meson \t\t= 1869.65\n\nchain= TChain('D2KSPiPiPi_DD/DecayTree')\nchain.Add('/eos/lhcb/user/m/mamartin/D2Kshhh/Test/MD/*.root')\n\nprint 'Number of entries: ' , chain.GetEntries() \n\t#prints in the command line the number of entries\n\ntrigger='((D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n(D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1)) && ((D_Hlt1TrackMVADecision_TOS==1) || \\\n(D_Hlt1TwoTrackMVADecision_TOS==1))'\n\nSignalWindow = '(D_M > 1839.65) && (D_M < 1899.65)'\nSideBand = '((D_M > 1779.65) && (D_M < 1809.65)) || ((D_M > 1929.65) && (D_M < 1959.65))'\n\nh1='(((D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n(D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1)) && ((D_Hlt1TrackMVADecision_TOS==1) || \\\n(D_Hlt1TwoTrackMVADecision_TOS==1)))&&((D_M > 1839.65) && (D_M < 1899.65))'\n\nh2='(((D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n(D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1)) && ((D_Hlt1TrackMVADecision_TOS==1) || \\\n(D_Hlt1TwoTrackMVADecision_TOS==1)))&&(((D_M > 1779.65) && (D_M < 1809.65)) \\\n|| ((D_M > 1929.65) && (D_M < 1959.65)))'\n\n#D_ReFit_P\nh1_D_ReFit_P = TH1F(\"h1_D_ReFit_P\", \"D_ReFit_P\", 100, 50000, 300000)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h1_D_ReFit_P\", 'D_ReFit_P', h1) \n\t#this fills the histogram h1 with variable D_ReFit_P\nc1_D_ReFit_P = TCanvas( 'c1_D_ReFit_P', 'c1_D_ReFit_P', 200, 10, 700, 500 )\nh1_D_ReFit_P.SetFillColor(5)\nh1_D_ReFit_P.SetFillStyle(3144)\nh1_D_ReFit_P.Draw()\nc1_D_ReFit_P.Print(\"D_ReFit_P1.pdf\")\n\nh2_D_ReFit_P = TH1F(\"h2_D_ReFit_P\", \"D_ReFit_P\", 100, 50000, 300000)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h2_D_ReFit_P\", 'D_ReFit_P', h2) \n\t#this fills the histogram h1 with variable D_ReFit_P\nc2_D_ReFit_P = TCanvas( 'c2_D_ReFit_P', 'c2_D_ReFit_P', 200, 10, 700, 500 )\nh2_D_ReFit_P.SetFillColor(8)\nh2_D_ReFit_P.SetFillStyle(3005)\nh2_D_ReFit_P.Draw()\nc2_D_ReFit_P.Print(\"D_ReFit_P2.pdf\")\n\nh3_D_ReFit_P = h1_D_ReFit_P\nh3_D_ReFit_P.Add(h2_D_ReFit_P, -1)\nc3_D_ReFit_P = TCanvas( 'c3_D_ReFit_P', 'c3_D_ReFit_P', 200, 10, 700, 500 )\nh3_D_ReFit_P.SetFillColor(4)\nh3_D_ReFit_P.SetFillStyle(3016)\nh3_D_ReFit_P.Draw()\nc3_D_ReFit_P.Print(\"D_ReFit_P3.pdf\")\n\nc4_D_ReFit_P = TCanvas( 'c4_D_ReFit_P', 'c4_D_ReFit_P', 200, 10, 700, 500 )\nh2_D_ReFit_P.SetFillColor(3)\nh2_D_ReFit_P.SetFillStyle(3335)\nh3_D_ReFit_P.SetFillColor(5)\nh3_D_ReFit_P.SetFillStyle(3353)\nh2_D_ReFit_P.DrawNormalized()\nh3_D_ReFit_P.DrawNormalized('same')\nc4_D_ReFit_P.Print(\"D_ReFit_P4.pdf\")\n\n\n\n\n\n\n\n'''\n#D_ReFit_decayLength/D_ReFit_decayLengthErr\nh2 = TH1F(\"h2\", \"D_ReFit_decayLength/D_ReFit_decayLengthErr\", 100, 0, 200)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h2\", 'D_ReFit_decayLength/D_ReFit_decayLengthErr', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable D_ReFit_decayLength\nc2 = TCanvas( 'c2', 'c2', 200, 10, 700, 500 )\nh2.Draw()\nc2.Print(\"D_ReFit_decayLength__Err.pdf\")\n\n\n#D_ReFit_P\nh3 = TH1F(\"h3\", \"D_ReFit_P\", 100, 0, 500000)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h3\", 'D_ReFit_P', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable D_ReFit_P\nc3 = TCanvas( 'c3', 'c3', 200, 10, 700, 500 )\nh3.Draw()\nc3.Print(\"D_ReFit_P.pdf\")\n\n\n#D_ReFit_chi2\nh4 = TH1F(\"h4\", \"D_ReFit_chi2\", 100, 0, 100)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h4\", 'D_ReFit_chi2', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable D_ReFit_chi2\nc4 = TCanvas( 'c4', 'c4', 200, 10, 700, 500 )\nh4.Draw()\nc4.Print(\"D_ReFit_chi2.pdf\")\n\n\n#D_ReFit_KS0_M\nh5 = TH1F(\"h5\", \"D_ReFit_KS0_M\", 100, 400, 600)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h5\", 'D_ReFit_KS0_M', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable D_ReFit_KS0_M\nc5 = TCanvas( 'c5', 'c5', 200, 10, 700, 500 )\nh5.Draw()\nc5.Print(\"D_ReFit_KS0_M.pdf\")\n\n\n#D_ReFit_KS0_P\nh6 = TH1F(\"h6\", \"D_ReFit_KS0_P\", 100, 0, 100000)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h6\", 'D_ReFit_KS0_P', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable D_ReFit_KS0_P\nc6 = TCanvas( 'c6', 'c6', 200, 10, 700, 500 )\nh6.Draw()\nc6.Print(\"D_ReFit_KS0_P.pdf\")\n\n\n#P1_ProbNNpi\nh7 = TH1F(\"h7\", \"P1_ProbNNpi\", 100, 0.8, 1.1)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h7\", 'P1_ProbNNpi', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable P1_ProbNNpi\nc7 = TCanvas( 'c7', 'c7', 200, 10, 700, 500 )\nh7.Draw()\nc7.Print(\"P1_ProbNNpi.pdf\")\n\n\n#P2_ProbNNpi\nh8 = TH1F(\"h8\", \"P2_ProbNNpi\", 100, 0.8, 1.1)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h8\", 'P2_ProbNNpi', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable P2_ProbNNpi\nc8 = TCanvas( 'c8', 'c8', 200, 10, 700, 500 )\nh8.Draw()\nc8.Print(\"P2_ProbNNpi.pdf\")\n\n\n#P3_ProbNNpi\nh9 = TH1F(\"h9\", \"P3_ProbNNpi\", 100, 0, 1.1)\n\t#from 0 to 600000, 100 bins\nchain.Project(\"h9\", 'P3_ProbNNpi', L0_set and Hlt1_set) \n\t#this fills the histogram h1 with variable P3_ProbNNpi\nc9 = TCanvas( 'c9', 'c9', 200, 10, 700, 500 )\nh9.Draw()\nc9.Print(\"P3_ProbNNpi.pdf\")\n'''\n" }, { "alpha_fraction": 0.5969924926757812, "alphanum_fraction": 0.6060150265693665, "avg_line_length": 30.66666603088379, "blob_id": "7ff9f5be760ac8b91b3932f1d3677a647941286d", "content_id": "93e68708df642b9e51ed917557acee99a9a17929", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Makefile", "length_bytes": 665, "license_type": "no_license", "max_line_length": 105, "num_lines": 21, "path": "/Makefile", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "# shaowei July 10/2018\n.PHONY : all\n\n# \"-\" at the beginning of each line asks make to ignore error message and not to stop\n# \"@\" asks make not to print the commands that are being executed.\nall :\n\t@-echo \"\"\n\t@-echo \"****//// NOTE: Run make repeatedly until 'Nothing to be done for' every directory. ////****\"\n\t@-echo \"\"\n\t@-cd ./exec-subtr/; make --keep-going\n\t@-cd ./exec-subtrx/; make --keep-going\n\t@-cd ./exec-fit/; make --keep-going\n\t#@-cd ./exec-TMVA/; make --keep-going\n\t@-echo \"\"\n\t@-echo \"****//// NOTE: Run make repeatedly until 'Nothing to be done for' every directory. ////****\"\n\t@-echo \"\"\n\n.PHONY : clean\nclean :\n\trm -f ./obj/*/*.o\n\trm -f ./bin/*\n" }, { "alpha_fraction": 0.6190518140792847, "alphanum_fraction": 0.6526882648468018, "avg_line_length": 39.598567962646484, "blob_id": "8d171369595bb37d1d3b21461ce2a8ba93a808c8", "content_id": "449d5cffa395922f16f8a3a57933293c63c58fa6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 11327, "license_type": "no_license", "max_line_length": 131, "num_lines": 279, "path": "/small-exec-TMVA/fitLL.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include \"RooRealVar.h\"\n#include \"RooStats/SPlot.h\"\n#include \"RooDataSet.h\"\n#include \"RooGaussian.h\"\n#include \"RooCBShape.h\"\n#include \"RooPolynomial.h\"\n#include \"RooChebychev.h\"\n#include \"RooExponential.h\"\n#include \"RooAddPdf.h\"\n#include \"TCanvas.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"RooPlot.h\"\n#include \"TAxis.h\"\n#include \"RooHist.h\"\n#include \"TMath.h\"\nusing namespace std;\nusing namespace RooFit ;\nusing namespace TMath;\n//for LL\nint fitLL()\n{\n\n cout << \"<<<< define TChain, TFile ...\"<<endl;\n\n const char* TChain_name=\"ReducedTree\";\n const char* TChain_file=\"../saved/temp.root\";\n TChain *chain= new TChain(TChain_name);\n chain->Add(TChain_file);\n TChain *chainx= new TChain(TChain_name);\n chainx->Add(TChain_file);\n TFile *newfile = new TFile(\"../saved/TMVA_root_files/reduced_LL_1.root\",\"recreate\");\n\n\n cout << \"<<<< define variables...\"<<endl;\n\n RooRealVar D_M(\"D_M\", \"D+ mass\", 1779.65, 1959.65, \"MeV\") ;\n RooRealVar D_L0HadronDecision_TOS(\"D_L0HadronDecision_TOS\",\"D_L0HadronDecision_TOS\",0,1);\n RooRealVar D_L0MuonDecision_TIS(\"D_L0MuonDecision_TIS\",\"D_L0MuonDecision_TIS\",0,1);\n RooRealVar D_L0DiMuonDecision_TIS(\"D_L0DiMuonDecision_TIS\",\"D_L0DiMuonDecision_TIS\",0,1);\n RooRealVar D_L0ElectronDecision_TIS(\"D_L0ElectronDecision_TIS\",\"D_L0ElectronDecision_TIS\",0,1);\n RooRealVar D_L0PhotonDecision_TIS(\"D_L0PhotonDecision_TIS\",\"D_L0PhotonDecision_TIS\",0,1);\n RooRealVar D_Hlt1TrackMVADecision_TOS(\"D_Hlt1TrackMVADecision_TOS\",\"D_Hlt1TrackMVADecision_TOS\",0,1);\n RooRealVar D_Hlt1TwoTrackMVADecision_TOS(\"D_Hlt1TwoTrackMVADecision_TOS\",\"D_Hlt1TwoTrackMVADecision_TOS\",0,1);\n RooArgSet variables(D_M,D_L0HadronDecision_TOS, D_L0MuonDecision_TIS,D_L0DiMuonDecision_TIS,D_L0ElectronDecision_TIS,\n D_L0PhotonDecision_TIS,D_Hlt1TrackMVADecision_TOS,D_Hlt1TwoTrackMVADecision_TOS);\n RooRealVar D_PT(\"D_PT\", \"D+ transverse momentum\", 0., 1000000.) ;\n RooRealVar D_ReFit_P(\"D_ReFit_P_double\", \"D_ReFit_P\", 0., 100000000.) ;\n RooRealVar D_ReFit_chi2(\"D_ReFit_chi2_double\", \"D_ReFit_chi2\", 0., 100000.) ;\n RooRealVar KS_PT(\"KS_PT_double\", \"KS_PT\", -100000., 100000.) ;\n RooRealVar D_ReFit_KS0_P(\"D_ReFit_KS0_P_double\", \"D_ReFit_KS0_P\", 0., 100000000.) ;\n RooRealVar P0_ProbNNpi(\"P0_ProbNNpi\", \"P0_ProbNNpi\", 0., 100.) ;\n RooRealVar P1_ProbNNpi(\"P1_ProbNNpi\", \"P1_ProbNNpi\", 0., 100.) ;\n RooRealVar P2_ProbNNpi(\"P2_ProbNNpi\", \"P2_ProbNNpi\", 0., 100.) ;\n RooRealVar D_ReFit_decayLength_vs_Err(\"D_ReFit_decayLength_vs_Err\", \"D_ReFit_decayLength_vs_Err\", 0, RooNumber::infinity()) ;\n RooRealVar LOG_D_IPCHI2_OWNPV(\"LOG_D_IPCHI2_OWNPV\", \"LOG_D_IPCHI2_OWNPV\", 0., RooNumber::infinity());\n variables.add(RooArgSet(D_PT, D_ReFit_P, D_ReFit_chi2, KS_PT, D_ReFit_KS0_P));\n variables.add(RooArgSet(P0_ProbNNpi, P1_ProbNNpi, P2_ProbNNpi, D_ReFit_decayLength_vs_Err, LOG_D_IPCHI2_OWNPV));\n\n\n cout << \"<<<< define values to write...\"<<endl;\n\n Double_t D_M_double ;\n Double_t D_PT_double ;\n Double_t P0_ProbNNpi_double ;\n Double_t P1_ProbNNpi_double ;\n Double_t P2_ProbNNpi_double ;\n Double_t D_IPCHI2_OWNPV_double ;\n Bool_t D_L0HadronDecision_TOS_bool;\n Bool_t D_L0MuonDecision_TIS_bool;\n Bool_t D_L0DiMuonDecision_TIS_bool;\n Bool_t D_L0ElectronDecision_TIS_bool;\n Bool_t D_L0PhotonDecision_TIS_bool;\n Bool_t D_Hlt1TrackMVADecision_TOS_bool;\n Bool_t D_Hlt1TwoTrackMVADecision_TOS_bool;\n Float_t D_ReFit_P_list[1];\n Float_t D_ReFit_chi2_list[1];\n Float_t KS_PT_list[1];\n Float_t D_ReFit_KS0_P_list[1];\n Float_t D_ReFit_decayLength_list[1];\n Float_t D_ReFit_decayLengthErr_list[1];\n\n\n cout << \"<<<< set branch address...\"<<endl;\n\n chain->SetBranchAddress(\"D_M\",&D_M_double);\n chain->SetBranchAddress(\"D_L0HadronDecision_TOS\",&D_L0HadronDecision_TOS_bool);\n chain->SetBranchAddress(\"D_L0MuonDecision_TIS\",&D_L0MuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0DiMuonDecision_TIS\",&D_L0DiMuonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0ElectronDecision_TIS\",&D_L0ElectronDecision_TIS_bool);\n chain->SetBranchAddress(\"D_L0PhotonDecision_TIS\",&D_L0PhotonDecision_TIS_bool);\n chain->SetBranchAddress(\"D_Hlt1TrackMVADecision_TOS\",&D_Hlt1TrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_Hlt1TwoTrackMVADecision_TOS\",&D_Hlt1TwoTrackMVADecision_TOS_bool);\n chain->SetBranchAddress(\"D_PT\",&D_PT_double);\n chain->SetBranchAddress(\"D_ReFit_P\",&D_ReFit_P_list);\n chain->SetBranchAddress(\"D_ReFit_chi2\",&D_ReFit_chi2_list);\n chain->SetBranchAddress(\"KS_PT\",&KS_PT_list);\n chain->SetBranchAddress(\"D_ReFit_KS0_P\",&D_ReFit_KS0_P_list);\n chain->SetBranchAddress(\"D_ReFit_decayLength\",&D_ReFit_decayLength_list);\n chain->SetBranchAddress(\"D_ReFit_decayLengthErr\",&D_ReFit_decayLengthErr_list);\n chain->SetBranchAddress(\"P0_ProbNNpi\",&P0_ProbNNpi_double);\n chain->SetBranchAddress(\"P1_ProbNNpi\",&P1_ProbNNpi_double);\n chain->SetBranchAddress(\"P2_ProbNNpi\",&P2_ProbNNpi_double);\n chain->SetBranchAddress(\"D_IPCHI2_OWNPV\",&D_IPCHI2_OWNPV_double);\n\n\n cout << \"<<<< creat dataset and write...\"<<endl;\n\n RooDataSet *ds=new RooDataSet(\"ds\", \"ds\", variables);\n Long64_t nentries = chain->GetEntries();\n Long64_t nevents=0; //count number of dataset events\n cout << \"<<<< Number of Entries in chain(original):\"<<nentries <<endl;\n cout << \"<<<< Start importing data to *ds....\\n\";\n\n for (Long64_t i=0; i<nentries; i++)\n {\n chain->GetEntry(i);\n\n D_M = D_M_double;\n D_L0HadronDecision_TOS = (Double_t)D_L0HadronDecision_TOS_bool;\n D_L0MuonDecision_TIS = (Double_t)D_L0MuonDecision_TIS_bool;\n D_L0DiMuonDecision_TIS = (Double_t)D_L0DiMuonDecision_TIS_bool;\n D_L0ElectronDecision_TIS = (Double_t)D_L0ElectronDecision_TIS_bool;\n D_L0PhotonDecision_TIS = (Double_t)D_L0PhotonDecision_TIS_bool;\n D_Hlt1TrackMVADecision_TOS = (Double_t)D_Hlt1TrackMVADecision_TOS_bool;\n D_Hlt1TwoTrackMVADecision_TOS = (Double_t)D_Hlt1TwoTrackMVADecision_TOS_bool;\n D_PT = D_PT_double;\n D_ReFit_P = (Double_t)D_ReFit_P_list[0];\n D_ReFit_chi2 = (Double_t)D_ReFit_chi2_list[0];\n KS_PT = (Double_t)KS_PT_list[0];\n D_ReFit_KS0_P = (Double_t)D_ReFit_KS0_P_list[0];\n P0_ProbNNpi = P0_ProbNNpi_double;\n P1_ProbNNpi = P1_ProbNNpi_double;\n P2_ProbNNpi = P2_ProbNNpi_double;\n D_ReFit_decayLength_vs_Err = (Double_t)D_ReFit_decayLength_list[0]/(Double_t)D_ReFit_decayLengthErr_list[0];\n LOG_D_IPCHI2_OWNPV = TMath::Log(D_IPCHI2_OWNPV_double);\n\n if (1) {\n ds->add(variables,1.0);\n nevents++;\n }\n }\n //chain->Print();\n cout << \"<<<<number of events on dataset:\" << nevents <<endl;\n cout << \"<<<<Importing complete. RooDataSet ds created!\\n\";\n\n\n\n\n\n TTree *newtree = (TTree*)chainx->CopyTree(\"\");\n //newtree->Print();\n\n\n //check if nentries_newtree & nevents matches\n Long64_t nentries_newtree=newtree->GetEntries();\n if(nentries_newtree!=nevents) {\n cout << \"nentries_newtree!=nevents\" <<endl;\n return 0;\n }\n\n\n\n RooRealVar mean(\"mean\",\"mean of gaussian\",1869.,1859.,1879.) ;\n RooRealVar mean_1(\"mean_1\",\"mean of gaussian(1)\",1869.,1859.,1879.) ;\n RooRealVar sigma(\"sigma\",\"width of gaussian\",10.,0.1,20.) ;\n RooRealVar sigma_1(\"sigma_1\",\"width of gaussian(1)\",20.,0.1,30.) ;\n RooGaussian gauss(\"gauss\",\"gaussian PDF\", D_M, mean, sigma) ;\n RooGaussian gauss_1(\"gauss_1\",\"gaussian PDF(1)\", D_M, mean_1, sigma_1) ;\n RooRealVar gauss_frac(\"gauss_frac\",\"fraction of component 1 in signal\",0.8,0.,1.) ;\n RooAddPdf gauss_all(\"gauss_all\", \"combination of gaussian function\", RooArgList(gauss, gauss_1), RooArgList(gauss_frac));\n\n RooRealVar x1(\"x1\", \"para1\", -1., 1.);\n RooRealVar x2(\"x2\", \"para2\", -1., 1.);\n RooRealVar x3(\"x3\", \"para3\", -1., 1.);\n //RooPolynomial poly(\"poly\", \"3-para-poly\", D_M, RooArgList(x1), 0);\n RooExponential poly(\"poly\", \"3-para-poly\", D_M, x1);\n\n RooRealVar gauss_poly_frac(\"gauss_poly_frac\",\"fraction of signal\",20000,500000) ;\n RooRealVar gauss_poly_frac_1(\"gauss_poly_frac_1\",\"fraction of background\",20000,500000) ;\n RooAddPdf event(\"even\",\"event\",RooArgList(gauss, poly), RooArgList(gauss_poly_frac, gauss_poly_frac_1)) ;\n\n\n // Construct plot frame in 'D_M'\n RooPlot* xframe = D_M.frame(Title(\"Event p.d.f.\")) ;\n RooPlot* xframe_2 = D_M.frame(Title(\" \")) ;\n xframe_2->SetYTitle(\"pull distribution\");\n\n event.fitTo(*ds, NumCPU(10)) ;\n cout<<\"fitting complete!\\n\";\n //print variable values\n cout<<\"para list:\\n\";\n\n mean.Print() ;\n //mean_1.Print() ;\n sigma.Print() ;\n //sigma_1.Print() ;\n x1.Print();\n x2.Print();\n x3.Print();\n //gauss_frac.Print();\n gauss_poly_frac.Print();\n gauss_poly_frac_1.Print();\n\n // Draw all frames on a canvas\n // Draw part 1\n ds->plotOn(xframe);\n event.plotOn(xframe) ;\n RooHist* hpull = xframe->pullHist() ;\n event.plotOn(xframe,Components(poly),LineColor(kRed),LineStyle(kDashed)) ;\n event.plotOn(xframe,Components(gauss_all),LineColor(kBlue),LineStyle(kDashed)) ;\n //event.plotOn(xframe,Components(gauss),LineColor(kBlue),LineStyle(kDashed)) ;\n //event.plotOn(xframe,Components(gauss_1),LineColor(kGreen),LineStyle(kDashed)) ;\n xframe_2->addPlotable(hpull, \"P\") ;\n\n TCanvas* c = new TCanvas(\"total_plot\",\"total_plot\",600,1200) ;\n c->Divide(1,2) ;\n c->cd(1) ;\n gPad->SetLeftMargin(0.15) ;\n xframe->GetYaxis()->SetTitleOffset(1.6) ;\n xframe->Draw() ;\n\n c->cd(2) ;\n gPad->SetLeftMargin(0.15) ;\n xframe_2->GetYaxis()->SetTitleOffset(1.6) ;\n xframe_2->GetYaxis()->SetRangeUser(-5., 5.);\n xframe_2->Draw() ;\n\n c->Print(\"../plotdir/D2KSPiPiPi_LL/fit_mass_D2KSPiPiPi_LL.pdf\");\n\n\n\n // Draw part 2\n RooStats::SPlot* sData = new RooStats::SPlot(\"sData\",\"An SPlot\", *ds, &event, RooArgList(gauss_poly_frac, gauss_poly_frac_1) );\n\n std::cout << \"Check SWeights:\" << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac is \"\n << gauss_poly_frac.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac\") << std::endl;\n std::cout << std::endl << \"Yield of gauss_poly_frac_1 is \"\n << gauss_poly_frac_1.getVal() << \". From sWeights it is \"\n << sData->GetYieldFromSWeight(\"gauss_poly_frac_1\") << std::endl;\n\n\n\n Double_t swei, bwei;\n swei= 1. ;\n bwei= 1. ;\n TBranch *swei_branch = newtree->Branch(\"swei\", &swei, \"swei/D\");\n TBranch *bwei_branch = newtree->Branch(\"bwei\", &bwei, \"bwei/D\");\n\n for(Int_t sdata_index = 0; sdata_index < nentries_newtree; sdata_index++)\n {\n newtree->GetEntry(sdata_index);\n swei=sData->GetSWeight(sdata_index, \"gauss_poly_frac\");\n bwei=sData->GetSWeight(sdata_index, \"gauss_poly_frac_1\");\n //cout<<\"this is the \"<<sdata_index<<\"th item of weights\"<<endl;\n //cout<<swei<<endl;\n //cout<<bwei<<endl;\n swei_branch->Fill();\n bwei_branch->Fill();\n\n }\n //newtree->Print();\n newfile->cd();\n newtree->Write(\"ReducedTree\");\n\n\n\n //release pointers\n delete xframe;\n delete xframe_2;\n delete chain;\n delete c;\n return 0;\n}\n" }, { "alpha_fraction": 0.5398886799812317, "alphanum_fraction": 0.5986394286155701, "avg_line_length": 31.34000015258789, "blob_id": "5048ee37843aa3433802952e1816872d2003dbaf", "content_id": "83a03e9c704bab8a7c31aaf47275c796bf0e8be4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1617, "license_type": "no_license", "max_line_length": 113, "num_lines": 50, "path": "/temp/D0mumuXroot.py", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "from ROOT import TROOT, TCanvas, TH1F, TChain\n\n###################################\n\n\t#Load a file \n\n###################################\n\nchain= TChain('DecayTreeTuple/DecayTree')\nchain.Add('Tuples/DVNtuple_mumu_tmp_MU.root')\nchain.Add('Tuples/DVNtuple_mumu_tmp_MD.root')\n\t#you can add as many files as needed\n\nprint 'Number of entries: ' , chain.GetEntries() \n\t#prints in the command line the number of entries\n\n###################################\n\t#Step 1: Draw a histogram of the D0 mass and save it to a pdf\n###################################\n\nh1 = TH1F(\"h1\", \"D0 mass\", 50, 1700, 2000)\nchain.Project(\"h1\", 'D0_M') \n\t#this fills the histogram h1 with variable D0_M\n\nc1 = TCanvas( 'c1', 'c1', 200, 10, 700, 500 )\nh1.Draw()\nc1.Print(\"test_MD.pdf\")\n\n###################################\n\t#Step 2: Draw a normalised histogram of both the generated and reconstructed x-momentum of D0\n###################################\n\n# \t#first we need to load also the generated tree\n# MCchain= TChain('MCDecayTreeTuple/MCDecayTree')\n# MCchain.Add('Tuples/DVNtuple_mumu_tmp_MU.root')\n# MCchain.Add('Tuples/DVNtuple_mumu_tmp_MD.root')\n\n# h3 = TH1F(\"h3\", \" \", 50, -15000, 20000)\n# chain.Project(\"h3\", 'D0_PX')\n\n# h2 = TH1F(\"h2\", \" \", 50, -15000, 20000)\n# MCchain.Project(\"h2\", 'D0_TRUEP_X')\n\n# c2 = TCanvas( 'c2', 'c2', 200, 10, 700, 500 )\n# h2.DrawNormalized() \t\t\n# \t#we are drawing normalised histograms (meaning we scale them with the number of events, so the integral is 1),\n# \t#because h2 has so many more events, that otherwise we couldn't see h3 at all\n# h3.SetLineColor(2)\n# h3.DrawNormalized(\"same\")\n# c2.Print(\"test_P.pdf\")\n" }, { "alpha_fraction": 0.5976524353027344, "alphanum_fraction": 0.6354743838310242, "avg_line_length": 37.79747009277344, "blob_id": "80634418f52b434612ff53955c021d81002ff6b7", "content_id": "262100346fd0de072229dfd895f6267134781eaf", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 3067, "license_type": "no_license", "max_line_length": 145, "num_lines": 79, "path": "/small-exec-TMVA/preselection.cc", "repo_name": "wswxyq/root-test", "src_encoding": "UTF-8", "text": "//This script generate the Reduced tree after cut\n\n#ifndef __CINT__\n#include \"RooGlobalFunc.h\"\n#endif\n#include \"RooDataSet.h\"\n#include \"TChain.h\"\n#include \"TFile.h\"\n#include \"TMath.h\"\n\nusing namespace RooFit ;\nusing namespace std;\nusing namespace TMath;\n\nconst char* eosdir=\"/eos/user/s/shaowei/\";\n\nint preselection()\n{\n\n //define TChain, TFile\n const char* TChain_name=\"D2KSPiPiPi_LL/DecayTree\";\n const char* TChain_file=\"/eos/lhcb/user/m/mamartin/D2Kshhh/Test/MD/*.root\";\n\n TChain *chainx= new TChain(TChain_name);\n chainx->Add(TChain_file);\n TFile *newfile = new TFile(\"../saved/temp.root\",\"recreate\");\n\n\n //creat newtree\n chainx->SetBranchStatus(\"*\",0);\n chainx->SetBranchStatus(\"D_M\",1);\n chainx->SetBranchStatus(\"D_L0HadronDecision_TOS\",1);\n chainx->SetBranchStatus(\"D_L0MuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0DiMuonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0ElectronDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_L0PhotonDecision_TIS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_Hlt1TwoTrackMVADecision_TOS\",1);\n chainx->SetBranchStatus(\"D_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_chi2\",1);\n chainx->SetBranchStatus(\"KS_PT\",1);\n chainx->SetBranchStatus(\"D_ReFit_KS0_P\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLength\",1);\n chainx->SetBranchStatus(\"D_ReFit_decayLengthErr\",1);\n chainx->SetBranchStatus(\"P0_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P1_ProbNNpi\",1);\n chainx->SetBranchStatus(\"P2_ProbNNpi\",1);\n chainx->SetBranchStatus(\"D_IPCHI2_OWNPV\",1);\n chainx->SetBranchStatus(\"P0_ID\",1);\n chainx->SetBranchStatus(\"P0_P\",1);\n chainx->SetBranchStatus(\"P0_PX\",1);\n chainx->SetBranchStatus(\"P0_PY\",1);\n chainx->SetBranchStatus(\"P0_PZ\",1);\n chainx->SetBranchStatus(\"P1_P\",1);\n chainx->SetBranchStatus(\"P1_PX\",1);\n chainx->SetBranchStatus(\"P1_PY\",1);\n chainx->SetBranchStatus(\"P1_PZ\",1);\n chainx->SetBranchStatus(\"P2_P\",1);\n chainx->SetBranchStatus(\"P2_PX\",1);\n chainx->SetBranchStatus(\"P2_PY\",1);\n chainx->SetBranchStatus(\"P2_PZ\",1);\n\n TTree *newtree = (TTree*)chainx->CopyTree(\"( ( (D_L0HadronDecision_TOS==1) || (D_L0MuonDecision_TIS==1) || (D_L0DiMuonDecision_TIS==1) || \\\n (D_L0ElectronDecision_TIS==1) || (D_L0PhotonDecision_TIS==1) ) && ( (D_Hlt1TrackMVADecision_TOS==1) || \\\n (D_Hlt1TwoTrackMVADecision_TOS==1) ) )&& (D_M>1779.65&&D_M<1959.65) &&(D_IPCHI2_OWNPV>0)&&( (KS_PT>0.)||(KS_PT<=0.) )\\\n &&( (D_PT>0.)||(D_PT<=0.) )\\\n &&( (D_ReFit_P>0.)||(D_ReFit_P<=0.) )\\\n &&( (D_ReFit_KS0_P>0.)||(D_ReFit_KS0_P<=0.) )\\\n &&( (P0_ProbNNpi>0.)||(P0_ProbNNpi<=0.) )\\\n &&( (P1_ProbNNpi>0.)||(P1_ProbNNpi<=0.) )\\\n &&( (P2_ProbNNpi>0.)||(P2_ProbNNpi<=0.) )\\\n &&( (D_ReFit_decayLength>0.)||(D_ReFit_decayLength<=0.) )\\\n &&( (D_ReFit_decayLengthErr>0.)||(D_ReFit_decayLengthErr<0.) )\\\n \");\n newfile->cd();\n newtree->Write(\"ReducedTree\");\n return 0;\n}\n\n\n" } ]
45
joeldudley/LexerParserGenerators
https://github.com/joeldudley/LexerParserGenerators
e4cf217d8fe4a79bfb745073aa0169fddff3af1a
6d2cdc058f62cc676c5c7c22fa5c2260ca867bf2
66b6ae47b8723225bcf5197b8506f9265f84eeef
refs/heads/master
2016-09-26T13:57:03.680444
2016-05-22T10:22:15
2016-05-22T10:22:15
51,697,227
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6947996616363525, "alphanum_fraction": 0.6965047121047974, "avg_line_length": 22.676767349243164, "blob_id": "a9ffba92e4f5ef9f82fe2c5f3cd35a842af10811", "content_id": "f00d79a379e73f01b4416b60d6726b6287701c18", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2346, "license_type": "no_license", "max_line_length": 81, "num_lines": 99, "path": "/Lexer.py", "repo_name": "joeldudley/LexerParserGenerators", "src_encoding": "UTF-8", "text": "\n\n# The Lexer class generates a lexer from a set of token-regex pairs.\n\n\nfrom LexerTable import LexerTable\n\n\nclass Lexer:\n\t\"\"\"\n\tgenerates a table-driven lexer from a set of token-regex pairs\n\t\"\"\"\n\n\tdef __init__(self, tokenRules):\n\t\t\"\"\"\n\t\tgenerates the tables that drive the scanner, and sets the initial input to None\n\n\t\ttokenRules: a list of token-regex pairs\n\t\t\"\"\"\n\t\tself.lexerTable = LexerTable(tokenRules)\n\t\tself.input = None\n\n\n\tdef inputRemaining(self):\n\t\t\"\"\"\n\t\tchecks if there are any characters remaining in the input stream\n\n\t\treturns: a boolean indicating whether there are characters remaining\n\t\t\"\"\"\n\t\treturn self.charIndex < len(self.input)\n\n\n\tdef _nextChar(self):\n\t\t\"\"\"\n\t\treturns the next character in the lexer's input\n\n\t\treturns: the next character in the lexer's input\n\t\t\"\"\"\n\t\tchar = self.input[self.charIndex]\n\t\tself.charIndex += 1\n\t\treturn char\n\n\n\tdef provideInput(self, inputText):\n\t\t\"\"\"\n\t\tprovides input to the lexer\n\n\t\tinputText: the string to be lexed\n\n\t\treturns: void\n\t\t\"\"\"\n\t\tself.input = inputText\n\t\tself.charIndex = 0\n\n\n\tdef nextWord(self):\n\t\t\"\"\"\n\t\treturns the next word in the input stream\n\n\t\treturns: the next word in the input stream\n\t\t\"\"\"\n\t\tif not self.input:\n\t\t\traise RuntimeError('No input provided to lexer.')\n\n\t\tif not self.inputRemaining():\n\t\t\treturn ('eof', 'eof')\n\n\t\tstate = self.lexerTable.startState\n\t\tlexeme = \"\"\n\t\t# This stack holds all the states since the last accepting state.\n\t\tstack = []\n\n\t\t# We consume characters until we reach an error state.\n\t\twhile self.inputRemaining():\n\t\t\tchar = self._nextChar()\n\t\t\tlexeme += char\n\n\t\t\t# Whenver we reach a valid state, we clear the stack, \n\t\t\t# since we know that we won't have to roll back beyond \n\t\t\t# this point.\n\t\t\tif state in self.lexerTable.tokenTypeTable:\n\t\t\t\tstack = []\n\t\t\tstack.append(state)\n\n\t\t\ttry:\n\t\t\t\tstate = self.lexerTable.transitionTable[state][char]\n\t\t\texcept KeyError:\n\t\t\t\tstate = 'invalid'\n\t\t\t\tbreak\n\n\t\t# We roll back the input until we reach a valid state or the \n\t\t# stack of states since the last accepting state is empty\n\t\twhile (state not in self.lexerTable.tokenTypeTable) and stack:\n\t\t\tstate = stack.pop()\n\t\t\tlexeme = lexeme[:-1]\n\t\t\tself.charIndex -= 1\n\n\t\tif state not in self.lexerTable.tokenTypeTable:\n\t\t\traise ValueError(\"Lex error on character '{}'.\".format(char))\n\t\telse:\n\t\t\treturn (self.lexerTable.tokenTypeTable[state], lexeme)\n" }, { "alpha_fraction": 0.6527026891708374, "alphanum_fraction": 0.658108115196228, "avg_line_length": 21.393939971923828, "blob_id": "a94be60d046846720887bd5fce2ece69ae138b7a", "content_id": "55b8958bcf9efb73d043045315dacbed50f68d73", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 740, "license_type": "no_license", "max_line_length": 82, "num_lines": 33, "path": "/ParserUtilityClasses.py", "repo_name": "joeldudley/LexerParserGenerators", "src_encoding": "UTF-8", "text": "\n\n# The Node class is used by the LL(1) and LR(1) parsers to construct a parse tree.\n\n\nclass Node:\n\t\"\"\"\n\ta tree node with a varibale number of children\n\t\"\"\"\n\n\tdef __init__(self, value):\n\t\t\"\"\"\n\t\tinitializes the node with a given value and empty child list\n\n\t\tvalue: the node's value\n\t\t\"\"\"\n\t\tself.value = value\n\t\tself.children = []\n\n\n\tdef __repr__(self, level=0):\n\t\t\"\"\"\n\t\tprints the tree using offsets to show the structure\n\n\t\tlevel: the offset to use, generated recursively\n\n\t\treturns: a representation of the node and all nodes below it\n\t\t\"\"\"\n\t\trep = \" \" * level + repr(self.value) + \"\\n\"\n\n\t\tfor child in reversed(self.children):\n\t\t\t# We increment the offset to be used for the next level.\n\t\t\trep += child.__repr__(level + 1)\n\n\t\treturn rep" }, { "alpha_fraction": 0.6935462355613708, "alphanum_fraction": 0.699449896812439, "avg_line_length": 28, "blob_id": "23b807ea66770136fb084f12fb1fd3c282c06f78", "content_id": "32d8d522611f418bb0e37e0c2d29bb6f77dd9957", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7454, "license_type": "no_license", "max_line_length": 80, "num_lines": 257, "path": "/LR1ParserTable.py", "repo_name": "joeldudley/LexerParserGenerators", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\n\nfrom collections import defaultdict\nfrom Grammar import Grammar\n\n\nclass LRItem:\n\t\"\"\"\n\trepresents an LR(1) parser's LR(1) items\n\t\"\"\"\n\n\tdef __init__(self, production, position, lookahead):\n\t\t\"\"\"\n\t\tinitializes the production, position and lookahead of the LR(1) \n\t\t\titem\n\n\t\tproduction: an (lhs, list of rhs symbols) pair\n\t\tposition: the index of the LR(1) item's current position in \n\t\t\tthe production\n\t\tlookahead: the lookahead symbol of the LR(1) item\n\t\t\"\"\"\n\t\tself.production = production\n\t\tself.position = position\n\t\tself.lookahead = lookahead\n\n\n\tdef __repr__(self):\n\t\t\"\"\"\n\t\tstringifies the LR(1) item, using '.' to represent the \n\t\t\tcurrent position in the production\n\t\t\"\"\"\n\t\trep = self.production[0] + \" -> \"\n\n\t\trhs = self.production[1]\n\t\trhsWithMarker = rhs[:self.position] + ['.'] + rhs[self.position:]\n\t\trep += \" \".join(rhsWithMarker)\n\n\t\trep += \", \" + self.lookahead\n\n\t\treturn rep\n\n\n\tdef __eq__(self, other):\n\t\t\"\"\"\n\t\ttwo LR(1) items are equal if their productions, positions and \n\t\t\tlookahead are the same\n\n\t\tother: the LR(1) being compared against\n\t\t\"\"\"\n\t\tif (self.production == other.production and \n\t\t\tself.position == other.position and\n\t\t\tself.lookahead == other.lookahead):\n\t\t\t\treturn True\n\t\treturn False\n\n\n\tdef advance(self):\n\t\t\"\"\"\n\t\treturns the LR(1) item obtained by moving forward one position from \n\t\t\tthis LR(1) item\n\t\t\"\"\"\n\t\treturn LRItem(self.production, self.position + 1, self.lookahead)\n\n\n\tdef nextSymbol(self):\n\t\t\"\"\"\n\t\treturns the symbol after the LR(1) item's current position\n\n\t\treturns: the next symbol, or None if the end of the \n\t\t\tproduction has been reached\n\t\t\"\"\" \n\t\twhile self.position < len(self.production[1]):\n\t\t\t# There are symbols remaining in the production.\n\t\t\tif self.production[1][self.position] == 'ε':\n\t\t\t\t# If we're currently on an epsilon symbol, we pass over it.\n\t\t\t\tself.position += 1\n\t\t\telse:\n\t\t\t\treturn self.production[1][self.position]\n\t\telse:\n\t\t\t# We have reached the end of the production.\n\t\t\treturn None\n\n\n\tdef remainingSymbols(self):\n\t\t\"\"\"\n\t\treturns an item's remaining symbols\n\n\t\treturns: the symbols after the item's current position, including the \n\t\t\tlookahead\n\t\t\"\"\"\n\t\treturn self.production[1][self.position + 1:] + [self.lookahead]\n\n\nclass LR1ParserTable:\n\t\"\"\"\n\tbuilds an LR(1) parser table from a grammar\n\t\"\"\"\n\n\tdef __init__(self, grammar):\n\t\t\"\"\"\n\t\tconstructs an LR(1) parser table\n\n\t\tgrammar: an instance of the Grammar class, representing the grammar we \n\t\t\twish to generate a parser-table for\n\t\t\"\"\"\n\t\tcc, gotoTable, self.Goto = self._cannonicalCollection(grammar)\n\t\tself.Action = self._constructLR1Table(cc, gotoTable, grammar)\n\n\n\tdef _closure(self, lrItems, grammar):\n\t\t\"\"\"\n\t\tgenerates the closure of a set of LR(1) items\n\n\t\tlrItems: the initial set of LR(1) items for which to generate the closure\n\t\tgrammar: the grammar to use to generate the closure\n\n\t\treturns: the generated closure\n\t\t\"\"\"\n\t\t# We grow the closure as we iterate through it.\n\t\tfor item in lrItems:\n\t\t\tnextSymbol = item.nextSymbol()\n\t\t\t# We generate the first-set of the item's remaining symbols plus \n\t\t\t# its lookahead.\n\t\t\tremainingSymbols = item.remainingSymbols()\n\t\t\tfirstSet = grammar.firstSet(remainingSymbols, grammar.firstSets())\n\n\t\t\tfor production in grammar.productions:\n\t\t\t\t# We search for productions that expand the LR(1) item's\n\t\t\t\t# current symbol.\n\t\t\t\tif production[0] == nextSymbol:\n\t\t\t\t\t# We grow the closure.\n\t\t\t\t\tfor terminal in firstSet:\n\t\t\t\t\t\tnewLRItem = LRItem(production, 0, terminal)\n\t\t\t\t\t\tif newLRItem not in lrItems:\n\t\t\t\t\t\t\tlrItems.append(newLRItem)\n\n\t\treturn lrItems\n\n\n\tdef _goto(self, ccSet, symbol, grammar):\n\t\t\"\"\"\n\t\ttakes a closure and returns the closure obtained by moving \n\t\t\tforward from the initial closure by the given symbol\n\n\t\tccSet: the cannonical-collection set to move forward from\n\t\tsymbol: the symbol to move forward by\n\t\tgrammar: the grammar from for which we are computing the goto's\n\n\t\treturns: the closure resulting from moving forward by the given symbol\n\t\t\"\"\"\n\t\tnewStates = []\n\n\t\tfor lrItem in ccSet:\n\n\t\t\tnextSymbol = lrItem.nextSymbol()\n\n\t\t\tif nextSymbol == symbol:\n\t\t\t\t# We create a new LR(1) item whose position is one further \n\t\t\t\t# along.\n\t\t\t\tnewLRItem = lrItem.advance()\n\t\t\t\t\n\t\t\t\tif newLRItem not in newStates:\n\t\t\t\t\tnewStates.append(newLRItem)\n\n\t\treturn self._closure(newStates, grammar)\n\n\n\tdef _cannonicalCollection(self, grammar):\n\t\t\"\"\"\n\t\tconstructs the grammar's canonical collection, a dictionary of \n\t\t\ttransitions between the cc states, and a similar dictionary \n\t\t\tincluding only the transitions on non-terminals (the parser's \n\t\t\tGoto table)\n\n\t\tgrammar: the grammar for which we are constructing the cannonical \n\t\t\tcollection\n\n\t\treturns: the cannonical collection for the grammar, a table recording \n\t\t\tthe transitions between cc states, and the Goto parse table for \n\t\t\tthe grammar\n\t\t\"\"\"\n\t\t# The starting LR(1) item for constructing the cannonical collection \n\t\t# is the far left-hand side of the grammar's first production.\n\t\tstart = LRItem(grammar.productions[0], 0, 'eof')\n\n\t\t# We build both the cannonical collection and a table showing the goto \n\t\t# transitions between states.\n\t\tcc = [self._closure([start], grammar)]\n\t\ttransitions, Goto = defaultdict(dict), defaultdict(dict)\n\n\t\tfor i, ccSet in enumerate(cc):\n\n\t\t\t# We create a list of symbols for which there is a transition \n\t\t\t# from the current set of items.\n\t\t\tnextSymbols = set([item.nextSymbol() for item in ccSet if item.nextSymbol()])\n\n\t\t\t# For each transition symbol, we create the goto set, append it to the \n\t\t\t# cannonical collection, and fill out the transition and Goto tables.\n\t\t\tfor symbol in nextSymbols:\n\t\t\t\tnewSet = self._goto(ccSet, symbol, grammar)\n\t\t\t\tif newSet not in cc:\n\t\t\t\t\tcc.append(newSet)\n\n\t\t\t\t# The state won't necessarily be at the end of the cannonical \n\t\t\t\t# collection, since it may have already been added.\n\t\t\t\tnewStateIndex = cc.index(newSet)\n\n\t\t\t\t# We fill in both the transition and Goto tables.\n\t\t\t\ttransitions[i][symbol] = newStateIndex\n\t\t\t\t# The Goto table only maps non-terminal transitions.\n\t\t\t\tif symbol in grammar.nonTerminals:\n\t\t\t\t\tGoto[i][symbol] = newStateIndex\n\n\t\treturn cc, transitions, Goto\n\n\n\tdef _constructLR1Table(self, cc, transitions, grammar):\n\t\t\"\"\"\n\t\tconstructs the LR(1) parser table from a cannonical set of states\n\n\t\tcc: the grammar's cannonical states\n\t\ttransitions: a table mapping the transitions between cannonical states\n\t\tgrammar: the grammar for which we are constructing the LR(1) parser \n\t\t\ttable\n\n\t\treturns: the Action parse table for the grammar\n\t\t\"\"\"\n\t\t# The goal LR(1) item is the far right-hand side of the grammar's \n\t\t# first production.\n\t\tgoal = LRItem(grammar.productions[0], len(grammar.productions[0][1]), \n\t\t\t'eof')\n\n\t\t# We construct a 2-dimensional dictionary mapping cannonical\n\t\t# collection state/symbol pairs to actions.\n\t\tAction = defaultdict(dict)\n\n\t\tfor i, ccSet in enumerate(cc):\n\t\t\tfor state in ccSet:\n\t\t\t\tnextSymbol = state.nextSymbol()\n\n\t\t\t\t# This branch generates 'shift' actions.\n\t\t\t\tif nextSymbol in grammar.terminals:\n\t\t\t\t\tAction[i][nextSymbol] = (\"shift\", transitions[i][nextSymbol])\n\n\t\t\t\t# This branch corresponds to having reached the far right-hand \n\t\t\t\t# side of the LR(1) item, and generates 'reduce' or 'accept' \n\t\t\t\t# transitions.\n\t\t\t\telif not nextSymbol:\n\t\t\t\t\tif state == goal:\n\t\t\t\t\t\tAction[i]['eof'] = (\"accept\", 0)\n\t\t\t\t\telse:\n\t\t\t\t\t\tAction[i][state.lookahead] = (\"reduce\", \n\t\t\t\t\t\t\tgrammar.productions.index(state.production))\n\n\t\treturn Action\n" }, { "alpha_fraction": 0.6740451455116272, "alphanum_fraction": 0.6788194179534912, "avg_line_length": 26.10588264465332, "blob_id": "ae3790386d4fee00874436beeb101f2062087d17", "content_id": "bd950b94f5f9f0e10b45c9bec1f29e9560f55c99", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2305, "license_type": "no_license", "max_line_length": 78, "num_lines": 85, "path": "/LL1Parser.py", "repo_name": "joeldudley/LexerParserGenerators", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\n\n# The LL1Parser class generates an LL(1) parser from a grammar in string form.\n\n\nfrom Grammar import Grammar\nfrom LL1ParserTable import LL1ParserTable\nfrom ParserUtilityClasses import Node\n\n\nclass LL1Parser:\n\t\"\"\"\n\tgenerates a table-driven LL(1) parser from a grammar in string form\n\t\"\"\"\n\n\tdef __init__(self, grammarStr):\n\t\t\"\"\"\n\t\tuses the grammar in string form to create the Grammar and \n\t\t\tLL1ParserTable instances that power the parser\n\n\t\tgrammarStr: the grammar in string form\n\t\t\"\"\"\n\t\tself.grammar = Grammar(grammarStr)\n\t\tself.parserTable = LL1ParserTable(self.grammar)\n\n\n\tdef parse(self, lexer, inputStr):\n\t\t\"\"\"\n\t\tgenerates a concrete syntax tree from a string in the grammar\n\n\t\tlexer: a lexer for the parser's grammar\n\t\tstring: the string to be parsed\n\n\t\treturns: a concrete syntax tree\n\t\t\"\"\"\n\t\t# We start with the grammar's first symbol.\n\t\tfocus = self.grammar.startSymbol\n\t\t# We keep a reference to the root node, to return later.\n\t\troot = Node(focus)\n\t\t# We push an EOF-node onto the stack so that we know when we have stepped \n\t\t# through the entirety of the input.\n\t\tstack = [Node('eof'), root]\n\n\t\t# We feed the input to the lexer\n\t\tlexer.provideInput(inputStr)\n\t\ttoken, text = lexer.nextWord()\n\n\t\t# We loop until the parse is complete or an error is raised.\n\t\twhile True:\n\t\t\tif focus == 'eof' and token == 'eof':\n\t\t\t\treturn root\n\n\t\t\t# The focus can either be a terminal, in which case we replace it...\n\t\t\telif focus == 'eof' or focus in self.grammar.terminals:\n\t\t\t\tif focus == token:\n\t\t\t\t\t# We grow the tree.\n\t\t\t\t\tparent = stack.pop()\n\t\t\t\t\tparent.children.append(Node(text))\n\t\t\t\t\ttoken, text = lexer.nextWord()\n\n\t\t\t\telse:\n\t\t\t\t\traise ValueError(\"Parse error on token '{}'.\".format(token))\n\n\t\t\t# ...or a non-terminal, in which case we expand it and add its \n\t\t\t# elements to the stack.\n\t\t\telse:\n\t\t\t\ttry:\n\t\t\t\t\texpansionNum = self.parserTable.table[focus][token]\n\t\t\t\t\texpansion = self.grammar.productions[expansionNum][1]\n\n\t\t\t\t\tparent = stack.pop()\n\n\t\t\t\t\tfor symbol in reversed(expansion):\n\t\t\t\t\t\tif symbol != 'ε':\n\t\t\t\t\t\t\t# We grow the tree.\n\t\t\t\t\t\t\tchild = Node(symbol)\n\t\t\t\t\t\t\tparent.children.append(child)\n\t\t\t\t\t\t\tstack.append(child)\n\n\t\t\t\texcept KeyError:\n\t\t\t\t\traise ValueError(\"Parse error on token '{}'.\".format(token))\n\n\t\t\tfocus = stack[-1].value\n" }, { "alpha_fraction": 0.44241392612457275, "alphanum_fraction": 0.4577135443687439, "avg_line_length": 17.674602508544922, "blob_id": "ed045a72fdf69cc3e10e0bb7ecfb58cf3a1e6d14", "content_id": "4dfb7d8c088cc2ece605d75558e56f9732674aa1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2355, "license_type": "no_license", "max_line_length": 60, "num_lines": 126, "path": "/IntegrationTests.py", "repo_name": "joeldudley/LexerParserGenerators", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\n\n# Integration tests for the lexer and parsers.\n\n\nfrom Lexer import Lexer\nfrom LL1Parser import LL1Parser\nfrom LR1Parser import LR1Parser\n\n\nstring = \"ax2+ax2xb\"\n\nclassicGrammarNotLeftRecursive = \"\"\"\n\t\tGoal -> Expr\n\t\tExpr -> Term Expr'\n\t\tExpr' -> + Term Expr' | - Term Expr' | ε\n\t\tTerm -> Factor Term'\n\t\tTerm'-> x Factor Term' | / Factor Term' | ε\n\t\tFactor -> ( Expr ) | num | name\n\t\t\"\"\"\n\nclassicGrammarLeftRecursive = \"\"\"\n\tGoal -> Expr\n\tExpr -> Expr + Term | Expr - Term | Term\n\tTerm -> Term x Factor | Term / Factor | Factor\n\tFactor -> ( Expr ) | num | name\n\t\"\"\"\n\nregexes = [\n\t(\"num\", \"(0|1|2|3|4|5|6|7|8|9)+\"),\n\t# For simplicity of the regex, we only accept 3 characters.\n\t(\"name\", \"(a|b|c)+\"),\n\t(\"+\", \"\\+\"),\n\t(\"-\", \"-\"),\n\t(\"x\", \"x\"),\n\t(\"/\", \"/\"),\n\t(\"(\", \"\\(\"),\n\t(\")\", \"\\)\")]\n\nexpectedLL1Parse = \"\"\"'Goal'\n 'Expr'\n 'Term'\n 'Factor'\n 'name'\n 'a'\n \"Term'\"\n 'x'\n 'x'\n 'Factor'\n 'num'\n '2'\n \"Term'\"\n \"Expr'\"\n '+'\n '+'\n 'Term'\n 'Factor'\n 'name'\n 'a'\n \"Term'\"\n 'x'\n 'x'\n 'Factor'\n 'num'\n '2'\n \"Term'\"\n 'x'\n 'x'\n 'Factor'\n 'name'\n 'b'\n \"Term'\"\n \"Expr'\"\n\"\"\"\n\nexpectedLR1Parse = \"\"\"'Goal'\n 'Expr'\n 'Expr'\n 'Term'\n 'Term'\n 'Factor'\n 'name'\n 'a'\n 'x'\n 'x'\n 'Factor'\n 'num'\n '2'\n '+'\n '+'\n 'Term'\n 'Term'\n 'Term'\n 'Factor'\n 'name'\n 'a'\n 'x'\n 'x'\n 'Factor'\n 'num'\n '2'\n 'x'\n 'x'\n 'Factor'\n 'name'\n 'b'\n\"\"\"\n\n\n# We parse the input string using the regexes and grammars.\nlexer = Lexer(regexes)\nparserLL1 = LL1Parser(classicGrammarNotLeftRecursive)\nparserLR1 = LR1Parser(classicGrammarLeftRecursive)\n\n# We test whether the parsers return the correct results.\nif repr(parserLL1.parse(lexer, string)) == expectedLL1Parse:\n\tprint(\"LL(1) parse successful.\")\nelse:\n\tprint(\"LL(1) parse failed.\")\n\nif repr(parserLR1.parse(lexer, string)) == expectedLR1Parse:\n\tprint(\"LR(1) parse successful.\")\nelse:\n\tprint(\"LR(1) parse failed.\")\n" }, { "alpha_fraction": 0.6747967600822449, "alphanum_fraction": 0.6813008189201355, "avg_line_length": 26.64044952392578, "blob_id": "85700639db627d25e2a6c49b9cdb380a21ca74d0", "content_id": "ed7ced64b5143adc3d2148707a535c01d5ce072b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2461, "license_type": "no_license", "max_line_length": 78, "num_lines": 89, "path": "/LR1Parser.py", "repo_name": "joeldudley/LexerParserGenerators", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\n\nfrom LR1ParserTable import LR1ParserTable\nfrom Grammar import Grammar\nfrom Lexer import Lexer\nfrom ParserUtilityClasses import Node\n\n\n# The LR1Parser class generates an LR(1) parser from a grammar in string form.\n\n\nclass LR1Parser:\n\t\"\"\"\n\tgenerates a table-driven LR(1) parser from a grammar in string form\n\t\"\"\"\n\n\tdef __init__(self, grammarStr):\n\t\t\"\"\"\n\t\tuses the grammar in string form to create the Grammar and \n\t\t\tLR1ParserTable instances that power the parser\n\n\t\tgrammarStr: the grammar in string form\n\t\t\"\"\"\n\t\tself.grammar = Grammar(grammarStr)\n\t\tself.parserTable = LR1ParserTable(self.grammar)\n\n\n\tdef parse(self, lexer, string):\n\t\t\"\"\"\n\t\tgenerates a concrete syntax tree from a string in the grammar\n\n\t\tlexer: a lexer for the parser's grammar\n\t\tstring: the string to be parsed\n\n\t\treturns: a concrete syntax tree\n\t\t\"\"\"\n\t\t# We initialize the stack with the goal state.\n\t\tstack = [0]\n\n\t\tlexer.provideInput(string)\n\t\ttoken, text = lexer.nextWord()\n\n\t\twhile True:\n\t\t\tcurrentState = stack[-1]\n\n\t\t\t# If there is no transition on the current state/token combo, the \n\t\t\t# input is unparsable.\n\t\t\ttry:\n\t\t\t\taction, newState = self.parserTable.Action[currentState][token]\n\t\t\texcept KeyError:\n\t\t\t\traise ValueError(\"Parse error on token '{}'.\".format(token))\n\n\t\t\t# A 'shift' action means that we haven't found a handle yet.\n\t\t\tif action == 'shift':\n\t\t\t\t# We have a terminal node, so we create the node and append \n\t\t\t\t# its value as a child.\n\t\t\t\tparent = Node(token)\n\t\t\t\tparent.children.append(Node(text))\n\n\t\t\t\tstack.append(parent)\n\t\t\t\tstack.append(newState)\n\t\t\t\ttoken, text = lexer.nextWord()\n\n\t\t\t# A 'reduce'/'accept' action means that we've found a handle.\n\t\t\telse:\n\t\t\t\tlhs, rhs = self.grammar.productions[newState]\n\t\t\t\tparent = Node(lhs)\n\n\t\t\t\t# We want to pop 2 items off the stack for every non-epsilon symbol.\n\t\t\t\tnoEpsilonLen = len([symbol for symbol in rhs if symbol != 'ε'])\n\t\t\t\tfor i in range(noEpsilonLen * 2):\n\t\t\t\t\tx = stack.pop()\n\t\t\t\t\t# As we pop items off the stack, even items are state \n\t\t\t\t\t# numbers, and odd items are nodes.\n\t\t\t\t\tif i % 2 != 0:\n\t\t\t\t\t\tparent.children.append(x)\n\n\t\t\t\tif action == 'reduce':\n\t\t\t\t\tcurrentState = stack[-1]\n\t\t\t\t\tstack.append(parent)\n\t\t\t\t\tstack.append(self.parserTable.Goto[currentState][lhs])\n\n\t\t\t\telif action == 'accept':\n\t\t\t\t\t# Since we're moving bottom to top, the current parent \n\t\t\t\t\t# when we reach the accepting state is the root of the \n\t\t\t\t\t# tree.\n\t\t\t\t\treturn parent\n" }, { "alpha_fraction": 0.7122302055358887, "alphanum_fraction": 0.7179856300354004, "avg_line_length": 26.799999237060547, "blob_id": "e6f10bb7c9d85b8bfd1d6da109bfbf6a6665ed23", "content_id": "470082110782214e75e11e323dbfd5f27c087af2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1390, "license_type": "no_license", "max_line_length": 90, "num_lines": 50, "path": "/LL1ParserTable.py", "repo_name": "joeldudley/LexerParserGenerators", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\n\n# The LL1ParserTable class builds an LL(1) parser table from a grammar.\n\n\nfrom collections import defaultdict\n\n\nclass LL1ParserTable:\n\t\"\"\"\n\tbuilds an LL(1) parser table from a grammar\n\t\"\"\"\n\n\tdef __init__(self, grammar):\n\t\t\"\"\"\n\t\tconstructs an LL(1) parser table\n\n\t\tgrammar: an instance of the Grammar class, representing the grammar we \n\t\t\twish to generate a parser-table for\n\t\t\"\"\"\n\t\tfirstSets = grammar.firstSets()\n\t\tfollowSets = grammar.followSets(firstSets)\n\t\tpredictSets = grammar.predictSets(firstSets, followSets)\n\n\t\tself.table = self._constructParseTable(grammar, predictSets)\n\n\n\tdef _constructParseTable(self, grammar, predictSets):\n\t\t\"\"\"\n\t\tconstructs an LL(1) parse table for a grammar\n\n\t\tgrammar: the grammar for which to construct the parse table\n\t\tpredictSets: the predict-sets of the grammar\n\n\t\treturns: an LL(1) parse table for the grammar\n\t\t\"\"\"\n\t\t# The table is constructed as a map-of-maps.\n\t\ttable = defaultdict(dict)\n\n\t\t# We map the non-terminal/predict-set pairs to rule numbers. The rule \n\t\t# numbers are the index of the rule in the grammar.\n\t\tfor ruleNum, ((lhs, _), predictSet) in enumerate(zip(grammar.productions, predictSets)):\n\t\t\tfor symbol in predictSet:\n\t\t\t\t# We are also interested in the parsing decisions upon EOF.\n\t\t\t\tif symbol in grammar.terminals + ['eof']:\n\t\t\t\t\ttable[lhs][symbol] = ruleNum\n\n\t\treturn table\n" }, { "alpha_fraction": 0.6892832517623901, "alphanum_fraction": 0.6908490061759949, "avg_line_length": 27.597015380859375, "blob_id": "1fe03d73699c0ae0b814c2d27ff6e060a73a081f", "content_id": "d27f223bbbc28c9186a8ea2ee54e4da1821f4c22", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5756, "license_type": "no_license", "max_line_length": 93, "num_lines": 201, "path": "/Grammar.py", "repo_name": "joeldudley/LexerParserGenerators", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\n\n# The Grammar class builds a grammar from a string in Backus-Naur form.\n\nclass Grammar:\n\t\"\"\"\n\trepresents a grammar constructed from a string in Backus-Naur form\n\t\"\"\"\n\n\tdef __init__(self, grammarStr):\n\t\t\"\"\"\n\t\tinitializes the productions, terminals, non-terminals and start-symbol \n\t\t\tof the grammar\n\n\t\tgrammarStr: the grammar as a string in Backus-Naur form\n\t\t\"\"\"\n\t\tself.productions, self.terminals, self.nonTerminals = self._transformBNFGrammar(grammarStr)\n\t\tself.startSymbol = self.productions[0][0]\n\n\n\tdef _transformBNFGrammar(self, grammarStr):\n\t\t\"\"\"\n\t\ttransforms a grammar written in Backus-Naur form into into a list of \n\t\t\tlhs-rhs pairs, terminals and non-terminals\n\n\t\tgrammarStr: the grammar as a string in extended BN form\n\n\t\treturns: three lists - one of lhs-rhs pairs, one of terminals, and one \n\t\t\tof non-terminals\n\t\t\"\"\"\n\t\t# A list of lhs-rhs pairs\n\t\tgrammar = []\n\n\t\t# We collect the list of non-terminals and symbols in the grammar.\n\t\tnonTerminals = []\n\t\tsymbols = set()\n\n\t\t# Each production of the BNF is on a separate line.\n\t\tproductions = grammarStr.strip().split(\"\\n\")\n\n\t\tfor production in productions:\n\t\t\t# The lhs and the rhs's are split by an arrow symbol.\n\t\t\tlhs, rhs = production.split(\"->\")\n\n\t\t\tlhs = lhs.strip()\n\t\t\tnonTerminals.append(lhs)\n\n\t\t\trules = [rule.strip() for rule in rhs.split(\"|\")]\n\t\t\tfor rule in rules:\n\t\t\t\trhsSymbols = rule.split()\n\t\t\t\tsymbols = symbols.union(set(rhsSymbols))\n\t\t\t\tgrammar.append((lhs, rhsSymbols))\n\n\t\t# The terminals are any symbols that are not non-terminals or \n\t\t# epsilon.\n\t\tterminals = list(symbols.difference(['ε'], nonTerminals))\n\n\t\treturn grammar, terminals, nonTerminals\n\n\n\tdef firstSets(self):\n\t\t\"\"\"\n\t\tconstructs the first-sets of a grammar's symbols\n\n\t\treturns: a mapping of the terminals and non-terminals to their first-sets\n\t\t\"\"\"\n\t\tfirstSets = {}\n\n\t\t# The first-set of a terminal is itself.\n\t\tfor symbol in self.terminals + [\"eof\", 'ε']:\n\t\t\tfirstSets[symbol] = set([symbol])\n\n\t\t# The first-set of a non-terminal is grown gradually.\n\t\tfor symbol in self.nonTerminals:\n\t\t\tfirstSets[symbol] = set()\n\n\t\t# We iterate through the lhs's until their first-sets stop changing.\n\t\tsetsChanging = True\n\t\twhile setsChanging:\n\t\t\t# We initially assume that the first-sets will not change.\n\t\t\tsetsChanging = False\n\n\t\t\tfor lhs, rhs in self.productions:\n\t\t\t\t\t# As the first-sets grow, the first-set for a \n\t\t\t\t\t# specific LHS will also tend to grow.\n\t\t\t\t\tnewRhsFirstSet = self.firstSet(rhs, firstSets)\n\t\t\t\t\tnewFirstSet = firstSets[lhs] | newRhsFirstSet\n\n\t\t\t\t\tif newFirstSet != firstSets[lhs]:\n\t\t\t\t\t\t# We update the first sets and change the flag.\n\t\t\t\t\t\tfirstSets[lhs] = newFirstSet\n\t\t\t\t\t\tsetsChanging = True\n\n\t\treturn firstSets\n\n\n\tdef firstSet(self, rhs, firstSets):\n\t\t\"\"\"\n\t\tconstructs the first-set of a specific rhs given an \n\t\t\texisting set of first-sets\n\n\t\trhs: the rhs we are deriving the first-set for\n\t\tfirstSets: the grammar's existing first-sets\n\n\t\treturns: the first-set for the rhs\n\t\t\"\"\"\n\t\teSet = set(['ε'])\n\n\t\t# The new first-set is intially the first-set of the first rhs \n\t\t# symbol, minus epsilon.\n\t\tnewFirstSet = firstSets[rhs[0]] - eSet\n\n\t\tallRhsContainEpsilon = True\n\n\t\t# We move through the rhs symbols until we find one that \n\t\t# doesn't contain epsilon in its first-set.\n\t\tfor i in range(len(rhs) - 1):\n\t\t\t# If the current symbol's rhs contains epsilon, we augment \n\t\t\t# the new rhs by the next symbol's first set (minus epsilon).\n\t\t\tif 'ε' in firstSets[rhs[i]]:\n\t\t\t\tnewFirstSet = newFirstSet | (firstSets[rhs[i+1]] - eSet)\n\t\t\telse:\n\t\t\t\tallRhsContainEpsilon = False\n\t\t\t\tbreak\n\n\t\t# If every rhs symbol contained epsilon in its first set, \n\t\t# we add it to the first-set of the current lhs as well.\n\t\tif allRhsContainEpsilon and 'ε' in firstSets[rhs[-1]]:\n\t\t\tnewFirstSet = newFirstSet | eSet\n\n\t\treturn newFirstSet\n\n\n\tdef followSets(self, firstSets):\n\t\t\"\"\"\n\t\tconstructs the follow-sets of a grammar's non-terminal symbols\n\n\t\tfirstSets: the first sets of the grammar\n\n\t\treturns: a mapping of the non-terminals to their follow-sets\n\t\t\"\"\"\n\t\tfollowSets = {}\n\n\t\t# The follow-set of the start symbol is always EOF.\n\t\tfollowSets[self.nonTerminals[0]] = set(['eof'])\n\n\t\tfor symbol in self.nonTerminals[1:]:\n\t\t\tfollowSets[symbol] = set()\n\n\t\t# As in findFirstSets(), we iterate through the lhs's until their \n\t\t# follow-sets stop changing.\n\t\tsetsChanging = True\n\t\twhile setsChanging:\n\t\t\tsetsChanging = False\n\n\t\t\tfor lhs, rhs in self.productions:\n\t\t\t\t\ttrailer = followSets[lhs]\n\n\t\t\t\t\tfor symbol in reversed(rhs):\n\t\t\t\t\t\tif symbol in self.nonTerminals:\n\t\t\t\t\t\t\t# We update the follow-set if necessary.\n\t\t\t\t\t\t\tnewFollowSet = followSets[symbol] | trailer\n\t\t\t\t\t\t\tif newFollowSet != followSets[symbol]:\n\t\t\t\t\t\t\t\tfollowSets[symbol] = newFollowSet\n\t\t\t\t\t\t\t\tsetsChanging = True\n\n\t\t\t\t\t\t\t# We create the new trailer set, unioning it with the \n\t\t\t\t\t\t\t# previous symbol's trailer if epsilon is in the first-set. \n\t\t\t\t\t\t\tif 'ε' in firstSets[symbol]:\n\t\t\t\t\t\t\t\ttrailer = (firstSets[symbol] - set(['ε'])) | trailer\n\t\t\t\t\t\t\telse:\n\t\t\t\t\t\t\t\ttrailer = firstSets[symbol]\n\n\t\t\t\t\t\telse:\n\t\t\t\t\t\t\ttrailer = firstSets[symbol]\n\n\t\treturn followSets\n\n\n\tdef predictSets(self, firstSets, followSets):\n\t\t\"\"\"\n\t\tconstructs the predict-sets of a grammar's productions\n\n\t\tfirstSets: the first-sets of the grammar\n\t\tfollowSets: the follow-sets of the grammar\n\n\t\treturns: a list of the predict-sets for each production in the grammar\n\t\t\"\"\"\n\t\tpredictSets = []\n\t\tfor lhs, rhs in self.productions:\n\t\t\tfirstSet = self.firstSet(rhs, firstSets)\n\t\t\t# If the first-set contains epsilon, we create the predict-set by \n\t\t\t# unioning the first- and follow-sets.\n\t\t\tif 'ε' in firstSet:\n\t\t\t\tpredictSets.append(firstSet | followSets[lhs])\n\t\t\telse:\n\t\t\t\tpredictSets.append(firstSet)\n\n\t\treturn predictSets\n" }, { "alpha_fraction": 0.7739534974098206, "alphanum_fraction": 0.7776744365692139, "avg_line_length": 52.75, "blob_id": "849f09d1b4e537cccde01c7869a6c7e568293c0a", "content_id": "079225314c2a03430f08481d371f0a13befe2a03", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1075, "license_type": "no_license", "max_line_length": 320, "num_lines": 20, "path": "/README.md", "repo_name": "joeldudley/LexerParserGenerators", "src_encoding": "UTF-8", "text": "# LexerParserGenerators\nA lexer generator and an LL(1) and LR(1) parser generator. Together, these generators can construct a lexer/parser combination that can take a string in the grammar as input and return a concrete syntax tree.\n\n# Lexer Generator\n\nThe lexer generator creates a lexer for the language defined by a grammar in Backus-Naur form. The lexer generator is powered by an underlying lexer-table generator, which takes a set of token regexes and uses non-deterministic and deterministic finite automata to generate the required transition and token-type tables.\n\nThe table-generator can currently handle the following regex operators:\n - Concatenation\n - Or (|)\n - Zero-or-more (*)\n - One-or-more (+)\n - Zero-or-one (?)\n - Brackets\n\nThese special characters can also be escaped in a regexp using a '\\' character.\n\n# Parser Generators\n\nThe parser generators create LL(1)/LR(1) parsers for the language. Like the lexer generator, the parser generators rely on underlying table-generators, which take as input a set of token regexes and return a parser table.\n" }, { "alpha_fraction": 0.6724071502685547, "alphanum_fraction": 0.6735681295394897, "avg_line_length": 26.935134887695312, "blob_id": "45a136aa310f2c5f15a57d7a408716ff2e9f3c8f", "content_id": "923f7541672e6d0e79a36d0d45cfffd26ac89b62", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 10354, "license_type": "no_license", "max_line_length": 77, "num_lines": 370, "path": "/LexerTable.py", "repo_name": "joeldudley/LexerParserGenerators", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\n# The LexerTable class builds a transition table and token-type table from a \n# grammar.\n\n\nfrom collections import defaultdict\n\n\nclass LexerTable:\n\t\"\"\"\n\tbuilds a transition table and token-type table from a grammar\n\t\"\"\"\n\n\tdef __init__(self, tokenRegexes):\n\t\t\"\"\"\n\t\tconstructs a transition table and a token-type table based on token rules\n\n\t\ttokenRegexes: a list of token-regex pairs\n\t\t\"\"\"\n\t\tnfas = []\n\t\t# We construct an NFA for each token rule.\n\t\tfor token, regex in tokenRegexes:\n\t\t\tconcatOpsRegex = self._regexAddConcatOps(regex)\n\t\t\tpostfixRegex = self._infixToPostfixRegex(concatOpsRegex)\n\t\t\t\n\t\t\tinState = self._createNfa(postfixRegex, token)\n\t\t\tnfas.append(inState)\n\n\t\t# We combine the NFAs in an either-or structure.\n\t\tnfa = self._combineNfas(nfas)\n\n\t\t# We reduce the combined NFA to a DFA.\n\t\treducedNfa = self._removeEpsilonConnections(nfa)\n\t\tdfa = self._convertToDfa(reducedNfa)\n\n\t\t# We convert the DFA into a table.\n\t\tself.transitionTable, self.tokenTypeTable = self._convertToTable(dfa)\n\n\t\t# We establish the transition table's start-state.\n\t\tself.startState = id(dfa)\n\n\n\tdef _regexAddConcatOps(self, noConcatRegex):\n\t\t\"\"\"\n\t\tadds concatenation operators to a regex\n\n\t\tnoConcatRegex: a regex without concatenation operators\n\n\t\treturns: the regex including concatenation operators as a list of \n\t\t\tcharacters\n\t\t\"\"\"\n\t\twithConcatRegex, chars = [], self._escapedChars(noConcatRegex)\n\n\t\tfor i, char in enumerate(chars):\n\t\t\twithConcatRegex.append(char)\n\n\t\t\t# We only add concatenation operators between certain combinations of \n\t\t\t# characters.\n\t\t\tif (char not in ['(', '|']\n\t\t\t\tand i + 1 < len(chars)\n\t\t\t\tand chars[i+1] not in ['*','+','?',')','|']):\n\n\t\t\t\twithConcatRegex.append('&')\n\n\t\treturn withConcatRegex\n\n\n\tdef _escapedChars(self, string):\n\t\t\"\"\"\n\t\treturns the characters in a string where the escaped characters \n\t\t(preceded by '\\\\') are treated as one\n\n\t\tstring: the string to split\n\n\t\treturns: the list of characters\n\t\t\"\"\"\n\t\tchars, i = [], 0\n\n\t\ttry:\n\t\t\twhile i < len(string):\n\t\t\t\tif (string[i] == '\\\\'):\n\t\t\t\t\tchars.append(string[i:i+2])\n\t\t\t\t\ti += 2\n\t\t\t\telse:\n\t\t\t\t\tchars.append(string[i])\n\t\t\t\t\ti += 1\n\n\t\texcept IndexError:\n\t\t\traise ValueError('Escape character in final position')\n\n\t\treturn chars\n\n\n\tdef _infixToPostfixRegex(self, infixRegex):\n\t\t\"\"\"\n\t\tconverts an infix regex to postfix notation\n\n\t\tinfixRegex: the regex in infix notation as a list of characters\n\n\t\treturns: the regex in postfix notation as a list of characters\n\t\t\"\"\"\n\t\t# We use a variant of the shunting-yard algorithm, requiring an operator \n\t\t# stack and an output queue. \n\t\tpostfixRegex, ops = [], []\n\n\t\tfor char in infixRegex:\n\n\t\t\tif char in ['|', '&']:\n\t\t\t\t# If the operator stack is not empty and we encounter a new binary \n\t\t\t\t# operator, we push the top-most binary operator onto the postfix-regex\n\t\t\t\t# first, unless the top-most operator is a left-bracket.\n\t\t\t\tif ops and ops[-1] != '(':\n\t\t\t\t\tpostfixRegex.append(ops.pop())\n\t\t\t\tops.append(char)\n\n\t\t\telif char == '(':\n\t\t\t\tops.append(char)\n\n\t\t\telif char == ')':\n\t\t\t\ttry:\n\t\t\t\t\t# Upon encountering a right-bracket, we check if there is a \n\t\t\t\t\t# binary operator on the top of the stack, and if so, we pop \n\t\t\t\t\t# it onto the queue. We then pop the left-bracket.\n\t\t\t\t\tif ops[-1] != '(':\n\t\t\t\t\t\tpostfixRegex.append(ops.pop())\n\t\t\t\t\tops.pop()\n\t\t\t\t# If we hit the start of the operator stack without encountering a \n\t\t\t\t# matching left-bracket, we raise an error.\n\t\t\t\texcept IndexError:\n\t\t\t\t\traise RuntimeError('Unmatched brackets')\n\n\t\t\telse:\n\t\t\t\t# This case handles both the unary operators and any literals, \n\t\t\t\t# which can both be added directly to the queue.\n\t\t\t\tpostfixRegex.append(char)\n\n\t\t# If there is an operator left on the stack, we pop it onto the queue.\n\t\tif ops:\n\t\t\tpostfixRegex.append(ops.pop())\n\n\t\treturn postfixRegex\n\n\n\tdef _createNfa(self, postfixRegex, token):\n\t\t\"\"\"\n\t\tcreates a nondeterministic finite automaton from a regex string\n\n\t\tpostfixRegex: the regex in postfix notation as a list of characters\n\t\ttoken: the token identified by the regex\n\n\t\treturns: the input state of the new NFA\n\t\t\"\"\"\n\t\t# A stack of pairs of states, representing the input and output states \n\t\t# of notional NFAs.\n\t\tops = []\n\n\t\ttry:\n\t\t\tfor char in postfixRegex:\n\n\t\t\t\t# We look at the char to establish which sub-NFA to construct.\n\t\t\t\tif char == '&':\n\t\t\t\t\t(bIn, bOut), (aIn, aOut) = ops.pop(), ops.pop()\n\t\t\t\t\t\n\t\t\t\t\taOut.connections['ε'].update({bIn})\n\t\t\t\t\tops.append((aIn, bOut))\n\n\t\t\t\telif char == '|':\n\t\t\t\t\t(bIn, bOut), (aIn, aOut) = ops.pop(), ops.pop()\n\t\t\t\t\tstart, end = State(), State()\n\t\t\t\t\tstart.connections['ε'].update({aIn, bIn})\n\t\t\t\t\taOut.connections['ε'].update({end})\n\t\t\t\t\tbOut.connections['ε'].update({end})\n\t\t\t\t\tops.append((start, end))\n\n\t\t\t\telif char == '*':\n\t\t\t\t\t(aIn, aOut) = ops.pop()\n\t\t\t\t\tstart, end = State(), State()\n\t\t\t\t\tstart.connections['ε'].update({aIn, end})\n\t\t\t\t\taOut.connections['ε'].update({aIn, end})\n\t\t\t\t\tops.append((start, end))\n\n\t\t\t\telif char == '+':\n\t\t\t\t\t(aIn, aOut) = ops.pop()\n\t\t\t\t\tstart, end = State(), State()\n\t\t\t\t\tstart.connections['ε'].update({aIn})\n\t\t\t\t\taOut.connections['ε'].update({aIn, end})\n\t\t\t\t\tops.append((start, end))\n\n\t\t\t\telif char == '?':\n\t\t\t\t\t(aIn, aOut) = ops.pop()\n\t\t\t\t\tstart, end = State(), State()\n\t\t\t\t\tstart.connections['ε'].update({aIn, end})\n\t\t\t\t\taOut.connections['ε'].update({end})\n\t\t\t\t\tops.append((start, end))\n\n\t\t\t\telse:\n\t\t\t\t\tstart, end = State(), State()\n\t\t\t\t\t# If we have an escaped character, we do not want to \n\t\t\t\t\t# include '\\' in the connection.\n\t\t\t\t\tif len(char) == 2:\n\t\t\t\t\t\tstart.connections[char[1]].update({end})\n\t\t\t\t\telse:\n\t\t\t\t\t\tstart.connections[char].update({end})\n\t\t\t\t\tops.append((start, end))\n\n\t\t\tinState, outState = ops.pop()\n\n\t\t# If we try to pop an operator but the stack is empty, this means that \n\t\t# a malformed regex was passed in.\n\t\texcept IndexError:\n\t\t\traise ValueError('Malformed regex')\n\n\t\t# After applying Thompson's Algorithm, the right-most state is the \n\t\t# single accepting state.\n\t\toutState.accepting = token\n\t\treturn inState\n\n\n\tdef _combineNfas(self, nfas):\n\t\t\"\"\"\n\t\tcombines multiple NFAs in an either-or structure\n\n\t\tnfas: a list of NFAs\n\n\t\treturns: the combined nfa\n\t\t\"\"\"\n\t\tinState = State()\n\t\tinState.connections['ε'].update(nfas)\n\n\t\treturn inState\n\n\n\tdef _removeEpsilonConnections(self, nfa):\n\t\t\"\"\"\n\t\tremoves all the epsilon connections from an NFA\n\n\t\tnfa: an nfa with epsilon connections\n\n\t\treturns: the nfa without epsilon connections\n\t\t\"\"\"\n\t\tstatesToTraverse = [nfa]\n\n\t\t# We grow statesToTraverse as we iterate through it.\n\t\tfor currentState in statesToTraverse:\n\t\t\t# An ε-closure is the set of all the states reachable via ε-\n\t\t\t# connections of the current state. The new connections are all the \n\t\t\t# external connections of the ε-closure.\n\t\t\teClosure, newConnections = [currentState], defaultdict(set)\n\n\t\t\t# We also grow eClosure as we iterate through it.\n\t\t\tfor state in eClosure:\n\t\t\t\tfor key, newStates in state.connections.items():\n\t\t\t\t\tif key == 'ε':\n\t\t\t\t\t\t# We append all the state's ε-connections to the ε-closure,\n\t\t\t\t\t\t# and transfer over their accepting state if applicable\n\t\t\t\t\t\tfor newState in newStates:\n\t\t\t\t\t\t\teClosure.append(newState)\n\t\t\t\t\t\t\tif newState.accepting:\n\t\t\t\t\t\t\t\tcurrentState.accepting = newState.accepting\n\n\t\t\t\t\telse:\n\t\t\t\t\t\t# We append the state's other connections to the set of new \n\t\t\t\t\t\t# connections...\n\t\t\t\t\t\tnewConnections[key].update(newStates)\n\t\t\t\t\t\t# ...and to the list of states to traverse (if not already \n\t\t\t\t\t\t# present).\n\t\t\t\t\t\tfor newState in newStates:\n\t\t\t\t\t\t\tif newState not in statesToTraverse:\n\t\t\t\t\t\t\t\tstatesToTraverse.append(newState)\n\n\t\t\tcurrentState.connections = newConnections\n\n\t\treturn nfa\n\n\n\tdef _convertToDfa(self, reducedNfa):\n\t\t\"\"\"\n\t\tconverts an NFA without ε-connections to a DFA\n\n\t\treducedNfa: an NFA without epsilon connections\n\n\t\treturns: a DFA of the NFA\n\t\t\"\"\"\n\t\tstatesToTraverse = [reducedNfa]\n\n\t\t# We grow statesToTraverse as we iterate through it.\n\t\tfor state in statesToTraverse:\n\t\t\t# If the state has connections, we explore them.\n\t\t\tfor key in state.connections.keys():\n\t\t\t\tconnections = state.connections[key]\n\n\t\t\t\t# If the state has only one transition for a given value, \n\t\t\t\t# we simply add it to the set of states to traverse.\n\t\t\t\tif len(connections) == 1:\n\t\t\t\t\t# This is short-hand for extracting the single element in the set.\n\t\t\t\t\t(newState,) = connections\n\t\t\t\t\t# We replace the set by a single state.\n\t\t\t\t\tstate.connections[key] = newState\n\n\t\t\t\t\tif newState not in statesToTraverse:\n\t\t\t\t\t\tstatesToTraverse.append(newState)\n\n\t\t\t\t# If the state has multiple transitions for a given value, we \n\t\t\t\t# have to create a new state combining the connections of \n\t\t\t\t# all the states that can be reached for a transition on that value.\n\t\t\t\telse:\n\t\t\t\t\tnewState = State()\n\t\t\t\t\tfor connectedState in connections:\n\t\t\t\t\t\t# We transfer over the state's accepting state if applicable.\n\t\t\t\t\t\tif connectedState.accepting:\n\t\t\t\t\t\t\tnewState.accepting = connectedState.accepting\n\t\t\t\t\t\tfor key, values in connectedState.connections.items():\n\t\t\t\t\t\t\tnewState.connections[key].update(values)\n\t\t\t\t\t# Our state now links to this new state, removing the \n\t\t\t\t\t# ambiguity over which transition to take.\n\t\t\t\t\tstate.connections[key] = newState\n\t\t\t\t\t# We add the new state to the list of states to traverse.\n\t\t\t\t\tstatesToTraverse.append(newState)\n\n\t\treturn reducedNfa\n\n\n\tdef _convertToTable(self, dfa):\n\t\t\"\"\"\n\t\tconverts a dfa to a table-driven implementation\n\n\t\tdfa: a DFA\n\n\t\treturns: a table-driven implementation of the DFA\n\t\t\"\"\"\n\t\t# The transition table is two-dimensional - the first dimension is the \n\t\t# id of the state, and the second is the transition character.\n\t\ttable = {}\n\t\t# 'accepting' maps accepting state id's to tokens\n\t\taccepting = {}\n\n\t\tstatesToTraverse = [dfa]\n\n\t\tfor state in statesToTraverse:\n\t\t\tstateId = id(state)\n\t\t\ttable[stateId] = {}\n\n\t\t\tconnections = state.connections.items()\n\n\t\t\tfor key, newState in connections:\n\t\t\t\tnewStateId = id(newState)\n\t\t\t\ttable[stateId][key] = newStateId\n\n\t\t\t\tif newState.accepting:\n\t\t\t\t\taccepting[newStateId] = newState.accepting\n\n\t\t\t\tif newState not in statesToTraverse:\n\t\t\t\t\tstatesToTraverse.append(newState)\n\n\t\treturn table, accepting\n\n\nclass State:\n\t\"\"\"\n\ta state of a finite automaton\n\t\"\"\"\n\t\n\tdef __init__(self):\n\t\t\"\"\"\n\t\tinitializes an unaccepting state with an empty set of connections\n\t\t\"\"\"\n\t\tself.connections = defaultdict(set)\n\t\tself.accepting = None\n" } ]
10
git-yulia/algorithms_project_01
https://github.com/git-yulia/algorithms_project_01
09ac06504a7c52e32f8fa72fc8cf6cff445114e9
abfc84474efc8f9bb40b027ccfe13b23e18134ec
1948767362fc9fd14c5198324cb603f4964436f3
refs/heads/master
2018-12-19T12:49:07.393812
2018-12-01T06:40:40
2018-12-01T06:40:40
146,943,100
0
0
null
2018-08-31T21:18:50
2018-09-29T03:48:23
2018-09-29T17:33:46
Python
[ { "alpha_fraction": 0.42528021335601807, "alphanum_fraction": 0.4501867890357971, "avg_line_length": 28.200000762939453, "blob_id": "f17724fdca8ae4b5e06468de84f6b85dce53ea5d", "content_id": "47b797899fcbb3618d2cd9b84b60d1466ae45f20", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1606, "license_type": "no_license", "max_line_length": 92, "num_lines": 55, "path": "/assignment_3_shuffle_checker_v2.py", "repo_name": "git-yulia/algorithms_project_01", "src_encoding": "UTF-8", "text": "# Analysis of Algorithms\n# Assignment 3: Shuffle Checker using Dynamic Programming\n# Team members: Yevhen Voitiuk, Julia Maliauka, Michael Petracca\n\ntry:\n U = input(\"Enter U: \")\nexcept SyntaxError:\n U = \"\"\ntry:\n V = input(\"Enter V: \")\nexcept SyntaxError:\n V = \"\"\ntry:\n W = input(\"Enter W: \")\nexcept SyntaxError:\n W = \"\"\n\n\ndef check_shuffle(U, V, W):\n if len(W) != (len(U) + len(V)):\n print(\"No\")\n return False\n\n graph = [[0 for x in range(0, len(V) + 1)] for y in range(0, len(U) + 1)]\n\n # The graph at (0,0) is true regardless of circumstance\n graph[0][0] = True\n\n # the edges along the 'outside' of the graph have one parent each, so set them specially\n for i in range(0, len(U) + 1):\n for j in range(0, len(V) + 1):\n if i == 0 and j == 0:\n graph[i][j] = True\n elif i == 0 and V[j - 1] == W[j - 1]:\n graph[i][j] = graph[i][j - 1]\n elif j == 0 and U[i - 1] == W[i - 1]:\n graph[i][j] = graph[i - 1][j]\n elif (U[i - 1] == W[i + j - 1]) and (V[j - 1] != W[i + j - 1]):\n graph[i][j] = graph[i - 1][j]\n elif (U[i - 1] != W[i + j - 1]) and (V[j - 1] == W[i + j - 1]):\n graph[i][j] = graph[i][j - 1]\n elif (U[i - 1] == W[i + j - 1]) and (V[j - 1] == W[i + j - 1]):\n graph[i][j] = graph[i - 1][j] or graph[i][j - 1]\n else:\n graph[i][j] = False\n\n if graph[len(U)][len(V)] == True:\n print(\"Yes\")\n return True\n else:\n print(\"No\")\n return False\n\n\ncheck_shuffle(U, V, W)\n" }, { "alpha_fraction": 0.47702205181121826, "alphanum_fraction": 0.5, "avg_line_length": 26.200000762939453, "blob_id": "362bac3f759d37a15e7b1512ade8f3b3c1a4f025", "content_id": "5ab6af8ca2e18b24839b3271cf2a363b46425a71", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1088, "license_type": "no_license", "max_line_length": 88, "num_lines": 40, "path": "/alternate_version.py", "repo_name": "git-yulia/algorithms_project_01", "src_encoding": "UTF-8", "text": "try:\n U = input(\"Enter U: \")\nexcept SyntaxError:\n U = \"\"\ntry:\n V = input(\"Enter V: \")\nexcept SyntaxError:\n V = \"\"\ntry:\n W = input(\"Enter W: \")\nexcept SyntaxError:\n W = \"\"\n\nprint(len(U), len(V), len(W))\nif len(W) != (len(U) + len(V)):\n print(W, \"is NOT an interleaving of\", U, \"and\", V)\n\ngraph = [[0 for x in range(0, len(U) + 2)] for y in range(0, len(V) + 2)]\ngraph[0][0] = True\n\n# the edges along the 'outside' of the graph have one parent each, so set them specially\nfor i in range(1, len(U)):\n graph[0][i] = graph[0][i - 1] and U[i] == W[i]\nfor j in range(1, len(V)):\n graph[j][0] = graph[j - 1][0] and V[j] == W[j]\n\n \nfor i in range(0, len(U) - 1):\n for j in range(0, len(V) - 1):\n print(\"i: \", i, \" j: \", j)\n graph[i + 1][j + 1] = (graph[i + 1][j] and U[i] == W[i + j]) or (\n graph[i][j + 1] and V[j] == W[i + j]\n )\n\n\nprint(\"v: \", len(V), \" u: \", len(U))\nif graph[len(U) - 1][len(V) - 1] == True:\n print(W, \" is an interleaving of \", U, \" and \", V)\nelse:\n print(W, \" is NOT an interleaving of \", U, \" and \", V)\n" }, { "alpha_fraction": 0.5583264827728271, "alphanum_fraction": 0.5752255916595459, "avg_line_length": 25.964601516723633, "blob_id": "6206beaf966347723554bc5ba9eb6c883e82f39a", "content_id": "d43af7da37ea3b5c54f3539695585aee31c8a74a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6095, "license_type": "no_license", "max_line_length": 98, "num_lines": 226, "path": "/assignment_2_prims.py", "repo_name": "git-yulia/algorithms_project_01", "src_encoding": "UTF-8", "text": "# Analysis of Algorithms\n# Assignment 2: Prim's Algorithm\n# Team members: Yevhen Voitiuk, Julia Maliauka, Michael Petracca\n# Due October 24, 2018\n\nimport sys\nimport random\nimport math\n\nHIGHEST_PRIORITY = 0\nINFINITY = math.inf\n\n# Initialize our graph using our edge weights\ngraph = [\n [0, 9, 1, 0, 0],\n [9, 0, 0, 4, 18],\n [1, 0, 0, 3, 0],\n [0, 4, 3, 0, 2],\n [0, 18, 0, 2, 0],\n]\n\nedge_names = [\n [0, \"e1\", \"e2\", 0, 0],\n [\"e1\", 0, 0, \"e4\", \"e5\"],\n [\"e2\", 0, 0, \"e3\", 0],\n [0, \"e4\", \"e3\", 0, \"e6\"],\n [0, \"e5\", 0, \"e6\", 0],\n]\n\n# Initialize V using all the vertices from the graph.\nvertices = [\"v1\", \"v2\", \"v3\", \"v4\", \"v5\"]\n\n# by definition of MCST:\nrequired_number_of_edges = len(vertices) - 1\n\nclass vertex:\n \"Contains vertex and information about cheapest edges connected to it\"\n\n def __init__(self, vertex_number):\n self.vertex_number = vertex_number\n self.name = vertices[vertex_number]\n self.key = INFINITY\n\n def get_name(self):\n return self.name\n\n \"get_key: returns the cost of the cheapest edge connected to this vertex\"\n def get_key(self):\n return self.key\n\n def set_key(self, value):\n self.key = value\n\n \"get_adjacent_vertices: returns a list of all vertices connected to this one\"\n def get_adjacent_vertices(self):\n adjacent_vertices = []\n\n for index in range(len(vertices)):\n if graph[self.vertex_number][index] != 0:\n adjacent_vertices.append(index)\n\n return adjacent_vertices\n\n def get_adjacent_edges(self):\n adjacent_edges = []\n\n for index in range(len(vertices)):\n if graph[self.vertex_number][index] != 0:\n added_edge = Edge(\n self.vertex_number, index, (graph[self.vertex_number][index])\n )\n adjacent_edges.append(added_edge)\n\n return adjacent_edges\n\n\nclass Edge:\n def __init__(self, vertex_1, vertex_2, edge_weight):\n self.name = edge_names[vertex_1][vertex_2]\n self.contents = (vertex_1, vertex_2)\n self.edge_weight = edge_weight\n\n\nclass min_priority_queue:\n \"Contains information and methods for dealing with B, our heap structure\"\n\n def __init__(self, size_of_heap):\n self.size = size_of_heap\n self.contents = []\n\n \"pop: removes front edge at index 0 which is lowest cost, highest priority\"\n def pop_minimum(self):\n popped_item = self.contents[0]\n self.contents.remove(popped_item)\n self.size = self.size - 1\n return popped_item\n\n \"push: appends edges to B and then sorts all of them\"\n def push(self, edge):\n self.contents.append(edge)\n\n def print_edges(self):\n for edge in self.contents:\n print(\"[\", edge.name, edge.edge_weight, \"]\", end=\" \")\n\n def heapsort(self):\n heapSort(self.contents)\n\n# heapify and heapsort directly copied from geeksforgeeks.com\ndef heapify(arr, n, i):\n largest = i # Initialize largest as root\n l = 2 * i + 1 # left = 2*i + 1\n r = 2 * i + 2 # right = 2*i + 2\n\n # See if left child of root exists and is\n # greater than root\n if l < n and arr[i].edge_weight < arr[l].edge_weight:\n largest = l\n\n # See if right child of root exists and is\n # greater than root\n if r < n and arr[largest].edge_weight < arr[r].edge_weight:\n largest = r\n\n # Change root, if needed\n if largest != i:\n arr[i], arr[largest] = arr[largest], arr[i] # swap\n\n # Heapify the root.\n heapify(arr, n, largest)\n\n\n# The main function to sort an array of given size\ndef heapSort(arr):\n n = len(arr)\n\n # Build a maxheap.\n for i in range(n, -1, -1):\n heapify(arr, n, i)\n\n # One by one extract elements\n for i in range(n - 1, 0, -1):\n arr[i], arr[0] = arr[0], arr[i] # swap\n heapify(arr, i, 0)\n\n\nclass MCST:\n def __init__(self):\n self.contents = []\n self.size = 0\n\n def add_edge(self, edge):\n self.contents.append(edge)\n self.size = self.size + 1\n\n def does_not_contain_vertex(self, vertex):\n vertex_not_here = True\n\n for index in range(len(self.contents)):\n if vertices[self.contents[index].contents[1]] == vertices[vertex]:\n vertex_not_here = False\n\n return vertex_not_here\n\n def does_not_contain_edge(self, edge_name):\n edge_not_here = True\n for index in range(len(self.contents)):\n if self.contents[index].name == edge_name:\n edge_not_here = False\n return edge_not_here\n\n def print_edges(self):\n for edge in self.contents:\n print(\"[\", edge.name, edge.edge_weight, \"]\", end=\" \")\n\n\ndef main():\n\n # create a min heap of size V. let the min heap be B[]\n B = min_priority_queue(len(vertices))\n\n stage = 0\n current_vertex = vertex(0)\n element_in_T = -1\n\n T = MCST()\n\n print(\n \"Starting Prim's algorithm at arbitrary root\",\n vertices[current_vertex.vertex_number],\n )\n\n while T.size < required_number_of_edges and stage < 5:\n\n # Find adjacent_vertices\n adjacent_vertices = current_vertex.get_adjacent_edges()\n\n # push adjacent edges of current_vertex to B and SORT\n for edge in adjacent_vertices:\n\n # only add the edge to B if it is not already in our MCST\n if T.does_not_contain_vertex(edge.contents[1]) and T.does_not_contain_edge(edge.name):\n B.push(edge)\n\n # SORT B\n B.heapsort()\n \n # pop top edge (cheapest) of B to T if T does not already contain e(i)\n T.add_edge(B.pop_minimum())\n\n print(\"\\n[ STAGE\", stage, \"]\")\n print(\"Currently looking at vertex\", vertices[current_vertex.vertex_number])\n print(\"\\nB = \")\n \n B.print_edges()\n\n print(\"\\n\\nT: \")\n T.print_edges()\n\n print(\"\\n_________________________________________\")\n stage = stage + 1\n\n # set new current_vertex to T[]'s last element's tail\n current_vertex = vertex(T.contents[element_in_T].contents[1])\n\nmain()\n\n" }, { "alpha_fraction": 0.6583969593048096, "alphanum_fraction": 0.6669847369194031, "avg_line_length": 28.97142791748047, "blob_id": "2df6a46264469b5c321d5482f0f5d48d9fc9143e", "content_id": "0ad8b41a9d8c1fcf03598e31c3e8a5dc9c9224ce", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1048, "license_type": "no_license", "max_line_length": 145, "num_lines": 35, "path": "/assignment_3_shuffle_checker.py", "repo_name": "git-yulia/algorithms_project_01", "src_encoding": "UTF-8", "text": "# Analysis of Algorithms, Fall 2018 \n# Assignment 3: Shuffle-Checker \n# Team members: Yevhen Voitiuk, Julia Maliauka, Michael Petracca\n\n# initially, check if the string contains invalid characters, or is not the right length to be a shuffle. \n# also ensure that the characters are from our desired alphabet \n\n# next, run the algorithm to verify the shuffle \n\nn = 'abcde'\nm = 'fghi'\n\nlength_of_shuffle = len(n) + len(m)\n\nvalid_shuffle = 'abcdefghi'\ninvalid_shuffle = 'bcdghhi'\n\nshuffle = invalid_shuffle\n\nnext_char_of_n = 0\nnext_char_of_m = 0\n\ndef check(next_char_of_n, next_char_of_m):\n if next_char_of_m + next_char_of_n == length_of_shuffle:\n return True \n\n elif next_char_of_n < len(n) and n[next_char_of_n] == shuffle[next_char_of_n + next_char_of_m] and check(next_char_of_n + 1, next_char_of_m):\n return True\n \n elif next_char_of_m < len(m) and m[next_char_of_m] == shuffle[next_char_of_n + next_char_of_m] and check(next_char_of_n, next_char_of_m + 1):\n return True\n\n return False \n \nprint(check(next_char_of_n, next_char_of_m))" } ]
4
cremisch/OneMonth
https://github.com/cremisch/OneMonth
792af2ef21dbd061cc0ccefd52c67f770b0a93eb
e00eae62c3022f75b2add16258bd88dbb10b3dea
ceeaa12c6fa7081131ad36a572304e0f7f871ea2
refs/heads/master
2020-08-23T07:03:09.323752
2019-10-21T12:48:47
2019-10-21T12:48:47
216,566,370
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6980132460594177, "alphanum_fraction": 0.6980132460594177, "avg_line_length": 31.869565963745117, "blob_id": "6a564129d239b34207203df2ca6d48325a3b9fe9", "content_id": "15577c149c0f473e7fc86e574bc0feea36c90fbc", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 759, "license_type": "no_license", "max_line_length": 117, "num_lines": 23, "path": "/cologne_dinner.py", "repo_name": "cremisch/OneMonth", "src_encoding": "UTF-8", "text": "import random\n\nrestaurant = [\"Peters Brauhaus at Martinsviertel\",\n\t\t\t\t\"Lommerzheim at Deutz\",\n\t\t\t\t\"Bei Oma Kleinmann at Rathenauviertel\",\n\t\t\t\t\"FRÜH am Dom at Martinsviertel\",\n\t\t\t\t\"Die fette Kuh at Südstadt\",\n\t\t\t\t\"Momotaro at Apostelnviertel\",\n\t\t\t\t\"Kebapland at Ehrenfeld\",\n\t\t\t\t\"Freddy Schilling at Rathenauviertel\"\n\t\t\t\t\"Beef Brothers at Belgisches Viertel\",\n\t\t\t\t\"Mongo’s at Deutz\",\n\t\t\t\t\"Hans Im Glück at Apostelnviertel\",\n\t\t\t\t\"Brauerei Päffgen at Gereonsviertel\"\n\t\t\t\t\"Vapiano at Deutz\"\n\t\t\t\t\"XII Apostel at Martinsviertel\",\n\t\t\t\t\"Das kleine Steakhaus at Martinsviertel\",\n\t\t\t\t\"Bulgogi-Haus at Weidenpesch\",\n\t\t\t\t\"Habibi at Rathenauviertel\"]\n\nrandom_restaurant\t= random.choice(restaurant)\n\nprint(f\"It looks like you're in cologne hungry and not sure what to have for dinner. How about {random_restaurant}?\")" } ]
1
tagdara/sofa-adapter-elk
https://github.com/tagdara/sofa-adapter-elk
e692a270c9745eef5ec112ada3281f4c0fca02a1
b273960cfee2365cc7fc6c3bee28738e19fa2736
7e1053c3ec2d6149207add070fd9d1b51e724335
refs/heads/master
2022-02-24T08:35:57.672286
2022-02-12T23:42:35
2022-02-12T23:42:35
231,853,501
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.7368420958518982, "alphanum_fraction": 0.7368420958518982, "avg_line_length": 18, "blob_id": "f805c156039ee574b7ed3370671def0996dd3ba4", "content_id": "9ecdb3dcc1855405ac853bf58258de306219de56", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 19, "license_type": "no_license", "max_line_length": 18, "num_lines": 1, "path": "/README.md", "repo_name": "tagdara/sofa-adapter-elk", "src_encoding": "UTF-8", "text": "# sofa-adapter-elk\n" }, { "alpha_fraction": 0.34225794672966003, "alphanum_fraction": 0.4270058870315552, "avg_line_length": 44.62352752685547, "blob_id": "646f5ce8e17c8ab2f66c5e9fe4aa01ddfe78f44a", "content_id": "68a1dd10e06cb58881df6e982f63727ce15077da", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 23269, "license_type": "no_license", "max_line_length": 62, "num_lines": 510, "path": "/definitions.py", "repo_name": "tagdara/sofa-adapter-elk", "src_encoding": "UTF-8", "text": "class ElkDefinitions():\n\n zoneDefinitionTypes={\n \"0\": \"Disabled\", \n \"1\":\"Burglar Entry/Exit 1\",\n \"2\":\"Burglar Entry/Exit 2\",\n \"3\":\"Burglar Perimeter Instant\",\n \"4\":\"Burglar Interior\",\n \"5\":\"Burglar Interior Follower\",\n \"6\":\"Burglar Interior Night\",\n \"7\":\"Burglar Interior Night Delay\",\n \"8\":\"Burglar 24 Hour\",\n \"9\":\"Burglar Box Tamper\",\n \":\":\"Fire Alarm\",\n \";\":\"Fire Verified\",\n \"<\":\"Fire Supervisory\",\n \"=\":\"Aux Alarm 1\",\n \">\":\"Aux Alarm 2\",\n \"?\":\"Keyfob\",\n \"@\":\"Non Alarm\",\n \"A\":\"Carbon Monoxide\",\n \"B\":\"Emergency Alarm\",\n \"C\":\"Freeze Alarm\",\n \"D\":\"Gas Alarm\",\n \"E\":\"Heat Alarm\",\n \"F\":\"Medical Alarm\",\n \"G\":\"Police Alarm\",\n \"H\":\"Police No Indication\",\n \"I\":\"Water Alarm\",\n \"J\":\"Key Momentary Arm / Disarm\",\n \"K\":\"Key Momentary Arm Away\",\n \"L\":\"Key Momentary Arm Stay\",\n \"M\":\"Key Momentary Disarm\",\n \"N\":\"Key On/Off\",\n \"O\":\"Mute Audibles\",\n \"P\":\"Power Supervisory\",\n \"Q\":\"Temperature\",\n \"R\":\"Analog Zone\",\n \"S\":\"Phone Key\",\n \"T\":\"Intercom Key\"\n }\n\n zoneStringDescriptions={ \n \"0\":\"zone\",\n \"1\":\"area\",\n \"2\":\"user\",\n \"3\":\"keypad\",\n \"4\":\"output\",\n \"5\":\"task\",\n \"6\":\"telephone\",\n \"7\":\"light\",\n \"8\":\"alarm duration\",\n \"9\":\"custom\",\n \"10\":\"counter\",\n \"11\":\"thermostat\",\n \"12\":\"function key 1\",\n \"13\":\"function key 2\",\n \"14\":\"function key 3\",\n \"15\":\"function key 4\",\n \"16\":\"function key 5\",\n \"17\":\"function key 6\"\n }\n\n zoneStates={\n \"0\":\"Unconfigured\",\n \"1\":\"Normal\",\n \"2\":\"Normal\",\n \"3\":\"Normal\",\n \"5\":\"Trouble\",\n \"6\":\"Trouble\",\n \"7\":\"Trouble\",\n \"9\":\"Violated\",\n \"A\":\"Violated\",\n \"B\":\"Violated\",\n \"C\":\"Bypassed\",\n \"D\":\"Bypassed\",\n \"E\":\"Bypassed\",\n \"F\":\"Bypassed\"\n }\n elkevents={\n \"0000\":\"No Log Data for Index\",\n \"1000\":\"No Event\",\n \"1001\":\"FIRE ALARM\",\n \"1002\":\"FIRE SUPERVISORY ALARM\",\n \"1003\":\"BURGLAR ALARM, ANY AREA\",\n \"1004\":\"MEDICAL ALARM, ANY AREA\",\n \"1005\":\"POLICE ALARM, ANY AREA\",\n \"1006\":\"AUX1 24 HR, ANY AREA\", \n \"1007\":\"AUX2 24 HR, ANY AREA\", \n \"1008\":\"CARBON MONOXIDE ALARM, ANY AREA\", \n \"1009\":\"EMERGENCY ALARM, ANY AREA\", \n \"1010\":\"FREEZE ALARM, ANY AREA\", \n \"1011\":\"GAS ALARM, ANY AREA\", \n \"1012\":\"HEAT ALARM, ANY AREA\", \n \"1013\":\"WATER ALARM, ANY AREA\", \n \"1014\":\"ALARM, ANY AREA\", \n \"1015\":\"BURGLAR ALARM IN AREA 1\", \n \"1016\":\"BURGLAR ALARM IN AREA 2\", \n \"1017\":\"BURGLAR ALARM IN AREA 3\", \n \"1018\":\"BURGLAR ALARM IN AREA 4\", \n \"1019\":\"BURGLAR ALARM IN AREA 5\", \n \"1020\":\"BURGLAR ALARM IN AREA 6\", \n \"1021\":\"BURGLAR ALARM IN AREA 7\", \n \"1022\":\"BURGLAR ALARM IN AREA 8\", \n \"1023\":\"MEDICAL ALARM IN AREA 1\", \n \"1024\":\"MEDICAL ALARM IN AREA 2\", \n \"1025\":\"MEDICAL ALARM IN AREA 3\", \n \"1026\":\"MEDICAL ALARM IN AREA 4\", \n \"1027\":\"MEDICAL ALARM IN AREA 5\", \n \"1028\":\"MEDICAL ALARM IN AREA 6\", \n \"1029\":\"MEDICAL ALARM IN AREA 7\", \n \"1030\":\"MEDICAL ALARM IN AREA 8\", \n \"1031\":\"POLICE ALARM IN AREA 1\", \n \"1032\":\"POLICE ALARM IN AREA 2\", \n \"1033\":\"POLICE ALARM IN AREA 3\", \n \"1034\":\"POLICE ALARM IN AREA 4\", \n \"1035\":\"POLICE ALARM IN AREA 5\", \n \"1036\":\"POLICE ALARM IN AREA 6\", \n \"1037\":\"POLICE ALARM IN AREA 7\", \n \"1038\":\"POLICE ALARM IN AREA 8\", \n \"1039\":\"AUX1 24 HR IN AREA 1\", \n \"1040\":\"AUX1 24 HR IN AREA 2\", \n \"1041\":\"AUX1 24 HR IN AREA 3\", \n \"1042\":\"AUX1 24 HR IN AREA 4\", \n \"1043\":\"AUX1 24 HR IN AREA 5\", \n \"1044\":\"AUX1 24 HR IN AREA 6\", \n \"1045\":\"AUX1 24 HR IN AREA 7\", \n \"1046\":\"AUX1 24 HR IN AREA 8\", \n \"1047\":\"AUX2 24 HR IN AREA 1\", \n \"1048\":\"AUX2 24 HR IN AREA 2\", \n \"1049\":\"AUX2 24 HR IN AREA 3\", \n \"1050\":\"AUX2 24 HR IN AREA 4\", \n \"1051\":\"AUX2 24 HR IN AREA 5\",\n \"1052\":\"AUX2 24 HR IN AREA 6\",\n \"1053\":\"AUX2 24 HR IN AREA 7\", \n \"1054\":\"AUX2 24 HR IN AREA 8\", \n \"1055\":\"CO ALARM IN AREA 1\", \n \"1056\":\"CO ALARM IN AREA 2\", \n \"1057\":\"CO ALARM IN AREA 3\", \n \"1058\":\"CO ALARM IN AREA 4\", \n \"1059\":\"CO ALARM IN AREA 5\", \n \"1060\":\"CO ALARM IN AREA 6\", \n \"1061\":\"CO ALARM IN AREA 7\", \n \"1062\":\"CO ALARM IN AREA 8\", \n \"1063\":\"EMERGENCY ALARM IN AREA 1\", \n \"1064\":\"EMERGENCY ALARM IN AREA 2\", \n \"1065\":\"EMERGENCY ALARM IN AREA 3\",\n \"1066\":\"EMERGENCY ALARM IN AREA 4\", \n \"1067\":\"EMERGENCY ALARM IN AREA 5\", \n \"1068\":\"EMERGENCY ALARM IN AREA 6\", \n \"1069\":\"EMERGENCY ALARM IN AREA 7\", \n \"1070\":\"EMERGENCY ALARM IN AREA 8\", \n \"1071\":\"FREEZE ALARM IN AREA 1\", \n \"1072\":\"FREEZE ALARM IN AREA 2\", \n \"1073\":\"FREEZE ALARM IN AREA 3\", \n \"1074\":\"FREEZE ALARM IN AREA 4\", \n \"1075\":\"FREEZE ALARM IN AREA 5\", \n \"1076\":\"FREEZE ALARM IN AREA 6\", \n \"1077\":\"FREEZE ALARM IN AREA 7\", \n \"1078\":\"FREEZE ALARM IN AREA 8\", \n \"1079\":\"GAS ALARM IN AREA 1\", \n \"1080\":\"GAS ALARM IN AREA 2\", \n \"1081\":\"GAS ALARM IN AREA 3\", \n \"1082\":\"GAS ALARM IN AREA 4\", \n \"1083\":\"GAS ALARM IN AREA 5\", \n \"1084\":\"GAS ALARM IN AREA 6\", \n \"1085\":\"GAS ALARM IN AREA 7\", \n \"1086\":\"GAS ALARM IN AREA 8\", \n \"1087\":\"HEAT ALARM IN AREA 1\", \n \"1088\":\"HEAT ALARM IN AREA 2\", \n \"1089\":\"HEAT ALARM IN AREA 3\", \n \"1090\":\"HEAT ALARM IN AREA 4\", \n \"1091\":\"HEAT ALARM IN AREA 5\", \n \"1092\":\"HEAT ALARM IN AREA 6\", \n \"1093\":\"HEAT ALARM IN AREA 7\", \n \"1094\":\"HEAT ALARM IN AREA 8\", \n \"1095\":\"WATER ALARM IN AREA 1\", \n \"1096\":\"WATER ALARM IN AREA 2\", \n \"1097\":\"WATER ALARM IN AREA 3\", \n \"1098\":\"WATER ALARM IN AREA 4\", \n \"1099\":\"WATER ALARM IN AREA 5\", \n \"1100\":\"WATER ALARM IN AREA 6\", \n \"1101\":\"WATER ALARM IN AREA 7\", \n \"1102\":\"WATER ALARM IN AREA 8\", \n \"1103\":\"ANY ALARM IN AREA 1\", \n \"1104\":\"ANY ALARM IN AREA 2\", \n \"1105\":\"ANY ALARM IN AREA 3\", \n \"1106\":\"ANY ALARM IN AREA 4\", \n \"1107\":\"ANY ALARM IN AREA 5\", \n \"1108\":\"ANY ALARM IN AREA 6\", \n \"1109\":\"ANY ALARM IN AREA 7\", \n \"1110\":\"ANY ALARM IN AREA 8\", \n \"1111\":\"CODE LOCKOUT, ANY KEYPAD\", \n \"1112\":\"KEYPAD 01 CODE-LOCKOUT\", \n \"1113\":\"KEYPAD 02 CODE-LOCKOUT\", \n \"1114\":\"KEYPAD 03 CODE-LOCKOUT\", \n \"1115\":\"KEYPAD 04 CODE-LOCKOUT\", \n \"1116\":\"KEYPAD 05 CODE-LOCKOUT\", \n \"1118\":\"KEYPAD 07 CODE-LOCKOUT\", \n \"1119\":\"KEYPAD 08 CODE-LOCKOUT\", \n \"1120\":\"KEYPAD 09 CODE-LOCKOUT\", \n \"1121\":\"KEYPAD 10 CODE-LOCKOUT\", \n \"1122\":\"KEYPAD 11 CODE-LOCKOUT\", \n \"1123\":\"KEYPAD 12 CODE-LOCKOUT\", \n \"1124\":\"KEYPAD 13 CODE-LOCKOUT\", \n \"1125\":\"KEYPAD 14 CODE-LOCKOUT\", \n \"1126\":\"KEYPAD 15 CODE-LOCKOUT\", \n \"1127\":\"KEYPAD 16 CODE-LOCKOUT\", \n \"1128\":\"FIRE TROUBLE, ANY ZONE\", \n \"1129\":\"BURGLAR TROUBLE, ANY ZONE\", \n \"1130\":\"FAIL TO COMMUNICATE TROUBLE\", \n \"1131\":\"RF SENSOR LOW BATTERY TROUBLE\", \n \"1132\":\"LOST ANC MODULE TROUBLE\", \n \"1133\":\"LOST KEYPAD TROUBLE\", \n \"1134\":\"LOST INPUT EXPANDER TROUBLE\", \n \"1135\":\"LOST OUTPUT EXPANDER TROUBLE\",\n \"1136\":\"EEPROM MEMORY ERROR TROUBLE\", \n \"1137\":\"FLASH MEMORY ERROR TROUBLE\", \n \"1138\":\"AC FAILURE TROUBLE\", \n \"1139\":\"CONTROL LOW BATTERY TROUBLE\", \n \"1140\":\"CONTROL OVER CURRENT TROUBLE\", \n \"1141\":\"EXPANSION MODULE TROUBLE\", \n \"1142\":\"OUTPUT 2 SUPERVISORY TROUBLE\", \n \"1143\":\"TELEPHONE LINE FAULT TROUBLE1\", \n \"1144\":\"RESTORE FIRE ZONE\", \n \"1145\":\"RESTORE FIRE SUPERVISORY ZONE\", \n \"1146\":\"RESTORE BURGLAR ZONE\", \n \"1147\":\"RESTORE MEDICAL ZONE\", \n \"1148\":\"RESTORE POLICE ZONE\", \n \"1149\":\"RESTORE AUX1 24 HR ZONE\", \n \"1150\":\"RESTORE AUX2 24 HR ZONE\", \n \"1151\":\"RESTORE CO ZONE\", \n \"1152\":\"RESTORE EMERGENCY ZONE\", \n \"1153\":\"RESTORE FREEZE ZONE\", \n \"1154\":\"RESTORE GAS ZONE\", \n \"1155\":\"RESTORE HEAT ZONE\", \n \"1156\":\"RESTORE WATER ZONE\", \n \"1157\":\"COMMUNICATION FAIL RESTORE\", \n \"1158\":\"AC FAIL RESTORE\", \n \"1159\":\"LOW BATTERY RESTORE\", \n \"1160\":\"CONTROL OVER CURRENT RESTORE\", \n \"1161\":\"EXPANSION MODULE RESTORE\", \n \"1162\":\"OUTPUT2 RESTORE\", \n \"1163\":\"TELEPHONE LINE RESTORE\", \n \"1164\":\"ALARM MEMORY, ANY AREA\", \n \"1165\":\"ALARM MEMORY, AREA 1\", \n \"1166\":\"ALARM MEMORY, AREA 2\", \n \"1167\":\"ALARM MEMORY, AREA 3\", \n \"1168\":\"ALARM MEMORY, AREA 4\", \n \"1169\":\"ALARM MEMORY, AREA 5\", \n \"1170\":\"ALARM MEMORY, AREA 6\", \n \"1171\":\"ALARM MEMORY, AREA 7\", \n \"1172\":\"ALARM MEMORY, AREA 8\", \n \"1173\":\"AREA ARMED\", \n \"1174\":\"AREA DISARMED\", \n \"1175\":\"AREA 1 ARM STATE\", \n \"1176\":\"AREA 2 ARM STATE\", \n \"1177\":\"AREA 3 ARM STATE\", \n \"1178\":\"AREA 4 ARM STATE\", \n \"1179\":\"AREA 5 ARM STATE\", \n \"1180\":\"AREA 6 ARM STATE\", \n \"1181\":\"AREA 7 ARM STATE\", \n \"1182\":\"AREA 8 ARM STATE\", \n \"1183\":\"AREA 1 IS ARMED AWAY\", \n \"1184\":\"AREA 2 IS ARMED AWAY\", \n \"1185\":\"AREA 3 IS ARMED AWAY\", \n \"1186\":\"AREA 4 IS ARMED AWAY\", \n \"1187\":\"AREA 5 IS ARMED AWAY\", \n \"1188\":\"AREA 6 IS ARMED AWAY\", \n \"1189\":\"AREA 7 IS ARMED AWAY\", \n \"1190\":\"AREA 8 IS ARMED AWAY\", \n \"1191\":\"AREA 1 IS ARMED STAY\", \n \"1192\":\"AREA 2 IS ARMED STAY\", \n \"1193\":\"AREA 3 IS ARMED STAY\", \n \"1194\":\"AREA 4 IS ARMED STAY\", \n \"1195\":\"AREA 5 IS ARMED STAY\", \n \"1196\":\"AREA 6 IS ARMED STAY\", \n \"1197\":\"AREA 7 IS ARMED STAY\", \n \"1198\":\"AREA 8 IS ARMED STAY\", \n \"1199\":\"AREA 1 IS ARMED STAY INSTANT\", \n \"1200\":\"AREA 2 IS ARMED STAY INSTANT\", \n \"1201\":\"AREA 3 IS ARMED STAY INSTANT\", \n \"1202\":\"AREA 4 IS ARMED STAY INSTANT\", \n \"1203\":\"AREA 5 IS ARMED STAY INSTANT\", \n \"1204\":\"AREA 6 IS ARMED STAY INSTANT\", \n \"1205\":\"AREA 7 IS ARMED STAY INSTANT\",\n \"1206\":\"AREA 8 IS ARMED STAY INSTANT\", \n \"1207\":\"AREA 1 IS ARMED NIGHT\", \n \"1208\":\"AREA 2 IS ARMED NIGHT\", \n \"1209\":\"AREA 3 IS ARMED NIGHT\", \n \"1210\":\"AREA 4 IS ARMED NIGHT\", \n \"1211\":\"AREA 5 IS ARMED NIGHT\", \n \"1212\":\"AREA 6 IS ARMED NIGHT\", \n \"1213\":\"AREA 7 IS ARMED NIGHT\", \n \"1214\":\"AREA 8 IS ARMED NIGHT\", \n \"1215\":\"AREA 1 IS ARMED NIGHT INSTANT\", \n \"1216\":\"AREA 2 IS ARMED NIGHT INSTANT\", \n \"1217\":\"AREA 3 IS ARMED NIGHT INSTANT\", \n \"1218\":\"AREA 4 IS ARMED NIGHT INSTANT\", \n \"1219\":\"AREA 5 IS ARMED NIGHT INSTANT\", \n \"1220\":\"AREA 6 IS ARMED NIGHT INSTANT\", \n \"1221\":\"AREA 7 IS ARMED NIGHT INSTANT\", \n \"1222\":\"AREA 8 IS ARMED NIGHT INSTANT\", \n \"1223\":\"AREA 1 IS ARMED VACATION\", \n \"1224\":\"AREA 2 IS ARMED VACATION\", \n \"1225\":\"AREA 3 IS ARMED VACATION\", \n \"1226\":\"AREA 4 IS ARMED VACATION\", \n \"1227\":\"AREA 5 IS ARMED VACATION\", \n \"1228\":\"AREA 6 IS ARMED VACATION\", \n \"1229\":\"AREA 7 IS ARMED VACATION\", \n \"1230\":\"AREA 8 IS ARMED VACATION\", \n \"1231\":\"AREA 1 IS FORCE ARMED\", \n \"1232\":\"AREA 2 IS FORCE ARMED\", \n \"1233\":\"AREA 3 IS FORCE ARMED\", \n \"1234\":\"AREA 4 IS FORCE ARMED\", \n \"1235\":\"AREA 5 IS FORCE ARMED\", \n \"1236\":\"AREA 6 IS FORCE ARMED\", \n \"1237\":\"AREA 7 IS FORCE ARMED\", \n \"1238\":\"AREA 8 IS FORCE ARMED\", \n \"1239\":\"ZONE BYPASSED\", \n \"1240\":\"ZONE UNBYPASSED\", \n \"1241\":\"ANY BURGLAR ZONE IS FAULTED\", \n \"1242\":\"BURGLAR STATUS OF ALL AREAS\", \n \"1243\":\"AREA 1 BURGLAR STATUS\", \n \"1244\":\"AREA 2 BURGLAR STATUS\", \n \"1245\":\"AREA 3 BURGLAR STATUS\", \n \"1246\":\"AREA 4 BURGLAR STATUS\", \n \"1247\":\"AREA 5 BURGLAR STATUS\", \n \"1248\":\"AREA 6 BURGLAR STATUS\", \n \"1249\":\"AREA 7 BURGLAR STATUS\", \n \"1250\":\"AREA 8 BURGLAR STATUS\", \n \"1251\":\"AREA 1 CHIME MODE\", \n \"1252\":\"AREA 2 CHIME MODE\", \n \"1253\":\"AREA 3 CHIME MODE\", \n \"1254\":\"AREA 4 CHIME MODE\", \n \"1255\":\"AREA 5 CHIME MODE\", \n \"1256\":\"AREA 6 CHIME MODE\", \n \"1257\":\"AREA 7 CHIME MODE\", \n \"1258\":\"AREA 8 CHIME MODE\", \n \"1259\":\"AREA 1 CHIME ALERT\", \n \"1260\":\"AREA 2 CHIME ALERT\", \n \"1261\":\"AREA 3 CHIME ALERT\", \n \"1262\":\"AREA 4 CHIME ALERT\", \n \"1263\":\"AREA 5 CHIME ALERT\", \n \"1264\":\"AREA 6 CHIME ALERT\", \n \"1265\":\"AREA 7 CHIME ALERT\", \n \"1266\":\"AREA 8 CHIME ALERT\", \n \"1267\":\"ENTRY DELAY, ANY AREA\", \n \"1268\":\"AREA 1 ENTRY DELAY\", \n \"1269\":\"AREA 2 ENTRY DELAY\", \n \"1270\":\"AREA 3 ENTRY DELAY\", \n \"1271\":\"AREA 4 ENTRY DELAY\", \n \"1272\":\"AREA 5 ENTRY DELAY\", \n \"1273\":\"AREA 6 ENTRY DELAY\", \n \"1274\":\"AREA 7 ENTRY DELAY\", \n \"1275\":\"AREA 8 ENTRY DELAY\",\n \"1276\":\"EXIT DELAY, ANY AREA\", \n \"1277\":\"AREA 1 EXIT DELAY\", \n \"1278\":\"AREA 2 EXIT DELAY\", \n \"1279\":\"AREA 3 EXIT DELAY\", \n \"1280\":\"AREA 4 EXIT DELAY\", \n \"1281\":\"AREA 5 EXIT DELAY\", \n \"1282\":\"AREA 6 EXIT DELAY\", \n \"1283\":\"AREA 7 EXIT DELAY\", \n \"1284\":\"AREA 8 EXIT DELAY\", \n \"1285\":\"AREA 1 EXIT DELAY ENDS\", \n \"1286\":\"AREA 2 EXIT DELAY ENDS\", \n \"1287\":\"AREA 3 EXIT DELAY ENDS\", \n \"1288\":\"AREA 4 EXIT DELAY ENDS\", \n \"1289\":\"AREA 5 EXIT DELAY ENDS\", \n \"1290\":\"AREA 6 EXIT DELAY ENDS\", \n \"1292\":\"AREA 8 EXIT DELAY ENDS\", \n \"1293\":\"AUTOMATIC CLOSING\", \n \"1294\":\"EARLY CLOSING\", \n \"1295\":\"CLOSING TIME EXTENDED\", \n \"1296\":\"FAIL TO CLOSE\", \n \"1297\":\"LATE TO CLOSE\", \n \"1298\":\"KEYSWITCH CLOSING\", \n \"1299\":\"DURESS\", \n \"1300\":\"EXCEPTION OPENING\", \n \"1301\":\"EARLY OPENING\", \n \"1302\":\"FAIL TO OPEN\", \n \"1303\":\"LATE TO OPEN\", \n \"1304\":\"KEYSWITCH OPENING\", \n \"1305\":\"AREA 1 CLOSING RING BACK\", \n \"1306\":\"AREA 2 CLOSING RING BACK\", \n \"1307\":\"AREA 3 CLOSING RING BACK\", \n \"1308\":\"AREA 4 CLOSING RING BACK\", \n \"1309\":\"AREA 5 CLOSING RING BACK\", \n \"1310\":\"AREA 6 CLOSING RING BACK\", \n \"1311\":\"AREA 7 CLOSING RING BACK\", \n \"1312\":\"AREA 8 CLOSING RING BACK\", \n \"1313\":\"ACCESS KEYPAD 01\", \n \"1314\":\"ACCESS KEYPAD 02\", \n \"1315\":\"ACCESS KEYPAD 03\", \n \"1316\":\"ACCESS KEYPAD 04\", \n \"1317\":\"ACCESS KEYPAD 05\", \n \"1318\":\"ACCESS KEYPAD 06\", \n \"1319\":\"ACCESS KEYPAD 07\", \n \"1321\":\"ACCESS KEYPAD 09\", \n \"1322\":\"ACCESS KEYPAD 10\", \n \"1323\":\"ACCESS KEYPAD 11\", \n \"1324\":\"ACCESS KEYPAD 12\", \n \"1325\":\"ACCESS KEYPAD 13\", \n \"1326\":\"ACCESS KEYPAD 14\", \n \"1327\":\"ACCESS KEYPAD 15\", \n \"1328\":\"ACCESS KEYPAD 16\", \n \"1329\":\"ACCESS ANY KEYPAD\", \n \"1330\":\"BEEP AREA 1 KEYPAD(S)\", \n \"1331\":\"BEEP AREA 2 KEYPAD(S)\", \n \"1332\":\"BEEP AREA 3 KEYPAD(S)\", \n \"1333\":\"BEEP AREA 4 KEYPAD(S)\", \n \"1334\":\"BEEP AREA 5 KEYPAD(S)\", \n \"1335\":\"BEEP AREA 6 KEYPAD(S)\", \n \"1336\":\"BEEP AREA 7 KEYPAD(S)\", \n \"1337\":\"BEEP AREA 8 KEYPAD(S)\", \n \"1338\":\"AREA 1 EXIT ERROR\", \n \"1339\":\"AREA 2 EXIT ERROR\", \n \"1340\":\"AREA 3 EXIT ERROR\", \n \"1341\":\"AREA 4 EXIT ERROR\", \n \"1342\":\"AREA 5 EXIT ERROR\", \n \"1343\":\"AREA 6 EXIT ERROR\", \n \"1344\":\"AREA 7 EXIT ERROR\", \n \"1345\":\"AREA 8 EXIT ERROR\", \n \"1346\":\"AUDIO AMPLIFIER STATUS\", \n \"1347\":\"CONTROL POWER STATUS\",\n \"1348\":\"LIGHT\", \n \"1349\":\"DARK\", \n \"1350\":\"SECURITY (DAY) ALERT\", \n \"1351\":\"DIALER ABORT\", \n \"1352\":\"DIALER CANCEL\", \n \"1353\":\"DIALER AUTO TEST\", \n \"1354\":\"LOCAL PROGRAMMING\", \n \"1355\":\"LOCAL PROGRAMMING ENDS\", \n \"1356\":\"KEYSWITCH ZN TAMPER ALERT\", \n \"1357\":\"EVENT LOG, 80% FULL\", \n \"1358\":\"TELEPHONE LINE IS RINGING\", \n \"1359\":\"TELEPHONE LINE SEIZE\", \n \"1360\":\"TELEPHONE LINE OFF/ON HOOK\", \n \"1361\":\"TELEPHONE LOCAL ACCESS\", \n \"1362\":\"TELEPHONE REMOTE ACCESS\", \n \"1363\":\"REMOTE PROGRAMMING\", \n \"1364\":\"REMOTE PROGRAMMING ENDS\", \n \"1365\":\"AC FAIL TBL - POWER SUPV ZN\", \n \"1366\":\"LOW BATTERY TBL - POWER SUPV ZN\", \n \"1367\":\"SYSTEM START UP\", \n \"1368\":\"CONTROL LOW VOLTAGE SHUTDOWN\", \n \"1369\":\"RF KEYFOB BUTTON 1\", \n \"1370\":\"RF KEYFOB BUTTON 2\", \n \"1371\":\"RF KEYFOB BUTTON 3\", \n \"1372\":\"RF KEYFOB BUTTON 4\", \n \"1373\":\"RF KEYFOB BUTTON 5\", \n \"1374\":\"RF KEYFOB BUTTON 6\", \n \"1375\":\"RF KEYFOB BUTTON 7\", \n \"1376\":\"RF KEYFOB BUTTON 8\", \n \"1377\":\"LOST SERIAL PORT EXPANDER TROUBLE\", \n \"1378\":\"RULE TRIGGERED VOICE TELEPHONE DIAL\", \n \"1379\":\"DIALER REPORT CLEARED\", \n \"1380\":\"CENTRAL STATION KISSOFF\", \n \"1381\":\"TRANSMITTER SUPERVISION LOSS\", \n \"1382\":\"2-WIRE SMOKE DET. CLEAN TRBL\", \n \"1383\":\"ETHERNET TROUBLE\", \n \"1384\":\"ETHERNET RESTORE\", \n \"1385\":\"RESTORE REMOTE AC POWER\", \n \"1386\":\"RESTORE REMOTE BATTERY\"\n }\n\n\n elkCommands = {\n \"AR\" : \"Alarm Reporting to Ethernet\",\n \"AS\" :\"Arming status report data\",\n \"AT\" : \"Ethernet Test to IP\", \n\t \"AZ\" : \"Alarm by zone reply\", \n\t \"CC\" : \"Control output change update\", \n\t \"CR\" : \"Custom value report data\", \n\t \"CS\" : \"Control output status report data\", \n\t \"CU\" : \"Change user code reply\", \n\t \"CV\" : \"Counter Value Data\", \n\t \"DS\" : \"Lighting Poll Response\", \n\t \"DK\" : \"Display KP LCD Data\", \n\t \"EM\" : \"Email Trigger to M1XEP\", \n\t \"IC\" : \"Send invalid user code digits\", \n\t \"IE\" : \"Installer program exited\", \n\t \"IP\" : \"M1XSP Insteon Program\", \n\t \"IR\" : \"M1XSP Insteon Read\",\n\t \"KA\" : \"Keypad areas report data\", \n\t \"KC\" : \"Keypad key change update\", \n\t \"KF\" : \"Function key pressed data\", \n\t \"LD\" : \"Log data with index\", \n\t \"LW\" : \"Reply temperature data\", \n\t \"PC\" : \"PLC change update\", \n\t \"PS\" : \"PLC status report data\", \n\t \"RE\" : \"Reset Ethernet Module\", \n\t \"RP\" : \"ELKRP connected\", \n\t \"RR\" : \"Real Time Clock Data\", \n\t \"SD\" : \"Text string description report data\", \n\t \"SS\" : \"System Trouble Status data\", \n\t \"ST\" : \"Temperature report data\", \n\t \"TC\" : \"Task change update\", \n\t \"TR\" : \"Thermostat data report\",\n\t \"UA\" : \"User code areas report data\", \n\t \"XB\" : \"reserved by ELKRP\", \n\t \"XK\" : \"Request Ethernet test\", \n\t \"ZB\" : \"Zone bypass report data\", \n \t\"ZC\" : \"Zone change update\", \n\t \"ZD\" : \"Zone definition report data\", \n\t \"ZP\" : \"Zone partition report data\", \n\t \"ZS\" : \"Zone status report data\", \n\t \"ZV\" : \"Zone analog voltage data\"\n }\n\n" }, { "alpha_fraction": 0.5492336750030518, "alphanum_fraction": 0.5640333890914917, "avg_line_length": 36.03414535522461, "blob_id": "ee66db61e2196e6062a7faecd42adbc2a53fdb28", "content_id": "df23068977b61a3752759396cc94800cd33d0be0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 15215, "license_type": "no_license", "max_line_length": 144, "num_lines": 410, "path": "/subscription.py", "repo_name": "tagdara/sofa-adapter-elk", "src_encoding": "UTF-8", "text": "import asyncio\nfrom sofabase3 import SofaConfig\nfrom definitions import ElkDefinitions\nimport logging\n\nlogger = logging.getLogger(__name__)\n\nclass ElkSubscription(asyncio.Protocol):\n\n def __init__(self, dataset=None, **kwargs):\n self.is_open = False\n self.loop = asyncio.get_event_loop()\n self.last_message = \"\"\n self.sendQueue=[]\n self.dataset=dataset\n self.lastcommand=\"\"\n self.controllerMap=dict()\n self.dataset.connected=False\n self.initial_data=False\n \n # populate base dataset to eliminate oddly formatted adds\n self.dataset.nativeDevices={\"zone\": {}, \"output\": {}, \"task\": {}}\n \n\n def connection_made(self, transport):\n \n try:\n self.sockname = transport.get_extra_info(\"sockname\")\n self.transport = transport\n self.is_open = True\n except:\n logger.error('Connection made but something went wrong.', exc_info=True)\n \n try:\n self.programmingMode=False\n logger.info('Sending initial request')\n self.requestRealTimeClock()\n self.requestZoneDefinitionReport()\n self.requestZoneStatusReport()\n self.requestLogData(count=5)\n self.requestOutputs()\n self.requestTasks()\n self.checkSendQueue()\n #self.dataset.connected=True\n except:\n logger.error('Error sending request', exc_info=True)\n \n def connection_lost(self, exc):\n self.is_open = False\n self.loop.stop()\n\n def data_received(self, data):\n \n try:\n asyncio.ensure_future(self.processElkCommand(self.getElkCommand(data.decode()), data.decode()))\n self.checkSendQueue()\n except:\n logger.error('Error processing received data: %s' % data, exc_info=True)\n\n def queueForSend(self, data):\n \n self.sendQueue.append(data)\n \n\n def checkSendQueue(self):\n \n try:\n if (len(self.sendQueue)>0):\n if self.programmingMode==False:\n self.lastcommand=self.sendQueue.pop(0)\n self.send(self.lastcommand)\n elif self.initial_data==False:\n self.initial_data=True\n self.dataset.connected=True\n\n except:\n logger.error('Error bumping elk queue',exc_info=True)\n \n\n def send(self, data):\n \n try:\n self.transport.write(data.encode())\n #logger.info('> elk %s' % data.replace('\\n', ' ').replace('\\r', ''))\n except:\n logger.error('Error on send', exc_info=True)\n\n\n def getElkCommand(self, data):\n\n try:\n #Check to see if this is a formatted command or a custom text screen.\n try:\n elkdl=int(data[0:2],16)\n except ValueError:\n #logger.warn('Custom text instead of command: %s' % data)\n return \"Custom\"\n \n data=data[2:elkdl+2]\n elkCommandCode=data[0:2]\n if elkCommandCode in ElkDefinitions.elkCommands:\n return ElkDefinitions.elkCommands[elkCommandCode]\n else:\n return \"Custom\"\n except:\n logger.error(\"Error determining Elk Command code from: %s\" % data, exc_info=True)\n return \"Custom\" \n\n def computechecksum(self,cmd):\n asctot=0\n for ch in cmd:\n asctot=asctot+ord(ch)\n cc2=hex(((~ asctot)+1) & 255)\n return str(cc2)[2:].upper()\n\n \n async def processElkCommand(self, command, data):\n \n if command==\"ELKRP connected\":\n if not self.programmingMode:\n logger.info('Elk RP Programming mode is active. Command deferred for retry: %s' % self.lastcommand)\n self.programmingMode=True\n await asyncio.sleep(1)\n return False\n \n self.programmingMode=False\n \n if command==\"Zone status report data\": #ZS\n await self.dataset.ingest(self.zoneStatusReport(data))\n for zone in self.dataset.nativeDevices['zone']:\n self.requestZoneStringDescription(zone)\n\n elif command=='Reply temperature data': #LW\n await self.replyTemperatureData(data)\n \n elif command==\"Keypad key change update\": #KC\n #This transmission update option transmits the updated status whenever it \n # changes and is enabled by setting the location TRUE in the M1 Control Global Programming Location 40. \n pass\n \n elif command==\"Control output status report data\": #CS\n try:\n await self.dataset.ingest(self.controlOutputStatusReport(data))\n except:\n logger.info(\"Error: %s\" % command, exc_info=True)\n \n elif command==\"Text string description report data\": #SD\n try:\n await self.dataset.ingest(self.zoneTextStringDescriptionReport(data))\n except:\n logger.info('Error getting and merging zone string data', exc_info=True)\n\n elif command==\"Zone change update\": #ZC\n try:\n await self.dataset.ingest(self.zoneChangeUpdate(data))\n except:\n logger.info('Error getting Zone Change Update', exc_info=True)\n \n elif command==\"Temperature report data\": #ST\n await self.dataset.ingest(self.temperatureReport(data))\n\n elif command==\"Zone definition report data\": #ZD\n try:\n zonedata=await self.zoneDefinitionReport(data)\n except:\n logger.info('Error getting Zone Change Update', exc_info=True)\n \n elif command==\"Request Ethernet test\":\n logger.debug('Ethernet heartbeat')\n\n elif command==\"Log data with index\":\n await self.logDataWithIndex(data)\n \n elif command==\"Control output change update\": #CC\n try:\n outputdata=await self.outputChangeUpdate(data)\n except:\n logger.info('Error getting Output Change Update', exc_info=True)\n \n else:\n logger.info('elk %s > %s' % (command, data.replace('\\n', ' ').replace('\\r', '')))\n\n\n def requestLogData(self,count=25):\n \n for i in range (1,count+1):\n # get log data\n elklogreq=\"09ld\"+str(i).zfill(3)+\"00\"\n elklogreq=elklogreq+self.computechecksum(elklogreq)\n self.queueForSend(elklogreq+\"\\r\\n\")\n \n def requestOutputs(self):\n for i in range (1,65):\n # get output string descriptions\n elklogreq=\"0Bsd04\"+str(i).zfill(3)+\"00\"\n elklogreq=elklogreq+self.computechecksum(elklogreq)\n self.queueForSend(elklogreq+\"\\r\\n\")\n self.queueForSend(\"06cs0064\\r\\n\")\n\n def requestTasks(self):\n for i in range (1,33):\n # get task string descriptions\n elklogreq=\"0Bsd05\"+str(i).zfill(3)+\"00\"\n elklogreq=elklogreq+self.computechecksum(elklogreq)\n self.queueForSend(elklogreq+\"\\r\\n\")\n\n def requestRealTimeClock(self):\n self.queueForSend(\"06rr0056\\r\\n\")\n\n def requestZoneStatusReport(self):\n self.queueForSend(\"06zs004D\\r\\n\")\n\n\n def requestZoneDefinitionReport(self):\n self.queueForSend(\"06zd005C\\r\\n\")\n self.queueForSend(\"06lw0057\\r\\n\")\n\n def requestZoneStringDescription(self, zone):\n # Text string description report data\n elkrequest=\"0Bsd00%s00\" % str(int(zone)).zfill(3)\n elkrequest=elkrequest+self.computechecksum(elkrequest)\n self.queueForSend(elkrequest+\"\\r\\n\")\n\n def clipElkData(self, data):\n try:\n elkdl=int(data[0:2],16)\n data=data[2:elkdl+2]\n return data\n except:\n logger.error(\"Error clipping Elk Data\",exc_info=True)\n return \"\"\n\n\n async def replyTemperatureData(self, data):\n # Reply Temperature Data (LW). Result of lw command, allows automation \n # equipment to request the temperatures from zone \n # temperature sensors and keypad temperatures in one ASCII packet.\n data=self.clipElkData(data)\n try:\n tempzones=data[2:-4]\n for i in range (16,32):\n thistemp=int(tempzones[i*3:i*3+3])-60\n if thistemp > -60:\n await self.dataset.ingest({'zone': { str(i-15): {'temperature':thistemp}}})\n \n except:\n logger.error(\"replyTemperatureData Error\",exc_info=True)\n\n\n def controlOutputStatusReport(self,data):\n # Output status report\n \n # D6CSD..00CC(CR-LF)\n # The control panel sends this message in response to a Control Output Status \n # Request. The data portion of this message is 208 characters long, one character for \n # each output in order. The value will be: 0 (Off), 1 (On).\n # Example: With control output 1 off, output 2 on, output 3 and output 4 off, the \n # message would begin D6CS0100...\n \n data=self.clipElkData(data)\n outputs={}\n try:\n elkoutputs=data[2:-4]\n for i,elkcstate in enumerate(elkoutputs):\n if str(int(i+1)) in self.dataset.nativeDevices['output']:\n if elkcstate==\"0\":\n outputs[str(int(i+1))]={'status':'Off'}\n else:\n outputs[str(int(i+1))]={'status':'On'}\n return {'output': outputs}\n except:\n logger.error(\"controlOutputStatusReport Error\", exc_info=True)\n return {}\n\n\n def temperatureReport(self,data):\n # Reply With Requested Temperature. This is a result of an 'st' command\n try:\n data=self.clipElkData(data)\n typeid=str(data[2])\n\n tempzone=data[3:5]\n tempval=data[5:8]\n \n if typeid=='0':\n temptype='Temperature Probe'\n tempval=int(tempval)-60\n elif typeid=='1':\n temptype='Keypad'\n elif typeid=='2':\n temptype='Thermostat'\n else:\n temptype='Unknown'\n\n elkrequest=\"0Bsd00\"+str(tempzone).zfill(3)+\"00\"\n elkrequest=elkrequest+self.computechecksum(elkrequest)\n self.queueForSend(elkrequest+\"\\r\\n\")\n tempzone=tempzone.lstrip('0')\n return {'zone': { tempzone: {\"temperature\": tempval}}}\n except:\n logger.error(\"temperatureReport Error\",exc_info=True)\n return {}\n\n async def logDataWithIndex(self, data):\n\n # ASCII String Text Descriptions stored in device\n try:\n data=self.clipElkData(data)\n event=str(data[2:6])\n event_number=str(data[6:9])\n event_area=str(data[9])\n event_time=str(data[10:12])+\":\"+str(data[12:14])\n event_date=str(data[14:16])+\"/\"+str(data[16:18])\n event_name=ElkDefinitions.elkevents[event]\n logger.info('## Log: %s %s - %s %s %s %s' % (event_date, event_time, event_number, event_area, event_name, data))\n except:\n logger.error(\"Log Data with Index error: %s\" % data,exc_info=True)\n\n\n def zoneTextStringDescriptionReport(self, data):\n\n # ASCII String Text Descriptions stored in device\n try:\n data=self.clipElkData(data)\n if str(int(data[4:7]))!='0': # Eliminates the edge case where if an item hasnt been found yet it returns 0 and blank\n return {ElkDefinitions.zoneStringDescriptions[str(int(data[2:4]))]: { str(int(data[4:7])): {'name': data[7:23].strip() }}}\n\n return {}\n except:\n logger.error(\"textStringDescriptionReport Error\",exc_info=True)\n return {}\n\n \n def zoneChangeUpdate(self, data):\n # Zone Change update, triggered when a zone's status changes\n \n try:\n data=self.clipElkData(data)\n return {'zone': { str(int(data[2:5])).lstrip('0'): {'status':ElkDefinitions.zoneStates[data[5:6]]}}}\n\n except:\n logger.error(\"zoneChangeUpdate Error\",exc_info=True)\n return {}\n\n\n def zoneStatusReport(self, data):\n # Zone status report\n # The control panel sends this message in response to a Zone Status Request. The data portion of \n # this message is 208 characters long, one character for each zone in order. Each character is the sum \n # of all applicable status values, expressed in hexadecimal, using ASCII characters 0-9 and A-F. \n\n data=self.clipElkData(data)\n\n zones=dict()\n try:\n datazones=data[2:-4]\n for i, datazonestatus in enumerate(datazones):\n if (datazonestatus!='0' and i<208):\n zones[str(int(i+1))]={'status': ElkDefinitions.zoneStates[datazonestatus]}\n #self.dataset.ingest({'zone': { str(int(i+1)): {'status': ElkDefinitions.zoneStates[datazonestatus]}}})\n #zones[str(int(i+1))]={ \"status\": ElkDefinitions.zoneStates[datazonestatus]}\n logger.info('Zone status report: %s/ %s' % (datazones,zones))\n return {'zone': zones}\n except:\n logger.error(\"zoneStatusReport Error\",exc_info=True)\n\n\n async def zoneDefinitionReport(self,data): # ZD\n # Zone definition report data\n # Array of all 208 zones with the zone definition. Subtract \n # 48 decimal or 0x30 hex from each array element to get the \n # zone definition number, or use translation based on ASCII\n\n data=self.clipElkData(data)\n\n try:\n elkzones=data[2:-4]\n for i,zone in enumerate(elkzones):\n if (zone!='0' and i<208):\n if int(i+1) in SofaConfig.motion_zones:\n mode='motion'\n elif int(i+1) in SofaConfig.doorbells:\n mode='doorbell'\n else:\n mode='contact'\n await self.dataset.ingest({'zone': { str(int(i+1)): {'mode': mode, 'zonetype': ElkDefinitions.zoneDefinitionTypes[zone] }}})\n \n except:\n logger.error(\"zoneDefinitionReport Error\",exc_info=True)\n\n async def outputChangeUpdate(self,data): # CC\n # 0A – Length as ASCII hex\n # CC – Zone Change Message Command\n # ZZZ – Output Number, 1 based\n # S – Output State, 0 = OFF, 1 = ON\n # 00 – future use\n # CC – Checksum\n\n data=self.clipElkData(data)\n\n try:\n elkoutput=data[2:5]\n outputstate=data[5]\n if data[5]=='0':\n outputstate='Off'\n else:\n outputstate='On'\n await self.dataset.ingest({'output': { str(int(elkoutput)): {'status': outputstate }}})\n except:\n logger.error(\"outputChangeUpdate\",exc_info=True)\n\n\n \n " }, { "alpha_fraction": 0.6135634779930115, "alphanum_fraction": 0.6157829761505127, "avg_line_length": 37.99038314819336, "blob_id": "e3fbb8074130d3acc0255e6427920ff83507fb8e", "content_id": "8ec0f1362cdfa86335bcb46e44ab4fe6108d8015", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4055, "license_type": "no_license", "max_line_length": 150, "num_lines": 104, "path": "/controllers.py", "repo_name": "tagdara/sofa-adapter-elk", "src_encoding": "UTF-8", "text": "from sofabase3 import ButtonController, ContactSensor, EndpointHealth, MotionSensor, PowerController, ModeController, InputController, RangeController\nfrom sofabase3 import ShadeModeController, TemperatureSensor, ThermostatController, DoorbellEventSource\nimport logging\n\nlogger = logging.getLogger(__name__)\n\nclass EndpointHealth(EndpointHealth):\n\n @property \n def connectivity(self):\n #stubbed out but should reflect whether the panel is connected or not\n return 'OK'\n\nclass ContactSensor(ContactSensor):\n\n @property \n def detectionState(self):\n #stubbed out but should reflect whether the panel is connected or not\n if self.nativeObject['status']=='Normal':\n return 'NOT_DETECTED'\n elif self.nativeObject['status']=='Violated':\n return 'DETECTED'\n \n return 'DETECTED'\n\nclass MotionSensor(MotionSensor):\n\n @property \n def detectionState(self):\n #stubbed out but should reflect whether the panel is connected or not\n if self.nativeObject['status']=='Normal':\n return 'NOT_DETECTED'\n elif self.nativeObject['status']=='Violated':\n return 'DETECTED'\n \n return 'NOT_DETECTED'\n\nclass TemperatureSensor(TemperatureSensor):\n\n @property \n def temperature(self):\n return self.nativeObject['temperature']\n\nclass ButtonController(ButtonController):\n\n @property \n def pressState(self):\n if 'status' not in self.nativeObject:\n return 'OFF'\n \n elif self.nativeObject['status']==\"Off\":\n return 'OFF'\n else:\n return 'ON'\n\n async def Press(self, payload, correlationToken='', **kwargs):\n try:\n devicetype=self.device.endpointId.split(\":\")[1]\n if devicetype=='task':\n await self.adapter.triggerTask(self.deviceid)\n elif devicetype=='output':\n await self.adapter.triggerOutput(self.deviceid)\n response=await self.adapter.dataset.generateResponse(self.device.endpointId, correlationToken)\n except:\n logger.error('!! Error during Press', exc_info=True)\n return None\n \n async def Hold(self, payload, correlationToken='', **kwargs):\n try:\n devicetype=self.device.endpointId.split(\":\")[1]\n if devicetype=='output':\n await self.adapter.triggerOutput(self.deviceid, payload['duration'])\n response=await self.adapter.dataset.generateResponse(self.device.endpointId, correlationToken)\n except:\n logger.error('!! Error during Press', exc_info=True)\n return None\n \n async def Release(self, correlationToken='', **kwargs):\n try:\n devicetype=self.device.endpointId.split(\":\")[1]\n if devicetype=='output':\n await self.adapter.releaseOutput(self.deviceid)\n response=await self.adapter.dataset.generateResponse(self.device.endpointId, correlationToken)\n except:\n logger.error('!! Error during Press', exc_info=True)\n return None\n\n\nclass ShadeModeController(ShadeModeController):\n\n async def SetMode(self, payload, correlationToken=''):\n try:\n if payload['mode'].split('.')[1] in self._supportedModes:\n newmode=self._supportedModes[payload['mode'].split('.')[1]]\n if newmode in self.nativeObject['controls']:\n trigger_output=self.nativeObject['controls'][newmode].split('.')[2]\n logger.info('-> trigger output: %s (%s)' % (trigger_output, newmode))\n await self.adapter.triggerOutput(trigger_output, '1')\n return self.device.Response(correlationToken)\n else:\n logger.error('!! error - did not find mode %s' % payload)\n except:\n self.adapter.log.error('Error setting mode status %s' % payload, exc_info=True)\n return {}\n" }, { "alpha_fraction": 0.5945916771888733, "alphanum_fraction": 0.6011340022087097, "avg_line_length": 44.18226623535156, "blob_id": "844a0aa8b0a9e7d712087d82fb399eb885115803", "content_id": "4d980a9547bada8057013e7f90f55de72d0217dd", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 9171, "license_type": "no_license", "max_line_length": 165, "num_lines": 203, "path": "/elk.py", "repo_name": "tagdara/sofa-adapter-elk", "src_encoding": "UTF-8", "text": "#!/usr/bin/python3\nfrom sofabase3 import log_setup, SofaBase, SofaConfig, AlexaDevice\nfrom controllers import ButtonController, ContactSensor, EndpointHealth, MotionSensor, PowerController, InputController\nfrom controllers import ShadeModeController, TemperatureSensor, DoorbellEventSource\n\nimport sys, os\nimport math\nimport random\nimport json\nimport asyncio\nimport definitions\nimport time\n\nfrom subscription import ElkSubscription\nfrom definitions import ElkDefinitions\n\nlogger = log_setup(\"elk\", level=\"INFO\", root=True)\n\n \nclass ElkM1(SofaBase):\n\n def add_adapter_fields(self):\n SofaConfig.add('elk_address', mandatory=True)\n SofaConfig.add('elk_port', default=2101)\n SofaConfig.add('motion_zones', default=[])\n SofaConfig.add('doorbells', default=[])\n SofaConfig.add('automation', default=[])\n SofaConfig.add('shades', default={})\n\n \n async def pre_activate(self):\n\n try:\n self.definitions = ElkDefinitions\n self.sofa.dataset.connected=False\n self.elkClient = ElkSubscription(dataset=self.sofa.dataset)\n await self.loop.create_connection(lambda: self.elkClient, SofaConfig.elk_address, SofaConfig.elk_port)\n logger.info('.. Waiting for connect: %s' % self.sofa.dataset.connected)\n while not self.sofa.dataset.connected:\n await asyncio.sleep(.2)\n await self.addShadeData()\n\n except:\n logger.error('.. pre-activate error', exc_info=True)\n \n\n async def add_sofa_device(self, endpointId, path):\n \n try:\n device_type = path.split(\"/\")[1]\n device_id = path.split(\"/\")[2]\n nativeObject=self.sofa.dataset.nativeDevices[device_type][device_id]\n if 'name' not in nativeObject:\n return None\n if not nativeObject['name'].strip():\n logger.warning('!! skipping device with name set to blank or spaces: %s' % endpointId)\n return None\n if device_type==\"zone\":\n return self.add_smart_zone(device_id, nativeObject)\n if device_type==\"virtual\":\n return self.add_smart_zone(device_id, nativeObject)\n if device_type==\"shade\":\n return self.add_smart_shade(device_id, nativeObject)\n elif device_type in [\"task\",\"output\"]:\n return self.add_smart_button(device_id, device_type, nativeObject)\n\n except:\n logger.error('Error defining smart device', exc_info=True)\n\n\n def add_smart_zone(self, deviceid, nativeObject):\n \n try:\n if nativeObject[\"zonetype\"].find(\"Temperature\")>-1:\n device = AlexaDevice('elk/zone/%s' % deviceid, nativeObject['name'], displayCategories=['TEMPERATURE_SENSOR'], adapter=self)\n device.TemperatureSensor = TemperatureSensor(device=device)\n device.EndpointHealth = EndpointHealth(device=device)\n return self.sofa.dataset.add_device(device)\n elif nativeObject[\"zonetype\"].find(\"Burglar\")==0 or nativeObject[\"zonetype\"].find(\"Non Alarm\")==0:\n if nativeObject[\"mode\"]==\"motion\":\n description='Elk Motion Sensor'\n if nativeObject['name'] in SofaConfig.automation:\n description+=' (Automation)'\n device = AlexaDevice('elk/zone/%s' % deviceid, nativeObject['name'], displayCategories=['MOTION_SENSOR'], adapter=self, description=description)\n device.MotionSensor =MotionSensor(device=device)\n device.EndpointHealth = EndpointHealth(device=device)\n return self.sofa.dataset.add_device(device)\n if nativeObject[\"mode\"]==\"doorbell\":\n device = AlexaDevice('elk/zone/%s' % deviceid, nativeObject['name'], displayCategories=['DOORBELL'], adapter=self, )\n device._noAlexaInterface=True # Quirks mode shit for doorbell should probably be moved up into flexdevice def\n device.DoorbellEventSource = DoorbellEventSource(device=device)\n return self.sofa.dataset.add_device(device)\n else:\n description='Contact Sensor'\n if nativeObject['name'] in SofaConfig.automation:\n description+=' (Automation)'\n device = AlexaDevice('elk/zone/%s' % deviceid, nativeObject['name'], displayCategories=['CONTACT_SENSOR'], adapter=self, description=description)\n device.ContactSensor = ContactSensor(device=device)\n device.EndpointHealth = EndpointHealth(device=device)\n return self.sofa.dataset.add_device(device)\n else:\n logger.info('Zonetype no match for %s' % nativeObject['zonetype'])\n return False\n except:\n logger.error('Error adding Smart Zone %s' % deviceid, exc_info=True)\n\n def add_smart_button(self, deviceid, buttontype, nativeObject):\n \n try:\n device = AlexaDevice('elk/%s/%s' % (buttontype,deviceid), nativeObject['name'], displayCategories=['BUTTON'], adapter=self)\n device.ButtonController = ButtonController(device=device)\n device.EndpointHealth = EndpointHealth(device=device)\n return self.sofa.dataset.add_device(device)\n except:\n logger.error('Error adding Smart Button %s' % deviceid, exc_info=True)\n\n async def addShadeData(self):\n\n try:\n if SofaConfig.shades:\n self.sofa.dataset.nativeDevices['shade']={}\n logger.info('.. adding shade data from config')\n await self.sofa.dataset.ingest({\"shade\" : SofaConfig.shades})\n except:\n logger.error('Error adding Blinds data', exc_info=True)\n\n def add_smart_shade(self, deviceid, nativeObject):\n \n try:\n\n device = AlexaDevice('elk/%s/%s' % ('shade', deviceid), nativeObject['name'], displayCategories=['INTERIOR_BLIND'], adapter=self)\n device.ShadeModeController = ShadeModeController('Position', device=device, devicetype=\"Blinds\", \n supportedModes={'Up': 'Open', \"Down\": \"Close\", \"Stop\": \"Stop\"})\n device.EndpointHealth = EndpointHealth(device=device)\n return self.sofa.dataset.add_device(device)\n except:\n logger.error('Error adding Smart Button %s' % deviceid, exc_info=True)\n\n\n\n def virtualEventSource(self, itempath, item):\n try:\n nativeObject=self.sofa.dataset.getObjectFromPath(self.sofa.dataset.getObjectPath(itempath))\n\n if \"mode\" in nativeObject:\n if nativeObject[\"mode\"]==\"doorbell\":\n if item['value']=='Violated':\n device=self.sofa.dataset.getDeviceFromPath(itempath)\n if hasattr(device, \"DoorbellEventSource\"):\n return device.DoorbellEventSource.press()\n else:\n logger.info('Device does not seem to have a DoorbellEventSource: %s' % device.__dict__, exc_info=True)\n \n #logger.info('Item: %s' % item)\n except:\n logger.error('Error accessing virtual event source for %s' % nativeObject, exc_info=True)\n\n\n async def triggerTask(self, taskname):\n \n try:\n for task in self.sofa.dataset.nativeDevices['task']:\n if self.sofa.dataset.nativeDevices['task'][task]['name']==taskname:\n elkcmd=\"09tn\"+task.zfill(3)+\"00\"\n elkcmd=elkcmd+self.elkClient.computechecksum(elkcmd)\n self.elkClient.queueForSend(elkcmd+\"\\r\\n\")\n self.elkClient.checkSendQueue() \n break\n except:\n logger.error('Error with triggerTask', exc_info=True)\n \n\n async def releaseOutput(self, outputId):\n \n # Control Output off (cf)\n # 09cfDDD00CC(CR-LF)\n # Example: turn off Control Output 2: 09cf00200DC(CR-LF )\n \n try:\n elkcmd=\"09cf\"+outputId.zfill(3)+\"00\"\n elkcmd=elkcmd+self.elkClient.computechecksum(elkcmd)\n self.elkClient.queueForSend(elkcmd+\"\\r\\n\")\n self.elkClient.checkSendQueue() \n except:\n logger.error('Error with releasing Output: %s %s' (outputId,duration), exc_info=True)\n\n async def triggerOutput(self, outputId, duration=1):\n \n # 0EcnDDDTTTTT00CC(CR-LF)\n # Example: turn on Control Output 1 for 10 seconds: 0Ecn0010001000D8(CR-LF )\n \n try:\n elkcmd=\"0Ecn\"+outputId.zfill(3)+str(duration).zfill(5)+\"00\"\n elkcmd=elkcmd+self.elkClient.computechecksum(elkcmd)\n self.elkClient.queueForSend(elkcmd+\"\\r\\n\")\n self.elkClient.checkSendQueue() \n except:\n logger.error('Error with trigger Output: %s %s' (outputId,duration), exc_info=True)\n \n\nif __name__ == '__main__':\n adapter = ElkM1(name=\"elk\")\n adapter.start()" } ]
5
JoelSamir/SHOP-BACKEND
https://github.com/JoelSamir/SHOP-BACKEND
aa97280154c36226e701334b122cf0f05d2eb682
6708ca4f86f9b04e053315c35f59903fc2300eb5
244ade97b360fca88ac7e0dd5f33d9cd7422775b
refs/heads/main
2023-08-28T23:53:07.444027
2021-10-15T14:09:08
2021-10-15T14:09:08
424,042,521
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6487552523612976, "alphanum_fraction": 0.6598471999168396, "avg_line_length": 23.889570236206055, "blob_id": "bcd69ba174d2cdc3d45ba8d1ef24f4e7086d4418", "content_id": "96b0eaf2ed29270e28b6686558d1ecb0c995e994", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4057, "license_type": "no_license", "max_line_length": 91, "num_lines": 163, "path": "/core/settings.py", "repo_name": "JoelSamir/SHOP-BACKEND", "src_encoding": "UTF-8", "text": "import os\nfrom datetime import timedelta\nfrom pathlib import Path\nimport django_heroku\n\nimport environ\nimport sys\nfrom corsheaders.defaults import default_headers\n\nenv = environ.Env()\n\nenviron.Env.read_env()\n\nDEBUG = True\nSECRET_KEY = env('SECRET_KEY')\n\nBASE_DIR = Path(__file__).resolve().parent.parent\nALLOWED_HOSTS = []\nCORS_ALLOW_ALL_ORIGINS = True\n\n# CORS_ALLOWED_ORIGINS = [\n# \"https://ecommerce-aacjp-missiontic.herokuapp.com/\"\n# ]\n\nINSTALLED_APPS = [\n 'django.contrib.admin',\n 'django.contrib.auth',\n 'django.contrib.contenttypes',\n 'django.contrib.sessions',\n 'django.contrib.messages',\n 'django.contrib.staticfiles',\n 'rest_framework',\n # 'rest_framework.authtoken',\n # 'rest_framework_simplejwt',\n 'corsheaders',\n 'ECommerce',\n\n # Apps from project.\n\n]\n\nSIMPLE_JWT = {\n 'ACCESS_TOKEN_LIFETIME': timedelta(hours=5),\n 'REFRESH_TOKEN_LIFETIME': timedelta(days=1),\n 'ROTATE_REFRESH_TOKENS': False,\n 'BLACKLIST_AFTER_ROTATION': True,\n 'UPDATE_LAST_LOGIN': False,\n\n 'ALGORITHM': 'HS256',\n 'USER_ID_FIELD': 'id',\n 'USER_ID_CLAIM': 'user_id',\n}\n\nMIDDLEWARE = [\n 'django.middleware.security.SecurityMiddleware',\n 'django.contrib.sessions.middleware.SessionMiddleware',\n\n 'corsheaders.middleware.CorsMiddleware',\n\n 'django.middleware.common.CommonMiddleware',\n 'django.middleware.csrf.CsrfViewMiddleware',\n 'django.contrib.auth.middleware.AuthenticationMiddleware',\n 'django.contrib.messages.middleware.MessageMiddleware',\n 'django.middleware.clickjacking.XFrameOptionsMiddleware',\n]\n\n\nCORS_ALLOW_HEADERS = list(default_headers) + [\n 'contenttype',\n]\n\nROOT_URLCONF = 'core.urls'\n\nTEMPLATES = [\n {\n 'BACKEND': 'django.template.backends.django.DjangoTemplates',\n 'DIRS': [],\n 'APP_DIRS': True,\n 'OPTIONS': {\n 'context_processors': [\n 'django.template.context_processors.debug',\n 'django.template.context_processors.request',\n 'django.contrib.auth.context_processors.auth',\n 'django.contrib.messages.context_processors.messages',\n ],\n },\n },\n]\n\nWSGI_APPLICATION = 'core.wsgi.application'\n\n# Database\n# https://docs.djangoproject.com/en/3.2/ref/settings/#databases\n\nDATABASES = {\n 'default': {\n 'ENGINE': 'django.db.backends.postgresql_psycopg2',\n 'NAME': 'd61irh7fkccsl8',\n 'USER': 'ncpsnhdthaqise',\n 'PASSWORD': '5709ec22b802edc443201ea1b730cc6a0a6ba46c4e507d00f29fd25532f9f454',\n 'HOST': 'ec2-107-22-18-26.compute-1.amazonaws.com',\n 'PORT': '5432',\n 'TEST': {\n 'NAME': 'd61irh7fkccsl8',\n },\n }\n\n}\n\n# Password validation\n# https://docs.djangoproject.com/en/3.2/ref/settings/#auth-password-validators\n\nAUTH_PASSWORD_VALIDATORS = [\n {\n 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator',\n },\n {\n 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator',\n },\n {\n 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator',\n },\n {\n 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator',\n },\n]\n\n# Internationalization\n# https://docs.djangoproject.com/en/3.2/topics/i18n/\n\nLANGUAGE_CODE = 'en-us'\nTIME_ZONE = 'UTC'\nUSE_I18N = True\nUSE_L10N = True\nUSE_TZ = True\n\n# Static files (CSS, JavaScript, Images)\n# https://docs.djangoproject.com/en/3.2/howto/static-files/\n\n# STATIC_URL = '/static/'\n# STATICFILES_DIRS = [\n# BASE_DIR / \"static\",\n# ]\n# MEDIA_URL = '/media/'\n# MEDIA_ROOT = os.path.join(BASE_DIR, 'media')\n\n# Default primary key field type\n# https://docs.djangoproject.com/en/3.2/ref/settings/#default-auto-field\n\nDEFAULT_AUTO_FIELD = 'django.db.models.BigAutoField'\n\nREST_FRAMEWORK = {\n 'DEFAULT_PERMISSION_CLASSES': (\n 'rest_framework.permissions.AllowAny',\n ),\n 'DEFAULT_AUTHENTICATION_CLASSES': (\n 'rest_framework_simplejwt.authentication.JWTAuthentication',\n )\n}\n# usuario para auth\nAUTH_USER_MODEL = 'ECommerce.Account'\n\ndjango_heroku.settings(locals())\n" } ]
1
michaelperret/Personal-Site
https://github.com/michaelperret/Personal-Site
0045d4e1bef445e7fb4205411e56e4f5ace98592
2e5785b06c083ed05a7660345dd3548bb10608f0
a2b31a77f3643dcf35f1217ea6b2c73f7020be85
refs/heads/master
2020-03-30T16:44:21.852273
2014-08-27T04:13:02
2014-08-27T04:13:02
null
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5423006415367126, "alphanum_fraction": 0.5672550201416016, "avg_line_length": 22.811594009399414, "blob_id": "9cef56508e6cf8af24ca433114c8d35d77cc7615", "content_id": "6c1d4d150033426a33cb15aa31e21c673d08fff5", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "JavaScript", "length_bytes": 1643, "license_type": "no_license", "max_line_length": 96, "num_lines": 69, "path": "/brochure/static/js/_main.js", "repo_name": "michaelperret/Personal-Site", "src_encoding": "UTF-8", "text": " /**\n * This demo was prepared for you by Petr Tichy - Ihatetomatoes.net\n * Want to see more similar demos and tutorials?\n * Help by spreading the word about Ihatetomatoes blog.\n * Facebook - https://www.facebook.com/ihatetomatoesblog\n * Twitter - https://twitter.com/ihatetomatoes\n * Google+ - https://plus.google.com/u/0/109859280204979591787/about\n * Article URL: http://ihatetomatoes.net/simple-parallax-scrolling-tutorial/\n */\n\n( function( $ ) {\n\t\n\t// Setup variables\n\t$window = $(window);\n\t$slide = $('.homeSlide');\n\t$body = $('body');\n\t\n //FadeIn all sections \n\t$body.imagesLoaded( function() {\n\t\tsetTimeout(function() {\n\t\t \n\t\t // Resize sections\n\t\t adjustWindow();\n\t\t \n\t\t // Fade in sections\n\t\t\t $body.removeClass('loading').addClass('loaded');\n\t\t\t \n\t\t}, 800);\n\t});\n\t\n\tfunction adjustWindow(){\n\t\t\n\t\t// Init Skrollr\n\t\t\n\t\t\n\t\t// Get window size\n\t winH = $window.height();\n\t \n\t // Keep minimum height 550\n\t if(winH <= 550) {\n\t\t\twinH = 550;\n\t\t} \n\t \n\t // Resize our slides\n\t $slide.height(winH);\n\t \n\t // Refresh Skrollr after resizing our sections\n\t \n\t \n\t}\n\n $.ajax({\n url:'https://api.instagram.com/v1/users/self/media/recent?count=6&access_token=422016425.1fb234f.c3920193f58a43dd9ac36e8e6cfafd16',\n type:'GET',\n dataType:'jsonp',\n success: function(response){\n console.log(response);\n len = response.data;\n for(var i =0; i < len.length; i++){\n src = response.data[i].images.low_resolution.url;\n $(\".igpics\").append(\"<img style='padding: 7px; width: 200px;' src='\"+src+\"'/>\");\n }\n }\n\n });\n\n\n\t\t\n} )( jQuery );" }, { "alpha_fraction": 0.6040076613426208, "alphanum_fraction": 0.6135495901107788, "avg_line_length": 23.372093200683594, "blob_id": "8d4292f2f698698e615de03ce1925d29653474a0", "content_id": "3e3236c2012d88d8e3911c79cd939af0a2a3c331", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1048, "license_type": "no_license", "max_line_length": 74, "num_lines": 43, "path": "/brochure/views.py", "repo_name": "michaelperret/Personal-Site", "src_encoding": "UTF-8", "text": "from django.shortcuts import render\nfrom django.http import HttpResponse\nfrom django.shortcuts import render_to_response\n\ndef home(request):\n return render_to_response(\"base.html\")\n\ndef hello(request,name,color):\n name = name.lower()\n return render_to_response(\"base.html\",\n {'name': name,\n 'color': color\n }\n )\n\n\ndef aboutme(request):\n return render_to_response(\"aboutme.html\")\n\ndef projects(request):\n return render_to_response(\"projects.html\")\n\ndef contact(request):\n return render_to_response(\"contact.html\")\n\ndef professional(request):\n return render_to_response(\"professional.html\")\n\ndef fizzbuzz(request,num1,num2):\n res = ''\n if int(num1) % 3 == 0:\n res+='fizz'\n if int(num2) % 5 == 0:\n res+='buzz'\n return HttpResponse(\"<h1 style='font-family:sans-serif'>\"+res+\"</h1>\")\n\n\n\ndef name(request):\n return HttpResponse(\"Hi,\\nMy name is Michael! Welcome to my page!\")\n\n\n# Create your views here.\n" } ]
2
madhatter215/IoT-Temperature-Monitoring
https://github.com/madhatter215/IoT-Temperature-Monitoring
cc52b7ee09a70a4ac9af93fcce9af870ffb76f24
fe257eeb9e74d4fac5df6395e0e5d105901f46d9
9488a8ff3dd9c9c24c9d08f6bb82c7531fe23cbc
refs/heads/master
2021-01-17T18:30:41.776435
2016-08-05T16:01:10
2016-08-05T16:01:10
64,963,420
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6177605986595154, "alphanum_fraction": 0.6293436288833618, "avg_line_length": 21, "blob_id": "8a513c344bba2abed9ef41a422fba161a18df49d", "content_id": "6e7ce893d4b907bd23dd03a5fa17118129a4ccb6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 259, "license_type": "no_license", "max_line_length": 40, "num_lines": 11, "path": "/myfunctions.py", "repo_name": "madhatter215/IoT-Temperature-Monitoring", "src_encoding": "UTF-8", "text": "PATH=r\"/var/tmp/temperature_sensor2.dat\"\r\nmy_array= []\r\n\r\n\r\ndef get_alameda_last_val():\r\n\tmyfile=open(PATH, 'r')\r\n\tmylines=myfile.read().splitlines()\r\n\tfor ele in mylines:\r\n\t my_array.append(ele.split(\" \"))\r\n\tmyfile.close()\r\n\treturn my_array[-1][2]\r\n\r\n\r\n\r\n" }, { "alpha_fraction": 0.6530054807662964, "alphanum_fraction": 0.6721311211585999, "avg_line_length": 28.38888931274414, "blob_id": "55f903fe7380b6ae1c657181b62609db59c4bc02", "content_id": "05d8127a57613f025c49e515ea28bea6a6040421", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1098, "license_type": "no_license", "max_line_length": 109, "num_lines": 36, "path": "/myfunctions_test.py", "repo_name": "madhatter215/IoT-Temperature-Monitoring", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\r\n\r\nPATH=r\"/var/tmp/temperature_sensor2.dat\"\r\nmy_array= []\r\nalameda_records=[]\r\nfrom datetime import datetime\r\n\r\n\r\n\r\n#date_object = datetime.strptime('2016-06-18 22:33:16', '%Y-%m-%d %H:%M:%S')\r\n\r\ndef get_alameda_dataset():\r\n\tmyfile=open(PATH, 'r')\r\n\tmylines=myfile.read().splitlines()\r\n\tfor ele in mylines:\r\n\t my_array.append(ele.split(\" \"))\r\n\tmyfile.close()\r\n\treturn my_array\r\n\r\ndef get_alameda_records_with_datetime_and_temperature():\r\n\tala_dt = get_alameda_dataset()\r\n\tfor record in ala_dt:\r\n\t\tdatetime_record = datetime.strptime((record[0] + \" \" + record[1]),'%Y-%m-%d %H:%M:%S')\r\n\t#\tprint \"year {} day {} second {}\".format(datetime_record.year, datetime_record.day, datetime_record.second)\r\n\t\tobj = datetime_record, record[2]\r\n\t\talameda_records.append(obj)\r\n#\tprint \"year {} day {}\".format(alameda_records[-1]\r\n\treturn alameda_records\r\n\r\nalameda_records=get_alameda_records_with_datetime_and_temperature()\r\n\r\n\r\n#here = get_alameda_records_with_datetime_and_temperature()\r\n#print \"year {} time {}\".format(here[-1].\r\n\r\n#alameda_records = zip(datetime_record,record[2])\r\n\r\n\r\n" }, { "alpha_fraction": 0.4593731760978699, "alphanum_fraction": 0.5449796915054321, "avg_line_length": 43.31578826904297, "blob_id": "450750a4636070f86173b0ebf0e5662880f2a239", "content_id": "0d0a3f6a5e1692aac053cdaf4ff98c713ec7c58b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3446, "license_type": "no_license", "max_line_length": 285, "num_lines": 76, "path": "/testpage.py", "repo_name": "madhatter215/IoT-Temperature-Monitoring", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\r\nfrom myfunctions_test import *\r\nfrom datetime import datetime\r\n#new Date(Year, Month, Day, Hours, Minutes, Seconds, Milliseconds)\r\n\r\nprint \"Content-type: text/html\"\r\nprint \"\"\r\nprint \"<html>\"\r\nprint \" <head>\"\r\nprint \" <script type=\\\"text/javascript\\\" src=\\\"https://www.gstatic.com/charts/loader.js\\\"></script>\"\r\nprint \" <script type=\\\"text/javascript\\\">\"\r\nprint \"google.charts.load(\\'current\\', {packages: [\\'corechart\\', \\'line\\']});\"\r\nprint \"google.charts.setOnLoadCallback(drawBackgroundColor);\"\r\nprint \"\"\r\nprint \"function drawBackgroundColor() {\"\r\nprint \" var data = new google.visualization.DataTable();\"\r\nprint \" data.addColumn(\\'date\\', \\'X\\');\"\r\nprint \" data.addColumn(\\'number\\', \\'Alameda D3078\\');\"\r\nprint \"\"\r\nprint \" data.addRows([\"\r\n\r\nfor n in range(0, len(alameda_records)):\r\n\tprint \"\\\r\n [new Date(%d, %d, %d, %d, %d, %d), %d],\" % (int(alameda_records[n][0].year), int(alameda_records[n][0].month-1), int(alameda_records[n][0].day), int(alameda_records[n][0].hour), int(alameda_records[n][0].minute), int(alameda_records[n][0].second), int(alameda_records[n][1]))\r\n\r\n##Prints a string, some webbrowsers (IE7) require digit \r\n#for n in range(0, len(alameda_records)):\r\n#\tprint \"\\\r\n# [new Date({}, {}, {}, {}, {}, {}), {}],\".format(\r\n#\t\talameda_records[n][0].year, \r\n#\t\talameda_records[n][0].month, \r\n#\t\talameda_records[n][0].day, \r\n#\t\talameda_records[n][0].hour, \r\n#\t\talameda_records[n][0].minute, \r\n#\t\talameda_records[n][0].second, \r\n#\t\talameda_records[n][1])\r\n\r\n\r\n#print \" [new Date(2015, 0, 1), 5], [new Date(2015, 0, 2), 7], [new Date(2015, 0, 3), 3],\"\r\n#print \" [new Date(2015, 0, 4), 1], [new Date(2015, 0, 5), 3], [new Date(2015, 0, 6), 4],\"\r\n#print \" [new Date(2015, 0, 7), 3], [new Date(2015, 0, 8), 4], [new Date(2015, 0, 9), 2],\"\r\n#print \" [new Date(2015, 0, 10), 5], [new Date(2015, 0, 11), 8], [new Date(2015, 0, 12), 6],\"\r\n#print \" [new Date(2015, 0, 13), 3], [new Date(2015, 0, 14), 3], [new Date(2015, 0, 15), 5],\"\r\n#print \" [new Date(2015, 0, 16), 7], [new Date(2015, 0, 17), 6], [new Date(2015, 0, 18), 6],\"\r\n#print \" [new Date(2015, 0, 19), 3], [new Date(2015, 0, 20), 1], [new Date(2015, 0, 21), 2],\"\r\n#print \" [new Date(2015, 0, 22), 4], [new Date(2015, 0, 23), 6], [new Date(2015, 0, 24), 5],\"\r\n#print \" [new Date(2015, 0, 25), 9], [new Date(2015, 0, 26), 4], [new Date(2015, 0, 27), 9],\"\r\n#print \" [new Date(2015, 0, 28), 8], [new Date(2015, 0, 29), 6], [new Date(2015, 0, 30), 4],\"\r\n#print \" [new Date(2015, 0, 31), 6], [new Date(2015, 1, 1), 7], [new Date(2015, 1, 2), 9]\"\r\n\r\n\r\nprint \" ]);\"\r\nprint \"\"\r\nprint \"\"\r\nprint \" var options = {\"\r\nprint \" width: 1200, height: 420,\"\r\nprint \" hAxis: {\"\r\nprint \" title: \\'Time\\'\"\r\nprint \" },\"\r\nprint \" vAxis: {\"\r\nprint \" title: \\'Temp in F\\',\"\r\nprint \" maxValue: 85,\"\r\nprint \" minValue: 70\"\r\nprint \" },\"\r\nprint \" backgroundColor: \\'#f1f8e9\\'\"\r\nprint \" };\"\r\nprint \"\"\r\nprint \" var chart = new google.visualization.LineChart(document.getElementById(\\'chart_div\\'));\"\r\nprint \" chart.draw(data, options);\"\r\nprint \" }\"\r\nprint \" </script>\"\r\nprint \" </head>\"\r\nprint \" <body>\"\r\nprint \" <div id=\\\"chart_div\\\" style=\\\"width: 400px; height: 120px;\\\"></div>\"\r\nprint \" </body>\"\r\nprint \"</html>\"\r\n\r\n" }, { "alpha_fraction": 0.5161626935005188, "alphanum_fraction": 0.5448383688926697, "avg_line_length": 34.846153259277344, "blob_id": "b1680d543e3688d9b17ed08467d6f3aace423665", "content_id": "1a509afed1d8aa2a5640ea719c53126f98657b06", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1918, "license_type": "no_license", "max_line_length": 102, "num_lines": 52, "path": "/temp_graph.py", "repo_name": "madhatter215/IoT-Temperature-Monitoring", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\r\nfrom myfunctions import *\r\n\r\n\r\nprint \"Content-type: text/html\"\r\nprint \"\"\r\nprint \"<html>\"\r\nprint \" <head>\"\r\nprint \" <script type=\\\"text/javascript\\\" src=\\\"https://www.gstatic.com/charts/loader.js\\\"></script>\"\r\nprint \" <script type=\\\"text/javascript\\\">\"\r\nprint \" google.charts.load('current', {'packages':['gauge']});\"\r\nprint \" google.charts.setOnLoadCallback(drawChart);\"\r\nprint \" function drawChart() {\"\r\nprint \"\"\r\nprint \" var data = google.visualization.arrayToDataTable([\"\r\nprint \" ['Label', 'Value'],\"\r\n#print \" ['Alameda', %s],\" %get_alameda_last_val()\r\nprint \" ['Alameda', 80],\"\r\nprint \" ['Ottawa', 55],\"\r\nprint \" ['Beijing', 68]\"\r\nprint \" ]);\"\r\nprint \"\"\r\nprint \" var options = {\"\r\nprint \" width: 800, height: 420,\"\r\nprint \" redFrom: 90, redTo: 100,\"\r\nprint \" yellowFrom:75, yellowTo: 90,\"\r\nprint \" minorTicks: 5\"\r\nprint \" };\"\r\nprint \"\"\r\nprint \" var chart = new google.visualization.Gauge(document.getElementById('chart_div'));\"\r\nprint \"\"\r\nprint \" chart.draw(data, options);\"\r\nprint \"\"\r\nprint \" setInterval(function() {\"\r\nprint \" data.setValue(0, 1, %s);\" %get_alameda_last_val()\r\nprint \" chart.draw(data, options);\"\r\nprint \" }, 1600);\"\r\nprint \" setInterval(function() {\"\r\nprint \" data.setValue(1, 1, 40 + Math.round(60 * Math.random()));\"\r\nprint \" chart.draw(data, options);\"\r\nprint \" }, 5000);\"\r\nprint \" setInterval(function() {\"\r\nprint \" data.setValue(2, 1, 60 + Math.round(20 * Math.random()));\"\r\nprint \" chart.draw(data, options);\"\r\nprint \" }, 26000);\"\r\nprint \" }\"\r\nprint \" </script>\"\r\nprint \" </head>\"\r\nprint \" <body>\"\r\nprint \" <div id=\\\"chart_div\\\" style=\\\"width: 400px; height: 120px;\\\"></div>\"\r\nprint \" </body>\"\r\nprint \"</html>\"\r\n\r\n" }, { "alpha_fraction": 0.49221184849739075, "alphanum_fraction": 0.6028037667274475, "avg_line_length": 33.44444274902344, "blob_id": "87a5c89722f015e4b3bfc263314e4403cc334943", "content_id": "ab2fdc7d395a844f2cab5c850f7770d928c6c87e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 642, "license_type": "no_license", "max_line_length": 130, "num_lines": 18, "path": "/test_mraa.py", "repo_name": "madhatter215/IoT-Temperature-Monitoring", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\r\nimport mraa\r\nimport math\r\nimport time\r\n# More info here -> http://www.seeedstudio.com/wiki/Grove_-_Temperature_Sensor_V1.2\r\nB=3975\r\nain = mraa.Aio(1)\r\na = ain.read()\r\nresistance = (1023-a)*10000.0/a\r\ntemp = 1/(math.log(resistance/10000.0)/B+1/298.15)-273.15\r\nprint \"Temperature now is \" + str(temp * 9/5 + 32)\r\n\r\ndef get_temp():\r\n a = ain.read()\r\n resistance = (1023-a)*10000.0/a\r\n temp = 1/(math.log(resistance/10000.0)/B+1/298.15)-273.15\r\n temp_msg = time.strftime(\"%Y-%m-%d %H:%M:%S\") + \" Temperature now is \" + str(int(temp * 9/5 + 32)) + \" degrees fahrenheit\"\r\n return temp_msg\r\n\r\n\r\n" }, { "alpha_fraction": 0.6180124282836914, "alphanum_fraction": 0.6459627151489258, "avg_line_length": 27.090909957885742, "blob_id": "c849de0c57fd9456a7a321f62aaf28af178e94f6", "content_id": "7090a6c0ca3d148bb74bc75936133a3eb9ee7ab8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 322, "license_type": "no_license", "max_line_length": 68, "num_lines": 11, "path": "/test.py", "repo_name": "madhatter215/IoT-Temperature-Monitoring", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\r\nimport time\r\nimport pyupm_grove # Get the UPM library\r\n\r\n# Create the temperature sensor object\r\ntemp = pyupm_grove.GroveTemp(1)\r\n\r\n# Use \"value\" method on it to get the temperature\r\nfor i in range(1,10):\r\n print \"Temperature now is \" + str(temp.value() * (9/5) + 32)\r\n time.sleep(1)\r\n\r\n" }, { "alpha_fraction": 0.5602027773857117, "alphanum_fraction": 0.5944232940673828, "avg_line_length": 21.02941131591797, "blob_id": "e4bf9bd88e0958f57ca9740f367ccc3d6c650fff", "content_id": "58cf1a074aef4930dcf871af789c1a805b0a341d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 789, "license_type": "no_license", "max_line_length": 64, "num_lines": 34, "path": "/udp_test_listening.py", "repo_name": "madhatter215/IoT-Temperature-Monitoring", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\r\nimport socket\r\nimport os\r\n\r\nUDP_IP = \"147.11.46.69\"\r\nUDP_PORT = 5005\r\nPATH=r\"/var/tmp/temperature_sensor2.dat\"\r\n\r\nsock = socket.socket(socket.AF_INET, # Internet\r\n socket.SOCK_DGRAM) # UDP\r\nsock.bind((UDP_IP, UDP_PORT))\r\n\r\n#Initialize file\r\nmy_file = open(PATH, 'w')\r\n#my_file.write(\"\\\r\n#yyyy-mm-dd hh:mm:ss degrees F\\n\")\r\nmy_file.close()\r\n\r\n\r\ndef split_message(msg):\r\n array = msg.split(\" \")\r\n #print array\r\n return array[0] + \" \" + array[1] + \" \" + array[5]\r\n\r\ndef append_to_file(msg):\r\n my_file = open(PATH, 'a')\r\n my_file.write(split_message(msg) + \"\\n\")\r\n my_file.close()\r\n\r\n\r\nwhile True:\r\n data, addr = sock.recvfrom(1024) # buffer size is 1024 bytes\r\n print \"received message:\", data\r\n append_to_file(data)\r\n\r\n\r\n\r\n" }, { "alpha_fraction": 0.7530920505523682, "alphanum_fraction": 0.7613376379013062, "avg_line_length": 74.20689392089844, "blob_id": "e755b1b5ccf071c4d4c8f2cdab1f89a5cdc52d8b", "content_id": "3f8e7b5d3e6021d89dcc75934020f64b8695088d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2183, "license_type": "no_license", "max_line_length": 367, "num_lines": 29, "path": "/README.md", "repo_name": "madhatter215/IoT-Temperature-Monitoring", "src_encoding": "UTF-8", "text": "# IoT-Temperature-Monitoring\n\nThis is a project I took on to help my group monitor temperature in the labs. We had a cooling problem where over the weekend the AC unit failed and the lab temperature got to over 100F degrees! I thought it would be beneficial to the group so I devided to come up with a quick solution on my own time. The feedback I revceived was good. \n\nI've uploaded a PowerPoint with a few slides to describe this project and attached two *.png pictures to show what the webpage looks like in graph form of the data. \n\n\nSimple Explanation:\n=====================\nI deployed a small IoT board equiped with a temperature sensor and an ethernet connection to take samples and send to a remote server. The server saves the data and uses it to generate reports, upload into graph on a webpage, and run periodic cron jobs to alert (via text/email) the team if there is a critical problem! \n\n\nTheory of Operation: \n=======================\nOn the client side (Galileo), by running udp_test.py, the client with sample the ambient temperature value and send a message (UDP packet) to the server. \n\nOn the server side, by running udp_test_listening.py, a socket is created and listening on port 5005 for any incomming UDP packets. Once a packet has arrived over the network, the program stuffs the contents into a text file (for now, later a database such as MongoDB) for analysis later. \n\nOn the server backend, I created a webhost running Apache and setup my configuration to tell the http daemon that any *.py file inside the directoty cgi-bin should call python interpreter. When a user goes to my webpage, the python scripts run to generate HTML and fill in the values (by parsing the text file with timestamp and temperature value) for graph display. \n\n\nEngineering Notes: \n=====================\nI used instructions from Intel to install the Yocto binary image onto my Galileo Gen 2\nxdk-daemon-0.0.38-ia32-node-0.10.x.tar\n\nWith the Grove sensor (v2) I noticed the MRAA package has the wrong resistor value so I created my own function to get temperature. \n\nThe javascript for the graphs came from open source (google charts, see https://developers.google.com/chart/). \n\n" } ]
8
transceptor-technology/aiogcd
https://github.com/transceptor-technology/aiogcd
c728a54b34cbf55a83341fbc9cdae236a7ec68bc
3a4e9f6b4e07f0345353a08c5f47dc55769c6759
d3e990325d428ee26116c101ffc777668dd0463d
refs/heads/master
2021-12-04T05:37:36.963468
2021-11-13T13:29:09
2021-11-13T13:29:09
91,817,381
22
7
null
null
null
null
null
[ { "alpha_fraction": 0.5043773055076599, "alphanum_fraction": 0.5067777633666992, "avg_line_length": 33.21255874633789, "blob_id": "1e5c58e2101908a1bf3920cecc5f96a3c8d511fa", "content_id": "8d701ad11c5740aaeb0195f3669a3817c82aabe1", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7082, "license_type": "permissive", "max_line_length": 79, "num_lines": 207, "path": "/aiogcd/connector/client_token.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"client_token.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nimport os\nimport time\nimport json\nimport asyncio\nimport logging\nimport aiohttp\nfrom urllib.parse import urlencode\n\n\nAUTH_URL = 'https://accounts.google.com/o/oauth2/auth'\nTOKEN_URL = 'https://accounts.google.com/o/oauth2/token'\nREDIRECT_URI = 'urn:ietf:wg:oauth:2.0:oob'\n\n\nclass Token:\n\n _REQUIRED_TOKEN_FIELDS = {\n 'refresh_token',\n 'access_token',\n 'scopes',\n 'token_type',\n 'expires_in',\n 'timestamp'\n }\n\n def __init__(\n self,\n client_id,\n client_secret,\n token_file,\n scopes):\n self._lock = asyncio.Lock()\n self._client_id = client_id\n self._client_secret = client_secret\n self._token_file = token_file\n self._scopes = set(scopes)\n self._token = self._read_token_file()\n self._update_refresh_ts()\n\n def _update_refresh_ts(self):\n \"\"\"Update _refresh_ts property which is set to the token initial\n timestamp plus half the expire time. The property is used to check\n if a token refresh is required.\n\n :return: None\n \"\"\"\n self._refresh_ts = None if self._token is None else \\\n self._token['timestamp'] + self._token['expires_in'] // 2\n\n def _read_token_file(self):\n \"\"\"Read the specified token json file if available, checks the data and\n returns the token information.\n\n :return: None if the token file does not exist, a ValueError is raised\n when the token file is not valid and a token dict is returned\n if successful.\n \"\"\"\n if not self._token_file.endswith('.json'):\n raise ValueError(\n 'Invalid token file: {}, expecting a .json file.'\n .format(self._token_file))\n\n if os.path.isfile(self._token_file):\n with open(self._token_file, 'r') as f:\n token = json.load(f)\n\n missing = self._REQUIRED_TOKEN_FIELDS - set(token.keys())\n if missing:\n raise ValueError(\n 'Invalid token file: {} (fields are missing: {}).'\n .format(self._token_file, ', '.join(missing))\n )\n\n scopes = set(token['scopes'])\n if scopes ^ self._scopes:\n raise ValueError(\n 'Invalid scopes defined in token file: {file}.\\n'\n 'Expecting \"{expecting}\" but found \"{found}\".'.format(\n file=self._token_file,\n expecting=' '.join(self._scopes),\n found=' '.join(scopes)\n )\n )\n return token\n return None\n\n async def get(self):\n \"\"\"Returns the access token. If _refresh_ts is passed, the token will\n be refreshed. A lock is used to prevent refreshing the token twice.\n\n :return: Access token (string)\n \"\"\"\n async with self._lock:\n if self._refresh_ts < time.time():\n await self._refresh_token()\n return self._token['access_token']\n\n async def connect(self):\n \"\"\"Connect to the google cloud. If no token file is found the user\n will be prompted to open a given link and copy/past an code. This\n usually is only required once and future access tokens will be\n received by using the refresh token.\n\n A lock is used to prevent connecting twice.\n\n :return: None\n \"\"\"\n async with self._lock:\n if self._token is None:\n logging.info('Token is missing, request a new token.')\n self._token = await self._ask()\n self._save_token()\n self._update_refresh_ts()\n return\n\n assert self._refresh_ts is not None, \\\n 'When having a token we should also have a refresh_ts value.'\n\n if self._refresh_ts < time.time():\n await self._refresh_token()\n else:\n logging.info('Token is valid.')\n\n async def _refresh_token(self):\n logging.info(\n 'Token has exceeded half of the expiration time, '\n 'starting a token refresh.')\n\n data = {\n 'client_id': self._client_id,\n 'client_secret': self._client_secret,\n 'grant_type': 'refresh_token',\n 'refresh_token': self._token['refresh_token']\n }\n\n async with aiohttp.ClientSession() as session:\n async with session.post(TOKEN_URL, data=data) as resp:\n content = await resp.text()\n content = json.loads(content)\n if resp.status == 200:\n logging.info('Authentication successful')\n self._token.update(content)\n self._token['timestamp'] = int(time.time())\n self._save_token()\n self._update_refresh_ts()\n else:\n raise ValueError(\n 'Got an error while asking for a token '\n 'refresh: {} ({})'\n .format(\n content.get('error', 'unknown'),\n resp.status\n ))\n\n def _save_token(self):\n path = os.path.dirname(self._token_file)\n if path and not os.path.exists(path):\n os.mkdir(path)\n with open(self._token_file, 'w') as f:\n json.dump(self._token, f)\n\n async def _ask(self):\n url = '{}?{}'.format(AUTH_URL, urlencode({\n 'response_type': 'code',\n 'approval_prompt': 'force',\n 'access_type': 'offline',\n 'scope': ' '.join(self._scopes),\n 'client_id': self._client_id,\n 'redirect_uri': REDIRECT_URI\n }))\n\n while True:\n code = input('''\nOpen a browser, copy/paste the following link and paste the code here:\n{}\ncode: '''.format(url))\n\n if not code:\n continue\n\n data = {\n 'code': code,\n 'redirect_uri': REDIRECT_URI,\n 'client_id': self._client_id,\n 'client_secret': self._client_secret,\n 'grant_type': 'authorization_code'\n }\n\n async with aiohttp.ClientSession() as session:\n async with session.post(TOKEN_URL, data=data) as resp:\n content = await resp.text()\n content = json.loads(content)\n if resp.status == 200:\n logging.info('Authentication successful')\n content['timestamp'] = int(time.time())\n content['scopes'] = list(self._scopes)\n return content\n\n logging.error('Got an error: {} ({})'.format(\n content.get('error', 'unknown'),\n resp.status\n ))\n" }, { "alpha_fraction": 0.7953091859817505, "alphanum_fraction": 0.8081023693084717, "avg_line_length": 28.3125, "blob_id": "a9e8cfe334cf00cd6237729d3fcba05c1abc70dd", "content_id": "7e14dea3717914d74cc50c09f42826639af082f1", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 469, "license_type": "permissive", "max_line_length": 40, "num_lines": 16, "path": "/aiogcd/orm/properties/__init__.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"__init__.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nfrom .integervalue import IntegerValue\nfrom .stringvalue import StringValue\nfrom .booleanvalue import BooleanValue\nfrom .arrayvalue import ArrayValue\nfrom .jsonvalue import JsonValue\nfrom .doublevalue import DoubleValue\nfrom .keyvalue import KeyValue\nfrom .anyvalue import AnyValue\nfrom .datetimevalue import DatetimeValue\nfrom .entityvalue import EntityValue\nfrom .bytesvalue import BytesValue\n" }, { "alpha_fraction": 0.7288888692855835, "alphanum_fraction": 0.7555555701255798, "avg_line_length": 27.125, "blob_id": "016ce8aef9ba61a747825305af8b78453b995b94", "content_id": "b335a92e89cfa7b3ab6030a2f582bfe407af61f6", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 225, "license_type": "permissive", "max_line_length": 63, "num_lines": 8, "path": "/aiogcd/connector/__init__.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"__init__.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nfrom .connector import GcdConnector, GcdServiceAccountConnector\nfrom .client_token import Token\nfrom .service_account_token import ServiceAccountToken\n" }, { "alpha_fraction": 0.5523901581764221, "alphanum_fraction": 0.5536777973175049, "avg_line_length": 32.40322494506836, "blob_id": "f7f8d280dde34dba3388f55ff7d5e02697a05bf6", "content_id": "0893dadffa97e96af2b306820a94a72a08cbda29", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6213, "license_type": "permissive", "max_line_length": 79, "num_lines": 186, "path": "/aiogcd/orm/model.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"model.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nimport functools\nfrom ..connector.entity import Entity\nfrom ..orm.properties.value import Value\nfrom ..connector.key import Key\nfrom .filter import Filter\nfrom ..connector.timestampvalue import TimestampValue\n\n\nclass _PropertyClass(dict):\n \"\"\"Custom dictionary for a GcdModel.\"\"\"\n\n def __init__(self, *args):\n self._props = {}\n super().__setitem__('model_props', self._props)\n\n def __setitem__(self, key, value):\n \"\"\"Sets the name property for each orm property. Each property is\n added to the 'model_props' dictionary which is bound to the model\n class.\n \"\"\"\n if isinstance(value, Value):\n value.name = key\n self._props[key] = value\n super().__setitem__(key, value)\n\n\nclass _ModelClass(type):\n \"\"\"Used as a meta class and uses the __preprare__ method to return a custom\n class dictionary object.\n \"\"\"\n @classmethod\n def __prepare__(mcs, name, bases):\n return _PropertyClass()\n\n def __new__(mcs, name, *args, **kwargs):\n result = super().__new__(mcs, name, *args, **kwargs)\n result.__class__.__name__ = name\n return result\n\n\nclass GcdModel(Entity, metaclass=_ModelClass):\n ALLOW_NEW_PROPERTIES = False\n BASE_MODEL_INIT = \"\"\"\n Model can be initialized using an entity object or by using keyword\n arguments and a key object.\n\n Examples:\n MyModel(Entity(...))\n MyModel(name='foo', age=3, ..., key=Key(...))\n\"\"\"\n __kind__ = None\n __namespace__ = None\n\n def __init__(self, entity=None, key=None, **template):\n \"\"\"Initialize a GcdModel.\n\n You can initialize a model by using either an Entity OR a Key and\n template.\n\n :param entity: Entity object.\n :param key: Key object.\n :param template: keyword arguments defining the model properties.\n \"\"\"\n props = set(self.model_props.keys())\n\n if entity is not None:\n assert key is None and len(template) == 0, self.BASE_MODEL_INIT\n self.__dict__.update(entity.__dict__)\n props -= set(self.__dict__.keys())\n\n else:\n assert isinstance(key, Key), self.BASE_MODEL_INIT\n self._properties = set()\n self.key = key\n\n for name, value in template.items():\n if name in props:\n props.remove(name)\n setattr(self, name, value)\n\n if self.__kind__ != self.key.kind:\n raise TypeError(\n 'Expecting kind {expect!r} for model {model} but got {got!r}. '\n 'Optionally you can set {model}.__kind__ to {got!r} or to '\n 'None if you want to ignore the kind check.'\n .format(\n expect=self.__kind__,\n model=self.__class__.__name__,\n got=self.key.kind))\n\n for prop in props:\n prop = self.model_props[prop]\n if prop.default is not None:\n setattr(\n self,\n prop.name,\n prop.default() if callable(prop.default) else prop.default)\n elif prop.required:\n raise TypeError(\n 'Missing required property: {}'.format(prop.name))\n else:\n super().__setattr__(prop.name, None)\n\n def __new__(mcs, *args, **kwargs):\n if getattr(mcs, '__kind__') is None:\n mcs.__kind__ = mcs.__name__\n return super().__new__(mcs)\n\n def __getattribute__(self, key):\n if key != 'model_props' and key in self.model_props:\n return self.model_props[key].get_value(self)\n return super().__getattribute__(key)\n\n def __setattr__(self, key, value):\n if key in self.model_props:\n self.model_props[key].set_value(self, value)\n else:\n super().__setattr__(key, value)\n\n def set_property(self, prop, value):\n if prop in self.model_props:\n self.model_props[prop].set_value(self, value)\n elif not self.ALLOW_NEW_PROPERTIES:\n raise RuntimeError(\n 'Adding new properties on this model is not allowed. '\n 'Set {}.ALLOW_NEW_PROPERTIES to True if you really want add '\n 'property {!r} to this model.'\n .format(self.__class__.__name__, prop))\n super().set_property(prop, value)\n\n def del_property(self, prop):\n if prop in self.model_props and self.model_props[prop].required:\n raise TypeError('Property `{}` is marked as required', prop)\n super().del_property(prop)\n\n @classmethod\n def filter(cls, *filters, has_ancestor=None, key=None):\n return Filter(\n cls,\n *filters,\n has_ancestor=has_ancestor,\n key=key)\n\n @classmethod\n def get_kind(cls):\n if cls.__kind__ is None:\n cls.__kind__ = cls.__name__\n return cls.__kind__\n\n @classmethod\n async def get_entities(cls, gcd, offset=None, limit=None):\n return await Filter(cls).get_entities(gcd, offset, limit)\n\n def serializable_dict(self, key_as=None, include_none=False):\n \"\"\"Serialize a GcdModel to a Python dict.\n\n :param key_as: If key_as is set to a string value, then the key string\n will be added to the dict. (default is None)\n :param include_none: If include_none is set to True, None values will\n be included in the dict. (default is False)\n \"\"\"\n data = {\n prop.name: self._serialize_value(prop.get_value(self))\n for prop in self.model_props.values()\n if include_none or prop.get_value(self) is not None\n }\n\n if isinstance(key_as, str):\n data[key_as] = self.key.ks\n\n return data\n\n @classmethod\n def _serialize_value(cls, val):\n if isinstance(val, TimestampValue):\n return str(val)\n if isinstance(val, Key):\n return val.ks\n if isinstance(val, list):\n return [cls._serialize_value(v) for v in val]\n return val\n" }, { "alpha_fraction": 0.4135446548461914, "alphanum_fraction": 0.5021613836288452, "avg_line_length": 19.41176414489746, "blob_id": "939426fac7b71fb5efa74eb2a39b36ae21eb8d4c", "content_id": "b2ccbb66890da0587b9daa6e88119ba6a87997f1", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1388, "license_type": "permissive", "max_line_length": 66, "num_lines": 68, "path": "/aiogcd/connector/buffer.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"buffer.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nimport array\n\n\nclass BufferEncodeError(Exception):\n pass\n\n\nclass BufferDecodeError(Exception):\n pass\n\n\nclass Buffer(array.array):\n\n def __new__(cls, *args):\n return super().__new__(cls, 'B')\n\n def add_var_int32(self, val):\n if val & 127 == val:\n self.append(val)\n return\n\n if val >= 0x80000000 or val < -0x80000000:\n raise BufferEncodeError('int32 too big')\n\n if val < 0:\n val += 0x10000000000000000\n\n while True:\n bits = val & 127\n val >>= 7\n\n if val:\n bits |= 128\n\n self.append(bits)\n\n if not val:\n break\n\n def add_var_int64(self, val):\n if val >= 0x8000000000000000 or val < -0x8000000000000000:\n raise BufferEncodeError('int64 too big')\n\n if val < 0:\n val += 0x10000000000000000\n\n while True:\n bits = val & 127\n val >>= 7\n\n if val:\n bits |= 128\n\n self.append(bits)\n\n if not val:\n break\n\n def add_prefixed_string(self, val):\n assert isinstance(val, str), \\\n 'Expecting a str value but got {}'.format(type(val))\n self.add_var_int32(len(val))\n self.frombytes(val.encode())\n" }, { "alpha_fraction": 0.5753164291381836, "alphanum_fraction": 0.5924050807952881, "avg_line_length": 25.33333396911621, "blob_id": "cb151728d6d59b6ddd6004742e90cf2bbb842ebc", "content_id": "157e4c2dea29a6b5598b009aea0180fb6f18725b", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1580, "license_type": "permissive", "max_line_length": 76, "num_lines": 60, "path": "/aiogcd/connector/path.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"path.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nfrom .pathelement import PathElement\nfrom .pathelement import path_element_from_decoder\nfrom .buffer import BufferDecodeError\n\n\ndef path_from_decoder(decoder):\n pairs = []\n while decoder:\n tt = decoder.get_var_int32()\n if tt == 11:\n pairs.append(path_element_from_decoder(decoder))\n continue\n\n if tt == 0:\n raise BufferDecodeError('corrupted')\n\n return Path(pairs=pairs)\n\n\nclass Path:\n\n def __init__(self, pairs):\n self._path = tuple(\n pe if isinstance(pe, PathElement) else PathElement(*pe)\n for pe in pairs)\n\n def encode(self, buffer):\n buffer.add_var_int32(114)\n buffer.add_var_int32(self.byte_size)\n\n for path_element in self._path:\n buffer.add_var_int32(11)\n path_element.encode(buffer)\n buffer.add_var_int32(12)\n\n def __getitem__(self, item):\n return self._path.__getitem__(item)\n\n def __repr__(self):\n return str(self.get_as_tuple())\n\n def get_dict(self):\n return {'path': [pe.get_dict() for pe in self._path]}\n\n @property\n def byte_size(self):\n n = 2 * len(self._path)\n for path_element in self._path:\n n += path_element.byte_size\n return n\n\n def get_as_tuple(self):\n \"\"\"Returns a tuple of pairs (tuples) representing the key path of an\n entity. Useful for composing entities with a specific ancestor.\"\"\"\n return tuple((pe.kind, pe.id) for pe in self._path)\n" }, { "alpha_fraction": 0.4457319378852844, "alphanum_fraction": 0.4967168867588043, "avg_line_length": 23.424528121948242, "blob_id": "96e2de662b152b6e8c2af45dceb3d06dcab767f4", "content_id": "63837d9c40be922b1a987afe698ab74e58c4b70f", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2589, "license_type": "permissive", "max_line_length": 79, "num_lines": 106, "path": "/aiogcd/connector/decoder.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"decoder.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nimport base64\nfrom .buffer import Buffer\nfrom .buffer import BufferDecodeError\n\n\nclass Decoder(Buffer):\n\n _idx = None\n _end = None\n\n def __new__(cls, *args, ks=None):\n assert ks is not None, \\\n 'Key string is required, for example: Decoder(ks=<ket_string>)'\n\n decoder = super().__new__(cls)\n\n if isinstance(ks, str):\n ks = ks.encode('utf8')\n\n ks += b'=' * (4 - len(ks) % 4)\n ks = base64.b64decode(ks.replace(b'-', b'+').replace(b'_', b'/'))\n decoder.frombytes(ks)\n decoder._idx = 0\n decoder.set_end()\n return decoder\n\n def set_end(self, end=None):\n \"\"\"Set a new _end relative to the current index or restore the original\n _end if no end is given.\"\"\"\n self._end = len(self) if end is None else self._idx + end\n\n def __bool__(self):\n return self._idx < self._end\n\n def _get8(self):\n if not self:\n raise BufferDecodeError('truncated')\n c = self[self._idx]\n self._idx += 1\n return c\n\n def get_var_int32(self):\n b = self._get8()\n\n if not (b & 128):\n return b\n\n result = 0\n shift = 0\n\n while True:\n result |= ((b & 127) << shift)\n shift += 7\n\n if not (b & 128):\n if result >= 0x10000000000000000:\n raise BufferDecodeError('corrupted')\n break\n\n if shift >= 64:\n raise BufferDecodeError('corrupted')\n\n b = self._get8()\n\n if result >= 0x8000000000000000:\n result -= 0x10000000000000000\n\n if result >= 0x80000000 or result < -0x80000000:\n raise BufferDecodeError('corrupted')\n\n return result\n\n def get_var_int64(self):\n result = 0\n shift = 0\n while True:\n if shift >= 64:\n raise BufferDecodeError('corrupted')\n\n b = self._get8()\n result |= (b & 127) << shift\n shift += 7\n\n if not (b & 128):\n if result >= 1 << 64:\n raise BufferDecodeError('corrupted')\n\n break\n\n if result >= 1 << 63:\n result -= 1 << 64\n\n return result\n\n def get_prefixed_string(self):\n n = self.get_var_int32()\n if self._idx + n > len(self):\n raise BufferDecodeError('truncated')\n r = self[self._idx: self._idx + n]\n self._idx += n\n return r.tobytes().decode()\n" }, { "alpha_fraction": 0.5284299254417419, "alphanum_fraction": 0.5304475426673889, "avg_line_length": 32.86335372924805, "blob_id": "7f75d65a15aa4364784b15a83c481a23b9ed6689", "content_id": "c4eedb6b5ec2f76872e1de77711ce4bf83a4a127", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5452, "license_type": "permissive", "max_line_length": 77, "num_lines": 161, "path": "/aiogcd/orm/filter.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"filter.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nfrom ..connector.key import Key\nfrom ..connector import GcdConnector\n\n\nclass Filter(dict):\n\n def __init__(self, model, *filters, has_ancestor=None, key=None):\n self._model = model\n self._cursor = None\n filters = list(filters)\n\n if has_ancestor is not None:\n assert isinstance(has_ancestor, Key), \\\n 'Keyword argument \\'has_ancestor\\' should be of type ' \\\n '\\'Key\\' but found type {!r}' \\\n .format(has_ancestor.__class__.__name__)\n\n filters.append({\n 'property': {'name': '__key__'},\n 'value': {'keyValue': has_ancestor.get_dict()},\n 'op': 'HAS_ANCESTOR'})\n\n if key is not None:\n assert isinstance(key, Key), \\\n 'Keyword argument \\'key\\' should be of type \\'Key\\' ' \\\n 'but found type {!r}' \\\n .format(key.__class__.__name__)\n filters.append({\n 'property': {'name': '__key__'},\n 'value': {'keyValue': key.get_dict()},\n 'op': 'EQUAL'})\n\n filter_dict = {'query': {'kind': [{'name': self._model.get_kind()}]}}\n\n if self._model.__namespace__:\n filter_dict['partitionId'] = {\n 'namespaceId': self._model.__namespace__\n }\n\n if len(filters) == 1:\n filter_dict['query']['filter'] = {\n 'propertyFilter': filters[0]\n }\n elif len(filters) > 1:\n filter_dict['query']['filter'] = {\n 'compositeFilter': {\n 'op': 'AND',\n 'filters': [{'propertyFilter': f} for f in filters]\n }\n }\n\n super().__init__(**filter_dict)\n\n def _set_start_cursor(self, start_cursor):\n if start_cursor:\n if not isinstance(start_cursor, str):\n raise TypeError(\n 'start_cursor is expected to be str, {} passed'.format(\n type(start_cursor)))\n self['query']['startCursor'] = start_cursor\n\n def _set_offset(self, offset):\n if offset:\n if not isinstance(offset, int):\n raise TypeError(\n 'offset is expected to be int, {} passed'.format(\n type(offset)))\n\n self['query']['offset'] = offset\n\n def _set_limit(self, limit):\n if limit:\n if not isinstance(limit, int):\n raise TypeError(\n 'limit is expected to be int, {} passed'.format(\n type(limit)))\n\n self['query']['limit'] = limit\n\n @property\n def cursor(self):\n return self._cursor\n\n def order_by(self, *order):\n self['query']['order'] = [\n {\n 'property': {'name': p[0]},\n 'direction': p[1]\n } if isinstance(p, tuple) else {\n 'property': {'name': p.name},\n 'direction': 'DIRECTION_UNSPECIFIED'\n }\n for p in order\n ]\n return self\n\n def limit(self, limit, start_cursor=None):\n self._set_limit(limit)\n self._set_start_cursor(start_cursor)\n return self\n\n async def get_entity(self, gcd: GcdConnector):\n \"\"\"Return a GcdModel instance from the supplied filter.\n\n :param gcd: GcdConnector instance.\n :return: GcdModel object or None in case no entity was found.\n \"\"\"\n entity = await gcd.get_entity(self)\n return None if entity is None else self._model(entity)\n\n async def get_entities(\n self, gcd: GcdConnector, offset=None, limit=None) -> list:\n \"\"\"Returns a list containing GcdModel instances from the supplied\n filter.\n\n :param gcd: GcdConnector instance.\n :param offset: integer to specify how many rows to skip\n :param limit: integer to specify max number of rows to return\n :return: list containing GcdModel objects.\n \"\"\"\n self._set_offset(offset)\n self._set_limit(limit)\n entities, cursor = await gcd._get_entities_cursor(self)\n self._cursor = cursor\n return [self._model(ent) for ent in entities]\n\n async def get_key(self, gcd: GcdConnector):\n \"\"\"Return a Gcd key from the supplied filter.\n\n :param gcd: GcdConnector instance.\n :return: GcdModel key or None in case no entity was found.\n \"\"\"\n return await gcd.get_key(self)\n\n async def get_keys(\n self, gcd: GcdConnector, offset=None, limit=None) -> list:\n \"\"\"Returns a list containing Gcd keys from the supplied filter.\n\n :param gcd: GcdConnector instance.\n :param offset: integer to specify how many keys to skip\n :param limit: integer to specify max number of keys to return\n :return: list containing Gcd key objects.\n \"\"\"\n self._set_offset(offset)\n self._set_limit(limit)\n return await gcd.get_keys(self)\n\n def set_offset_limit(self, offset, limit):\n \"\"\"Set offset and limit for Filter query.\n :param offset: can be int or None(to avoid setting offset)\n :param limit: can be int or None(to avoid setting limit)\n :return: True: always returns True\n \"\"\"\n self._set_offset(offset)\n self._set_limit(limit)\n return True\n" }, { "alpha_fraction": 0.5095326900482178, "alphanum_fraction": 0.5216822624206543, "avg_line_length": 27.76344108581543, "blob_id": "a98e347c0dd5e71da1e6751f24fc3a57e753cd95", "content_id": "4fa525704e79f1181fd7a6f5f7ee760a3cbcb201", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5350, "license_type": "permissive", "max_line_length": 78, "num_lines": 186, "path": "/aiogcd/connector/key.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"key.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nimport base64\nfrom .buffer import Buffer\nfrom .buffer import BufferDecodeError\nfrom .path import Path\nfrom .path import path_from_decoder\nfrom .decoder import Decoder\n\n\nclass Key:\n KEY_INIT_MSG = \"\"\"\n Key can be initialized by using a dictionary, for example:\n\n Key({\n \"partitionId\": {\n \"projectId\": \"my-project-id\",\n \"namespaceId\": \"my-optional-namespace\"\n },\n \"path\": [{\n \"kind\": \"Foo\",\n \"id\": \"12345678\"\n }]\n })\n\n Or by using a key string, for example:\n\n Key(ks=\"ag9zfm15LXByb2plY3QtaWRyDAsSA0ZvbxjOwvEFDA\")\n\n Or, you can use arguments and set a project_id, for example:\n\n Key(\"Foo\", 12345678, ..., project_id=\"my-project-id\")\n\n Or you can use keyword arguments path and project_id, for example:\n\n Key(path=Path(...), project_id=\"my-project-id\")\n\"\"\"\n _ks = None\n\n def __init__(self, *args, ks=None, path=None, project_id=None,\n namespace_id=None):\n if len(args) == 1 and isinstance(args[0], dict):\n assert ks is None and path is None and project_id is None, \\\n self.KEY_INIT_MSG\n\n res = args[0]\n partitionId = res['partitionId']\n self.project_id = partitionId['projectId']\n self.namespace_id = partitionId.get('namespaceId')\n self.path = Path(pairs=tuple(\n (pair['kind'], self._extract_id_or_name(pair))\n for pair in res['path']\n ))\n return\n\n if ks is not None:\n assert (not args) and path is None and project_id is None, \\\n self.KEY_INIT_MSG\n self.project_id, self.namespace_id, self.path = \\\n self._deserialize_ks(ks)\n return\n\n assert project_id is not None and ((not args) ^ (path is None)), \\\n self.KEY_INIT_MSG\n\n assert len(args) % 2 == 0, self.KEY_INIT_MSG\n\n self.namespace_id = namespace_id # namespace_id might be None\n self.project_id = project_id\n self.path = Path(pairs=zip(*[iter(args)]*2)) if path is None else path\n\n def get_path(self):\n return self.path.get_as_tuple()\n\n def __repr__(self):\n return self.path.__repr__()\n\n def __eq__(self, other):\n if isinstance(other, self.__class__):\n return self.ks == other.ks\n return False\n\n def __ne__(self, other):\n return not self.__eq__(other)\n\n def encode(self):\n \"\"\"Return a Buffer() object which is a byte-like object.\n\n For serializing the key object you can use the .ks property which uses\n this method for generating an urlsafe key string.\n \"\"\"\n buffer = Buffer()\n buffer.add_var_int32(106)\n\n # The project id in a key string is prefixed with s~\n buffer.add_prefixed_string('s~{}'.format(self.project_id))\n\n self.path.encode(buffer)\n\n if self.namespace_id:\n buffer.add_var_int32(162)\n buffer.add_prefixed_string(self.namespace_id)\n\n return buffer\n\n @property\n def ks(self):\n if self._ks is None:\n self._ks = base64.b64encode(self.encode()) \\\n .rstrip(b'=') \\\n .replace(b'+', b'-') \\\n .replace(b'/', b'_') \\\n .decode('utf-8')\n return self._ks\n\n def get_dict(self):\n d = {'partitionId': {'projectId': self.project_id}}\n\n if self.namespace_id:\n d['partitionId']['namespaceId'] = self.namespace_id\n\n d.update(self.path.get_dict())\n return d\n\n @property\n def kind(self):\n \"\"\"Shortcut for .path[-1].kind\"\"\"\n return self.path[-1].kind\n\n @property\n def id(self):\n \"\"\"Shortcut for .path[-1].id\"\"\"\n return self.path[-1].id\n\n @staticmethod\n def _extract_id_or_name(pair):\n \"\"\"Used on __init__.\"\"\"\n if 'id' in pair:\n return int(pair['id'])\n\n if 'name' in pair:\n return pair['name']\n\n return None\n\n @staticmethod\n def _deserialize_ks(ks):\n \"\"\"Returns a Key() object from a key string.\"\"\"\n\n decoder = Decoder(ks=ks)\n project_id = None\n namespace_id = None\n path = None\n\n while decoder:\n tt = decoder.get_var_int32()\n\n if tt == 106:\n # The project id in a key string is prefixed with s~ which is\n # not part of the real project id.\n project_id = decoder.get_prefixed_string()[2:]\n continue\n\n if tt == 114:\n sz = decoder.get_var_int32()\n decoder.set_end(sz)\n path = path_from_decoder(decoder)\n decoder.set_end()\n continue\n\n if tt == 162:\n namespace_id = decoder.get_prefixed_string()\n continue\n\n if tt == 0:\n raise BufferDecodeError('corrupt')\n\n return project_id, namespace_id, path\n\n def get_parent(self):\n parent_pairs = self.path.get_as_tuple()[:-1]\n parent_path = Path(pairs=parent_pairs)\n return Key(path=parent_path, project_id=self.project_id)\n" }, { "alpha_fraction": 0.5509234666824341, "alphanum_fraction": 0.5540897250175476, "avg_line_length": 31.11864471435547, "blob_id": "634ee57bbd99bf619bbcf7b9221f8b5d20325d33", "content_id": "6bc0f912ac27b0fe140adedfd6c33c8a3f090a70", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1895, "license_type": "permissive", "max_line_length": 79, "num_lines": 59, "path": "/aiogcd/orm/properties/jsonvalue.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"jsonvalue.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nimport json\nfrom .value import Value\n\n\nclass JsonValue(Value):\n\n def __init__(self, default=None, required=True, accept=None):\n \"\"\"Initialize an json property.\n\n When 'accept' is None any type is accepted as long as the value is\n JSON serializable. A tuple can be used to force each value to be one of\n the specified types.\n\n For example:\n\n # my_json_prop will only accept dictionary objects.\n my_json_prop = JsonValue(accept=(dict,))\n\n :param default: list or None\n :param required: boolean\n :param accept: None or tuple\n \"\"\"\n self._accept = accept\n super().__init__(default=default, required=required)\n\n def check_value(self, value):\n if self._accept and not isinstance(value, self._accept):\n raise TypeError(\n 'Received value for property {!r} is of invalid type: {!r}'\n .format(self.name, value.__class__.__name__))\n\n def set_value(self, model, value):\n self.check_value(value)\n try:\n data = json.dumps(value)\n except TypeError as e:\n raise TypeError('Value for property {!r} could not be parsed: {}'\n .format(self.name, e))\n model.__dict__['__orig__{}'.format(self.name)] = value\n super().set_value(model, data)\n\n def get_value(self, model):\n key = '__orig__{}'.format(self.name)\n\n if key not in model.__dict__:\n try:\n model.__dict__[key] = json.loads(model.__dict__[self.name])\n except Exception as e:\n raise Exception(\n 'Error reading property {!r} '\n '(see above exception for more info).'\n .format(self.name)) from e\n\n return model.__dict__[key]\n" }, { "alpha_fraction": 0.5798956751823425, "alphanum_fraction": 0.5884305238723755, "avg_line_length": 33.01612854003906, "blob_id": "626d4d7671ba27a6cdadab1321715cc9eedcb729", "content_id": "58ef70eae17c3be7ce2b0f6062a8ec40fe3b2d8d", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2109, "license_type": "permissive", "max_line_length": 79, "num_lines": 62, "path": "/aiogcd/orm/properties/arrayvalue.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"arrayvalue.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nfrom .value import Value\nfrom ..utils import ProtectedList\n\n\nclass ArrayValue(Value):\n\n def __init__(self, default=None, required=True, accept=None):\n \"\"\"Initialize an array property.\n\n When 'accept' is None any type in the list is accepted. A tuple can be\n used to force each list item to be one of the specified types.\n\n For example:\n\n # my_array will only accept Key objects.\n my_array = ArrayValue(accept=(Key,))\n\n :param default: list or None\n :param required: boolean\n :param accept: None or tuple\n \"\"\"\n self._accept = accept\n super().__init__(default=default, required=required)\n\n def check_value(self, value):\n if not isinstance(value, (list, tuple)):\n raise TypeError(\n 'Expecting an value of type \\'list\\' or \\'tuple\\' for '\n 'property {!r} but received type {!r}.'\n .format(self.name, value.__class__.__name__))\n\n if self._accept and \\\n not all([isinstance(item, self._accept) for item in value]):\n raise TypeError(\n 'At least one item in array property {!r} has an invalid type.'\n .format(self.name))\n\n def check_compare(self, value):\n \"\"\"Ignore a compare for an array value as a value van be given which\n filters all entities where the array contains the given value.\n\n Suppose there exists an entity with an `arr` property with the array\n [123, 456, 789]\n\n The following would return that entity:\n Entity.filter(Entity.arr == 456)\n \"\"\"\n pass\n\n def _protect(self, value):\n if self._accept and not isinstance(value, self._accept):\n raise TypeError('Invalid type {!r} for array property {!r}.'\n .format(value.__class__.__name__, self.name))\n\n def set_value(self, model, value):\n self.check_value(value)\n super().set_value(model, ProtectedList(value, protect=self._protect))\n" }, { "alpha_fraction": 0.5561904907226562, "alphanum_fraction": 0.5676190257072449, "avg_line_length": 25.25, "blob_id": "dda4f152fac84d4866fc6950ed83ffb4a933e363", "content_id": "eda1bef04323d07b7408d6f528d30616d67f7129", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 525, "license_type": "permissive", "max_line_length": 72, "num_lines": 20, "path": "/aiogcd/orm/properties/booleanvalue.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"booleanvalue.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nfrom .value import Value\n\n\nclass BooleanValue(Value):\n\n def check_value(self, value):\n if not isinstance(value, bool):\n raise TypeError(\n 'Expecting an value of type \\'bool\\' for property {!r} '\n 'but received type {!r}.'\n .format(self.name, value.__class__.__name__))\n\n def set_value(self, model, value):\n self.check_value(value)\n super().set_value(model, value)\n" }, { "alpha_fraction": 0.6585104465484619, "alphanum_fraction": 0.6608043909072876, "avg_line_length": 26.128631591796875, "blob_id": "97974691b90d7bac4269fb62c3e45238ecdf6f54", "content_id": "193b5ef2bcd03dbc26b1f369d240f400036e797a", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 6539, "license_type": "permissive", "max_line_length": 127, "num_lines": 241, "path": "/README.md", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "Async Google Cloud Datastore API\n================================\nPackage aiogcd includes both a Connector and ORM layer for communicating with Google Cloud Datastore without using App Engine.\n> By design the connector has no dependencies to the ORM layer. This makes it possible to use the\nconnector without the orm layer if this is preferred.\n\n---------------------------------------\n * [Installation](#installation)\n * [Connector](#connector)\n * [Quick usage](#quick-usage)\n * [Entity](#entity)\n * [ORM](#orm-layer)\n * [Namespaces](#namespaces)\n * [Emulator](#emulater)\n\n---------------------------------------\n\n## Installation\nThe most easy way is to install this package using PyPI:\n```\npip install aiogcd\n```\n\nTo install from source code:\n```\npython setup.py install\n```\n\n## Connector\nThe connector is designed so that it can be used without using the ORM layer.\n\n### Quick usage:\n\n```python\nimport asyncio\nfrom aiogcd.connector import GcdConnector\n\nasync def example():\n\n # create a Google Cloud Datastore connector\n gcd = GcdConnector(\n project_id='my_project_id_or_app_id',\n client_id='my_client_id',\n client_secret='my_client_secret',\n token_file='token_file.json')\n\n # make at least one call to gcd using the connect() function. this function\n # creates the token file in case it does not exists and might prompt the\n # user for a code.\n await gcd.connect()\n\nloop = asyncio.get_event_loop()\nloop.run_until_complete(example())\n\n\n```\n\n### Entity\n\nCreate a new entity:\n\n```python\nimport asyncio\nfrom aiogcd.connector import GcdConnector\nfrom aiogcd.connector.entity import Entity\n\nasync def insert_alice():\n gcd = GcdConnector(\n project_id='my_project_id_or_app_id',\n client_id='my_client_id',\n client_secret='my_client_secret',\n token_file='token_file.json')\n\n await gcd.connect()\n\n alice = Entity({\n 'properties': {\n 'name': {'stringValue': 'Alice'},\n 'age': {'integerValue': 26}\n },\n 'key': {\n 'partitionId': {'projectId': gcd.project_id},\n 'path': [{'kind': 'User'}]\n }\n })\n\n await gcd.insert_entity(alice)\n\nloop = asyncio.get_event_loop()\nloop.run_until_complete(insert_alice())\n\n```\n\nORM Layer\n=========\n\n```python\nimport asyncio\nfrom aiogcd.connector import GcdConnector\nfrom aiogcd.connector.key import Key\nfrom aiogcd.orm import GcdModel\nfrom aiogcd.orm.properties import StringValue\nfrom aiogcd.orm.properties import IntegerValue\n\n# Create a GcdModel for kind 'User'\nclass User(GcdModel):\n name = StringValue()\n age = IntegerValue()\n\n# If you want a model for a specific kind and use a different class name\n# you can set __kind__ to the required kind name. For example:\n\n# class UserModel(GcdModel):\n# __kind__ = 'User'\n# ...\n\n# example insert\nasync def insert_alice():\n # Create a key. As name/id we are allowed to use None since this is\n # a new key. Gcd will assign a new id to the key.\n key = Key('User', None, project_id=gcd.project_id)\n\n # Create a new User entity.\n alice = User(name='Alice', age=26, key=key)\n\n # note that the key has no id assigned yet.\n assert alice.key.id is None\n\n # Insert the new entity.\n await gcd.insert_entity(alice)\n\n # The key now has an id assigned\n assert isinstance(alice.key.id, int)\n\n # return the key, we can use this later\n return alice.key\n\n# example query\nasync def query_users():\n # query all user entities:\n users = await User.filter().get_entities(gcd)\n\n # create a Key from a key string:\n key = Key(ks='<key_string>')\n\n # use the Key to get the User entity:\n user = await User.filter(key=key).get_entity(gcd)\n\n # get all user entities with name 'Bob' and age greater than 3\n users = await User.filter(\n User.name == 'Bob',\n User.age > 3).get_entities(gcd)\n\n # get all user entities with name 'Alice' and an ancestor key\n users = await User.filter(\n User.name == 'Alice',\n has_ancestor= Key('Foo', 123)).get_entities(gcd)\n\n # get all user entities with name 'Alice' and sort on age\n users = await User.filter(\n User.name == 'Alice'\n ).order_by(\n User.age.ascending\n ).get_entities(gcd)\n\n # get first 2 user entities with name 'Alice' and sort on age\n users = await User.filter(\n User.name == 'Alice'\n ).order_by(\n User.age.ascending\n ).limit(2).get_entities(gcd)\n\n# example update\nasync def update_age(ks, new_age):\n # get the user by key string\n user = await User.filter(key=Key(ks=ks)).get_entity(gcd)\n\n # change the age\n user.age = new_age\n\n # save the changes\n await gcd.update_entity(user)\n\n\ngcd = GcdConnector(\n project_id='my_project_id_or_app_id',\n client_id='my_client_id',\n client_secret='my_client_secret',\n token_file='token_file.json')\n\nloop = asyncio.get_event_loop()\nloop.run_until_complete(gcd.connect())\nloop.run_until_complete(insert_alice())\nloop.run_until_complete(query_users())\n\n```\n\n\nNamespaces\n==========\n\nAs of version 0.11.4, aiogcd has support for namespaces. For using namespaces the `Key` and `GcdModel`\n\n### Key\n\nWhen initializing a key from a *key-string*, the `namespace_id` is automatically unpacked.\nIf instead a `path` is used, the namespace can be given using the `namespace_id=<my_namespace>` keyword argument.\n\nIt is also possible to set the namespace using a dictionary, like in the example below:\n\n```json\n{\n \"partitionId\": {\n \"projectId\": \"my-project-id\",\n \"namespaceId\": \"my-namespace\"\n }\n ...\n}\n```\n\n### GcdModel\n\nIf a `GcdModel` is used, it is possible to set the *namespace* on the model. For example:\n\n```python\nclass Example(GcdModel):\n __namespace__ = 'my-namespace'\n```\n\nWith the above solution, queries like `Example.get_entities(gcd)` will automatically query the correct namespace.\n\nAs an alternative, the `GcdConnector` can be initialized using the `namespace_id=...` keyword argument.\nIf the `namespace_id` argument is used, all queries will use the given namespace unless explicitly overwritten by a `GcdModel`.\n\n\nEmulator\n========\n\nThe Google Datastore emulator is supported by `aiogcd` and thus reads the `DATASTORE_EMULATOR_HOST` environment variable.\nNote that the `DATASTORE_PROJECT_ID` will be ignored and still needs to be set using the initialization of the `GcdConnector`.\nSee https://cloud.google.com/datastore/docs/tools/datastore-emulator for documentation on how to start the emulator.\n\n" }, { "alpha_fraction": 0.6000000238418579, "alphanum_fraction": 0.6196721196174622, "avg_line_length": 19.33333396911621, "blob_id": "161d656a279fff1a6a3543ca786f3680af60bf1a", "content_id": "8988ebf3081a6b8aa0cdcda5aacb50256e936e39", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 305, "license_type": "permissive", "max_line_length": 52, "num_lines": 15, "path": "/aiogcd/connector/timestampvalue.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"pathelement.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\n\n\nclass TimestampValue:\n\n def __init__(self, timestamp_value):\n self._timestamp_value = timestamp_value\n\n def __str__(self):\n \"\"\"Returns the formatted timestamp value.\"\"\"\n return self._timestamp_value\n" }, { "alpha_fraction": 0.5849514603614807, "alphanum_fraction": 0.5873786211013794, "avg_line_length": 25.81656837463379, "blob_id": "3917893bbbe1186a9dda9f9ea4bd4425e47cdc06", "content_id": "fff4f669273ea7e896020731a3352ed2c403dfe6", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4532, "license_type": "permissive", "max_line_length": 75, "num_lines": 169, "path": "/aiogcd/connector/service_account_token.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "from urllib.parse import urlencode, quote_plus\nfrom asyncio_extras.contextmanager import async_contextmanager\nfrom asyncio_extras.asyncyield import yield_\nimport asyncio\nimport aiohttp\nimport datetime\nimport json\nimport jwt\nimport logging\nimport time\nimport typing\n\nScopeList = typing.List[str]\nJWT_GRANT_TYPE = 'urn:ietf:params:oauth:grant-type:jwt-bearer'\nGCLOUD_TOKEN_DURATION = 3600\nMISMATCH = \"Project name passed to Token does not match service_file's \" \\\n \"project_id.\"\n\n\n@async_contextmanager\nasync def ensure_session(session):\n\n if session:\n await yield_(session)\n else:\n async with aiohttp.ClientSession() as session:\n await yield_(session)\n\n\nclass ServiceAccountToken():\n\n def __init__(self, project_id: str, service_file: str,\n scopes: ScopeList, session: aiohttp.ClientSession = None):\n\n self.project_id = project_id\n\n self.service_data = None\n with open(service_file) as f:\n self.service_data = json.loads(f.read())\n\n # sanity check\n assert self.project_id == self.service_data['project_id'], MISMATCH\n\n self.scopes = list(scopes)\n\n self.session = session\n self.access_token = None\n self.access_token_duration = None\n self.access_token_acquired_at = None\n\n self.acquiring = None\n\n async def get(self):\n await self.ensure_token()\n return self.access_token\n\n async def connect(self):\n # Really just an alias of self.get\n token_ = await self.get()\n logging.info('Token is valid.')\n return token_\n\n async def ensure_token(self):\n if self.acquiring:\n await self.acquiring\n\n elif not self.access_token:\n self.acquiring = asyncio.ensure_future(\n self._acquire_access_token())\n await self.acquiring\n\n else:\n now = datetime.datetime.now()\n delta = (now - self.access_token_acquired_at).total_seconds()\n if delta > self.access_token_duration / 2:\n self.acquiring = asyncio.ensure_future(\n self._acquire_access_token())\n\n await self.acquiring\n\n async def _acquire_access_token(self):\n data = await self._acquire_token()\n\n access_token = data['access_token']\n expires_in = data['expires_in']\n\n self.access_token = access_token\n self.access_token_duration = expires_in\n self.access_token_acquired_at = datetime.datetime.now()\n self.acquiring = None\n\n return True\n\n async def _acquire_token(self):\n assertion = self._generate_assertion()\n url = self.service_data['token_uri']\n\n headers = {'content-type': 'application/x-www-form-urlencoded'}\n payload = {\n 'grant_type': JWT_GRANT_TYPE,\n 'assertion': assertion\n }\n payload = urlencode(payload, quote_via=quote_plus)\n\n async with ensure_session(self.session) as s:\n response = await s.post(\n url,\n data=payload,\n headers=headers,\n timeout=60\n )\n json = await response.json()\n\n return json\n\n def _generate_assertion(self):\n payload = self._make_gcloud_oauth_body(\n )\n\n jwt_token = jwt.encode(\n payload,\n self.service_data['private_key'],\n algorithm='RS256'\n )\n\n return jwt_token\n\n def _make_gcloud_oauth_body(self):\n uri = self.service_data['token_uri']\n client_email = self.service_data['client_email']\n\n now = int(time.time())\n\n return {\n 'aud': uri,\n 'exp': now + GCLOUD_TOKEN_DURATION,\n 'iat': now,\n 'iss': client_email,\n 'scope': ' '.join(self.scopes),\n }\n\n\nasync def _smoke_test(project, service_file, scopes=None):\n\n import aiohttp\n DEFAULT_SCOPES = {\n 'https://www.googleapis.com/auth/datastore',\n 'https://www.googleapis.com/auth/cloud-platform'\n }\n scopes = scopes or list(DEFAULT_SCOPES)\n\n with aiohttp.ClientSession() as session:\n\n token = ServiceAccountToken(\n project,\n service_file,\n session=session,\n scopes=scopes\n )\n\n result = await token.connect()\n\n print('success: {}'.format(result))\n\n\nif __name__ == '__main__':\n import sys\n loop = asyncio.get_event_loop()\n loop.run_until_complete(_smoke_test(*sys.argv[1:]))\n" }, { "alpha_fraction": 0.5536556839942932, "alphanum_fraction": 0.5630896091461182, "avg_line_length": 30.119266510009766, "blob_id": "8c1a6fb37d5d7843bbb820373be0bc51b8e6c5f0", "content_id": "1845d1aab60efa8ef4ca60efe1c8ba37ce8932f0", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3392, "license_type": "permissive", "max_line_length": 79, "num_lines": 109, "path": "/aiogcd/connector/utils.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"utils.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nimport base64\nimport json\nfrom .key import Key\nfrom .timestampvalue import TimestampValue\n\n# Max string length in bytes. (strings are converted to blob values when larger\n# than _MAX_STRING_LENGTH)\n_MAX_STRING_LENGTH = 1500\n\n\ndef value_to_dict(val):\n if val is None:\n return {'nullValue': None}\n if isinstance(val, bool):\n return {'booleanValue': val}\n if isinstance(val, int):\n return {'integerValue': str(val)}\n if isinstance(val, float):\n return {'doubleValue': val}\n if isinstance(val, str):\n encoded = val.encode('utf-8')\n if len(encoded) > _MAX_STRING_LENGTH:\n return {\n 'excludeFromIndexes': True,\n 'blobValue': base64.b64encode(encoded)\n .replace(b'+', b'-')\n .replace(b'/', b'_')\n .rstrip(b'=')\n .decode('utf-8')}\n return {'stringValue': val}\n if isinstance(val, Key):\n return {'keyValue': val.get_dict()}\n if isinstance(val, list):\n return {'arrayValue': {'values': [value_to_dict(v) for v in val]}}\n if isinstance(val, TimestampValue):\n return {'timestampValue': str(val)}\n if isinstance(val, dict):\n return {\n 'entityValue': {\n 'properties': {k: value_to_dict(v) for k, v in val.items()}}}\n if isinstance(val, bytes):\n return {\n 'excludeFromIndexes': True,\n 'blobValue': base64.b64encode(val)\n .replace(b'+', b'-')\n .replace(b'/', b'_')\n .rstrip(b'=')\n .decode('utf-8')}\n\n raise TypeError('Unsupported type: {}'.format(type(val)))\n\n\ndef value_from_dict(val):\n if 'nullValue' in val:\n return None # val['nullValue'] is None\n if 'booleanValue' in val:\n return val['booleanValue']\n if 'integerValue' in val:\n return int(val['integerValue'])\n if 'doubleValue' in val:\n return val['doubleValue']\n if 'stringValue' in val:\n return val['stringValue']\n if 'keyValue' in val:\n return Key(val['keyValue'])\n if 'arrayValue' in val:\n return [\n value_from_dict(v)\n for v in val['arrayValue'].get('values', [])]\n if 'timestampValue' in val:\n return TimestampValue(val['timestampValue'])\n if 'blobValue' in val:\n val = val['blobValue']\n if isinstance(val, bytes):\n return val\n\n val = val.encode('utf-8')\n pad = b'=' * (4 - len(val) % 4)\n data = base64.b64decode(\n (val + pad).replace(b'-', b'+').replace(b'_', b'/'))\n try:\n return data.decode('utf-8')\n except UnicodeDecodeError:\n return data # fallback, just return as bytes\n\n if 'entityValue' in val:\n return {\n k: value_from_dict(v)\n for k, v in val['entityValue'].get('properties', {}).items()}\n\n raise TypeError('Unexpected or unsupported value: {}'.format(val))\n\n\ndef make_read_options(transaction=None, eventual=True):\n \"\"\"Reference:\n https://cloud.google.com/datastore/docs/reference/rest/v1/ReadOptions\n \"\"\"\n read_options = {\n 'readConsistency': 'EVENTUAL' if eventual else 'STRONG',\n }\n if transaction is not None:\n read_options['transaction'] = transaction\n\n return read_options\n" }, { "alpha_fraction": 0.5026246905326843, "alphanum_fraction": 0.5196850299835205, "avg_line_length": 23.84782600402832, "blob_id": "0f9c61c9e2ed30c5a71ca78218241d27e1942d2c", "content_id": "f4656a677507bcea5d09462a3012d5f464d5354c", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2286, "license_type": "permissive", "max_line_length": 74, "num_lines": 92, "path": "/aiogcd/connector/pathelement.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "from .buffer import BufferDecodeError\n\nTYPE_ID = 0\nTYPE_NAME = 1\n\n\ndef path_element_from_decoder(decoder):\n kind = None\n name_or_id = None\n\n while True:\n tt = decoder.get_var_int32()\n\n if tt == 12:\n break\n if tt == 18:\n kind = decoder.get_prefixed_string()\n continue\n if tt == 24:\n name_or_id = decoder.get_var_int64()\n continue\n if tt == 34:\n name_or_id = decoder.get_prefixed_string()\n continue\n if tt == 0:\n raise BufferDecodeError('corrupt')\n\n assert kind is not None and name_or_id is not None, \\\n 'Expecting a path element with a kind and name/id.'\n\n return PathElement(kind, name_or_id)\n\n\nclass PathElement:\n\n def __init__(self, kind, name_or_id):\n assert name_or_id is None or isinstance(name_or_id, (int, str)), \\\n 'Expecting a str or int type but got: {}'.format(\n type(name_or_id))\n self.kind = kind\n self.id = name_or_id\n\n @property\n def name(self):\n raise TypeError('Use .id instead of .name')\n\n def encode(self, buffer):\n buffer.add_var_int32(18)\n buffer.add_prefixed_string(self.kind)\n if isinstance(self.id, int):\n buffer.add_var_int32(24)\n buffer.add_var_int64(self.id)\n else:\n buffer.add_var_int32(34)\n buffer.add_prefixed_string(self.id)\n\n @property\n def byte_size(self):\n n = self._size_str(self.kind)\n if isinstance(self.id, int):\n n += 1 + self._size_var_int(self.id)\n else:\n n += 1 + self._size_str(self.id)\n\n return n + 1\n\n def get_dict(self):\n if isinstance(self.id, int):\n return {'kind': self.kind, 'id': str(self.id)}\n\n if isinstance(self.id, str):\n return {'kind': self.kind, 'name': self.id}\n\n return {'kind': self.kind}\n\n @classmethod\n def _size_str(cls, s):\n sz = len(s)\n return cls._size_var_int(sz) + sz\n\n @staticmethod\n def _size_var_int(n):\n if n < 0:\n return 10\n\n result = 0\n while True:\n result += 1\n n >>= 7\n if n == 0:\n break\n return result\n" }, { "alpha_fraction": 0.5369148850440979, "alphanum_fraction": 0.5403707027435303, "avg_line_length": 28.20183563232422, "blob_id": "dd4faff51e5da518a4f23dacca92e2d66fd221a1", "content_id": "6812f4f7f3a2dc2a82818b332832d8142e8c258e", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3183, "license_type": "permissive", "max_line_length": 78, "num_lines": 109, "path": "/aiogcd/connector/entity.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"entity.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nimport json\nfrom .key import Key\nfrom .timestampvalue import TimestampValue\nfrom .utils import value_from_dict\nfrom .utils import value_to_dict\n\n\nclass Entity:\n\n def __init__(self, entity_res):\n \"\"\"Initialize an Entity object.\n\n Example:\n {\n 'properties': {\n 'name': {'stringValue': 'Example'},\n ...\n },\n 'key': {\n 'partitionId': {\n 'projectId': 'my_project_id',\n 'namespaceId': 'my_optional_namespaceId'\n },\n 'path': [\n {'kind': 'Foo', 'id': 1234},\n ...\n ]\n }\n }\n\n See the following link for more information:\n https://cloud.google.com/datastore/docs/reference/rest/v1/Entity\n \"\"\"\n self.key = Key(entity_res['key'])\n self._properties = set()\n\n for prop, val in entity_res['properties'].items():\n self._properties.add(prop)\n setattr(self, prop, value_from_dict(val))\n\n def __str__(self):\n return json.dumps(self.serializable_dict())\n\n def __setattr__(self, key, value):\n self.__dict__[key] = value\n\n def __eq__(self, other):\n if isinstance(other, self.__class__):\n return self.key.ks == other.key.ks\n elif isinstance(other, Key):\n return self.key.ks == other.ks\n return False\n\n def __ne__(self, other):\n return not self.__eq__(other)\n\n def get_dict(self):\n \"\"\"Returns dictionary object which can be used to insert, upsert or\n update the entity in the google cloud datastore.\"\"\"\n\n # We use __dict__ instead of getattr() since the Entity class might be\n # sub-classed and then getattr() could access a computed property\n # instead of the variable we really want.\n\n return {\n 'key': self.key.get_dict(),\n 'properties': {\n prop: value_to_dict(self.__dict__[prop])\n for prop in self._properties\n }\n }\n\n def serializable_dict(self, key_as=None):\n data = {\n prop: _serialize_value(self.__dict__[prop])\n for prop in self._properties\n }\n if isinstance(key_as, str):\n data[key_as] = self.key.ks\n return data\n\n def set_property(self, prop, value):\n \"\"\"Use this method to set a new or change an existing property.\n\n If you are sure the property already exists, its possible to set the\n property directly. This method must be used for new properties.\n \"\"\"\n self.__dict__[prop] = value\n self._properties.add(prop)\n\n def del_property(self, prop):\n \"\"\"Use this method to delete an existing property.\"\"\"\n del self.__dict__[prop]\n self._properties.remove(prop)\n\n\ndef _serialize_value(val):\n if isinstance(val, TimestampValue):\n return str(val)\n if isinstance(val, Key):\n return val.ks\n if isinstance(val, list):\n return [_serialize_value(v) for v in val]\n return val\n" }, { "alpha_fraction": 0.5513437986373901, "alphanum_fraction": 0.5533088445663452, "avg_line_length": 33.221256256103516, "blob_id": "c017a6f00d72c5d7a2c0236335cc55bd7b278acd", "content_id": "932b23bfcd94bd3251ca147c57ee8d2dc455ad74", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 15776, "license_type": "permissive", "max_line_length": 78, "num_lines": 461, "path": "/aiogcd/connector/connector.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"connector.py\n\nCreated on: May 19, 2017\n Authors: Jeroen van der Heijden <[email protected]>\n jomido <https://github.com/jomido>\n\"\"\"\nimport os\nimport json\nimport aiohttp\nfrom .client_token import Token\nfrom .service_account_token import ServiceAccountToken\nfrom .entity import Entity\nfrom .key import Key\nfrom .utils import make_read_options\n\nDEFAULT_SCOPES = {\n 'https://www.googleapis.com/auth/datastore',\n 'https://www.googleapis.com/auth/cloud-platform'\n}\n\nDEFAULT_API_ENDPOINT = 'https://datastore.googleapis.com'\n\nDATASTORE_URL = \\\n '{api_endpoint}/v1/projects/{project_id}:{method}'\n\n_MAX_LOOPS = 128\n\n\ndef _get_api_endpoint():\n emu_host = os.getenv('DATASTORE_EMULATOR_HOST')\n if emu_host is None:\n return DEFAULT_API_ENDPOINT\n return 'http://{}'.format(emu_host)\n\n\nclass GcdConnector:\n\n def __init__(\n self,\n project_id,\n client_id,\n client_secret,\n token_file,\n scopes=DEFAULT_SCOPES,\n namespace_id=None):\n\n self.project_id = project_id\n self.namespace_id = namespace_id\n self._token = Token(\n client_id,\n client_secret,\n token_file,\n scopes)\n\n api_endpoint = _get_api_endpoint()\n\n self._run_query_url = DATASTORE_URL.format(\n api_endpoint=api_endpoint,\n project_id=self.project_id,\n method='runQuery')\n\n self._commit_url = DATASTORE_URL.format(\n api_endpoint=api_endpoint,\n project_id=self.project_id,\n method='commit')\n\n self._lookup_url = DATASTORE_URL.format(\n api_endpoint=api_endpoint,\n project_id=self.project_id,\n method='lookup')\n\n async def connect(self):\n await self._token.connect()\n\n async def insert_entities(self, entities):\n \"\"\"Returns a tuple containing boolean values. Each boolean value is\n True in case of a successful mutation and False if not. The order of\n booleans is the same as the supplied tuple or list.\n\n Each entity must not already exist and each entity key will be updated\n with the new key in case no name/id was specified.\n\n :param entities: tuple or list with Entity objects\n :return: tuple containing boolean values\n \"\"\"\n return await self._commit_entities_or_keys(entities, 'insert')\n\n # alias\n entities = insert_entities\n\n async def insert_entity(self, entity):\n \"\"\"Returns True if successful or False if not. In case of False then\n most likely a conflict was detected.\n\n The entity must not already exist and the entity key will be updated\n with the new key in case no name/id was specified.\n\n :param entity: Entity object\n :return: Boolean\n \"\"\"\n return (await self._commit_entities_or_keys([entity], 'insert'))[0]\n\n async def upsert_entities(self, entities):\n \"\"\"Returns a tuple containing boolean values. Each boolean value is\n True in case of a successful mutation and False if not. The order of\n booleans is the same as the supplied tuple or list.\n\n Each entity may or may not already exist.\n\n :param entities: tuple or list with Entity objects\n :return: tuple containing boolean values\n \"\"\"\n return await self._commit_entities_or_keys(entities, 'upsert')\n\n async def upsert_entity(self, entity):\n \"\"\"Returns True if successful or False if not. In case of False then\n most likely a conflict was detected.\n\n The entity may or may not already exist.\n\n :param entity: Entity object\n :return: Boolean\n \"\"\"\n return (await self._commit_entities_or_keys([entity], 'upsert'))[0]\n\n async def update_entities(self, entities):\n \"\"\"Returns a tuple containing boolean values. Each boolean value is\n True in case of a successful mutation and False if not. The order of\n booleans is the same as the supplied tuple or list.\n\n Each entity must already exist.\n\n :param entities: tuple or list with Entity objects\n :return: tuple containing boolean values\n \"\"\"\n return await self._commit_entities_or_keys(entities, 'update')\n\n async def update_entity(self, entity):\n \"\"\"Returns True if successful or False if not. In case of False then\n most likely a conflict was detected.\n\n The entity must already exist.\n\n :param entity: Entity object\n :return: Boolean\n \"\"\"\n return (await self._commit_entities_or_keys([entity], 'update'))[0]\n\n async def delete_keys(self, keys):\n \"\"\"Returns a tuple containing boolean values. Each boolean value is\n True in case of a successful mutation and False if not. The order of\n booleans is the same as the supplied tuple or list.\n\n Each key may or may not already exist.\n\n :param keys: tuple or list with Key objects\n :return: tuple containing boolean values\n \"\"\"\n return await self._commit_entities_or_keys(keys, 'delete')\n\n async def delete_key(self, key):\n \"\"\"Returns True if successful or False if not. In case of False then\n most likely a conflict was detected.\n\n The key may or may not already exist.\n\n :param key: Key object\n :return: Boolean\n \"\"\"\n return (await self._commit_entities_or_keys([key], 'delete'))[0]\n\n async def commit(self, mutations):\n \"\"\"Commit mutations.\n\n The only supported commit mode is NON_TRANSACTIONAL.\n\n See the link below for information for a description of a mutation:\n\n https://cloud.google.com/datastore/docs/reference/\n rest/v1/projects/commit#Mutation\n\n :param mutations: List or tuple with mutations\n :return: tuple containing mutation results\n \"\"\"\n data = {\n 'mode': 'NON_TRANSACTIONAL',\n 'mutations': mutations\n }\n async with aiohttp.ClientSession() as session:\n\n async with session.post(\n self._commit_url,\n data=json.dumps(data),\n headers=await self._get_headers()) as resp:\n\n content = await resp.json()\n\n if resp.status == 200:\n return tuple(content.get('mutationResults', tuple()))\n\n raise ValueError(\n 'Error while committing to the datastore: {} ({})'\n .format(\n content.get('error', 'unknown'),\n resp.status\n ))\n\n async def run_query(self, data):\n \"\"\"Return entities by given query data.\n\n :param data: see the following link for the data format:\n https://cloud.google.com/datastore/docs/reference/rest/\n v1/projects/runQuery\n :return: list containing Entity objects.\n \"\"\"\n results, _ = await self._run_query(data)\n return results\n\n async def _run_query(self, data):\n results = []\n cursor = None\n\n # set namespace_id if required\n if self.namespace_id:\n if 'partitionId' not in data:\n data['partitionId'] = {'namespaceId': self.namespace_id}\n elif 'namespaceId' not in data['partitionId']:\n data['partitionId']['namespaceId'] = self.namespace_id\n\n while True:\n async with aiohttp.ClientSession() as session:\n\n if cursor is not None:\n data['query']['startCursor'] = cursor\n\n async with session.post(\n self._run_query_url,\n data=json.dumps(data),\n headers=await self._get_headers()) as resp:\n\n content = await resp.json()\n\n if resp.status == 200:\n\n entity_results = \\\n content['batch'].get('entityResults', [])\n\n results.extend(entity_results)\n\n more_results = content['batch']['moreResults']\n cursor = content['batch']['endCursor']\n\n if more_results in (\n 'NO_MORE_RESULTS',\n 'MORE_RESULTS_AFTER_LIMIT',\n 'MORE_RESULTS_AFTER_CURSOR'):\n break\n\n if more_results == 'NOT_FINISHED':\n if data['query'].get('limit'):\n data['query']['limit'] -= len(entity_results)\n data['query'].pop('offset', None)\n continue\n\n raise ValueError(\n 'Unexpected value for \"moreResults\": {}'\n .format(more_results))\n\n raise ValueError(\n 'Error while query the datastore: {} ({})'\n .format(\n content.get('error', 'unknown'),\n resp.status\n )\n )\n\n return results, cursor\n\n async def _get_entities_cursor(self, data):\n results, cursor = await self._run_query(data)\n return [Entity(result['entity']) for result in results], cursor\n\n async def get_entities(self, data):\n \"\"\"Return entities by given query data.\n\n :param data: see the following link for the data format:\n https://cloud.google.com/datastore/docs/reference/rest/\n v1/projects/runQuery\n :return: list containing Entity objects.\n \"\"\"\n results, _ = await self._run_query(data)\n return [Entity(result['entity']) for result in results]\n\n async def get_keys(self, data):\n data['query']['projection'] = [{'property': {'name': '__key__'}}]\n results, _ = await self._run_query(data)\n return [Key(result['entity']['key']) for result in results]\n\n async def get_entity(self, data):\n \"\"\"Return an entity object by given query data.\n\n :param data: see the following link for the data format:\n https://cloud.google.com/datastore/docs/reference/rest/\n v1/projects/runQuery\n :return: Entity object or None in case no entity was found.\n \"\"\"\n data['query']['limit'] = 1\n result = await self.get_entities(data)\n return result[0] if result else None\n\n async def get_key(self, data):\n data['query']['limit'] = 1\n result = await self.get_keys(data)\n return result[0] if result else None\n\n async def get_entities_by_kind(self, kind, offset=None, limit=None,\n cursor=None):\n \"\"\"Returns entities by kind.\n\n When a limit is set, this function returns a list and a cursor.\n If no limit is used, then only the list will be returned.\n \"\"\"\n query = {'kind': [{'name': kind}]}\n data = {'query': query}\n if cursor:\n query['startCursor'] = cursor\n if offset:\n query['offset'] = offset\n\n if limit is None:\n return await self.get_entities(data)\n else:\n query['limit'] = limit\n return await self._get_entities_cursor(data)\n\n async def get_entities_by_keys(self, keys, missing=None, deferred=None,\n eventual=False):\n \"\"\"Returns entity objects for the given keys or None in case no\n entity is found.\n\n :param keys: list of Key objects\n :return: list of Entity objects or None.\n \"\"\"\n read_options = make_read_options(eventual=eventual)\n\n def data():\n return json.dumps({\n 'readOptions': read_options,\n 'keys': [k.get_dict() for k in keys],\n })\n\n if missing is not None and missing != []:\n raise ValueError('missing must be None or an empty list')\n\n if deferred is not None and deferred != []:\n raise ValueError('deferred must be None or an empty list')\n\n attempts = 0\n entities = []\n while keys and attempts < _MAX_LOOPS:\n attempts += 1\n async with aiohttp.ClientSession() as session:\n async with session.post(\n self._lookup_url,\n data=data(),\n headers=await self._get_headers()) as resp:\n\n content = await resp.json()\n entities.extend(Entity(result['entity']) for result in\n content.get('found', []))\n\n if missing is not None:\n missing.extend(result['entity'] for result in\n content.get('missing', []))\n\n deferred_keys = [Key(result) for result in\n content.get('deferred', [])]\n\n if deferred is not None:\n deferred.extend(deferred_keys)\n break\n\n keys = deferred_keys\n\n if entities:\n return entities\n\n async def get_entity_by_key(self, key, missing=None, deferred=None,\n eventual=False):\n \"\"\"Returns an entity object for the given key or None in case no\n entity is found.\n\n :param key: Key object\n :return: Entity object or None.\n \"\"\"\n entity = await self.get_entities_by_keys([key], missing, deferred,\n eventual)\n if entity:\n return entity[0]\n\n async def _get_headers(self):\n token = await self._token.get()\n return {\n 'Authorization': 'Bearer {}'.format(token),\n 'Content-Type': 'application/json'\n }\n\n @staticmethod\n def _check_mutation_result(entity_or_key, mutation_result):\n if 'key' in mutation_result:\n # The automatically allocated key.\n # Set only when the mutation allocated a key.\n entity_or_key.key = Key(mutation_result['key'])\n\n return not mutation_result.get('conflictDetected', False)\n\n async def _commit_entities_or_keys(self, entities_or_keys, method):\n mutations = [\n {method: entity_or_key.get_dict()}\n for entity_or_key in entities_or_keys]\n\n mutations_results = await self.commit(mutations)\n\n return tuple(\n self._check_mutation_result(entity_or_key, mutation_result)\n for entity_or_key, mutation_result\n in zip(entities_or_keys, mutations_results))\n\n\nclass GcdServiceAccountConnector(GcdConnector):\n def __init__(\n self,\n project_id,\n service_file,\n session=None,\n scopes=None,\n namespace_id=None):\n\n scopes = scopes or list(DEFAULT_SCOPES)\n self.project_id = project_id\n self.namespace_id = namespace_id\n\n self._token = ServiceAccountToken(project_id, service_file, scopes,\n session)\n\n api_endpoint = _get_api_endpoint()\n\n self._run_query_url = DATASTORE_URL.format(\n api_endpoint=api_endpoint,\n project_id=self.project_id,\n method='runQuery')\n\n self._commit_url = DATASTORE_URL.format(\n api_endpoint=api_endpoint,\n project_id=self.project_id,\n method='commit')\n\n self._lookup_url = DATASTORE_URL.format(\n api_endpoint=api_endpoint,\n project_id=self.project_id,\n method='lookup')\n" }, { "alpha_fraction": 0.5392731428146362, "alphanum_fraction": 0.5447440147399902, "avg_line_length": 25.38144302368164, "blob_id": "1aa3268f43e52750e59bd142f81ae4bfe0c8348f", "content_id": "31c19698d60da647e3b7ff2c2253a3573a1f05e5", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2559, "license_type": "permissive", "max_line_length": 57, "num_lines": 97, "path": "/aiogcd/orm/utils.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"utils.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\n\n\nclass ProtectedList(list):\n\n def __init__(\n self,\n *args,\n protect=True):\n self._protect = protect\n super().__init__(*args)\n\n def __setitem__(self, key, value):\n if self._protect is True:\n raise TypeError('This list is protected.')\n elif callable(self._protect):\n self._protect(value)\n super().__setitem__(key, value)\n\n def append(self, p_object):\n if self._protect is True:\n raise TypeError('This list is protected.')\n elif callable(self._protect):\n self._protect(p_object)\n super().append(p_object)\n\n def extend(self, iterable):\n if self._protect is True:\n raise TypeError('This list is protected.')\n elif callable(self._protect):\n values = []\n for value in iterable:\n self._protect(value)\n values.append(value)\n iterable = iter(values)\n\n super().extend(iterable)\n\n def pop(self, index=None):\n if self._protect is True:\n raise TypeError('This list is protected.')\n return super().pop(index)\n\n def clear(self):\n if self._protect is True:\n raise TypeError('This list is protected.')\n return super().clear()\n\n def insert(self, index, p_object):\n if self._protect is True:\n raise TypeError('This list is protected.')\n elif callable(self._protect):\n self._protect(p_object)\n super().insert(index, p_object)\n\n def remove(self, value):\n if self._protect is True:\n raise TypeError('This list is protected.')\n return super().remove(value)\n\n def reverse(self):\n if self._protect is True:\n raise TypeError('This list is protected.')\n return super().reverse()\n\n def __add__(self, other):\n self.extend(other)\n return self\n\n def __iadd__(self, other):\n self.extend(other)\n return self\n\n def __delitem__(self, key):\n if self._protect is True:\n raise TypeError('This list is protected.')\n return super().__delitem__(key)\n\n\nif __name__ == '__main__':\n def check_int(val):\n if not isinstance(val, int):\n raise TypeError('Only integers are allowed.')\n\n li = [1, 2, 3]\n p = ProtectedList(li, protect=check_int) + [3]\n p.append(5)\n p.extend([6])\n p += [7]\n print(p)\n\n r = ProtectedList(li)\n del r[2]\n" }, { "alpha_fraction": 0.5544933080673218, "alphanum_fraction": 0.5659655928611755, "avg_line_length": 25.149999618530273, "blob_id": "5f8403b6e3d73b746f34ffd74b2dfbb41993f5ed", "content_id": "b8abff5c2b71f9214b1c9f7d6b16f8e334aa2e2d", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 523, "license_type": "permissive", "max_line_length": 73, "num_lines": 20, "path": "/aiogcd/orm/properties/bytesvalue.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"bytesvalue.py\n\nCreated on: Nov 13, 2021\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nfrom .value import Value\n\n\nclass BytesValue(Value):\n\n def check_value(self, value):\n if not isinstance(value, bytes):\n raise TypeError(\n 'Expecting an value of type \\'bytes\\' for property {!r} '\n 'but received type {!r}.'\n .format(self.name, value.__class__.__name__))\n\n def set_value(self, model, value):\n self.check_value(value)\n super().set_value(model, value)\n" }, { "alpha_fraction": 0.5746606588363647, "alphanum_fraction": 0.5785391330718994, "avg_line_length": 23.55555534362793, "blob_id": "b8a591a65f3b2328e7a9758e1bf5562c1fbede18", "content_id": "c4dcc3f373f3df610e03c78719dd43b63355e7d0", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1547, "license_type": "permissive", "max_line_length": 70, "num_lines": 63, "path": "/aiogcd/orm/properties/value.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"value.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nfrom ...connector.entity import Entity\nfrom ...connector.utils import value_to_dict\n\n\nclass Value:\n\n def __init__(self, default=None, required=True):\n self.default = default\n self.required = required\n self.name = None\n\n @property\n def ascending(self):\n return self.name, 'ASCENDING'\n\n @property\n def descending(self):\n return self.name, 'DESCENDING'\n\n def check_value(self, value):\n raise NotImplementedError()\n\n def check_compare(self, value):\n return self.check_value(value)\n\n def get_value(self, model):\n return model.__dict__.get(self.name, None)\n\n def set_value(self, model, value):\n Entity.set_property(model, self.name, value)\n\n def _compare(self, other, op):\n self.check_compare(other)\n return {\n 'property': {\n 'name': self.name\n },\n 'value': value_to_dict(other),\n 'op': op\n }\n\n def __eq__(self, other):\n return self._compare(other, 'EQUAL')\n\n def __ne__(self, other):\n raise Exception('Cannot use NOT EQUAL in a filter expression')\n\n def __lt__(self, other):\n return self._compare(other, 'LESS_THAN')\n\n def __le__(self, other):\n return self._compare(other, 'LESS_THAN_OR_EQUAL')\n\n def __gt__(self, other):\n return self._compare(other, 'GREATER_THAN')\n\n def __ge__(self, other):\n return self._compare(other, 'GREATER_THAN_OR_EQUAL')\n" }, { "alpha_fraction": 0.5995747447013855, "alphanum_fraction": 0.6116229891777039, "avg_line_length": 25.129629135131836, "blob_id": "b5ea8f5b55377dbf4399664920044742419a5a5a", "content_id": "22a8a18239783aa328b4aed5bee5dcdb7d0a0d95", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1411, "license_type": "permissive", "max_line_length": 59, "num_lines": 54, "path": "/setup.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"setup.py\n\nCreated on: May 19, 2017\n Authors: Jeroen van der Heijden <[email protected]>\n jomido <https://github.com/jomido>\n egalpin <https://github.com/egalpin>\n Koos Joosten <[email protected]>\n\nUpload to PyPI:\n\npython setup.py sdist\ntwine upload --repository pypitest dist/aiogcd-X.X.X.tar.gz\ntwine upload --repository pypi dist/aiogcd-X.X.X.tar.gz\n\"\"\"\n\nimport setuptools\nfrom distutils.core import setup, Extension\n\nVERSION = '0.11.16'\n\ninstall_requires = [\n 'aiohttp>=2',\n 'PyJWT>=1',\n 'cryptography>=1',\n 'asyncio_extras>=1'\n]\n\nsetup(\n name='aiogcd',\n packages=[\n 'aiogcd',\n 'aiogcd.connector',\n 'aiogcd.orm',\n 'aiogcd.orm.properties'],\n version=VERSION,\n description='Async Google Cloud Datastore API',\n author='Jeroen van der Heijden',\n author_email='[email protected]',\n url='https://github.com/transceptor-technology/aiogcd',\n download_url='https://'\n 'github.com/transceptor-technology/'\n 'aiogcd/tarball/{}'.format(VERSION),\n keywords=['gcd', 'datastore', 'connector'],\n install_requires=install_requires,\n classifiers=[\n 'Development Status :: 4 - Beta',\n 'Environment :: Other Environment',\n 'Intended Audience :: Developers',\n 'License :: OSI Approved :: MIT License',\n 'Operating System :: OS Independent',\n 'Programming Language :: Python :: 3',\n 'Topic :: Software Development'\n ],\n)\n" }, { "alpha_fraction": 0.5958333611488342, "alphanum_fraction": 0.6020833253860474, "avg_line_length": 29, "blob_id": "93999c6f54814678660df7bcc0b0d5a922d80c79", "content_id": "8dda09b9c08b57d2327e9ef125764b399c277bb8", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 960, "license_type": "permissive", "max_line_length": 75, "num_lines": 32, "path": "/aiogcd/orm/properties/anyvalue.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "\"\"\"anyvalue.py\n\nCreated on: May 19, 2017\n Author: Jeroen van der Heijden <[email protected]>\n\"\"\"\nfrom .value import Value\n\n\nclass AnyValue(Value):\n\n def __init__(self, default=None, required=True, accept=None):\n \"\"\"Initialize a mapped property.\n\n When 'accept' is None any type is accepted. A tuple can be\n used to force one of the specified types.\n\n :param default: default value, all types allowed\n :param required: boolean\n :param accept: None or tuple\n \"\"\"\n self._accept = accept\n super().__init__(default=default, required=required)\n\n def check_value(self, value):\n if self._accept and not isinstance(value, self._accept):\n raise TypeError(\n 'Received value for property {!r} is of invalid type: {!r}'\n .format(self.name, value.__class__.__name__))\n\n def set_value(self, model, value):\n self.check_value(value)\n super().set_value(model, value)\n" }, { "alpha_fraction": 0.560538113117218, "alphanum_fraction": 0.560538113117218, "avg_line_length": 28.733333587646484, "blob_id": "05778fb2090b8c84d3d2355be5a42ca685899314", "content_id": "36ccef491b9cce84d46bfb1677a60d236aeaf6b2", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 446, "license_type": "permissive", "max_line_length": 72, "num_lines": 15, "path": "/aiogcd/orm/properties/entityvalue.py", "repo_name": "transceptor-technology/aiogcd", "src_encoding": "UTF-8", "text": "from .value import Value\n\n\nclass EntityValue(Value):\n\n def check_value(self, value):\n if not isinstance(value, dict):\n raise TypeError(\n 'Expecting an value of type \\'dict\\' for property {!r} '\n 'but received type {!r}.'\n .format(self.name, value.__class__.__name__))\n\n def set_value(self, model, value):\n self.check_value(value)\n super().set_value(model, value)\n" } ]
25
devxpy/cs231n-assignment1
https://github.com/devxpy/cs231n-assignment1
a145aa93c571c019fb1b401eb9d69419f77327c1
3f25bf3765d43d91c93c80ebaef509ae46556614
4b9900ea24904381ea2399aabb58fa81e819cbb9
refs/heads/master
2022-09-03T23:09:10.267543
2020-05-22T14:59:01
2020-05-22T14:59:01
265,972,388
0
0
null
2020-05-21T23:22:01
2020-05-21T23:23:42
2020-05-21T23:24:06
Jupyter Notebook
[ { "alpha_fraction": 0.4984820783138275, "alphanum_fraction": 0.5027322173118591, "avg_line_length": 34.41935348510742, "blob_id": "02a21209979724830b7105261cbce34d9d0088d4", "content_id": "fa2013bcb43c044e1e23f0f090d025416addedd5", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3294, "license_type": "no_license", "max_line_length": 81, "num_lines": 93, "path": "/cs231n/classifiers/softmax.py", "repo_name": "devxpy/cs231n-assignment1", "src_encoding": "UTF-8", "text": "from builtins import range\nimport numpy as np\nfrom random import shuffle\nfrom past.builtins import xrange\n\ndef softmax_loss_naive(W, X, y, reg):\n \"\"\"\n Softmax loss function, naive implementation (with loops)\n\n Inputs have dimension D, there are C classes, and we operate on minibatches\n of N examples.\n\n Inputs:\n - W: A numpy array of shape (D, C) containing weights.\n - X: A numpy array of shape (N, D) containing a minibatch of data.\n - y: A numpy array of shape (N,) containing training labels; y[i] = c means\n that X[i] has label c, where 0 <= c < C.\n - reg: (float) regularization strength\n\n Returns a tuple of:\n - loss as single float\n - gradient with respect to weights W; an array of same shape as W\n \"\"\"\n # Initialize the loss and gradient to zero.\n loss = 0.0\n dW = np.zeros_like(W)\n n_batches = len(y)\n\n #############################################################################\n # TODO: Compute the softmax loss and its gradient using explicit loops. #\n # Store the loss in loss and the gradient in dW. If you are not careful #\n # here, it is easy to run into numeric instability. Don't forget the #\n # regularization! #\n #############################################################################\n # *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n loss = 0\n \n for i, (Xi, yi) in enumerate(zip(X, y)):\n p = W.T.dot(Xi) # unnormalized log probabilities\n p -= np.max(p) # shift values to handle numeric instability\n f = np.exp(p) / np.sum(np.exp(p)) # softmax function\n loss += -np.log(f[yi])\n \n for j, fj in enumerate(f):\n if j == yi:\n dW[:, j] += Xi * (fj - 1)\n else:\n dW[:, j] += Xi * fj\n\n loss /= n_batches\n loss += reg * np.sum(W ** 2)\n \n dW /= n_batches\n dW += reg * 2 * W \n \n # *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n\n return loss, dW\n\n\ndef softmax_loss_vectorized(W, X, y, reg):\n \"\"\"\n Softmax loss function, vectorized version.\n\n Inputs and outputs are the same as softmax_loss_naive.\n \"\"\"\n # Initialize the loss and gradient to zero.\n loss = 0.0\n dW = np.zeros_like(W)\n\n #############################################################################\n # TODO: Compute the softmax loss and its gradient using no explicit loops. #\n # Store the loss in loss and the gradient in dW. If you are not careful #\n # here, it is easy to run into numeric instability. Don't forget the #\n # regularization! #\n #############################################################################\n # *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n \n n_batches = len(y)\n cls_idx = y, np.arange(n_batches)\n \n p = W.T.dot(X.T) \n p -= np.max(p, axis=0)\n e = np.exp(p)\n f = e / np.sum(e, axis=0) \n loss = np.average(-np.log(f[cls_idx])) + reg * np.sum(W ** 2)\n \n f[cls_idx] -= 1\n dW[:] = X.T.dot(f.T) / n_batches + reg * 2 * W\n\n # *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n\n return loss, dW\n" }, { "alpha_fraction": 0.38333332538604736, "alphanum_fraction": 0.3879629671573639, "avg_line_length": 27.36842155456543, "blob_id": "8c8fc012fabed9d515f7cc9d831bdbedce69639e", "content_id": "71e8c191cb5bf397b2ad06604ea051ed881b877d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1080, "license_type": "no_license", "max_line_length": 53, "num_lines": 38, "path": "/train_plot.py", "repo_name": "devxpy/cs231n-assignment1", "src_encoding": "UTF-8", "text": "import numpy as np\nimport plotly.graph_objects as go\n\n\nclass TrainScatterPlot:\n def __init__(self, xlabel, ylabel): \n self.fig = go.FigureWidget(\n data=go.Scatter(\n x=[], y=[],\n text=[],\n mode='markers',\n marker=dict(\n size=10,\n showscale=True\n ),\n ),\n layout=go.Layout(\n xaxis=dict(\n title=xlabel,\n type='log',\n tickformat='.0e',\n ),\n yaxis=dict(\n tickformat='.2',\n# type='log', \n title=ylabel\n ), \n )\n )\n \n def insert(self, x, y, z=None):\n scatter = self.fig.data[0]\n scatter.x = np.append(scatter.x, x)\n scatter.y = np.append(scatter.y, y)\n \n if z is not None:\n scatter.text = np.append(scatter.text, z)\n scatter.marker.color = scatter.text\n\n\n" } ]
2
tkasarla/py-motmetrics
https://github.com/tkasarla/py-motmetrics
fd019d7b3554156d9f86ccb61b1e18e060ccc837
87e1a49bd43ea8b673864b3b30e8b42f54bb9291
2572e12a59f220ebcad4f74846a99c331e45bd3e
refs/heads/master
2020-03-23T14:20:18.510947
2018-11-01T05:51:07
2018-11-01T05:51:07
141,669,571
0
0
MIT
2018-07-20T05:55:33
2018-07-25T12:23:49
2018-11-01T05:51:08
Python
[ { "alpha_fraction": 0.5450960993766785, "alphanum_fraction": 0.5687530636787415, "avg_line_length": 23.7439022064209, "blob_id": "d7142e0347cfcec8eb293cd39b124cd0bb55b8d6", "content_id": "573ed560c6cbdabc6943f1ccae8734167e6232c5", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2029, "license_type": "permissive", "max_line_length": 86, "num_lines": 82, "path": "/motmetrics/cmetrics.py", "repo_name": "tkasarla/py-motmetrics", "src_encoding": "UTF-8", "text": "\"\"\"\nmodified\nTejaswi Kasarla, 2018\n\"\"\"\n\"\"\"py-motmetrics - metrics for multiple object tracker (MOT) benchmarking.\nChristoph Heindl, 2017\nhttps://github.com/cheind/py-motmetrics\n\"\"\"\n\nimport numpy as np\n\ndef delH(objs,hyps):\n \"\"\" Computes the difference of height between the object and hypothesis points\n\n Params\n ------\n objs: NxM array\n Object points of dim M in rows\n hyps: KxM array\n Hypothesis points of dim M in rows\n Kwargs\n ------\n None\n\n Returns\n ------\n H: NxK array\n Natrix containing difference of heights\n \"\"\"\n objs = np.atleast_2d(objs).astype(float)\n hyps = np.atleast_2d(hyps).astype(float)\n\n if objs.size == 0 or hyps.size == 0:\n return np.empty((0,0))\n\n assert objs.shape[1] == 2\n assert hyps.shape[1] == 2\n\n H = np.empty((objs.shape[0], hyps.shape[0]))\n\n for o in range(objs.shape[0]):\n for h in range(hyps.shape[0]):\n topdiff = np.abs(objs[o][0] - hyps[h][0])\n bottomdiff = np.abs((objs[o][0] + objs[o][1]) - (hyps[h][0] + hyps[h][1]))\n H[o,h] = topdiff + bottomdiff\n return H\n\ndef delW(objs,hyps):\n \"\"\" Computes the difference of height between the object and hypothesis points\n\n Params\n ------\n objs: NxM array\n Object points of dim M in rows\n hyps: KxM array\n Hypothesis points of dim M in rows\n Kwargs\n ------\n None\n\n Returns\n ------\n H: NxK array\n Natrix containing difference of widths\n \"\"\"\n objs = np.atleast_2d(objs).astype(float)\n hyps = np.atleast_2d(hyps).astype(float)\n\n if objs.size == 0 or hyps.size == 0:\n return np.empty((0,0))\n\n assert objs.shape[1] == 2\n assert hyps.shape[1] == 2\n\n W = np.empty((objs.shape[0], hyps.shape[0]))\n\n for o in range(objs.shape[0]):\n for h in range(hyps.shape[0]):\n leftdiff = np.abs(objs[o][0] - hyps[h][0])\n rightdiff = np.abs((objs[o][0] + objs[o][1]) - (hyps[h][0] + hyps[h][1]))\n W[o,h] = leftdiff + rightdiff\n return W\n" } ]
1
samueloh17/Segementacion-de-area-especifica-en-cerebro-
https://github.com/samueloh17/Segementacion-de-area-especifica-en-cerebro-
f1d5bd8155367af1fca3976f7341eee28760e49b
651454e1df0af8247a43139b276af1c22477ab22
92761d1d06fff8def6481b3d8124b4cb97b5005e
refs/heads/main
2023-08-24T10:38:54.332804
2021-11-04T20:42:39
2021-11-04T20:42:39
424,733,863
1
0
null
null
null
null
null
[ { "alpha_fraction": 0.6151685118675232, "alphanum_fraction": 0.6544944047927856, "avg_line_length": 18.171428680419922, "blob_id": "e3ba508f077790ea1ad6eedb6765c2d8cbb09fec", "content_id": "5c17028959e695502c79314b0d5b4998340e16f3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1424, "license_type": "no_license", "max_line_length": 88, "num_lines": 70, "path": "/kmenas.py", "repo_name": "samueloh17/Segementacion-de-area-especifica-en-cerebro-", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\r\n\"\"\"\r\nCreated on Mon Oct 11 09:51:41 2021\r\n\r\n@author: PC\r\n\"\"\"\r\n\r\nimport cv2 \r\nimport numpy as np\r\nimport matplotlib.pyplot as plt\r\nfrom skimage import morphology, feature,io,color\r\nfrom crecimiento_de_regiones import crecimiento \r\n\r\n\r\nplt.close('all')\r\n\r\n\r\nim = cv2.imread('Brain.png')\r\ngris_o = cv2.cvtColor(im, cv2.COLOR_BGR2GRAY)\r\nim2 = im.reshape((-1,3))\r\nim2 = np.float32(im2)\r\ncriterio = (cv2.TermCriteria_EPS + cv2.TERM_CRITERIA_MAX_ITER,10,1 )\r\nk = 4\r\nintentos = 10\r\nret, label, center = cv2.kmeans(im2, k, None, criterio, intentos, cv2.KMEANS_PP_CENTERS)\r\ncenter = np.uint8(center)\r\nrescale = center[label.flatten()]\r\nrescaleF = rescale.reshape((im.shape))\r\ngray = cv2.cvtColor(rescaleF, cv2.COLOR_BGR2GRAY)\r\nplt.figure(1)\r\nplt.imshow(gray, cmap = 'gray')\r\nplt.axis('off')\r\n\r\n\r\n\r\n\r\n\r\nestructure = morphology.disk(4.5)\r\nopen_image = morphology.opening(gray,estructure)\r\n\r\n\r\n\r\nsegmento = crecimiento(open_image)\r\n\r\n\r\nimagen_f = segmento * gris_o\r\n\r\n\r\nplt.figure('f')\r\nplt.axis('off')\r\nplt.imshow(imagen_f , cmap = 'gray')\r\n\r\n\r\n\r\n\r\n'''\r\nplt.figure(2)\r\nplt.imshow(open_image, cmap = 'gray')\r\nplt.axis('off')\r\nbinario = (open_image > 183)\r\nbinario2 = binario * gris_o\r\nedge = feature.canny(binario2,sigma = 2)\r\nplt.figure(3)\r\nplt.imshow(binario2, cmap = 'gray')\r\nplt.axis('off')\r\nsalida = (edge * 255) + gris_o\r\nplt.figure(4)\r\nplt.imshow(salida, cmap = 'gray')\r\nplt.axis('off')\r\n'''\r\n \r\n\r\n\r\n\r\n" }, { "alpha_fraction": 0.6235401630401611, "alphanum_fraction": 0.6420884132385254, "avg_line_length": 31.335878372192383, "blob_id": "bbb82ec1db511bd2c189c7f3750aec121a7f5034", "content_id": "3d90abbf9ea405fedb2bfd255f3144c6d744f403", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4379, "license_type": "no_license", "max_line_length": 202, "num_lines": 131, "path": "/crecimiento_de_regiones.py", "repo_name": "samueloh17/Segementacion-de-area-especifica-en-cerebro-", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\r\n\"\"\"\r\nCreated on Mon Sep 6 15:05:43 2021\r\n\r\n@author: Samuel OH\r\n\"\"\"\r\n\r\nimport numpy as np\r\nimport matplotlib.pyplot as plt\r\nfrom skimage import color, io, morphology\r\n\r\n\r\n\r\n#CRECIMIENTO DE REGIÓN \r\n#MORFOLOGÍA SE REFIERE A LA DILATACIÓN, EROCIÓN DE UNA IMAGEN\r\n\r\n\r\n#####################CARGAR__LAS__IMAGENES###############\r\n'''imagen = io.imread('29.jpg')\r\ngris = color.rgb2gray(imagen)*255\r\n\r\n\r\n\r\n\r\n\r\n#########################MOSTRAR___IMAGENES#################\r\nplt.figure(1)\r\nplt.title('IMAGEN ORIGINAL')\r\nplt.axis('off')\r\nplt.imshow(imagen)\r\n\r\n\r\n\r\nplt.figure(2)\r\nplt.title('IMAGEN ESCALA DE GRISES')\r\nplt.axis('off')\r\nplt.imshow(gris, cmap = 'gray')\r\n\r\n\r\nplt.ion() #LA FUNCIÓN ION REFIERE A INTERACTIVE ON\r\n\r\n\r\n#####################INICIO__DEL__METODO################\r\n\r\ntolerancia = 15 #ESTE VALOR NO DICE QUE SI EL PIXEL VECINO CON UNA VALOR +- 15, EL PIXEL SE PARECE AL PIXEL DEL CENTRO\r\nposicion = np.int32(plt.ginput(0,0)) #SE SOLICITARIA AL USUARIO DONDE COLOCAR LA SEMILLA DE LA IMAGEN\r\nfilas , columnas = gris.shape\r\n\r\nphi = np.zeros((filas,columnas ),dtype = np.byte) #ESTA VARIABLE NOS SIRVE COMO UNA GUÍA PARA DETENER LA EXPANCIÓN, DE MODO QUE EL PHI NUEVO Y EL PHI OLD SEAN IGUALES ESTA DEBERA PARAR\r\nphiOld = np.zeros ((filas,columnas ), dtype = np.byte)\r\n\r\n\r\n\r\n\r\nphi[posicion[:,1], posicion[:,0]] = 1\r\npixeles = gris[posicion[:,1], posicion[:,0]]\r\npromedio = np.mean(pixeles)\r\n\r\n\r\nwhile( np.sum(phiOld) != np.sum(phi) ):\r\n plt.cla()\r\n phiOld = np.copy(phi)\r\n bordes = morphology.binary_dilation(phi) - phi #SOLO SE QUEDAN LOS PIXELES QUE FUERON AUMENTADOS\r\n newPos = np.argwhere(bordes)#EL ARGUMENTO DE LOS BORDES\r\n newPix = gris[newPos[:,0], newPos[:,1]] #SE GUARDAN LOS VALORES DE LOS PIXELES EXPANDIDOS\r\n compara = list(np.logical_and([newPix > promedio - tolerancia], [newPix < promedio + tolerancia])) #SE REALIZA UNA COMPARACIÓN CON LOS VALORES EXPANDIDOS CON EL USO DEL PRIMEDIO Y LA TOLERANCIA \r\n datos = newPos[compara] #AHORA SE GUARDAN LOS VALORES QUE CUMPLIERON LA COMPARATIVA \r\n phi[ datos[:,0], datos[:,1] ] = 1 #AQUI EN PHI SE COLOCA UN 1 EN LAS POSICIONES QUE FUERON GUARDADAS \r\n plt.imshow(phi, cmap = 'gray')\r\n plt.pause(0.01)\r\n\r\n\r\n\r\nplt.figure(2)\r\nplt.axis('off')\r\nplt.imshow(gris, cmap = 'gray')\r\nplt.show()\r\n\r\nplt.figure(3)\r\nplt.axis('off')\r\nplt.imshow(phi, cmap = 'gray')\r\nplt.show()\r\n\r\n\r\nim3D = np.zeros((filas,columnas,10))\r\nim3D[:,:,0] = phi\r\n\r\n\r\nplt.figure(4)\r\nplt.imshow(im3D[:,:,0],cmap = 'gray' )\r\nplt.imshow()'''\r\n\r\ndef crecimiento (gris):\r\n \r\n plt.figure(2)\r\n plt.title('IMAGEN ESCALA DE GRISES')\r\n plt.axis('off')\r\n plt.imshow(gris, cmap = 'gray')\r\n plt.ion() #LA FUNCIÓN ION REFIERE A INTERACTIVE ON\r\n \r\n tolerancia = 15 #ESTE VALOR NO DICE QUE SI EL PIXEL VECINO CON UNA VALOR +- 15, EL PIXEL SE PARECE AL PIXEL DEL CENTRO\r\n posicion = np.int32(plt.ginput(0,0)) #SE SOLICITARIA AL USUARIO DONDE COLOCAR LA SEMILLA DE LA IMAGEN\r\n filas , columnas = gris.shape\r\n \r\n phi = np.zeros((filas,columnas ),dtype = np.byte) #ESTA VARIABLE NOS SIRVE COMO UNA GUÍA PARA DETENER LA EXPANCIÓN, DE MODO QUE EL PHI NUEVO Y EL PHI OLD SEAN IGUALES ESTA DEBERA PARAR\r\n phiOld = np.zeros ((filas,columnas ), dtype = np.byte)\r\n \r\n phi[posicion[:,1], posicion[:,0]] = 1\r\n pixeles = gris[posicion[:,1], posicion[:,0]]\r\n promedio = np.mean(pixeles)\r\n \r\n \r\n while( np.sum(phiOld) != np.sum(phi) ):\r\n plt.cla()\r\n phiOld = np.copy(phi)\r\n bordes = morphology.binary_dilation(phi) - phi #SOLO SE QUEDAN LOS PIXELES QUE FUERON AUMENTADOS\r\n newPos = np.argwhere(bordes)#EL ARGUMENTO DE LOS BORDES\r\n newPix = gris[newPos[:,0], newPos[:,1]] #SE GUARDAN LOS VALORES DE LOS PIXELES EXPANDIDOS\r\n compara = list(np.logical_and([newPix > promedio - tolerancia], [newPix < promedio + tolerancia])) #SE REALIZA UNA COMPARACIÓN CON LOS VALORES EXPANDIDOS CON EL USO DEL PRIMEDIO Y LA TOLERANCIA \r\n datos = newPos[compara] #AHORA SE GUARDAN LOS VALORES QUE CUMPLIERON LA COMPARATIVA \r\n phi[ datos[:,0], datos[:,1] ] = 1 #AQUI EN PHI SE COLOCA UN 1 EN LAS POSICIONES QUE FUERON GUARDADAS \r\n plt.imshow(phi, cmap = 'gray')\r\n plt.pause(0.01)\r\n\r\n\r\n return phi\r\n'''\r\nimagen = io.imread('27.jpg')\r\ngris = color.rgb2gray(imagen)*255\r\n\r\nimagen_procesada = crecimiento(gris)'''\r\n" }, { "alpha_fraction": 0.8277027010917664, "alphanum_fraction": 0.8277027010917664, "avg_line_length": 146.5, "blob_id": "17ff16094ddad3e822b86884f11281e539d94e21", "content_id": "ee2c9626a117b2daea5ea9e65c148a5d485d9c93", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 297, "license_type": "no_license", "max_line_length": 247, "num_lines": 2, "path": "/README.md", "repo_name": "samueloh17/Segementacion-de-area-especifica-en-cerebro-", "src_encoding": "UTF-8", "text": "# Segementacion-de-area-especifica-en-cerebro-\nEN ESTE PROGRAMA REALIZA LA SEGMENTACIÓN DE UN AREA ESPECIFICA DEL CEREBRO MEDIANTE LA TECNICA DE CLUSTERING DE KMEANS Y CRECIMIENTO DE REGIONES, DONDE SE DEBE SELECCIONAR EN LA IMAGEN DESPLEGADA EL LUGAR DE LA SEMILLA PARA CRECIMIENTO DE REGIONES \n" } ]
3
sgarciapuga/capstone_projects
https://github.com/sgarciapuga/capstone_projects
a3631eab7714e07e8d0c10a9f54796cd55683358
1027c392e00e584f7efff1d6634de80e8da974d1
5cfd5378b8aca75227bebe5935a4b16d64095970
refs/heads/master
2020-09-11T18:06:42.396075
2020-01-30T18:30:36
2020-01-30T18:30:36
222,147,335
1
1
null
null
null
null
null
[ { "alpha_fraction": 0.6277777552604675, "alphanum_fraction": 0.668055534362793, "avg_line_length": 25.703702926635742, "blob_id": "0d259b6826fc7ce3caab0c9bef2e3a9eb6cd3d50", "content_id": "25e37b75b4a9730f79c2eb25e791fb1b66368762", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "SQL", "length_bytes": 720, "license_type": "no_license", "max_line_length": 65, "num_lines": 27, "path": "/Watching_the_stock_markets/queries.sql", "repo_name": "sgarciapuga/capstone_projects", "src_encoding": "UTF-8", "text": "WITH tesla AS (\nSELECT ROW_NUMBER() OVER (ORDER BY datetime ASC) RowNumber, *\nFROM stocks\nWHERE symbol = \"TSLA:NASDAQ\"),\ntesla_moving AS(SELECT symbol,\nRowNumber,\ndatetime,\nprice,\nAVG(price) OVER (ORDER BY datetime ASC ROWS 9 PRECEDING) AS MA10,\nAVG(price) OVER (ORDER BY datetime ASC ROWS 2 PRECEDING) AS MA30\nFROM tesla)\nSELECT datetime,\n RowNumber,\n price,\n CASE\n\t\t\tWHEN RowNumber > 9 THEN MA10 ELSE NULL\n\t\tEND as MA10,\n CASE\n\t\t\tWHEN RowNumber > 29 THEN MA30 ELSE NULL \n\t\tEND as MA30,\n CASE\n WHEN RowNumber > 29 AND MA10 > MA30 THEN 'Over'\n WHEN RowNumber > 29 AND MA10 < MA30 THEN 'Below'\n ELSE NULL\n END as Signal\nFROM tesla_moving\nORDER BY datetime;" }, { "alpha_fraction": 0.7891523241996765, "alphanum_fraction": 0.7931034564971924, "avg_line_length": 48.73214340209961, "blob_id": "378cd1ca78e8eff71306780394eda1710bbb8145", "content_id": "55a372893b1f4848429d17aeb583dca95fc0e44f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2788, "license_type": "no_license", "max_line_length": 457, "num_lines": 56, "path": "/SQL/README.md", "repo_name": "sgarciapuga/capstone_projects", "src_encoding": "MacCentralEurope", "text": "# Project: [Warby Parker Project](https://github.com/sgarciapuga/capstone_projects/blob/master/SQL/Warby_Parker_Project.ipynb)\n\n[Slide Presentation](https://github.com/sgarciapuga/capstone_projects/blob/master/SQL/Warby_Parker_Project.pdf)\n\n\n[Warby Parker](https://www.warbyparker.com/) is a transformative lifestyle brand with a lofty objective: to offer designer eyewear at a revolutionary price while leading the way for socially conscious businesses. Founded in 2010 and named after two characters in an early Jack Kerouac journal, Warby Parker believes in creative thinking, smart design, and doing good in the world ó for every pair of eyeglasses and sunglasses sold, a pair is distributed to someone in need.\n\nIn this project, you will analyze different Warby Parkerís marketing funnels in order to calculate conversion rates. Here are the funnels and the tables that you are given:\n\n### Quiz Funnel:\n\n- survey\n\n### Home Try-On Funnel:\n\n- quiz\n- home_try_on\n- purchase\n\n# Project: [User Churn](https://github.com/sgarciapuga/capstone_projects/blob/master/SQL/Calculating_Churn_Rates.ipynb)\n\n[Slide Presentation](https://github.com/sgarciapuga/capstone_projects/blob/master/SQL/Codeflix_Churn_Rate.pdf)\n\n\nCodeflix, a streaming video startup, is interested in measuring their user churn rate. In this project, youíll be helping them answer these questions about their churn:\n\n1. Get familiar with the company.\n\nHow many months has the company been operating? Which months do you have enough information to calculate a churn rate?\nWhat segments of users exist?\n2. What is the overall churn trend since the company started?\n\n3. Compare the churn rates between user segments.\n\nWhich segment of users should the company focus on expanding?\n\n# Project: [Cool Tshirts: Marketing Attribution](https://github.com/sgarciapuga/capstone_projects/blob/master/SQL/Marketing_Attribution.ipynb)\n\n[Slide Presentation](https://github.com/sgarciapuga/capstone_projects/blob/master/SQL/Cooltshirts_marketing.pdf)\n\nCoolTShirts, an innovative apparel shop, is running a bunch of marketing campaigns. In this project, youíll be helping them answer these questions about their campaigns:\n\n1. Get familiar with the company.\n- How many campaigns and sources does CoolTShirts use and how are they related? Be sure to explain the difference between utm_campaign and utm_source.\n- What pages are on their website?\n\n2. What is the user journey?\n- How many first touches is each campaign responsible for?\n- How many last touches is each campaign responsible for?\n- How many visitors make a purchase?\n- How many last touches on the purchase page is each campaign responsible for?\n- What is the typical user journey?\n\n3. Optimize the campaign budget.\n\n- CoolTShirts can re-invest in 5 campaigns. Which should they pick and why?" }, { "alpha_fraction": 0.6724738478660583, "alphanum_fraction": 0.693379819393158, "avg_line_length": 21.115385055541992, "blob_id": "b0beffb75694efbce7ceb05f03ed461f5704e81f", "content_id": "4005fa028e3a268eb1a428e68bc3370a6284f7d9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 574, "license_type": "no_license", "max_line_length": 108, "num_lines": 26, "path": "/Machine_Learning/dating_skeleton.py", "repo_name": "sgarciapuga/capstone_projects", "src_encoding": "UTF-8", "text": "import pandas as pd\nimport numpy as np\nfrom matplotlib import pyplot as plt\n\n#Create your df here:\n\ndf = pd.read_csv(\"profiles.csv\")\nprint(df.job.head())\nprint(df.diet.head())\nprint(df.drinks.head())\nprint(df.income.head())\nprint(df.offspring.head())\n\nprint(df.offspring.value_counts())\n\nplt.hist(df.age, bins=20)\nplt.xlabel(\"Age\")\nplt.ylabel(\"Frequency\")\nplt.xlim(16, 80)\nplt.show()\n\nprint(df.sign.value_counts())\n\ndrink_mapping = {\"not at all\": 0, \"rarely\": 1, \"socially\": 2, \"often\": 3, \"very often\": 4, \"desperately\": 5}\n\ndf[\"drinks_code\"] = df.drinks.map(drink_mapping)" }, { "alpha_fraction": 0.735722541809082, "alphanum_fraction": 0.7412716746330261, "avg_line_length": 30.5729923248291, "blob_id": "7099cbb1c3a0a4a5d357256c2769623a458374f8", "content_id": "cb20e7d5d4444c5d73a285cf6971c3241004aee2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 8658, "license_type": "no_license", "max_line_length": 432, "num_lines": 274, "path": "/Machine_Learning/capstone_instructions.md", "repo_name": "sgarciapuga/capstone_projects", "src_encoding": "UTF-8", "text": "In recent years, there has been a massive rise in the usage of dating apps to find love. Many of these apps use sophisticated data science techniques to recommend possible matches to users and to optimize the user experience. These apps give us access to a wealth of information that we've never had before about how different people experience romance.\n\n\nIn this capstone, you will analyze some data from OKCupid, an app that focuses on using multiple choice and short answers to match users.\n\n\nThe dataset provided has the following columns of multiple-choice data:\n\n- body_type\n- diet\n- drinks\n- drugs\n- education\n- ethnicity\n- height\n- income\n- job\n- offspring\n- orientation\n- pets\n- religion\n- sex\n- sign\n- smokes\n- speaks\n- status\n\nAnd a set of open short-answer responses to :\n\n- essay0 - My self summary\n- essay1 - What I’m doing with my life\n- essay2 - I’m really good at\n- essay3 - The first thing people usually notice about me\n- essay4 - Favorite books, movies, show, music, and food\n- essay5 - The six things I could never do without\n- essay6 - I spend a lot of time thinking about\n- essay7 - On a typical Friday night I am\n- essay8 - The most private thing I am willing to admit\n- essay9 - You should message me if…\n\n\n### Introduction\n\n\nIn this capstone, you will create a presentation about your findings in this OkCupid dataset.\n\n\nThe purpose of this capstone is to practice formulating questions and implementing Machine Learning techniques to answer those questions. We will give you guidance about the kinds of questions we asked, and the kinds of methods we used to answer those questions. But the questions you ask and how you answer them are entirely up to you. We're excited to see what kinds of different things you explore.\nCompared to the other projects you have completed this far, we are requiring few restrictions on how you structure your code. The project is far more open-ended, and you should use your creativity. In addition, much of the code you write for later parts of this project will depend on how you decided to implement earlier parts. **Therefore, we strongly encourage you to read through the entire assignment before writing any code.**\n________________\n\n\n### Load in the DataFrame\n\n\nThe data is stored in **profiles.csv**. We can start to work with it in **dating.py** by using Pandas, which we have imported for you with the line:\n\n\n```\nimport pandas as pd\n```\n\n\nand then loading the csv into a DataFrame: \n\n\n```\ndf = pd.read_csv(\"profiles.csv\")\n```\n\n\n### Explore the Data\n\n\nLet's make sure we understand what these columns represent!\n\nPick some columns and call `.head()` on them to see the first five rows of data. For example, we were curious about `job`, so we called:\n\n\n```\ndf.job.head()\n```\n\n\nYou can also call `value_counts()` on a column to figure out what possible responses there are, and how many of each response there was.\n\n\n### Visualize some of the Data\n\n\nWe can start to build graphs from the data by first importing Matplotlib:\n\n\n```\nfrom matplotlib import pyplot as plt\n```\n\n\nand then making some plots!\n\nFor example, we were curious about the distribution of ages on the site, so we made a histogram of the `age` column:\n\n\n```\nplt.hist(df.age, bins=20)\nplt.xlabel(\"Age\")\nplt.ylabel(\"Frequency\")\nplt.xlim(16, 80)\nplt.show()\n```\n\n\nTry this code in your own file and take a look at the histogram it produces!\n\n\n### Formulate a Question\n\n\nAs we started to look at this data, we started to get more and more curious about Zodiac signs. First, we looked at all of the possible values for Zodiac signs:\n\n\n```\ndf.sign.value_counts()\n```\n\n\nWe started to wonder if there was a way to predict a user's Zodiac sign from the information in their profile. Thinking about the columns we had already explored, we thought that maybe we could classify Zodiac signs using drinking, smoking, drugs, and essays as our features.\n\n\n\n\n### Augment your Data\n\n\nIn order to answer the question you've formulated, you will probably need to create some new columns in the DataFrame. This is especially true because so much of our data here is categorical (i.e. `diet` consists of the options `vegan`, `vegetarian`, `anything`, etc. instead of numerical values).\n\n\nCategorical data is great to use as labels, but we want to create some numerical data as well to use for features.\n\n\nFor our question about Zodiac signs, we wanted to transform the `drinks` column into numerical data. We used:\n\n\n```\ndrink_mapping = {\"not at all\": 0, \"rarely\": 1, \"socially\": 2, \"often\": 3, \"very often\": 4, \"desperately\": 5}\n\n\nall_data[\"drinks_code\"] = all_data.drinks.map(drink_mapping)\n```\n\n\nThese lines of code created a new column called 'drinks_code' that mapped the following `drinks` values to these numbers:\n\n\n| drinks | drinks_code |\n|-------------|-------------|\n| not at all | 0 |\n| rarely | 1 |\n| socially | 2 |\n| often | 3 |\n| very often | 4 |\n| desperately | 5 |\n\n\nWe did the same for `smokes` and `drugs`.\n\n\nWe also wanted some numerical data about the short answer essays. We combined them all into one string, took out the `NaN`s, and then created a new column called `essay_len`:\n\n\n```\nessay_cols = [\"essay0\",\"essay1\",\"essay2\",\"essay3\",\"essay4\",\"essay5\",\"essay6\",\"essay7\",\"essay8\",\"essay9\"]\n\n\n# Removing the NaNs\nall_essays = all_data[essay_cols].replace(np.nan, '', regex=True)\n# Combining the essays\nall_essays = all_essays[essay_cols].apply(lambda x: ' '.join(x), axis=1)\n\n\nall_data[\"essay_len\"] = all_essays.apply(lambda x: len(x)))\n```\n\n\nWe also created a column with average word length and a column with the frequency of the words \"I\" or \"me\" appearing in the essays.\n\n\n### Normalize your Data!\n\n\nIn order to get accurate results, we should make sure our numerical data all has the same weight.\n\n\nFor our Zodiac features, we used:\n\n\n```\nfeature_data = all_data[['smokes_code', 'drinks_code', 'drugs_code', 'essay_len', 'avg_word_length']]\n\n\nx = feature_data.values\nmin_max_scaler = preprocessing.MinMaxScaler()\nx_scaled = min_max_scaler.fit_transform(x)\n\n\nfeature_data = pd.DataFrame(x_scaled, columns=feature_data.columns)\n```\n\n\n### Use Classification Techniques\n\n\nWe have learned how to perform classification in a few different ways.\n\n\n- We learned about K-Nearest Neighbors by exploring IMDB ratings of popular movies \n- We learned about Support Vector Machines by exploring baseball statistics\n- We learned about Naive Bayes by exploring Amazon Reviews\n\n\nSome questions we used classification to tackle were:\n\n\n- Can we predict sex with education level and income??\n- Can we predict education level with essay text word counts?\n\n\n### Use Regression Techniques\n\n\nWe have learned how to perform Multiple Linear Regression by playing with StreetEasy apartment data. Is there a way we can apply the techniques we learned to this dataset?\n\n\nSome questions we used regression to tackle were:\n\n\n- Predict income with length of essays and average word length?\n- Predict age with the frequency of \"I\" or \"me\" in essays?\n\n\nWe also learned about K-Nearest Neighbors Regression. Which form of regression works better to answer your question?\n\n\n### Analyze the Accuracy, Precision and Recall\n\n\nAfter you have trained your model and run it, you will probably be curious about how well it did.\n\n\nFind the accuracy, precision, and recall of each model you used, and create graphs showing how they changed.\n\n\nFor our question of classifying Zodiac signs, one graph we produced showed classification accuracy versus `k` (for K-Nearest Neighbors):\n![accuracy vs k](https://s3.amazonaws.com/codecademy-content/programs/machine-learning/capstone/Zodiac_Accuracy.png)\n\n\nThe accuracy we would expect from predicting a Zodiac sign by randomly selecting one would be 1/12, or 0.0833. Our model did not significantly outperform this number. We were unimpressed.\n\n\n### Create your Presentation\n\n\nWe want to see:\n\n\n- at least two graphs containing exploration of the dataset\n- a statement of your question (or questions!) and how you arrived there \n- the explanation of at least two new columns you created and how you did it\n- the comparison between two classification approaches, including a qualitative discussion of simplicity, time to run the model, and accuracy, precision, and/or recall\n- the comparison between two regression approaches, including a qualitative discussion of simplicity, time to run the model, and accuracy, precision, and/or recall\n- an overall conclusion, with a preliminary answer to your initial question(s), next steps, and what other data you would like to have in order to better answer your question(s)\n\n\nGood luck!" }, { "alpha_fraction": 0.8085954785346985, "alphanum_fraction": 0.8130261301994324, "avg_line_length": 97.17391204833984, "blob_id": "fe95cac404bfe381dff8a332f6c8df3f3b922207", "content_id": "2108261872d4e4f7b31470e8323a8481bfdf6551", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2257, "license_type": "no_license", "max_line_length": 293, "num_lines": 23, "path": "/README.md", "repo_name": "sgarciapuga/capstone_projects", "src_encoding": "UTF-8", "text": "# Capstone Projects\n\nRepository of my data science capstone projects. Presented in the form of Jupyter Notebooks.\n\n### Content\n\n\nCodecademy Analyze Financial Data with Python:\n- [Ibex35 Portfolio Recommendation](https://github.com/sgarciapuga/capstone_projects/blob/master/Analyze_Financial_Data/Ibex35_Capstone_Project.ipynb) - [Spanish Version](https://github.com/sgarciapuga/capstone_projects/blob/master/Analyze_Financial_Data/Ibex35_Capstone_Project_spanish.ipynb)\n\nCodecademy Analyse Data with Python:\n- [Biodiversity in National Parks](https://github.com/sgarciapuga/capstone_projects/blob/master/Analyze_Data_with_Python/biodiversity.ipynb) - [Presentation](https://github.com/sgarciapuga/capstone_projects/blob/master/Analyze_Data_with_Python/Biodiversity.pdf)\n- [MuscleHub A/B Test](https://github.com/sgarciapuga/capstone_projects/blob/master/Analyze_Data_with_Python/musclehub.ipynb) - [Presentation](https://github.com/sgarciapuga/capstone_projects/blob/master/Analyze_Data_with_Python/MuscleHub%20AB%20Test.pdf)\n\nCodecademy Visualize Data with Python:\n- [Netflix](https://github.com/sgarciapuga/capstone_projects/blob/master/Visualize_Data_with_Python/netflix_visualizations.ipynb) - [Presentation](https://github.com/sgarciapuga/capstone_projects/blob/master/Visualize_Data_with_Python/Netflix.pdf)\n- [Life Expectancy and GDP Data](https://github.com/sgarciapuga/capstone_projects/blob/master/Visualize_Data_with_Python/life_expectancy_gdp.ipynb) - [Presentation](https://www.linkedin.com/pulse/life-expectancy-gdp-sergio-garcia-puga)\n\nCodecademy Analyse Data with SQL:\n\n- [Warby Parker Project](https://github.com/sgarciapuga/capstone_projects/blob/master/SQL/Warby_Parker_Project.ipynb)- [Presentation](https://github.com/sgarciapuga/capstone_projects/blob/master/SQL/Warby_Parker_Project.pdf)\n- [User Churn](https://github.com/sgarciapuga/capstone_projects/blob/master/SQL/Calculating_Churn_Rates.ipynb) - [Presentation](https://github.com/sgarciapuga/capstone_projects/blob/master/SQL/Codeflix_Churn_Rate.pdf)\n- [Marketing Attribution](https://github.com/sgarciapuga/capstone_projects/blob/master/SQL/Marketing_Attribution.ipynb) - [Presentation](https://github.com/sgarciapuga/capstone_projects/blob/master/SQL/Cooltshirts_marketing.pdf)" }, { "alpha_fraction": 0.5316455960273743, "alphanum_fraction": 0.573236882686615, "avg_line_length": 28.105262756347656, "blob_id": "6f361ef9457679928a4dce299132f802832e1a9d", "content_id": "cc1f3fd291a4b674af78f44c158b74657da565e4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "SQL", "length_bytes": 553, "license_type": "no_license", "max_line_length": 88, "num_lines": 19, "path": "/Watching_the_stock_markets/queries_median.sql", "repo_name": "sgarciapuga/capstone_projects", "src_encoding": "UTF-8", "text": "SELECT symbol, --string_list, count, middle,\n CASE WHEN count%2=0 THEN\n 0.5 * substr(string_list, middle-10, 10) + 0.5 * substr(string_list, middle, 10)\n ELSE\n 1.0 * substr(string_list, middle, 10)\n END AS median\nFROM (\n SELECT symbol, \n group_concat(value_string,\"\") AS string_list,\n count() AS count, \n 1 + 10*(count()/2) AS middle\n FROM (\n SELECT symbol, \n printf( '%010d',price) AS value_string\n FROM stocks\n ORDER BY symbol,value_string\n )\n GROUP BY symbol\n);\n" }, { "alpha_fraction": 0.7977272868156433, "alphanum_fraction": 0.800000011920929, "avg_line_length": 59.7068977355957, "blob_id": "145e7e07a6a1b3e3489e3eecd698732147da4cab", "content_id": "2b847a15d84692ee900892b87f72f0a7281ea626", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 3538, "license_type": "no_license", "max_line_length": 296, "num_lines": 58, "path": "/Visualize_Data_with_Python/README.md", "repo_name": "sgarciapuga/capstone_projects", "src_encoding": "WINDOWS-1252", "text": "# Capstone Project: [Netflix](https://github.com/sgarciapuga/capstone_projects/blob/master/Visualize_Data_with_Python/netflix_visualizations.ipynb)\n\n[Slide Presentation](https://github.com/sgarciapuga/capstone_projects/blob/master/Visualize_Data_with_Python/Netflix.pdf)\n\nYou’ve been hired as a data visualization developer at Yahoo Finance! Your job is to help financial analysts by creating some of the visualizations for a stock profile of Netflix.\n\nIn finance, a stock profile is a series of studies, visualizations, and analyses that dive into different aspects a publicly traded company’s data.\n\nDuring this project, you will analyze, prepare, and plot data. Your visualizations will help the financial analysts asses the risk of the Netflix stock.\n\nAfter you complete your visualizations, you’ll be creating a presentation to share the images with the rest of the Netflix Stock Profile team.\n\n## Create a Slide Deck\n\nCreate a slide deck using Google Drive , Microsoft Powerpoint, or some other presentation software. Your presentation should include the following:\n\n- A title slide\n- A list of your visualizations and your role in their creation for the “Stock Profile” team\n- A visualization of the distribution of the stock prices for Netflix in 2017\n- A visualization and a summary of Netflix stock and revenue for the past four quarters and a summary\n- A visualization and a brief summary of their earned versus actual earnings per share\n- A visualization of Netflix stock against the Dow Jones stock (to get a sense of the market) in 2017\nIf you like, you can also record a video of yourself giving the presentation and upload it to YouTube.\n\n# Capstone Project: [Life Expectancy and GDP Data](https://github.com/sgarciapuga/capstone_projects/blob/master/Visualize_Data_with_Python/life_expectancy_gdp.ipynb)\n\n[Linkedin articule](https://www.linkedin.com/pulse/life-expectancy-gdp-sergio-garcia-puga)\n\nFor this project, you will act as a data researcher for the World Health Organization. You will be helping them analyze data on GDP and life expectancy from the World Health Organization and the World Bank to try and identify the relationship between the GDP and life expectancy of six countries.\n\nDuring this project, you will analyze, prepare, and plot data, and seek to answer questions in a meaningful way.\n\nAfter you perform analysis, you’ll be creating a blog post to share your findings on their website.\n\n## Create a Blog Post\n\nOnce you’ve performed your analysis on your computer, you’re ready to create your blog post.\n\n[The Guardian’s Datablog](https://www.theguardian.com/data) is a good resource for example blog posts about data visualizations.\n\nCreate a blog post using Google Drive, Medium, or some other blogging platform. Your blog post should include the following:\n\n- A compelling title about your findings\n\n- An introduction to the data research\n\n- A section sharing the background info (definition of GDP for example) and sources for your data as well as any further research you conducted\n\n- An accompanying paragraph describing the following visualizations:\n\n - The violin plot of the life expectancy distribution by country\n - The facet grid of scatter graphs mapping GDP as a function of Life Expectancy by country\n - The facet grid of line graphs mapping GDP by country\n - The facet grid of line graphs mapping Life Expectancy by country\n\n- Any other graphs that you created in the Jupyter notebook\n\n- A conclusion touching on the limitations of the data and further research" }, { "alpha_fraction": 0.8007662892341614, "alphanum_fraction": 0.8031240701675415, "avg_line_length": 55.56666564941406, "blob_id": "16b4df24da82f53be62751f6e8e2198171290b72", "content_id": "32aea5abc93428b86d2deb6453737466490533ad", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 3399, "license_type": "no_license", "max_line_length": 344, "num_lines": 60, "path": "/Analyze_Data_with_Python/README.md", "repo_name": "sgarciapuga/capstone_projects", "src_encoding": "MacCentralEurope", "text": "# Capstone Project: [Biodiversity in National Parks](https://github.com/sgarciapuga/capstone_projects/blob/master/Analyze_Data_with_Python/biodiversity.ipynb)\n\n[Slide Presentation](https://github.com/sgarciapuga/capstone_projects/blob/master/Analyze_Data_with_Python/Biodiversity.pdf)\n\nAnalyze data about endangered species.\n\nFor this project, youíll act as a data analyst for the National Park Service. Youíll be helping them analyze data on endangered species from several different parks.\n\nThe National Parks Service would like you to perform some data analysis on the conservation statuses of these species and to investigate if there are any patterns or themes to the types of species that become endangered. During this project, you will analyze, clean up, and plot data, pose questions and seek to answer them in a meaningful way.\n\nAfter you perform analysis, youíll be creating a presentation to share your findings with the National Park Service.\n\n## Create a Slide Deck\n\nYour presentation should include the following:\n\n- A title slide\n- A section describing the data in species_info.csv. Be sure to include some (or all) of what you noticed while working through the notebook.\n- A section describing the significance calculations that you did for endangered status between different categories of species.\n- A recommendation for conservationists concerned about endangered species, based on your significance calculations\n- A section describing the sample size determination that you did for the foot and mouth disease study\n- All of the graphs that you created in the notebook\n\n# Capstone Project: [MuscleHub A/B Test](https://github.com/sgarciapuga/capstone_projects/blob/master/Analyze_Data_with_Python/musclehub.ipynb)\n\n[Slide Presentation](https://github.com/sgarciapuga/capstone_projects/blob/master/Analyze_Data_with_Python/MuscleHub%20AB%20Test.pdf)\n\n\nYouíve been hired to help MuscleHub, a fancy gym, run an A/B test!\n\nCurrently, when a visitor to MuscleHub is considering buying a membership, he or she follows the following steps:\n\n1. Take a fitness test with a personal trainer\n2. Fill out an application for the gym\n3. Send in their payment for their first monthís membership\n4. Janet, the manager of MuscleHub, thinks that the fitness test intimidates some prospective members, so she has set up an A/B test.\n\nVisitors will randomly be assigned to one of two groups:\n\n- Group A will still be asked to take a fitness test with a personal trainer\n- Group B will skip the fitness test and proceed directly to the application\n\nJanetís hypothesis is that visitors assigned to Group B will be more likely to eventually purchase a membership to MuscleHub.\n\nYou will help her analyze the data and create a presentation.\n\n### Qualitative Data\n\nIn the file interviews.txt, there are interviews with a few different gym visitors who participated in the A/B test. Read them and see if they help you better understand the results of the test.\n\n## Create a Slide Deck\n\nYour presentation should include the following:\n\n- A title slide\n- A description of what happened in this A/B test\n- A summary of your dataset and any information you think would be helpful background\n- The results of the three hypothesis tests that you ran, including an explanation of the type of test that you used and why it was appropriate\n- A summary of the qualitative data\n- A recommendation for MuscleHub" }, { "alpha_fraction": 0.7875407934188843, "alphanum_fraction": 0.7910772562026978, "avg_line_length": 60.28333282470703, "blob_id": "a6b2b161e801609797476486c072a34fa51ea2fb", "content_id": "5875760ca328342d658a2b0f197edc0b70ca578b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 3690, "license_type": "no_license", "max_line_length": 830, "num_lines": 60, "path": "/Machine_Learning/README.md", "repo_name": "sgarciapuga/capstone_projects", "src_encoding": "WINDOWS-1252", "text": "# Twitter Classification Cumulative Project: \n\n\nThere are two parts to this project that can be done in either order.\n\nIn the [first part](https://github.com/sgarciapuga/capstone_projects/blob/master/Machine_Learning/viral_tweets.ipynb), you will make a system that predicts whether or not a tweet will go viral by using a K-Nearest Neighbor classifier. What features of a tweet do you think are the most important in determining its virality? Does the length of the tweet matter? What about the number of hashtags? Maybe information about the account that sent the tweet is most important. You’ll answer these questions while using DataFrames and Matplotlib visualizations to present your results!\n\nIn the [second part](https://github.com/sgarciapuga/capstone_projects/blob/master/Machine_Learning/tweet_location.ipynb) of this project, you’ll test the power of Naive Bayes classifiers by creating a system that predicts whether a tweet was sent from New York City, London, or Paris. You will investigate how language is used differently in these three cities. Can the classifier automatically detect the difference between French and English? Can it learn local phrases or slang? Can you create tweets that trick the system?\n\n# Masculinity Survey Cumulative Project: \n\nWelcome to the cumulative project for clustering! In this project, you will use a survey conducted by 538 to find patterns in the way men view masculinity.\n\n# Capstone Project: [](https://github.com/sgarciapuga/)\n\nSlide Presentation\n\nIn recent years, there has been a massive rise in the usage of dating apps to find love. Many of these apps use sophisticated data science techniques to recommend possible matches to users and to optimize the user experience. These apps give us access to a wealth of information that we’ve never had before about how different people experience romance.\n\nIn this capstone, you will analyze some data from OKCupid, an app that focuses on using multiple choice and short answers to match users.\n\n## Introduction\n\nIn this capstone, you will create a presentation about your findings in this OkCupid dataset.\n\nThe purpose of this capstone is to practice formulating questions and implementing Machine Learning techniques to answer those questions. We will give you guidance about the kinds of questions we asked, and the kinds of methods we used to answer those questions. But the questions you ask and how you answer them are entirely up to you. We’re excited to see what kinds of different things you explore. Compared to the other projects you have completed this far, we are requiring few restrictions on how you structure your code. The project is far more open-ended, and you should use your creativity. In addition, much of the code you write for later parts of this project will depend on how you decided to implement earlier parts. Therefore, we strongly encourage you to read through the entire assignment before writing any code.\n\nThe dataset provided has the following columns of multiple-choice data:\n\n- body_type\n- diet\n- drinks\n- drugs\n- education\n- ethnicity\n- height\n- income\n- job\n- offspring\n- orientation\n- pets\n- religion\n- sex\n- sign\n- smokes\n- speaks\n- status\n\nAnd a set of open short-answer responses to :\n\n- essay0 - My self summary\n- essay1 - What I’m doing with my life\n- essay2 - I’m really good at\n- essay3 - The first thing people usually notice about me\n- essay4 - Favorite books, movies, show, music, and food\n- essay5 - The six things I could never do without\n- essay6 - I spend a lot of time thinking about\n- essay7 - On a typical Friday night I am\n- essay8 - The most private thing I am willing to admit\n- essay9 - You should message me if…" } ]
9
lilyb36/Ch.01_Version_Control
https://github.com/lilyb36/Ch.01_Version_Control
5be9fb51734edb2ce504ca448686f40309829dce
ea13c1494ff3f6afdd9958ccfe9dda083d584025
78897f7d337928554799aa127f1fec63704445a1
refs/heads/master
2020-07-12T09:03:40.148619
2019-09-10T18:48:19
2019-09-10T18:48:19
204,774,325
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.7732240557670593, "alphanum_fraction": 0.7732240557670593, "avg_line_length": 30.826086044311523, "blob_id": "27d79c9646f5c05ed8efa0d0600a31d3bc75b1ed", "content_id": "a53a68a92d314ca64231221eabbf3b10ca3b0692", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 732, "license_type": "no_license", "max_line_length": 114, "num_lines": 23, "path": "/1.0_Jedi_Training.py", "repo_name": "lilyb36/Ch.01_Version_Control", "src_encoding": "UTF-8", "text": "'''\nSign your name: Lily Burkhead\n\n\n\nDefine Forking: taking a code from an organization and taking it to your account allowing you to work on it\n\nDefine Cloning: It's like downloading\n\nDefine Branching: When you want to test something but you don't want it to affect your original code you create a\n branch to see if it works\n\nDefine Committing: It's like saving\n\nDefine Merging: take a branch that your working on and your original branch and combining them together\n\nDefine Pushing: you take what your working on and \"push\" it to your account that's somewhere else\n this allows you to later do a pull request\n\nDefine Pull Request: sending your code to some organization and asking them to merge your code with their original\n\n\n'''\n" }, { "alpha_fraction": 0.6637080907821655, "alphanum_fraction": 0.7297830581665039, "avg_line_length": 22.581396102905273, "blob_id": "ec543a1953d98301d166a894a7f4f60ed58c9992", "content_id": "2e27da618c945ce2c6f2470661e951c6566180aa", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1014, "license_type": "no_license", "max_line_length": 86, "num_lines": 43, "path": "/1.2_turtorial.py", "repo_name": "lilyb36/Ch.01_Version_Control", "src_encoding": "UTF-8", "text": "'''\nModify the starter code below to create your own cool drawing\nand then Pull Request it to your instructor.\n\nTurtle Documentation: https://docs.python.org/3.3/library/turtle.html?highlight=turtle\n\n'''\nimport turtle\nkyle=turtle.Turtle()\nscreen=turtle.Screen() # makes a screen object\nscreen.bgcolor('black') # colors the screen\nkyle.pensize(3) # width of pen line\nkyle.speed(10) # speed of drawing. Go fast to not waste time.\nkyle.color(\"#00FF00\")\nkyle.circle(100) #head\nkyle.penup()\nkyle.setpos(50,180) #right ear\nkyle.pendown()\nkyle.goto(95,210)\nkyle.goto(88,145)\nkyle.penup()\nkyle.setpos(-50,180) #left ear\nkyle.pendown()\nkyle.goto(-95,210)\nkyle.goto(-88,145)\nkyle.penup()\nkyle.goto(50,140)\nkyle.pendown()\nkyle.shape(\"circle\")\nkyle.shapesize(2,4,1)\nkyle.fillcolor(\"white\")\nkyle.stamp()\nkyle.penup()\nkyle.goto(-50,140)\nkyle.stamp()\nkyle.penup()\nkyle.setpos(200,-300)\nkyle.pendown()\nkyle.pencolor('#00FF00')\nkyle.write('Lily Burkhead',font=(\"Arial\", 12, \"normal\"))\n\n\nturtle.exitonclick() #Keeps pycharm window open\n" } ]
2
Vinohith/Lane_Segmentation
https://github.com/Vinohith/Lane_Segmentation
01d693b8616165c1e8993495f1acf5805ca2e09f
9fde93473640b6b9436cc7aba47d6cb9e090f828
4790d4c6bb1cd02e6be40f6b43479dd072bdfa7e
refs/heads/master
2022-02-19T14:40:17.069438
2019-08-23T16:17:38
2019-08-23T16:17:38
204,029,945
2
0
null
null
null
null
null
[ { "alpha_fraction": 0.6389476656913757, "alphanum_fraction": 0.6679770350456238, "avg_line_length": 39.32926940917969, "blob_id": "d388b7a28a7ee5943ab306b0bc48b7053ec762d9", "content_id": "b5b19d10a56f3dd86a95f7c0d87bdb27e983fcb3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3307, "license_type": "no_license", "max_line_length": 154, "num_lines": 82, "path": "/train.py", "repo_name": "Vinohith/Lane_Segmentation", "src_encoding": "UTF-8", "text": "from keras.preprocessing.image import ImageDataGenerator\nfrom keras.callbacks import ModelCheckpoint\nfrom keras.optimizers import Adam, Adadelta\nfrom model_train2 import segmentation_model, segmentation_model2, get_unet, FCN8, segmentation_model3\nimport os\nos.environ[\"CUDA_VISIBLE_DEVICES\"] = \"2\"\nimport numpy as np\nimport cv2\nimport tensorflow as tf\nfrom keras import backend as K\n\nPATH = '/mnt/data/datasets_extracted/mapillary-vistas-dataset_public_v1.1/'\n\ndef getSegmentationArr( path , nClasses , width , height ):\n\n seg_labels = np.zeros(( height , width , nClasses ))\n img = cv2.imread(path, 1)\n img = cv2.resize(img, ( width , height ))\n img = img[:, : , 0]\n x = 0\n for c in [13,24]:\n seg_labels[: , : , x ] = (img == c ).astype(int)\n x = x+1\n seg_labels[: , : , 2 ] = cv2.bitwise_or(seg_labels[: , : , 0 ]*255, seg_labels[: , : , 1 ]*255, None)\n seg_labels[: , : , 2 ] = ~np.array(seg_labels[:, :, 2], np.uint8)/255\n return seg_labels\n\ndef generator(path_frames, path_masks, batch_size):\n j = 0\n w = 512\n h = 512\n directory_img = sorted(os.listdir(path_frames))\n directory_mask = sorted(os.listdir(path_masks))\n while(1):\n images = np.zeros((batch_size, w, h, 3))\n masks = np.zeros((batch_size, w, h, 3))\n for i in range(j, j+batch_size):\n img = cv2.imread(path_frames+'/'+directory_img[i])\n img = cv2.resize(img, (w, h))\n img = img.reshape(w, h, 3) \n images[i-j] = img\n mask = getSegmentationArr(path_masks+'/'+directory_mask[i], nClasses=3, width=w, height=h)\n masks[i-j] = mask\n j = j+batch_size\n if (j+batch_size>=len(os.listdir(path_frames))):\n j=0\n yield images, masks\n\n#mask = getSegmentationArr('/mnt/data/datasets_extracted/mapillary-vistas-dataset_public_v1.1/training/instances/_0P04ZWQtMtPMwx3lgLdWA.png', 3, 512, 512)\n\nmodel = segmentation_model3(input_shape = (512, 512, 3))\nmodel.summary()\n\nNO_OF_TRAINING_IMAGES = len(os.listdir(PATH+'training/images'))\nNO_OF_VAL_IMAGES = len(os.listdir(PATH+'validation/images'))\n\nNO_OF_EPOCHS = 50\nBATCH_SIZE = 8\n\n\nn_classes = 3\n\n\nfilepath=\"final-smaller(large_checkpoint).h5\"\ncheckpoint = ModelCheckpoint(filepath, monitor='val_acc', verbose=1, save_best_only=True, mode='auto')\ncallbacks_list = [checkpoint]\n\nadadelta=Adadelta(lr=1.0, rho=0.95, epsilon=None, decay=0.0)\n\nmodel.compile(optimizer=adadelta, loss='categorical_crossentropy',metrics=['accuracy'])\n\n#/mnt/data/datasets_extracted/mapillary-vistas-dataset_public_v1.1/training/images\n#/mnt/data/datasets_extracted/mapillary-vistas-dataset_public_v1.1/training/instances\n#/mnt/data/datasets_extracted/mapillary-vistas-dataset_public_v1.1/validation/images\n#/mnt/data/datasets_extracted/mapillary-vistas-dataset_public_v1.1/validation/instances\n\nmodel.fit_generator(generator(PATH+'training/images', PATH+'training/instances', BATCH_SIZE), epochs=NO_OF_EPOCHS,\n steps_per_epoch=(NO_OF_TRAINING_IMAGES//BATCH_SIZE),\n validation_data=generator(PATH+'validation/images', PATH+'validation/instances', BATCH_SIZE),\n validation_steps=(NO_OF_VAL_IMAGES//BATCH_SIZE),\n callbacks=callbacks_list)\nmodel.save('final-smaller(large_3_class_512).h5')\n" }, { "alpha_fraction": 0.5895437598228455, "alphanum_fraction": 0.6589580774307251, "avg_line_length": 39.89924621582031, "blob_id": "8d213877106dba0740caa40fc62b7eb3b4375c18", "content_id": "079c1eda2fef030aec6da0b69a8597cac4f98c8d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 27199, "license_type": "no_license", "max_line_length": 122, "num_lines": 665, "path": "/model_train2.py", "repo_name": "Vinohith/Lane_Segmentation", "src_encoding": "UTF-8", "text": "from keras.layers import Input, Conv2D, BatchNormalization, MaxPooling2D, Activation, Layer, Conv2DTranspose, Dropout, Add\nfrom keras.models import Model\nfrom keras.activations import relu, softmax\nfrom keras.optimizers import SGD\nfrom keras import backend as K\nfrom keras.callbacks import ModelCheckpoint\nfrom keras.layers.merge import concatenate, add\n\nclass MaxPoolingWithArgmax2D(Layer):\n\n def __init__(\n self,\n pool_size=(2, 2),\n strides=(2, 2),\n padding='same',\n **kwargs):\n super(MaxPoolingWithArgmax2D, self).__init__(**kwargs)\n self.padding = padding\n self.pool_size = pool_size\n self.strides = strides\n\n def call(self, inputs, **kwargs):\n padding = self.padding\n pool_size = self.pool_size\n strides = self.strides\n if K.backend() == 'tensorflow':\n ksize = [1, pool_size[0], pool_size[1], 1]\n padding = padding.upper()\n strides = [1, strides[0], strides[1], 1]\n output, argmax = K.tf.nn.max_pool_with_argmax(\n inputs,\n ksize=ksize,\n strides=strides,\n padding=padding)\n else:\n errmsg = '{} backend is not supported for layer {}'.format(\n K.backend(), type(self).__name__)\n raise NotImplementedError(errmsg)\n argmax = K.cast(argmax, K.floatx())\n return [output, argmax]\n\n def compute_output_shape(self, input_shape):\n ratio = (1, 2, 2, 1)\n output_shape = [\n dim//ratio[idx]\n if dim is not None else None\n for idx, dim in enumerate(input_shape)]\n output_shape = tuple(output_shape)\n return [output_shape, output_shape]\n\n def compute_mask(self, inputs, mask=None):\n return 2 * [None]\n\n\nclass MaxUnpooling2D(Layer):\n def __init__(self, size=(2, 2), **kwargs):\n super(MaxUnpooling2D, self).__init__(**kwargs)\n self.size = size\n\n def call(self, inputs, output_shape=None):\n updates, mask = inputs[0], inputs[1]\n with K.tf.variable_scope(self.name):\n mask = K.cast(mask, 'int32')\n input_shape = K.tf.shape(updates, out_type='int32')\n # calculation new shape\n if output_shape is None:\n output_shape = (\n input_shape[0],\n input_shape[1]*self.size[0],\n input_shape[2]*self.size[1],\n input_shape[3])\n self.output_shape1 = output_shape\n\n # calculation indices for batch, height, width and feature maps\n one_like_mask = K.ones_like(mask, dtype='int32')\n batch_shape = K.concatenate(\n [[input_shape[0]], [1], [1], [1]],\n axis=0)\n batch_range = K.reshape(\n K.tf.range(output_shape[0], dtype='int32'),\n shape=batch_shape)\n b = one_like_mask * batch_range\n y = mask // (output_shape[2] * output_shape[3])\n x = (mask // output_shape[3]) % output_shape[2]\n feature_range = K.tf.range(output_shape[3], dtype='int32')\n f = one_like_mask * feature_range\n\n # transpose indices & reshape update values to one dimension\n updates_size = K.tf.size(updates)\n indices = K.transpose(K.reshape(\n K.stack([b, y, x, f]),\n [4, updates_size]))\n values = K.reshape(updates, [updates_size])\n ret = K.tf.scatter_nd(indices, values, output_shape)\n return ret\n \n def compute_output_shape(self, input_shape):\n mask_shape = input_shape[1]\n return (\n mask_shape[0],\n mask_shape[1]*self.size[0],\n mask_shape[2]*self.size[1],\n mask_shape[3]\n)\n\n\ndef segmentation_model(input_shape):\n\t#input_shape = (224, 224, 3)\n\tpool_size = (2,2)\n\n\tinputs = Input(shape=input_shape)\n\n\tlayer1 = BatchNormalization()(inputs)\n\t# Encoder\n\t# 1\n\tconv1 = Conv2D(16, (3,3), padding='same', kernel_initializer='he_normal')(layer1)\n\tconv1 = BatchNormalization()(conv1)\n\tconv1 = Activation('relu')(conv1)\n\tconv2 = Conv2D(16, (3,3), padding='same', kernel_initializer='he_normal')(conv1)\n\tconv2 = BatchNormalization()(conv2)\n\tconv2 = Activation('relu')(conv2)\n\tpool1, mask1 = MaxPoolingWithArgmax2D(pool_size)(conv2)\n\tdrop1 = Dropout(0.2)(pool1)\n\n\t# 2\n\tconv3 = Conv2D(32, (3,3), padding='same', kernel_initializer='he_normal')(drop1)\n\tconv3 = BatchNormalization()(conv3)\n\tconv3 = Activation('relu')(conv3)\n\tconv4 = Conv2D(32, (3,3), padding='same', kernel_initializer='he_normal')(conv3)\n\tconv4 = BatchNormalization()(conv4)\n\tconv4 = Activation('relu')(conv4)\n\tpool2, mask2 = MaxPoolingWithArgmax2D(pool_size)(conv4)\n\tdrop2 = Dropout(0.2)(pool2)\n\n\t# 3\n\tconv5 = Conv2D(64, (3,3), padding='same', kernel_initializer='he_normal')(drop2)\n\tconv5 = BatchNormalization()(conv5)\n\tconv5 = Activation('relu')(conv5)\n\tconv6 = Conv2D(64, (3,3), padding='same', kernel_initializer='he_normal')(conv5)\n\tconv6 = BatchNormalization()(conv6)\n\tconv6 = Activation('relu')(conv6)\n\tconv7 = Conv2D(64, (3,3), padding='same', kernel_initializer='he_normal')(conv6)\n\tconv7 = BatchNormalization()(conv7)\n\tconv7 = Activation('relu')(conv7)\n\tpool3, mask3 = MaxPoolingWithArgmax2D(pool_size)(conv7)\n\tdrop3 = Dropout(0.2)(pool3)\n\n\t# 4\n\tconv8 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(drop3)\n\tconv8 = BatchNormalization()(conv8)\n\tconv8 = Activation('relu')(conv8)\n\tconv9 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(conv8)\n\tconv9 = BatchNormalization()(conv9)\n\tconv9 = Activation('relu')(conv9)\n\tconv10 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(conv9)\n\tconv10 = BatchNormalization()(conv10)\n\tconv10 = Activation('relu')(conv10)\n\tpool4, mask4 = MaxPoolingWithArgmax2D(pool_size)(conv10)\n\tdrop4 = Dropout(0.2)(pool4)\n\n\t# 5 \n\tconv11 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(drop4)\n\tconv11 = BatchNormalization()(conv11)\n\tconv11 = Activation('relu')(conv11)\n\tconv12 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(conv11)\n\tconv12 = BatchNormalization()(conv12)\n\tconv12 = Activation('relu')(conv12)\n\tconv13 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(conv12)\n\tconv13 = BatchNormalization()(conv13)\n\tconv13 = Activation('relu')(conv13)\n\tpool5, mask5 = MaxPoolingWithArgmax2D(pool_size)(conv13)\n\tdrop5 = Dropout(0.2)(pool5)\n\n\n\t# Decoder\n\t# 5\n\tunpool5 = MaxUnpooling2D(pool_size)([drop5, mask5])\n\tunconv13 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(unpool5)\n\tunconv13 = BatchNormalization()(unconv13)\n\tunconv13 = Activation('relu')(unconv13)\n\tunconv12 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(unconv13)\n\tunconv12 = BatchNormalization()(unconv12)\n\tunconv12 = Activation('relu')(unconv12)\n\tunconv11 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(unconv12)\n\tunconv11 = BatchNormalization()(unconv11)\n\tunconv11 = Activation('relu')(unconv11)\n\tdrop6 = Dropout(0.2)(unconv11)\n\n\t# 4\n\tunpool4 = MaxUnpooling2D(pool_size)([drop6, mask4])\n\tunconv10 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(unpool4)\n\tunconv10 = BatchNormalization()(unconv10)\n\tunconv10 = Activation('relu')(unconv10)\n\tunconv9 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(unconv10)\n\tunconv9 = BatchNormalization()(unconv9)\n\tunconv9 = Activation('relu')(unconv9)\n\tunconv8 = Conv2D(64, (3,3), padding='same', kernel_initializer='he_normal')(unconv9)\n\tunconv8 = BatchNormalization()(unconv8)\n\tunconv8 = Activation('relu')(unconv8)\n\tdrop7 = Dropout(0.2)(unconv8)\n\n\t# 3\n\tunpool3 = MaxUnpooling2D(pool_size)([drop7, mask3])\n\tunconv7 = Conv2D(64, (3,3), padding='same', kernel_initializer='he_normal')(unpool3)\n\tunconv7 = BatchNormalization()(unconv7)\n\tunconv7 = Activation('relu')(unconv7)\n\tunconv6 = Conv2D(64, (3,3), padding='same', kernel_initializer='he_normal')(unconv7)\n\tunconv6 = BatchNormalization()(unconv6)\n\tunconv6 = Activation('relu')(unconv6)\n\tunconv5 = Conv2D(32, (3,3), padding='same', kernel_initializer='he_normal')(unconv6)\n\tunconv5 = BatchNormalization()(unconv5)\n\tunconv5 = Activation('relu')(unconv5)\n\tdrop8 = Dropout(0.2)(unconv5)\n\n\t# 2\n\tunpool2 = MaxUnpooling2D(pool_size)([drop8, mask2])\n\tunconv4 = Conv2D(32, (3,3), padding='same', kernel_initializer='he_normal')(unpool2)\n\tunconv4 = BatchNormalization()(unconv4)\n\tunconv4 = Activation('relu')(unconv4)\n\tunconv3 = Conv2D(16, (3,3), padding='same', kernel_initializer='he_normal')(unconv4)\n\tunconv3 = BatchNormalization()(unconv3)\n\tunconv3 = Activation('relu')(unconv3)\n\tdrop9 = Dropout(0.2)(unconv3)\n\n\t# 1 \n\tunpool1 = MaxUnpooling2D(pool_size)([drop9, mask1])\n\tunconv2 = Conv2D(16, (3,3), padding='same', kernel_initializer='he_normal')(unpool1)\n\tunconv2 = BatchNormalization()(unconv2)\n\tunconv2 = Activation('relu')(unconv2)\n\tunconv1 = Conv2D(1, (3,3), padding='same', kernel_initializer='he_normal')(unconv2)\n\tunconv1 = BatchNormalization()(unconv1)\n\tunconv1 = Activation('sigmoid')(unconv1)\n\n\tmodel = Model(input=inputs, output=unconv1)\n\treturn model\n\n\ndef segmentation_model2(input_shape):\n\t#input_shape = (224, 224, 3)\n\tpool_size = (2,2)\n\n\tinputs = Input(shape=input_shape)\n\n\tlayer1 = BatchNormalization()(inputs)\n\t# Encoder\n\t# 1\n\tconv1 = Conv2D(32, (3,3), padding='same')(layer1)\n\tconv1 = BatchNormalization()(conv1)\n\tconv1 = Activation('relu')(conv1)\n\tconv2 = Conv2D(32, (3,3), padding='same')(conv1)\n\tconv2 = BatchNormalization()(conv2)\n\tconv2 = Activation('relu')(conv2)\n\tpool1, mask1 = MaxPoolingWithArgmax2D(pool_size)(conv2)\n\tdrop1 = Dropout(0.2)(pool1)\n\n\t# 2\n\tconv3 = Conv2D(64, (3,3), padding='same')(drop1)\n\tconv3 = BatchNormalization()(conv3)\n\tconv3 = Activation('relu')(conv3)\n\tconv4 = Conv2D(64, (3,3), padding='same')(conv3)\n\tconv4 = BatchNormalization()(conv4)\n\tconv4 = Activation('relu')(conv4)\n\tpool2, mask2 = MaxPoolingWithArgmax2D(pool_size)(conv4)\n\tdrop2 = Dropout(0.2)(pool2)\n\n\t# 3\n\tconv5 = Conv2D(128, (3,3), padding='same')(drop2)\n\tconv5 = BatchNormalization()(conv5)\n\tconv5 = Activation('relu')(conv5)\n\tconv6 = Conv2D(128, (3,3), padding='same')(conv5)\n\tconv6 = BatchNormalization()(conv6)\n\tconv6 = Activation('relu')(conv6)\n\tconv7 = Conv2D(128, (3,3), padding='same')(conv6)\n\tconv7 = BatchNormalization()(conv7)\n\tconv7 = Activation('relu')(conv7)\n\tpool3, mask3 = MaxPoolingWithArgmax2D(pool_size)(conv7)\n\tdrop3 = Dropout(0.2)(pool3)\n\n\t# 4\n\tconv8 = Conv2D(256, (3,3), padding='same')(drop3)\n\tconv8 = BatchNormalization()(conv8)\n\tconv8 = Activation('relu')(conv8)\n\tconv9 = Conv2D(256, (3,3), padding='same')(conv8)\n\tconv9 = BatchNormalization()(conv9)\n\tconv9 = Activation('relu')(conv9)\n\tconv10 = Conv2D(256, (3,3), padding='same')(conv9)\n\tconv10 = BatchNormalization()(conv10)\n\tconv10 = Activation('relu')(conv10)\n\tpool4, mask4 = MaxPoolingWithArgmax2D(pool_size)(conv10)\n\tdrop4 = Dropout(0.2)(pool4)\n\n\t# 5 \n\tconv11 = Conv2D(256, (3,3), padding='same')(drop4)\n\tconv11 = BatchNormalization()(conv11)\n\tconv11 = Activation('relu')(conv11)\n\tconv12 = Conv2D(256, (3,3), padding='same')(conv11)\n\tconv12 = BatchNormalization()(conv12)\n\tconv12 = Activation('relu')(conv12)\n\tconv13 = Conv2D(256, (3,3), padding='same')(conv12)\n\tconv13 = BatchNormalization()(conv13)\n\tconv13 = Activation('relu')(conv13)\n\tpool5, mask5 = MaxPoolingWithArgmax2D(pool_size)(conv13)\n\tdrop5 = Dropout(0.2)(pool5)\n\n\n\t# Decoder\n\t# 5\n\tunpool5 = MaxUnpooling2D(pool_size)([drop5, mask5])\n\tcon1 = concatenate([unpool5, conv13])\n\tunconv13 = Conv2D(256, (3,3), padding='same')(con1)\n\tunconv13 = BatchNormalization()(unconv13)\n\tunconv13 = Activation('relu')(unconv13)\n\tunconv12 = Conv2D(256, (3,3), padding='same')(unconv13)\n\tunconv12 = BatchNormalization()(unconv12)\n\tunconv12 = Activation('relu')(unconv12)\n\tunconv11 = Conv2D(256, (3,3), padding='same')(unconv12)\n\tunconv11 = BatchNormalization()(unconv11)\n\tunconv11 = Activation('relu')(unconv11)\n\tdrop6 = Dropout(0.2)(unconv11)\n\n\t# 4\n\tunpool4 = MaxUnpooling2D(pool_size)([drop6, mask4])\n\tcon2 = concatenate([unpool4, conv10])\n\tunconv10 = Conv2D(256, (3,3), padding='same')(con2)\n\tunconv10 = BatchNormalization()(unconv10)\n\tunconv10 = Activation('relu')(unconv10)\n\tunconv9 = Conv2D(256, (3,3), padding='same')(unconv10)\n\tunconv9 = BatchNormalization()(unconv9)\n\tunconv9 = Activation('relu')(unconv9)\n\tunconv8 = Conv2D(128, (3,3), padding='same')(unconv9)\n\tunconv8 = BatchNormalization()(unconv8)\n\tunconv8 = Activation('relu')(unconv8)\n\tdrop7 = Dropout(0.2)(unconv8)\n\n\t# 3\n\tunpool3 = MaxUnpooling2D(pool_size)([drop7, mask3])\n\tcon3 = concatenate([unpool3, conv7])\n\tunconv7 = Conv2D(128, (3,3), padding='same')(con3)\n\tunconv7 = BatchNormalization()(unconv7)\n\tunconv7 = Activation('relu')(unconv7)\n\tunconv6 = Conv2D(128, (3,3), padding='same')(unconv7)\n\tunconv6 = BatchNormalization()(unconv6)\n\tunconv6 = Activation('relu')(unconv6)\n\tunconv5 = Conv2D(64, (3,3), padding='same')(unconv6)\n\tunconv5 = BatchNormalization()(unconv5)\n\tunconv5 = Activation('relu')(unconv5)\n\tdrop8 = Dropout(0.2)(unconv5)\n\n\t# 2\n\tunpool2 = MaxUnpooling2D(pool_size)([drop8, mask2])\n\tcon4 = concatenate([unpool2, conv4])\n\tunconv4 = Conv2D(64, (3,3), padding='same')(con4)\n\tunconv4 = BatchNormalization()(unconv4)\n\tunconv4 = Activation('relu')(unconv4)\n\tunconv3 = Conv2D(32, (3,3), padding='same')(unconv4)\n\tunconv3 = BatchNormalization()(unconv3)\n\tunconv3 = Activation('relu')(unconv3)\n\tdrop9 = Dropout(0.2)(unconv3)\n\n\t# 1 \n\tunpool1 = MaxUnpooling2D(pool_size)([drop9, mask1])\n\tcon5 = concatenate([unpool1, conv2])\n\tunconv2 = Conv2D(32, (3,3), padding='same')(unpool1)\n\tunconv2 = BatchNormalization()(unconv2)\n\tunconv2 = Activation('relu')(unconv2)\n\tunconv1 = Conv2D(1, (3,3), padding='same')(unconv2)\n\tunconv1 = BatchNormalization()(unconv1)\n\tunconv1 = Activation('sigmoid')(unconv1)\n\n\tmodel = Model(input=inputs, output=unconv1)\n\treturn model\n\ndef conv2d_block(input_tensor, n_filters, kernel_size = 3, batchnorm = True):\n \"\"\"Function to add 2 convolutional layers with the parameters passed to it\"\"\"\n # first layer\n x = Conv2D(filters = n_filters, kernel_size = (kernel_size, kernel_size),\\\n kernel_initializer = 'he_normal', padding = 'same')(input_tensor)\n if batchnorm:\n x = BatchNormalization()(x)\n x = Activation('relu')(x)\n \n # second layer\n x = Conv2D(filters = n_filters, kernel_size = (kernel_size, kernel_size),\\\n kernel_initializer = 'he_normal', padding = 'same')(input_tensor)\n if batchnorm:\n x = BatchNormalization()(x)\n x = Activation('relu')(x)\n \n return x\n\ndef get_unet(input_img_shape, n_filters = 32, dropout = 0.2, batchnorm = True):\n \"\"\"Function to define the UNET Model\"\"\"\n input_img = Input(shape=input_img_shape)\n # Contracting Path\n c1 = conv2d_block(input_img, n_filters * 1, kernel_size = 3, batchnorm = batchnorm)\n p1 = MaxPooling2D((2, 2))(c1)\n p1 = Dropout(dropout)(p1)\n \n c2 = conv2d_block(p1, n_filters * 2, kernel_size = 3, batchnorm = batchnorm)\n p2 = MaxPooling2D((2, 2))(c2)\n p2 = Dropout(dropout)(p2)\n \n c3 = conv2d_block(p2, n_filters * 4, kernel_size = 3, batchnorm = batchnorm)\n p3 = MaxPooling2D((2, 2))(c3)\n p3 = Dropout(dropout)(p3)\n \n c4 = conv2d_block(p3, n_filters * 8, kernel_size = 3, batchnorm = batchnorm)\n p4 = MaxPooling2D((2, 2))(c4)\n p4 = Dropout(dropout)(p4)\n \n c5 = conv2d_block(p4, n_filters = n_filters * 16, kernel_size = 3, batchnorm = batchnorm)\n \n # Expansive Path\n u6 = Conv2DTranspose(n_filters * 8, (3, 3), strides = (2, 2), padding = 'same')(c5)\n u6 = concatenate([u6, c4])\n u6 = BatchNormalization()(u6)\n u6 = Activation('relu')(u6)\n u6 = Dropout(dropout)(u6)\n c6 = conv2d_block(u6, n_filters * 8, kernel_size = 3, batchnorm = batchnorm)\n \n u7 = Conv2DTranspose(n_filters * 4, (3, 3), strides = (2, 2), padding = 'same')(c6)\n u7 = concatenate([u7, c3])\n u7 = BatchNormalization()(u7)\n u7 = Dropout(dropout)(u7)\n c7 = conv2d_block(u7, n_filters * 4, kernel_size = 3, batchnorm = batchnorm)\n \n u8 = Conv2DTranspose(n_filters * 2, (3, 3), strides = (2, 2), padding = 'same')(c7)\n u8 = concatenate([u8, c2])\n u8 = BatchNormalization()(u8)\n u8 = Dropout(dropout)(u8)\n c8 = conv2d_block(u8, n_filters * 2, kernel_size = 3, batchnorm = batchnorm)\n \n u9 = Conv2DTranspose(n_filters * 1, (3, 3), strides = (2, 2), padding = 'same')(c8)\n u9 = concatenate([u9, c1])\n u9 = BatchNormalization()(u9)\n u9 = Dropout(dropout)(u9)\n c9 = conv2d_block(u9, n_filters * 1, kernel_size = 3, batchnorm = batchnorm)\n \n outputs = Conv2D(1, (1, 1), activation='sigmoid')(c9)\n model = Model(inputs=[input_img], outputs=[outputs])\n return model\n\nVGG_Weights_path = \"/home/beast/Desktop/inthiyaz_segmentation/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\"\n\n\ndef FCN8(nClasses, input_height=224, input_width=224):\n ## input_height and width must be devisible by 32 because maxpooling with filter size = (2,2) is operated 5 times,\n ## which makes the input_height and width 2^5 = 32 times smaller\n assert input_height % 32 == 0\n assert input_width % 32 == 0\n IMAGE_ORDERING = \"channels_last\"\n\n img_input = Input(shape=(input_height, input_width, 3)) ## Assume 224,224,3\n\n ## Block 1\n x = Conv2D(64, (3, 3), activation='relu', padding='same', name='block1_conv1', data_format=IMAGE_ORDERING)(\n img_input)\n x = Conv2D(64, (3, 3), activation='relu', padding='same', name='block1_conv2', data_format=IMAGE_ORDERING)(x)\n x = MaxPooling2D((2, 2), strides=(2, 2), name='block1_pool', data_format=IMAGE_ORDERING)(x)\n f1 = x\n\n # Block 2\n x = Conv2D(128, (3, 3), activation='relu', padding='same', name='block2_conv1', data_format=IMAGE_ORDERING)(x)\n x = Conv2D(128, (3, 3), activation='relu', padding='same', name='block2_conv2', data_format=IMAGE_ORDERING)(x)\n x = MaxPooling2D((2, 2), strides=(2, 2), name='block2_pool', data_format=IMAGE_ORDERING)(x)\n f2 = x\n\n # Block 3\n x = Conv2D(256, (3, 3), activation='relu', padding='same', name='block3_conv1', data_format=IMAGE_ORDERING)(x)\n x = Conv2D(256, (3, 3), activation='relu', padding='same', name='block3_conv2', data_format=IMAGE_ORDERING)(x)\n x = Conv2D(256, (3, 3), activation='relu', padding='same', name='block3_conv3', data_format=IMAGE_ORDERING)(x)\n x = MaxPooling2D((2, 2), strides=(2, 2), name='block3_pool', data_format=IMAGE_ORDERING)(x)\n pool3 = x\n\n # Block 4\n x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block4_conv1', data_format=IMAGE_ORDERING)(x)\n x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block4_conv2', data_format=IMAGE_ORDERING)(x)\n x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block4_conv3', data_format=IMAGE_ORDERING)(x)\n pool4 = MaxPooling2D((2, 2), strides=(2, 2), name='block4_pool', data_format=IMAGE_ORDERING)(\n x) ## (None, 14, 14, 512)\n\n # Block 5\n x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block5_conv1', data_format=IMAGE_ORDERING)(pool4)\n x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block5_conv2', data_format=IMAGE_ORDERING)(x)\n x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block5_conv3', data_format=IMAGE_ORDERING)(x)\n pool5 = MaxPooling2D((2, 2), strides=(2, 2), name='block5_pool', data_format=IMAGE_ORDERING)(\n x) ## (None, 7, 7, 512)\n\n # x = Flatten(name='flatten')(x)\n # x = Dense(4096, activation='relu', name='fc1')(x)\n # <--> o = ( Conv2D( 4096 , ( 7 , 7 ) , activation='relu' , padding='same', data_format=IMAGE_ORDERING))(o)\n # assuming that the input_height = input_width = 224 as in VGG data\n\n # x = Dense(4096, activation='relu', name='fc2')(x)\n # <--> o = ( Conv2D( 4096 , ( 1 , 1 ) , activation='relu' , padding='same', data_format=IMAGE_ORDERING))(o)\n # assuming that the input_height = input_width = 224 as in VGG data\n\n # x = Dense(1000 , activation='softmax', name='predictions')(x)\n # <--> o = ( Conv2D( nClasses , ( 1 , 1 ) ,kernel_initializer='he_normal' , data_format=IMAGE_ORDERING))(o)\n # assuming that the input_height = input_width = 224 as in VGG data\n\n vgg = Model(img_input, pool5)\n vgg.load_weights(VGG_Weights_path) ## loading VGG weights for the encoder parts of FCN8\n\n n = 32\n o = (Conv2D(n, (7, 7), activation='relu', padding='same', name=\"conv6\", data_format=IMAGE_ORDERING))(pool5)\n conv7 = (Conv2D(n, (1, 1), activation='relu', padding='same', name=\"conv7\", data_format=IMAGE_ORDERING))(o)\n\n ## 4 times upsamping for pool4 layer\n conv7_4 = Conv2DTranspose(nClasses, kernel_size=(4, 4), strides=(4, 4), use_bias=False, data_format=IMAGE_ORDERING)(\n conv7)\n ## (None, 224, 224, 10)\n ## 2 times upsampling for pool411\n pool411 = (\n Conv2D(nClasses, (1, 1), activation='relu', padding='same', name=\"pool4_11\", data_format=IMAGE_ORDERING))(pool4)\n pool411_2 = (\n Conv2DTranspose(nClasses, kernel_size=(2, 2), strides=(2, 2), use_bias=False, data_format=IMAGE_ORDERING))(\n pool411)\n\n pool311 = (\n Conv2D(nClasses, (1, 1), activation='relu', padding='same', name=\"pool3_11\", data_format=IMAGE_ORDERING))(pool3)\n\n o = Add(name=\"add\")([pool411_2, pool311, conv7_4])\n o = Conv2DTranspose(nClasses, kernel_size=(8, 8), strides=(8, 8), use_bias=False, data_format=IMAGE_ORDERING)(o)\n o = (Activation('sigmoid'))(o)\n\n model = Model(img_input, o)\n\n return model\n\n\ndef segmentation_model3(input_shape):\n\t#input_shape = (224, 224, 3)\n\tpool_size = (2,2)\n\n\tinputs = Input(shape=input_shape)\n\n\tlayer1 = BatchNormalization()(inputs)\n\t# Encoder\n\t# 1\n\tconv1 = Conv2D(16, (3,3), padding='same', kernel_initializer='he_normal')(layer1)\n\tconv1 = BatchNormalization()(conv1)\n\tconv1 = Activation('relu')(conv1)\n\tconv2 = Conv2D(16, (3,3), padding='same', kernel_initializer='he_normal')(conv1)\n\tconv2 = BatchNormalization()(conv2)\n\tconv2 = Activation('relu')(conv2)\n\tpool1, mask1 = MaxPoolingWithArgmax2D(pool_size)(conv2)\n\tdrop1 = Dropout(0.2)(pool1)\n\n\t# 2\n\tconv3 = Conv2D(32, (3,3), padding='same', kernel_initializer='he_normal')(drop1)\n\tconv3 = BatchNormalization()(conv3)\n\tconv3 = Activation('relu')(conv3)\n\tconv4 = Conv2D(32, (3,3), padding='same', kernel_initializer='he_normal')(conv3)\n\tconv4 = BatchNormalization()(conv4)\n\tconv4 = Activation('relu')(conv4)\n\tpool2, mask2 = MaxPoolingWithArgmax2D(pool_size)(conv4)\n\tdrop2 = Dropout(0.2)(pool2)\n\n\t# 3\n\tconv5 = Conv2D(64, (3,3), padding='same', kernel_initializer='he_normal')(drop2)\n\tconv5 = BatchNormalization()(conv5)\n\tconv5 = Activation('relu')(conv5)\n\tconv6 = Conv2D(64, (3,3), padding='same', kernel_initializer='he_normal')(conv5)\n\tconv6 = BatchNormalization()(conv6)\n\tconv6 = Activation('relu')(conv6)\n\tconv7 = Conv2D(64, (3,3), padding='same', kernel_initializer='he_normal')(conv6)\n\tconv7 = BatchNormalization()(conv7)\n\tconv7 = Activation('relu')(conv7)\n\tpool3, mask3 = MaxPoolingWithArgmax2D(pool_size)(conv7)\n\tdrop3 = Dropout(0.2)(pool3)\n\n\t# 4\n\tconv8 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(drop3)\n\tconv8 = BatchNormalization()(conv8)\n\tconv8 = Activation('relu')(conv8)\n\tconv9 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(conv8)\n\tconv9 = BatchNormalization()(conv9)\n\tconv9 = Activation('relu')(conv9)\n\tconv10 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(conv9)\n\tconv10 = BatchNormalization()(conv10)\n\tconv10 = Activation('relu')(conv10)\n\tpool4, mask4 = MaxPoolingWithArgmax2D(pool_size)(conv10)\n\tdrop4 = Dropout(0.2)(pool4)\n\n\t# 5 \n\tconv11 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(drop4)\n\tconv11 = BatchNormalization()(conv11)\n\tconv11 = Activation('relu')(conv11)\n\tconv12 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(conv11)\n\tconv12 = BatchNormalization()(conv12)\n\tconv12 = Activation('relu')(conv12)\n\tconv13 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(conv12)\n\tconv13 = BatchNormalization()(conv13)\n\tconv13 = Activation('relu')(conv13)\n\tpool5, mask5 = MaxPoolingWithArgmax2D(pool_size)(conv13)\n\tdrop5 = Dropout(0.2)(pool5)\n\n\n\t# Decoder\n\t# 5\n\tunpool5 = MaxUnpooling2D(pool_size)([drop5, mask5])\n\tcon1 = concatenate([unpool5, conv13])\n\tunconv13 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(con1)\n\tunconv13 = BatchNormalization()(unconv13)\n\tunconv13 = Activation('relu')(unconv13)\n\tunconv12 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(unconv13)\n\tunconv12 = BatchNormalization()(unconv12)\n\tunconv12 = Activation('relu')(unconv12)\n\tunconv11 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(unconv12)\n\tunconv11 = BatchNormalization()(unconv11)\n\tunconv11 = Activation('relu')(unconv11)\n\tdrop6 = Dropout(0.2)(unconv11)\n\n\t# 4\n\tunpool4 = MaxUnpooling2D(pool_size)([drop6, mask4])\n\tcon2 = concatenate([unpool4, conv10])\n\tunconv10 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(con2)\n\tunconv10 = BatchNormalization()(unconv10)\n\tunconv10 = Activation('relu')(unconv10)\n\tunconv9 = Conv2D(128, (3,3), padding='same', kernel_initializer='he_normal')(unconv10)\n\tunconv9 = BatchNormalization()(unconv9)\n\tunconv9 = Activation('relu')(unconv9)\n\tunconv8 = Conv2D(64, (3,3), padding='same', kernel_initializer='he_normal')(unconv9)\n\tunconv8 = BatchNormalization()(unconv8)\n\tunconv8 = Activation('relu')(unconv8)\n\tdrop7 = Dropout(0.2)(unconv8)\n\n\t# 3\n\tunpool3 = MaxUnpooling2D(pool_size)([drop7, mask3])\n\tcon3 = concatenate([unpool3, conv7])\n\tunconv7 = Conv2D(64, (3,3), padding='same', kernel_initializer='he_normal')(con3)\n\tunconv7 = BatchNormalization()(unconv7)\n\tunconv7 = Activation('relu')(unconv7)\n\tunconv6 = Conv2D(64, (3,3), padding='same', kernel_initializer='he_normal')(unconv7)\n\tunconv6 = BatchNormalization()(unconv6)\n\tunconv6 = Activation('relu')(unconv6)\n\tunconv5 = Conv2D(32, (3,3), padding='same', kernel_initializer='he_normal')(unconv6)\n\tunconv5 = BatchNormalization()(unconv5)\n\tunconv5 = Activation('relu')(unconv5)\n\tdrop8 = Dropout(0.2)(unconv5)\n\n\t# 2\n\tunpool2 = MaxUnpooling2D(pool_size)([drop8, mask2])\n\tcon4 = concatenate([unpool2, conv4])\n\tunconv4 = Conv2D(32, (3,3), padding='same', kernel_initializer='he_normal')(con4)\n\tunconv4 = BatchNormalization()(unconv4)\n\tunconv4 = Activation('relu')(unconv4)\n\tunconv3 = Conv2D(16, (3,3), padding='same', kernel_initializer='he_normal')(unconv4)\n\tunconv3 = BatchNormalization()(unconv3)\n\tunconv3 = Activation('relu')(unconv3)\n\tdrop9 = Dropout(0.2)(unconv3)\n\n\t# 1 \n\tunpool1 = MaxUnpooling2D(pool_size)([drop9, mask1])\n\tcon5 = concatenate([unpool1, conv2])\n\tunconv2 = Conv2D(16, (3,3), padding='same', kernel_initializer='he_normal')(unpool1)\n\tunconv2 = BatchNormalization()(unconv2)\n\tunconv2 = Activation('relu')(unconv2)\n\tunconv1 = Conv2D(3, (3,3), padding='same', kernel_initializer='he_normal')(unconv2)\n\tunconv1 = BatchNormalization()(unconv1)\n\tunconv1 = Activation('softmax')(unconv1)\n\n\tmodel = Model(input=inputs, output=unconv1)\n\treturn model\n\n" }, { "alpha_fraction": 0.7603305578231812, "alphanum_fraction": 0.7727272510528564, "avg_line_length": 59.5, "blob_id": "6b1967f918167186e1823fe93c66d695c172eeca", "content_id": "e6df2c41d428e31853a7d5a4936e4b7ef643a5fd", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 242, "license_type": "no_license", "max_line_length": 131, "num_lines": 4, "path": "/README.md", "repo_name": "Vinohith/Lane_Segmentation", "src_encoding": "UTF-8", "text": "# Lane_Segmentation\nEnd-to-end Lane Segmentation Model to segment the drivable lane(road) and Lane Markings.\n\n[![IMAGE ALT TEXT HERE](http://img.youtube.com/vi/Tjjrljpv1Ys/0.jpg)](https://www.youtube.com/watch?v=Tjjrljpv1Ys&feature=youtu.be)\n" } ]
3
Viapunk/Martyr2-projects
https://github.com/Viapunk/Martyr2-projects
2005e3c80e54da49b462dc1e775e5f93f42a024a
46189240f3243bbbb399ff6b4aa75fef9832bcff
d1ad2df8444cdc074c769a523387c675101937d5
refs/heads/master
2016-08-12T10:01:41.152820
2015-10-13T20:08:36
2015-10-13T20:08:36
43,492,070
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6421052813529968, "alphanum_fraction": 0.6473684310913086, "avg_line_length": 26.285715103149414, "blob_id": "7fd14340608d231a5dac3199eab552b417659e8a", "content_id": "dbd3c6324d2134d31e82f022e1b2c39a2f7ed4fa", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 190, "license_type": "no_license", "max_line_length": 44, "num_lines": 7, "path": "/4-palindrome-checking/4-palindrome-checking.py", "repo_name": "Viapunk/Martyr2-projects", "src_encoding": "UTF-8", "text": "string = raw_input(\"Enter a string: \")\n\nstring = string.replace(\" \",\"\")\nif string == string[::-1]:\n print \"This string IS a palindrome.\"\nelse:\n print \"This string IS NOT a palindrome\"" }, { "alpha_fraction": 0.7013422846794128, "alphanum_fraction": 0.7013422846794128, "avg_line_length": 32.22222137451172, "blob_id": "a8b4655d34a40e9dd3c41bdd44be54ef7373523d", "content_id": "b99d96912ae4b2974f5e33ca88cd093c2ea7574c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 298, "license_type": "no_license", "max_line_length": 80, "num_lines": 9, "path": "/5-word-count/word-count.py", "repo_name": "Viapunk/Martyr2-projects", "src_encoding": "UTF-8", "text": "#Program reads from a file input.txt, then give's an output to a file output.txt\ninput_file = open(\"input.txt\", 'r')\noutput_file = open(\"output.txt\", 'w+')\n\nstring = input_file.read().split()\noutput_file.write(\"Number of words in sentence: %d\" % len(string))\n\ninput_file.close()\noutput_file.close()" }, { "alpha_fraction": 0.5625, "alphanum_fraction": 0.5687500238418579, "avg_line_length": 22, "blob_id": "9ebf51dc9fb5c63338659e65661c43fc27f6d1da", "content_id": "b14cd469b37cbd822f10227c0d464c0e97fa2dbe", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 160, "license_type": "no_license", "max_line_length": 46, "num_lines": 7, "path": "/3-count-vowels/3-count-vowels.py", "repo_name": "Viapunk/Martyr2-projects", "src_encoding": "UTF-8", "text": "string = raw_input(\"Enter a string: \").lower()\n\nvowels = ['a','e','i','o','u']\ncounter = 0\nfor v in vowels:\n if v in string:\n print v, string.count(v)" }, { "alpha_fraction": 0.6463746428489685, "alphanum_fraction": 0.6535511016845703, "avg_line_length": 35.08035659790039, "blob_id": "04ae62065daaf18b3ecefdf3fd3bce5222043abb", "content_id": "41c3730218cf5506406dee85d0d46c2c75a27f1e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4041, "license_type": "no_license", "max_line_length": 114, "num_lines": 112, "path": "/6-text-editor/editor.py", "repo_name": "Viapunk/Martyr2-projects", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\n\n# Form implementation generated from reading ui file 'untitled1.ui'\n#\n# Created by: PyQt4 UI code generator 4.11.4\n#\n# WARNING! All changes made in this file will be lost!\n\nfrom PyQt4 import QtCore, QtGui\n\ntry:\n _fromUtf8 = QtCore.QString.fromUtf8\nexcept AttributeError:\n def _fromUtf8(s):\n return s\n\ntry:\n _encoding = QtGui.QApplication.UnicodeUTF8\n def _translate(context, text, disambig):\n return QtGui.QApplication.translate(context, text, disambig, _encoding)\nexcept AttributeError:\n def _translate(context, text, disambig):\n return QtGui.QApplication.translate(context, text, disambig)\n\nclass Ui_Form(object):\n def setupUi(self, Form):\n Form.setObjectName(_fromUtf8(\"Form\"))\n Form.resize(400, 300)\n sizePolicy = QtGui.QSizePolicy(QtGui.QSizePolicy.Expanding, QtGui.QSizePolicy.Expanding)\n sizePolicy.setHorizontalStretch(0)\n sizePolicy.setVerticalStretch(0)\n sizePolicy.setHeightForWidth(Form.sizePolicy().hasHeightForWidth())\n \n Form.setSizePolicy(sizePolicy)\n Form.setLocale(QtCore.QLocale(QtCore.QLocale.English, QtCore.QLocale.UnitedKingdom))\n \n self.verticalLayout = QtGui.QVBoxLayout(Form)\n self.verticalLayout.setObjectName(_fromUtf8(\"verticalLayout\"))\n \n self.horizontalLayout = QtGui.QHBoxLayout()\n self.horizontalLayout.setObjectName(_fromUtf8(\"horizontalLayout\"))\n \n self.Button_open = QtGui.QPushButton(Form)\n self.Button_open.setObjectName(_fromUtf8(\"Button_open\"))\n self.horizontalLayout.addWidget(self.Button_open)\n \n self.Button_save = QtGui.QPushButton(Form)\n self.Button_save.setObjectName(_fromUtf8(\"Button_save\"))\n \n self.horizontalLayout.addWidget(self.Button_save)\n \n self.Button_quit = QtGui.QPushButton(Form)\n self.Button_quit.setObjectName(_fromUtf8(\"Button_quit\"))\n \n self.horizontalLayout.addWidget(self.Button_quit)\n self.verticalLayout.addLayout(self.horizontalLayout)\n \n self.Editor = QtGui.QPlainTextEdit(Form)\n self.Editor.setObjectName(_fromUtf8(\"Editor\"))\n \n self.verticalLayout.addWidget(self.Editor)\n\n self.retranslateUi(Form)\n QtCore.QMetaObject.connectSlotsByName(Form)\n \n self.file_path = None\n\n self.Button_open.clicked.connect(self.OpenTextFile)\n self.Button_save.clicked.connect(self.SaveTextFile)\n self.Button_quit.clicked.connect(self.Close_Application)\n \n def retranslateUi(self, Form):\n Form.setWindowTitle(_translate(\"Form\", \"Form\", None))\n self.Button_open.setText(_translate(\"Form\", \"Open\", None))\n self.Button_save.setText(_translate(\"Form\", \"Save\", None))\n self.Button_quit.setText(_translate(\"Form\", \"Quit\", None))\n\n\n def OpenTextFile(self):\n dialog = QtGui.QFileDialog()\n dialog.setWindowTitle(\"Choose a file to open\")\n dialog.setFileMode(QtGui.QFileDialog.ExistingFile)\n dialog.setNameFilter(\"Text (*.txt);; All files (*.*)\")\n dialog.setViewMode(QtGui.QFileDialog.Detail)\n filename = QtCore.QStringList()\n if(dialog.exec_()):\n file_name = dialog.selectedFiles()\n plain_text = open(file_name[0]).read()\n self.Editor.setPlainText(plain_text) \n self.file_path = str(file_name[0])\n \n def SaveTextFile(self):\n file = open(self.file_path,'w')\n file.write(self.Editor.toPlainText())\n \n\n def Close_Application(self):\n choice = QtGui.QMessageBox.question(Form ,'Quit application','Do you want to quit?', QtGui.QMessageBox.Yes\n | QtGui.QMessageBox.No)\n if (choice == QtGui.QMessageBox.Yes):\n QtGui.QApplication.quit()\n else:\n pass\n\nif __name__ == \"__main__\":\n import sys\n app = QtGui.QApplication(sys.argv)\n Form = QtGui.QWidget()\n ui = Ui_Form()\n ui.setupUi(Form)\n Form.show()\n sys.exit(app.exec_())\n" }, { "alpha_fraction": 0.604938268661499, "alphanum_fraction": 0.6172839403152466, "avg_line_length": 19.5, "blob_id": "24a06f146d4556692ff26840d063e0ea25324584", "content_id": "561d4466e04fd78296a8abfee54a7370265b2254", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 81, "license_type": "no_license", "max_line_length": 37, "num_lines": 4, "path": "/1-string-reverse/string-reverse.py", "repo_name": "Viapunk/Martyr2-projects", "src_encoding": "UTF-8", "text": "__author__ = 'Viapunk'\n\nstring = raw_input(\"Give a string: \")\nprint(string[::-1])" }, { "alpha_fraction": 0.5337423086166382, "alphanum_fraction": 0.5644171833992004, "avg_line_length": 26.16666603088379, "blob_id": "db6fae1ac092eaf01ac2721c633f9b4a6244ed29", "content_id": "386557720969aef23830a63362d5656056cd2804", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 163, "license_type": "no_license", "max_line_length": 38, "num_lines": 6, "path": "/2-pig-latin/2-pig-latin.py", "repo_name": "Viapunk/Martyr2-projects", "src_encoding": "UTF-8", "text": "string = raw_input(\"Give a word: \")\nvowels = ['a','e','i','o','u']\nif string[0:1] in vowels:\n print(string+\"way\");\nelse:\n print(string[1:]+string[0:1]+\"ay\")\n" } ]
6
Kaeptn/random-python-stuff
https://github.com/Kaeptn/random-python-stuff
324cd7025fb29f81d192444bfacecf4b347f254b
f24271495529776dd93f21bb6d6ce5ab04f1c13b
7c6998d112ae237d3c14aaf18165876085cfa298
refs/heads/master
2016-09-05T19:23:17.962304
2011-03-27T09:50:24
2011-03-27T09:50:24
null
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.4716886579990387, "alphanum_fraction": 0.49707698822021484, "avg_line_length": 27.374406814575195, "blob_id": "3635004da2fc449bc01db7e7113ffa9efe228d1f", "content_id": "cba99095421ee5de76d5542e0ebf7657cd08adaa", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6011, "license_type": "no_license", "max_line_length": 115, "num_lines": 211, "path": "/funkStuff/getFunky.py", "repo_name": "Kaeptn/random-python-stuff", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n# coding=UTF-8\n\nimport getopt, sys, re\n\ndef usage():\n print \"\"\"\nUsage: getFunky.py [OPTION...] [VALUE]\nRechnet entweder anhand --min und --max ODER VALUE die passenden Werte aus.\n--min und --max dürfen nur in hz (khz,mhz,thz) angegeben werden!\nVALUE kann in hz (khz,mhz,thz) oder m (mm, cm, km) angegeben werden!\nIn beiden fällen muss das Wertezeichen hinzu. Werte wie 100 sind ungültig.\nKommazahlen und Tausendertrennzeichen werden angenommen.\nBsp.: \ngetFunky.py --min=400mhz --max=460mhz\noder\ngetFunky.py 70cm\noder\ngetFunky.py 102,8mhz\n\n========================================================================\n\n -h, --help\\t\\tdisplay this help and exit\n -c\t\\t\\tVerkürzt die Wellenlänge um den Faktor 0.97 (Antennbau Kupferdraht)\n --min=WERT\\tRechnet anhand min und max den Frequenzmittelwert und die passende Wellenlänge\n --max=WERT\\tgehört zu --min. Es müssen beide oder keiner der Werte gegeben sein\n --out-hz=EINHEIT\\tFormat für die Ausgabe der Frequenzen (Default: hz)\n --out-m=EINHEIT\\tFormat für die Ausgabe der Wellenlänge (Default: m)\n -2\t\\t\\tgibt zusätzlich noch Lambda (Wellenlänge) / 2 aus\n -4 \\t\\tgibt zusätzlich noch Lambda (Wellenlänge) / 4 aus\n -8 \\t\\tgibt zusätzlich noch Lambda (Wellenlänge) / 8 aus\n \n\"\"\"\n\ndef parseValue(rawArgument):\n\n values = re.match(r'([0-9,\\.]+)([a-zA-Z]+)', rawArgument)\n \n if not values:\n return False\n \n number = values.group(1)\n type = values.group(2)\n \n number = number.replace('.', '')\n number = number.replace(',', '.')\n number = float(number)\n \n type = type.lower()\n \n if type in ['hz', 'khz', 'mhz', 'ghz', 'thz']:\n if type == 'khz':\n number = number * 1000\n elif type == 'mhz':\n number = number * 1000000\n elif type == 'ghz':\n number = number * 1000000000\n elif type == 'thz':\n number = number * 1000000000000\n \n type = 'hz' \n elif type in ['mm', 'cm', 'm', 'km']:\n if type == 'mm': \n number = number / 1000\n elif type == 'cm':\n number = number / 100\n elif type == 'km':\n number = number * 1000\n \n type = 'm' \n else:\n return False\n \n\n return {'val': number, 'type': type}\n\n\ndef getFormat(value, newFormat):\n\n type = newFormat\n number = value['val']\n\n if type in ['hz', 'khz', 'mhz', 'ghz', 'thz']:\n if type == 'khz':\n number = number / 1000\n elif type == 'mhz':\n number = number / 1000000\n elif type == 'ghz':\n number = number / 1000000000\n elif type == 'thz':\n number = number / 1000000000000\n \n elif type in ['mm', 'cm', 'm', 'km']:\n if type == 'mm': \n number = number * 1000\n elif type == 'cm':\n number = number * 100\n elif type == 'km':\n number = number / 1000\n else:\n return value\n \n return {'val': number, 'type': type} \n\ndef main():\n try:\n opts, args = getopt.getopt(sys.argv[1:], \"ch248\", [\"help\", \"min=\", \"max=\", \"out-hz=\", \"out-m=\"])\n except getopt.GetoptError, err:\n print str(err)\n usage()\n sys.exit(2)\n \n verkuerzung = 1\n schall = 299792458\n min = False\n max = False\n outHz = False\n outM = False\n halbe = False\n viertel = False\n achtel = False\n einhHz = 'hz'\n einhm = 'm'\n \n \n for o, a in opts:\n if o in (\"-h\", \"--help\"):\n usage()\n sys.exit()\n elif o == '-c':\n verkuerzung = 0.97\n elif o == '--min':\n min = parseValue(a)\n elif o == '--max':\n max = parseValue(a)\n elif o == '--out-hz':\n einhHz = a.lower()\n elif o == '--out-m':\n einhm = a.lower()\n elif o == '-2':\n halbe = True\n elif o == '-4': \n viertel = True\n\telif o == '-8': \n achtel = True\n else:\n assert False, \"unhandled option\"\n\n if len(args) == 1:\n val = parseValue(args[0])\n else:\n val = None\n \n if min and max:\n if min['type'] == 'hz' and max['type'] == 'hz':\n outHz = max['val'] - min['val']\n outHz = outHz / 2\n outHz = outHz + min['val']\n outHz = {'val': outHz, 'type': 'hz'}\n outM = {'val': schall / outHz['val'], 'type': 'm'}\n else:\n usage()\n sys.exit(-1)\n elif val:\n if val['type'] == 'hz':\n min = val\n max = val\n outHz = val\n outM = {'val': schall / val['val'], 'type': 'm'}\n elif val['type'] == 'm':\n min = None\n max = None\n outM = val\n outHz = {'val': schall / val['val'], 'type': 'hz'}\n \n else:\n usage()\n sys.exit(-1)\n\n print \"\"\n \n if verkuerzung != 1:\n print \"ACHTUNG! Die Wellenlänge enthält den Verkürzungsfaktor von einfachen Kupferdraht (%f)\" % verkuerzung\n outM['val'] = outM['val']*verkuerzung\n\n outHz = getFormat(outHz, einhHz)\n outM = getFormat(outM, einhm) \n \n if min and max:\n min = getFormat(min, einhHz)\n max = getFormat(max, einhHz)\n print \"Minimum Freq:\\t%f %s\" % (min['val'], min['type'])\n print \"Maximum Freq:\\t%f %s\" % (max['val'], min['type'])\n\n print \"Mittel Freq:\\t%f %s\" % (outHz['val'], outHz['type'])\n print \"Wellenlänge:\\t%f %s\" % (outM['val'],outM['type']) \n\n if halbe:\n halbe = outM['val'] / 2\n print \"Wellenlänge/2:\\t%f %s\" % (halbe, outM['type'])\n if viertel:\n viertel = outM['val'] / 4\n print \"Wellenlänge/4:\\t%f %s\" % (viertel, outM['type'])\n if achtel:\n achtel = outM['val'] / 8\n print \"Wellenlänge/8:\\t%f %s\" % (achtel, outM['type'])\n \n print \"\"\n\nif __name__ == \"__main__\":\n main()\n" } ]
1
PCA1610/Smartninja
https://github.com/PCA1610/Smartninja
43df6ad54215cf82ffb1b36dee37944c7f3cd164
e417c2a93f214e496d240489dd85fc85c1de6a37
e08245ac7e22d3c14b631f927ea0d67a490cb9c3
refs/heads/master
2020-04-08T00:42:57.462260
2019-02-04T17:53:18
2019-02-04T17:53:18
158,863,713
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.7821782231330872, "alphanum_fraction": 0.7821782231330872, "avg_line_length": 19.200000762939453, "blob_id": "4b1fce4e01145baf569c98b8d591a178b1214653", "content_id": "78916d1703fcc388c57f1b231d21dc3f79db025e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 101, "license_type": "no_license", "max_line_length": 44, "num_lines": 5, "path": "/Uebung11/test.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "from datetime import datetime\n\ncurrent_year_full = int(datetime.now().year)\n\nprint current_year_full\n" }, { "alpha_fraction": 0.5874384045600891, "alphanum_fraction": 0.5935960412025452, "avg_line_length": 29.074073791503906, "blob_id": "e23d8b329e46fe679976f1094372b339eb140592", "content_id": "a299d785d33ce4db5f94da9d8d1d29daf4725cbc", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 812, "license_type": "no_license", "max_line_length": 119, "num_lines": 27, "path": "/Uebung13/main.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "from urllib2 import urlopen\nfrom BeautifulSoup import BeautifulSoup\n\n\ndef main():\n url = 'https://scrapebook22.appspot.com/'\n response = urlopen(url).read()\n\n soup = BeautifulSoup(response)\n\n for link in soup.findAll('a'):\n if link.string == \"See full profile\":\n person_url = \"https://scrapebook22.appspot.com/\" + link[\"href\"]\n person_html = urlopen(person_url).read()\n soup_person = BeautifulSoup(person_html)\n\n email_list = open(\"email_list.txt\", \"w+\") # open the TXT file (or create a new one)\n\n email_list.write(soup_person.find(\"span\", attrs={\"class\": \"email\"}).string + \"\\n\") # add task into the TXT\n\n email_list.write(\"\\n\")\n\n email_list.close() # close the TXT file\n\n\nif __name__ == \"__main__\":\n main()\n" }, { "alpha_fraction": 0.5438144207000732, "alphanum_fraction": 0.5657216310501099, "avg_line_length": 33.272727966308594, "blob_id": "f0dd825b5e55cf8e794c51f1b679091c130df215", "content_id": "bf420bda075a0b086110b6f53d1558d78d995b9d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 776, "license_type": "no_license", "max_line_length": 104, "num_lines": 22, "path": "/Uebung20/Mongo/main.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "from pymongo import MongoClient\r\nfrom bson import ObjectId\r\n\r\nif __name__ == '__main__':\r\n client = MongoClient()\r\n\r\n db = client.test_database\r\n\r\n people = db.people\r\n\r\n people.insert({'name': 'Mike', 'food': 'cheese'})\r\n people.insert({'name': 'John', 'food': 'ham', 'location': 'UK'})\r\n people.insert({'name': 'Markus', 'food': 'burger'})\r\n people.insert({'name': 'John', 'food': 'eggs'})\r\n people.insert({'name': 'Jane', 'food': 'salad'})\r\n people.insert({'name': 'John', 'food': 'sausages'})\r\n\r\n #peeps = people.find()\r\n\r\n #for person in people.find({\"_id\": ObjectId(\"5c508da40ae6964e867b6029\")}):\r\n #print (person['food'])\r\n people.update_one({\"name\": \"John\", \"food\": \"sausages\"}, {\"$set\": {\"name\": \"John\", \"food\": \"bread\"}})\r\n" }, { "alpha_fraction": 0.5808678269386292, "alphanum_fraction": 0.5828402638435364, "avg_line_length": 27.16666603088379, "blob_id": "894caa48a71575691538b5782fb30ccd034d0958", "content_id": "f49629f062e45db3d4f4f592b5b9ab56770f8832", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1014, "license_type": "no_license", "max_line_length": 112, "num_lines": 36, "path": "/Uebung10/cityquiz.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "import random\n\n\ndef main():\n country_capital_dict = {\"Slovenia\": \"Ljublijana\", \"Austria\": \"Vienna\", \"Czech\": \"Prag\", \"Germany\": \"Berlin\"}\n\n while True:\n rand_value = random.randint(0, 3)\n\n print (\"Hey, Nice to see you at the awsome country quiz!\")\n\n select_country = country_capital_dict.keys()[rand_value]\n user_input = raw_input(\"Do you know the capital of %s? \" % select_country)\n\n check_guess(user_input, select_country, country_capital_dict)\n\n again = raw_input(\"Would you like to stop the game? (yes/no) \")\n if again == \"yes\":\n break\n\n print \"Ende\"\n print \"__________________\"\n\ndef check_guess(user_input, country, cc_dict):\n capital = cc_dict[country]\n\n if user_input == capital:\n print \"Correct! The capital of %s is %s.\" % (country, capital)\n return True\n else:\n print \"Sorry, wrong answer, the capital of %s is not %s.\" % (country, capital)\n return False\n\n\nif __name__ == \"__main__\":\n main()\n" }, { "alpha_fraction": 0.7027027010917664, "alphanum_fraction": 0.7027027010917664, "avg_line_length": 23.66666603088379, "blob_id": "4af348d3659df403558fbda3171c4a21be163b93", "content_id": "0a70fe12b959a5b3b2a484d4ee2b755797ad6fee", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 222, "license_type": "no_license", "max_line_length": 82, "num_lines": 9, "path": "/Uebung10/quiz_test.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "from cityquiz import check_guess\n\n\ndef test_check_guess():\n assert check_guess(\"Ljubljana\", \"Slovenia\", {\"Slovenia\": \"Ljubljana\"}) == True\n return \"test_check_guess() passed successfully.\"\n\n\nprint test_check_guess()\n" }, { "alpha_fraction": 0.7236841917037964, "alphanum_fraction": 0.7236841917037964, "avg_line_length": 24.33333396911621, "blob_id": "47dea1d7c3e979fededa39fa739594a4fa5665b4", "content_id": "158b672b0dbc9be74e712f1eba5c3100a24f3a97", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 76, "license_type": "no_license", "max_line_length": 50, "num_lines": 3, "path": "/Uebung08/lowercase.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "textInput = raw_input(\"Please enter some Text: \")\n\nprint textInput.lower()\n" }, { "alpha_fraction": 0.5340501666069031, "alphanum_fraction": 0.5537634491920471, "avg_line_length": 24.363636016845703, "blob_id": "f219f4636dba5cad0653d026e4e907c0211a33bd", "content_id": "73a80a3c1806d5d40a36a29b2641755e8f53a3ff", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 558, "license_type": "no_license", "max_line_length": 86, "num_lines": 22, "path": "/Uebung07/numberGuess.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "import random\n\n\ndef main():\n\n rant_value = random.randint(1, 100)\n\n for x in range(0, 7):\n guess = int(raw_input(\"Guess the secret number (between 1 and 100): \"))\n\n if guess == rant_value:\n print \"You guessed it - congratulations! It's number %d :)\" % (rant_value)\n break\n elif guess > rant_value:\n print \"Your guess is to height\"\n elif guess < rant_value:\n print \"Your guess is to small\"\n print \"Game Over!!!! You only have 7 guesses.\"\n\n\nif __name__ == \"__main__\":\n main()\n" }, { "alpha_fraction": 0.6043165326118469, "alphanum_fraction": 0.6258992552757263, "avg_line_length": 12.899999618530273, "blob_id": "89300be376031bf943f41747d8c762496b73e283", "content_id": "280331c5ab95dc59c23744bce3526033de8a0e7f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 139, "license_type": "no_license", "max_line_length": 37, "num_lines": 10, "path": "/Uebung09/liste.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "mylist = [\"Banane\", \"Apfel\", \"Birne\"]\n\nprint (mylist[0])\nmylist.append(\"Melone\")\n\nmylist[1] = \"Beeren\"\n\nmylist[3] = \"Kiwi\"\n\nprint (mylist)\n" }, { "alpha_fraction": 0.49367088079452515, "alphanum_fraction": 0.49367088079452515, "avg_line_length": 17.647058486938477, "blob_id": "c589edbbd471915928918ae3b7aaa4d27a2028e4", "content_id": "bd2e63f426ff791917e0704d2f15bc53712c86d8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 316, "license_type": "no_license", "max_line_length": 45, "num_lines": 17, "path": "/Uebung07/variables.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "a = int(input(\"Gib eine Zahl ein: \"))\nb = int(input(\"Gib eine zweite Zahl ein: \"))\n\no = input(\"Choose your opperator: + - / *: \")\nc = True\n\nif o == \"+\":\n if c:\n print(a + b)\nelif o == \"-\":\n print(a - b)\nelif o == \"/\":\n print(a / b)\nelif o == \"*\":\n print(a * b)\nelse:\n print(\"Falscher Operator\")" }, { "alpha_fraction": 0.5847952961921692, "alphanum_fraction": 0.5964912176132202, "avg_line_length": 12.076923370361328, "blob_id": "c601b460718b29ab771699b98dfec76db2a0a446", "content_id": "9a1046ef1c0f8b7ed9f764cc23d7501745a6f69b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 171, "license_type": "no_license", "max_line_length": 34, "num_lines": 13, "path": "/Uebung10/funktions.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "animal = \"rabbit\"\n\n\ndef cat_funktion(animal2 = \"dog\"):\n animal = \"cat\"\n print (animal2)\n dog_funktion()\n\n\ndef dog_funktion():\n animal = \"dog\"\n\ncat_funktion()\n\n" }, { "alpha_fraction": 0.6155267953872681, "alphanum_fraction": 0.6654343605041504, "avg_line_length": 17.65517234802246, "blob_id": "3e68736261a4c9dded1e8da79cfde69e7e3e777b", "content_id": "07f83eddc06ec341cd6500325962d22b1f8e6d8f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 541, "license_type": "no_license", "max_line_length": 44, "num_lines": 29, "path": "/Uebung10/rechner.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "def addition_funktion(value1, value2):\n return value1 + value2\n\n\ndef subtraction_funktion(value1, value2):\n return value1 - value2\n\n\ndef multiplication_funktion(value1, value2):\n return value1 * value2\n\n\ndef division_funktion(value1, value2):\n return float(value1) / value2\n\n\ndef main():\n a = 5\n b = 10\n\n print addition_funktion(a, b)\n print addition_funktion(1, 2)\n print subtraction_funktion(3, 2)\n print multiplication_funktion(2, 3)\n print division_funktion(7, 5)\n\n\nif __name__ == \"__main__\":\n main()\n" }, { "alpha_fraction": 0.581818163394928, "alphanum_fraction": 0.6055943965911865, "avg_line_length": 18.86111068725586, "blob_id": "3ac15db522609f64dfbc8737c19e5aa3fb3cbf68", "content_id": "88ce6d63137769b4560525d5a7d7e8d5648b89d2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 715, "license_type": "no_license", "max_line_length": 99, "num_lines": 36, "path": "/Uebung15/GUI/fizzbzz.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "import Tkinter\nimport tkMessageBox\n\nwindow = Tkinter.Tk()\n\n# greeting text\ngreeting = Tkinter.Label(window, text=\"Enter a Number between 1 and 100\")\ngreeting.pack()\n\n# guess entry field\nnumber1 = Tkinter.Entry(window)\nnumber1.pack()\n\n\n# check guess\ndef fizz_funk():\n\n for x in range(1, int(number1.get()) + 1):\n\n if x % 3 == 0 and x % 5 == 0:\n print \"fizzbuzz\"\n elif x % 3 == 0:\n print \"fizz\"\n elif x % 5 == 0:\n print \"buzz\"\n else:\n print x\n\n tkMessageBox.showinfo(\"Result\", fizz_funk)\n\n\n# submit button\nsubmit = Tkinter.Button(window, text=\"Submit\", command=fizz_funk) # check_guess, not check_guess()\nsubmit.pack()\n\nwindow.mainloop()\n" }, { "alpha_fraction": 0.7432432174682617, "alphanum_fraction": 0.7466216087341309, "avg_line_length": 20.14285659790039, "blob_id": "15f0adfe3d5d3618e4379c240718266538c44587", "content_id": "06ce806c615ba6b835e39a2a6acea939c68ca7a5", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 296, "license_type": "no_license", "max_line_length": 59, "num_lines": 14, "path": "/Uebung13/Homework/quotes.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "from BeautifulSoup import BeautifulSoup\nfrom urllib2 import urlopen\n\n\nurl = \"https://quotes.yourdictionary.com/theme/marriage/\"\n\nresponse = urlopen(url).read()\n\nsoup = BeautifulSoup(response)\n\nquotes = soup.findAll('p', attrs={'class': 'quoteContent'})\n\nfor quote in quotes:\n print quote.text\n" }, { "alpha_fraction": 0.6552462577819824, "alphanum_fraction": 0.6659528613090515, "avg_line_length": 30.133333206176758, "blob_id": "97d7d41fa4a62a35edbd225c180712fc43a2c421", "content_id": "0b78e9655c99a3d85386167f45120fa3cd200f38", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 467, "license_type": "no_license", "max_line_length": 106, "num_lines": 15, "path": "/Uebung08/converter.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "print \"Mit diesem Programm kann man Kilometer in Meilen umrechnen.\"\n\nquestion = 0\n\nwhile True:\n userZahl = int(raw_input(\"Gib eine Entfernung in Kilometer ein, die du in Meilen umrechnen willst: \"))\n\n userZahlinMeilen = userZahl / 1.609\n\n print str(userZahl) + \" sind \" + str(userZahlinMeilen) + \" in Meilen.\"\n\n choice = raw_input(\"Would you like to do another conversion (y/n): \")\n\n if choice.lower() != \"y\" and choice.lower() != \"yes\":\n break\n" }, { "alpha_fraction": 0.7082718014717102, "alphanum_fraction": 0.717134416103363, "avg_line_length": 23.618181228637695, "blob_id": "cb5a7fbcdea8d805665635b768171435f2dbf3ba", "content_id": "6449b3736dd1bb203e67850e46e4c284ddb19c1b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1354, "license_type": "no_license", "max_line_length": 114, "num_lines": 55, "path": "/Uebung14/Bonus_GUI/calculator.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "import Tkinter\nimport tkMessageBox\n\nwindow = Tkinter.Tk()\n\n# greeting text\ntitle = Tkinter.Label(window, text=\"CALCULATOR\")\ntitle.pack()\n\n# guess entry field\nnumber1 = Tkinter.Entry(window)\nnumber1.pack()\nnumber2 = Tkinter.Entry(window)\nnumber2.pack()\n\n\n# ADDITION\ndef addition():\n result = int(number1.get()) + int(number2.get())\n\n tkMessageBox.showinfo(\"Result\", result)\n\n\ndef subtraction():\n result = int(number1.get()) - int(number2.get())\n\n tkMessageBox.showinfo(\"Result\", result)\n\n\ndef multiplication():\n result = int(number1.get()) * int(number2.get())\n\n tkMessageBox.showinfo(\"Result\", result)\n\n\ndef division():\n result = int(number1.get()) / int(number2.get())\n\n tkMessageBox.showinfo(\"Result\", result)\n\n\n# add button\nadd_button = Tkinter.Button(window, text=\"+\", command=addition) # check_guess, not check_guess()\nadd_button.pack()\n# subtraction button\nsubtraction_button = Tkinter.Button(window, text=\"-\", command=subtraction) # check_guess, not check_guess()\nsubtraction_button.pack()\n# multiplication button\nmultiplication_button = Tkinter.Button(window, text=\"*\", command=multiplication) # check_guess, not check_guess()\nmultiplication_button.pack()\n# division button\ndivision_button = Tkinter.Button(window, text=\"/\", command=division) # check_guess, not check_guess()\ndivision_button.pack()\n\nwindow.mainloop()\n" }, { "alpha_fraction": 0.6029776930809021, "alphanum_fraction": 0.6029776930809021, "avg_line_length": 26.785715103149414, "blob_id": "3cb75256770d9a8b413b8b254a14f8d9b9005ecf", "content_id": "777984922bc56532d0e01a68ca823608cee6c82c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 806, "license_type": "no_license", "max_line_length": 100, "num_lines": 28, "path": "/Uebung09/menu.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "print \"What is today's menu?\"\r\n\r\nmenu_dict = {}\r\n\r\nwhile True:\r\n todaymenu = raw_input(\"Please enter today's menu: \")\r\n price = raw_input(\"Was is the price of today's menu?: \")\r\n print \"Today's menu is: \" + todaymenu\r\n\r\n menu_dict[todaymenu] = price # this is how we add a key-value pair into a dict\r\n\r\n new = raw_input(\"Would you like to enter a new menu? (yes/no) \")\r\n\r\n if new == \"no\":\r\n break\r\n\r\nmenu_file = open(\"menu.txt\", \"w+\") # open the TXT file (or create a new one)\r\n\r\nprint \"This was your last menu: %s\" % menu_dict\r\nmenu_file.write(\"Today's menu:\\n\") # write into the TXT file\r\n\r\nmenu_file.write(\"Menu: \" + todaymenu + \" \" + \"Price: \" + price + \"\\n\") # add task into the TXT file\r\n\r\nmenu_file.write(\"\\n\")\r\n\r\nmenu_file.close() # close the TXT file\r\n\r\nprint \"END\"\r\n" }, { "alpha_fraction": 0.7410714030265808, "alphanum_fraction": 0.7633928656578064, "avg_line_length": 23.88888931274414, "blob_id": "ea8cf0129f58dc97115a17b396f0bbccaca259da", "content_id": "a5ed78c86eb7bbf8fee75105e97a1aa7bdbc5120", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 224, "license_type": "no_license", "max_line_length": 60, "num_lines": 9, "path": "/Uebung10/test.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "from rechner import addition_funktion\n\n\ndef testing_addition_funktion():\n assert addition_funktion(value1=2, value2=3) == 5\n return \"testing_addition_funktion() passed successfully\"\n\n\nprint testing_addition_funktion()\n" }, { "alpha_fraction": 0.4384858012199402, "alphanum_fraction": 0.44794952869415283, "avg_line_length": 19.266666412353516, "blob_id": "a6f3186575c54418d4e96ce63969097ba9ced43e", "content_id": "85c388dcd16c5aba65783b768f2a26005ad11888", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "HTML", "length_bytes": 317, "license_type": "no_license", "max_line_length": 74, "num_lines": 15, "path": "/Uebung20/Server/templates/index.html", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "<!DOCTYPE html>\r\n<html>\r\n <head>\r\n <title>My homepage</title>\r\n <meta charset=\"utf-8\">\r\n </head>\r\n\r\n <body>\r\n <h1>Homepage</h1>\r\n\r\n {% for person in persons: %}\r\n <a href=\"/profil/{{ person.person_id }}\">{{ person.name }}</a>\r\n {% endfor %}\r\n </body>\r\n</html>" }, { "alpha_fraction": 0.4441707134246826, "alphanum_fraction": 0.4550236463546753, "avg_line_length": 52.45195770263672, "blob_id": "4c6be11c1bbb4e07a199097bd86fb1a3b9601e78", "content_id": "a3a91e87c46c087291d1c5f94cac1167f076b880", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "HTML", "length_bytes": 15019, "license_type": "no_license", "max_line_length": 120, "num_lines": 281, "path": "/Uebung05/BarberShop/index.html", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "<!doctype html>\n<html lang=\"en\">\n<head>\n <!-- Required meta tags -->\n <meta charset=\"utf-8\">\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\">\n\n <!-- Bootstrap CSS -->\n <link rel=\"stylesheet\" href=\"https://stackpath.bootstrapcdn.com/bootstrap/4.1.3/css/bootstrap.min.css\"\n integrity=\"sha384-MCw98/SFnGE8fJT3GXwEOngsV7Zt27NXFoaoApmYm81iuXoPkFOJwJ8ERdknLPMO\" crossorigin=\"anonymous\">\n <link rel=\"stylesheet\" href=\"style/style.css\">\n <title>Barber Shop</title>\n</head>\n<body>\n<div>\n <div class=\"container\">\n <div class=\"row\">\n <div class=\"col-sm\">\n <nav class=\"navbar navbar-dark bg-dark textstyle topbar\">\n <a class=\"navbar-brand\">Phil's Barber Shop</a>\n <form class=\"form-inline\">\n <input class=\"form-control mr-sm-2\" type=\"search\" placeholder=\"Search\" aria-label=\"Search\">\n <button class=\"btn btn-outline-info my-2 my-sm-0\" type=\"submit\">Search</button>\n </form>\n </nav>\n </div>\n </div>\n <div class=\"row\">\n <div class=\"col-sm\">\n <div id=\"carouselExampleIndicators\" class=\"carousel slide\" data-ride=\"carousel\">\n <ol class=\"carousel-indicators\">\n <li data-target=\"#carouselExampleIndicators\" data-slide-to=\"0\" class=\"active\"></li>\n <li data-target=\"#carouselExampleIndicators\" data-slide-to=\"1\"></li>\n <li data-target=\"#carouselExampleIndicators\" data-slide-to=\"2\"></li>\n <li data-target=\"#carouselExampleIndicators\" data-slide-to=\"3\"></li>\n <li data-target=\"#carouselExampleIndicators\" data-slide-to=\"4\"></li>\n </ol>\n <div class=\"carousel-inner\">\n <div class=\"carousel-item active\">\n <img class=\"d-block w-100\" src=\"images/bild1.jpg\" alt=\"First slide\">\n </div>\n <div class=\"carousel-item\">\n <img class=\"d-block w-100\" src=\"images/bild2.jpg\" alt=\"Second slide\">\n </div>\n <div class=\"carousel-item\">\n <img class=\"d-block w-100\" src=\"images/bild3.jpg\" alt=\"Third slide\">\n </div>\n <div class=\"carousel-item\">\n <img class=\"d-block w-100\" src=\"images/bild4.jpg\" alt=\"Fourth slide\">\n </div>\n <div class=\"carousel-item\">\n <img class=\"d-block w-100\" src=\"images/bild5.png\" alt=\"Fifth slide\">\n </div>\n </div>\n <a class=\"carousel-control-prev\" href=\"#carouselExampleIndicators\" role=\"button\" data-slide=\"prev\">\n <span class=\"carousel-control-prev-icon\" aria-hidden=\"true\"></span>\n <span class=\"sr-only\">Previous</span>\n </a>\n <a class=\"carousel-control-next\" href=\"#carouselExampleIndicators\" role=\"button\" data-slide=\"next\">\n <span class=\"carousel-control-next-icon\" aria-hidden=\"true\"></span>\n <span class=\"sr-only\">Next</span>\n </a>\n </div>\n </div>\n </div>\n <div class=\"row\">\n <div class=\"col-sm\">\n <h2 class=\"hcolor\">Our services</h2>\n </div>\n </div>\n <div class=\"row\">\n <div class=\"col-sm-4 justify-content-around\">\n <div class=\"card text-white bg-dark mb-3 cardservice\" style=\"max-width: 18rem;\">\n <div class=\"card-header\">Header</div>\n <div class=\"card-body\">\n <h5 class=\"card-title\">Dark card title</h5>\n <p class=\"card-text\">Some quick example text to build on the card title and make up the bulk of\n the card's\n content.</p>\n </div>\n </div>\n </div>\n <div class=\"col-sm-4 justify-content-around\">\n <div class=\"card text-white bg-dark mb-3 cardservice\" style=\"max-width: 18rem;\">\n <div class=\"card-header\">Header</div>\n <div class=\"card-body\">\n <h5 class=\"card-title\">Dark card title</h5>\n <p class=\"card-text\">Some quick example text to build on the card title and make up the bulk of\n the card's\n content.</p>\n </div>\n </div>\n </div>\n <div class=\"col-sm-4 justify-content-around\">\n <div class=\"card text-white bg-dark mb-3 cardservice\" style=\"max-width: 18rem;\">\n <div class=\"card-header\">Header</div>\n <div class=\"card-body\">\n <h5 class=\"card-title\">Dark card title</h5>\n <p class=\"card-text\">Some quick example text to build on the card title and make up the bulk of\n the card's\n content.</p>\n </div>\n </div>\n </div>\n </div>\n <div class=\"row\">\n <div class=\"col-sm\">\n <h2 class=\"hcolor\">Make an appointment</h2>\n </div>\n </div>\n <div class=\"row justify-content-around\">\n <div class=\"col-sm-4\">\n <form>\n <div class=\"row namerow\">\n <div class=\"col\">\n <input type=\"text\" class=\"form-control\" placeholder=\"First name\">\n </div>\n <div class=\"col\">\n <input type=\"text\" class=\"form-control\" placeholder=\"Last name\">\n </div>\n </div>\n <div class=\"form-group\">\n <label class=\"textstyle\" for=\"formGroupExampleInput\">Phone Number</label>\n <input type=\"tel\" class=\"form-control\" id=\"formGroupExampleInput\" placeholder=\"05509999999\">\n </div>\n <div class=\"form-group\">\n <label class=\"textstyle\" for=\"exampleFormControlInput1\">Email address</label>\n <input type=\"email\" class=\"form-control\" id=\"exampleFormControlInput1\"\n placeholder=\"[email protected]\">\n </div>\n\n <div class=\"form-group\">\n <label class=\"textstyle\" for=\"exampleFormControlTextarea1\">What Service do you like?</label>\n <textarea class=\"form-control\" id=\"exampleFormControlTextarea1\" rows=\"3\"></textarea>\n </div>\n <div class=\"form-group form-check\">\n <input type=\"checkbox\" class=\"form-check-input\" id=\"exampleCheck1\">\n <label class=\"form-check-label textstyle\" for=\"exampleCheck1\">I agree that Philipp is the best\n friseur</label>\n </div>\n <button type=\"submit\" class=\"btn btn-outline-info my-2 my-sm-0\">Send</button>\n </form>\n </div>\n <div class=\"col-sm-4\">\n <table class=\"table table-striped table-dark\">\n <thead>\n <tr>\n <th scope=\"col\">Day</th>\n <th scope=\"col\">Working hours</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <td>Monday</td>\n <td>08:00 - 18:00</td>\n </tr>\n <tr>\n <td>Tuesday</td>\n <td>08:00 - 18:00</td>\n </tr>\n <tr>\n <td>Wednesday</td>\n <td>08:00 - 18:00</td>\n </tr>\n <tr>\n <td>Thursday</td>\n <td>08:00 - 18:00</td>\n </tr>\n <tr>\n <td>Friday</td>\n <td>08:00 - 18:00</td>\n </tr>\n <tr>\n <td>Saturday</td>\n <td>08:00 - 15:00</td>\n </tr>\n <tr>\n <td>Sunday</td>\n <td>08:00 - 15:00</td>\n </tr>\n </tbody>\n </table>\n <div>\n <p class=\"textstyle\">* We don't work on holidays.</p>\n </div>\n </div>\n </div>\n <div class=\"row\">\n <div class=\"col-sm\">\n <h2 class=\"hcolor\">FAQ (frequently asked questions)</h2>\n </div>\n </div>\n <div class=\"row\">\n <div class=\"col-sm\">\n <div class=\"accordion\" id=\"accordionExample\">\n <div class=\"card text-white bg-dark mb-3\">\n <div class=\"card-header\" id=\"headingOne\">\n <h5 class=\"mb-0\">\n <button class=\"btn btn-link textstyle\" type=\"button\" data-toggle=\"collapse\"\n data-target=\"#collapseOne\" aria-expanded=\"true\" aria-controls=\"collapseOne\">\n What beard styling is trendy right now?\n </button>\n </h5>\n </div>\n\n <div id=\"collapseOne\" class=\"collapse show\" aria-labelledby=\"headingOne\"\n data-parent=\"#accordionExample\">\n <div class=\"card-body\">\n Anim pariatur cliche reprehenderit, enim eiusmod high life accusamus terry richardson ad\n squid. 3 wolf moon officia aute, non cupidatat skateboard dolor brunch. Food truck\n quinoa nesciunt laborum eiusmod. Brunch 3 wolf moon tempor, sunt aliqua put a bird on it\n squid single-origin coffee nulla assumenda shoreditch et. Nihil anim keffiyeh helvetica,\n craft beer labore wes anderson cred nesciunt sapiente ea proident. Ad vegan excepteur\n butcher vice lomo. Leggings occaecat craft beer farm-to-table, raw denim aesthetic synth\n nesciunt you probably haven't heard of them accusamus labore sustainable VHS.\n </div>\n </div>\n </div>\n <div class=\"card text-white bg-dark mb-3\">\n <div class=\"card-header\" id=\"headingTwo\">\n <h5 class=\"mb-0\">\n <button class=\"btn btn-link collapsed textstyle\" type=\"button\" data-toggle=\"collapse\"\n data-target=\"#collapseTwo\" aria-expanded=\"false\" aria-controls=\"collapseTwo\">\n Can I color my beard?\n </button>\n </h5>\n </div>\n <div id=\"collapseTwo\" class=\"collapse\" aria-labelledby=\"headingTwo\"\n data-parent=\"#accordionExample\">\n <div class=\"card-body\">\n Anim pariatur cliche reprehenderit, enim eiusmod high life accusamus terry richardson ad\n squid. 3 wolf moon officia aute, non cupidatat skateboard dolor brunch. Food truck\n quinoa nesciunt laborum eiusmod. Brunch 3 wolf moon tempor, sunt aliqua put a bird on it\n squid single-origin coffee nulla assumenda shoreditch et. Nihil anim keffiyeh helvetica,\n craft beer labore wes anderson cred nesciunt sapiente ea proident. Ad vegan excepteur\n butcher vice lomo. Leggings occaecat craft beer farm-to-table, raw denim aesthetic synth\n nesciunt you probably haven't heard of them accusamus labore sustainable VHS.\n </div>\n </div>\n </div>\n <div class=\"card text-white bg-dark mb-3\">\n <div class=\"card-header\" id=\"headingThree\">\n <h5 class=\"mb-0\">\n <button class=\"btn btn-link collapsed textstyle\" type=\"button\" data-toggle=\"collapse\"\n data-target=\"#collapseThree\" aria-expanded=\"false\"\n aria-controls=\"collapseThree\">\n How to cut my beard myself?\n </button>\n </h5>\n </div>\n <div id=\"collapseThree\" class=\"collapse\" aria-labelledby=\"headingThree\"\n data-parent=\"#accordionExample\">\n <div class=\"card-body\">\n Anim pariatur cliche reprehenderit, enim eiusmod high life accusamus terry richardson ad\n squid. 3 wolf moon officia aute, non cupidatat skateboard dolor brunch. Food truck\n quinoa nesciunt laborum eiusmod. Brunch 3 wolf moon tempor, sunt aliqua put a bird on it\n squid single-origin coffee nulla assumenda shoreditch et. Nihil anim keffiyeh helvetica,\n craft beer labore wes anderson cred nesciunt sapiente ea proident. Ad vegan excepteur\n butcher vice lomo. Leggings occaecat craft beer farm-to-table, raw denim aesthetic synth\n nesciunt you probably haven't heard of them accusamus labore sustainable VHS.\n </div>\n </div>\n </div>\n </div>\n </div>\n </div>\n </div>\n</div>\n<!-- Optional JavaScript -->\n<!-- jQuery first, then Popper.js, then Bootstrap JS -->\n<script src=\"https://code.jquery.com/jquery-3.3.1.slim.min.js\"\n integrity=\"sha384-q8i/X+965DzO0rT7abK41JStQIAqVgRVzpbzo5smXKp4YfRvH+8abtTE1Pi6jizo\"\n crossorigin=\"anonymous\"></script>\n<script src=\"https://cdnjs.cloudflare.com/ajax/libs/popper.js/1.14.3/umd/popper.min.js\"\n integrity=\"sha384-ZMP7rVo3mIykV+2+9J3UJ46jBk0WLaUAdn689aCwoqbBJiSnjAK/l8WvCWPIPm49\"\n crossorigin=\"anonymous\"></script>\n<script src=\"https://stackpath.bootstrapcdn.com/bootstrap/4.1.3/js/bootstrap.min.js\"\n integrity=\"sha384-ChfqqxuZUCnJSK3+MXmPNIyE6ZbWh2IMqE241rYiqJxyMiZ6OW/JmZQ5stwEULTy\"\n crossorigin=\"anonymous\"></script>\n</body>\n</html>" }, { "alpha_fraction": 0.7135416865348816, "alphanum_fraction": 0.7369791865348816, "avg_line_length": 28.538461685180664, "blob_id": "0d3c83760d582ebed13fdb248571eedad40aacab", "content_id": "046a99b8a0351a102e6a4069727ef84726d2ac8a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 384, "license_type": "no_license", "max_line_length": 121, "num_lines": 13, "path": "/Uebung21/README.md", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "# About\n\nBasic GAE project with Jinja templating engine\n\n# Usage\n\n1. Click on Download ZIP\n2. Save on your disk and unzip\n4. Build something nice ;)\n5. Run the app with this command: `dev_appserver.py ./`\n6. Open your browser and go to: `http://localhost:8080`\n\nIf GAE doesn't work for you on localhost, change the gae_env variable to False (in main.py) and run the main.py directly.\n" }, { "alpha_fraction": 0.6328250169754028, "alphanum_fraction": 0.6376404762268066, "avg_line_length": 27, "blob_id": "e2d929a743ff6ffa3f2b704afcb6310a35aac10b", "content_id": "188e80ab3e97e8c3870bd1974f550e2605ead961", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2492, "license_type": "no_license", "max_line_length": 107, "num_lines": 89, "path": "/Uebung20/Server/main.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\nimport os\n\nimport jinja2\nimport webapp2\nfrom pymongo import MongoClient\nfrom bson import ObjectId\n\n\ntemplate_dir = os.path.join(os.path.dirname(__file__), \"templates\")\njinja_env = jinja2.Environment(loader=jinja2.FileSystemLoader(template_dir), autoescape=False)\n\n\nclass BaseHandler(webapp2.RequestHandler):\n\n def write(self, *a, **kw):\n return self.response.out.write(*a, **kw)\n\n def render_str(self, template, **params):\n t = jinja_env.get_template(template)\n return t.render(params)\n\n def render(self, template, **kw):\n return self.write(self.render_str(template, **kw))\n\n def render_template(self, view_filename, params=None):\n if not params:\n params = {}\n template = jinja_env.get_template(view_filename)\n return self.response.out.write(template.render(params))\n\n\nclass Person(object):\n def __init__(self, person_id, name, food):\n self.person_id = person_id\n self.name = name\n self.food = food\n\n\nclass MainHandler(BaseHandler):\n def get_person_list(self):\n person_list = []\n\n client = MongoClient()\n db = client.test_database\n people = db.people\n\n for p in people.find():\n person_list.append(Person(p['_id'], p['name'], p['food']))\n\n return person_list\n\n def get(self):\n return self.render_template(\"index.html\", params={\"persons\": self.get_person_list()})\n\n\nclass ProfilHandler(BaseHandler):\n def get(self, person_id):\n client = MongoClient()\n db = client.test_database\n people = db.people\n\n person = people.find_one({\"_id\": ObjectId(person_id)})\n return self.render_template(\"profil.html\", params={\"name\": person['name'], \"food\": person['food']})\n\n\napp = webapp2.WSGIApplication([\n webapp2.Route('/', MainHandler),\n webapp2.Route('/profil/<person_id:>', ProfilHandler),\n], debug=True)\n\n\n# run on localhost server\ngae_env = False # False: non-GAE localhost server; True: GAE on either localhost or on Google Cloud\nif not gae_env:\n def main():\n from paste import httpserver\n from paste.cascade import Cascade\n from paste.urlparser import StaticURLParser\n\n assets_dir = os.path.join(os.path.dirname(__file__))\n static_app = StaticURLParser(directory=assets_dir)\n\n web_app = Cascade([app, static_app])\n httpserver.serve(web_app, host='localhost', port='8000')\n\n\n if __name__ == '__main__':\n main()\n" }, { "alpha_fraction": 0.6438040137290955, "alphanum_fraction": 0.650432288646698, "avg_line_length": 27.67768669128418, "blob_id": "4713343eb2767b7f31e1afb365be8e084c272c61", "content_id": "e81ccaec576830f3cf474609a3ccb5694cfb83ac", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3470, "license_type": "no_license", "max_line_length": 100, "num_lines": 121, "path": "/Uebung18/Lesson/main.py", "repo_name": "PCA1610/Smartninja", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\nimport os\nimport random\n\nimport jinja2\nimport webapp2\n\n\ntemplate_dir = os.path.join(os.path.dirname(__file__), \"templates\")\njinja_env = jinja2.Environment(loader=jinja2.FileSystemLoader(template_dir), autoescape=False)\n\n\nclass BaseHandler(webapp2.RequestHandler):\n\n def write(self, *a, **kw):\n return self.response.out.write(*a, **kw)\n\n def render_str(self, template, **params):\n t = jinja_env.get_template(template)\n return t.render(params)\n\n def render(self, template, **kw):\n return self.write(self.render_str(template, **kw))\n\n def render_template(self, view_filename, params=None):\n if not params:\n params = {}\n template = jinja_env.get_template(view_filename)\n return self.response.out.write(template.render(params))\n\n\nclass Capital:\n def __init__(self, capital, country, image):\n self.capital = capital\n self.country = country\n self.image = image\n\n\ndef setup_data():\n lj = Capital(capital=\"Ljubljana\", country=\"Slovenia\", image=\"/assets/img/city1.jpg\")\n zg = Capital(capital=\"Zagreb\", country=\"Croatia\", image=\"/assets/img/city2.jpg\")\n w = Capital(capital=\"Vienna\", country=\"Austria\", image=\"/assets/img/city3.jpg\")\n rm = Capital(capital=\"Rome\", country=\"Italy\", image=\"/assets/img/city4.jpg\")\n be = Capital(capital=\"Berlin\", country=\"Germany\", image=\"/assets/img/city5.jpg\")\n\n return [lj, zg, w, rm, be]\n\n\nclass MainHandler(BaseHandler):\n def get(self):\n\n city_list = {\"Austria\": \"Vienna\", \"Germany\": \"Berlin\", \"Italy\": \"Rome\"}\n city = city_list[random.randint(0, 2)]\n\n return self.render_template(\"index.html\", params={\"random_city\": city})\n\n def post(self):\n result = self.request.get(\"city\")\n\n if result == \"Vienna\":\n return self.render_template(\"index.html\", params={\"result\": result})\n else:\n guess = \"Sorry, but your guess is to low. Try a bit higher.\"\n\n return self.render_template(\"index.html\", params={\"result\": guess})\n\n\nclass AboutHandler(BaseHandler):\n def get(self):\n return self.render_template(\"about.html\")\n\n\nclass ResultHandler(BaseHandler):\n def get(self):\n return self.render_template(\"result.html\")\n\n\nclass ContactHandler(BaseHandler):\n def get(self):\n return self.render_template(\"contact.html\")\n\n\nclass ProjectsHandler(BaseHandler):\n def get(self):\n return self.render_template(\"projects.html\")\n\n\nclass BlogHandler(BaseHandler):\n def get(self):\n return self.render_template(\"blog.html\")\n\n\n\n\napp = webapp2.WSGIApplication([\n webapp2.Route('/', MainHandler),\n webapp2.Route('/about', AboutHandler),\n webapp2.Route('/result', ResultHandler),\n webapp2.Route('/contact', ContactHandler),\n webapp2.Route('/projects', ProjectsHandler),\n webapp2.Route('/blog', BlogHandler),\n], debug=True)\n\n\n# run on localhost server\ngae_env = False # False: non-GAE localhost server; True: GAE on either localhost or on Google Cloud\nif not gae_env:\n def main():\n from paste import httpserver\n from paste.cascade import Cascade\n from paste.urlparser import StaticURLParser\n\n assets_dir = os.path.join(os.path.dirname(__file__))\n static_app = StaticURLParser(directory=assets_dir)\n\n web_app = Cascade([app, static_app])\n httpserver.serve(web_app, host='localhost', port='8000')\n\n\n if __name__ == '__main__':\n main()\n" } ]
22
hongsam14/django_practice
https://github.com/hongsam14/django_practice
5fc04c2a7a9dc386bf32c80837b09a435deec04d
a3fce6d5137ec9578e904b4d01058c1655a5086b
13ed7ff5054d15fc9e00fa22f8c1e15d8ad39d9c
refs/heads/master
2023-05-06T01:29:08.282268
2021-06-05T08:55:19
2021-06-05T08:55:19
374,067,123
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.7221373915672302, "alphanum_fraction": 0.7221373915672302, "avg_line_length": 30.95121955871582, "blob_id": "f5e6e6a6870d17aa7c81fca29fab6fd44ae8649d", "content_id": "976b150a70452ea353c3015f6c10dcc2dd93ba58", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1310, "license_type": "no_license", "max_line_length": 77, "num_lines": 41, "path": "/article/views.py", "repo_name": "hongsam14/django_practice", "src_encoding": "UTF-8", "text": "import django\nfrom django.shortcuts import render\nfrom django.views import generic\nfrom django.views.generic import ListView, FormView, RedirectView, CreateView\nfrom django.contrib.auth.forms import AuthenticationForm, UserCreationForm\nfrom django.urls import reverse_lazy\nfrom django.contrib import messages\nfrom .models import Article, UserFavouriteArticle\nfrom .forms import ArticleForm\n\n# Create your views here.\nclass ArticleView(ListView):\n model = Article\n template_name = 'article.html'\n\nclass HomeView(RedirectView):\n pattern_name = 'article'\n\nclass LoginView(FormView):\n form_class = AuthenticationForm\n template_name = 'login.html'\n success_url = reverse_lazy('home')\n\nclass SignUp(CreateView):\n form_class = UserCreationForm\n success_url = reverse_lazy('login')\n template_name = 'signup.html'\n\nclass Publications(FormView):\n form_class = ArticleForm\n template_name = 'publish.html'\n success_url = '/'\n def form_valid(self, form:ArticleForm):\n # post = form(self.request.POST)\n post = form.save(commit=False)\n post.author = self.request.user\n post.save()\n return super().form_valid(form)\n def form_invalid(self, form):\n messages.error(self.request, \"Invalid information.\")\n return super().form_invalid(form)\n" }, { "alpha_fraction": 0.684326708316803, "alphanum_fraction": 0.684326708316803, "avg_line_length": 40.181819915771484, "blob_id": "7d1544fbcf9bf03a6b043dc750fe5638da9cabc9", "content_id": "0ee73f098b2cabf7818983de3a1399a8de5148f0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 453, "license_type": "no_license", "max_line_length": 83, "num_lines": 11, "path": "/article/urls.py", "repo_name": "hongsam14/django_practice", "src_encoding": "UTF-8", "text": "from django.urls import path\nfrom . import views\nfrom django.contrib.auth.decorators import login_required\n\nurlpatterns = [\n path('', views.HomeView.as_view(), name='home'),\n path('article/', views.ArticleView.as_view(), name='article'),\n path('login/', views.LoginView.as_view(), name='login'),\n path('resister/', views.SignUp.as_view(), name='signup'),\n path('publish/', login_required(views.Publications.as_view()), name='publish'),\n]\n" }, { "alpha_fraction": 0.694779098033905, "alphanum_fraction": 0.7028112411499023, "avg_line_length": 30.125, "blob_id": "f8f110f6d469500f4536d867b80a52777503cf18", "content_id": "324f665cba57600bf4141e78d8a1794b923c84e2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 249, "license_type": "no_license", "max_line_length": 64, "num_lines": 8, "path": "/article/forms.py", "repo_name": "hongsam14/django_practice", "src_encoding": "UTF-8", "text": "from django.forms import ModelForm\nfrom .models import Article\n\n# https://docs.djangoproject.com/en/3.2/topics/forms/modelforms/\nclass ArticleForm(ModelForm):\n class Meta:\n model = Article\n fields = ['title', 'synopsis', 'content']\n" } ]
3
vikabar/test
https://github.com/vikabar/test
fa48c22c72c3d4732ee28cbe014dda29ede4c31f
6d35ad7602cd56d9bed3c0214ebe09ab6f8be9df
1d0b0e4395435cfd667bef4a6de0dbdb5fdb4abe
refs/heads/main
2023-01-06T11:06:27.290613
2020-11-02T20:13:35
2020-11-02T20:13:35
309,483,297
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6831682920455933, "alphanum_fraction": 0.6831682920455933, "avg_line_length": 23.25, "blob_id": "1539b271b01ab5fa458fe7fbd3133991a7199214", "content_id": "3db2ae304775bf8c6fff671d75460dea0f2e2701", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 202, "license_type": "no_license", "max_line_length": 45, "num_lines": 8, "path": "/MyProject/urls.py", "repo_name": "vikabar/test", "src_encoding": "UTF-8", "text": "from django.contrib import admin\r\nfrom django.urls import path\r\nfrom messenger.views import *\r\n\r\nurlpatterns = [\r\n path('admin/', admin.site.urls),\r\n path('messages/', MessageList.as_view()),\r\n]\r\n" }, { "alpha_fraction": 0.4797297418117523, "alphanum_fraction": 0.6756756901741028, "avg_line_length": 16.5, "blob_id": "e1f4d27ef46d3487198352529729d8f664cfb621", "content_id": "1266a21b647831122b4891bd78137395a2171c49", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 148, "license_type": "no_license", "max_line_length": 27, "num_lines": 8, "path": "/requirements.txt", "repo_name": "vikabar/test", "src_encoding": "UTF-8", "text": "asgiref==3.3.0\r\nDjango==3.1.3\r\ndjangorestframework==3.12.1\r\ngunicorn==20.0.4\r\nPillow==8.0.1\r\npsycopg2-binary==2.8.6\r\npytz==2020.4\r\nsqlparse==0.4.1\r\n" }, { "alpha_fraction": 0.7720588445663452, "alphanum_fraction": 0.7720588445663452, "avg_line_length": 24.799999237060547, "blob_id": "9a30b5c5ccbc8ce8882cd234d0a5fc0da3fb1569", "content_id": "dbc0f6cffa5d2d26a37e2670deeedbdf330f22f0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 136, "license_type": "no_license", "max_line_length": 43, "num_lines": 5, "path": "/messenger/admin.py", "repo_name": "vikabar/test", "src_encoding": "UTF-8", "text": "from django.contrib import admin\r\nfrom django.contrib.auth.models import User\r\nfrom .models import *\r\n\r\nadmin.site.register(Message)\r\n\r\n" } ]
3
wcstrickland/rock_paper_scissors
https://github.com/wcstrickland/rock_paper_scissors
9f647e38e5448ea161ca8256181526bfdbf1625c
05a47f2a3534903c1584ab8ad0b013513b7f24fd
bb620802bc7864c2741aaf5c0a2fa0dbc8c5d11a
refs/heads/main
2023-01-02T21:24:19.731023
2020-10-25T22:30:36
2020-10-25T22:30:36
307,205,590
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6552739143371582, "alphanum_fraction": 0.6687148213386536, "avg_line_length": 34.33488464355469, "blob_id": "b1bfd30dfb0de08433237af585ee7675647eedc2", "content_id": "a87813d22c8191504b7501065ac22bd452cc6528", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7812, "license_type": "no_license", "max_line_length": 87, "num_lines": 215, "path": "/rps.py", "repo_name": "wcstrickland/rock_paper_scissors", "src_encoding": "UTF-8", "text": "import random\r\nimport tkinter\r\nfrom PIL import ImageTk, Image\r\n\r\n\r\n# valid options list used for random computer selection\r\noptions = [\"rock\", \"paper\", \"scissors\"]\r\n\r\n# dictionary for matching image name to index in image list\r\nimage_options = {\"rock\": 0, \"paper\": 1, \"scissors\": 2}\r\n\r\n\r\n# nested dictionary system to establish relationship between 3\r\nrules = {\r\n \"rock\": {\"paper\": \"Loses\", \"scissors\": \"Wins\"},\r\n \"paper\": {\"rock\": \"Wins\", \"scissors\": \"Loses\"},\r\n \"scissors\": {\"rock\": \"Loses\", \"paper\": \"Wins\"}\r\n}\r\n\r\n\r\ndef _load_images():\r\n \"\"\"\r\n loads images from an image file. using list of option words as an\r\n iterable to pick matching filenames from a folder.\r\n :param :\r\n :return:\r\n \"\"\"\r\n for word in options:\r\n # grab image by word from list matching filename\r\n name = 'images/{}.png'.format(word)\r\n # open, resize, and convert to tk PhotoImage\r\n image = Image.open(name)\r\n image = image.resize((300, 270), Image.ANTIALIAS)\r\n image_object = ImageTk.PhotoImage(image)\r\n # append to list of images initialized around l 185\r\n images.append(image_object)\r\n\r\n\r\ndef _check(x, y):\r\n \"\"\"\r\n when passed \"rps\" arguments checks to see winner\r\n :param x: player 1 \"rps\"\r\n :param y: player 2 \"rps\"\r\n :return: a string with result \"x wins or looses\" or \"draw\"\r\n \"\"\"\r\n if x and y in rules:\r\n if x == y:\r\n return \"draw\"\r\n else:\r\n # uses arguments as indices of nested libraries to determine relationship\r\n check_result = rules[x][y]\r\n return x + \" \" + check_result\r\n else:\r\n return \"invalid input\"\r\n\r\n\r\ndef _computer_turn():\r\n \"\"\"\r\n randomly selects rock, paper or scissors and populates the computer\r\n canvas with corresponding image\r\n :return: object produced from random selection, importantly the same one\r\n used to select object\r\n \"\"\"\r\n # randomly selects from rps in options and binds to object\r\n random_choice = random.choice(options)\r\n # object is used as look up in dictionary and the result indexes a list of images\r\n random_image_object = images[image_options[random_choice]]\r\n # image populates computer canvas\r\n computer_choice_frame.create_image(50, 10, image=random_image_object, anchor='nw')\r\n # object is returned rather than random choice to keep result and image congruent\r\n return random_choice\r\n\r\n\r\ndef _recolor(x):\r\n \"\"\"\r\n sets the result box to red for loss, green for win, and white for draw\r\n :param x: the return of a check() from a button press\r\n :return:\r\n \"\"\"\r\n if \"Win\" in x:\r\n result.configure(background='green')\r\n elif \"Lose\" in x:\r\n result.configure(background='red')\r\n else:\r\n result.configure(background='white')\r\n\r\n\r\ndef _press_rock():\r\n \"\"\"\r\n checks an argument of rock against a random selection using \"check()\"\r\n bypasses need for passing arguments to allow button binding\r\n :return: .set()s a result text entry in gui with return of performed check\r\n \"\"\"\r\n press_rock_result = _check(\"rock\", _computer_turn())\r\n result_text.set(press_rock_result)\r\n _recolor(press_rock_result)\r\n rock_image_object = images[image_options[\"rock\"]]\r\n player_choice_frame.create_image(50, 10, image=rock_image_object, anchor='nw')\r\n\r\n\r\ndef _press_paper():\r\n \"\"\"\r\n checks an argument of rock against a random selection using \"check()\"\r\n bypasses need for passing arguments to allow button binding\r\n :return: .set()s a result text entry in gui with return of performed check\r\n \"\"\"\r\n press_paper_result = _check(\"paper\", _computer_turn())\r\n result_text.set(press_paper_result)\r\n _recolor(press_paper_result)\r\n paper_image_object = images[image_options[\"paper\"]]\r\n player_choice_frame.create_image(50, 10, image=paper_image_object, anchor='nw')\r\n\r\n\r\ndef _press_scissors():\r\n \"\"\"\r\n checks an argument of rock against a random selection using \"check()\"\r\n bypasses need for passing arguments to allow button binding\r\n :return: .set()s a result text entry in gui with return of performed check\r\n \"\"\"\r\n # runs check() of scissors against random computer input\r\n press_scissors_result = _check(\"scissors\", _computer_turn())\r\n # populates the result field with return of check()\r\n result_text.set(press_scissors_result)\r\n # recolor()s according to result\r\n _recolor(press_scissors_result)\r\n # creates image object for scissors input via dictionary key\r\n scissors_image_object = images[image_options[\"scissors\"]]\r\n # and finally populates the player canvas with the image\r\n player_choice_frame.create_image(50, 10, image=scissors_image_object, anchor='nw')\r\n\r\n\r\ndef _play_again():\r\n \"\"\"\r\n resets the game to starting state(currently only clears result_text)\r\n :return:\r\n \"\"\"\r\n global computer_choice_frame\r\n global player_choice_frame\r\n # reset result box\r\n result_text.set(\"\")\r\n # reset color\r\n _recolor(\"draw\")\r\n # destroy and recreate canvas for player and computer\r\n computer_choice_frame.destroy()\r\n computer_choice_frame = tkinter.Canvas(main_window, relief=\"sunken\", borderwidth=1)\r\n computer_choice_frame.grid(row=0, column=1, sticky='ew', columnspan=1, rowspan=1)\r\n player_choice_frame.destroy()\r\n player_choice_frame = tkinter.Canvas(main_window, relief=\"sunken\", borderwidth=1)\r\n player_choice_frame.grid(row=1, column=1, sticky='ew', columnspan=1, rowspan=1)\r\n\r\n\r\n# $$$$$$$$$$$$ MAIN WINDOW\r\n\r\nmain_window = tkinter.Tk()\r\nmain_window.title(\"Rock Paper Scissors\")\r\nmain_window.geometry('590x600+500+300')\r\nmain_window['padx'] = 10\r\n\r\n# ############# WEIGHTS\r\n\r\nmain_window.columnconfigure(0, weight=1)\r\nmain_window.columnconfigure(1, weight=200)\r\nmain_window.columnconfigure(2, weight=1)\r\nmain_window.columnconfigure(3, weight=1)\r\n\r\nmain_window.rowconfigure(0, weight=200)\r\nmain_window.rowconfigure(1, weight=200)\r\nmain_window.rowconfigure(2, weight=1)\r\nmain_window.rowconfigure(3, weight=1)\r\n\r\n\r\n# ########### CHOICE CANVAS\r\n\r\ncomputer_choice_frame = tkinter.Canvas(main_window, relief=\"sunken\", borderwidth=1)\r\ncomputer_choice_frame.grid(row=0, column=1, sticky='ew', columnspan=1, rowspan=1)\r\n\r\ncomputer_choice_label = tkinter.Label(main_window, text=\"computer\")\r\ncomputer_choice_label.grid(row=0, column=0, sticky='ew')\r\n\r\nplayer_choice_frame = tkinter.Canvas(main_window, relief=\"sunken\", borderwidth=1)\r\nplayer_choice_frame.grid(row=1, column=1, sticky='ew', columnspan=1, rowspan=1)\r\n\r\nplayer_choice_label = tkinter.Label(main_window, text=\"player\")\r\nplayer_choice_label.grid(row=1, column=0, sticky='ew')\r\n\r\n\r\n# $$$$$$$$$$$$$$ CHOICE BUTTONS\r\n\r\nrock_button = tkinter.Button(main_window, text=\"ROCK\", command=_press_rock)\r\npaper_button = tkinter.Button(main_window, text=\"PAPER\", command=_press_paper)\r\nscissors_button = tkinter.Button(main_window, text=\"SCISSORS\", command=_press_scissors)\r\nplay_again_button = tkinter.Button(main_window, text=\"PLAY AGAIN\", command=_play_again)\r\n\r\nrock_button.grid(row=2, column=1, sticky='ne')\r\npaper_button.grid(row=2, column=1, sticky='n')\r\nscissors_button.grid(row=2, column=1, sticky='nw')\r\nplay_again_button.grid(row=3, column=1, sticky='sew')\r\n\r\n# #################### RESULT BOXES\r\n\r\nresult_label_frame = tkinter.LabelFrame(main_window, text=\"result\")\r\nresult_label_frame.grid(row=1, column=2, columnspan=2)\r\n# initializes string variable object to be referenced in Entry widget\r\nresult_text = tkinter.StringVar()\r\nresult = tkinter.Entry(result_label_frame, textvariable=result_text)\r\nresult.grid(row=1, column=2, columnspan=2, sticky='sw')\r\n\r\n# ########### LOAD IMAGES\r\n\r\n# initializes list for load_images() to .append to\r\nimages = []\r\n# calls load_images() function on folder: images\r\n_load_images()\r\n\r\nmain_window.mainloop()\r\n" } ]
1
wudangqibujie/mongo-
https://github.com/wudangqibujie/mongo-
9f2e20b0d90c6fe87963e21230553d91bcf0a681
2861f60a1682b76c6139542b45852871eb19613d
b9f764b542b91bb89cdaac059ee2428d13221066
refs/heads/master
2020-03-10T16:43:46.450935
2018-04-14T04:27:13
2018-04-14T04:27:13
129,481,454
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5633251667022705, "alphanum_fraction": 0.5907090306282043, "avg_line_length": 31.365079879760742, "blob_id": "db9db6f72edaa422a01dba9d9dc0d2238fd08044", "content_id": "16d963ccaa9ccfbe53cb3826dd7b327d69d25053", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2045, "license_type": "no_license", "max_line_length": 137, "num_lines": 63, "path": "/1.py", "repo_name": "wudangqibujie/mongo-", "src_encoding": "UTF-8", "text": "import requests\nimport pymongo\nfrom lxml import etree\n# client = pymongo.MongoClient(\"localhost\",27017)\n# db = client[\"youxin\"]\ndata=dict()\nurl = \"https://sz.zu.anjuke.com/fangyuan/p{}/\"\nheaders = {\"User-Agent\":\"Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/65.0.3325.181 Safari/537.36\"}\nr = requests.get(url.format(1),headers=headers)\nhtml = etree.HTML(r.text)\n# print(html.xpath('//title'))\nitems = html.xpath('//div[@class=\"list-content\"]/div')\nprint(r.status_code)\n# print(items)\n# print(r.text)\nfor i in items[2:-1]:\n data[\"title\"]= i.xpath('div[1]/h3/a/@title')[0]\n data[\"url\"] = i.xpath('div[1]/h3/a/@href')[0]\n data[\"location\"] = i.xpath('div[1]/address/text()')[1].split()\n data[\"size\"] = i.xpath('div[1]/p/text()')[0].strip()\n data[\"price\"] = i.xpath('div[2]/p/strong/text()')[0]\n print(data)\n\n\n\n\n\n# import pymongo\n# class Mongo_Data():\n# def __init__(self,base_name,ip=\"localhost\"):\n# self.client = pymongo.MongoClient(ip,27017)\n# self.db = self.client[base_name]\n# def get_all_coll_names(self):\n# coll_names = self.db.collection_names()\n# return coll_names\n#\n# def get_collection(self,colle_name,db):\n# coll = db[colle_name]\n# return coll\n# def insert_data2coll(self,data,coll):\n # coll.insert(data)\n # def remove_coll(self,coll,data,all=False):\n # if all:\n # coll.remove()\n # else:\n # coll.remove(data)\n # def update_coll(self,coll,old_data,new_data):\n # coll.update(old_data,{\"$set\":new_data})\n # def find_one_docum(self,coll):\n # one = coll.find_one()\n # return one\n # def find_multi_docum(self,coll):\n # all = coll.find()\n # return all\n # def get_docum_num(self):\n # num = self.find_multi_docum().count()\n# if __name__ == '__main__':\n# fir = Mongo_Data(\"BMWAMG\")\n# coll = fir .get_collection(\"M5E63\",fir.db)\n# fir.remove_coll(coll)\n\n # names = fir.get_all_coll_names()\n # print(names)\n\n\n\n\n\n\n" } ]
1
WatermelonIsMe/IP_Query
https://github.com/WatermelonIsMe/IP_Query
fb6e98ef8f538338141483f7f0b4d51e5766fa69
6525296df4c2c8f802e7ef47fae04931abf2cf64
da641047cad043cafcba8ea019a69b234979f89f
refs/heads/master
2020-04-27T11:35:49.073235
2019-03-07T08:19:57
2019-03-07T08:19:57
174,300,939
1
0
null
null
null
null
null
[ { "alpha_fraction": 0.3905070126056671, "alphanum_fraction": 0.40560948848724365, "avg_line_length": 27.090909957885742, "blob_id": "28c143051ebee2294e2460fb876b07fa8ad45744", "content_id": "c0d9cb92a06cf9c6db12335b5fa398a85b63534a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1854, "license_type": "no_license", "max_line_length": 110, "num_lines": 66, "path": "/important/POST.py", "repo_name": "WatermelonIsMe/IP_Query", "src_encoding": "UTF-8", "text": "from flask import Flask, render_template, request\nimport socket, struct\nimport pymysql\nimport json\n\napp = Flask(__name__)\n\n\[email protected]('/', methods=['GET', 'POST'])\ndef get_ip():\n return render_template('iptest.html')\n\n\[email protected]('/query', methods=['POST'])\ndef get_ip_info():\n ip = eval(request.data).get('ip')\n result = {'city': '',\n 'keywords': '',\n 'Longitude': '',\n 'Latitude': ''}\n if ip:\n long = socket.ntohl(struct.unpack(\"I\", socket.inet_aton(str(ip)))[0])\n sql = \"select city, keywords, Longitude, Latitude from test where %s >= IP_Start and %s <= IP_End\" % (\n long, long)\n conn = pymysql.connect(host='127.0.0.1', user='root', password='', db='flask')\n cur = conn.cursor()\n cur.execute(sql)\n tmp = cur.fetchone()\n if tmp:\n result = {\n 'status': 'success',\n 'code': 200,\n 'data': {\n 'city': tmp[0],\n 'keywords': tmp[1],\n 'Longitude': tmp[2],\n 'Latitude': tmp[3]\n }\n }\n else:\n result = {\n 'status': 'fail',\n 'code': 404,\n 'data': {\n 'city': None,\n 'keywords': None,\n 'Longitude': None,\n 'Latitude': None\n }\n }\n else:\n result = {\n 'status': 'fail',\n 'code': 400,\n 'data': {\n 'city': None,\n 'keywords': None,\n 'Longitude': None,\n 'Latitude': None\n }\n }\n return json.dumps(result)\n\n\nif __name__ == '__main__':\n app.run('0.0.0.0',5002,debug=True)\n" }, { "alpha_fraction": 0.36563435196876526, "alphanum_fraction": 0.39210790395736694, "avg_line_length": 26.424657821655273, "blob_id": "4567f5a2f551fd32ab2e93ce9592df9cf003ca56", "content_id": "2c47d59688db15f9be8a345a3333127bbf7836a7", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2002, "license_type": "no_license", "max_line_length": 116, "num_lines": 73, "path": "/IP_Query/IP_Query.py", "repo_name": "WatermelonIsMe/IP_Query", "src_encoding": "UTF-8", "text": "from flask import Flask, render_template, request\nimport socket, struct\nimport pymysql\nimport json, re\n\napp = Flask(__name__)\n\n\[email protected]('/', methods=['GET', 'POST'])\ndef get_ip():\n return render_template('ipquery-1.html')\n\n\[email protected]('/query/')\ndef get_ip_info():\n ip = request.args.get('ip')\n\n result = {'city': '',\n 'keywords': '',\n 'Longitude': '',\n 'Latitude': ''}\n if re.match(r\"^(?:(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)\\.){3}(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)$\", ip):\n long = socket.ntohl(struct.unpack(\"I\", socket.inet_aton(str(ip)))[0])\n sql = \"select city, keywords, Longitude, Latitude from ip_v1 where %s between IP_Start and IP_End\" % long\n conn = pymysql.connect(host='127.0.0.1',\n user='root',\n password='',\n db='flask')\n cur = conn.cursor()\n cur.execute(sql)\n\n tmp = cur.fetchone()\n if tmp:\n result = {\n 'status': 'success',\n 'code': 200,\n 'data': {\n 'city': tmp[0],\n 'keywords': tmp[1],\n 'Longitude': tmp[2],\n 'Latitude': tmp[3]\n }\n }\n else:\n result = {\n 'status': 'fail',\n 'code': 404,\n 'data': [{\n 'city': None,\n 'keywords': None,\n 'Longitude': None,\n 'Latitude': None\n },\n ]\n }\n else:\n result = {\n 'status': 'fail',\n 'code': 400,\n 'data': {\n 'city': None,\n 'keywords': None,\n 'Longitude': None,\n 'Latitude': None\n }\n }\n print(result)\n return json.dumps(result)\n\n\n\nif __name__ == '__main__':\n app.run(debug=True)\n" } ]
2
alsers/Myself
https://github.com/alsers/Myself
9c043c6cfa41571ce22956f21a15e89c39e04486
be1d918e1017642105a9e97fea16ca8c3478202c
80658bfc96aa359489431397a08e6a460da35ecb
refs/heads/master
2023-08-03T23:52:50.698578
2021-09-24T08:49:33
2021-09-24T08:49:33
409,908,487
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.4440154433250427, "alphanum_fraction": 0.4797297418117523, "avg_line_length": 23.3764705657959, "blob_id": "2a545fcb0b0da8ae584b326075cb622e10657f31", "content_id": "fea2a4c33d99a7fe97558a1bb8b70bc42db552c5", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2356, "license_type": "no_license", "max_line_length": 70, "num_lines": 85, "path": "/2021.3/作业/Redpocket.py", "repo_name": "alsers/Myself", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\n\"\"\"\nCreated on Sun Mar 21 16:16:00 2021\n\n@author: zcg54\n\"\"\"\n\n# def get_amount_0():\n# amount = input('总金额 ')\n# assert 200 >= float(amount) > 0, '单个红包金额不能超过200元'\n# #检查是否为数字，金额是否在(0，200]的金额范围内\n# assert len(amount.split('.')[1]) < 3, '单个红包金额不能超过200元'\n# #检查是否为两位小数\n\nimport numpy as np\n\npeople_in_chat = 10\n\n\ndef get_amount():\n while True:\n amount = input('总金额 ')\n try:\n float(amount)\n except ValueError:\n print('输入为数字格式 ')\n continue\n try:\n amount.split('.')[1]\n except IndexError:\n if 200 >= int(amount) > 0:\n break\n else:\n print('输入正确的红包金额，单个红包金额不能超过200元')\n continue\n if 200 >= float(amount) > 0 and len(amount.split('.')[1]) < 3:\n break\n else:\n print('输入正确的红包金额，单个红包金额不能超过200元')\n return amount\n\n\ndef get_num_rp(threshold):\n while True:\n num_rp = input('红包个数 ')\n try:\n float(num_rp)\n except ValueError:\n print('输入为数字格式 ')\n continue\n if float(num_rp) > 0:\n try:\n num_rp.index('.')\n print('红包总数为整数')\n except ValueError:\n if int(num_rp) > threshold:\n print('输入正确的红包数量')\n continue\n else:\n break\n else:\n print('红包总数应为正整数')\n continue\n return num_rp\n\n\ndef divide_Redpocket(amount, num_rp):\n amount1 = float(amount) * 100\n total = amount1\n num_rp = int(num_rp)\n m = 0\n Money = np.zeros((1, num_rp))\n for i in range(num_rp - 1):\n m = np.random.randint(1, 2 * amount1 / (10 - i) + 1)\n amount1 -= m\n Money[0, i] = m\n Money[0, num_rp - 1] = total - np.sum(Money, axis=1)\n Money = Money / 100\n return Money\n\n\namount = get_amount()\nnum_rp = get_num_rp(people_in_chat)\nMoney = divide_Redpocket(amount, num_rp)\nnp.sum(Money)\n" }, { "alpha_fraction": 0.6583031415939331, "alphanum_fraction": 0.683566153049469, "avg_line_length": 35.24687576293945, "blob_id": "f27b2ec84fafaf1e8eeac43ba222096e3756acbb", "content_id": "fa2f00b746f764fa125b677a45a496bc179ca52a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 11818, "license_type": "no_license", "max_line_length": 151, "num_lines": 320, "path": "/2021.8/W3A2/MY_MIAN.py", "repo_name": "alsers/Myself", "src_encoding": "UTF-8", "text": "import numpy as np\nfrom pydub import AudioSegment\nimport random\nimport sys\nimport io\nimport os\nimport glob\nimport IPython\nfrom MY_UTIL import *\n## %matplotlib inline\n\nfrom winsound import PlaySound\nPlaySound(\"./raw_data/activates/1.wav\", flags=1)\nPlaySound(\"./raw_data/negatives/4.wav\", flags=1)\nPlaySound(\"./raw_data/backgrounds/1.wav\", flags=1)\nPlaySound(\"audio_examples/example_train.wav\", flags=1)\n\nx = graph_spectrogram(\"audio_examples/example_train.wav\")\n# x.shape : (101, 5511)\n\n_, data = wavfile.read(\"audio_examples/example_train.wav\")\n\nTx = 5511 # The number of time steps input to the model from the spectrogram\nn_freq = 101 # Number of frequencies input to the model at each time step of the spectrogram\n\n\n'''\naudio sampled at 44100 Hz (or 44100 Hertz). \n * This means the microphone gives us 44,100 numbers per second. \n * Thus, a 10 second audio clip is represented by 441,000\n * Raw audio divides 10 seconds into 441,000 units.\n * A spectrogram divides 10 seconds into 5,511 units.\n* You will use a Python module `pydub` to synthesize audio, and it divides 10 seconds into 10,000 units.\n* The output of our model will divide 10 seconds into 1,375 units.\n * $T_y = 1375$\n * For each of the 1375 time steps, the model predicts whether someone recently finished saying the trigger word \"activate\". \n* All of these are hyperparameters and can be changed (except the 441000, which is a function of the microphone). \n'''\nTy = 1375\n# load audio segments using pydub\nactivates, negatives, backgrounds = load_raw_audio('./raw_data/')\n\n\ndef get_random_time_segment(segment_ms):\n \"\"\"\n Gets a random time segment of duration segment_ms in a 10,000 ms audio clip.\n \n Arguments:\n segment_ms -- the duration of the audio clip in ms (\"ms\" stands for \"milliseconds\")\n \n Returns:\n segment_time -- a tuple of (segment_start, segment_end) in ms\n \"\"\"\n \n segment_start = np.random.randint(low=0, high=10000-segment_ms) # Make sure segment doesn't run past the 10sec background \n segment_end = segment_start + segment_ms - 1\n \n return (segment_start, segment_end)\n\n\n# check overlapping\ndef is_overlapping(segment_time, previous_segments):\n \"\"\"\n check if the time of a segment overlaps with the times of existing segments.\n\n Arguments:\n segment time -- a tuple of (segment_start, segment_end) for the new segment\n previous_segments -- a list of tuples of (segments_start, segment_end) for the existing segments.\n\n Returns:\n True if the time segment overlaps with any of the existing segments, False otherwise. \n \"\"\"\n segment_start, segment_end = segment_time\n overlap = False\n for previous_start, previous_end in previous_segments:\n if previous_start <= segment_end and segment_start <= previous_end: # !!! logic\n overlap = True\n break\n return overlap\n\n\ndef insert_audio_clip(background, audio_clip, previous_segments):\n \"\"\"\n insert a new audio segment over the background noise at random time step,\n ensuring audio segments dose not overlap with existing segments.\n \n Arguments:\n background -- a 10s background audio recording.\n audio_clip -- the audio clip to be inserted/overlaid.\n previous_segments -- time where audio segments have already been placed.\n\n Returns:\n new_background -- the updated background audio\n \"\"\"\n segment_ms = len(audio_clip)\n segment_time = get_random_time_segment(segment_ms)\n\n retry = 5\n while is_overlapping(segment_time, previous_segments) and retry >= 0:\n segment_time = get_random_time_segment(segment_ms)\n retry -= 1\n if not is_overlapping(segment_time, previous_segments):\n previous_segments.append(segment_time)\n new_background = background.overlay(audio_clip, position = segment_time[0]) # insert\n else:\n new_background = background\n segment_time = (10000, 10000)\n return new_background, segment_time \n\n\n## Implement code to update the labels y_t(assuming you just inserted an activate audio clip)\n## y is a (1, 1375) dimensional vector, since T_y = 1375\ndef insert_ones(y, segment_end_ms):\n '''\n Update the label vector y. The labels of the 50 output steps strictly after the end of the segment \n should be set to 1. By strictly we mean that the label of segment_end_y should be 0 while, the\n 50 following labels should be ones.\n\n Arguments:\n y -- numpy array of shape (1, Ty), the labels of the training example\n segment_end_ms -- the end time of the segment in ms\n \n Returns:\n y -- updated labels \n '''\n _, Ty = y.shape\n segment_end_y = int(segment_end_ms * Ty / 10000.0)\n \n if segment_end_y < Ty :\n for i in range(segment_end_y + 1, segment_end_y + 51):\n if i < Ty - 1:\n y[0, i] = 1\n return y\n\narr1 = insert_ones(np.zeros((1, Ty)), 9700)\nplt.plot(insert_ones(arr1, 4251)[0, :])\nprint('sanity checks', arr1[0][1333], arr1[0][634], arr1[0][635])\n\n\ndef create_training_example(background, actrivates, negatives, Ty):\n \"\"\"\n Creates a training example with a given background, activates, and negatives.\n \n Arguments:\n background -- a 10 second background audio recording\n activates -- a list of audio segments of the word \"activate\"\n negatives -- a list of audio segments of random words that are not \"activate\"\n Ty -- The number of time steps in the output\n\n Returns:\n x -- the spectrogram of the training example\n y -- the label at each time step of the spectrogram\n \"\"\"\n\n background = background - 20 ## make background quieter\n y = np.zeros((1, Ty))\n previous_segments = []\n number_of_activates = np.random.randint(0, 5)\n random_indices = np.random.randint(len(activates), size=number_of_activates)\n random_activates = [activates[i] for i in random_indices] ## select a random number of random 'activate' in |activates| and insert into background\n\n for random_activate in random_activates:\n background, segment_time = insert_audio_clip(background, random_activate, previous_segments)\n segment_start, segment_end = segment_time\n y = insert_ones(y, segment_end) \n\n number_of_negatives = np.random.randint(0, 3)\n random_indices = np.random.randint(len(negatives), size=number_of_negatives)\n random_negatives = [negatives[i] for i in random_indices]\n\n for random_negative in random_negatives:\n background, _ = insert_audio_clip(background, random_negative, previous_segments)\n\n background = match_target_amplitude(background, -20.0) \n ## ⬆⬆⬆ have already decreased the background volume, now restore the inserted background volume.\n file_handle = background.export(\"train\" + \".wav\", format='wav')\n x = graph_spectrogram(\"train.wav\")\n return x, y\n ## ⬆⬆⬆⬆⬆⬆ list比较特殊，在函数内虽然没有返回，但是append了新的元素仍会保留在函数结束之后\n\n# Set the random seed\nnp.random.seed(18)\nx, y = create_training_example(backgrounds[0], activates, negatives, Ty)\nPlaySound(\"train.wav\", flags=1)\n\nplt.plot(y[0])\n\nnp.random.seed(4543)\nnsamples = 10\nX = []\nY = []\nfor i in range(0, nsamples):\n if i%10 == 0:\n print(i)\n x, y = create_training_example(backgrounds[i % 2], activates, negatives, Ty)\n X.append(x.swapaxes(0,1))\n Y.append(y.swapaxes(0,1))\nX = np.array(X) ## Tensor\nY = np.array(Y)\n\n# Save the data for further uses\n# np.save(f'./XY_train/X.npy', X)\n# np.save(f'./XY_train/Y.npy', Y)\n# Load the preprocessed training examples\n# X = np.load(\"./XY_train/X.npy\")\n# Y = np.load(\"./XY_train/Y.npy\")\n\nX_dev = np.load(\"./XY_dev/X_dev.npy\")\nY_dev = np.load(\"./XY_dev/Y_dev.npy\")\n\n\n''' --- Model --- '''\nfrom tensorflow.keras.callbacks import ModelCheckpoint\nfrom tensorflow.keras.models import Model, load_model, Sequential\nfrom tensorflow.keras.layers import Dense, Activation, Dropout, Input, Masking, TimeDistributed, LSTM, Conv1D\nfrom tensorflow.keras.layers import GRU, Bidirectional, BatchNormalization, Reshape\nfrom tensorflow.keras.optimizers import Adam\n\ndef modelf(input_shape):\n '''\n Function creating the model's graph in Keras.\n \n Argument:\n input_shape -- shape of the model's input data (using Keras conventions)\n\n Returns:\n model -- Keras model instance\n '''\n X_input = Input(shape=input_shape)\n \n X = Conv1D(196, 15, 4)(X_input)\n X = Activation('relu')(X)\n X = Dropout(0.8)(X)\n\n X = GRU(128, return_sequences=True)(X)\n X = Dropout(0.8)(X)\n X = BatchNormalization()(X)\n\n X = GRU(128, return_sequences=True)(X)\n X = Dropout(0.8)(X)\n X = BatchNormalization()(X)\n X = Dropout(0.8)(X)\n\n X = TimeDistributed(Dense(1, activation='sigmoid'))(X)\n '''\n TimeDistributed 通过将相同的 Dense 层（相同的权重）应用于 LSTM 输出一次一个时间步来实现这一技巧。\n 这样，输出层只需要一个连接到每个 LSTM 单元（加上一个偏置）。\n The TimeDistributed achieves this trick by applying the same Dense layer (same weights) to the LSTMs \n outputs for one time step at a time. In this way, the output layer only needs one connection to each LSTM unit (plus one bias).\n '''\n model = Model(inputs=X_input, outputs = X)\n return model\n\nmodel = modelf(input_shape=(Tx, n_freq))\nmodel.summary()\n\nfrom tensorflow.keras.models import model_from_json\njson_file = open('./models/model.json', 'r')\nloaded_model_json = json_file.read()\njson_file.close()\nmodel = model_from_json(loaded_model_json)\nmodel.load_weights('./models/model.h5')\n\nmodel.layers[2].trainable = False\nmodel.layers[7].trainable = False\nmodel.layers[10].trainable = False\n\nopt = Adam(lr=1e-6, beta_1=0.9, beta_2=0.999)\nmodel.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n\nmodel.fit(X, Y, batch_size=16, epochs=1)\n\n\n\ndef detect_triggerword(filename):\n plt.subplot(2, 1, 1)\n audio_clip = AudioSegment.from_wav(filename)\n audio_clip = match_target_amplitude(audio_clip, -20.0)\n file_handle = audio_clip.export(\"tmp.wav\", format=\"wav\")\n filename = \"tmp.wav\"\n\n x = graph_spectrogram(filename)\n # the spectrogram outputs (freqs, Tx) and we want (Tx, freqs) to input into the model\n x = x.swapaxes(0,1)\n x = np.expand_dims(x, axis=0)\n predictions = model.predict(x)\n \n plt.subplot(2, 1, 2)\n plt.plot(predictions[0,:,0])\n plt.ylabel('probability')\n plt.show()\n return predictions\n\nchime_file = 'audio_examples/chime.wav'\ndef chime_on_activate(filename, predictions, threshold): # smart 'for and if'\n audio_clip = AudioSegment.from_wav(filename)\n chime = AudioSegment.from_wav(chime_file)\n Ty = predictions.shape[1]\n # Step 1: Initialize the number of consecutive output steps to 0\n consecutive_timesteps = 0\n # Step 2: Loop over the output steps in the y\n for i in range(Ty):\n # Step 3: Increment consecutive output steps\n consecutive_timesteps += 1\n # Step 4: If prediction is higher than the threshold and more than 20 consecutive output steps have passed\n if consecutive_timesteps > 20: ## 25或者30可能更好?\n # Step 5: Superpose audio and background using pydub\n audio_clip = audio_clip.overlay(chime, position = ((i / Ty) * audio_clip.duration_seconds) * 1000)\n # Step 6: Reset consecutive output steps to 0\n consecutive_timesteps = 0\n # if amplitude is smaller than the threshold reset the consecutive_timesteps counter\n if predictions[0, i, 0] < threshold:\n consecutive_timesteps = 0\n \n audio_clip.export(\"chime_output.wav\", format='wav')\n\nfilename = \"./raw_data/dev/1.wav\"\nprediction = detect_triggerword(filename)\nchime_on_activate(filename, prediction, 0.5)\nPlaySound(\"./chime_output.wav\", flags=1)" }, { "alpha_fraction": 0.39946648478507996, "alphanum_fraction": 0.4211403727531433, "avg_line_length": 28.20792007446289, "blob_id": "e1314274db5070907ae56a167ee2ba9981273257", "content_id": "298094bde303ff5cab8bcb9354901f865667c492", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3195, "license_type": "no_license", "max_line_length": 84, "num_lines": 101, "path": "/2021.3/作业/Divide_Redpocket.py", "repo_name": "alsers/Myself", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\n\"\"\"\nCreated on Mon Mar 22 07:46:40 2021\n\n@author: zcg54\n\"\"\"\n\n'''Class Redpocket'''\n\nimport numpy as np\n\nclass Redpocket(): \n \n def __init__(self, people_in_chat):\n self.people_in_chat = people_in_chat\n \n def get_amount(self):\n while True:\n self.amount = input('总金额 ')\n try:\n float(self.amount)\n except ValueError:\n print('输入为数字格式 ')\n continue\n try:\n self.amount.split('.')[1]\n except IndexError:\n if 200 >= int(self.amount) > 0: \n break \n else:\n print('输入正确的红包金额，单个红包金额不能超过200元') \n continue\n if 200 >= float(self.amount) > 0 and len(self.amount.split('.')[1]) < 3:\n break\n else:\n print('输入正确的红包金额，单个红包金额不能超过200元')\n self.amount = float(self.amount)\n # return self.amount\n \n def get_num_rp(self):\n while True:\n self.num_rp = input('红包个数 ')\n try:\n float(self.num_rp)\n except ValueError:\n print('输入为数字格式 ')\n continue\n if float(self.num_rp) > 0:\n try:\n self.num_rp.index('.')\n print('红包总数为整数')\n except ValueError:\n if int(self.num_rp) > self.people_in_chat :\n print('输入正确的红包数量')\n continue\n elif float(self.amount) < float(self.num_rp) * 0.01:\n print('输入正确的红包数量')\n continue \n else:\n break\n else:\n print('红包总数应为正整数')\n continue\n # return self.num_rp \n # ⬆ self.num_np's type is <class 'str'>\n\n def divide_Redpocket(self): \n amount1 = float(self.amount) * 100\n \n if amount1 == int(self.num_rp): \n print(amount1 == self.num_rp)\n Money = np.ones((1, int(self.num_rp)))\n \n else:\n total = amount1\n self.num_rp = int(self.num_rp)\n #m = 0\n Money = np.zeros((1, self.num_rp))\n for i in range(self.num_rp-1):\n m = np.random.randint(1, 2 * amount1 / (10 - i) + 1)\n amount1 -= m\n Money[0, i] = m\n Money[0, self.num_rp-1] = total - np.sum(Money, axis=1)\n \n Money = Money / 100\n return np.array(Money) \n \n \n \n \n# rp = Redpocket(11) \n# rp.get_amount()\n# rp.get_num_rp()\n# rp.divide_Redpocket()\n \n# Divide_Redpocket CAlling:\n# import Divide_Redpocket as rp\n# rep = rp.Redpocket(11) \n# rep.get_amount()\n# rep.get_num_rp()\n# rep.divide_Redpocket()\n \n \n \n \n \n \n \n \n \n " }, { "alpha_fraction": 0.5138385891914368, "alphanum_fraction": 0.5736849904060364, "avg_line_length": 37.13259506225586, "blob_id": "b0cd75d187d943590b35fb8c884fedbe265ae92f", "content_id": "7e98015450a0d1fa17a7aa6abf671c7cfe0434d6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "R", "length_bytes": 6959, "license_type": "no_license", "max_line_length": 167, "num_lines": 181, "path": "/2021.6/R/EX7(10)_P348.r", "repo_name": "alsers/Myself", "src_encoding": "UTF-8", "text": "## EX7(10)\nlibrary(astsa)\nP = 1 : 1024; S = P + 1024\nmag.P = log10(apply(eqexp[P, ], 2, max) - apply(eqexp[P, ], 2, min))\nmag.S = log10(apply(eqexp[S, ], 2, max) - apply(eqexp[S, ], 2, min))\neq.P = mag.P[1 : 8]; eq.S = mag.S[1 : 8]\nex.P = mag.P[9 : 16]; ex.S = mag.S[9 : 16]; \nNZ.P = mag.P[17]; NZ.S = mag.S[17]\n\n\n# 计算线性判别方程\ncov.eq = var(cbind(eq.P, eq.S))\ncov.ex = var(cbind(ex.P, ex.S))\ncov.pooled = (cov.ex + cov.eq) / 2\n\nmeans.eq = colMeans(cbind(eq.P, eq.S))\nmeans.ex = colMeans(cbind(ex.P, ex.S))\n\nslopes.eq = solve(cov.pooled, means.eq)\ninter.eq = -sum(slopes.eq * means.eq) / 2\n\nslopes.ex = solve(cov.pooled, means.ex)\ninter.ex = -sum(slopes.ex * means.ex) / 2\n\nd.slopes = slopes.eq - slopes.ex\nd.inter = inter.eq - inter.ex\n\n\n\n# 给新观测分类\nnew.data = cbind(NZ.P, NZ.S)\nd = sum(d.slopes * new.data) + d.inter\npost.eq = exp(d) / (1 + exp(d))\n\n\n\n# Print(disc function, posteriors) and plot results\ncat(d.slopes[1], 'mag.P + ', d.slopes[2], 'mag.S + ', d.inter, '\\n')\ncat('P(EQ|data) = ', post.eq, 'P(EX|data) = ', 1 - post.eq, '\\n')\nplot(eq.P, eq.S, xlim=c(0, 1.5), ylim=c(.75, 1.25), xlab='log mag(p)', ylab=\"log mag(S)\", pch=8, cex=1.1, lwd=2, main='Classification Based on the Magnitude Features')\n\npoints(ex.P, ex.S, pch=6, cex=1.1, lwd=2)\npoints(new.data, cex=1.1, lwd=2)\n\nabline(a=-d.inter / d.slopes[2], b=-d.slopes[1]/d.slopes[2])\ntext(eq.P-.07, eq.S+.005, label=names(eqexp[1:8]), cex=.8)\ntext(ex.P-.07, ex.S+.003, label=names(eqexp[9:16]), cex=.8)\ntext(NZ.P-.07, NZ.S+.003, label=names(eqexp[17]), cex=.8)\nlegend('topright', c('EQ', 'EX', 'NZ'), pch=c(8, 6, 3), pt.lwd=2, cex=1.1)\n\n\n\n\n# Cross-Validation\nall.data = rbind(cbind(eq.P, eq.S), cbind(ex.P, ex.S))\npost.eq <- rep(NA, 8) -> post.ex\nfor(j in 1:16){\n if(j <= 8){samp.eq = all.data[-c(j, 9:16), ]\n samp.ex = all.data[9:16, ]}\n if(j > 8){samp.eq = all.data[1:8, ]\n samp.ex = all.data[-c(j, 1:8), ]}\n\n df.eq = nrow(samp.eq)-1; df.ex = nrow(samp.ex)-1\n mean.eq = colMeans(samp.eq); mean.ex = colMeans(samp.ex)\n cov.pooled = (df.eq*cov.eq + df.ex*cov.ex) / (df.eq + df.ex)\n slopes.eq = solve(cov.pooled, mean.ex)\n d.slopes = slopes.eq -slopes.ex\n d.inter = inter.eq - inter.ex\n d = sum(d.slopes * all.data[j, ]) + d.inter\n if (j <= 8) post.eq[j] = exp(d) / (1 + exp(d))\n if (j > 8) post.ex[j-8] = 1 / (1 + exp(d))\n}\n\nPosterior <- cbind(1:8, post.eq, 1:8, post.ex)\ncolnames(Posterior) <- c(\"EQ\", \"P(EQ|data)\", \"EX\", \"P(EX|data)\")\nround(Posterior, 3) # Results from Cross-validation (not shown)\n\n\n\n\n# EXP7_(11)\nP = 1 : 1024; S = P + 1024; p.dim = 2; n = 1024\neq = as.ts(eqexp[, 1:8])\nex = as.ts(eqexp[, 9:16])\nnz = as.ts(eqexp[, 17])\nf.eq <- array(dim=c(8, 2, 2, 512)) -> f.ex\nf.NZ = array(dim=c(2, 2, 512))\n\n# 计算 2x2 Hermitian矩阵行列式\ndet.c <- function(mat){return(Re(mat[1,1]*mat[2,2]-mat[1,2]*mat[2,1]))}\nL = c(15, 13, 5) # for smoothing\nfor (i in 1:8){ # compute spectral matrices\n f.eq[i,,,] = mvspec(cbind(eq[P, i], eq[S, i]), spans=L, taper=.5) $ fxx\n f.ex[i,,,] = mvspec(cbind(ex[P, i], ex[S, i]), spans=L, taper=.5) $ fxx}\nu = mvspec(cbind(nz[P], nz[S]), spans=L, taper=.5)\nf.NZ = u$fxx\nbndwidth = u$bandwidth * sqrt(12) * 40\nfhat.eq = apply(f.eq, 2:4, mean)\nfhat.ex = apply(f.ex, 2:4, mean)\n# plot the average spectra\npar(mfrow=c(2, 2), mar=c(3, 3, 2, 1), mgp=c(1.6, .6, 0))\nFr = 40 * (1:512) / n\nplot(Fr, Re(fhat.eq[1, 1, ]), type='l', xlab='Frequency (Hz)', ylab=\"\")\nplot(Fr, Re(fhat.eq[2, 2, ]), type='l', xlab='Frequency (Hz)', ylab=\"\")\nplot(Fr, Re(fhat.ex[1, 1, ]), type='l', xlab='Frequency (Hz)', ylab=\"\")\nplot(Fr, Re(fhat.ex[2, 2, ]), type='l', xlab='Frequency (Hz)', ylab=\"\")\nmtext('Average P-spectra', side=3, line=-1.5, adj=.2, outer=TRUE)\nmtext('Earthquakes', side=2, line=-1, adj=.8, outer=TRUE)\nmtext('Average s-spectra', side=3, line=-1.5, adj=.82, outer=TRUE)\nmtext('Earthquakes', side=2, line=-1, adj=.2, outer=TRUE)\npar(fig=c(.75, 1, .75, 1), new=TRUE)\nker = kernel('modified.daniell', L)$coef; ker = c(rev(ker), ker[-1])\nplot((-33:33)/40, ker, type='l', ylab=\"\", xlab='', cex.axis=.7, yaxp=c(0, .04, 2))\n#choose alpha\nBalpha = rep(0, 19)\n for (i in 1:19){alf=i/20\n for (k in 1:256){\n Balpha[i] = Balpha[i] + Re(log(det.c(alf*fhat.ex[,,k] + (1-alf)*fhat.eq[,,k])/det.c(fhat.eq[,,k]))-alf*log(det.c(fhat.ex[,,k])/det.c(fhat.eq[,,k])))}}\nalf = which.max(Balpha) / 20 # alpha = .4\n# 计算信息准则\nrep(0, 17) -> KLDiff -> BDiff -> KLeq -> KLex -> Beq -> Bex\nfor (i in 1:17){\n if (i <= 8) f0 = f.eq[i,,,]\n if (i > 8 & i <=16) f0 = f.ex[i-8,,,]\n if(i == 17) f0= f.NZ\nfor (k in 1:256){ # only use freqs out to .25}\n tr = Re(sum(diag(solve(fhat.eq[,,k], f0[,,k]))))\n KLeq[i] = KLeq[i] + tr + log(det.c(fhat.eq[,,k])) - log(det.c(f0[,,k]))\n Beq[i] = Beq[i] + Re(log(det.c(alf*f0[,,k] + (1-alf)*fhat.eq[,,k])/det.c(fhat.eq[,,k])) - alf*log(det.c(f0[,,k])/det.c(fhat.eq[,,k])))\ntr = Re(sum(diag(solve(fhat.ex[,,k], f0[,,k]))))\nKLex[i] = KLex[i] + tr + log(det.c(fhat.ex[,,k])) - log(det.c(f0[,,k]))\nBex[i] = Bex[i] + Re(log(det.c(alf*f0[,,k] + (1-alf)*fhat.ex[,,k])/det.c(fhat.ex[,,k])) - alf*log(det.c(f0[,,k])/det.c(fhat.ex[,,k])))}\nKLDiff[i] = (KLeq[i] - KLex[i]) / n\nBDiff[i] = (Beq[i] - Bex[i]) / (2 * n) }\nx.b = max(KLDiff) + .1; x.a = min(KLDiff) - .1\ny.b = max(BDiff) + .01; y.a = min(BDiff) - .01\ndev.new()\nplot(KLDiff[9:16], BDiff[9:16], type=\"p\", xlim = c(x.a, x.b), ylim = c(y.a, y.b),\n cex=1.1, lwd=2, xlab=\"Kullback-Leibler Difference\", ylab=\"chernoff Difference\", main=\"Classification Based on Chernoff and K-L Dustabces\", pch=6)\npoints(KLDiff[1:8], BDiff[1:8], pch=8, cex=1.1, lwd=2)\npoints(KLDiff[17], BDiff[17], pch=3, cex=1.1, lwd=2)\nlegend('topleft', legend=c('EQ', 'EX', 'NZ'), pch=c(8, 6, 3), pt.lwd=2)\nabline(h=0, v=0, lty=2, col='gray')\ntext(KLDiff[-c(1, 2, 3, 7, 14)]-.075, BDiff[-c(1, 2, 3, 7, 14)], label=names(eqexp[-c(1, 2, 3, 7, 14)]), cex=.7)\ntext(KLDiff[c(1, 2, 3, 7, 14)]+.075, BDiff[c(1, 2, 3, 7, 14)], label=names(eqexp[c(1, 2, 3, 7, 14)]), cex=.7)\n\n\n\n\n# EXP7(17)\nu = factor(bnrf1ebv)\nx = model.matrix(~u-1)[, 1:3]\n# x = x[1:1000,]\nVar = var(x)\nxspec = mvspec(x, spans=c(7, 7), plot=FALSE)\nfxxr = Re(xspec$fxx)\n# 计算Q\nev = eigen(Var)\nQ = ev$vectors%*%diag(1/sqrt(ev$values))%*%t(ev$vectors)\n# compute spec envelop and scale vectors\nnum = xspec$n.used\nnfreq = length(xspec$freq)\nspecenv = matrix(0, nfreq, 1)\nbeta = matrix(0, nfreq, 3)\nfor (k in 1:nfreq){\n ev = eigen(2*Q%*%fxxr[,,k]%*%Q/num, symmetric=TRUE)\n specenv[k] = ev$values[1]\n b = Q%*%ev$vectors[,1]\n beta[k, ] = b/sqrt(sum(b^2))}\n# output and graphics\nfrequency = xspec$freq\nplot(frequency, 100*specenv, type='l', ylab='Spectral Envelope (%)')\n# add signficance threshold to plot\nm = xspec$kernel$m\netainv = sqrt(sum(xspec[-m,m]^2))\nthresh = 100*(2/num)*exp(qnorm(.999)*etainv)\nabline(h=thresh, lty=6, col=4)\n# details\noutput = cbind(frequency, specenv, beta)\ncolnames(output) = c('freq', 'specenv', 'A', 'C', 'G')\nround(output, 3)" }, { "alpha_fraction": 0.5445713996887207, "alphanum_fraction": 0.5891428589820862, "avg_line_length": 27.225807189941406, "blob_id": "bbbbf1fe3021bcb5e4574b208f5d23f48bda208e", "content_id": "56d7bb91dbfd05d589f130d96f7bc115e91939c1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1790, "license_type": "no_license", "max_line_length": 77, "num_lines": 62, "path": "/2021.4/Tensorflow.py", "repo_name": "alsers/Myself", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\n\"\"\"\nCreated on Wed Apr 14 21:36:48 2021\n\n@author: zcg54\n\"\"\"\n\nimport numpy as np\nimport tensorflow as tf\ntf.compat.v1.disable_eager_execution()\ncoefficients = np.array([[1.], [-20.], [100.]])\n\nw = tf.Variable(0., dtype=tf.float32)\nX = tf.compat.v1.placeholder(tf.float32, [3, 1])\n# cost = tf.add(w**2, tf.add(tf.multiply(-10., w), 25.))\n# cost = w**2 - 10 * w + 25\ncost = X[0][0] * w**2 + X[1][0] * w + X[2][0]\n\ntf.compat.v1.disable_eager_execution()\ntrain = tf.compat.v1.train.GradientDescentOptimizer(0.01).minimize(cost)\n\ninit = tf.compat.v1.global_variables_initializer()\nwith tf.compat.v1.Session() as session:\n session.run(init)\n for i in range(10000):\n session.run(train, feed_dict={X:coefficients})\n # print(session.run(w))\n print(session.run(w))\n\n\nnp.random.randn(3,1)\n\n\n\n'''-----------------------------------------------------------------------'''\nX = tf.constant([[1., 2., 3.], [4., 5., 6.]])\ny = tf.constant([[10.], [20.]])\n\nclass Linear(tf.keras.Model):\n def __init__(self):\n super().__init__()\n self.dense = tf.keras.layers.Dense(\n units=1,\n activation=None,\n kernel_initializer=tf.zeros_initializer(),\n bias_initializer=tf.zeros_initializer()\n )\n \n def call(self, input):\n output = self.dense(input)\n return output\n \nmodel = Linear()\noptimizer = tf.keras.optimizers.SGD(learning_rate=0.01)\nfor i in range(100):\n with tf.GradientTape() as tape:\n y_pred = model(X)\n loss = tf.reduce_mean(tf.square(y_pred - y))\n grads = tape.gradient(loss, model.variables)\n optimizer.apply_gradients(grads_and_vars=zip(grads, model.variables))\n\nprint(model.variables) ## 命名好像也是从零开始计数的，有待以后查证\n" }, { "alpha_fraction": 0.6332361698150635, "alphanum_fraction": 0.649562656879425, "avg_line_length": 34.020408630371094, "blob_id": "715bd03f1f17a9f99081a51dcfd55fd0ca9c2289", "content_id": "bc80df3854eb356772bf856adc1b4edb8d5d562b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1715, "license_type": "no_license", "max_line_length": 92, "num_lines": 49, "path": "/2021.8/W3A2/MY_UTIL.py", "repo_name": "alsers/Myself", "src_encoding": "UTF-8", "text": "import matplotlib.pyplot as plt\nfrom scipy.io import wavfile\nimport os\nfrom pydub import AudioSegment\n\n# Calculate and plot spectrogram for a WAV audio file\ndef graph_spectrogram(wav_file):\n rate, data = get_wav_info(wav_file)\n nfft = 200 # length of each window segment\n fs = 8000\n noverlap = 120 # Overlap between windows\n nchannels = data.ndim # same as columns_num\n if nchannels == 1: ## ??? 2021/8/11/0:59 ???\n pxx, freqs, bins, im = plt.specgram(data, nfft, fs, noverlap=noverlap)\n elif nchannels == 2:\n pxx, freqs, bins, im = plt.specgram(data[:, 0], nfft, fs, noverlap=noverlap) \n plt.show()\n return pxx\n\n\n\n# Load a wav file\ndef get_wav_info(wav_file):\n rate, data = wavfile.read(wav_file)\n # audio sampled at 44100Hz\n return rate, data\n\n\ndef match_target_amplitude(sound, target_dBFS):\n change_in_dBFS = target_dBFS - sound.dBFS\n return sound.apply_gain(change_in_dBFS)\n\ndef load_raw_audio(path):\n activates = []\n backgrounds = []\n negatives = []\n for filename in os.listdir(path + \"activates\"):\n if filename.endswith(\"wav\"): # endSwith !!\n activate = AudioSegment.from_wav(path + 'activates/' + filename)\n activates.append(activate)\n for filename in os.listdir(path + \"backgrounds\"):\n if filename.endswith(\"wav\") :\n background = AudioSegment.from_wav(path + 'backgrounds/' + filename)\n backgrounds.append(background)\n for filename in os.listdir(path + \"negatives\"):\n if filename.endswith(\"wav\"):\n negative = AudioSegment.from_wav(path + 'negatives/' + filename)\n negatives.append(negative)\n return activates, negatives, backgrounds" }, { "alpha_fraction": 0.5228365659713745, "alphanum_fraction": 0.536057710647583, "avg_line_length": 32.31999969482422, "blob_id": "71cdf17b07f7af9a7a8bda78d4874b268f7e21aa", "content_id": "6659bf2deac07826fb8a12f77e0c6c5b28ed0ee2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Java", "length_bytes": 1292, "license_type": "no_license", "max_line_length": 69, "num_lines": 25, "path": "/2021.9/javacode/changechar.java", "repo_name": "alsers/Myself", "src_encoding": "UTF-8", "text": "// changechar\npublic class changechar {\n\n public static void main(String[] args){\n System.out.println(\"北京天津河北\");\n // \"\\t\"为制表符\n System.out.println(\"北京\\t天津\\t河北\");\n // \"\\n\"为换行符 \n System.out.println(\"北京\\n天津\\n河北\"); \n // \"\\\\\" 输出一个 \"\\\"; 若要打出两个\"\\\\\"则需要4个\"\\\"，因为一个转义符“\\”后对应一个“\\”\n System.out.println(\"北京\\\\天津\\\\河北\"); \n System.out.println(\"北京\\\\\\\\天津\\\\\\\\河北\"); \n // 输出 \"\"，跟python不一样，不能用单双引号区别，java只能识别双引号，所以需要转义\"\\\"\n System.out.println(\"老韩说：\\\"要好好学习，才有饭吃\\\"\");\n // \"\\r\"：一个回车\n // 解读：\n // 1. 输出 北儿京儿的儿爷儿\n // 2. \\r 表示回车，但是由于没有换行符，所以光标由最后一个字符后面 变为 输出行的首字符前 （即：“北”前面）\n // 3. \\r 后的字符串将覆盖改行原先对应位置的字符，并进行最后输出\n System.out.println(\"北儿京儿的儿爷儿\\r佩奇\");\n\n // Practice\n System.out.println(\"书名\\t作者\\t价格\\t销量\\t\\n\\r三国\\t罗贯中\\t120\\t1000\");\n }\n}" }, { "alpha_fraction": 0.5091615915298462, "alphanum_fraction": 0.5263742208480835, "avg_line_length": 25.895523071289062, "blob_id": "b80b4cb324f809b264dc56fb2969ca62333eb704", "content_id": "909e4df6a7d4719811e19c624314956b0454af5e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1951, "license_type": "no_license", "max_line_length": 94, "num_lines": 67, "path": "/2021.9/W4/NER/Transformer_application_Named_Entity_Recognition.py", "repo_name": "alsers/Myself", "src_encoding": "UTF-8", "text": "'''\nNamed-Entity Recognition to Process Resumes\n'''\nimport pandas as pd\nimport tensorflow as tf\nimport json\nimport random\nimport logging\nimport re\n'''\n1. Dataset Cleaning\n'''\ndf_data = pd.read_json('ner.json', lines=True) # 由于JSON中每条数据是由空格分开的，所以需要使用lines=True（默认为False）\n# 其余情况下调整orient参数可以调整读取后的方式\n\ndf_data = df_data.drop(['extras'], axis=1)\ndf_data['content'] = df_data['content'].str.replace('\\n', ' ') # 针对pd.series字符串来进行字符串操作\n\n\ndef mergeIntervals(intervals):\n sorted_by_lower_bound = sorted(intervals, key=lambda tup:tup[0]) # tup元素的第一个子元素进行排序\n merged = []\n for higher in sorted_by_lower_bound:\n if not merged:\n merged.append(higher)\n else:\n lower = merged[-1]\n if higher[0] <= lower[1]:\n if lower[2] is higher[2]:\n upper_bound = max(lower[1], higher[1])\n merged[-1] = (lower[0], upper_bound, lower[2])\n else:\n if lower[1] > higher[1]:\n merged[-1] = lower\n else:\n merged[-1] = (lower[0], higher[1], higher[2])\n else:\n merged.append(higher)\n return merged \n\n\n\ndef get_entities(df):\n '''\n 返回：e.g.：[(939, 956+1, 'skills'), ...]\n '''\n entities=[]\n\n for i in range(len(df)):\n entity=[]\n\n for annot in df['annotation'][i]:\n try:\n ent = annot['label'][0]\n start = annot['points'][0]['start']\n end = annot['points'][0]['end'] + 1\n entity.append((start, end, ent))\n except:\n pass\n \n entity = mergeIntervals(entity)\n entities.append(entity)\n return entities\n\n\ndf_data['entities'] = get_entities(df_data)\ndf_data.head()" } ]
8
dashdotme/simple_server
https://github.com/dashdotme/simple_server
3eb658ec9ccf14748f2283dd3aa48e8ffe49f207
02a868d67db28b9aa492030cf2addb8766fa52ea
1a7ee607af631b6db09b71a5fafd119e089ca018
refs/heads/main
2023-05-02T03:00:07.519121
2021-04-11T09:20:14
2021-04-11T09:20:14
null
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6248466968536377, "alphanum_fraction": 0.6433042883872986, "avg_line_length": 35.288055419921875, "blob_id": "fd70ecb6780c018ea7b2d4149b89fa027541666d", "content_id": "2ac1c66764272db43a32da19301a8bfd47cc220e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 15495, "license_type": "no_license", "max_line_length": 154, "num_lines": 427, "path": "/assign1server.py", "repo_name": "dashdotme/simple_server", "src_encoding": "UTF-8", "text": "# Author: Dash Vallance\n# Adapted from example code provided by Sunil Lal\n\n# This is a simple HTTP server which listens on port 8080, accepts connection request, and processes the client request\n# in sepearte threads. It implements basic service functions (methods) which generate HTTP response to service the HTTP requests.\n# Currently there are 3 service functions; default, welcome and getFile. The process function maps the requet URL pattern to the service function.\n# When the requested resource in the URL is empty, the default function is called which currently invokes the welcome function.\n# The welcome service function responds with a simple HTTP response: \"Welcome to my homepage\".\n# The getFile service function fetches the requested html or img file and generates an HTTP response containing the file contents and appropriate headers.\n\n# To extend this server's functionality, define your service function(s), and map it to suitable URL pattern in the process function.\n\n# This web server runs on python v3\n# Usage: execute this program, open your browser (preferably chrome) and type http://servername:8080\n# e.g. if server.py and broswer are running on the same machine, then use http://localhost:8080\n\n# List of bugs I don't have time to understand/fix:\n# 'Reset' fails to clear the most recently added item, because the POST message\n# which appended it is resent on the refresh (issue with /updatePortfolio, likely not using the correct\n# HTTP status in some way)\nimport sys\nfrom socket import *\nimport os\nimport _thread\nimport requests # apparently pycurl struggles with heroku? It looked so fast too!\nimport json\nimport math\nimport base64\nfrom decimal import *\n\n# service function to fetch the requested file, and send the contents back to the client in a HTTP response.\ndef getFile(filename):\n try:\n # open and read the file contents. This becomes the body of the HTTP response\n f = open(filename, \"rb\")\n\n body = f.read()\n f.close()\n\n header = (\"HTTP/1.1 200 OK\\r\\n\\r\\n\").encode()\n except IOError:\n # Send HTTP response message for resource not found\n header = \"HTTP/1.1 404 Not Found\\r\\n\\r\\n\".encode()\n body = \"<html><head></head><body><h1>404 Not Found</h1></body></html>\\r\\n\".encode()\n\n return header, body\n\ndef badRequest():\n header = \"HTTP/1.1 400 Bad Request\\r\\n\\r\\n\".encode()\n body = \"<html><head></head><body><h1>400 Bad Request</h1></body></html>\\r\\n\".encode()\n return header, body\n\ndef lookupError():\n header = \"HTTP/1.1 404 Not Found\\r\\n\\r\\n\".encode()\n body = \"<html><head></head><body><h1>404 Not Found</h1></body></html>\\r\\n\".encode()\n return header, body\n\n# service function for requests which error out, to fetch a page body\ndef getFileNoHeader(filename):\n try:\n # open and read the file contents. This becomes the body of the HTTP response\n f = open(filename, \"rb\")\n\n body = f.read()\n f.close()\n\n except IOError:\n # Send HTTP response message for resource not found\n header = \"HTTP/1.1 404 Not Found\\r\\n\\r\\n\".encode()\n body = \"<html><head></head><body><h1>404 Not Found</h1></body></html>\\r\\n\".encode()\n return header, body\n\n return body\n\n\n# service function to generate HTTP response with a simple welcome message\ndef welcome(message):\n header = \"HTTP/1.1 200 OK\\r\\n\\r\\n\".encode()\n body = \"<html><head></head><body><h1>Welcome to my homepage</h1></body></html>\\r\\n\".encode()\n\n return header, body\n\n\ndef portfolio(message):\n with open('stockportfolio.html', 'rb') as f:\n body = f.read()\n\n header = 'HTTP/1.1 200 OK\\r\\n\\r\\n'.encode()\n\n return header, body\n\n\n# To avoid constantly downloading and parsing the massive stock symbol list for validation,\n# lets build a local copy. In the real world, we could have a script refresh this as often as required.\n# Instead, I'm just going to comment/uncomment a call to this function\ndef buildValidSymbolFile():\n validSymbols = []\n try:\n response = requests.get(\n 'https://cloud.iexapis.com/stable/ref-data/symbols?token=pk_2502efcdd63f4ac1aa76ecf413ea4e65 ')\n response.raise_for_status()\n asJson = response.json()\n for values in asJson:\n if values['type'] == 'cs':\n validSymbols.append(values['symbol'])\n\n with open('valid_symbols.json', 'w') as f:\n json.dump(validSymbols, f)\n\n except requests.HTTPError as http_err:\n print(f'HTTP error occurred: {http_err}')\n except Exception as err:\n print(f'Other error occurred: {err}')\n\n\ndef validateSymbol(givenSymbol):\n with open('valid_symbols.json', 'r') as f:\n toValidate = json.load(f)\n\n if givenSymbol in toValidate:\n return True\n\n return False\n\n\n# Error: price must be positive and reasonable, and we only want prices with > 2 decimal places\ndef validatePrice(price):\n p = float(price)\n num_decimals = round(p - math.floor(p), 6) # round to correct floating point math\n maxStockPrice = 316248.31 # value of the most expensive stock in the world, USD\n if p < 0 or p > maxStockPrice or num_decimals > 2:\n return False\n return True\n\n\ndef isInteger(string):\n try:\n int(string)\n return True\n except ValueError:\n return False\n\n\ndef resetJSON():\n with open('portfolio.json', 'w') as f:\n f.write('')\n\n header, body = getFile('stockportfolio.html')\n header = 'HTTP/1.1 226 IM Used\\r\\n\\r\\n'.encode()\n return header, body\n\ndef portfolioUpSuccess():\n header = 'HTTP/1.1 201 Created\\r\\nLocation: /stockportfolio.html\\r\\nContent-Location: /stockportfolio.html\\r\\n\\r\\n'.encode()\n with open('stockportfolio.html', 'rb') as f:\n body = f.read() # don't need to encode bytes\n\n return header, body\n\ndef portfolioUpFailure():\n header = 'HTTP/1.1 400 Bad Request\\r\\n\\r\\n'.encode()\n with open('stockportfolio.html', 'rb') as f:\n body = f.read()\n\n return header, body\n\ndef shortUpdate(updateData):\n # parse out the header\n updateData = updateData.split('\\r\\n\\r\\n')\n body = updateData[1].split('&')\n\n # parse the form data into a 2d array; structure = [0] : symbol; [1] : quantity; [2] : price\n # ie. [0][x] returns a key, eg. [0][0] = symbol; while [x][1] returns the value. eg. [0][1] may be AAPL\n upArray = []\n for v in body:\n upArray.append(v.split('='))\n\n # ensure the stock given as updateData is valid\n if not validateSymbol(upArray[0][1]):\n header = 'HTTP/1.1 400 Bad Request\\r\\n\\r\\n'.encode()\n body = getFileNoHeader('stockportfolio.html')\n return header, body\n\n # Error: quantity must be a positive integer within reasonable bounds\n if not isInteger(upArray[1][1]) or int(upArray[1][1]) < 0 \\\n or int(upArray[1][1]) > 1000000:\n header = 'HTTP/1.1 400 Bad Request\\r\\n\\r\\n'.encode()\n body = getFileNoHeader('stockportfolio.html')\n return header, body\n\n if not validatePrice(upArray[2][1]):\n header = 'HTTP/1.1 400 Bad Request\\r\\n\\r\\n'.encode()\n body = getFileNoHeader('stockportfolio.html')\n return header, body\n\n # Create entry\n portfolio_stocks = [{\n upArray[0][0]: upArray[0][1],\n upArray[1][0]: upArray[1][1],\n 'purchasePrice': upArray[2][1] # to correct form, which calls this 'price'\n }]\n\n with open('portfolio.json', 'w') as f:\n json.dump({'portfolio': portfolio_stocks}, f)\n\n return portfolioUpSuccess()\n\n\ndef updatePortfolio(update):\n # check if there are any existing entries\n try:\n bool = os.stat('portfolio.json').st_size != 0\n except OSError as err:\n print(\"OS error: {0}\".format(err))\n return shortUpdate(update)\n\n if '\\r\\n\\r\\n' not in update:\n return badRequest()\n\n if not bool:\n return shortUpdate(update)\n\n # download the current portfolio as a dict\n with open('portfolio.json', 'r+') as f:\n data = json.load(f)\n\n # parse out the header\n updateData = update.split('\\r\\n\\r\\n')\n if updateData[1] == '':\n return getFile('stockportfolio.html')\n # header, body = pageError()\n # return header, body\n\n body = updateData[1].split('&')\n\n # parse the form data into a 2d array; structure = [0] : symbol; [1] : quantity; [2] : price\n # ie. [0][x] returns a key, eg. [0][0] = symbol; while [x][1] returns the value. eg. [0][1] may be AAPL\n upArray = []\n for v in body:\n upArray.append(v.split('='))\n\n # ensure the stock given as updateData is valid\n if not validateSymbol(upArray[0][1]):\n return portfolioUpFailure()\n\n # lookup stock in portfolio\n existing = -1\n portfolio_stocks = data['portfolio']\n\n for values in portfolio_stocks:\n if upArray[0][1] in values['symbol']:\n existing = values\n\n if existing == -1: # append new stock to portfolio\n # Error: quantity must be a positive integer within reasonable bounds\n if not isInteger(upArray[1][1]) or int(upArray[1][1]) < 0 \\\n or int(upArray[1][1]) > 1000000:\n return portfolioUpFailure()\n\n if not validatePrice(upArray[2][1]):\n return portfolioUpFailure()\n\n # Create entry\n portfolio_stocks.append({\n upArray[0][0]: upArray[0][1],\n upArray[1][0]: upArray[1][1],\n 'purchasePrice': upArray[2][1] # to correct form, which calls this 'price'\n })\n\n # Reorganise and then store the portfolio\n sorted_portfolio = sorted(portfolio_stocks, key=lambda k: k['symbol'])\n with open('portfolio.json', 'w') as f:\n json.dump({'portfolio': sorted_portfolio}, f)\n\n return portfolioUpSuccess()\n\n else: # amend existing stock in portfolio\n # Error: quantity must be an integer, within reasonable bounds\n if not isInteger(upArray[1][1]) or \\\n int(upArray[1][1]) > 1000000:\n return portfolioUpFailure()\n\n if not validatePrice(float(upArray[2][1])):\n return portfolioUpFailure()\n\n # To keep stock removal easy: if users enter a negative number greater than the number of stocks\n # they own, we'll pretend they entered exactly the quantity which they own\n if int(upArray[1][1]) < 0 and abs(int(upArray[1][1])) > int(existing['quantity']):\n upArray[1][1] = -int((existing['quantity']))\n\n # calculate the new quantity and price\n total_val_of_existing = int(existing['quantity']) * float(existing['purchasePrice'])\n total_val_of_update = int(upArray[1][1]) * float(upArray[2][1])\n total_val = total_val_of_existing + total_val_of_update\n\n total_quantity = int(existing['quantity']) + int(upArray[1][1])\n\n if total_quantity == 0:\n price_per_unit = total_val\n else:\n price_per_unit = float(round(Decimal(total_val / total_quantity), 2))\n\n # update\n existing['quantity'] = total_quantity\n existing['purchasePrice'] = price_per_unit\n\n # Reorganise and then store the portfolio\n sorted_data = sorted(data['portfolio'], key=lambda k: k['symbol'])\n with open('portfolio.json', 'w') as f:\n json.dump({'portfolio': sorted_data}, f)\n\n return portfolioUpSuccess()\n\n # return portfolio('')\n\n\n# default service function\ndef default(message):\n header, body = welcome(message)\n\n return header, body\n\ndef authenticate(message):\n text = message.split('\\r\\n')\n\n username = '14297367'\n password = '14297367'\n encoded = base64.b64encode((username + ':' + password).encode('utf-8')).decode('utf-8')\n\n for v in text:\n if ':' in v:\n varr = v.split(': ')\n if varr[0] == 'Authorization':\n if varr[1] == 'Basic '+encoded:\n return True\n\n return False\n\n# We process client request here. The requested resource in the URL is mapped to a service function which generates the HTTP response\n# that is eventually returned to the client.\ndef process(connectionSocket):\n # buildValidSymbolFile()\n # Receives the request message from the client\n message = connectionSocket.recv(1024).decode()\n print(message)\n\n if len(message) > 1:\n # Validate authorization\n if not authenticate(message):\n # Send the HTTP response header line to the connection socket\n connectionSocket.send('HTTP/1.1 401 Unauthorized\\r\\nWWW-Authenticate: Basic realm=\"User Visible Realm\"\\r\\n\\r\\n'.encode())\n # Send the content of the HTTP body (e.g. requested file) to the connection socket\n connectionSocket.send(''.encode())\n # Close the client connection socket\n\n\n # Extract the path of the requested object from the message\n # Because the extracted path of the HTTP request includes\n # a character '/', we read the path from the second character\n resource = message.split()[1][1:]\n print(resource)\n\n # map requested resource (contained in the URL) to specific function which generates HTTP response\n if resource == \"\":\n responseHeader, responseBody = default(message)\n elif resource == \"reset\":\n responseHeader, responseBody = resetJSON()\n elif resource == \"updatePortfolio\":\n responseHeader, responseBody = updatePortfolio(message)\n elif resource == \"chart\":\n responseHeader, responseBody = getFile('stockchart.html')\n elif resource == \"portfolio\":\n responseHeader, responseBody = getFile('stockportfolio.html')\n elif resource == \"welcome\":\n responseHeader, responseBody = welcome(message)\n else:\n responseHeader, responseBody = getFile(resource)\n\n # I really feel like\n\n # Append the basic authentication header\n # responseHeader = responseHeader.decode().rstrip('\\r\\n\\r\\n')\n # responseHeader += '\\r\\nWWW-Authenticate: Basic realm=\"User Visible Realm\", charset=\"UTF-8\"\\r\\n\\r\\n'\n # responseHeader = responseHeader.encode()\n\n # Send the HTTP response header line to the connection socket\n connectionSocket.send(responseHeader)\n # Send the content of the HTTP body (e.g. requested file) to the connection socket\n connectionSocket.send(responseBody)\n # Close the client connection socket\n connectionSocket.close()\n\ndef main(argv):\n print(argv)\n # not very safe arg-parsing\n if not isInteger(argv):\n print(\"Please give a valid port (0-65535)\")\n exit()\n if int(argv) < 0 or int(argv) > 65535:\n print(\"Please give a valid port (0-65535)\")\n exit()\n\n serverSocket = socket(AF_INET, SOCK_STREAM)\n\n serverPort = int(argv)\n serverSocket.setsockopt(SOL_SOCKET, SO_REUSEADDR, 1)\n serverSocket.bind((\"\", serverPort))\n\n serverSocket.listen(5)\n print('The server is running')\n # Main web server loop. It simply accepts TCP connections, and gets the requests processed in separate threads.\n while True:\n try:\n # Set up a new connection from the client\n connectionSocket, addr = serverSocket.accept()\n # Clients timeout after 60 seconds of inactivity and must reconnect.\n connectionSocket.settimeout(60)\n # start new thread to handle incoming request\n _thread.start_new_thread(process, (connectionSocket,))\n except KeyboardInterrupt:\n exit()\n\n# main(8080)\nif __name__ == '__main__':\n main(sys.argv[1])\n\n#print(message)\n#sys.stdout.flush()\n" }, { "alpha_fraction": 0.5600173473358154, "alphanum_fraction": 0.5680485963821411, "avg_line_length": 36.455284118652344, "blob_id": "a7ff9a827b67b58a13974328f9195d03b94ce716", "content_id": "dff21391ef33615fd3dafc0925dfb1b92d99bd1d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "JavaScript", "length_bytes": 4607, "license_type": "no_license", "max_line_length": 100, "num_lines": 123, "path": "/chart_autocomplete.js", "repo_name": "dashdotme/simple_server", "src_encoding": "UTF-8", "text": "// this is a (horrendous) duplication to fix a bug where autocomplete would prevent form submission,\n// meaning that no chart could be retrieved\n\nconst symbols = [];\nconst tk = \"pk_2502efcdd63f4ac1aa76ecf413ea4e65\";\n\nfunction populateSymbols() {\n // if (symbols.length > 100) {\n // return\n // }\n let url = `https://cloud.iexapis.com/stable/ref-data/symbols?token=${tk}`\n fetch(url)\n .then (response => {\n if (!response.ok) {\n throw new Error(\"HTTP error \"+response.status);\n } return response.json();\n })\n .then (val => {\n val.forEach((entry) => {\n if (entry.type == 'cs') symbols.push(entry.symbol);\n });\n })\n .catch(err => {\n throw new Error(\"Symbol processing failed \"+err);\n })\n}\n\n\n// Autocomplete courtesy of https://www.w3schools.com/howto/howto_js_autocomplete.asp\n// Not my own work & I take no credit! All I did was build the options array it uses\n\nfunction autocomplete(textfield, optionsArr) {\n var currentFocus;\n\n textfield.addEventListener(\"input\", function (e) {\n var a, b, i, val = this.value;\n\n closeAllLists();\n if (!val) { return false; }\n currentFocus = -1;\n\n a = document.createElement(\"DIV\");\n a.setAttribute(\"id\", this.id + \"autocomplete-list\");\n a.setAttribute(\"class\", \"autocomplete-items\");\n\n this.parentNode.appendChild(a);\n\n for (i = 0; i < optionsArr.length; i++) {\n /*check if the item starts with the same letters as the text field value:*/\n if (optionsArr[i].substr(0, val.length).toUpperCase() == val.toUpperCase()) {\n b = document.createElement(\"DIV\");\n /*make the matching letters bold:*/\n b.innerHTML = \"<strong>\" + optionsArr[i].substr(0, val.length) + \"</strong>\";\n b.innerHTML += optionsArr[i].substr(val.length);\n /*insert a input field that will hold the current optionsArray item's value:*/\n b.innerHTML += \"<input type='hidden' value='\" + optionsArr[i] + \"'>\";\n b.addEventListener(\"click\", function (e) {\n textfield.value = this.getElementsByTagName(\"input\")[0].value;\n\n closeAllLists();\n });\n a.appendChild(b);\n }\n }\n });\n /*execute a function presses a key on the keyboard:*/\n textfield.addEventListener(\"keydown\", function (e) {\n var x = document.getElementById(this.id + \"autocomplete-list\");\n if (x) x = x.getElementsByTagName(\"div\");\n if (e.keyCode == 40) {\n /*If the arrow DOWN key is pressed,\n increase the currentFocus variable:*/\n currentFocus++;\n addActive(x);\n } else if (e.keyCode == 38) { \n /*If the arrow UP key is pressed,\n decrease the currentFocus variable:*/\n currentFocus--;\n addActive(x);\n } else if (e.keyCode == 13) {\n /*If the ENTER key is pressed, prevent the form from being submitted,*/\n if (currentFocus > -1) {\n /*and simulate a click on the \"active\" item:*/\n if (x) x[currentFocus].click();\n }\n }\n });\n function addActive(x) {\n /*a function to classify an item as \"active\":*/\n if (!x) return false;\n /*start by removing the \"active\" class on all items:*/\n removeActive(x);\n if (currentFocus >= x.length) currentFocus = 0;\n if (currentFocus < 0) currentFocus = (x.length - 1);\n /*add class \"autocomplete-active\":*/\n x[currentFocus].classList.add(\"autocomplete-active\");\n }\n function removeActive(x) {\n /*a function to remove the \"active\" class from all autocomplete items:*/\n for (var i = 0; i < x.length; i++) {\n x[i].classList.remove(\"autocomplete-active\");\n }\n }\n function closeAllLists(elmnt) {\n /*close all autocomplete lists in the document,\n except the one passed as an argument:*/\n var x = document.getElementsByClassName(\"autocomplete-items\");\n for (var i = 0; i < x.length; i++) {\n if (elmnt != x[i] && elmnt != textfield) {\n x[i].parentNode.removeChild(x[i]);\n }\n }\n }\n /*execute a function when someone clicks in the document:*/\n document.addEventListener(\"click\", function (e) {\n closeAllLists(e.target);\n });\n}\n\npopulateSymbols();\nwindow.addEventListener('load', function() {\n autocomplete(document.getElementById(\"symbol_input\"), symbols);\n})\n" }, { "alpha_fraction": 0.6913580298423767, "alphanum_fraction": 0.7592592835426331, "avg_line_length": 26.16666603088379, "blob_id": "65d9696b534aed310557b138a137535bca67ccda", "content_id": "73ef457246d44df99cb14f3bfd631dc9b2d2f33e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Dockerfile", "length_bytes": 162, "license_type": "no_license", "max_line_length": 44, "num_lines": 6, "path": "/Dockerfile", "repo_name": "dashdotme/simple_server", "src_encoding": "UTF-8", "text": "FROM python:3.8-slim-buster\nRUN pip3 install requests\nWORKDIR /assignment1\nCOPY . .\nCMD python assign1server.py $PORT\n#CMD [\"python3\", \"assign1server.py\", \"8080\"]" }, { "alpha_fraction": 0.41474050283432007, "alphanum_fraction": 0.4225904941558838, "avg_line_length": 37.88135528564453, "blob_id": "41001d3075be42c0b2bb9b9c607aee7ef0f5847f", "content_id": "175910976e5176e23c0a63a14f093b4b01e8d69b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "JavaScript", "length_bytes": 2293, "license_type": "no_license", "max_line_length": 108, "num_lines": 59, "path": "/compute_stocks.js", "repo_name": "dashdotme/simple_server", "src_encoding": "UTF-8", "text": "// I've completely forgotten why, but this fixes the order of printing for the table\n// let t2 = document.getElementById(\"access\") \n// big ugly mess because understanding promise chaining took me a while\nfunction loadStockTable(){\n\n fetch('portfolio.json')\n .then(response => {\n if (!response.ok) {\n throw new Error(\"HTTP error: \"+response.status);\n }\n return response.json();\n })\n .then(json => {\n var table = document.getElementById('access');\n json.portfolio.forEach(stock => {\n let url = `https://cloud.iexapis.com/stable/stock/${stock.symbol}/quote?token=${tk}`\n fetch(url)\n .then(response => {\n if (!response.ok) {\n throw new Error(\"HTTP error \" + response.status);\n }\n return response.json();\n })\n .then(quote => {\n var tr = document.createElement('tr');\n var p = quote.latestPrice;\n var s = stock.purchasePrice;\n var v = ((p - s) / p * 100).toFixed(2);\n // if (v < 0) v = `-\\$${abs(val)}`; // require another .then layer to make this work\n tr.innerHTML = '<td>' + stock.symbol + '</td>' +\n '<td>' + stock.quantity + '</td>' +\n '<td>' + stock.purchasePrice + '</td>' +\n '<td>' + v + '</td>'\n // '<td>' + parse(((p - s) / p * 100).toFixed(2)) + '</td>';\n // '<td>' + round((p - s) / p * 100, 2) + '</td>';\n table.appendChild(tr);\n })\n .catch(err => {\n throw new Error(\"Parsing json failed.\");\n })\n })\n })\n}\n\nloadStockTable();\n\n\nwindow.addEventListener('load', function () {\n const form = document.getElementById('theform');\n form.onreset = function() {\n fetch('reset', {\n method: 'POST',\n body: 'reset'\n })\n .then( arg => {\n setTimeout(location.reload(), 8000)\n })\n}\n})" } ]
4
narendraraghu/Hello_Python
https://github.com/narendraraghu/Hello_Python
6e53f335ed9e2059ce5dd3a24f8fc8654a6ff146
84843353460b759bb971175f9221a3b637689932
85191f0530c14a1773e940a0126ee41bd9b647c3
refs/heads/master
2020-05-14T09:26:46.370078
2019-04-18T03:00:17
2019-04-18T03:00:17
181,740,297
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6360152959823608, "alphanum_fraction": 0.6628352403640747, "avg_line_length": 18.370370864868164, "blob_id": "ef495210c8522d3c91fa1b22c7d9f22f448047b4", "content_id": "5973289bdc5ed0e29c1bf9c63679ff6882b9afc1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 522, "license_type": "no_license", "max_line_length": 93, "num_lines": 27, "path": "/Functions.py", "repo_name": "narendraraghu/Hello_Python", "src_encoding": "UTF-8", "text": "def add(x, y):\n return x + y # If return is skipped, the method returns a None\n\n\nprint(add(1, 2))\n\n# Can be called with named arguments\n\n# print(add(x=5,y=7)) # Will print 12\nprint(add(y=51, x=7)) # Will print 12\n\n\n# Can take default arguments too\ndef add(x, y=2):\n return x + y\n\n\nprint(add(5)) # Will return 7\n\n\n# Function defined by the def statement\n# The code block within every function starts with a colon (:) and should be indented (space)\ndef test():\n print(\"Narendra\")\n print(\"Raghuwanshi\")\n\ntest()" }, { "alpha_fraction": 0.6399662494659424, "alphanum_fraction": 0.6526138186454773, "avg_line_length": 36.0625, "blob_id": "1e2941b2c697e0b9208aef3e307fb3a27541d127", "content_id": "b2a1e83f7a0d1897f94b6bfa136ebcf68e0b741b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1186, "license_type": "no_license", "max_line_length": 94, "num_lines": 32, "path": "/Collections_ListSet.py", "repo_name": "narendraraghu/Hello_Python", "src_encoding": "UTF-8", "text": "# in java List<String> list = new ArrayList<>();\n# create a new list\nlist = []\nlist.append(\"A\") # add to the end\nlist.append(\"E\")\nlist.append(\"C\")\nlist.insert(3, \"D\") # insert at an index\nsorted_list = sorted(list) # returns a new, sorted list\nprint(list)\nlist.sort() # in place sort\nprint(list)\nlist.remove(\"C\") # remov e first occurrence of \"C\"\npopped = list.pop(2) # return and remove the item at index 2\nlist.reverse() # reverse the list\na = list.index(\"A\") # return index of \"A\"\nlist += [\"E\", \"F\"] # add a list with E and F to the end of this list\nsize = len(list) # size of the list\n\n# Sets\n\n# In java Set<String> set1 = new HashSet<>();\n\nset_of_words1 = set() # create a new set. Note that we do not use {}, as that is for the dict\nset_of_words1.add(\"The\") # add values\nset_of_words1.add(\"A\")\nset_of_words1.add(\"Boat\")\nprint(\"Boat\" in set_of_words1) # True\nset_of_words2 = {\"Anchor\", \"A\", \"Coast\"} # create another set and populate it\nprint(set_of_words1.intersection(set_of_words2)) # intersection {'A'}\nprint(set_of_words1.union(set_of_words2)) # union {'Coast', 'Anchor', 'Boat', 'A', 'The'}\nfor value in set_of_words2: # all values\n print(value)\n" }, { "alpha_fraction": 0.693989098072052, "alphanum_fraction": 0.693989098072052, "avg_line_length": 26.450000762939453, "blob_id": "3035aaf5d644d0de31fb12421b470396c8202c82", "content_id": "9357c49d0fbada90715c0477a6074c7ebcc797d6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 549, "license_type": "no_license", "max_line_length": 96, "num_lines": 20, "path": "/ReadWriteFile.py", "repo_name": "narendraraghu/Hello_Python", "src_encoding": "UTF-8", "text": "# In java File file = FileUtils.getFile(\"/tmp/foo.txt\");\n\n\n# read line by line\nf = open(\"/Users/narendra.raghuwanshi/Desktop/pascal.txt\", \"r\")\nfor line in f:\n print(line)\nf.close()\n\n# read the entire file in memory\nf = open(\"/Users/narendra.raghuwanshi/Desktop/pascal.txt\", \"r\")\ncontents = f.read()\nprint(contents)\nf.close()\n\n# write to a file\nf = open(\"/Users/narendra.raghuwanshi/Desktop/pascal.txt\", \"r+\") # open for both read and write\nf.write(\"This is a test from Python\")\ncontents = f.read()\nprint(contents) # will print \"This is a test\"\n" }, { "alpha_fraction": 0.6747809052467346, "alphanum_fraction": 0.6864654421806335, "avg_line_length": 35.67856979370117, "blob_id": "b0ab5139f5b254d1e5f3ec368a3189104c190e49", "content_id": "5657307d881ee989b1e57b74eb4a3ba3558d4b2a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1027, "license_type": "no_license", "max_line_length": 80, "num_lines": 28, "path": "/Exception&Errors.py", "repo_name": "narendraraghu/Hello_Python", "src_encoding": "UTF-8", "text": "try:\n # assert (1 == 1)\n assert (1 == 2)\n# assert(1==2/0) # This will cause an error\nexcept AssertionError:\n print(\"Caught Assertion Exception\")\nexcept: # catch all exceptions\n print(\"Caught unknown exception\")\nelse: # happy path\n print(\"No exceptions raised\")\nfinally: # will execute regardless of exceptions or happy path\n print(\"Done with the assertion\")\n\n# Maps in JAVA : Map<String,Integer> wordCount = new HashMap<>();\n# Maps are called dicts or Dictionaries in Python.\n\nwordcount_map = {} # create a new, empty dict\nwordcount_map = {\"anchor\": 2, \"dock\": 3} # create a new dict and add key-values\n\nwordcount_map[\"the\"] = 10 # add keys and values\nwordcount_map[\"a\"] = 8\nwordcount_map[\"boat\"] = \"narendra\"\nprint(wordcount_map[\"the\"]) # value of a key\nprint(wordcount_map.keys()) # List of keys\nprint(wordcount_map.values()) # List of values\nprint(\"a\" in wordcount_map) # True\nprint(wordcount_map.items()) # prints tuples of key-value pairs\n# print(wordcount_map[\"foo\"]) # throws a KeyError\n" } ]
4
nathanjwtx/udemy_complete_python_pro_oop
https://github.com/nathanjwtx/udemy_complete_python_pro_oop
92ba4712bc8944c57b48bcc925bcc8b60fd515a6
001c4cabe87bc2d7ecd0021b8624ac80b8493f87
9e6de38c87f0465f74415d8276020b0993ad673d
refs/heads/main
2023-03-08T05:03:29.428918
2021-02-14T14:14:58
2021-02-14T14:14:58
331,438,246
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5021994113922119, "alphanum_fraction": 0.6348973512649536, "avg_line_length": 30.720930099487305, "blob_id": "f4e4c49672d2cf0233b1cd78c97b6922ad91cc17", "content_id": "8a4f1cb5478b894397a67f57120dd81fabd381db", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1368, "license_type": "no_license", "max_line_length": 135, "num_lines": 43, "path": "/1_other_side_of_the_world/main2.py", "repo_name": "nathanjwtx/udemy_complete_python_pro_oop", "src_encoding": "UTF-8", "text": "from folium import Map, Popup\nfrom geo import Geopoint\n\n# karachi\n# latitude = 24.850134\n# longitude = 67.032592\n\n# wylie\n# latitude = 32.98226\n# longitude = -96.53057\n\nlocations = [\n [24.850134, 67.032592],\n [32.98226, -96.53057],\n [50.79052100216682, -1.0915188523036652],\n]\n\n# Portsmouth\nmymap = Map(location=[50.79052100216682, -1.0915188523036652])\n\nfor lat, lon in locations:\n geopoint = Geopoint(latitude=lat, longitude=lon)\n\n forecast = geopoint.get_weather()\n\n popup_content = f\"\"\"\n {forecast[0][0][-8:-6]}: {round(forecast[0][1])}°F <img src=\"http://openweathermap.org/img/wn/{forecast[0][-1]}@2x.png\" width=\"35\">\n <hr style=\"margin:1px\">\n {forecast[1][0][-8:-6]}: {round(forecast[1][1])}°F <img src=\"http://openweathermap.org/img/wn/{forecast[1][-1]}@2x.png\" width=\"35\">\n <hr style=\"margin:1px\">\n {forecast[2][0][-8:-6]}: {round(forecast[2][1])}°F <img src=\"http://openweathermap.org/img/wn/{forecast[2][-1]}@2x.png\" width=\"35\">\n <hr style=\"margin:1px\">\n {forecast[3][0][-8:-6]}: {round(forecast[3][1])}°F <img src=\"http://openweathermap.org/img/wn/{forecast[3][-1]}@2x.png\" width=\"35\">\n <hr style=\"margin:1px\">\n \"\"\" # noqa501\n\n # popup = Popup(str(geopoint.get_weather()[0]))\n popup = Popup(popup_content, max_width=400)\n popup.add_to(geopoint)\n\n geopoint.add_to(mymap)\n\nmymap.save(\"map.html\")\n" }, { "alpha_fraction": 0.47852760553359985, "alphanum_fraction": 0.5828220844268799, "avg_line_length": 15.300000190734863, "blob_id": "561947f95bf808c8217433504d14f34bb85911d8", "content_id": "92222b0e93680c86f480e836d3ae82a39cda79d8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "TOML", "length_bytes": 326, "license_type": "no_license", "max_line_length": 31, "num_lines": 20, "path": "/Pipfile", "repo_name": "nathanjwtx/udemy_complete_python_pro_oop", "src_encoding": "UTF-8", "text": "[[source]]\nurl = \"https://pypi.org/simple\"\nverify_ssl = true\nname = \"pypi\"\n\n[packages]\npre-commit = \"*\"\ncertifi = \"==2020.12.5\"\nchardet = \"==3.0.4\"\nfilestack-python = \"==3.2.1\"\nfpdf = \"==1.7.2\"\nidna = \"==2.10\"\nrequests = \"==2.23.0\"\ntrafaret = \"==2.0.2\"\nurllib3 = \"==1.25.11\"\n\n[dev-packages]\n\n[requires]\npython_version = \"3.9\"\n" }, { "alpha_fraction": 0.6274760365486145, "alphanum_fraction": 0.6753993630409241, "avg_line_length": 30.299999237060547, "blob_id": "1bbd3878a0188fbafce6d53b100786e717d5f2ea", "content_id": "08005b91ca8fc13af32f902f14cc1f120307c413", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1565, "license_type": "no_license", "max_line_length": 101, "num_lines": 50, "path": "/1_other_side_of_the_world/geo.py", "repo_name": "nathanjwtx/udemy_complete_python_pro_oop", "src_encoding": "UTF-8", "text": "from datetime import datetime\nfrom random import uniform\n\nfrom folium import Marker\nfrom pytz import timezone\nfrom timezonefinder import TimezoneFinder\nfrom sunnyday import Weather\n\n\nclass Geopoint(Marker):\n\n # class variables\n lat_range = (-90, 90)\n long_range = (-180, 180)\n\n # the popup is now being directly added via the Popup type from folium in main2.py\n # def __init__(self, latitude, longitude, popup=None):\n # # instance variables\n # super().__init__(location=[latitude, longitude], popup=popup)\n # self.latitude = latitude\n # self.longitude = longitude\n # self.weather_api = '15aab1e65a6d9fb14489bad5a8c5e883'\n\n def __init__(self, latitude, longitude):\n # instance variables\n super().__init__(location=[latitude, longitude])\n self.latitude = latitude\n self.longitude = longitude\n self.weather_api = '15aab1e65a6d9fb14489bad5a8c5e883'\n\n def closest_parallel(self):\n return round(self.latitude)\n\n def get_time(self):\n tz_str = TimezoneFinder().timezone_at(lat=self.latitude, lng=self.longitude)\n tz_now = datetime.now(timezone(tz_str))\n return tz_now\n\n def get_weather(self):\n return Weather(self.weather_api, lat=self.latitude, lon=self.longitude).next_12h_simplified()\n\n @classmethod\n def random(cls):\n return cls(latitude=uniform(-90, 90), longitude=uniform(-180, 180))\n\n\nkarachi = Geopoint(24.850134, 67.032592)\n# print(karachi.closest_parallel())\n# print(karachi.get_time())\n# print(karachi.get_weather())\n" }, { "alpha_fraction": 0.5874125957489014, "alphanum_fraction": 0.6416084170341492, "avg_line_length": 20.22222137451172, "blob_id": "0aff21fe671645894dc2d8bfdc5f6ffb4232cec5", "content_id": "f0c0e316ab16028f8dfd52c1b55031543d3e7dfc", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 572, "license_type": "no_license", "max_line_length": 46, "num_lines": 27, "path": "/1_other_side_of_the_world/main.py", "repo_name": "nathanjwtx/udemy_complete_python_pro_oop", "src_encoding": "UTF-8", "text": "from folium import Map\nfrom geo import Geopoint\n\nlat = float(\"32.98220\")\nlong = float(\"-96.53060\")\n\nantipode_lat = lat.__mul__(int(\"-1\"))\n\nantipode_long = long.__add__(float(\"180\"))\n\nif long.__lt__(float(\"0\")):\n antipode_long = long.__add__(float(\"180\"))\nelif long.__eq__(float(\"0\")):\n antipode_long = float(\"180\")\nelse:\n antipode_long = long.__sub__(float(\"180\"))\n\nprint(antipode_lat, antipode_long)\n\nlocation = list((antipode_lat, antipode_long))\n\n# mymap = Map(location)\n# mymap.save(str(\"antipode_nathy.html\"))\n\ng = Geopoint(2, 4)\n\nprint(g.closest_parallel())" }, { "alpha_fraction": 0.5774155855178833, "alphanum_fraction": 0.5948777794837952, "avg_line_length": 19.95121955871582, "blob_id": "3ce097ba0857656a51acc55adf4661adbfd07286", "content_id": "4f17abbf687cbf2a4707ae614313ae83753cad51", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 859, "license_type": "no_license", "max_line_length": 85, "num_lines": 41, "path": "/2_flatmates_bill/main.py", "repo_name": "nathanjwtx/udemy_complete_python_pro_oop", "src_encoding": "UTF-8", "text": "class Bill:\n \"\"\"\n Object contains info regarding flatmate's bill\n \"\"\"\n\n def __init__(self, amount, period):\n self.amount = amount\n self.period = period\n\n\nclass Flatmate:\n \"\"\"\n Create a flatmate that pays a share of the bill\n \"\"\"\n\n def __init__(self, name, days_in_house):\n self.name = name\n self.days_in_house = days_in_house\n\n def pays(self, bill, flatemate2):\n weight = self.days_in_house / (self.days_in_house + flatemate2.days_in_house)\n to_pay = bill * weight\n return to_pay\n\n\nclass PdfReport:\n \"\"\"\n Creates a pdf of the itemised bill by flatmate\n \"\"\"\n\n def __init__(self, filename):\n self.filename = filename\n\n def generate(self, flatmate1, flatmate2, bill):\n pass\n\n\nf1 = Flatmate(\"nathy\", 20)\nf2 = Flatmate(\"charlie\", 25)\n\nprint(f1.pays(120, f2))\n" } ]
5
Pawamoy/dependenpy
https://github.com/Pawamoy/dependenpy
24a23d6372371f65215ad854f2b5f8fe7f1980df
600c3f099b3e906c21acdc2b7a7d87d2172ceea7
9efab78e84de2b97fc88340adbe8ae916e173e5d
refs/heads/master
2021-01-18T22:03:33.615001
2020-10-14T21:16:34
2020-10-14T21:16:50
30,088,158
3
1
null
null
null
null
null
[ { "alpha_fraction": 0.7272727489471436, "alphanum_fraction": 0.7272727489471436, "avg_line_length": 21, "blob_id": "a5dce89614dee3280349b0d50dba1bbadf8329ab", "content_id": "3597fef9ce54990aa8ced28853e775286f8f0aec", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 22, "license_type": "permissive", "max_line_length": 21, "num_lines": 1, "path": "/docs/reference/finder.md", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "::: dependenpy.finder\n" }, { "alpha_fraction": 0.699999988079071, "alphanum_fraction": 0.699999988079071, "avg_line_length": 19, "blob_id": "07fe0a979b6dbbd01f4b612cf06fb7f5cf1ccd3e", "content_id": "486f98cdc6cc25beecbb50f94c3c06d88dfa0dee", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 20, "license_type": "permissive", "max_line_length": 19, "num_lines": 1, "path": "/docs/reference/node.md", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "::: dependenpy.node\n" }, { "alpha_fraction": 0.7363861203193665, "alphanum_fraction": 0.7475247383117676, "avg_line_length": 39.400001525878906, "blob_id": "f934c1fcb5e93b879bc65150094807e19aabf58d", "content_id": "95c16956b7bb5d25109f6111ca52c364172e2dff", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 808, "license_type": "permissive", "max_line_length": 101, "num_lines": 20, "path": "/src/dependenpy/__init__.py", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "\"\"\"\nDependenpy package.\n\nShow the inter-dependencies between modules of Python packages.\n\nWith dependenpy you will be able to analyze the internal dependencies in\nyour Python code, i.e. which module needs which other module. You will then\nbe able to build a dependency matrix and use it for other purposes.\n\nIf you read this message, you probably want to learn about the library and not the command-line tool:\nplease refer to the README.md included in this package to get the link to the official documentation.\n\"\"\"\n\nfrom typing import List\n\nfrom .dsm import DSM, Dependency, Module, Package\nfrom .structures import Matrix, TreeMap\n\n__all__: List[str] = [\"DSM\", \"Dependency\", \"Matrix\", \"Module\", \"Package\", \"TreeMap\"] # noqa: WPS410\n__version__ = \"3.2.0\" # noqa: WPS410 (the only two __variables__ we use)\n" }, { "alpha_fraction": 0.5856297612190247, "alphanum_fraction": 0.5874894261360168, "avg_line_length": 27.995098114013672, "blob_id": "1252e63b8f2e699dfe9bac43c5dc13d45a3326d7", "content_id": "c798da9281aeec7ae06352359ee17a63a72bb40a", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5915, "license_type": "permissive", "max_line_length": 109, "num_lines": 204, "path": "/src/dependenpy/cli.py", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "# Why does this file exist, and why not put this in `__main__`?\n#\n# You might be tempted to import things from `__main__` later,\n# but that will cause problems: the code will get executed twice:\n#\n# - When you run `python -m dependenpy` python will execute\n# `__main__.py` as a script. That means there won't be any\n# `dependenpy.__main__` in `sys.modules`.\n# - When you import `__main__` it will get executed again (as a module) because\n# there's no `dependenpy.__main__` in `sys.modules`.\n\n\"\"\"Module that contains the command line application.\"\"\"\n\nimport argparse\nimport sys\nfrom typing import List, Optional\n\nfrom colorama import init\n\nfrom dependenpy import __version__\nfrom dependenpy.dsm import DSM\nfrom dependenpy.helpers import CSV, FORMAT, JSON, guess_depth\n\n\ndef get_parser() -> argparse.ArgumentParser:\n \"\"\"\n Return the CLI argument parser.\n\n Returns:\n An argparse parser.\n \"\"\"\n parser = argparse.ArgumentParser(\n prog=\"dependenpy\", add_help=False, description=\"Command line tool for dependenpy Python package.\"\n )\n mxg = parser.add_mutually_exclusive_group(required=False)\n\n parser.add_argument(\n \"packages\",\n metavar=\"PACKAGES\",\n nargs=argparse.ONE_OR_MORE,\n help=\"The package list. Can be a comma-separated list. Each package \"\n \"must be either a valid path or a package in PYTHONPATH.\",\n )\n parser.add_argument(\n \"-d\",\n \"--depth\",\n default=None,\n type=int,\n dest=\"depth\",\n help=\"Specify matrix or graph depth. Default: best guess.\",\n )\n parser.add_argument(\n \"-f\", \"--format\", choices=FORMAT, default=\"text\", dest=\"format\", help=\"Output format. Default: text.\"\n )\n mxg.add_argument(\n \"-g\",\n \"--show-graph\",\n action=\"store_true\",\n dest=\"graph\",\n default=False,\n help=\"Show the graph (no text format). Default: false.\",\n )\n parser.add_argument(\n \"-G\",\n \"--greedy\",\n action=\"store_true\",\n dest=\"greedy\",\n default=False,\n help=\"Explore subdirectories even if they do not contain an \"\n \"__init__.py file. Can make execution slower. Default: false.\",\n )\n parser.add_argument(\n \"-h\", \"--help\", action=\"help\", default=argparse.SUPPRESS, help=\"Show this help message and exit.\"\n )\n parser.add_argument(\n \"-i\",\n \"--indent\",\n default=None,\n type=int,\n dest=\"indent\",\n help=\"Specify output indentation. CSV will never be indented. \"\n \"Text will always have new-lines. JSON can be minified with \"\n \"a negative value. Default: best guess.\",\n )\n mxg.add_argument(\n \"-l\",\n \"--show-dependencies-list\",\n action=\"store_true\",\n dest=\"dependencies\",\n default=False,\n help=\"Show the dependencies list. Default: false.\",\n )\n mxg.add_argument(\n \"-m\",\n \"--show-matrix\",\n action=\"store_true\",\n dest=\"matrix\",\n default=False,\n help=\"Show the matrix. Default: true unless -g, -l or -t.\",\n )\n parser.add_argument(\n \"-o\",\n \"--output\",\n action=\"store\",\n dest=\"output\",\n default=sys.stdout,\n help=\"Output to given file. Default: stdout.\",\n )\n mxg.add_argument(\n \"-t\",\n \"--show-treemap\",\n action=\"store_true\",\n dest=\"treemap\",\n default=False,\n help=\"Show the treemap (work in progress). Default: false.\",\n )\n parser.add_argument(\n \"-v\",\n \"--version\",\n action=\"version\",\n version=\"dependenpy %s\" % __version__,\n help=\"Show the current version of the program and exit.\",\n )\n parser.add_argument(\n \"-z\",\n \"--zero\",\n dest=\"zero\",\n default=\"0\",\n help=\"Character to use for cells with value=0 (text matrix display only).\",\n )\n\n return parser\n\n\ndef main(args: Optional[List[str]] = None) -> int:\n \"\"\"\n Run the main program.\n\n This function is executed when you type `dependenpy` or `python -m dependenpy`.\n\n Arguments:\n args: Arguments passed from the command line.\n\n Returns:\n An exit code: 0 (OK), 1 (dsm empty) or 2 (error).\n \"\"\"\n parser = get_parser()\n args = parser.parse_args(args=args)\n\n if not (args.matrix or args.dependencies or args.treemap or args.graph):\n args.matrix = True\n\n # split comma-separated args\n packages = []\n for arg in args.packages:\n if \",\" in arg:\n for package in arg.split(\",\"):\n if package not in packages:\n packages.append(package)\n elif arg not in packages:\n packages.append(arg)\n\n # guess convenient depth\n depth = args.depth\n if depth is None:\n depth = guess_depth(packages)\n\n # open file if not stdout\n output = args.output\n if isinstance(output, str):\n output = open(output, \"w\")\n\n dsm = DSM(*packages, build_tree=True, build_dependencies=True, enforce_init=not args.greedy)\n\n if dsm.empty:\n return 1\n\n indent = args.indent\n if indent is None:\n if args.format == CSV:\n indent = 0\n else:\n indent = 2\n elif indent < 0 and args.format == JSON:\n # special case for json.dumps indent argument\n indent = None\n\n # init colorama\n init()\n\n try:\n if args.dependencies:\n dsm.print(format=args.format, output=output, indent=indent)\n elif args.matrix:\n dsm.print_matrix(format=args.format, output=output, depth=depth, indent=indent, zero=args.zero)\n elif args.treemap:\n dsm.print_treemap(format=args.format, output=output)\n elif args.graph:\n dsm.print_graph(format=args.format, output=output, depth=depth, indent=indent)\n except BrokenPipeError:\n # avoid traceback\n return 2\n\n return 0\n" }, { "alpha_fraction": 0.6041666865348816, "alphanum_fraction": 0.606249988079071, "avg_line_length": 18.200000762939453, "blob_id": "c11e6c703338d8ad22ad81e7951bd4c894af0502", "content_id": "be8801000fb1720c666c68669b88086960166c66", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 480, "license_type": "permissive", "max_line_length": 49, "num_lines": 25, "path": "/tests/test_cli.py", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "\"\"\"Tests for the `cli` module.\"\"\"\n\nimport pytest\n\nfrom dependenpy import cli\n\n\ndef test_main():\n \"\"\"Basic CLI test.\"\"\"\n with pytest.raises(SystemExit) as exit:\n cli.main([])\n assert exit.code == 2\n\n\ndef test_show_help(capsys):\n \"\"\"\n Show help.\n\n Arguments:\n capsys: Pytest fixture to capture output.\n \"\"\"\n with pytest.raises(SystemExit):\n cli.main([\"-h\"])\n captured = capsys.readouterr()\n assert \"dependenpy\" in captured.out\n" }, { "alpha_fraction": 0.6060658097267151, "alphanum_fraction": 0.7476010918617249, "avg_line_length": 43.212120056152344, "blob_id": "2aa8ab2eb2890e0d6de1576b99f135b0970eec66", "content_id": "9674c27f5be131e25b8b26262873979eebbc0b26", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 5836, "license_type": "permissive", "max_line_length": 178, "num_lines": 132, "path": "/CHANGELOG.md", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "# Changelog\nAll notable changes to this project will be documented in this file.\n\nThe format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/)\nand this project adheres to [Semantic Versioning](http://semver.org/spec/v2.0.0.html).\n\n<!-- insertion marker -->\n## [3.3.0](https://github.com/pawamoy/dependenpy/releases/tag/3.3.0) - 2020-09-04\n\n<small>[Compare with 3.2.0](https://github.com/pawamoy/dependenpy/compare/3.2.0...3.3.0)</small>\n\n### Code Refactoring\n- Poetrize the project ([811c3fb](https://github.com/pawamoy/dependenpy/commit/811c3fb7271d6474a58f5b800bef5c220be3b8f6) by Timothée Mazzucotelli).\n\n### Features\n- Add 'zero' argument to change character for 0 ([1c13c00](https://github.com/pawamoy/dependenpy/commit/1c13c000685466f46ad8c6f7ac30534a6efe9373) by Timothée Mazzucotelli).\n- Update archan provider for archan 3.0 ([9249dc1](https://github.com/pawamoy/dependenpy/commit/9249dc161e9fdd64e15a42f644232c43cb6875b2) by Timothée Mazzucotelli).\n\n\n## [3.2.0](https://github.com/pawamoy/dependenpy/releases/tag/3.2.0) - 2017-06-27\n\n<small>[Compare with 3.1.0](https://github.com/pawamoy/dependenpy/compare/3.1.0...3.2.0)</small>\n\n### Features\n- Add graph option ([1ebc8f6](https://github.com/pawamoy/dependenpy/commit/1ebc8f6d12cc5ceb0dcbbfd240c96bcbfa6f867e)).\n- Implement archan provider ([66edb5b](https://github.com/pawamoy/dependenpy/commit/66edb5be54544af78476514494c85dac84205f2b)).\n\n\n## [3.1.0](https://github.com/pawamoy/dependenpy/releases/tag/3.1.0) - 2017-06-02\n\n<small>[Compare with 3.0.0](https://github.com/pawamoy/dependenpy/compare/3.0.0...3.1.0)</small>\n\n### Features\n- Add ``-i, --indent`` option to specify indentation level.\n\n### Changes\n- Change ``-i, --enforce-init`` option to its contrary ``-g, --greedy``.\n- Options ``-l``, ``-m`` and ``-t`` are now mutually exclusive.\n\n### Bug fixes\n- Fix imports order ([9a9fcc3](https://github.com/pawamoy/dependenpy/commit/9a9fcc33c258a89eafcbf6995bebc64fccb85d54)).\n- Fix matrix build for depth=0 ([955cc21](https://github.com/pawamoy/dependenpy/commit/955cc210d6acf5dc83e39b41edbf26b95b09d7b0)).\n\n### Misc\n- Improve cli tool and print methods, \n\n\n## [3.0.0](https://github.com/pawamoy/dependenpy/releases/tag/3.0.0) - 2017-05-22\n\n<small>[Compare with 2.0.3](https://github.com/pawamoy/dependenpy/compare/2.0.3...3.0.0)</small>\n\nThis version is a big refactoring. The code is way more object oriented,\ncleaner, shorter, simpler, smarter, more user friendly- in short: better.\n\nAdditional features:\n\n- command line entry point,\n- runtime static imports are now caught (in functions or classes),\n as well as import statements (previously only from import).\n \n\n## [2.0.3](https://github.com/pawamoy/dependenpy/releases/tag/2.0.3) - 2017-04-20\n\n<small>[Compare with 2.0.2](https://github.com/pawamoy/dependenpy/compare/2.0.2...2.0.3)</small>\n\n### Changes\n- Change license from MPL 2.0 to ISC ([35400bf](https://github.com/pawamoy/dependenpy/commit/35400bf755c40e88a0e2bd9bd7a21b96194b0e1b)).\n\n### Bug fixes\n- Fix occasional UnicodeEncode when reading utf8 file ([333e987](https://github.com/pawamoy/dependenpy/commit/333e98710d80976196367fb6fc2ed8f82313d117)).\n- Handle bad characters in files when parsing with ast ([200e014](https://github.com/pawamoy/dependenpy/commit/200e0147cc44fcd80c9b53115f63405107e2bfd3)).\n\n\n## [2.0.2](https://github.com/pawamoy/dependenpy/releases/tag/2.0.2) - 2016-10-06\n\n<small>[Compare with 1.0.4](https://github.com/pawamoy/dependenpy/compare/1.0.4...2.0.2)</small>\n\n- Split code in two projects: dependenpy and archan.\n- Update to use Python 3.\n- Various bug fixes, additions, improvements and refactor.\n\n## [1.0.4](https://github.com/pawamoy/dependenpy/releases/tag/1.0.4) - 2015-03-05\n\n<small>[Compare with 1.0.3](https://github.com/pawamoy/dependenpy/compare/1.0.3...1.0.4)</small>\n\nDocumentation and tests improvements.\n\n\n## [1.0.3](https://github.com/pawamoy/dependenpy/releases/tag/1.0.3) - 2015-02-26\n\n<small>[Compare with 1.0.2](https://github.com/pawamoy/dependenpy/compare/1.0.2...1.0.3)</small>\n\n### Bug fixes\n- Add check for target_index not None ([d3e573f](https://github.com/pawamoy/dependenpy/commit/d3e573fcbc79957bc19dada4359663adb48a0a81)).\n\n\n## [1.0.2](https://github.com/pawamoy/dependenpy/releases/tag/1.0.2) - 2015-02-24\n\n<small>[Compare with 1.0.1](https://github.com/pawamoy/dependenpy/compare/1.0.1...1.0.2)</small>\n\n### Features\n- Added CSV export ([ce8a911](https://github.com/pawamoy/dependenpy/commit/ce8a91130e20e57208d45a93c83dfc47565c16e4)).\n\n### Bug fixes\n- Fix get_matrix if str instead of int, fix csv write row (extend return None) ([bb1289d](https://github.com/pawamoy/dependenpy/commit/bb1289dc2c035f6f25fd6ab5cb29aa776f5d6bc6)).\n\n\n## [1.0.1](https://github.com/pawamoy/dependenpy/releases/tag/1.0.1) - 2015-02-23\n\n<small>[Compare with 1.0](https://github.com/pawamoy/dependenpy/compare/1.0...1.0.1)</small>\n\n### Bug fixes\n- Fix hashable for dict ([7d221db](https://github.com/pawamoy/dependenpy/commit/7d221db07766f41d942c947f621286e21ad17b48)).\n- Fix path resolver ([4e8a192](https://github.com/pawamoy/dependenpy/commit/4e8a19211648255365477a8b6d83d538463f8488)).\n\n\n## [1.0](https://github.com/pawamoy/dependenpy/releases/tag/1.0) - 2015-02-23\n\n<small>[Compare with 0.2-beta](https://github.com/pawamoy/dependenpy/compare/0.2-beta...1.0)</small>\n\n## Code refactoring\n\n- [4bd14d9](https://github.com/pawamoy/dependenpy/commit/4bd14d92d842b173b2456c3ff0083b84960545ad)\n- [15ba1e5](https://github.com/pawamoy/dependenpy/commit/15ba1e54700896abdaccc3fefcdc261d73be1368)\n- [12fa604](https://github.com/pawamoy/dependenpy/commit/12fa60444a83c11644026270c1df37eddaecc2c8)\n\n\n## [0.2-beta](https://github.com/pawamoy/dependenpy/releases/tag/0.2-beta) - 2015-02-20\n\n<small>[Compare with first commit](https://github.com/pawamoy/dependenpy/compare/1ed68a25fb858a9da721a4cd3ab24fcc5f5e08a5...0.2-beta)</small>\n\nFirst release.\n" }, { "alpha_fraction": 0.6842105388641357, "alphanum_fraction": 0.6842105388641357, "avg_line_length": 18, "blob_id": "b6a58c8c1c8e940a23656b20c53de49478863886", "content_id": "b4b3462e99e43b5e7ee3268d01701b2643fd5850", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 19, "license_type": "permissive", "max_line_length": 18, "num_lines": 1, "path": "/docs/reference/dsm.md", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "::: dependenpy.dsm\n" }, { "alpha_fraction": 0.739130437374115, "alphanum_fraction": 0.739130437374115, "avg_line_length": 22, "blob_id": "118db526885411066e4ea8f490b5802caa1eee6a", "content_id": "4c5061f6562e3a4e8dfb03250b05f5a04a5eda92", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 23, "license_type": "permissive", "max_line_length": 22, "num_lines": 1, "path": "/docs/reference/helpers.md", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "::: dependenpy.helpers\n" }, { "alpha_fraction": 0.6822429895401001, "alphanum_fraction": 0.6869158744812012, "avg_line_length": 18.454545974731445, "blob_id": "42984a64f4db3258c7ceeb5bd47c2d3cbc0acaf3", "content_id": "a94fa46200f9de62627068b40f1356c0ff3db547", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 214, "license_type": "permissive", "max_line_length": 37, "num_lines": 11, "path": "/tests/__init__.py", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "\"\"\"Tests suite for `dependenpy`.\"\"\"\n\nimport sys\nfrom pathlib import Path\n\nTESTS_DIR = Path(__file__).parent\nTMP_DIR = TESTS_DIR / \"tmp\"\nFIXTURES_DIR = TESTS_DIR / \"fixtures\"\n\n\nsys.path.insert(0, str(FIXTURES_DIR))\n" }, { "alpha_fraction": 0.7692307829856873, "alphanum_fraction": 0.7692307829856873, "avg_line_length": 25, "blob_id": "df62c6f4a1d7f32941fbe317f04e64994f9f7be4", "content_id": "b34984effd9a8f8222142880c44f60457ac1be01", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 26, "license_type": "permissive", "max_line_length": 25, "num_lines": 1, "path": "/docs/reference/structures.md", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "::: dependenpy.structures\n" }, { "alpha_fraction": 0.6842105388641357, "alphanum_fraction": 0.6842105388641357, "avg_line_length": 18, "blob_id": "58c3a50082713b400195713a5edba5f6ab9ac072", "content_id": "64b65a08e52604bc5eb459175a92c33502417388", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 19, "license_type": "permissive", "max_line_length": 18, "num_lines": 1, "path": "/docs/reference/cli.md", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "::: dependenpy.cli\n" }, { "alpha_fraction": 0.739130437374115, "alphanum_fraction": 0.739130437374115, "avg_line_length": 22, "blob_id": "fb2a8d356468ff92af1dffaf99092d79daa0e28a", "content_id": "6257d8c3b86c7280ea53ce459ea6614eb888fe84", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 23, "license_type": "permissive", "max_line_length": 22, "num_lines": 1, "path": "/docs/reference/plugins.md", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "::: dependenpy.plugins\n" }, { "alpha_fraction": 0.6241396069526672, "alphanum_fraction": 0.6282366514205933, "avg_line_length": 29.133333206176758, "blob_id": "b5c003e57bd9c70c090451d1771468cb5b6f69fb", "content_id": "b4179f6b360eb561298ef2616cef3c903de66b2a", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 12204, "license_type": "permissive", "max_line_length": 113, "num_lines": 405, "path": "/duties.py", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "\"\"\"Development tasks.\"\"\"\n\nimport os\nimport re\nfrom itertools import chain\nfrom pathlib import Path\nfrom shutil import which\nfrom typing import List, Optional, Pattern\n\nimport httpx\nimport toml\nfrom duty import duty\nfrom git_changelog.build import Changelog, Version\nfrom jinja2 import StrictUndefined\nfrom jinja2.sandbox import SandboxedEnvironment\nfrom pip._internal.commands.show import search_packages_info # noqa: WPS436 (no other way?)\n\nPY_SRC_PATHS = (Path(_) for _ in (\"src\", \"tests\", \"duties.py\"))\nPY_SRC_LIST = tuple(str(_) for _ in PY_SRC_PATHS)\nPY_SRC = \" \".join(PY_SRC_LIST)\nTESTING = os.environ.get(\"TESTING\", \"0\") in {\"1\", \"true\"}\nCI = os.environ.get(\"CI\", \"0\") in {\"1\", \"true\"}\nWINDOWS = os.name == \"nt\"\nPTY = not WINDOWS\n\n\ndef latest(lines: List[str], regex: Pattern) -> Optional[str]:\n \"\"\"\n Return the last released version.\n\n Arguments:\n lines: Lines of the changelog file.\n regex: A compiled regex to find version numbers.\n\n Returns:\n The last version.\n \"\"\"\n for line in lines:\n match = regex.search(line)\n if match:\n return match.groupdict()[\"version\"]\n return None\n\n\ndef unreleased(versions: List[Version], last_release: str) -> List[Version]:\n \"\"\"\n Return the most recent versions down to latest release.\n\n Arguments:\n versions: All the versions (released and unreleased).\n last_release: The latest release.\n\n Returns:\n A list of versions.\n \"\"\"\n for index, version in enumerate(versions):\n if version.tag == last_release:\n return versions[:index]\n return versions\n\n\ndef read_changelog(filepath: str) -> List[str]:\n \"\"\"\n Read the changelog file.\n\n Arguments:\n filepath: The path to the changelog file.\n\n Returns:\n The changelog lines.\n \"\"\"\n with open(filepath, \"r\") as changelog_file:\n return changelog_file.read().splitlines()\n\n\ndef write_changelog(filepath: str, lines: List[str]) -> None:\n \"\"\"\n Write the changelog file.\n\n Arguments:\n filepath: The path to the changelog file.\n lines: The lines to write to the file.\n \"\"\"\n with open(filepath, \"w\") as changelog_file:\n changelog_file.write(\"\\n\".join(lines).rstrip(\"\\n\") + \"\\n\")\n\n\ndef update_changelog(\n inplace_file: str,\n marker: str,\n version_regex: str,\n template_url: str,\n commit_style: str,\n) -> None:\n \"\"\"\n Update the given changelog file in place.\n\n Arguments:\n inplace_file: The file to update in-place.\n marker: The line after which to insert new contents.\n version_regex: A regular expression to find currently documented versions in the file.\n template_url: The URL to the Jinja template used to render contents.\n commit_style: The style of commit messages to parse.\n \"\"\"\n env = SandboxedEnvironment(autoescape=True)\n template = env.from_string(httpx.get(template_url).text)\n changelog = Changelog(\".\", style=commit_style) # noqa: W0621 (shadowing changelog)\n\n if len(changelog.versions_list) == 1:\n last_version = changelog.versions_list[0]\n if last_version.planned_tag is None:\n planned_tag = \"0.1.0\"\n last_version.tag = planned_tag\n last_version.url += planned_tag\n last_version.compare_url = last_version.compare_url.replace(\"HEAD\", planned_tag)\n\n lines = read_changelog(inplace_file)\n last_released = latest(lines, re.compile(version_regex))\n if last_released:\n changelog.versions_list = unreleased(changelog.versions_list, last_released)\n rendered = template.render(changelog=changelog, inplace=True)\n lines[lines.index(marker)] = rendered\n write_changelog(inplace_file, lines)\n\n\n@duty\ndef changelog(ctx):\n \"\"\"\n Update the changelog in-place with latest commits.\n\n Arguments:\n ctx: The context instance (passed automatically).\n \"\"\"\n ctx.run(\n update_changelog,\n kwargs={\n \"inplace_file\": \"CHANGELOG.md\",\n \"marker\": \"<!-- insertion marker -->\",\n \"version_regex\": r\"^## \\[v?(?P<version>[^\\]]+)\",\n \"template_url\": \"https://raw.githubusercontent.com/pawamoy/jinja-templates/master/keepachangelog.md\",\n \"commit_style\": \"angular\",\n },\n title=\"Updating changelog\",\n pty=PTY,\n )\n\n\n@duty(pre=[\"check_code_quality\", \"check_types\", \"check_docs\", \"check_dependencies\"])\ndef check(ctx): # noqa: W0613 (no use for the context argument)\n \"\"\"\n Check it all!\n\n Arguments:\n ctx: The context instance (passed automatically).\n \"\"\" # noqa: D400 (exclamation mark is funnier)\n\n\n@duty\ndef check_code_quality(ctx, files=PY_SRC):\n \"\"\"\n Check the code quality.\n\n Arguments:\n ctx: The context instance (passed automatically).\n files: The files to check.\n \"\"\"\n ctx.run(f\"flakehell lint {files}\", title=\"Checking code quality\", pty=PTY)\n\n\n@duty\ndef check_dependencies(ctx):\n \"\"\"\n Check for vulnerabilities in dependencies.\n\n Arguments:\n ctx: The context instance (passed automatically).\n \"\"\"\n nofail = False\n safety = which(\"safety\")\n if not safety:\n pipx = which(\"pipx\")\n if pipx:\n safety = f\"{pipx} run safety\"\n else:\n safety = \"safety\"\n nofail = True\n ctx.run(\n f\"poetry export -f requirements.txt --without-hashes | {safety} check --stdin --full-report\",\n title=\"Checking dependencies\",\n pty=PTY,\n nofail=nofail,\n )\n\n\n@duty\ndef check_docs(ctx):\n \"\"\"\n Check if the documentation builds correctly.\n\n Arguments:\n ctx: The context instance (passed automatically).\n \"\"\"\n ctx.run(\"mkdocs build -s\", title=\"Building documentation\", pty=PTY)\n\n\n@duty\ndef check_types(ctx):\n \"\"\"\n Check that the code is correctly typed.\n\n Arguments:\n ctx: The context instance (passed automatically).\n \"\"\"\n ctx.run(f\"mypy --config-file config/mypy.ini {PY_SRC}\", title=\"Type-checking\", pty=PTY)\n\n\n@duty(silent=True)\ndef clean(ctx):\n \"\"\"\n Delete temporary files.\n\n Arguments:\n ctx: The context instance (passed automatically).\n \"\"\"\n ctx.run(\"rm -rf .coverage*\")\n ctx.run(\"rm -rf .mypy_cache\")\n ctx.run(\"rm -rf .pytest_cache\")\n ctx.run(\"rm -rf build\")\n ctx.run(\"rm -rf dist\")\n ctx.run(\"rm -rf pip-wheel-metadata\")\n ctx.run(\"rm -rf site\")\n ctx.run(\"find . -type d -name __pycache__ | xargs rm -rf\")\n ctx.run(\"find . -name '*.rej' -delete\")\n\n\ndef get_credits_data() -> dict:\n \"\"\"\n Return data used to generate the credits file.\n\n Returns:\n Data required to render the credits template.\n \"\"\"\n project_dir = Path(__file__).parent.parent\n metadata = toml.load(project_dir / \"pyproject.toml\")[\"tool\"][\"poetry\"]\n lock_data = toml.load(project_dir / \"poetry.lock\")\n project_name = metadata[\"name\"]\n\n poetry_dependencies = chain(metadata[\"dependencies\"].keys(), metadata[\"dev-dependencies\"].keys())\n direct_dependencies = {dep.lower() for dep in poetry_dependencies}\n direct_dependencies.remove(\"python\")\n indirect_dependencies = {pkg[\"name\"].lower() for pkg in lock_data[\"package\"]}\n indirect_dependencies -= direct_dependencies\n dependencies = direct_dependencies | indirect_dependencies\n\n packages = {}\n for pkg in search_packages_info(dependencies):\n pkg = {_: pkg[_] for _ in (\"name\", \"home-page\")}\n packages[pkg[\"name\"].lower()] = pkg\n\n for dependency in dependencies:\n if dependency not in packages:\n pkg_data = httpx.get(f\"https://pypi.python.org/pypi/{dependency}/json\").json()[\"info\"]\n home_page = pkg_data[\"home_page\"] or pkg_data[\"project_url\"] or pkg_data[\"package_url\"]\n pkg_name = pkg_data[\"name\"]\n package = {\"name\": pkg_name, \"home-page\": home_page}\n packages.update({pkg_name.lower(): package})\n\n return {\n \"project_name\": project_name,\n \"direct_dependencies\": sorted(direct_dependencies),\n \"indirect_dependencies\": sorted(indirect_dependencies),\n \"package_info\": packages,\n }\n\n\n@duty\ndef docs_regen(ctx):\n \"\"\"\n Regenerate some documentation pages.\n\n Arguments:\n ctx: The context instance (passed automatically).\n \"\"\"\n url_prefix = \"https://raw.githubusercontent.com/pawamoy/jinja-templates/master/\"\n regen_list = ((\"CREDITS.md\", get_credits_data, url_prefix + \"credits.md\"),)\n\n def regen() -> int: # noqa: WPS430 (nested function)\n \"\"\"\n Regenerate pages listed in global `REGEN` list.\n\n Returns:\n An exit code.\n \"\"\"\n env = SandboxedEnvironment(undefined=StrictUndefined)\n for target, get_data, template in regen_list:\n print(\"Regenerating\", target) # noqa: WPS421 (print)\n template_data = get_data()\n template_text = httpx.get(template).text\n rendered = env.from_string(template_text).render(**template_data)\n with open(target, \"w\") as stream:\n stream.write(rendered)\n return 0\n\n ctx.run(regen, title=\"Regenerating docfiles\", pty=PTY)\n\n\n@duty(pre=[docs_regen])\ndef docs(ctx):\n \"\"\"\n Build the documentation locally.\n\n Arguments:\n ctx: The context instance (passed automatically).\n \"\"\"\n ctx.run(\"mkdocs build\", title=\"Building documentation\")\n\n\n@duty(pre=[docs_regen])\ndef docs_serve(ctx, host=\"127.0.0.1\", port=8000):\n \"\"\"\n Serve the documentation (localhost:8000).\n\n Arguments:\n ctx: The context instance (passed automatically).\n host: The host to serve the docs from.\n port: The port to serve the docs on.\n \"\"\"\n ctx.run(f\"mkdocs serve -a {host}:{port}\", title=\"Serving documentation\", capture=False)\n\n\n@duty(pre=[docs_regen])\ndef docs_deploy(ctx):\n \"\"\"\n Deploy the documentation on GitHub pages.\n\n Arguments:\n ctx: The context instance (passed automatically).\n \"\"\"\n ctx.run(\"mkdocs gh-deploy\", title=\"Deploying documentation\")\n\n\n@duty\ndef format(ctx): # noqa: W0622 (we don't mind shadowing the format builtin)\n \"\"\"\n Run formatting tools on the code.\n\n Arguments:\n ctx: The context instance (passed automatically).\n \"\"\"\n ctx.run(\n f\"autoflake -ir --exclude tests/fixtures --remove-all-unused-imports {PY_SRC}\",\n title=\"Removing unused imports\",\n pty=PTY,\n )\n ctx.run(f\"isort -y -rc {PY_SRC}\", title=\"Ordering imports\", pty=PTY)\n ctx.run(f\"black {PY_SRC}\", title=\"Formatting code\", pty=PTY)\n\n\n@duty\ndef release(ctx, version):\n \"\"\"\n Release a new Python package.\n\n Arguments:\n ctx: The context instance (passed automatically).\n version: The new version number to use.\n \"\"\"\n ctx.run(f\"poetry version {version}\", title=f\"Bumping version in pyproject.toml to {version}\", pty=PTY)\n ctx.run(\"git add pyproject.toml CHANGELOG.md\", title=\"Staging files\", pty=PTY)\n ctx.run([\"git\", \"commit\", \"-m\", f\"chore: Prepare release {version}\"], title=\"Committing changes\", pty=PTY)\n ctx.run(f\"git tag {version}\", title=\"Tagging commit\", pty=PTY)\n if not TESTING:\n ctx.run(\"git push\", title=\"Pushing commits\", pty=False)\n ctx.run(\"git push --tags\", title=\"Pushing tags\", pty=False)\n ctx.run(\"poetry build\", title=\"Building dist/wheel\", pty=PTY)\n ctx.run(\"poetry publish\", title=\"Publishing version\", pty=PTY)\n ctx.run(\"mkdocs gh-deploy\", title=\"Deploying documentation\", pty=PTY)\n\n\n@duty(silent=True)\ndef coverage(ctx):\n \"\"\"\n Report coverage as text and HTML.\n\n Arguments:\n ctx: The context instance (passed automatically).\n \"\"\"\n ctx.run(\"coverage report --rcfile=config/coverage.ini\", capture=False)\n ctx.run(\"coverage html --rcfile=config/coverage.ini\")\n\n\n@duty(pre=[duty(lambda ctx: ctx.run(\"rm -f .coverage\", silent=True))])\ndef test(ctx, match=\"\"):\n \"\"\"\n Run the test suite.\n\n Arguments:\n ctx: The context instance (passed automatically).\n match: A pytest expression to filter selected tests.\n \"\"\"\n ctx.run(\n [\"pytest\", \"-c\", \"config/pytest.ini\", \"-n\", \"auto\", \"-k\", match, \"tests\"],\n title=\"Running tests\",\n pty=PTY,\n )\n" }, { "alpha_fraction": 0.7365171313285828, "alphanum_fraction": 0.7376512289047241, "avg_line_length": 29.290077209472656, "blob_id": "47cd46e202bcd43fe2ce6e952d9f2471a228d186", "content_id": "2ab82247893f4bbf006d404a09a50cd82d9c7fa2", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 7936, "license_type": "permissive", "max_line_length": 89, "num_lines": 262, "path": "/docs/usage.md", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "# Usage\n\n## Importing classes\n\nYou can directly import the following classes from `dependenpy`:\n`DSM`, `Package`, `Module`, `Dependency`, `Matrix` and `TreeMap`.\n\nIf you need to import other classes, please take a look at the structure\nof the code.\n\nExample:\n\n```python\nfrom dependenpy import DSM, Matrix\n```\n\n## Creation of objects\n\nFor basic usage, you only have to instantiate a `DSM` object, and\nsometimes `Matrix` and `TreeMap`. But if you need to do more complicated\nstuff, you might also want to build instances of `Package`, `Module`\nor `Dependency`.\n\n### Create a DSM\n\nTo create a `DSM` object, just pass it a list of packages that can be either\nfound on the disk (absolute or relative paths), or in the Python path (like\nin `sys.path`).\n\n```python\nfrom dependenpy import DSM\ndjango = DSM('django')\nflask = DSM('flask')\nboth = DSM('django', 'flask')\n```\n\nThree keyword arguments can be given to `DSM`:\n\n- `build_tree`: Boolean\n- `build_dependencies`: Boolean\n- `enforce_init`: Boolean\n\nThe three of them defaults to true.\n\nTurning `build_tree` to false will delay the build of the Python package\ntree (the exploration of files on the file system).\nYou can later call `dsm.build_tree()` to build the tree.\n\nTurning `build_dependencies` to false will delay the build of the\ndependencies (the parsing of the source code to determine the\ninter-dependencies).\nYou can later call `dsm.build_dependencies()` to build the dependencies.\nNote that you won't be able to build the dependencies before the tree has\nbeen built.\n\nUsing true for both `build_tree` and `build_dependencies` is recommended\nsince it is done pretty quickly, even for big projects like Django.\n\nTurning `enforce_init` to false will make the exploration of sub-directories\ncomplete: by default, a sub-directory is not explored if it does not contain\nan `__init__.py` file. It makes the building of the tree faster. But in some\ncases, you might want to still explore the sub-directory even without\n`__init__.py`. In that case, use `enforce_init=False`. Note that\ndepending on the tree, the build might take longer.\n\n### Create a Package\n\nTo create a `Package` object, initialize it with a name and a path.\nThese two arguments are the only one required. Name should be the name of\nthe Python package (the name of the directory), and path should be\nthe path to the directory on the file system.\n\nExample:\n\n```python\nfrom dependenpy import Package\nabsolute_package = Package('django', '/my/virtualenv/lib/python3.5/site-packages/django')\nrelative_package = Package('program', 'src/program')\n```\n\nAdditionally, you can pass 6 more keyword arguments: the same three from\n`DSM` (`build_tree`, `build_dependencies` and `enforce_init`), and\nthe three following:\n\n- `dsm`: parent DSM (instance of DSM).\n- `package`: parent package (instance of Package).\n- `limit_to`: list of strings to limit the exploration to a subset of\n directories.\n\nThese three arguments default to `None`. Both `dsm` and `package`\narguments are useful to build a tree.\n\nArgument `limit_to` can be used this way:\n\n```python\nfrom dependenpy import Package\ndjango_auth = Package('django', 'path/to/django',\n limit_to=['contrib.auth'])\n```\n\nOf course, you could also have build a the `django_auth` Package by directly\nspecify the name and path of the sub-directory, but using limit_to allows you\nto build the full tree, starting at the root (Django's directory).\n\n```python\nfrom dependenpy import Package\ndjango_auth = Package('auth', 'path/to/django/contrib/auth')\n```\n\n### Create a Module\n\nTo create a `Module` object, initialize it with a name and a path.\nThese two arguments are the only one required. Name should be the name of\nthe Python module (the file without the `.py` extension), and path should be\nthe path to the file on the file system.\n\nAs for `Package`, `dsm` and `package` arguments can be passed when\ncreating a module.\n\nExample:\n\n```python\nfrom dependenpy import Module\ndsm_module = Module('dsm', 'path/to/dependenpy/dsm.py')\n```\n\n### Create a Dependency\n\nA dependency is a simple object that require:\n\n- `source`: the `Module` instance importing the item,\n- `lineno`: the line number at which the import occurred,\n- `target`: the `Package` or `Module` instance from which the item is imported\n- and an optional `what` argument which defaults to None: the name of the\n imported item.\n\n### Create a Matrix\n\nFrom an instance of `DSM` or `Package` called `node`:\n\n```python\nmatrix = node.as_matrix(depth=2)\n```\n\nFrom a list of nodes (DSMs, packages or modules):\n\n```python\nmatrix = Matrix(*node_list, depth=2)\n```\n\nAn instance of `Matrix` has a `data` attribute, which is a two-dimensions\narray of integers, and a `keys` attribute which is the list of names,\nin the same order as rows in data.\n\n### Create a TreeMap\n\nFrom an instance of `DSM` or `Package` called `node`:\n\n```python\ntreemap = node.as_treemap(depth=2)\n```\n\nFrom a list of nodes (DSMs, packages or modules):\n\n```python\nmatrix = TreeMap(*node_list, depth=2)\n```\n\nAn instance of `TreeMap` has a `data` attribute, which is a two-dimensions\narray of integers or treemaps, a `keys` attribute which is the list of names\nin the same order as rows in data, and a `value` attribute which is the\ntotal number of dependencies in the treemap.\n\n### Create a Graph\n\nFrom an instance of `DSM` or `Package` called `node`:\n\n```python\ngraph = node.as_graph(depth=2)\n```\n\nFrom a list of nodes (DSMs, packages or modules):\n\n```python\ngraph = Graph(*node_list, depth=2)\n```\n\nAn instance of `Graph` has a `vertices` attribute, which is a list of\n`Vertex` instances, and a `edges` attribute which is list of `Edge`\ninstances. See the documentation of `Vertex` and `Edge` for more\ninformation.\n\n## Accessing elements\n\nAccessing elements in a DSM or a Package is very easy. Just like for a\ndictionary, you can use the `[]` notation to search for a sub-package or\na sub-module. You can also use the `get` method, which is equivalent to\nthe brackets accessor, but will return `None` if the element is not found\nwhereas brackets accessor will raise a `KeyError`.\n\nExample:\n\n```python\nfrom dependenpy import DSM\n\ndsm = DSM('django') # full DSM object, containing Django\ndjango = dsm['django'] # Django Package object\n```\n\nYou can use dots in the element name to go further in just one instruction:\n\n```python\ndjango_auth = django['contrib.auth']\ndjango_forms_models = dsm.get('django.forms.models')\n```\n\nOf course, accesses can be chained:\n\n```python\ndjango_db_models_utils = dsm['django'].get('db')['models']['utils']\n```\n\n## Printing contents\n\nContents of DSMs, packages, modules, matrices, treemaps and graphs can be printed\nwith their `print` method. The contents printed are the dependencies.\nWith some exception, each one of them can output contents in three different formats:\n\n- text (by default)\n- CSV\n- JSON\n\n(Currently, treemaps are not implemented, and graphs can only be printed in\nJSON or CSV.)\n\nTo choose one of these format, just pass the `format` argument, which accepts\nvalues `'text'`, `'csv'` and `'json'`. Please note that these values\ncan be replaced by constants imported from `dependenpy.helpers`\nmodule:\n\n```python\nfrom dependenpy import DSM\nfrom dependenpy.helpers import TEXT, CSV, JSON\n\ndsm = DSM('django')\ndsm.print(format=JSON)\n```\n\nDepending on the chosen format, additional keyword arguments can be passed\nto the print method:\n\n- text format: `indent`, indentation value (integer)\n- CSV format: `header`, True or False, to display the headers (columns names)\n- JSON format: every arguments accepted by `json.dumps`, and in the case\n of a `Module` instance, `absolute` Boolean to switch between output\n of absolute and relative paths.\n\nFor `DSM` and `Package` instances, shortcuts to print a matrix, a treemap\nor a graph are available with `print_matrix`, `print_treemap` and\n`print_graph` methods.\nThese methods will first create the related object and then call\nthe object's own `print` method.\n" }, { "alpha_fraction": 0.7138728499412537, "alphanum_fraction": 0.7167630195617676, "avg_line_length": 13.416666984558105, "blob_id": "6c3923e3a14caed43d5c573a78898c05411bb6fa", "content_id": "9a718d8bc8409eb2053789f166a15bcc836e1000", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "INI", "length_bytes": 346, "license_type": "permissive", "max_line_length": 28, "num_lines": 24, "path": "/config/coverage.ini", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "[coverage:paths]\nsource =\n src/dependenpy\n */site-packages/dependenpy\n\n[coverage:run]\nbranch = true\nsource =\n dependenpy\n tests\nparallel = true\n\n[coverage:report]\nprecision = 2\nomit =\n src/dependenpy/__init__.py\n src/dependenpy/__main__.py\n tests/*\n\n[coverage:html]\ndirectory = build/coverage\n\n[coverage:json]\noutput = build/coverage.json\n" }, { "alpha_fraction": 0.6034444570541382, "alphanum_fraction": 0.6160300374031067, "avg_line_length": 32.30147171020508, "blob_id": "850667e385be6e2037cdb7285f122e64600ae5c5", "content_id": "4bf1451545263e8bd49eefe667fa2b6491dccb08", "detected_licenses": [ "ISC" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 4841, "license_type": "permissive", "max_line_length": 136, "num_lines": 136, "path": "/README.md", "repo_name": "Pawamoy/dependenpy", "src_encoding": "UTF-8", "text": "# Dependenpy\n\n[![ci](https://github.com/pawamoy/dependenpy/workflows/ci/badge.svg)](https://github.com/pawamoy/dependenpy/actions?query=workflow%3Aci)\n[![documentation](https://img.shields.io/badge/docs-mkdocs%20material-blue.svg?style=flat)](https://pawamoy.github.io/dependenpy/)\n[![pypi version](https://img.shields.io/pypi/v/dependenpy.svg)](https://pypi.org/project/dependenpy/)\n\nShow the inter-dependencies between modules of Python packages.\n\n`dependenpy` allows you to build a dependency matrix for a set of Python packages.\nTo do this, it reads and searches the source code for import statements.\n\n![demo](demo.svg)\n\n## Requirements\n\nDependenpy requires Python 3.6 or above.\n\n<details>\n<summary>To install Python 3.6, I recommend using <a href=\"https://github.com/pyenv/pyenv\"><code>pyenv</code></a>.</summary>\n\n```bash\n# install pyenv\ngit clone https://github.com/pyenv/pyenv ~/.pyenv\n\n# setup pyenv (you should also put these three lines in .bashrc or similar)\nexport PATH=\"${HOME}/.pyenv/bin:${PATH}\"\nexport PYENV_ROOT=\"${HOME}/.pyenv\"\neval \"$(pyenv init -)\"\n\n# install Python 3.6\npyenv install 3.6.12\n\n# make it available globally\npyenv global system 3.6.12\n```\n</details>\n\n## Installation\n\nWith `pip`:\n```bash\npython3.6 -m pip install dependenpy\n```\n\nWith [`pipx`](https://github.com/pipxproject/pipx):\n```bash\npython3.6 -m pip install --user pipx\n\npipx install --python python3.6 dependenpy\n```\n\n## Usage (as a library)\n\n```python\nfrom dependenpy import DSM\n\n# create DSM\ndsm = DSM('django')\n\n# transform as matrix\nmatrix = dsm.as_matrix(depth=2)\n\n# initialize with many packages\ndsm = DSM('django', 'meerkat', 'appsettings', 'dependenpy', 'archan')\nwith open('output', 'w') as output:\n dsm.print(format='json', indent=2, output=output)\n\n# access packages and modules\nmeerkat = dsm['meerkat'] # or dsm.get('meerkat')\nfinder = dsm['dependenpy.finder'] # or even dsm['dependenpy']['finder']\n\n# instances of DSM and Package all have print, as_matrix, etc. methods\nmeerkat.print_matrix(depth=2)\n```\n\nThis package was originally design to work in a Django project.\nThe Django package [django-meerkat](https://github.com/Genida/django-meerkat)\nuses it to display the matrices with Highcharts.\n\n## Usage (command-line)\n\n```\nusage: gen-readme-data.py [-d DEPTH] [-f {csv,json,text}] [-g] [-G] [-h]\n [-i INDENT] [-l] [-m] [-o OUTPUT] [-t] [-v]\n PACKAGES [PACKAGES ...]\n\nCommand line tool for dependenpy Python package.\n\npositional arguments:\n PACKAGES The package list. Can be a comma-separated list. Each\n package must be either a valid path or a package in\n PYTHONPATH.\n\noptional arguments:\n -d DEPTH, --depth DEPTH\n Specify matrix or graph depth. Default: best guess.\n -f {csv,json,text}, --format {csv,json,text}\n Output format. Default: text.\n -g, --show-graph Show the graph (no text format). Default: false.\n -G, --greedy Explore subdirectories even if they do not contain an\n __init__.py file. Can make execution slower. Default:\n false.\n -h, --help Show this help message and exit.\n -i INDENT, --indent INDENT\n Specify output indentation. CSV will never be\n indented. Text will always have new-lines. JSON can be\n minified with a negative value. Default: best guess.\n -l, --show-dependencies-list\n Show the dependencies list. Default: false.\n -m, --show-matrix Show the matrix. Default: true unless -g, -l or -t.\n -o OUTPUT, --output OUTPUT\n Output to given file. Default: stdout.\n -t, --show-treemap Show the treemap (work in progress). Default: false.\n -v, --version Show the current version of the program and exit.\n\n```\n\nExample:\n\n```console\n$ # running dependenpy on itself\n$ dependenpy dependenpy -z=\n\n Module │ Id │0│1│2│3│4│5│6│7│8│\n ──────────────────────┼────┼─┼─┼─┼─┼─┼─┼─┼─┼─┤\n dependenpy.__init__ │ 0 │ │ │ │4│ │ │ │ │2│\n dependenpy.__main__ │ 1 │ │ │1│ │ │ │ │ │ │\n dependenpy.cli │ 2 │1│ │ │1│ │4│ │ │ │\n dependenpy.dsm │ 3 │ │ │ │ │2│1│3│ │ │\n dependenpy.finder │ 4 │ │ │ │ │ │ │ │ │ │\n dependenpy.helpers │ 5 │ │ │ │ │ │ │ │ │ │\n dependenpy.node │ 6 │ │ │ │ │ │ │ │ │3│\n dependenpy.plugins │ 7 │ │ │ │1│ │1│ │ │ │\n dependenpy.structures │ 8 │ │ │ │ │ │1│ │ │ │\n\n```\n" } ]
16
JoshLabs/cleanerversion
https://github.com/JoshLabs/cleanerversion
2097a6439f711d207f8f9e459e8cc829b2cf1cee
72d17580b901acdffd6b11b1dbb430a01fe7c02c
c94b9e53e32085c2fd5659dcfb29c5833e378cae
refs/heads/master
2022-01-01T07:30:42.051328
2019-03-18T12:38:01
2019-03-18T12:38:01
176,281,458
1
1
Apache-2.0
2019-03-18T12:35:12
2019-03-18T12:38:04
2020-08-26T15:31:44
Python
[ { "alpha_fraction": 0.7020424604415894, "alphanum_fraction": 0.7248698472976685, "avg_line_length": 30.212499618530273, "blob_id": "dddaaec4e5fddedbf4bc6ccffd4ec94882768ec5", "content_id": "5834d91151632616ef8a921081a577f6e5da1abf", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 2497, "license_type": "permissive", "max_line_length": 115, "num_lines": 80, "path": "/README.rst", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": ".. note:: Please note that development of CleanerVersion has been\n **discontinued as of February 2019**. Feel free to fork the\n repository.\n\n*************************\nCleanerVersion for Django\n*************************\n\n.. image:: https://img.shields.io/travis/kshitij-burman/cleanerversion/master.svg\n :target: https://travis-ci.org/kshitij-burman/cleanerversion\n.. image:: https://img.shields.io/coveralls/kshitij-burman/cleanerversion/master.svg\n :target: https://coveralls.io/r/kshitij-burman/cleanerversion\n\nAbstract\n========\n\nCleanerVersion is a solution that allows you to read and write multiple versions of an entry to and from your\nrelational database. It allows to keep track of modifications on an object over time, as described by the theory of\n**Slowly Changing Dimensions** (SCD) **- Type 2**.\n\nCleanerVersion therefore enables a Django-based Datawarehouse, which was the initial idea of this package.\n\nFeatures\n========\n\nCleanerVersion's feature-set includes the following bullet points:\n\n* Simple versioning of an object (according to SCD, Type 2)\n\n - Retrieval of the current version of the object\n - Retrieval of an object's state at any point in time\n\n* Versioning of One-to-Many relationships\n\n - For any point in time, retrieval of correct related objects\n\n* Versioning of Many-to-Many relationships\n\n - For any point in time, retrieval of correct related objects\n\n* Migrations, if using in conjunction with Django 1.7 and upwards\n\n* Integration with Django Admin (Credits to @boydjohnson and @peterfarrell)\n\n\nPrerequisites\n=============\n\nThis code was tested with the following technical components\n\n* Python 2.7 & 3.6\n* Django 1.11 & 2.0\n* PostgreSQL 9.3.4 & SQLite3\n\nOlder Django versions\n=====================\nCleanerVersion was originally written for Django 1.6 and has now been ported up to Django 1.11.\n\nCleanerVersion 2.x releases are compatible with Django 1.11 and 2.0. It may\nalso work with Django 1.9 and 1.10, but note that these versions are not\nofficially supported and test cases have been removed.\n\nOld packages compatible with older Django releases:\n\n* Django 1.6 and 1.7: https://pypi.python.org/pypi/CleanerVersion/1.5.4\n\n* Django 1.8: https://pypi.python.org/pypi/CleanerVersion/1.6.2\n\n* Django 1.9 & 1.10: https://pypi.python.org/pypi/CleanerVersion/2.0.0\n\nDocumentation\n=============\n\nFind a detailed documentation at http://cleanerversion.readthedocs.org/.\n\n\nFeature requests\n================\n\n- Querying for time ranges\n" }, { "alpha_fraction": 0.7280064821243286, "alphanum_fraction": 0.7336561679840088, "avg_line_length": 38.33333206176758, "blob_id": "d53fabd3e6700600946b58c08d5395dba44dbcfb", "content_id": "3c870de302b1356786257f666487eecfc4f2464c", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 2478, "license_type": "permissive", "max_line_length": 124, "num_lines": 63, "path": "/CONTRIBUTING.rst", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "******************************\nContributing to CleanerVersion\n******************************\n\nContributions are welcome!\n\nHow to contribute\n=================\n#. Fork the `source repository <https://github.com/swisscom/cleanerversion>`_\n#. Make your changes\n#. If appropriate, add tests that test the feature you have added or the bug that you have fixed\n#. Ensure that tests are passing (``python manage.py test``)\n#. Optionally, test all target combinations locally using Tox (see Local Testing, below)\n#. Create a pull request\n#. Check that integration testing was successful. This takes a few minutes after the pull request\n is made; Travis runs the tests on the target python versions and database types\n#. Wait for feedback or merging of your pull request\n\nStyle Guide\n===========\nCleanerversion aims to follow `PEP8 <https://www.python.org/dev/peps/pep-0008/>`_\nincluding 4 space indents and 79 character line limits.\n\n\nTesting\n=======\nAll tests are run on Travis and any pull requests are automatically tested by Travis. Any pull\nrequests without tests will take longer to be integrated and might be refused.\n\nLocal Testing\n-------------\nTo test locally on the various environments that are tested by Travis, you can use `tox <https://testrun.org/tox/latest/>`_.\nTo do this, these dependencies must be installed:\n\n* python 2.7 and python 3.6\n* tox (if you're using pip, you can install tox with ``pip install tox``)\n* postgresql 9.3.x\n\n``cleanerversion/settings/pg.py`` defines the username and password that will be used for Postgresql.\nThe Postgresql user must have the createdb permission, because the django tests create a test\ndatabase whenever tests are run.\n\nIf you directly modify ``cleanerversion/settings/pg.py``, be careful not to add it when doing\na git commit.\n\nA better approach is to copy ``cleanerversion/settings/pg.py`` to ``cleanerversion/settings/pg_local.py``\nand edit it to have the database connection information that you would like. This file will be ignored\nby git. You will then need to set an environment variable when running ``tox`` to let it know what settings\nfile to use.\n\nExample of creating a postgresql user ``cleanerversionpg`` who has permission to create databases::\n\n $ sudo su postgres\n $ createuser -Pd cleanerversionpg\n\nRunning tox::\n\n $ tox\n\nIf you want to use a custom database settings file for the postgresql tests, do something like this::\n\n $ export TOX_PG_CONF=cleanerversion.settings.pg_local\n $ tox\n" }, { "alpha_fraction": 0.8253968358039856, "alphanum_fraction": 0.8253968358039856, "avg_line_length": 62, "blob_id": "a6dc66159928c0a8f263a6a9f8be4a1a4dc962c3", "content_id": "9dac886a906dcdb1decfd37d8fc9726d1e366a1e", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 63, "license_type": "permissive", "max_line_length": 62, "num_lines": 1, "path": "/versions_tests/__init__.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "default_app_config = 'versions_tests.apps.VersionsTestsConfig'\n" }, { "alpha_fraction": 0.5671834349632263, "alphanum_fraction": 0.5710594058036804, "avg_line_length": 29.959999084472656, "blob_id": "9d1192994e4f9ce2a43bf9d83c3155f5c6442baf", "content_id": "57b58a91a5d5cde498a45bdc30c76c4d84267125", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "JavaScript", "length_bytes": 774, "license_type": "permissive", "max_line_length": 151, "num_lines": 25, "path": "/versions/static/js/admin_addon.js", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "function update_document() {\n // for the Source template:\n (function ($) {\n if ($('ul').hasClass('object-tools')) {\n $('input[name=\"_addanother\"]').before('<input formaction=\"will_not_clone/\" type=\"submit\" formmethod=\"POST\" value=\"Save without cloning\">');\n }\n })(django.jQuery)\n\n\n}\n\n\nfunction make_restore_button(){\n (function($){\n if($('ul').hasClass('object-tools')){\n if($('div.field-is_current img').attr('alt').valueOf()===\"False\"){\n $('input[name=\"_addanother\"]').before('<input formaction=\"restore/\" type=\"submit\" formmethod=\"POST\" value=\"Restore\">');\n }\n }\n })(django.jQuery)\n\n}\n\n// give time to jquery to load..\nsetTimeout(\"update_document();make_restore_button();\", 500);\n" }, { "alpha_fraction": 0.6309012770652771, "alphanum_fraction": 0.6437768340110779, "avg_line_length": 24.88888931274414, "blob_id": "14513326e4e504acb354cf185daedb8f09232300", "content_id": "ab1ca6416be687f185d0bd22e0365e9ddef8006d", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 233, "license_type": "permissive", "max_line_length": 48, "num_lines": 9, "path": "/cleanerversion/__init__.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "VERSION = (2, 1, 1)\n\n\ndef get_version(positions=None):\n version = VERSION\n if positions and isinstance(positions, int):\n version = VERSION[:positions]\n version = (str(v) for v in version)\n return '.'.join(version)\n" }, { "alpha_fraction": 0.6443576216697693, "alphanum_fraction": 0.6497313380241394, "avg_line_length": 36.21818161010742, "blob_id": "b72a0e53ae623a2cbd79981b6460ee2c958fe3f3", "content_id": "fd2413eb350672fe9a5e84b26c68bf462a641b4a", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2047, "license_type": "permissive", "max_line_length": 78, "num_lines": 55, "path": "/versions_tests/tests/test_admin.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "from django.contrib.admin.sites import AdminSite\nfrom django.contrib.auth import get_user_model\nfrom django.test import TestCase\ntry:\n from django.urls import reverse\nexcept ImportError:\n # Supports backward compatibility with 1.9\n from django.core.urlresolvers import reverse\n\nfrom versions.admin import VersionedAdmin\nfrom ..models import City\n\nUser = get_user_model()\n\n\nclass VersionedAdminTest(TestCase):\n def setUp(self):\n self.city = City.objects.create(name='city')\n self.admin = VersionedAdmin(City, AdminSite)\n self.user = User.objects.create_superuser(\n username='user', password='secret', email='[email protected]')\n\n def test_identity_shortener(self):\n self.assertEqual(self.admin.identity_shortener(self.city),\n \"...\" + str(self.city.identity)[-12:])\n\n def test_history_view(self):\n self.client.force_login(self.user)\n response = self.client.get(reverse(\n 'admin:versions_tests_city_history', args=(self.city.id, )))\n self.assertEqual(response.status_code, 200)\n\n def test_restore_old_version(self):\n new_city = self.city.clone()\n new_city.name = 'new city'\n new_city.save()\n self.assertEquals(City.objects.current_version(\n self.city, check_db=True\n ), new_city)\n\n self.client.force_login(self.user)\n response = self.client.post(reverse(\n 'admin:versions_tests_city_change',\n args=(self.city.id, )) + 'restore/')\n\n self.assertEqual(response.status_code, 302)\n self.assertEquals(City.objects.all().count(), 3)\n restored_city = City.objects.current_version(self.city, check_db=True)\n self.assertEquals(restored_city.name, self.city.name)\n\n def test_restore_current_version(self):\n self.client.force_login(self.user)\n with self.assertRaises(ValueError):\n self.client.post(reverse('admin:versions_tests_city_change',\n args=(self.city.identity, )) + 'restore/')\n" }, { "alpha_fraction": 0.5657745003700256, "alphanum_fraction": 0.5856007933616638, "avg_line_length": 39.31434631347656, "blob_id": "db930491ba5e1e60c267313cf1b5eb961a585d62", "content_id": "510862ad3c106c13100cdf339ab87b70316f14a9", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 135174, "license_type": "permissive", "max_line_length": 188, "num_lines": 3353, "path": "/versions_tests/tests/test_models.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "# Copyright 2014 Swisscom, Sophia Engineering\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nfrom __future__ import unicode_literals\n\nimport datetime\nimport itertools\nimport re\nimport uuid\nfrom time import sleep\nfrom unittest import skip, skipUnless\n\nfrom django import get_version\nfrom django.core.exceptions import SuspiciousOperation, ObjectDoesNotExist, \\\n ValidationError\nfrom django.db import connection, IntegrityError, transaction\nfrom django.db.models import Q, Count, Prefetch, Sum\nfrom django.db.models.deletion import ProtectedError\nfrom django.test import TestCase\nfrom django.utils import six\nfrom django.utils.timezone import utc\n\nfrom versions.exceptions import DeletionOfNonCurrentVersionError\nfrom versions.models import get_utc_now, ForeignKeyRequiresValueError, \\\n Versionable\nfrom versions_tests.models import (\n Award, B, C1, C2, C3, City, Classroom, Directory, Fan, Mascot, NonFan,\n Observer, Person, Player, Professor, Pupil,\n RabidFan, Student, Subject, Teacher, Team, Wine, WineDrinker,\n WineDrinkerHat, WizardFan\n)\n\n\ndef get_relation_table(model_class, fieldname):\n field_object = model_class._meta.get_field(fieldname)\n direct = not field_object.auto_created or field_object.concrete\n\n if direct:\n field = field_object\n else:\n field = field_object.field\n return field.m2m_db_table()\n\n\ndef set_up_one_object_with_3_versions():\n b = B.objects.create(name='v1')\n\n sleep(0.001)\n t1 = get_utc_now()\n # 1ms sleeps are required, since sqlite has a 1ms precision in its\n # datetime stamps not inserting the sleep would make t1 point to the next\n # version's start date, which would be wrong\n sleep(0.001)\n\n b = b.clone()\n b.name = 'v2'\n b.save()\n\n sleep(0.001)\n t2 = get_utc_now()\n # 1ms sleeps are required, since sqlite has a 1ms precision in its\n # datetime stamps\n sleep(0.001)\n\n b = b.clone()\n b.name = 'v3'\n b.save()\n\n sleep(0.001)\n t3 = get_utc_now()\n\n return b, t1, t2, t3\n\n\ndef create_three_current_objects():\n b1 = B.objects.create(name='1')\n b2 = B.objects.create(name='2')\n b3 = B.objects.create(name='3')\n return b1, b2, b3\n\n\ndef remove_white_spaces(self, s):\n return re.sub(r'\\s+', '', s)\n\n\ndef assertStringEqualIgnoreWhiteSpaces(self, expected, obtained):\n expected = self.remove_white_spaces(expected).lower()\n obtained = self.remove_white_spaces(obtained).lower()\n self.assertEqual(expected, obtained)\n\n\nTestCase.remove_white_spaces = remove_white_spaces\nTestCase.assertStringEqualIgnoreWhiteSpaces = \\\n assertStringEqualIgnoreWhiteSpaces\n\n\nclass CreationTest(TestCase):\n def test_create_using_manager(self):\n b = B.objects.create(name='someB')\n self.assertTrue(isinstance(b, Versionable))\n self.assertEqual(b.version_start_date, b.version_birth_date)\n\n b_new = b.clone()\n self.assertTrue(isinstance(b_new, Versionable))\n self.assertEqual(b_new.version_start_date, b.version_end_date)\n\n def test_create_using_constructor(self):\n b = B(name='someB')\n b.save()\n self.assertTrue(isinstance(b, Versionable))\n self.assertEqual(b.version_start_date, b.version_birth_date)\n\n b_new = b.clone()\n self.assertTrue(isinstance(b_new, Versionable))\n self.assertEqual(b_new.version_start_date, b.version_end_date)\n\n def test_full_clean(self):\n \"\"\"\n A full clean will fail if some field allows null but not blank, and\n no value is specified (version_end_date, for example).\n \"\"\"\n b = B(name='someB')\n try:\n b.full_clean()\n except ValidationError:\n self.fail(\"Full clean did not succeed\")\n\n\nclass DeletionTest(TestCase):\n def setUp(self):\n self.b, self.t1, self.t2, self.t3 = set_up_one_object_with_3_versions()\n\n def test_deleting(self):\n \"\"\"\n When deleting an object in the database the object count should stay\n constant as we are doing a soft-delete.\n \"\"\"\n self.assertEqual(3, B.objects.all().count())\n\n b = B.objects.current.first()\n b.delete()\n\n self.assertEqual(3, B.objects.all().count())\n\n def test_deleting_non_current_version(self):\n \"\"\"\n Deleting a previous version of an object is not possible and an\n exception must be raised if such an action is attempted.\n \"\"\"\n self.assertEqual(3, B.objects.all().count())\n\n current = B.objects.current.first()\n previous = B.objects.previous_version(current)\n\n self.assertRaises(DeletionOfNonCurrentVersionError, previous.delete)\n\n def test_delete_using_current_queryset(self):\n B.objects.current.all().delete()\n bs = list(B.objects.all())\n self.assertEqual(3, len(bs))\n for b in bs:\n self.assertIsNotNone(b.version_end_date)\n\n def test_delete_using_non_current_queryset(self):\n\n B.objects.create(name='Buzz')\n\n qs = B.objects.all().filter(version_end_date__isnull=True)\n self.assertEqual(2, len(qs))\n pks = [o.pk for o in qs]\n\n qs.delete()\n bs = list(B.objects.all().filter(pk__in=pks))\n self.assertEqual(2, len(bs))\n for b in bs:\n self.assertIsNotNone(b.version_end_date)\n\n def test_deleteing_non_current_version_with_queryset(self):\n qs = B.objects.all().filter(version_end_date__isnull=False)\n self.assertEqual(2, qs.count())\n pks = [o.pk for o in qs]\n\n B.objects.all().filter(pk__in=pks).delete()\n\n # None of the objects should have been deleted, because they are not\n # current.\n self.assertEqual(2, B.objects.all().filter(pk__in=pks).count())\n\n def test_delete_related_with_non_versionable(self):\n jackie = WineDrinker.objects.create(name='Jackie')\n red_sailor_hat = WineDrinkerHat.objects.create(shape='Sailor',\n color='red',\n wearer=jackie)\n jackie.delete()\n self.assertEqual(WineDrinkerHat.objects.count(), 0)\n self.assertEqual(WineDrinker.objects.current.count(), 0)\n\n\nclass DeletionHandlerTest(TestCase):\n \"\"\"\n Tests that the ForeignKey on_delete parameters have the expected\n effects\n \"\"\"\n\n def setUp(self):\n self.city = City.objects.create(name='c.v1')\n self.team = Team.objects.create(name='t.v1', city=self.city)\n self.default_team = Team.objects.create(name='default_team.v1')\n self.p1 = Player.objects.create(name='p1.v1', team=self.team)\n self.p2 = Player.objects.create(name='p2.v1', team=self.team)\n self.m1 = Mascot.objects.create(name='m1.v1', team=self.team)\n self.m2 = Mascot.objects.create(name='m2.v1', team=self.team)\n self.f1 = Fan.objects.create(name='f1.v1', team=self.team)\n self.f2 = Fan.objects.create(name='f2.v1', team=self.team)\n self.f3 = Fan.objects.create(name='f3.v1', team=self.team)\n self.rf1 = RabidFan.objects.create(name='rf1.v1', team=self.team)\n self.nf1 = NonFan.objects.create(name='nf1.v1', team=self.team)\n self.a1 = Award.objects.create(name='a1.v1')\n self.a1.players.add(self.p1, self.p2)\n\n def test_on_delete(self):\n t1 = get_utc_now()\n player_filter = {'pk__in': [self.p1.pk, self.p2.pk]}\n team_filter = {'pk__in': [self.team.pk]}\n mascot_filter = {'pk__in': [self.m1.pk, self.m2.pk]}\n fan_filter = {'pk__in': [self.f1.pk, self.f2.pk, self.f3.pk]}\n rabid_fan_filter = {'pk__in': [self.rf1.pk]}\n non_fan_filter = {'pk__in': [self.nf1.pk]}\n award_qs = Award.objects.current.filter(pk=self.a1.pk)[0]\n\n self.assertEqual(1, Team.objects.current.filter(**team_filter).count())\n self.assertEqual(2, Player.objects.current.filter(\n **player_filter).count())\n self.assertEqual(2, award_qs.players.count())\n self.assertEqual(2, Mascot.objects.current.filter(\n **mascot_filter).count())\n self.assertEqual(3, Fan.objects.current.filter(**fan_filter).count())\n self.assertEqual(1, RabidFan.objects.current.filter(\n **rabid_fan_filter).count())\n self.assertEqual(1, NonFan.objects.current.filter(\n **non_fan_filter).count())\n\n self.city.delete()\n\n # Cascading deletes are the default behaviour.\n self.assertEqual(0, Team.objects.current.filter(**team_filter).count())\n self.assertEqual(0, Player.objects.current.filter(\n **player_filter).count())\n self.assertEqual(0, Mascot.objects.current.filter(\n **mascot_filter).count())\n\n # Many-to-Many relationships are terminated.\n self.assertEqual(0, award_qs.players.count())\n # But a record of them still exists.\n self.assertEqual(2, Award.objects.as_of(t1).get(\n pk=self.a1.pk).players.count())\n\n # The fans picked another team (on_delete=SET(default_team))\n fans = Fan.objects.current.filter(**fan_filter).all()\n self.assertEqual(3, fans.count())\n fans_teams = {f.team for f in fans}\n self.assertEqual({self.default_team}, fans_teams)\n\n # The rabid fan doesn't go away if he loses his team, he's still rabid,\n # he just doesn't have a team anymore. (on_delete=SET_NULL)\n self.assertEqual(1, RabidFan.objects.current.filter(\n **rabid_fan_filter).count())\n rabid_fan = RabidFan.objects.current.filter(**rabid_fan_filter)[0]\n self.assertEqual(None, rabid_fan.team)\n self.assertEqual(self.team.identity,\n RabidFan.objects.previous_version(rabid_fan).team_id)\n\n # The non-fan isn't affected (on_delete=DO_NOTHING)\n self.assertEqual(1, NonFan.objects.current.filter(\n **non_fan_filter).count())\n # This leaves a reference to the deleted team ... hey, that's what\n # DO_NOTHING means.\n self.assertEqual(self.team.pk,\n NonFan.objects.current.filter(**non_fan_filter)[\n 0].team_id)\n\n def test_protected_delete(self):\n WizardFan.objects.create(name=\"Gandalf\", team=self.team)\n # The wizard does his best to protect his team and it's city.\n # (on_delete=PROTECTED)\n with self.assertRaises(ProtectedError):\n self.city.delete()\n self.assertEqual(1,\n Team.objects.current.filter(pk=self.team.pk).count())\n self.assertEqual(1,\n City.objects.current.filter(pk=self.city.pk).count())\n\n def test_deleting_when_m2m_history(self):\n through = Award._meta.get_field('players').remote_field.through\n a1 = Award.objects.create(name=\"bravo\")\n p1 = Player.objects.create(name=\"Jessie\")\n a1.players = [p1]\n self.assertEqual(1, through.objects.filter(player_id=p1.pk).count())\n self.assertEqual(1, through.objects.current.filter(\n player_id=p1.pk).count())\n a1.players = []\n self.assertEqual(1, through.objects.filter(player_id=p1.pk).count())\n self.assertEqual(0, through.objects.current.filter(\n player_id=p1.pk).count())\n p1.delete()\n self.assertEqual(1, through.objects.filter(player_id=p1.pk).count())\n self.assertEqual(0, through.objects.current.filter(\n player_id=p1.pk).count())\n\n\nclass CurrentVersionTest(TestCase):\n def setUp(self):\n self.b, self.t1, self.t2, self.t3 = set_up_one_object_with_3_versions()\n\n def test_simple_case(self):\n should_be_v3 = B.objects.current.first()\n\n self.assertEqual('v3', should_be_v3.name)\n\n def test_after_adding_new_version(self):\n \"\"\"\n Create a new version of an object and tests that it has become the\n 'current' version\n \"\"\"\n b = self.b.clone()\n b.name = 'v4'\n b.save()\n\n sleep(0.1)\n\n should_be_v4 = B.objects.current.first()\n self.assertEqual('v4', should_be_v4.name)\n\n def test_after_deleting_current_version(self):\n \"\"\"\n Test that after deleting an object there is no 'current' version of\n this object available.\n \"\"\"\n self.b.delete()\n\n self.assertIsNone(B.objects.current.first())\n\n def test_getting_current_version(self):\n \"\"\"\n Test that we can get the current version of any object by calling\n the current_version() function\n \"\"\"\n v2 = B.objects.as_of(self.t2).first()\n\n should_be_v3 = B.objects.current_version(v2)\n self.assertEqual('v3', should_be_v3.name)\n\n def test_getting_current_version_but_deleted(self):\n \"\"\"\n Test that the current_version returns nothing when called with a\n deleted object\n :return:\n \"\"\"\n current = B.objects.current.first()\n previous = B.objects.previous_version(current)\n current.delete()\n\n self.assertIsNone(B.objects.current_version(previous))\n self.assertIsNone(B.objects.current_version(current))\n\n\nclass VersionedQuerySetTest(TestCase):\n def test_queryset_without_using_as_of(self):\n b = B.objects.create(name='blabla')\n\n b.name = 'blibli'\n b.save()\n\n o = B.objects.first()\n\n self.assertEqual(b.name, o.name)\n\n def test_queryset_using_as_of(self):\n \"\"\"\n Creates one object having 3 versions and then tests that the as_of\n method is returning the correct version when given the corresponding\n timestamp\n \"\"\"\n b, t1, t2, t3 = set_up_one_object_with_3_versions()\n\n o = B.objects.as_of(t1).first()\n self.assertEqual('v1', o.name)\n\n o = B.objects.as_of(t2).first()\n self.assertEqual('v2', o.name)\n\n def test_queryset_using_delete(self):\n \"\"\"\n Creates 3 objects with all current and then tests that the delete\n method makes the current versions a historical version (adding a\n version_end_date)\n \"\"\"\n b1, b2, b3 = create_three_current_objects()\n self.assertEqual(True, b1.is_current)\n self.assertEqual(True, b2.is_current)\n self.assertEqual(True, b3.is_current)\n\n qs = B.objects.filter(name__in=['1', '2', '3']).all()\n qs.delete()\n\n b1 = B.objects.get(name='1')\n b2 = B.objects.get(name='2')\n b3 = B.objects.get(name='3')\n self.assertEqual(False, b1.is_current)\n self.assertEqual(False, b2.is_current)\n self.assertEqual(False, b3.is_current)\n\n\nclass VersionNavigationTest(TestCase):\n def setUp(self):\n self.b, self.t1, self.t2, self.t3 = set_up_one_object_with_3_versions()\n\n def test_getting_next_version(self):\n \"\"\"\n Get the first version of an object and navigate to the next version\n until we reach the last version.\n \"\"\"\n self.assertEqual(B.objects.all().count(), 3)\n\n v1 = B.objects.as_of(self.t1).first()\n self.assertEqual('v1', v1.name)\n\n should_be_v2 = B.objects.next_version(v1)\n self.assertEqual('v2', should_be_v2.name)\n v2 = should_be_v2\n\n should_be_v3 = B.objects.next_version(v2)\n self.assertEqual('v3', should_be_v3.name)\n v3 = should_be_v3\n\n should_still_be_v3 = B.objects.next_version(v3)\n self.assertEqual('v3', should_still_be_v3.name)\n\n def test_getting_previous_version(self):\n \"\"\"\n Get the last version of an object and navigate to the previous version\n until we reach the first one.\n \"\"\"\n v3 = B.objects.as_of(self.t3).first()\n self.assertEqual('v3', v3.name)\n\n should_be_v2 = B.objects.previous_version(v3)\n self.assertEqual('v2', should_be_v2.name)\n v2 = should_be_v2\n\n should_be_v1 = B.objects.previous_version(v2)\n self.assertEqual('v1', should_be_v1.name)\n v1 = should_be_v1\n\n should_still_be_v1 = B.objects.previous_version(v1)\n self.assertEqual('v1', should_still_be_v1.name)\n\n def test_getting_nonexistent_next_version(self):\n \"\"\"\n Raise an error when trying to look up the next version of the last\n version of a deleted object.\n \"\"\"\n v3 = B.objects.as_of(self.t3).first()\n v3.delete()\n\n self.assertRaises(ObjectDoesNotExist,\n lambda: B.objects.next_version(v3))\n\n\nclass VersionNavigationAsOfTest(TestCase):\n def setUp(self):\n city1 = City.objects.create(name='city1')\n city2 = City.objects.create(name='city2')\n team1 = Team.objects.create(name='team1', city=city1)\n team2 = Team.objects.create(name='team2', city=city1)\n team3 = Team.objects.create(name='team3', city=city2)\n # At t1: city1 - (team1, team2) / city2 - (team3)\n self.t1 = get_utc_now()\n\n sleep(0.01)\n team2 = team2.clone()\n team2.city = city2\n team2.save()\n # At t2: city1 - (team1) / city2 - (team2, team3)\n self.t2 = get_utc_now()\n\n sleep(0.01)\n city1 = city1.clone()\n city1.name = 'city1.a'\n city1.save()\n # At t3: city1.a - (team1) / city2 - (team1, team2, team3)\n self.t3 = get_utc_now()\n\n sleep(0.01)\n team1 = team1.clone()\n team1.name = 'team1.a'\n team1.city = city2\n team1.save()\n # At t4: city1.a - () / city2 - (team1.a, team2, team3)\n self.t4 = get_utc_now()\n\n sleep(0.01)\n team1 = team1.clone()\n team1.city = city1\n team1.name = 'team1.b'\n team1.save()\n # At t5: city1.a - (team1.b) / city2 - (team2, team3)\n self.t5 = get_utc_now()\n\n def test_as_of_parameter(self):\n city1_t2 = City.objects.as_of(self.t2).get(name__startswith='city1')\n self.assertEqual(1, city1_t2.team_set.all().count())\n self.assertFalse(city1_t2.is_current)\n\n # as_of 'end' for current version means \"current\", not a certain point\n # in time\n city1_current = City.objects.next_version(city1_t2,\n relations_as_of='end')\n self.assertTrue(city1_current.is_current)\n self.assertIsNone(city1_current._querytime.time)\n teams = city1_current.team_set.all()\n self.assertEqual(1, teams.count())\n self.assertEqual('team1.b', teams[0].name)\n\n # as_of 'end' for non-current version means at a certain point in time\n city1_previous = City.objects.previous_version(city1_current,\n relations_as_of='end')\n self.assertIsNotNone(city1_previous._querytime.time)\n\n # as_of 'start': returns version at the very start of it's life.\n city1_latest_at_birth = City.objects.next_version(\n city1_t2, relations_as_of='start')\n self.assertTrue(city1_latest_at_birth.is_current)\n self.assertEqual(1, city1_latest_at_birth.team_set.count())\n self.assertIsNotNone(city1_latest_at_birth._querytime.time)\n self.assertEqual(city1_latest_at_birth._querytime.time,\n city1_latest_at_birth.version_start_date)\n\n # as_of datetime: returns a version at a given point in time.\n city1_t4 = City.objects.next_version(city1_t2, relations_as_of=self.t4)\n self.assertTrue(city1_latest_at_birth.is_current)\n self.assertIsNotNone(city1_latest_at_birth._querytime.time)\n teams = city1_latest_at_birth.team_set.all()\n self.assertEqual(1, teams.count())\n self.assertEqual('team1', teams[0].name)\n\n # as_of None: returns object without time restriction for related\n # objects.\n # This means, that all other related object versions that have been\n # associated with this object are returned when queried, without\n # applying any time restriction.\n city1_v2 = City.objects.current_version(city1_t2, relations_as_of=None)\n self.assertFalse(city1_v2._querytime.active)\n teams = city1_v2.team_set.all()\n team_names = {team.name for team in teams}\n self.assertEqual(3, teams.count())\n self.assertSetEqual({'team1', 'team2', 'team1.b'}, team_names)\n\n def test_invalid_as_of_parameter(self):\n city = City.objects.current.get(name__startswith='city1')\n\n with self.assertRaises(TypeError):\n City.objects.previous_version(city, relations_as_of='endlich')\n\n # Using an as_of time before the object's validity period:\n with self.assertRaises(ValueError):\n City.objects.current_version(city, relations_as_of=self.t1)\n\n # Using an as_of time after the object's validity period:\n with self.assertRaises(ValueError):\n City.objects.previous_version(city, relations_as_of=self.t5)\n\n\nclass HistoricObjectsHandling(TestCase):\n t0 = datetime.datetime(1980, 1, 1)\n t1 = datetime.datetime(1984, 4, 23)\n t2 = datetime.datetime(1985, 4, 23)\n in_between_t1_and_t2 = datetime.datetime(1984, 5, 30)\n after_t2 = datetime.datetime(1990, 1, 18)\n\n def test_create_using_manager(self):\n b = B.objects._create_at(self.t1, name='someB')\n self.assertEqual(self.t1, b.version_birth_date)\n self.assertEqual(self.t1, b.version_start_date)\n\n b_v2 = b._clone_at(self.t2)\n self.assertEqual(b_v2.version_start_date, b.version_end_date)\n\n # Query these objects\n b_v1 = B.objects.as_of(self.in_between_t1_and_t2).get(name='someB')\n self.assertFalse(b_v1.is_current)\n self.assertEqual(b_v1.version_birth_date, b_v1.version_start_date)\n\n b_v2 = B.objects.as_of(self.after_t2).get(name='someB')\n self.assertTrue(b_v2.is_current)\n self.assertNotEqual(b_v2.version_birth_date, b_v2.version_start_date)\n\n def test_create_using_constructor(self):\n b = B(name='someB').at(self.t1)\n b.save()\n self.assertEqual(self.t1, b.version_birth_date)\n self.assertEqual(self.t1, b.version_start_date)\n\n b_v2 = b._clone_at(self.t2)\n self.assertEqual(b_v2.version_start_date, b.version_end_date)\n\n # Query these objects\n b_v1 = B.objects.as_of(self.in_between_t1_and_t2).get(name='someB')\n self.assertFalse(b_v1.is_current)\n self.assertEqual(b_v1.version_birth_date, b_v1.version_start_date)\n\n b_v2 = B.objects.as_of(self.after_t2).get(name='someB')\n self.assertTrue(b_v2.is_current)\n self.assertNotEqual(b_v2.version_birth_date, b_v2.version_start_date)\n\n def test_wrong_temporal_moving_of_objects(self):\n \"\"\"\n Test that the restriction about creating \"past objects' are\n operational:\n - we cannot give something else than a timestamp to at()\n - we cannot move anywhere in time an object\n \"\"\"\n b = B(name='someB')\n self.assertRaises(ValueError, lambda: b.at('bla'))\n b.at(self.t1)\n b.save()\n\n b_new = b._clone_at(self.t2)\n self.assertRaises(SuspiciousOperation, lambda: b.at(self.t2))\n self.assertRaises(SuspiciousOperation, lambda: b_new.at(self.t1))\n\n def test_cloning_before_birth_date(self):\n b = B.objects._create_at(self.t1, name='someB')\n self.assertRaises(ValueError, b._clone_at, *[self.t0])\n\n\nclass OneToManyTest(TestCase):\n def setUp(self):\n self.team = Team.objects.create(name='t.v1')\n self.p1 = Player.objects.create(name='p1.v1', team=self.team)\n self.p2 = Player.objects.create(name='p2.v1', team=self.team)\n\n def test_simple(self):\n \"\"\"\n Test that we have 2 players in the team.\n \"\"\"\n self.assertEqual(2, self.team.player_set.count())\n\n def test_creating_new_version_of_the_team(self):\n t1 = get_utc_now()\n sleep(0.1)\n\n team = self.team.clone()\n team.name = 't.v2'\n team.save()\n\n t2 = get_utc_now()\n\n self.assertEqual(2, Team.objects.all().count())\n\n team = Team.objects.current.first()\n # Either we can test the version_end_date...\n self.assertIsNone(team.version_end_date)\n # ...or the is_current property\n self.assertTrue(team.is_current)\n\n # We didn't change anything to the players so there must be 2 players\n # in the team at time t1...\n team_at_t1 = Team.objects.as_of(t1).first()\n # TODO: Remove the following (useless) line, once Django1.8 is working\n t1_player_queryset = team_at_t1.player_set.all()\n # TODO: [django18 compat] The SQL query in t1_player_queryset.query\n # shows that the Team pk value (team_at_t1.id) is used to look up the\n # players (instead of the identity property value\n # (team_at_t1.identity))\n self.assertEqual(2, team_at_t1.player_set.count())\n\n # ... and at time t2\n team_at_t2 = Team.objects.as_of(t2).first()\n self.assertEqual(2, team_at_t2.player_set.count())\n\n def test_finding_object_with_historic_foreign_key(self):\n t1 = get_utc_now()\n sleep(0.01)\n team = self.team.clone()\n team.name = 't.v2'\n team.save()\n t2 = get_utc_now()\n sleep(0.01)\n team = team.clone()\n team.name = 't.v3'\n team.save()\n team_at_t1 = Team.objects.as_of(t1).get(identity=team.identity)\n team_at_t2 = Team.objects.as_of(t2).get(identity=team.identity)\n team_current = Team.objects.current.get(identity=team.identity)\n\n # self.p1's foreign key to self.team is it's original value, which is\n # equal to team_at_t1's identity, but not (any longer) team_at_t1's id.\n\n # The following queries should all work to return the self.p1 Player:\n\n # Using a cross-relation lookup on a non-identity field (team__name):\n player_p1_lookup = Player.objects.as_of(t1).get(\n team__name=team_at_t1.name, name='p1.v1')\n self.assertEqual(self.p1, player_p1_lookup)\n\n # Explicitly specifying the identity field in the lookup:\n player_p1_explicit = Player.objects.as_of(t1).get(\n team__identity=team_at_t1.identity, name='p1.v1')\n self.assertEqual(self.p1, player_p1_explicit)\n\n # The following three all work because the foreign key actually refers\n # to the identity field of the foreign object (which equals the\n # identity of the current object).\n\n # Providing the current related object to filter on:\n player_p1_obj_current = Player.objects.as_of(t1).get(team=team_current,\n name='p1.v1')\n self.assertEqual(self.p1, player_p1_obj_current)\n self.assertEqual(team_at_t1, player_p1_obj_current.team)\n\n # Providing the related object that existed at the as_of time:\n player_p1_obj_as_of = Player.objects.as_of(t1).get(team=team_at_t1,\n name='p1.v1')\n self.assertEqual(self.p1, player_p1_obj_as_of)\n self.assertEqual(team_at_t1, player_p1_obj_as_of.team)\n\n # Providing the related object that is neither current, nor the one\n # that existed at the as_of time, but that has the same identity.\n player_p1_obj_other_version = Player.objects.as_of(t1).get(\n team=team_at_t2, name='p1.v1')\n self.assertEqual(self.p1, player_p1_obj_other_version)\n self.assertEqual(team_at_t1, player_p1_obj_other_version.team)\n\n def test_creating_new_version_of_the_player(self):\n t1 = get_utc_now()\n sleep(0.1)\n\n p1 = self.p1.clone()\n p1.name = 'p1.v2'\n p1.save()\n\n sleep(0.1)\n t2 = get_utc_now()\n\n self.assertEqual(3, Player.objects.all().count())\n\n # at t1 there is no player named 'p1.v2'\n team = Team.objects.as_of(t1).first()\n self.assertEqual(2, team.player_set.count())\n for player in team.player_set.all():\n self.assertNotEqual(u'p1.v2', six.u(str(player.name)))\n\n # at t2 there must be a 2 players and on of them is named 'p1.v2'\n team = Team.objects.as_of(t2).first()\n self.assertEqual(2, team.player_set.count())\n\n if six.PY2:\n matches = itertools.ifilter(lambda x: x.name == 'p1.v2',\n team.player_set.all())\n if six.PY3:\n matches = filter(lambda x: x.name == 'p1.v2',\n team.player_set.all())\n self.assertEqual(1, len(list(matches)))\n\n def test_adding_one_more_player_to_the_team(self):\n t1 = get_utc_now()\n sleep(0.1)\n\n self.assertEqual(2, self.team.player_set.all().count())\n\n new_player = Player.objects.create(name='p3.v1', team=self.team)\n t2 = get_utc_now()\n\n # there should be 3 players now in the team\n self.assertEqual(3, self.team.player_set.all().count())\n\n # there should be 2 players in the team at time t1\n team_at_t1 = Team.objects.as_of(t1).first()\n self.assertEqual(2, team_at_t1.player_set.all().count())\n\n # there should be 3 players in the team at time t2\n team_at_t2 = Team.objects.as_of(t2).first()\n self.assertEqual(3, team_at_t2.player_set.all().count())\n\n def test_removing_and_then_adding_again_same_player(self):\n t1 = get_utc_now()\n sleep(0.1)\n\n p1 = self.p1.clone()\n p1.team = None\n p1.name = 'p1.v2'\n p1.save()\n\n t2 = get_utc_now()\n sleep(0.1)\n\n p1 = p1.clone()\n p1.team = self.team\n p1.name = 'p1.v3'\n p1.save()\n\n t3 = get_utc_now()\n\n # there should be 2 players in the team if we put ourselves back at\n # time t1\n team_at_t1 = Team.objects.as_of(t1).first()\n self.assertEqual(2, team_at_t1.player_set.all().count())\n\n # there should be 1 players in the team if we put ourselves back at\n # time t2\n team_at_t2 = Team.objects.as_of(t2).first()\n self.assertEqual(1, team_at_t2.player_set.all().count())\n p1_at_t2 = Player.objects.as_of(t2).get(name__startswith='p1')\n self.assertIsNone(p1_at_t2.team)\n\n # there should be 2 players in the team if we put ourselves back at\n # time t3\n team_at_t3 = Team.objects.as_of(t3).first()\n self.assertEqual(2, team_at_t3.player_set.all().count())\n\n def test_removing_and_then_adding_again_same_player_on_related_object(\n self):\n t1 = get_utc_now()\n sleep(0.1)\n\n self.team.player_set.remove(self.p1)\n\n # Remember: self.p1 was cloned while removing and is not current\n # anymore!!\n # This property has to be documented, since it's critical for\n # developers!\n # At this time, there is no mean to replace the contents of self.p1\n # within the remove method\n p1 = Player.objects.current.get(name__startswith='p1')\n self.assertNotEqual(p1, self.p1)\n p1.name = 'p1.v2'\n p1.save()\n self.p1 = p1\n\n t2 = get_utc_now()\n sleep(0.1)\n\n self.team.player_set.add(self.p1)\n\n # Same thing here! Don't rely on an added value!\n p1 = Player.objects.current.get(name__startswith='p1')\n p1.name = 'p1.v3'\n p1.save()\n\n t3 = get_utc_now()\n\n # there should be 2 players in the team if we put ourselves back at\n # time t1\n team_at_t1 = Team.objects.as_of(t1).first()\n self.assertEqual(2, team_at_t1.player_set.all().count())\n\n # there should be 1 players in the team if we put ourselves back at\n # time t2\n team_at_t2 = Team.objects.as_of(t2).first()\n self.assertEqual(1, team_at_t2.player_set.all().count())\n\n # there should be 2 players in the team if we put ourselves back at\n # time t3\n team_at_t3 = Team.objects.as_of(t3).first()\n self.assertEqual(2, team_at_t3.player_set.all().count())\n\n\nclass SelfOneToManyTest(TestCase):\n def setUp(self):\n \"\"\"\n Setting up one parent folder having 2 sub-folders\n \"\"\"\n parentdir_v1 = Directory.objects.create(name='parent.v1')\n\n subdir1_v1 = Directory.objects.create(name='subdir1.v1')\n subdir2_v1 = Directory.objects.create(name='subdir2.v1')\n\n parentdir_v1.directory_set.add(subdir1_v1)\n parentdir_v1.directory_set.add(subdir2_v1)\n\n def test_creating_new_version_of_parent_directory(self):\n t1 = get_utc_now()\n sleep(0.1)\n\n parentdir_v1 = Directory.objects.get(name__startswith='parent.v1')\n self.assertTrue(parentdir_v1.is_current)\n parentdir_v2 = parentdir_v1.clone()\n parentdir_v2.name = 'parent.v2'\n parentdir_v2.save()\n\n t2 = get_utc_now()\n\n # 1 parent dir, 2 subdirs, 2 new versions after linking then together\n # and 1 new version of the parent dir\n self.assertEqual(6, Directory.objects.all().count())\n\n self.assertTrue(parentdir_v2.is_current)\n\n # We didn't change anything to the subdirs so there must be 2 subdirs\n # in the parent at time t1...\n parentdir_at_t1 = Directory.objects.as_of(t1).get(\n name__startswith='parent')\n self.assertEqual(2, parentdir_at_t1.directory_set.count())\n\n # ... and at time t2\n parentdir_at_t2 = Directory.objects.as_of(t2).get(\n name__startswith='parent')\n self.assertEqual(2, parentdir_at_t2.directory_set.count())\n\n def test_creating_new_version_of_the_subdir(self):\n t1 = get_utc_now()\n\n subdir1_v1 = Directory.objects.current.get(name__startswith='subdir1')\n subdir1_v2 = subdir1_v1.clone()\n subdir1_v2.name = 'subdir1.v2'\n subdir1_v2.save()\n\n sleep(0.1)\n t2 = get_utc_now()\n\n # Count all Directory instance versions:\n # 3 initial versions + 2 subdirs added to parentdir (implies a\n # clone) + 1 subdir1 that was explicitely cloned = 6\n self.assertEqual(6, Directory.objects.all().count())\n\n # at t1 there is no directory named 'subdir1.v2'\n parentdir_at_t1 = Directory.objects.as_of(t1).get(\n name__startswith='parent')\n self.assertEqual(2, parentdir_at_t1.directory_set.count())\n\n for subdir in parentdir_at_t1.directory_set.all():\n self.assertNotEqual('subdir1.v2', subdir.name)\n\n # at t2 there must be 2 directories and ...\n parentdir_at_t2 = Directory.objects.as_of(t2).get(\n name__startswith='parent')\n self.assertEqual(2, parentdir_at_t2.directory_set.count())\n\n # ... and one of then is named 'subdir1.v2'\n if six.PY2:\n matches = itertools.ifilter(lambda x: x.name == 'subdir1.v2',\n parentdir_at_t2.directory_set.all())\n if six.PY3:\n matches = filter(lambda x: x.name == 'subdir1.v2',\n parentdir_at_t2.directory_set.all())\n self.assertEqual(1, len(list(matches)))\n\n def test_adding_more_subdir(self):\n t1 = get_utc_now()\n sleep(0.1)\n\n current_parentdir = Directory.objects.current.get(\n name__startswith='parent')\n self.assertEqual(2, current_parentdir.directory_set.all().count())\n sleep(0.1)\n\n Directory.objects.create(name='subdir3.v1', parent=current_parentdir)\n t2 = get_utc_now()\n\n # There must be 3 subdirectories in the parent directory now. Since\n # current_parentdir has never had an as_of specified, it will reflect\n # the current state.\n self.assertEqual(3, current_parentdir.directory_set.all().count())\n\n # there should be 2 directories in the parent directory at time t1\n parentdir_at_t1 = Directory.objects.as_of(t1).filter(\n name='parent.v1').first()\n self.assertEqual(2, parentdir_at_t1.directory_set.all().count())\n\n # there should be 3 directories in the parent directory at time t2\n parentdir_at_t2 = Directory.objects.as_of(t2).filter(\n name='parent.v1').first()\n self.assertEqual(3, parentdir_at_t2.directory_set.all().count())\n\n def test_removing_and_then_adding_again_same_subdir(self):\n t1 = get_utc_now()\n sleep(0.1)\n\n subdir1_v1 = Directory.objects.current.get(name__startswith='subdir1')\n subdir1_v2 = subdir1_v1.clone()\n subdir1_v2.parent = None\n subdir1_v2.name = 'subdir1.v2'\n subdir1_v2.save()\n\n t2 = get_utc_now()\n sleep(0.1)\n\n current_parentdir = Directory.objects.current.get(\n name__startswith='parent')\n subdir1_v3 = subdir1_v2.clone()\n subdir1_v3.parent = current_parentdir\n subdir1_v3.name = 'subdir1.v3'\n subdir1_v3.save()\n\n t3 = get_utc_now()\n\n # there should be 2 directories in the parent directory at time t1\n parentdir_at_t1 = Directory.objects.as_of(t1).get(\n name__startswith='parent')\n self.assertEqual(2, parentdir_at_t1.directory_set.all().count())\n\n # there should be 1 directory in the parent directory at time t2\n parentdir_at_t2 = Directory.objects.as_of(t2).get(\n name__startswith='parent')\n self.assertEqual(1, parentdir_at_t2.directory_set.all().count())\n\n # there should be 2 directories in the parent directory at time t3\n parentdir_at_t3 = Directory.objects.as_of(t3).get(\n name__startswith='parent')\n self.assertEqual(2, parentdir_at_t3.directory_set.all().count())\n\n\nclass OneToManyFilteringTest(TestCase):\n def setUp(self):\n team = Team.objects.create(name='t.v1')\n p1 = Player.objects.create(name='p1.v1', team=team)\n p2 = Player.objects.create(name='p2.v1', team=team)\n\n self.t1 = get_utc_now()\n sleep(0.1)\n # State at t1\n # Players: [p1.v1, p2.v1]\n # Teams: [t.v1]\n # t.player_set = [p1, p2]\n\n team.player_set.remove(p2)\n\n p2 = Player.objects.current.get(name='p2.v1')\n p2.name = 'p2.v2'\n p2.save()\n\n self.t2 = get_utc_now()\n sleep(0.1)\n # State at t2\n # Players: [p1.v1, p2.v1, p2.v2]\n # Teams: [t.v1]\n # t.player_set = [p1]\n\n team.player_set.remove(p1)\n\n p1 = Player.objects.current.get(name='p1.v1')\n p1.name = 'p1.v2'\n p1.save()\n\n self.t3 = get_utc_now()\n sleep(0.1)\n # State at t3\n # Players: [p1.v1, p2.v1, p2.v2, p1.v2]\n # Teams: [t.v1]\n # t.player_set = []\n\n # Let's get those players back into the game!\n team.player_set.add(p1)\n team.player_set.add(p2)\n\n p1 = Player.objects.current.get(name__startswith='p1')\n p1.name = 'p1.v3'\n p1.save()\n\n p2 = Player.objects.current.get(name__startswith='p2')\n p2.name = 'p2.v3'\n p2.save()\n\n self.t4 = get_utc_now()\n sleep(0.1)\n # State at t4\n # Players: [p1.v1, p2.v1, p2.v2, p1.v2, p2.v3, p1.v3]\n # Teams: [t.v1]\n # t.player_set = [p1, p2]\n\n p1.delete()\n\n self.t5 = get_utc_now()\n # State at t4\n # Players: [p1.v1, p2.v1, p2.v2, p1.v2, p2.v3, p1.v3]\n # Teams: [t.v1]\n # t.player_set = [p2]\n\n def test_filtering_on_the_other_side_of_the_relation(self):\n self.assertEqual(1, Team.objects.all().count())\n self.assertEqual(1, Team.objects.as_of(self.t1).all().count())\n self.assertEqual(3, Player.objects.filter(\n name__startswith='p1').all().count())\n self.assertEqual(3, Player.objects.filter(\n name__startswith='p2').all().count())\n self.assertEqual(1, Player.objects.as_of(self.t1).filter(\n name='p1.v1').all().count())\n self.assertEqual(1, Player.objects.as_of(self.t1).filter(\n name='p2.v1').all().count())\n\n # at t1 there should be one team with two players\n team_p1 = Team.objects.as_of(self.t1).filter(\n player__name='p1.v1').first()\n self.assertIsNotNone(team_p1)\n team_p2 = Team.objects.as_of(self.t1).filter(\n player__name='p2.v1').first()\n self.assertIsNotNone(team_p2)\n\n # at t2 there should be one team with one single player called 'p1.v1'\n team_p1 = Team.objects.as_of(self.t2).filter(\n player__name='p1.v1').first()\n team_p2 = Team.objects.as_of(self.t2).filter(\n player__name='p2.v2').first()\n self.assertIsNotNone(team_p1)\n self.assertEqual(team_p1.name, 't.v1')\n self.assertEqual(1, team_p1.player_set.count())\n self.assertIsNone(team_p2)\n\n # at t3 there should be one team with no players\n team_p1 = Team.objects.as_of(self.t3).filter(\n player__name='p1.v2').first()\n team_p2 = Team.objects.as_of(self.t3).filter(\n player__name='p2.v2').first()\n self.assertIsNone(team_p1)\n self.assertIsNone(team_p2)\n\n # at t4 there should be one team with two players again!\n team_p1 = Team.objects.as_of(self.t4).filter(\n player__name='p1.v3').first()\n team_p2 = Team.objects.as_of(self.t4).filter(\n player__name='p2.v3').first()\n self.assertIsNotNone(team_p1)\n self.assertEqual(team_p1.name, 't.v1')\n self.assertIsNotNone(team_p2)\n self.assertEqual(team_p2.name, 't.v1')\n self.assertEqual(team_p1, team_p2)\n self.assertEqual(2, team_p1.player_set.count())\n\n def test_simple_filter_using_q_objects(self):\n \"\"\"\n This tests explicitely the filtering of a versioned object using Q\n objects.\n However, since this is done implicetly with every call to 'as_of',\n this test is redundant but is kept for explicit test coverage\n \"\"\"\n t1_players = list(\n Player.objects.as_of(self.t1).filter(Q(name__startswith='p1') | Q(\n name__startswith='p2')).values_list(\n 'name',\n flat=True))\n self.assertEqual(2, len(t1_players))\n self.assertListEqual(sorted(t1_players), sorted(['p1.v1', 'p2.v1']))\n\n def test_filtering_for_deleted_player_at_t5(self):\n team_none = Team.objects.as_of(self.t5).filter(\n player__name__startswith='p1').first()\n self.assertIsNone(team_none)\n\n @skipUnless(connection.vendor == 'sqlite',\n 'SQL is database specific, only sqlite is tested here.')\n def test_query_created_by_filtering_for_deleted_player_at_t5(self):\n team_none_queryset = Team.objects.as_of(self.t5).filter(\n player__name__startswith='p1')\n # Validating the current query prior to analyzing the generated SQL\n self.assertEqual([], list(team_none_queryset))\n team_none_query = str(team_none_queryset.query)\n\n team_table = Team._meta.db_table\n player_table = Player._meta.db_table\n t5_utc_w_tz = str(self.t5)\n t5_utc_wo_tz = t5_utc_w_tz[:-6]\n\n expected_query = \"\"\"\n SELECT\n \"{team_table}\".\"id\",\n \"{team_table}\".\"identity\",\n \"{team_table}\".\"version_start_date\",\n \"{team_table}\".\"version_end_date\",\n \"{team_table}\".\"version_birth_date\",\n \"{team_table}\".\"name\",\n \"{team_table}\".\"city_id\"\n FROM \"{team_table}\"\n INNER JOIN\n \"{player_table}\" ON (\n \"{team_table}\".\"identity\" = \"{player_table}\".\"team_id\"\n AND ((\n {player_table}.version_start_date <= {ts}\n AND (\n {player_table}.version_end_date > {ts}\n OR {player_table}.version_end_date is NULL\n )\n ))\n )\n WHERE (\n \"{player_table}\".\"name\" LIKE p1% ESCAPE '\\\\\\'\n AND (\n \"{team_table}\".\"version_end_date\" > {ts_wo_tz}\n OR \"{team_table}\".\"version_end_date\" IS NULL\n )\n AND \"{team_table}\".\"version_start_date\" <= {ts_wo_tz}\n )\n \"\"\".format(ts=t5_utc_w_tz, ts_wo_tz=t5_utc_wo_tz,\n team_table=team_table, player_table=player_table)\n self.assertStringEqualIgnoreWhiteSpaces(expected_query,\n team_none_query)\n\n\nclass MultiM2MTest(TestCase):\n \"\"\"\n Testing multiple ManyToMany-relationships on a same class; the following\n story was chosen:\n\n Classroom <--> Student <--> Professor\n\n \"\"\"\n t0 = t1 = t2 = t3 = t4 = None\n\n def setUp(self):\n # -------------- t0:\n mr_biggs = Professor.objects.create(\n name='Mr. Biggs',\n address='123 Mainstreet, Somewhere',\n phone_number='123')\n ms_piggy = Professor.objects.create(\n name='Ms. Piggy',\n address='82 Leicester Street, London',\n phone_number='987')\n\n gym = Classroom.objects.create(name='Sports room',\n building='The big one over there')\n phylo = Classroom.objects.create(name='Philosophy lectures',\n building='The old one')\n\n annika = Student.objects.create(name='Annika')\n annika.professors.add(mr_biggs)\n annika.professors.add(ms_piggy)\n annika.classrooms.add(phylo)\n annika.classrooms.add(gym)\n\n benny = Student.objects.create(name='Benny')\n benny.professors.add(mr_biggs)\n benny.classrooms.add(gym)\n\n sophie = Student.objects.create(name='Sophie')\n # Sophie doesn't study at that school yet, but is already subscribed\n\n self.t0 = get_utc_now()\n sleep(0.1)\n\n # -------------- t1:\n # Mr. Biggs moves to Berne\n mr_biggs = mr_biggs.clone()\n mr_biggs.address = 'Thunplatz, Bern'\n mr_biggs.save()\n\n # Mr. Evans gets hired\n mr_evans = Professor.objects.create(name='Mr. Evans',\n address='lives in a camper',\n phone_number='456')\n\n # A lab gets built\n lab = Classroom.objects.create(name='Physics and stuff',\n building='The old one')\n\n self.t1 = get_utc_now()\n sleep(0.1)\n\n # -------------- t2:\n # Mr. Evans starts to teach sophie in the lab\n mr_evans.students.add(sophie)\n lab.students.add(sophie)\n\n self.t2 = get_utc_now()\n sleep(0.1)\n\n # -------------- t3:\n # Annika is joining Sophie\n annika.professors.add(mr_evans)\n annika.classrooms.add(lab)\n\n self.t3 = get_utc_now()\n sleep(0.1)\n\n # -------------- t4:\n # Benny cuts that sh*t\n benny.professors.remove(mr_biggs)\n\n self.t4 = get_utc_now()\n\n def test_t0(self):\n professors = Professor.objects.as_of(self.t0).all()\n self.assertEqual(len(professors), 2)\n students = Student.objects.as_of(self.t0).all()\n self.assertEqual(len(students), 3)\n classrooms = Classroom.objects.as_of(self.t0).all()\n self.assertEqual(len(classrooms), 2)\n\n annika_t0 = Student.objects.as_of(self.t0).get(name='Annika')\n annikas_professors_t0 = annika_t0.professors.all()\n annikas_classrooms_t0 = annika_t0.classrooms.all()\n self.assertEqual(len(annikas_professors_t0), 2)\n self.assertEqual(len(annikas_classrooms_t0), 2)\n\n benny_t0 = Student.objects.as_of(self.t0).get(name='Benny')\n bennys_professors_t0 = benny_t0.professors.all()\n bennys_classrooms_t0 = benny_t0.classrooms.all()\n self.assertEqual(len(bennys_professors_t0), 1)\n self.assertEqual(len(bennys_classrooms_t0), 1)\n\n mr_biggs_t0 = bennys_professors_t0[0]\n self.assertEqual(mr_biggs_t0.name, 'Mr. Biggs')\n self.assertEqual(mr_biggs_t0.address, '123 Mainstreet, Somewhere')\n self.assertEqual(len(mr_biggs_t0.students.all()), 2)\n\n for student in mr_biggs_t0.students.all():\n self.assertIn(student.name, ['Annika', 'Benny'])\n\n gym_t0 = bennys_classrooms_t0[0]\n self.assertEqual(gym_t0.name, 'Sports room')\n self.assertEqual(len(gym_t0.students.all()), 2)\n for student in gym_t0.students.all():\n self.assertIn(student.name, ['Annika', 'Benny'])\n\n female_professors_t0 = Classroom.objects.as_of(self.t0).get(\n name__startswith='Philo'). \\\n students.first(). \\\n professors.filter(name__startswith='Ms')\n self.assertEqual(len(female_professors_t0), 1)\n self.assertEqual(female_professors_t0[0].name, 'Ms. Piggy')\n self.assertEqual(female_professors_t0[0].phone_number, '987')\n\n def test_t1(self):\n mr_evans_t1 = Professor.objects.as_of(self.t1).get(name='Mr. Evans')\n self.assertEqual(mr_evans_t1.name, 'Mr. Evans')\n self.assertEqual(mr_evans_t1.students.count(), 0)\n self.assertEqual(list(mr_evans_t1.students.all()), [])\n\n self.assertEqual(Classroom.objects.as_of(self.t1).get(\n name__startswith=\"Physics\").students.count(),\n 0)\n\n self.assertEqual(Professor.objects.as_of(self.t1).get(\n name__contains='Biggs').address,\n 'Thunplatz, Bern')\n\n def test_t2(self):\n mr_evans_t2 = Professor.objects.as_of(self.t2).get(name='Mr. Evans')\n evans_students = mr_evans_t2.students.all()\n self.assertEqual(len(evans_students), 1)\n self.assertEqual(evans_students[0].name, 'Sophie')\n # Checking Sophie's rooms\n self.assertIn('Physics and stuff', list(\n evans_students[0].classrooms.values_list('name', flat=True)))\n self.assertEqual(evans_students[0].classrooms.count(), 1)\n\n def test_t3(self):\n # Find all professors who teach Annika\n annikas_professors_t3 = Professor.objects.as_of(self.t3).filter(\n students__name='Annika')\n self.assertEqual(annikas_professors_t3.count(), 3)\n self.assertIn('Mr. Evans', list(\n annikas_professors_t3.values_list('name', flat=True)))\n\n def test_number_of_queries_stay_constant(self):\n \"\"\"\n We had a situation where the number of queries to get data from a m2m\n relations was proportional to the number of objects in the relations.\n For example if one object was related with 10 others it will require\n 2 + 2x10 queries to get data.\n Obviously this is not something one would want and this problem is\n really difficult to find out as the behavior is correct. There is just\n too many queries generated to carry on the work and therefore the\n system's performance sinks.\n This test is here to make sure we don't go back accidentally to such a\n situation by making sure the number of queries stays the same.\n \"\"\"\n annika = Student.objects.current.get(name='Annika')\n with self.assertNumQueries(1):\n annika.professors.all().first()\n\n def test_adding_multiple_related_objects(self):\n # In the setUp, Benny had a professor, and then no more.\n all_professors = list(Professor.objects.current.all())\n benny = Student.objects.current.get(name='Benny')\n benny.professors.add(*all_professors)\n benny.as_of = get_utc_now()\n # This was once failing because _add_items() was filtering out items\n # it didn't need to re-add, but it was not restricting the query to\n # find those objects with any as-of time.\n self.assertSetEqual(set(list(benny.professors.all())),\n set(all_professors))\n\n def test_adding_multiple_related_objects_using_a_valid_timestamp(self):\n all_professors = list(Professor.objects.current.all())\n benny = Student.objects.current.get(name='Benny')\n benny.professors.add_at(self.t4, *all_professors)\n # Test the addition of objects in the past\n self.assertSetEqual(set(list(benny.professors.all())),\n set(all_professors))\n\n @skip(\"To be implemented\")\n def test_adding_multiple_related_objects_using_an_invalid_timestamp(self):\n # TODO: See test_adding_multiple_related_objects and make use of\n # add_at and a timestamp laying outside the\n # current object's lifetime\n\n # Create a new version beyond self.t4\n benny = Student.objects.current.get(name='Benny')\n benny = benny.clone()\n benny.name = \"Benedict\"\n benny.save()\n\n all_professors = list(Professor.objects.current.all())\n # Test the addition of objects in the past with a timestamp that\n # points before the current versions lifetime\n # TODO: Raise an error when adding objects outside the lifetime of an\n # object (even if it's a discouraged use case)\n self.assertRaises(ValueError,\n lambda: benny.professors.add_at(\n self.t4,\n *all_professors))\n\n def test_querying_multiple_related_objects_on_added_object(self):\n # In the setUp, Benny had a professor, and then no more.\n all_professors = list(Professor.objects.current.all())\n benny = Student.objects.current.get(name='Benny')\n benny.professors.add(*all_professors)\n # This was once failing because benny's as_of time had been set by the\n # call to Student.objects.current,\n # and was being propagated to the query selecting the relations, which\n # were added after as_of was set.\n self.assertSetEqual(set(list(benny.professors.all())),\n set(all_professors))\n\n def test_direct_assignment_of_relations(self):\n \"\"\"\n Ensure that when relations that are directly set (e.g. not via add()\n or remove(), that their versioning information is kept.\n \"\"\"\n benny = Student.objects.current.get(name='Benny')\n all_professors = list(Professor.objects.current.all())\n first_professor = all_professors[0]\n last_professor = all_professors[-1]\n some_professor_ids = [o.pk for o in all_professors][:2]\n self.assertNotEqual(first_professor.identity, last_professor.identity)\n self.assertTrue(1 < len(some_professor_ids) < len(all_professors))\n\n self.assertEqual(benny.professors.count(), 0)\n t0 = get_utc_now()\n benny.professors.add(first_professor)\n t1 = get_utc_now()\n\n benny.professors = all_professors\n t2 = get_utc_now()\n\n benny.professors = [last_professor]\n t3 = get_utc_now()\n\n # Also try assigning with a list of pks, instead of objects:\n benny.professors = some_professor_ids\n t4 = get_utc_now()\n\n # Benny ain't groovin' it.\n benny.professors = []\n t5 = get_utc_now()\n\n benny0 = Student.objects.as_of(t0).get(identity=benny.identity)\n benny1 = Student.objects.as_of(t1).get(identity=benny.identity)\n benny2 = Student.objects.as_of(t2).get(identity=benny.identity)\n benny3 = Student.objects.as_of(t3).get(identity=benny.identity)\n benny4 = Student.objects.as_of(t4).get(identity=benny.identity)\n benny5 = Student.objects.as_of(t5).get(identity=benny.identity)\n\n self.assertSetEqual(set(list(benny0.professors.all())), set())\n self.assertSetEqual(set(list(benny1.professors.all())),\n set([first_professor]))\n self.assertSetEqual(set(list(benny2.professors.all())),\n set(all_professors))\n self.assertSetEqual(set(list(benny3.professors.all())),\n set([last_professor]))\n self.assertSetEqual(set([o.pk for o in benny4.professors.all()]),\n set(some_professor_ids))\n self.assertSetEqual(set(list(benny5.professors.all())), set())\n\n def test_annotations_and_aggregations(self):\n\n # Annotations and aggreagations should work with .current objects as\n # well as historical .as_of() objects.\n self.assertEqual(4,\n Professor.objects.current.annotate(\n num_students=Count('students')).aggregate(\n sum=Sum('num_students'))['sum']\n )\n self.assertTupleEqual((1, 1),\n (Professor.objects.current.annotate(\n num_students=Count('students')).get(\n name='Mr. Biggs').num_students,\n Professor.objects.current.get(\n name='Mr. Biggs').students.count())\n )\n\n self.assertTupleEqual((2, 2),\n (Professor.objects.as_of(self.t1).annotate(\n num_students=Count('students')).get(\n name='Mr. Biggs').num_students,\n Professor.objects.as_of(self.t1).get(\n name='Mr. Biggs').students.count())\n )\n\n # Results should include records for which the annotation returns a 0\n # count, too.\n # This requires that the generated LEFT OUTER JOIN condition includes\n # a clause to restrict the records according to the desired as_of time.\n self.assertEqual(3, len(Student.objects.current.annotate(\n num_teachers=Count('professors')).all()))\n\n def test_constant_number_of_queries_when_cloning_m2m_related_object(self):\n \"\"\"\n This test aims to verify whether the number of queries against the DB\n remains constant, even if the number of M2M relations has grown.\n This test was necessary in order to verify changes from PR #44\n \"\"\"\n annika = Student.objects.current.get(name='Annika')\n # Annika, at this point, has:\n # - 3 professors\n # - 3 classrooms\n\n # There are 12 queries against the DB:\n # - 3 for writing the new version of the object itself\n # o 1 attempt to update the earlier version\n # o 1 insert of the earlier version\n # o 1 update of the later version\n # - 5 for the professors relationship\n # o 1 for selecting all concerned professor objects\n # o 1 for selecting all concerned intermediate table entries\n # (student_professor)\n # o 1 for updating current intermediate entry versions\n # o 1 for non-current rel-entries pointing the annika-object\n # (there's 1 originating from the clone-operation on mr_biggs)\n # o 1 for inserting new versions\n # - 4 for the classrooms M2M relationship\n # o 1 for selecting all concerned classroom objects\n # o 1 for selecting all concerned intermediate table entries\n # (student_classroom)\n # o 1 for updating current intermediate entry versions\n # o 0 for non-current rel-entries pointing the annika-object\n # o 1 for inserting new versions\n with self.assertNumQueries(12):\n annika.clone()\n\n def test_no_duplicate_m2m_entries_after_cloning_related_object(self):\n \"\"\"\n This test ensures there are no duplicate entries added when cloning an\n object participating in a M2M relationship.\n It ensures the absence of duplicate entries on all modified levels:\n - at the object-model level\n - at any relationship level (intermediary tables)\n \"\"\"\n annika = Student.objects.current.get(name='Annika')\n student_professors_mgr = annika.professors\n student_classrooms_mgr = annika.classrooms\n # Annika, at this point, has:\n # - 3 professors\n # - 3 classrooms\n\n # Check the PRE-CLONE state\n annika_pre_clone = annika\n # There's 1 Student instance (named Annika)\n self.assertEqual(1, Student.objects.filter(\n identity=annika.identity).count())\n # There are 4 links to 3 professors (Mr. Biggs has been cloned once\n # when setting up, thus 1 additional link)\n student_professor_links = list(\n student_professors_mgr.through.objects.filter(\n **{student_professors_mgr.source_field_name:\n annika_pre_clone.id}))\n self.assertEqual(4, len(student_professor_links))\n # There are 3 links to classrooms\n student_classroom_links = list(\n student_classrooms_mgr.through.objects.filter(\n **{student_classrooms_mgr.source_field_name:\n annika_pre_clone.id}))\n self.assertEqual(3, len(student_classroom_links))\n\n # Do the CLONE that also impacts the number of linking entries\n annika_post_clone = annika.clone()\n\n # Check the POST-CLONE state\n # There are 2 Student instances (named Annika)\n self.assertEqual(2, Student.objects.filter(\n identity=annika.identity).count())\n\n # There are 7 links to 3 professors\n # - 4 of them are pointing the previous annika-object (including the\n # non-current link to Mr. Biggs)\n # - 3 of them are pointing the current annika-object (only current\n # links were taken over)\n student_professor_links = list(\n student_professors_mgr.through.objects.filter(\n Q(**{student_professors_mgr.source_field_name:\n annika_pre_clone.id}) |\n Q(**{student_professors_mgr.source_field_name:\n annika_post_clone.id})))\n self.assertEqual(7, len(student_professor_links))\n self.assertEqual(4, student_professors_mgr.through.objects.filter(\n Q(**{student_professors_mgr.source_field_name:\n annika_pre_clone.id})).count())\n self.assertEqual(3, student_professors_mgr.through.objects.filter(\n Q(**{student_professors_mgr.source_field_name:\n annika_post_clone.id})).count())\n\n # There are 6 links to 3 professors\n # - 3 of them are pointing the previous annika-object\n # - 3 of them are pointing the current annika-object\n student_classroom_links = list(\n student_classrooms_mgr.through.objects.filter(\n Q(**{student_classrooms_mgr.source_field_name:\n annika_pre_clone.id}) |\n Q(**{student_classrooms_mgr.source_field_name:\n annika_post_clone.id})))\n self.assertEqual(6, len(student_classroom_links))\n self.assertEqual(3, student_classrooms_mgr.through.objects.filter(\n Q(**{student_classrooms_mgr.source_field_name:\n annika_pre_clone.id})).count())\n self.assertEqual(3, student_classrooms_mgr.through.objects.filter(\n Q(**{student_classrooms_mgr.source_field_name:\n annika_post_clone.id})).count())\n\n\nclass MultiM2MToSameTest(TestCase):\n \"\"\"\n This test case shall test the correct functionality of the following\n relationship:\n\n Teacher <--> Pupil <--> Teacher\n \"\"\"\n t0 = t1 = t2 = t3 = None\n\n def setUp(self):\n billy = Pupil.objects.create(name='Billy', phone_number='123')\n erika = Pupil.objects.create(name='Erika', phone_number='456')\n\n ms_sue = Teacher.objects.create(name='Ms. Sue', domain='English')\n ms_klishina = Teacher.objects.create(name='Ms. Klishina',\n domain='Russian')\n\n mr_kazmirek = Teacher.objects.create(name='Mr. Kazmirek',\n domain='Math')\n ms_mayer = Teacher.objects.create(name='Ms. Mayer', domain='Chemistry')\n\n self.t0 = get_utc_now()\n sleep(0.1)\n\n billy.language_teachers.add(ms_sue)\n erika.science_teachers.add(mr_kazmirek, ms_mayer)\n\n self.t1 = get_utc_now()\n sleep(0.1)\n\n billy.language_teachers.add(ms_klishina)\n billy.language_teachers.remove(ms_sue)\n\n self.t2 = get_utc_now()\n sleep(0.1)\n\n erika.science_teachers.remove(ms_mayer)\n\n self.t3 = get_utc_now()\n\n def test_filtering_on_the_other_side_of_relation(self):\n language_pupils_count = Pupil.objects.as_of(self.t0).filter(\n language_teachers__name='Ms. Sue').count()\n self.assertEqual(0, language_pupils_count)\n\n language_pupils_count = Pupil.objects.as_of(self.t1).filter(\n language_teachers__name='Ms. Sue').count()\n self.assertEqual(1, language_pupils_count)\n\n language_pupils_count = Pupil.objects.as_of(self.t2).filter(\n language_teachers__name='Ms. Sue').count()\n self.assertEqual(0, language_pupils_count)\n\n def test_t0(self):\n \"\"\"\n Just some cross-checking...\n \"\"\"\n billy_t0 = Pupil.objects.as_of(self.t0).get(name='Billy')\n self.assertEqual(billy_t0.language_teachers.count(), 0)\n\n def test_t1(self):\n billy_t1 = Pupil.objects.as_of(self.t1).get(name='Billy')\n self.assertEqual(billy_t1.language_teachers.count(), 1)\n self.assertEqual(billy_t1.language_teachers.first().name, 'Ms. Sue')\n\n erika_t1 = Pupil.objects.as_of(self.t1).get(name='Erika')\n self.assertEqual(erika_t1.science_teachers.count(), 2)\n\n def test_t2(self):\n billy_t2 = Pupil.objects.as_of(self.t2).get(name='Billy')\n self.assertEqual(billy_t2.language_teachers.count(), 1)\n self.assertEqual(billy_t2.language_teachers.first().name,\n 'Ms. Klishina')\n\n def test_t3(self):\n erika_t3 = Pupil.objects.as_of(self.t3).get(name='Erika')\n self.assertEqual(erika_t3.science_teachers.count(), 1)\n self.assertEqual(erika_t3.science_teachers.first().name,\n 'Mr. Kazmirek')\n\n\nclass SelfReferencingManyToManyTest(TestCase):\n def setUp(self):\n maude = Person.objects.create(name='Maude')\n max = Person.objects.create(name='Max')\n mips = Person.objects.create(name='Mips')\n mips.parents.add(maude, max)\n\n def test_parent_relationship(self):\n mips = Person.objects.current.get(name='Mips')\n parents = mips.parents.all()\n self.assertSetEqual({'Maude', 'Max'}, set([p.name for p in parents]))\n\n def test_child_relationship(self):\n maude = Person.objects.current.get(name='Maude')\n max = Person.objects.current.get(name='Max')\n for person in [maude, max]:\n self.assertEqual('Mips', person.children.first().name)\n\n def test_relationship_spanning_query(self):\n mips_parents_qs = Person.objects.current.filter(children__name='Mips')\n self.assertSetEqual({'Max', 'Maude'},\n {p.name for p in mips_parents_qs})\n\n\nclass ManyToManyFilteringTest(TestCase):\n def setUp(self):\n c1 = C1(name='c1.v1')\n c2 = C2(name='c2.v1')\n c3 = C3(name='c3.v1')\n\n c1.save()\n c2.save()\n c3.save()\n\n # Play on an object's instance\n c2 = c2.clone()\n c2.name = 'c2.v2'\n c2.save()\n\n self.t0 = get_utc_now()\n sleep(0.1)\n\n c2.c3s.add(c3)\n c1.c2s.add(c2)\n\n self.t1 = get_utc_now()\n # at t1:\n # c1.c2s = [c2]\n # c2.c3s = [c3]\n sleep(0.1)\n\n c3a = C3(name='c3a.v1')\n c3a.save()\n c2.c3s.add(c3a)\n\n sleep(0.1)\n self.t2 = get_utc_now()\n # at t2:\n # c1.c2s = [c2]\n # c2.c3s = [c3, c3a]\n\n c1 = c1.clone()\n c1.name = 'c1.v2'\n c1.save()\n\n c3a.delete()\n\n sleep(0.1)\n self.t3 = get_utc_now()\n # at t3:\n # c1.c2s = [c2]\n # c2.c3s = [c3]\n\n def test_filtering_one_jump(self):\n \"\"\"\n Test filtering m2m relations with 2 models\n \"\"\"\n should_be_c1 = C1.objects.filter(c2s__name__startswith='c2').first()\n self.assertIsNotNone(should_be_c1)\n\n def test_inexistent_relations_at_t0(self):\n \"\"\"\n Test return value when there is no element assigned to a M2M\n relationship\n \"\"\"\n c1_at_t0 = C1.objects.as_of(self.t0).get()\n self.assertEqual([], list(c1_at_t0.c2s.all()))\n\n def test_filtering_one_jump_with_version_at_t1(self):\n \"\"\"\n Test filtering m2m relations with 2 models with propagation of\n querytime information across all tables\n \"\"\"\n should_be_c1 = C1.objects.as_of(self.t1) \\\n .filter(c2s__name__startswith='c2').first()\n self.assertIsNotNone(should_be_c1)\n\n def test_filtering_one_jump_with_version_at_t3(self):\n \"\"\"\n Test filtering m2m reations with 2 models with propagaton of querytime\n information across all tables.\n Also test after an object being in a relationship has been deleted.\n \"\"\"\n should_be_c2 = C2.objects.as_of(self.t3) \\\n .filter(c3s__name__startswith='c3.').first()\n self.assertIsNotNone(should_be_c2)\n self.assertEqual(should_be_c2.name, 'c2.v2')\n\n should_be_none = C2.objects.as_of(self.t3) \\\n .filter(c3s__name__startswith='c3a').first()\n self.assertIsNone(should_be_none)\n\n @skipUnless(connection.vendor == 'sqlite',\n 'SQL is database specific, only sqlite is tested here.')\n def test_query_created_by_filtering_one_jump_with_version_at_t1(self):\n \"\"\"\n Test filtering m2m relations with 2 models with propagation of\n querytime information across all tables\n \"\"\"\n should_be_c1_queryset = C1.objects.as_of(self.t1) \\\n .filter(c2s__name__startswith='c2')\n should_be_c1_query = str(should_be_c1_queryset.query)\n t1_string = self.t1.isoformat().replace('T', ' ')\n t1_no_tz_string = t1_string[:-6]\n expected_query = \"\"\"\n SELECT \"versions_tests_c1\".\"id\",\n \"versions_tests_c1\".\"identity\",\n \"versions_tests_c1\".\"version_start_date\",\n \"versions_tests_c1\".\"version_end_date\",\n \"versions_tests_c1\".\"version_birth_date\",\n \"versions_tests_c1\".\"name\"\n FROM \"versions_tests_c1\"\n INNER JOIN \"versions_tests_c1_c2s\" ON (\n \"versions_tests_c1\".\"id\" = \"versions_tests_c1_c2s\".\"c1_id\"\n AND ((\n versions_tests_c1_c2s.version_start_date <= {time}\n AND (versions_tests_c1_c2s.version_end_date > {time}\n OR versions_tests_c1_c2s.version_end_date is NULL\n )\n ))\n )\n INNER JOIN \"versions_tests_c2\" ON (\n \"versions_tests_c1_c2s\".\"C2_id\" = \"versions_tests_c2\".\"id\"\n AND ((\n versions_tests_c2.version_start_date <= {time}\n AND (versions_tests_c2.version_end_date > {time}\n OR versions_tests_c2.version_end_date is NULL\n )\n ))\n )\n WHERE (\n \"versions_tests_c2\".\"name\" LIKE c2% escape '\\\\'\n AND (\"versions_tests_c1\".\"version_end_date\" > {time_no_tz}\n OR \"versions_tests_c1\".\"version_end_date\" IS NULL)\n AND \"versions_tests_c1\".\"version_start_date\" <= {time_no_tz}\n )\n \"\"\".format(time=t1_string, time_no_tz=t1_no_tz_string)\n\n self.assertStringEqualIgnoreWhiteSpaces(expected_query,\n should_be_c1_query)\n\n def test_filtering_one_jump_reverse(self):\n \"\"\"\n Test filtering m2m relations with 2 models but navigating relation in\n the reverse direction\n \"\"\"\n should_be_c3 = C3.objects.filter(c2s__name__startswith='c2').first()\n self.assertIsNotNone(should_be_c3)\n\n def test_filtering_one_jump_reverse_with_version_at_t1(self):\n \"\"\"\n Test filtering m2m relations with 2 models with propagation of\n querytime information across all tables and navigating the relation\n in the reverse direction\n \"\"\"\n should_be_c3 = C3.objects.as_of(self.t1) \\\n .filter(c2s__name__startswith='c2').first()\n self.assertIsNotNone(should_be_c3)\n self.assertEqual(should_be_c3.name, 'c3.v1')\n\n def test_filtering_two_jumps(self):\n \"\"\"\n Test filtering m2m relations with 3 models\n \"\"\"\n with self.assertNumQueries(1) as counter:\n should_be_c1 = C1.objects.filter(\n c2s__c3s__name__startswith='c3').first()\n self.assertIsNotNone(should_be_c1)\n\n def test_filtering_two_jumps_with_version_at_t1(self):\n \"\"\"\n Test filtering m2m relations with 3 models with propagation of\n querytime information across all tables\n \"\"\"\n with self.assertNumQueries(3) as counter:\n should_be_none = C1.objects.as_of(self.t1) \\\n .filter(c2s__c3s__name__startswith='c3a').first()\n self.assertIsNone(should_be_none)\n\n should_be_c1 = C1.objects.as_of(self.t1) \\\n .filter(c2s__c3s__name__startswith='c3').first()\n self.assertIsNotNone(should_be_c1)\n self.assertEqual(should_be_c1.name, 'c1.v1')\n\n count = C1.objects.as_of(self.t1) \\\n .filter(c2s__c3s__name__startswith='c3').all().count()\n self.assertEqual(1, count)\n\n @skipUnless(connection.vendor == 'sqlite',\n 'SQL is database specific, only sqlite is tested here.')\n def test_query_created_by_filtering_two_jumps_with_version_at_t1(self):\n \"\"\"\n Investigate correctness of the resulting SQL query\n \"\"\"\n should_be_c1_queryset = C1.objects.as_of(self.t1) \\\n .filter(c2s__c3s__name__startswith='c3')\n should_be_c1_query = str(should_be_c1_queryset.query)\n t1_string = self.t1.isoformat().replace('T', ' ')\n t1_no_tz_string = t1_string[:-6]\n expected_query = \"\"\"\n SELECT \"versions_tests_c1\".\"id\",\n \"versions_tests_c1\".\"identity\",\n \"versions_tests_c1\".\"version_start_date\",\n \"versions_tests_c1\".\"version_end_date\",\n \"versions_tests_c1\".\"version_birth_date\",\n \"versions_tests_c1\".\"name\"\n FROM \"versions_tests_c1\"\n INNER JOIN \"versions_tests_c1_c2s\" ON (\n \"versions_tests_c1\".\"id\" = \"versions_tests_c1_c2s\".\"c1_id\"\n AND ((versions_tests_c1_c2s.version_start_date <= {time}\n AND (versions_tests_c1_c2s.version_end_date > {time}\n OR versions_tests_c1_c2s.version_end_date is NULL ))\n )\n )\n INNER JOIN \"versions_tests_c2\" ON (\n \"versions_tests_c1_c2s\".\"C2_id\" = \"versions_tests_c2\".\"id\"\n AND ((versions_tests_c2.version_start_date <= {time}\n AND (versions_tests_c2.version_end_date > {time}\n OR versions_tests_c2.version_end_date is NULL ))\n )\n )\n INNER JOIN \"versions_tests_c2_c3s\" ON (\n \"versions_tests_c2\".\"id\" = \"versions_tests_c2_c3s\".\"c2_id\"\n AND ((versions_tests_c2_c3s.version_start_date <= {time}\n AND (versions_tests_c2_c3s.version_end_date > {time}\n OR versions_tests_c2_c3s.version_end_date is NULL ))\n )\n )\n INNER JOIN \"versions_tests_c3\" ON (\n \"versions_tests_c2_c3s\".\"C3_id\" = \"versions_tests_c3\".\"id\"\n AND ((versions_tests_c3.version_start_date <= {time}\n AND (versions_tests_c3.version_end_date > {time}\n OR versions_tests_c3.version_end_date is NULL ))\n )\n )\n WHERE (\n \"versions_tests_c3\".\"name\" LIKE c3% escape '\\\\'\n AND (\"versions_tests_c1\".\"version_end_date\" > {time_no_tz}\n OR \"versions_tests_c1\".\"version_end_date\" IS NULL)\n AND \"versions_tests_c1\".\"version_start_date\" <= {time_no_tz}\n )\n \"\"\".format(time=t1_string, time_no_tz=t1_no_tz_string)\n self.assertStringEqualIgnoreWhiteSpaces(expected_query,\n should_be_c1_query)\n\n def test_filtering_two_jumps_with_version_at_t2(self):\n \"\"\"\n Test filtering m2m relations with 3 models with propagation of\n querytime information across all tables but this time at point in time\n t2\n \"\"\"\n with self.assertNumQueries(2) as counter:\n should_be_c1 = C1.objects.as_of(self.t2) \\\n .filter(c2s__c3s__name__startswith='c3a').first()\n self.assertIsNotNone(should_be_c1)\n\n count = C1.objects.as_of(self.t2) \\\n .filter(c2s__c3s__name__startswith='c3').all().count()\n self.assertEqual(2, count)\n\n def test_filtering_two_jumps_with_version_at_t3(self):\n \"\"\"\n Test filtering m2m relations with 3 models with propagation of\n querytime information across all tables but this time at point in time\n t3\n \"\"\"\n with self.assertNumQueries(3) as counter:\n # Should be None, since object 'c3a' does not exist anymore at t3\n should_be_none = C1.objects.as_of(self.t3) \\\n .filter(c2s__c3s__name__startswith='c3a').first()\n self.assertIsNone(should_be_none)\n\n should_be_c1 = C1.objects.as_of(self.t3) \\\n .filter(c2s__c3s__name__startswith='c3.').first()\n self.assertIsNotNone(should_be_c1)\n\n count = C1.objects.as_of(self.t3) \\\n .filter(c2s__c3s__name__startswith='c3.').all().count()\n self.assertEqual(1, count)\n\n def test_filtering_two_jumps_reverse(self):\n \"\"\"\n Test filtering m2m relations with 3 models but navigating relation in\n the reverse direction\n \"\"\"\n with self.assertNumQueries(1) as counter:\n should_be_c3 = C3.objects.filter(\n c2s__c1s__name__startswith='c1').first()\n self.assertIsNotNone(should_be_c3)\n\n def test_filtering_two_jumps_reverse_with_version_at_t1(self):\n \"\"\"\n Test filtering m2m relations with 3 models with propagation of\n querytime information across all tables and navigating the relation in\n the reverse direction\n \"\"\"\n with self.assertNumQueries(2) as counter:\n should_be_c3 = C3.objects.as_of(self.t1). \\\n filter(c2s__c1s__name__startswith='c1').first()\n self.assertIsNotNone(should_be_c3)\n self.assertEqual(should_be_c3.name, 'c3.v1')\n\n count = C3.objects.as_of(self.t1) \\\n .filter(c2s__c1s__name__startswith='c1').all().count()\n self.assertEqual(1, count)\n\n def test_filtering_two_jumps_reverse_with_version_at_t2(self):\n \"\"\"\n Test filtering m2m relations with 3 models with propagation of\n querytime information across all tables and navigating the relation in\n the reverse direction but this time at point in time t2\n \"\"\"\n with self.assertNumQueries(2) as counter:\n should_be_c3 = C3.objects.as_of(self.t2) \\\n .filter(c2s__c1s__name__startswith='c1').first()\n self.assertIsNotNone(should_be_c3)\n\n count = C3.objects.as_of(self.t2) \\\n .filter(c2s__c1s__name__startswith='c1').all().count()\n self.assertEqual(2, count)\n\n\nclass HistoricM2MOperationsTests(TestCase):\n def setUp(self):\n # Set up a situation on 23.4.1984\n ts = datetime.datetime(1984, 4, 23)\n big_brother = Observer.objects._create_at(ts, name='BigBrother')\n self.big_brother = big_brother\n subject = Subject.objects._create_at(ts, name='Winston Smith')\n big_brother.subjects.add_at(ts, subject)\n\n # Remove the relationship on 23.5.1984\n ts_a_month_later = ts + datetime.timedelta(days=30)\n big_brother.subjects.remove_at(ts_a_month_later, subject)\n\n def test_observer_subject_relationship_is_active_in_early_1984(self):\n ts = datetime.datetime(1984, 5, 1)\n observer = Observer.objects.as_of(ts).get()\n self.assertEqual(observer.name, 'BigBrother')\n subjects = observer.subjects.all()\n self.assertEqual(len(subjects), 1)\n self.assertEqual(subjects[0].name, 'Winston Smith')\n\n def test_observer_subject_relationship_is_inactive_in_late_1984(self):\n ts = datetime.datetime(1984, 8, 16)\n observer = Observer.objects.as_of(ts).get()\n self.assertEqual(observer.name, 'BigBrother')\n subjects = observer.subjects.all()\n self.assertEqual(len(subjects), 0)\n subject = Subject.objects.as_of(ts).get()\n self.assertEqual(subject.name, 'Winston Smith')\n\n def test_simple(self):\n self.big_brother.subjects.all().first()\n\n\nclass M2MDirectAssignmentTests(TestCase):\n def setUp(self):\n self.o1 = Observer.objects.create(name=\"1.0\")\n self.s1 = Subject.objects.create(name=\"1.0\")\n self.s2 = Subject.objects.create(name=\"2.0\")\n self.t1 = get_utc_now()\n self.o1 = self.o1.clone()\n self.o1.name = \"1.1\"\n self.o1.save()\n self.o1.subjects.add(self.s1, self.s2)\n self.t2 = get_utc_now()\n self.o1 = self.o1.clone()\n self.o1.name = \"1.2\"\n self.o1.save()\n self.o1.subjects = []\n self.t3 = get_utc_now()\n\n def test_t1_relations(self):\n observer = Observer.objects.as_of(self.t1).filter(\n identity=self.o1.identity).first()\n self.assertEqual(0, observer.subjects.all().count())\n\n def test_t2_relations(self):\n observer = Observer.objects.as_of(self.t2).filter(\n identity=self.o1.identity).first()\n self.assertEqual(2, observer.subjects.all().count())\n\n def test_t3_relations(self):\n observer = Observer.objects.as_of(self.t3).filter(\n identity=self.o1.identity).first()\n self.assertEqual(0, observer.subjects.all().count())\n\n\nclass ReverseForeignKeyDirectAssignmentTests(TestCase):\n def setUp(self):\n # City is the referenced object, Team in the referring object.\n # c1 will be explicitly cloned, but not it's teams.\n # c10 will not be explicitly cloned, but one of it's teams will be.\n self.c1 = City.objects.create(name=\"Oakland\")\n self.team1 = Team.objects.create(name=\"As\")\n self.team2 = Team.objects.create(name=\"Raiders\")\n\n self.c10 = City.objects.create(name=\"San Francisco\")\n self.team10 = Team.objects.create(name=\"Giants\")\n self.team11 = Team.objects.create(name=\"49ers\")\n\n self.t1 = get_utc_now()\n self.c1 = self.c1.clone()\n self.c1.team_set.add(self.team1, self.team2)\n\n self.team10 = self.team10.clone()\n self.c10.team_set.add(self.team10, self.team11)\n\n self.t2 = get_utc_now()\n self.c1 = self.c1.clone()\n self.c1.team_set.set([])\n\n self.team10 = Team.objects.current.get(\n identity=self.team10.identity).clone()\n self.c10.team_set.clear()\n self.t3 = get_utc_now()\n\n def test_t1_relations_for_cloned_referenced_object(self):\n city = City.objects.as_of(self.t1).filter(\n identity=self.c1.identity).first()\n self.assertEqual(0, city.team_set.all().count())\n\n def test_t2_relations_for_cloned_referenced_object(self):\n city = City.objects.as_of(self.t2).filter(\n identity=self.c1.identity).first()\n self.assertEqual(2, city.team_set.all().count())\n\n def test_t3_relations_for_cloned_referenced_object(self):\n city = City.objects.as_of(self.t3).filter(\n identity=self.c1.identity).first()\n self.assertEqual(0, city.team_set.all().count())\n\n def test_t1_relations_for_cloned_referring_object(self):\n city = City.objects.as_of(self.t1).filter(\n identity=self.c10.identity).first()\n self.assertEqual(0, city.team_set.all().count())\n\n def test_t2_relations_for_cloned_referring_object(self):\n city = City.objects.as_of(self.t2).filter(\n identity=self.c10.identity).first()\n self.assertEqual(2, city.team_set.all().count())\n\n def test_t3_relations_for_cloned_referring_object(self):\n city = City.objects.as_of(self.t3).filter(\n identity=self.c10.identity).first()\n self.assertEqual(0, city.team_set.all().count())\n\n\nclass PrefetchingTests(TestCase):\n def setUp(self):\n self.city1 = City.objects.create(name='Chicago')\n self.team1 = Team.objects.create(name='te1.v1', city=self.city1)\n self.p1 = Player.objects.create(name='pl1.v1', team=self.team1)\n self.p2 = Player.objects.create(name='pl2.v1', team=self.team1)\n sleep(0.1)\n self.t1 = get_utc_now()\n\n def test_select_related(self):\n with self.assertNumQueries(1):\n player = Player.objects.as_of(self.t1).select_related('team').get(\n name='pl1.v1')\n self.assertIsNotNone(player)\n self.assertEqual(player.team, self.team1)\n\n p1 = self.p1.clone()\n p1.name = 'pl1.v2'\n p1.team = None\n p1.save()\n t2 = get_utc_now()\n with self.assertNumQueries(1):\n player = Player.objects.current.select_related('team').get(\n name='pl1.v2')\n self.assertIsNotNone(player)\n self.assertIsNone(player.team)\n\n # Multiple foreign-key related tables should still only require one\n # query\n with self.assertNumQueries(1):\n player = Player.objects.as_of(t2).select_related('team__city').get(\n name='pl2.v1')\n self.assertIsNotNone(player)\n self.assertEqual(self.city1, player.team.city)\n\n @skipUnless(connection.vendor == 'sqlite',\n 'SQL is database specific, only sqlite is tested here.')\n def test_select_related_query_sqlite(self):\n select_related_queryset = Player.objects.as_of(self.t1).select_related(\n 'team').all()\n # Validating the query before verifying the SQL string\n self.assertEqual(['pl1.v1', 'pl2.v1'],\n [player.name for player in select_related_queryset])\n select_related_query = str(select_related_queryset.query)\n\n team_table = Team._meta.db_table\n player_table = Player._meta.db_table\n t1_utc_w_tz = str(self.t1)\n t1_utc_wo_tz = t1_utc_w_tz[:-6]\n expected_query = \"\"\"\n SELECT \"{player_table}\".\"id\",\n \"{player_table}\".\"identity\",\n \"{player_table}\".\"version_start_date\",\n \"{player_table}\".\"version_end_date\",\n \"{player_table}\".\"version_birth_date\",\n \"{player_table}\".\"name\",\n \"{player_table}\".\"team_id\",\n \"{team_table}\".\"id\",\n \"{team_table}\".\"identity\",\n \"{team_table}\".\"version_start_date\",\n \"{team_table}\".\"version_end_date\",\n \"{team_table}\".\"version_birth_date\",\n \"{team_table}\".\"name\",\n \"{team_table}\".\"city_id\"\n FROM \"{player_table}\"\n LEFT OUTER JOIN \"{team_table}\" ON (\n \"{player_table}\".\"team_id\" = \"{team_table}\".\"identity\"\n AND (({team_table}.version_start_date <= {ts}\n AND ({team_table}.version_end_date > {ts}\n OR {team_table}.version_end_date IS NULL))))\n WHERE\n (\n (\"{player_table}\".\"version_end_date\" > {ts_wo_tz}\n OR \"{player_table}\".\"version_end_date\" IS NULL)\n AND \"{player_table}\".\"version_start_date\" <= {ts_wo_tz}\n )\n \"\"\".format(player_table=player_table, team_table=team_table,\n ts=t1_utc_w_tz, ts_wo_tz=t1_utc_wo_tz)\n self.assertStringEqualIgnoreWhiteSpaces(expected_query,\n select_related_query)\n\n @skipUnless(connection.vendor == 'postgresql',\n 'SQL is database specific, only PostgreSQL is tested here.')\n def test_select_related_query_postgresql(self):\n select_related_query = str(\n Player.objects.as_of(self.t1).select_related('team').all().query)\n\n team_table = Team._meta.db_table\n player_table = Player._meta.db_table\n t1_utc_w_tz = str(self.t1)\n t1_utc_wo_tz = t1_utc_w_tz[:-6]\n expected_query = \"\"\"\n SELECT \"{player_table}\".\"id\",\n \"{player_table}\".\"identity\",\n \"{player_table}\".\"version_start_date\",\n \"{player_table}\".\"version_end_date\",\n \"{player_table}\".\"version_birth_date\",\n \"{player_table}\".\"name\",\n \"{player_table}\".\"team_id\",\n \"{team_table}\".\"id\",\n \"{team_table}\".\"identity\",\n \"{team_table}\".\"version_start_date\",\n \"{team_table}\".\"version_end_date\",\n \"{team_table}\".\"version_birth_date\",\n \"{team_table}\".\"name\",\n \"{team_table}\".\"city_id\"\n FROM \"{player_table}\"\n LEFT OUTER JOIN \"{team_table}\" ON (\n \"{player_table}\".\"team_id\" = \"{team_table}\".\"identity\"\n AND (({team_table}.version_start_date <= {ts}\n AND ({team_table}.version_end_date > {ts}\n OR {team_table}.version_end_date IS NULL))))\n WHERE\n (\n (\"{player_table}\".\"version_end_date\" > {ts}\n OR \"{player_table}\".\"version_end_date\" IS NULL)\n AND \"{player_table}\".\"version_start_date\" <= {ts}\n )\n \"\"\".format(player_table=player_table, team_table=team_table,\n ts=t1_utc_w_tz, ts_wo_tz=t1_utc_wo_tz)\n self.assertStringEqualIgnoreWhiteSpaces(expected_query,\n select_related_query)\n\n def test_prefetch_related_via_foreignkey(self):\n with self.assertNumQueries(3):\n team = Team.objects.as_of(self.t1).prefetch_related('player_set',\n 'city').first()\n self.assertIsNotNone(team)\n\n with self.assertNumQueries(0):\n p1 = team.player_set.all()[0]\n p2 = team.player_set.all()[1]\n self.assertEqual(self.city1, team.city)\n\n p3 = Player.objects.create(name='pl3.v1', team=self.team1)\n p2 = self.p2.clone()\n p2.name = 'pl2.v2'\n p2.save()\n p1.delete()\n\n with self.assertNumQueries(3):\n team = Team.objects.current.prefetch_related('player_set',\n 'city').first()\n self.assertIsNotNone(team)\n\n with self.assertNumQueries(0):\n self.assertEqual(2, len(team.player_set.all()))\n p1 = team.player_set.all()[0]\n p2 = team.player_set.all()[1]\n self.assertEqual(self.city1, team.city)\n\n with self.assertNumQueries(3):\n team = Team.objects.prefetch_related('player_set', 'city').first()\n self.assertIsNotNone(team)\n\n with self.assertNumQueries(0):\n self.assertEqual(4, len(team.player_set.all()))\n px = team.player_set.all()[1]\n self.assertEqual(self.city1, team.city)\n\n def test_prefetch_related_via_many_to_many(self):\n # award1 - award10\n awards = [Award.objects.create(name='award' + str(i)) for i in\n range(1, 11)]\n # city0 - city2\n cities = [City.objects.create(name='city-' + str(i)) for i in range(3)]\n teams = []\n # team-0-0 with city0 - team-2-1 with city1\n for i in range(3):\n for j in range(2):\n teams.append(Team.objects.create(\n name='team-{}-{}'.format(i, j), city=cities[i]))\n players = []\n for i in range(6):\n for j in range(6):\n p = Player.objects.create(\n name='player-{}-{}'.format(i, j), team=teams[i])\n if j % 2:\n p.awards.add(*awards[j - 1:j - 9])\n players.append(p)\n\n t2 = get_utc_now()\n\n # players is player-0-0 with team-0-0 through player-5-5 with team-2-1\n # players with awards:\n # player-[012345]-1, [012345]-3, [012345]-5,\n # the -1s have awards: 1,2\n # the -3s have awards: 3,4\n # the -5s have awards: 5,6\n with self.assertNumQueries(6):\n players_t2 = list(\n Player.objects.as_of(t2).prefetch_related('team',\n 'awards').filter(\n name__startswith='player-').order_by('name')\n )\n players_current = list(\n Player.objects.current.prefetch_related('team',\n 'awards').filter(\n name__startswith='player-').order_by('name')\n )\n\n self.assertSetEqual(set(players_t2), set(players_current))\n\n award_players = []\n with self.assertNumQueries(0):\n for i in range(len(players_current)):\n t2_p = players_t2[i]\n current_p = players_current[i]\n self.assertEqual(t2_p.team.name, current_p.team.name)\n if i % 2:\n self.assertGreater(len(t2_p.awards.all()), 0)\n self.assertSetEqual(set(t2_p.awards.all()),\n set(current_p.awards.all()))\n award_players.append(current_p)\n\n name_list = []\n for p in award_players:\n p.awards.remove(p.awards.all()[0])\n name_list.append(p.name)\n\n with self.assertNumQueries(2):\n old_award_players = list(\n Player.objects.as_of(t2).prefetch_related('awards').filter(\n name__in=name_list).order_by('name')\n )\n\n with self.assertNumQueries(2):\n updated_award_players = list(\n Player.objects.current.prefetch_related('awards').filter(\n name__in=name_list).order_by('name')\n )\n\n with self.assertNumQueries(0):\n for i in range(len(award_players)):\n old = len(old_award_players[i].awards.all())\n new = len(updated_award_players[i].awards.all())\n self.assertTrue(new == old - 1)\n\n\nclass PrefetchingHistoricTests(TestCase):\n def setUp(self):\n self.c1 = City.objects.create(name='city.v1')\n self.t1 = Team.objects.create(name='team1.v1', city=self.c1)\n self.t2 = Team.objects.create(name='team2.v1', city=self.c1)\n self.p1 = Player.objects.create(name='pl1.v1', team=self.t1)\n self.p2 = Player.objects.create(name='pl2.v1', team=self.t1)\n self.time1 = get_utc_now()\n sleep(0.001)\n\n def modify_objects(self):\n # Clone the city (which is referenced by a foreign key in the team\n # object).\n self.c1a = self.c1.clone()\n self.c1a.name = 'city.v2'\n self.c1a.save()\n self.t1a = self.t1.clone()\n self.t1a.name = 'team1.v2'\n self.t1a.save()\n self.p1a = self.p1.clone()\n self.p1a.name = 'pl1.v2'\n self.p1a.save()\n\n def test_reverse_fk_prefetch_queryset_with_historic_versions(self):\n \"\"\"\n prefetch_related with Prefetch objects that specify querysets.\n \"\"\"\n historic_cities_qs = City.objects.as_of(self.time1).filter(\n name='city.v1').prefetch_related(\n Prefetch(\n 'team_set',\n queryset=Team.objects.as_of(self.time1),\n to_attr='prefetched_teams'\n ),\n Prefetch(\n 'prefetched_teams__player_set',\n queryset=Player.objects.as_of(self.time1),\n to_attr='prefetched_players'\n )\n )\n with self.assertNumQueries(3):\n historic_cities = list(historic_cities_qs)\n self.assertEquals(1, len(historic_cities))\n historic_city = historic_cities[0]\n self.assertEquals(2, len(historic_city.prefetched_teams))\n self.assertSetEqual(\n {'team1.v1', 'team2.v1'},\n {t.name for t in historic_city.prefetched_teams})\n team = [t for t in historic_city.prefetched_teams if\n t.name == 'team1.v1'][0]\n self.assertSetEqual({'pl1.v1', 'pl2.v1'},\n {p.name for p in team.prefetched_players})\n\n # For the 'current' case:\n current_cities_qs = City.objects.current.filter(\n name='city.v1').prefetch_related(\n Prefetch(\n 'team_set',\n queryset=Team.objects.current,\n to_attr='prefetched_teams'\n ),\n Prefetch(\n 'prefetched_teams__player_set',\n queryset=Player.objects.current,\n to_attr='prefetched_players'\n )\n )\n with self.assertNumQueries(3):\n current_cities = list(current_cities_qs)\n self.assertEquals(1, len(current_cities))\n current_city = current_cities[0]\n self.assertEquals(2, len(current_city.prefetched_teams))\n self.assertSetEqual(\n {'team1.v1', 'team2.v1'},\n {t.name for t in current_city.prefetched_teams})\n team = [t for t in current_city.prefetched_teams if\n t.name == 'team1.v1'][0]\n self.assertSetEqual({'pl1.v1', 'pl2.v1'},\n {p.name for p in team.prefetched_players})\n\n self.modify_objects()\n\n historic_cities_qs = City.objects.as_of(self.time1).filter(\n name='city.v1').prefetch_related(\n Prefetch(\n 'team_set',\n queryset=Team.objects.as_of(self.time1),\n to_attr='prefetched_teams'\n ),\n Prefetch(\n 'prefetched_teams__player_set',\n queryset=Player.objects.as_of(self.time1),\n to_attr='prefetched_players'\n )\n )\n with self.assertNumQueries(3):\n historic_cities = list(historic_cities_qs)\n self.assertEquals(1, len(historic_cities))\n historic_city = historic_cities[0]\n self.assertEquals(2, len(historic_city.prefetched_teams))\n self.assertSetEqual(\n {'team1.v1', 'team2.v1'},\n {t.name for t in historic_city.prefetched_teams})\n team = [t for t in historic_city.prefetched_teams if\n t.name == 'team1.v1'][0]\n self.assertSetEqual({'pl1.v1', 'pl2.v1'},\n {p.name for p in team.prefetched_players})\n\n # For the 'current' case:\n current_cities_qs = City.objects.current.filter(\n name='city.v2').prefetch_related(\n Prefetch(\n 'team_set',\n queryset=Team.objects.current,\n to_attr='prefetched_teams'\n ),\n Prefetch(\n 'prefetched_teams__player_set',\n queryset=Player.objects.current,\n to_attr='prefetched_players'\n ),\n )\n with self.assertNumQueries(3):\n current_cities = list(current_cities_qs)\n self.assertEquals(1, len(current_cities))\n current_city = current_cities[0]\n self.assertEquals(2, len(current_city.prefetched_teams))\n self.assertSetEqual(\n {'team1.v2', 'team2.v1'},\n {t.name for t in current_city.prefetched_teams})\n team = [t for t in current_city.prefetched_teams if\n t.name == 'team1.v2'][0]\n self.assertSetEqual({'pl1.v2', 'pl2.v1'},\n {p.name for p in team.prefetched_players})\n\n # When a different time is specified for the prefetch queryset than\n # for the base queryset:\n with self.assertRaises(ValueError):\n _ = City.objects.current.filter(name='city.v2').prefetch_related(\n Prefetch(\n 'team_set',\n queryset=Team.objects.as_of(self.time1),\n to_attr='prefetched_teams'\n ),\n Prefetch(\n 'prefetched_teams__player_set',\n queryset=Player.objects.as_of(self.time1),\n to_attr='prefetched_players'\n ),\n )[0]\n\n def test_reverse_fk_simple_prefetch_with_historic_versions(self):\n \"\"\"\n prefetch_related with simple lookup.\n \"\"\"\n historic_cities_qs = City.objects.as_of(self.time1).filter(\n name='city.v1').prefetch_related(\n 'team_set', 'team_set__player_set')\n with self.assertNumQueries(3):\n historic_cities = list(historic_cities_qs)\n self.assertEquals(1, len(historic_cities))\n historic_city = historic_cities[0]\n self.assertEquals(2, len(historic_city.team_set.all()))\n self.assertSetEqual({'team1.v1', 'team2.v1'},\n {t.name for t in historic_city.team_set.all()})\n team = \\\n [t for t in historic_city.team_set.all() if\n t.name == 'team1.v1'][\n 0]\n self.assertSetEqual({'pl1.v1', 'pl2.v1'},\n {p.name for p in team.player_set.all()})\n\n # For the 'current' case:\n current_cities_qs = City.objects.current.filter(\n name='city.v1').prefetch_related(\n 'team_set', 'team_set__player_set')\n with self.assertNumQueries(3):\n current_cities = list(current_cities_qs)\n self.assertEquals(1, len(current_cities))\n current_city = current_cities[0]\n self.assertEquals(2, len(current_city.team_set.all()))\n self.assertSetEqual({'team1.v1', 'team2.v1'},\n {t.name for t in current_city.team_set.all()})\n team = \\\n [t for t in current_city.team_set.all() if\n t.name == 'team1.v1'][0]\n self.assertSetEqual({'pl1.v1', 'pl2.v1'},\n {p.name for p in team.player_set.all()})\n\n # Now, we'll clone the city (which is referenced by a foreign key in\n # the team object).\n # The queries above, when repeated, should work the same as before.\n self.modify_objects()\n\n historic_cities_qs = City.objects.as_of(self.time1).filter(\n name='city.v1').prefetch_related(\n 'team_set', 'team_set__player_set')\n with self.assertNumQueries(3):\n historic_cities = list(historic_cities_qs)\n self.assertEquals(1, len(historic_cities))\n historic_city = historic_cities[0]\n self.assertEquals(2, len(historic_city.team_set.all()))\n self.assertSetEqual({'team1.v1', 'team2.v1'},\n {t.name for t in historic_city.team_set.all()})\n team = \\\n [t for t in historic_city.team_set.all() if\n t.name == 'team1.v1'][\n 0]\n self.assertSetEqual({'pl1.v1', 'pl2.v1'},\n {p.name for p in team.player_set.all()})\n\n # For the 'current' case:\n current_cities_qs = City.objects.current.filter(\n name='city.v2').prefetch_related(\n 'team_set', 'team_set__player_set')\n with self.assertNumQueries(3):\n current_cities = list(current_cities_qs)\n self.assertEquals(1, len(current_cities))\n current_city = current_cities[0]\n self.assertEquals(2, len(current_city.team_set.all()))\n self.assertSetEqual({'team1.v2', 'team2.v1'},\n {t.name for t in current_city.team_set.all()})\n team = \\\n [t for t in current_city.team_set.all() if\n t.name == 'team1.v2'][0]\n self.assertSetEqual({'pl1.v2', 'pl2.v1'},\n {p.name for p in team.player_set.all()})\n\n def test_foreign_key_prefetch_with_historic_version(self):\n self.modify_objects()\n historic_city = City.objects.as_of(self.time1).get(\n identity=self.c1.identity)\n\n # Test with a simple prefetch.\n with self.assertNumQueries(2):\n team = Team.objects.as_of(self.time1).filter(\n identity=self.t1.identity\n ).prefetch_related(\n 'city'\n )[0]\n self.assertIsNotNone(team.city)\n self.assertEquals(team.city.id, historic_city.id)\n\n # Test with a Prefetch object without a queryset.\n with self.assertNumQueries(2):\n team = Team.objects.as_of(self.time1).filter(\n identity=self.t1.identity\n ).prefetch_related(Prefetch(\n 'city',\n ))[0]\n self.assertIsNotNone(team.city)\n self.assertEquals(team.city.id, historic_city.id)\n\n # Test with a Prefetch object with a queryset with an explicit as_of.\n with self.assertNumQueries(2):\n team = Team.objects.as_of(self.time1).filter(\n identity=self.t1.identity\n ).prefetch_related(Prefetch(\n 'city',\n queryset=City.objects.as_of(self.time1)\n ))[0]\n self.assertIsNotNone(team.city)\n self.assertEquals(team.city.id, historic_city.id)\n\n # Test with a Prefetch object with a queryset with no as_of.\n with self.assertNumQueries(2):\n team = Team.objects.as_of(self.time1).filter(\n identity=self.t1.identity\n ).prefetch_related(Prefetch(\n 'city',\n queryset=City.objects.all()\n ))[0]\n self.assertIsNotNone(team.city)\n self.assertEquals(team.city.id, historic_city.id)\n\n # Test with a Prefetch object with a queryset with an as_of that\n # differs from the parents.\n # If permitted, it would lead to possibly incorrect results and\n # definitely cache misses, which would defeat the purpose of using\n # prefetch_related. So a ValueError should be raised.\n with self.assertRaises(ValueError):\n team = Team.objects.as_of(self.time1).filter(\n identity=self.t1.identity\n ).prefetch_related(Prefetch(\n 'city',\n queryset=City.objects.current\n ))[0]\n\n # Test with a Prefetch object with a queryset with an as_of, when the\n # parent has no as_of.\n # This is a bit of an odd thing to do, but possible.\n with self.assertNumQueries(2):\n team = Team.objects.filter(\n identity=self.t1.identity\n ).prefetch_related(Prefetch(\n 'city',\n queryset=City.objects.as_of(self.time1)\n ))[0]\n self.assertIsNotNone(team.city)\n self.assertEquals(team.city.id, historic_city.id)\n\n\nclass IntegrationNonVersionableModelsTests(TestCase):\n def setUp(self):\n self.bordeaux = Wine.objects.create(name=\"Bordeaux\", vintage=2004)\n self.barolo = Wine.objects.create(name=\"Barolo\", vintage=2010)\n self.port = Wine.objects.create(name=\"Port wine\", vintage=2014)\n\n self.jacques = WineDrinker.objects.create(name='Jacques',\n glass_content=self.bordeaux)\n self.alfonso = WineDrinker.objects.create(name='Alfonso',\n glass_content=self.barolo)\n self.jackie = WineDrinker.objects.create(name='Jackie',\n glass_content=self.port)\n\n self.red_sailor_hat = WineDrinkerHat.objects.create(\n shape='Sailor',\n color='red',\n wearer=self.jackie)\n self.blue_turban_hat = WineDrinkerHat.objects.create(\n shape='Turban',\n color='blue',\n wearer=self.alfonso)\n self.green_vagabond_hat = WineDrinkerHat.objects.create(\n shape='Vagabond', color='green', wearer=self.jacques)\n self.pink_breton_hat = WineDrinkerHat.objects.create(shape='Breton',\n color='pink')\n\n self.t1 = get_utc_now()\n sleep(0.1)\n\n self.jacques = self.jacques.clone()\n # Jacques wants to try the italian stuff...\n self.jacques.glass_content = self.barolo\n self.jacques.save()\n\n self.t2 = get_utc_now()\n sleep(0.1)\n\n # Jacques gets a bit dizzy and pinches Jackie's hat\n self.red_sailor_hat.wearer = self.jacques\n self.red_sailor_hat.save()\n\n self.t3 = get_utc_now()\n sleep(0.1)\n\n def test_accessibility_of_versions_and_non_versionables_via_plain_fk(self):\n # Access coming from a Versionable (reverse access)\n jacques_current = WineDrinker.objects.current.get(name='Jacques')\n jacques_t2 = WineDrinker.objects.as_of(self.t2).get(name='Jacques')\n jacques_t1 = WineDrinker.objects.as_of(self.t1).get(name='Jacques')\n\n self.assertEqual(jacques_current, jacques_t2)\n\n self.assertEqual('Barolo', jacques_t2.glass_content.name)\n self.assertEqual('Bordeaux', jacques_t1.glass_content.name)\n\n # Access coming from plain Models (direct access)\n barolo = Wine.objects.get(name='Barolo')\n all_time_barolo_drinkers = barolo.drinkers.all()\n self.assertEqual({'Alfonso', 'Jacques'},\n {winedrinker.name for winedrinker in\n all_time_barolo_drinkers})\n\n t1_barolo_drinkers = barolo.drinkers.as_of(self.t1).all()\n self.assertEqual({'Alfonso'}, {winedrinker.name for winedrinker in\n t1_barolo_drinkers})\n\n t2_barolo_drinkers = barolo.drinkers.as_of(self.t2).all()\n self.assertEqual({'Alfonso', 'Jacques'},\n {winedrinker.name for winedrinker in\n t2_barolo_drinkers})\n\n bordeaux = Wine.objects.get(name='Bordeaux')\n t2_bordeaux_drinkers = bordeaux.drinkers.as_of(self.t2).all()\n self.assertEqual(set([]), {winedrinker.name for winedrinker in\n t2_bordeaux_drinkers})\n\n def test_accessibility_of_versions_and_non_versionables_via_versioned_fk(\n self):\n jacques_current = WineDrinker.objects.current.get(name='Jacques')\n jacques_t1 = WineDrinker.objects.as_of(self.t1).get(name='Jacques')\n\n # Testing direct access\n # We're not able to track changes in objects that are not versionables,\n # pointing objects that are versionables.\n # Therefore, it seems like Jacques always had the same combination of\n # hats (even though at t1 and t2, he had one single hat)\n self.assertEqual({'Vagabond', 'Sailor'},\n {hat.shape for hat in jacques_current.hats.all()})\n self.assertEqual({hat.shape for hat in jacques_t1.hats.all()},\n {hat.shape for hat in jacques_current.hats.all()})\n # Fetch jackie-object; at that point, jackie still had her Sailor hat\n jackie_t2 = WineDrinker.objects.as_of(self.t2).get(name='Jackie')\n self.assertEqual(set([]), {hat.shape for hat in jackie_t2.hats.all()})\n\n # Testing reverse access\n green_vagabond_hat = WineDrinkerHat.objects.get(shape='Vagabond')\n should_be_jacques = green_vagabond_hat.wearer\n self.assertIsNotNone(should_be_jacques)\n self.assertEqual('Jacques', should_be_jacques.name)\n self.assertTrue(should_be_jacques.is_current)\n\n red_sailor_hat = WineDrinkerHat.objects.get(shape='Sailor')\n should_be_jacques = red_sailor_hat.wearer\n self.assertIsNotNone(should_be_jacques)\n self.assertEqual('Jacques', should_be_jacques.name)\n self.assertTrue(should_be_jacques.is_current)\n\n # For the records: navigate to a prior version of a versionable\n # object ('Jacques') as follows\n # TODO: Issue #33 on Github aims for a more direct syntax to get to\n # another version of the same object\n should_be_jacques_t1 = should_be_jacques.__class__.objects.as_of(\n self.t1).get(\n identity=should_be_jacques.identity)\n self.assertEqual(jacques_t1, should_be_jacques_t1)\n\n def test_filter_on_fk_versioned_and_nonversioned_join(self):\n # Get non-versioned objects, filtering on a FK-related versioned object\n jacques_hats = WineDrinkerHat.objects.filter(\n wearer__name='Jacques').distinct()\n self.assertEqual(set(jacques_hats),\n set([self.green_vagabond_hat, self.red_sailor_hat]))\n\n # Get all versions of a Versionable by filtering on a FK-related\n # non-versioned object\n person_versions = WineDrinker.objects.filter(hats__shape='Vagabond')\n self.assertIn(self.jacques, person_versions)\n\n\nclass FilterOnForeignKeyRelationTest(TestCase):\n def test_filter_on_fk_relation(self):\n team = Team.objects.create(name='team')\n player = Player.objects.create(name='player', team=team)\n t1 = get_utc_now()\n sleep(0.1)\n l1 = len(Player.objects.as_of(t1).filter(team__name='team'))\n team.clone()\n l2 = len(Player.objects.as_of(t1).filter(team__name='team'))\n self.assertEqual(l1, l2)\n\n\nclass SpecifiedUUIDTest(TestCase):\n @staticmethod\n def uuid4(uuid_value=None):\n if not uuid_value:\n return uuid.uuid4()\n if isinstance(uuid_value, uuid.UUID):\n return uuid_value\n return uuid.UUID(uuid_value)\n\n def test_create_with_uuid(self):\n p_id = self.uuid4()\n p = Person.objects.create(id=p_id, name=\"Alice\")\n self.assertEqual(str(p_id), str(p.id))\n self.assertEqual(str(p_id), str(p.identity))\n\n p_id = uuid.uuid5(uuid.NAMESPACE_OID, str('bar'))\n with self.assertRaises(ValueError):\n Person.objects.create(id=p_id, name=\"Alexis\")\n\n def test_create_with_forced_identity(self):\n\n # This test does some artificial manipulation of versioned objects,\n # do not use it as an example\n # for real-life usage!\n\n p = Person.objects.create(name=\"Abela\")\n\n # Postgresql will provide protection here, since\n # util.postgresql.create_current_version_unique_identity_indexes\n # has been invoked in the post migration handler.\n if connection.vendor == 'postgresql' and get_version() >= '1.7':\n with self.assertRaises(IntegrityError):\n with transaction.atomic():\n ident = self.uuid4(p.identity)\n Person.objects.create(forced_identity=ident, name=\"Alexis\")\n\n p.delete()\n # The start date of p2 does not necessarily have to equal the end date\n # of p.\n sleep(0.1)\n\n ident = self.uuid4(p.identity)\n p2 = Person.objects.create(forced_identity=ident, name=\"Alexis\")\n p2.version_birth_date = p.version_birth_date\n p2.save()\n self.assertEqual(p.identity, p2.identity)\n self.assertNotEqual(p2.id, p2.identity)\n\n # Thanks to that artificial manipulation, p is now the previous version\n # of p2:\n self.assertEqual(p.name, Person.objects.previous_version(p2).name)\n\n\nclass VersionRestoreTest(TestCase):\n def setup_common(self):\n sf = City.objects.create(name=\"San Francisco\")\n forty_niners = Team.objects.create(name='49ers', city=sf)\n player1 = Player.objects.create(name=\"Montana\", team=forty_niners)\n best_quarterback = Award.objects.create(name=\"Best Quarterback\")\n best_attitude = Award.objects.create(name=\"Best Attitude\")\n player1.awards.add(best_quarterback, best_attitude)\n\n self.player1 = player1\n self.awards = {\n 'best_quarterback': best_quarterback,\n 'best_attitude': best_attitude,\n }\n self.forty_niners = forty_niners\n\n def test_restore_latest_version(self):\n self.setup_common()\n sleep(0.001)\n self.player1.delete()\n sleep(0.001)\n deleted_at = self.player1.version_end_date\n player1_pk = self.player1.pk\n\n sleep(0.001)\n restored = self.player1.restore()\n self.assertEqual(player1_pk, restored.pk)\n self.assertIsNone(restored.version_end_date)\n self.assertEqual(2, Player.objects.filter(name=restored.name).count())\n\n # There should be no relationships restored:\n self.assertIsNone(restored.team_id)\n self.assertListEqual([], list(restored.awards.all()))\n\n # The relationships are still present on the previous version.\n previous = Player.objects.previous_version(restored)\n self.assertEqual(deleted_at, previous.version_end_date)\n self.assertSetEqual(set(previous.awards.all()),\n set(self.awards.values()))\n self.assertEqual(self.forty_niners, previous.team)\n\n def test_restore_previous_version(self):\n self.setup_common()\n p1 = self.player1.clone()\n p1.name = 'Joe'\n p1.save()\n player1_pk = self.player1.pk\n\n self.player1.restore()\n\n with self.assertRaises(ObjectDoesNotExist):\n Player.objects.current.get(name='Joe')\n\n restored = Player.objects.current.get(name='Montana')\n self.assertEqual(player1_pk, restored.pk)\n self.assertIsNone(restored.version_end_date)\n self.assertEqual(2, Player.objects.filter(name=restored.name).count())\n\n # There should be no relationships restored:\n self.assertIsNone(restored.team_id)\n self.assertListEqual([], list(restored.awards.all()))\n\n # The relationships are also present on the previous version.\n previous = Player.objects.previous_version(restored)\n self.assertSetEqual(set(previous.awards.all()),\n set(self.awards.values()))\n self.assertEqual(self.forty_niners, previous.team)\n\n # There should be no overlap of version periods.\n self.assertEquals(previous.version_end_date,\n restored.version_start_date)\n\n def test_restore_with_required_foreignkey(self):\n team = Team.objects.create(name=\"Flying Pigs\")\n mascot_v1 = Mascot.objects.create(name=\"Curly\", team=team)\n mascot_v1.delete()\n\n # Restoring without supplying a value for the required foreign key\n # will fail.\n with self.assertRaises(ForeignKeyRequiresValueError):\n mascot_v1.restore()\n\n self.assertEqual(1, Mascot.objects.filter(name=mascot_v1.name).count())\n\n mascot2_v1 = Mascot.objects.create(name=\"Big Ham\", team=team)\n mascot2_v1.clone()\n with self.assertRaises(ForeignKeyRequiresValueError):\n mascot2_v1.restore()\n\n self.assertEqual(2,\n Mascot.objects.filter(name=mascot2_v1.name).count())\n self.assertEqual(1, Mascot.objects.current.filter(\n name=mascot2_v1.name).count())\n\n # If a value (object or pk) is supplied, the restore will succeed.\n team2 = Team.objects.create(name=\"Submarine Sandwiches\")\n restored = mascot2_v1.restore(team=team2)\n self.assertEqual(3,\n Mascot.objects.filter(name=mascot2_v1.name).count())\n self.assertEqual(team2, restored.team)\n\n restored.delete()\n rerestored = mascot2_v1.restore(team_id=team.pk)\n self.assertEqual(4,\n Mascot.objects.filter(name=mascot2_v1.name).count())\n self.assertEqual(team, rerestored.team)\n\n def test_over_time(self):\n team1 = Team.objects.create(name='team1.v1')\n team2 = Team.objects.create(name='team2.v1')\n p1 = Player.objects.create(name='p1.v1', team=team1)\n p2 = Player.objects.create(name='p2.v1', team=team1)\n a1 = Award.objects.create(name='a1.v1')\n t1 = get_utc_now()\n sleep(0.001)\n\n p1 = p1.clone()\n p1.name = 'p1.v2'\n p1.save()\n t2 = get_utc_now()\n sleep(0.001)\n\n p1.delete()\n a1.players.add(p2)\n t3 = get_utc_now()\n sleep(0.001)\n\n a1.players = []\n t4 = get_utc_now()\n sleep(0.001)\n\n p1 = Player.objects.get(name='p1.v2').restore(team=team2)\n\n # p1 did exist at t2, but not at t3.\n self.assertIsNotNone(\n Player.objects.as_of(t2).filter(name='p1.v2').first())\n self.assertIsNone(\n Player.objects.as_of(t3).filter(name='p1.v2').first())\n\n # p1 re-appeared later with team2, though.\n self.assertEqual(team2, Player.objects.current.get(name='p1.v2').team)\n\n # many-to-many relations\n self.assertEqual([], list(\n Award.objects.as_of(t2).get(name='a1.v1').players.all()))\n self.assertEqual('p2.v1', Award.objects.as_of(t3).get(\n name='a1.v1').players.first().name)\n self.assertEqual([], list(\n Award.objects.current.get(name='a1.v1').players.all()))\n\n # Expected version counts:\n self.assertEqual(1, Team.objects.filter(name='team1.v1').count())\n self.assertEqual(1, Team.objects.filter(name='team2.v1').count())\n self.assertEqual(3,\n Player.objects.filter(identity=p1.identity).count())\n self.assertEqual(1, Player.objects.filter(name='p2.v1').count())\n m2m_manager = \\\n Award._meta.get_field('players').remote_field.through.objects\n self.assertEqual(1, m2m_manager.all().count())\n\n def test_restore_two_in_memory_objects(self):\n # Tests issue #90\n # Restoring two in-memory objects with the same identity, which,\n # according to their in-memory state, are both the current version,\n # should not result in having more than one current object with the\n # same identity present in the database.\n a = City(name=\"A\")\n a.save()\n b = a.clone()\n b.name = \"B\"\n b.save()\n a = City.objects.get(name=\"A\")\n a.restore()\n b = City.objects.get(name=\"B\")\n b2 = b.restore()\n current_objects = City.objects.filter(version_end_date=None,\n identity=b.identity)\n self.assertEqual(1, len(current_objects))\n self.assertEqual(b2.pk, current_objects[0].pk)\n\n\nclass DetachTest(TestCase):\n def test_simple_detach(self):\n c1 = City.objects.create(name=\"Atlantis\").clone()\n c1_identity = c1.identity\n c2 = c1.detach()\n c2.save()\n c1 = City.objects.current.get(pk=c1_identity)\n self.assertEqual(c1.name, c2.name)\n self.assertEqual(c2.id, c2.identity)\n self.assertNotEqual(c1.id, c2.id)\n self.assertNotEqual(c1.identity, c2.identity)\n self.assertEqual(2, City.objects.filter(identity=c1_identity).count())\n self.assertEqual(1, City.objects.filter(identity=c2.identity).count())\n\n def test_detach_with_relations(self):\n \"\"\"\n ManyToMany and reverse ForeignKey relationships are not kept.\n ForeignKey relationships are kept.\n \"\"\"\n t = Team.objects.create(name='Raining Rats')\n t_pk = t.pk\n m = Mascot.objects.create(name=\"Drippy\", team=t)\n p = Player.objects.create(name=\"Robby\", team=t)\n p_pk = p.pk\n a = Award.objects.create(name=\"Most slippery\")\n a.players.add(p)\n\n p2 = p.detach()\n p2.save()\n p = Player.objects.current.get(pk=p_pk)\n self.assertEqual(t, p.team)\n self.assertEqual(t, p2.team)\n self.assertListEqual([a], list(p.awards.all()))\n self.assertListEqual([], list(p2.awards.all()))\n\n t2 = t.detach()\n t2.save()\n t = Team.objects.current.get(pk=t_pk)\n self.assertEqual({p, p2}, set(t.player_set.all()))\n self.assertEqual([], list(t2.player_set.all()))\n\n\nclass DeferredFieldsTest(TestCase):\n def setUp(self):\n self.c1 = City.objects.create(name=\"Porto\")\n self.team1 = Team.objects.create(name=\"Tigers\", city=self.c1)\n\n def test_simple_defer(self):\n limited = City.objects.current.only('name').get(pk=self.c1.pk)\n deferred_fields = set(Versionable.VERSIONABLE_FIELDS)\n deferred_fields.remove('id')\n self.assertSetEqual(deferred_fields,\n set(limited.get_deferred_fields()))\n for field_name in deferred_fields:\n self.assertNotIn(field_name, limited.__dict__)\n\n deferred_fields = ['version_start_date', 'version_end_date']\n deferred = City.objects.current.defer(*deferred_fields).get(\n pk=self.c1.pk)\n self.assertSetEqual(set(deferred_fields),\n set(deferred.get_deferred_fields()))\n for field_name in deferred_fields:\n self.assertNotIn(field_name, deferred.__dict__)\n\n # Accessing deferred fields triggers queries:\n with self.assertNumQueries(2):\n self.assertEquals(self.c1.version_start_date,\n deferred.version_start_date)\n self.assertEquals(self.c1.version_end_date,\n deferred.version_end_date)\n # If already fetched, no query is made:\n with self.assertNumQueries(0):\n self.assertEquals(self.c1.version_start_date,\n deferred.version_start_date)\n\n def test_deferred_foreign_key_field(self):\n team_full = Team.objects.current.get(pk=self.team1.pk)\n self.assertIn('city_id', team_full.__dict__)\n team_light = Team.objects.current.only('name').get(pk=self.team1.pk)\n self.assertNotIn('city_id', team_light.__dict__)\n with self.assertNumQueries(2):\n # One query to get city_id, and one query to get the related City\n # object.\n self.assertEquals(self.c1.name, team_light.city.name)\n\n def test_reverse_foreign_key_access(self):\n city = City.objects.current.only('name').get(identity=self.c1.identity)\n with self.assertNumQueries(2):\n # One query to get the identity, one query to get the related\n # objects.\n self.assertSetEqual({self.team1.pk},\n {o.pk for o in city.team_set.all()})\n\n def test_many_to_many_access(self):\n player1 = Player.objects.create(name='Raaaaaow', team=self.team1)\n player2 = Player.objects.create(name='Pssshh', team=self.team1)\n award1 = Award.objects.create(name='Fastest paws')\n award1.players.add(player2)\n award2 = Award.objects.create(name='Frighteningly fast')\n award2.players.add(player1, player2)\n\n player2_light = Player.objects.current.only('name').get(\n identity=player2.identity)\n with self.assertNumQueries(1):\n # Many-to-many fields use the id field, which is always fetched,\n # so only one query should be made to get the related objects.\n self.assertSetEqual({award1.pk, award2.pk},\n {o.pk for o in player2_light.awards.all()})\n\n # And from the other direction:\n award2_light = Award.objects.current.only('name').get(\n identity=award2.identity)\n with self.assertNumQueries(1):\n self.assertSetEqual({player1.pk, player2.pk},\n {o.pk for o in award2_light.players.all()})\n\n def test_clone_of_deferred_object(self):\n c1_v1_partial = City.objects.current.defer('name').get(pk=self.c1.pk)\n self.assertRaisesMessage(\n ValueError,\n 'Can not clone a model instance that has deferred fields',\n c1_v1_partial.clone\n )\n\n def test_restore_of_deferred_object(self):\n t1 = get_utc_now()\n sleep(0.001)\n c1_v2 = self.c1.clone()\n c1_v1 = City.objects.as_of(t1).defer('name').get(\n identity=c1_v2.identity)\n self.assertRaisesMessage(\n ValueError,\n 'Can not restore a model instance that has deferred fields',\n c1_v1.restore\n )\n\n\nclass DraftTest(TestCase):\n def setUp(self):\n self.c1 = City.objects.create(name=\"Perth\")\n self.team1 = Team.objects.create(name=\"capeta\", city=self.c1)\n self.mr_biggs = Professor.objects.create(\n name='Mr. Biggs',\n address='123 Mainstreet, Somewhere',\n phone_number='123')\n self.s1 = Student.objects.create(name=\"bla\")\n self.s2 = Student.objects.create(name=\"blabla\")\n\n def test_simple_draft_properties(self):\n c1_draft = self.c1.clone(is_draft=True)\n\n # Checking if is_draft property is true in the clone\n self.assertTrue(c1_draft.is_draft)\n latest_published_version = City.objects.as_of().filter(is_draft=False, identity=self.c1.identity).first()\n\n # Checking if original published version is still latest\n self.assertEqual(self.c1, latest_published_version)\n\n # Checking if published version has not been deleted\n self.assertFalse(latest_published_version.version_end_date)\n\n # Checking if draft id and identity haven't became equal\n self.assertNotEqual(c1_draft.id, c1_draft.identity)\n\n def test_one_to_many_rel(self):\n c2 = self.c1.clone(is_draft=True)\n\n # Testing one to many relationship results\n self.assertTrue([self.team1], c2.team_set.all())\n self.team1.delete()\n\n # Testing the case if an objects gets deleted in the relationship\n self.assertEqual([], list(City.objects.as_of().filter(is_draft=True, identity=c2.identity\n ).first().team_set.all()))\n def test_many_to_one_rel(self):\n\n city = City.objects.create(name=\"new york\")\n draft_city = city.clone(is_draft=True)\n team = Team.objects.create(name=\"devils\", city=draft_city)\n\n # Testing many to one relationship\n self.assertEqual(team.city, draft_city)\n draft_team = team.clone(is_draft=True)\n\n # Testing if relationship gets copied in draft clone\n self.assertEqual(draft_team.city, draft_city)\n\n # Testing if is_draft in true in draft clone object\n self.assertEqual(draft_team.is_draft, True)\n\n draft_city.delete()\n\n # Testing if draft object gets deleted if the cascaded one get deleted\n self.assertIsNone(Team.objects.as_of().filter(identity=draft_team.identity, is_draft=True).first())\n\n # Testing if a published object gets deleted if a cascaded draft object gets deleted\n self.assertIsNone(Team.objects.as_of().filter(identity=draft_team.identity, is_draft=False).first())\n\n def test_many_to_many_rel(self):\n s1_draft = self.s1.clone(is_draft=True)\n mr_biggs_draft = self.mr_biggs.clone(is_draft=True)\n s1_draft.professors.add(self.mr_biggs)\n s1_draft.professors.add(mr_biggs_draft)\n\n # Checking if draft object has the correct no of relationships\n self.assertEqual(Student.objects.as_of().filter(\n is_draft=True, identity=s1_draft.identity).first().professors.all().count(), 2)\n mr_biggs_draft.delete()\n\n # Checking if the draft object has correct no. of relationships after deleting some\n self.assertEqual(Student.objects.as_of().filter(\n is_draft=True, identity=s1_draft.identity).first().professors.all().count(), 1)\n mr_biggs_draft2 = self.mr_biggs.clone(is_draft=True)\n\n mr_biggs_draft2.students.add(s1_draft)\n mr_biggs_draft2.students.add(self.s1)\n\n # Checking if draft object has the correct no of relationships\n self.assertEqual(Professor.objects.as_of().filter(\n is_draft=True, identity=mr_biggs_draft2.identity).first().students.all().count(), 2)\n\n s1_draft.delete()\n\n # Checking if the draft object has correct no. of relationships after deleting some\n self.assertEqual(Professor.objects.as_of().filter(\n is_draft=True, identity=mr_biggs_draft2.identity).first().students.all().count(), 1)\n\n\nclass PublishedVersionListGetTest(TestCase):\n def setUp(self):\n self.c1 = City.objects.create(name=\"Manchester\")\n self.team1 = Team.objects.create(name=\"bluefish\", city=self.c1)\n\n def test_get_published_version(self):\n c2 = self.c1.clone()\n c3 = c2.clone()\n c4 = c3.clone()\n c5 = c4.clone(is_draft=True)\n c6 = c4.clone()\n\n # Testing if current_published_version result matches the expected result\n self.assertEqual(c6, City.objects.current_published_version(self.c1))\n\n def test_get_published_version_list_test(self):\n team2 = self.team1.clone()\n draft_team3 = team2.clone(is_draft=True)\n team4 = team2.clone()\n draft_team5 = team4.clone(is_draft=True)\n team6 = team4.clone()\n draft7 = team6.clone(is_draft=True)\n expected_result = [team6.version_start_date, team4.version_start_date, team2.version_start_date,\n self.team1.version_start_date]\n actual_result = Team.objects.get_published_version_list(self.team1).values_list('version_start_date', flat=True)\n\n # Testing if the result of get_published_version_list matches the expected result flat=True)\n self.assertEqual(list(actual_result), expected_result)\n" }, { "alpha_fraction": 0.6123430728912354, "alphanum_fraction": 0.6135737895965576, "avg_line_length": 39.29666519165039, "blob_id": "d9aa9e4a11e424bf91f718cdd9b3703e5ad9cac4", "content_id": "9624fe934c2d419363bc505ff4706d5ea24f79d9", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 44689, "license_type": "permissive", "max_line_length": 100, "num_lines": 1109, "path": "/versions/models.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "# Copyright 2014 Swisscom, Sophia Engineering\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nimport copy\nimport datetime\nimport uuid\nfrom collections import namedtuple\n\nfrom django.core.exceptions import SuspiciousOperation, ObjectDoesNotExist\nfrom django.db import models, router, transaction\nfrom django.db.models import Q\nfrom django.db.models.constants import LOOKUP_SEP\nfrom django.db.models.fields.related import ForeignKey\nfrom django.db.models.query import QuerySet, ModelIterable\nfrom django.db.models.sql.datastructures import Join\nfrom django.db.models.sql.query import Query\nfrom django.db.models.sql.where import WhereNode\nfrom django.utils import six\nfrom django.utils.timezone import utc\n\nfrom versions.exceptions import DeletionOfNonCurrentVersionError\nfrom versions.settings import get_versioned_delete_collector_class, \\\n settings as versions_settings\nfrom versions.util import get_utc_now\n\n\ndef get_utc_now():\n return datetime.datetime.utcnow().replace()\n\n\ndef validate_uuid(uuid_obj):\n \"\"\"\n Check that the UUID object is in fact a valid version 4 uuid.\n \"\"\"\n return isinstance(uuid_obj, uuid.UUID) and uuid_obj.version == 4\n\n\nQueryTime = namedtuple('QueryTime', 'time active')\n\n\nclass ForeignKeyRequiresValueError(ValueError):\n pass\n\n\nclass VersionManager(models.Manager):\n \"\"\"\n This is the Manager-class for any class that inherits from Versionable\n \"\"\"\n use_for_related_fields = True\n\n def get_queryset(self):\n \"\"\"\n Returns a VersionedQuerySet capable of handling version time\n restrictions.\n\n :return: VersionedQuerySet\n \"\"\"\n qs = VersionedQuerySet(self.model, using=self._db)\n if hasattr(self, 'instance') and hasattr(self.instance, '_querytime'):\n qs.querytime = self.instance._querytime\n return qs\n\n def as_of(self, time=None):\n \"\"\"\n Filters Versionables at a given time\n :param time: The timestamp (including timezone info) at which\n Versionables shall be retrieved\n :return: A QuerySet containing the base for a timestamped query.\n \"\"\"\n return self.get_queryset().as_of(time)\n\n def next_version(self, object, relations_as_of='end'):\n \"\"\"\n Return the next version of the given object.\n\n In case there is no next object existing, meaning the given\n object is the current version, the function returns this version.\n\n Note that if object's version_end_date is None, this does not check\n the database to see if there is a newer version (perhaps created by\n some other code), it simply returns the passed object.\n\n ``relations_as_of`` is used to fix the point in time for the version;\n this affects which related objects are returned when querying for\n object relations. See ``VersionManager.version_as_of`` for details\n on valid ``relations_as_of`` values.\n\n :param Versionable object: object whose next version will be returned.\n :param mixed relations_as_of: determines point in time used to access\n relations. 'start'|'end'|datetime|None\n :return: Versionable\n \"\"\"\n if object.version_end_date is None:\n next = object\n else:\n next = self.filter(\n Q(identity=object.identity),\n Q(version_start_date__gte=object.version_end_date)\n ).order_by('version_start_date').first()\n\n if not next:\n raise ObjectDoesNotExist(\n \"next_version couldn't find a next version of object \" +\n str(object.identity))\n\n return self.adjust_version_as_of(next, relations_as_of)\n\n def previous_version(self, object, relations_as_of='end'):\n \"\"\"\n Return the previous version of the given object.\n\n In case there is no previous object existing, meaning the given object\n is the first version of the object, then the function returns this\n version.\n\n ``relations_as_of`` is used to fix the point in time for the version;\n this affects which related objects are returned when querying for\n object relations. See ``VersionManager.version_as_of`` for details on\n valid ``relations_as_of`` values.\n\n :param Versionable object: object whose previous version will be\n returned.\n :param mixed relations_as_of: determines point in time used to access\n relations. 'start'|'end'|datetime|None\n :return: Versionable\n \"\"\"\n if object.version_birth_date == object.version_start_date:\n previous = object\n else:\n previous = self.filter(\n Q(identity=object.identity),\n Q(version_end_date__lte=object.version_start_date)\n ).order_by('-version_end_date').first()\n\n if not previous:\n raise ObjectDoesNotExist(\n \"previous_version couldn't find a previous version of \"\n \"object \" + str(object.identity))\n\n return self.adjust_version_as_of(previous, relations_as_of)\n\n def current_published_version(self, object, relations_as_of=None, check_db=False):\n\n \"\"\"\n Return the current published version of the given object.\n\n The current published version is the one having its version_end_date set\n to NULL and is_draft set to False.\n If there is not such a version then it means the object has been\n 'deleted' and so there is no current version available. In this case\n the function returns None.\n\n Note that if check_db is False and object's version_end_date is None,\n this does not check the database to see if there is a newer version\n (perhaps created by some other code), it simply returns the passed\n object.\n\n ``relations_as_of`` is used to fix the point in time for the version;\n this affects which related objects are returned when querying for\n object relations. See ``VersionManager.version_as_of`` for details on\n valid ``relations_as_of`` values.\n\n :param Versionable object: object whose current published version will be\n returned.\n :param mixed relations_as_of: determines point in time used to access\n relations. 'start'|'end'|datetime|None\n :param bool check_db: Whether or not to look in the database for a\n more recent version\n :return: Versionable\n \"\"\"\n if object.version_end_date is None and not object.is_draft and not check_db:\n current = object\n else:\n current = self.current.filter(is_draft=False, identity=object.identity).first()\n\n return self.adjust_version_as_of(current, relations_as_of)\n\n def current_version(self, object, relations_as_of=None, check_db=False):\n \"\"\"\n Return the current version of the given object.\n\n The current version is the one having its version_end_date set to NULL.\n If there is not such a version then it means the object has been\n 'deleted' and so there is no current version available. In this case\n the function returns None.\n\n Note that if check_db is False and object's version_end_date is None,\n this does not check the database to see if there is a newer version\n (perhaps created by some other code), it simply returns the passed\n object.\n\n ``relations_as_of`` is used to fix the point in time for the version;\n this affects which related objects are returned when querying for\n object relations. See ``VersionManager.version_as_of`` for details on\n valid ``relations_as_of`` values.\n\n :param Versionable object: object whose current version will be\n returned.\n :param mixed relations_as_of: determines point in time used to access\n relations. 'start'|'end'|datetime|None\n :param bool check_db: Whether or not to look in the database for a\n more recent version\n :return: Versionable\n \"\"\"\n if object.version_end_date is None and not check_db:\n current = object\n else:\n current = self.current.filter(identity=object.identity).first()\n\n return self.adjust_version_as_of(current, relations_as_of)\n\n def get_published_version_list(self, object):\n \"\"\"\n Return the published version list of the given object.\n\n The published version is the one having its is_draft set to True.\n\n :param Versionable object: object whose published version list would be\n returned.\n :return: A VersionedQuerySet\n \"\"\"\n return self.filter(is_draft=False, identity=object.identity).order_by('-version_start_date')\n\n @staticmethod\n def adjust_version_as_of(version, relations_as_of):\n \"\"\"\n Adjusts the passed version's as_of time to an appropriate value, and\n returns it.\n\n ``relations_as_of`` is used to fix the point in time for the version;\n this affects which related objects are returned when querying for\n object relations.\n Valid ``relations_as_of`` values and how this affects the returned\n version's as_of attribute:\n - 'start': version start date\n - 'end': version end date - 1 microsecond (no effect if version is\n current version)\n - datetime object: given datetime (raises ValueError if given datetime\n not valid for version)\n - None: unset (related object queries will not be restricted to a\n point in time)\n\n :param Versionable object: object whose as_of will be adjusted as\n requested.\n :param mixed relations_as_of: valid values are the strings 'start' or\n 'end', or a datetime object.\n :return: Versionable\n \"\"\"\n if not version:\n return version\n\n if relations_as_of == 'end':\n if version.is_current:\n # Ensure that version._querytime is active, in case it wasn't\n # before.\n version.as_of = None\n else:\n version.as_of = version.version_end_date - datetime.timedelta(\n microseconds=1)\n elif relations_as_of == 'start':\n version.as_of = version.version_start_date\n elif isinstance(relations_as_of, datetime.datetime):\n as_of = relations_as_of\n if not as_of >= version.version_start_date:\n raise ValueError(\n \"Provided as_of '{}' is earlier than version's start \"\n \"time '{}'\".format(\n as_of.isoformat(),\n version.version_start_date.isoformat()\n )\n )\n if version.version_end_date is not None \\\n and as_of >= version.version_end_date:\n raise ValueError(\n \"Provided as_of '{}' is later than version's start \"\n \"time '{}'\".format(\n as_of.isoformat(),\n version.version_end_date.isoformat()\n )\n )\n version.as_of = as_of\n elif relations_as_of is None:\n version._querytime = QueryTime(time=None, active=False)\n else:\n raise TypeError(\n \"as_of parameter must be 'start', 'end', None, or datetime \"\n \"object\")\n\n return version\n\n @property\n def current(self):\n return self.as_of(None)\n\n def create(self, **kwargs):\n \"\"\"\n Creates an instance of a Versionable\n :param kwargs: arguments used to initialize the class instance\n :return: a Versionable instance of the class\n \"\"\"\n return self._create_at(None, **kwargs)\n\n def _create_at(self, timestamp=None, id=None, forced_identity=None,\n **kwargs):\n \"\"\"\n WARNING: Only for internal use and testing.\n\n Create a Versionable having a version_start_date and\n version_birth_date set to some pre-defined timestamp\n\n :param timestamp: point in time at which the instance has to be created\n :param id: version 4 UUID unicode object. Usually this is not\n specified, it will be automatically created.\n :param forced_identity: version 4 UUID unicode object. For internal\n use only.\n :param kwargs: arguments needed for initializing the instance\n :return: an instance of the class\n \"\"\"\n id = Versionable.uuid(id)\n if forced_identity:\n ident = Versionable.uuid(forced_identity)\n else:\n ident = id\n\n if timestamp is None:\n timestamp = get_utc_now()\n kwargs['id'] = id\n kwargs['identity'] = ident\n kwargs['version_start_date'] = timestamp\n kwargs['version_birth_date'] = timestamp\n return super(VersionManager, self).create(**kwargs)\n\n\nclass VersionedWhereNode(WhereNode):\n def as_sql(self, qn, connection):\n \"\"\"\n This method identifies joined table aliases in order for\n VersionedExtraWhere.as_sql() to be able to add time restrictions for\n those tables based on the VersionedQuery's querytime value.\n\n :param qn: In Django 1.7 & 1.8 this is a compiler\n :param connection: A DB connection\n :return: A tuple consisting of (sql_string, result_params)\n \"\"\"\n # self.children is an array of VersionedExtraWhere-objects\n from versions.fields import VersionedExtraWhere\n for child in self.children:\n if isinstance(child, VersionedExtraWhere) and not child.params:\n _query = qn.query\n query_time = _query.querytime.time\n apply_query_time = _query.querytime.active\n alias_map = _query.alias_map\n self._set_child_joined_alias(child, alias_map)\n if apply_query_time:\n # Add query parameters that have not been added till now\n child.set_as_of(query_time)\n else:\n # Remove the restriction if it's not required\n child.sqls = []\n return super(VersionedWhereNode, self).as_sql(qn, connection)\n\n @staticmethod\n def _set_child_joined_alias(child, alias_map):\n \"\"\"\n Set the joined alias on the child, for Django >= 1.8.0\n :param child:\n :param alias_map:\n \"\"\"\n for table in alias_map:\n join = alias_map[table]\n if not isinstance(join, Join):\n continue\n lhs = join.parent_alias\n if (lhs == child.alias and table == child.related_alias) \\\n or (lhs == child.related_alias and table == child.alias):\n child.set_joined_alias(table)\n break\n\n\nclass VersionedQuery(Query):\n \"\"\"\n VersionedQuery has awareness of the query time restrictions. When the\n query is compiled, this query time information is passed along to the\n foreign keys involved in the query, so that they can provide that\n information when building the sql.\n \"\"\"\n\n def __init__(self, *args, **kwargs):\n from .fields import VersionedWhereNode\n kwargs['where'] = VersionedWhereNode\n super(VersionedQuery, self).__init__(*args, **kwargs)\n self.querytime = QueryTime(time=None, active=False)\n\n def clone(self, *args, **kwargs):\n _clone = super(VersionedQuery, self).clone(*args, **kwargs)\n try:\n _clone.querytime = self.querytime\n except AttributeError:\n # If the caller is using clone to create a different type of Query,\n # that's OK.\n # An example of this is when creating or updating an object, this\n # method is called with a first parameter of sql.UpdateQuery.\n pass\n return _clone\n\n def get_compiler(self, *args, **kwargs):\n \"\"\"\n Add the query time restriction limit at the last moment. Applying it\n earlier (e.g. by adding a filter to the queryset) does not allow the\n caching of related object to work (they are attached to a queryset;\n filter() returns a new queryset).\n \"\"\"\n if self.querytime.active and \\\n (not hasattr(self, '_querytime_filter_added') or\n not self._querytime_filter_added):\n time = self.querytime.time\n if time is None:\n self.add_q(Q(version_end_date__isnull=True))\n else:\n self.add_q(\n (Q(version_end_date__gt=time) |\n Q(version_end_date__isnull=True)) &\n Q(version_start_date__lte=time)\n )\n # Ensure applying these filters happens only a single time (even\n # if it doesn't falsify the query, it's just not very comfortable\n # to read)\n self._querytime_filter_added = True\n return super(VersionedQuery, self).get_compiler(*args, **kwargs)\n\n def build_filter(self, filter_expr, **kwargs):\n \"\"\"\n When a query is filtered with an expression like\n .filter(team=some_team_object), where team is a VersionedForeignKey\n field, and some_team_object is a Versionable object, adapt the filter\n value to be (team__identity=some_team_object.identity).\n\n When the query is built, this will enforce that the tables are joined\n and that the identity column and the as_of restriction is used for\n matching.\n\n For example, the generated SQL will be like:\n\n SELECT ... FROM foo INNER JOIN team ON (\n foo.team_id == team.identity\n AND foo.version_start_date <= [as_of]\n AND (foo.version_end_date > [as_of]\n OR foo.version_end_date IS NULL)) ...\n\n This is not necessary, and won't be applied, if any of these are true:\n - no as_of is in effect\n - the current objects are being queried\n (e.g. foo.objects.current.filter(...))\n - a terminal object is being used as the lookup value\n (e.g. .filter(team=the_deleted_team_version)\n - the lookup value is not a Versionable\n (e.g. .filter(foo='bar') or .filter(team=non_versionable_team)\n\n Note that this has the effect that\n Foo.objects.as_of(t1).filter(team=team_object_at_t3) will return the\n Foo objects at t1, and that accessing their team field (e.g. foo.team)\n will return the team object that was associated with them at t1,\n which may be a different object than team_object_at_t3.\n\n The goal is to make expressions like\n Foo.objects.as_of(tx).filter(team=some_team_object) work as closely\n as possible to standard, non-versioned Django querysets like\n Foo.objects.filter(team=some_team_object).\n\n :param filter_expr:\n :param kwargs:\n :return: tuple\n \"\"\"\n lookup, value = filter_expr\n if self.querytime.active \\\n and isinstance(value, Versionable) and not value.is_latest:\n new_lookup = \\\n lookup + LOOKUP_SEP + Versionable.OBJECT_IDENTIFIER_FIELD\n filter_expr = (new_lookup, value.identity)\n return super(VersionedQuery, self).build_filter(filter_expr, **kwargs)\n\n def add_immediate_loading(self, field_names):\n # TODO: Decide, whether we always want versionable fields to be loaded,\n # even if ``only`` is used and they would be deferred\n # field_names += tuple(Versionable.VERSIONABLE_FIELDS)\n super(VersionedQuery, self).add_immediate_loading(field_names)\n\n\nclass VersionedQuerySet(QuerySet):\n \"\"\"\n The VersionedQuerySet makes sure that every objects retrieved from it has\n the added property 'query_time' added to it.\n For that matter it override the __getitem__, _fetch_all and _clone methods\n for its parent class (QuerySet).\n \"\"\"\n\n def __init__(self, model=None, query=None, *args, **kwargs):\n \"\"\"\n Overridden so that a VersionedQuery will be used.\n \"\"\"\n if not query:\n query = VersionedQuery(model)\n super(VersionedQuerySet, self).__init__(model=model, query=query,\n *args, **kwargs)\n self.querytime = QueryTime(time=None, active=False)\n\n @property\n def querytime(self):\n return self._querytime\n\n @querytime.setter\n def querytime(self, value):\n \"\"\"\n Sets self._querytime as well as self.query.querytime.\n :param value: None or datetime\n :return:\n \"\"\"\n self._querytime = value\n self.query.querytime = value\n\n def __getitem__(self, k):\n \"\"\"\n Overrides the QuerySet.__getitem__ magic method for retrieving a\n list-item out of a query set.\n\n :param k: Retrieve the k-th element or a range of elements\n :return: Either one element or a list of elements\n \"\"\"\n item = super(VersionedQuerySet, self).__getitem__(k)\n if isinstance(item, (list,)):\n for i in item:\n self._set_item_querytime(i)\n else:\n self._set_item_querytime(item)\n return item\n\n def _fetch_all(self):\n \"\"\"\n Completely overrides the QuerySet._fetch_all method by adding the\n timestamp to all objects\n\n :return: See django.db.models.query.QuerySet._fetch_all for return\n values\n \"\"\"\n if self._result_cache is None:\n self._result_cache = list(self.iterator())\n # TODO: Do we have to test for ValuesListIterable, ValuesIterable,\n # and FlatValuesListIterable here?\n if self._iterable_class == ModelIterable:\n for x in self._result_cache:\n self._set_item_querytime(x)\n if self._prefetch_related_lookups and not self._prefetch_done:\n self._prefetch_related_objects()\n\n def _clone(self, *args, **kwargs):\n \"\"\"\n Overrides the QuerySet._clone method by adding the cloning of the\n VersionedQuerySet's query_time parameter\n\n :param kwargs: Same as the original QuerySet._clone params\n :return: Just as QuerySet._clone, this method returns a clone of the\n original object\n \"\"\"\n clone = super(VersionedQuerySet, self)._clone(**kwargs)\n clone.querytime = self.querytime\n return clone\n\n def _set_item_querytime(self, item, type_check=True):\n \"\"\"\n Sets the time for which the query was made on the resulting item\n\n :param item: an item of type Versionable\n :param type_check: Check the item to be a Versionable\n :return: Returns the item itself with the time set\n \"\"\"\n if isinstance(item, Versionable):\n item._querytime = self.querytime\n elif isinstance(item, VersionedQuerySet):\n item.querytime = self.querytime\n else:\n if type_check:\n raise TypeError(\n \"This item is not a Versionable, it's a \" + str(\n type(item)))\n return item\n\n def as_of(self, qtime=None):\n \"\"\"\n Sets the time for which we want to retrieve an object.\n\n :param qtime: The UTC date and time; if None then use the current\n state (where version_end_date = NULL)\n :return: A VersionedQuerySet\n \"\"\"\n clone = self._clone()\n clone.querytime = QueryTime(time=qtime, active=True)\n return clone\n\n def delete(self):\n \"\"\"\n Deletes the records in the QuerySet.\n \"\"\"\n assert self.query.can_filter(), \\\n \"Cannot use 'limit' or 'offset' with delete.\"\n\n # Ensure that only current objects are selected.\n del_query = self.filter(version_end_date__isnull=True)\n\n # The delete is actually 2 queries - one to find related objects,\n # and one to delete. Make sure that the discovery of related\n # objects is performed on the same database as the deletion.\n del_query._for_write = True\n\n # Disable non-supported fields.\n del_query.query.select_for_update = False\n del_query.query.select_related = False\n del_query.query.clear_ordering(force_empty=True)\n\n collector_class = get_versioned_delete_collector_class()\n collector = collector_class(using=del_query.db)\n collector.collect(del_query)\n collector.delete(get_utc_now())\n\n # Clear the result cache, in case this QuerySet gets reused.\n self._result_cache = None\n\n delete.alters_data = True\n delete.queryset_only = True\n\n\nclass Versionable(models.Model):\n \"\"\"\n This is pretty much the central point for versioning objects.\n \"\"\"\n VERSION_IDENTIFIER_FIELD = 'id'\n OBJECT_IDENTIFIER_FIELD = 'identity'\n VERSIONABLE_FIELDS = [VERSION_IDENTIFIER_FIELD, OBJECT_IDENTIFIER_FIELD,\n 'version_start_date',\n 'version_end_date', 'version_birth_date', 'is_draft']\n\n if versions_settings.VERSIONS_USE_UUIDFIELD:\n id = models.UUIDField(primary_key=True)\n \"\"\"id stands for ID and is the primary key; sometimes also referenced\n as the surrogate key\"\"\"\n else:\n id = models.CharField(max_length=36, primary_key=True)\n\n if versions_settings.VERSIONS_USE_UUIDFIELD:\n identity = models.UUIDField()\n \"\"\"identity is used as the identifier of an object, ignoring its\n versions; sometimes also referenced as the natural key\"\"\"\n else:\n identity = models.CharField(max_length=36)\n \"\"\"identity is used as the identifier of an object, ignoring its\n versions; sometimes also referenced as the natural key\"\"\"\n\n version_start_date = models.DateTimeField()\n \"\"\"version_start_date points the moment in time, when a version was\n created (ie. an versionable was cloned). This means, it points the start\n of a clone's validity period\"\"\"\n\n version_end_date = models.DateTimeField(null=True, default=None,\n blank=True)\n \"\"\"version_end_date, if set, points the moment in time, when the entry was\n duplicated (ie. the entry was cloned). It points therefore the end of a\n clone's validity period\"\"\"\n\n version_birth_date = models.DateTimeField()\n \"\"\"version_birth_date contains the timestamp pointing to when the\n versionable has been created (independent of any version); This timestamp\n is bound to an identity\"\"\"\n\n is_draft = models.BooleanField(default=False)\n \"\"\"is_draft is basically a check whether the model is published or still in\n draft state. A draft state object which doesnot act as a normal versionable \n object. It doesnot come in list of versionable published objects. It can\n never be the current object\"\"\"\n\n objects = VersionManager()\n \"\"\"Make the versionable compliant with Django\"\"\"\n\n as_of = None\n \"\"\"Hold the timestamp at which the object's data was looked up. Its value\n must always be in between the version_start_date and the\n version_end_date\"\"\"\n\n class Meta:\n abstract = True\n unique_together = ('id', 'identity')\n\n def __init__(self, *args, **kwargs):\n super(Versionable, self).__init__(*args, **kwargs)\n\n # _querytime is for library-internal use.\n self._querytime = QueryTime(time=None, active=False)\n\n # Ensure that the versionable field values are set.\n # If there are any deferred fields, then this instance is being\n # initialized from data in the database, and thus these values will\n # already be set (unless the fields are deferred, in which case they\n # should not be set here).\n if not self.get_deferred_fields():\n if not getattr(self, 'version_start_date', None):\n setattr(self, 'version_start_date', get_utc_now())\n if not getattr(self, 'version_birth_date', None):\n setattr(self, 'version_birth_date', self.version_start_date)\n if not getattr(self, self.VERSION_IDENTIFIER_FIELD, None):\n setattr(self, self.VERSION_IDENTIFIER_FIELD, self.uuid())\n if not getattr(self, self.OBJECT_IDENTIFIER_FIELD, None):\n setattr(self, self.OBJECT_IDENTIFIER_FIELD,\n getattr(self, self.VERSION_IDENTIFIER_FIELD))\n\n def delete(self, using=None, keep_parents=False):\n using = using or router.db_for_write(self.__class__, instance=self)\n assert self._get_pk_val() is not None, \\\n \"{} object can't be deleted because its {} attribute is set to \" \\\n \"None.\".format(self._meta.object_name, self._meta.pk.attname)\n\n collector_class = get_versioned_delete_collector_class()\n collector = collector_class(using=using)\n collector.collect([self], keep_parents=keep_parents)\n collector.delete(get_utc_now())\n\n def _delete_at(self, timestamp, using=None):\n \"\"\"\n WARNING: This method is only for internal use, it should not be used\n from outside.\n\n It is used only in the case when you want to make sure a group of\n related objects are deleted at the exact same time.\n\n It is certainly not meant to be used for deleting an object and giving\n it a random deletion date of your liking.\n \"\"\"\n if self.version_end_date is None:\n self.version_end_date = timestamp\n self.save(force_update=True, using=using)\n else:\n raise DeletionOfNonCurrentVersionError(\n 'Cannot delete anything else but the current version')\n\n @property\n def is_current(self):\n return self.version_end_date is None\n\n @property\n def is_latest(self):\n \"\"\"\n Checks if this is the latest version.\n\n Note that this will not check the database for a possible newer\n version.\n It simply inspects the object's in-memory state.\n\n :return: boolean\n \"\"\"\n return self.id == self.identity\n\n @property\n def is_terminated(self):\n \"\"\"\n Checks if this version has been terminated.\n\n This will be true if a newer version has been created, or if the\n version has been \"deleted\".\n\n :return: boolean\n \"\"\"\n return self.version_end_date is not None\n\n @property\n def as_of(self):\n return self._querytime.time\n\n @as_of.setter\n def as_of(self, time):\n self._querytime = QueryTime(time=time, active=True)\n\n @staticmethod\n def uuid(uuid_value=None):\n \"\"\"\n Returns a uuid value that is valid to use for id and identity fields.\n\n :return: unicode uuid object if using UUIDFields, uuid unicode string\n otherwise.\n \"\"\"\n if uuid_value:\n if not validate_uuid(uuid_value):\n raise ValueError(\n \"uuid_value must be a valid UUID version 4 object\")\n else:\n uuid_value = uuid.uuid4()\n\n if versions_settings.VERSIONS_USE_UUIDFIELD:\n return uuid_value\n else:\n return six.u(str(uuid_value))\n\n def _clone_at(self, timestamp):\n \"\"\"\n WARNING: This method is only for internal use, it should not be used\n from outside.\n\n This function is mostly intended for testing, to allow creating\n realistic test cases.\n \"\"\"\n return self.clone(forced_version_date=timestamp)\n\n def clone(self, forced_version_date=None, in_bulk=False, is_draft=False):\n \"\"\"\n Clones a Versionable and returns a fresh copy of the original object.\n Original source: ClonableMixin snippet\n (http://djangosnippets.org/snippets/1271), with the pk/id change\n suggested in the comments\n\n :param forced_version_date: a timestamp including tzinfo; this value\n is usually set only internally!\n :param in_bulk: whether not to write this objects to the database\n already, if not necessary; this value is usually set only\n internally for performance optimization\n :param is_draft: whether the clone is in draft state or published\n state\n :return: returns a fresh clone of the original object\n (with adjusted relations)\n \"\"\"\n if not self.pk:\n raise ValueError('Instance must be saved before it can be cloned')\n\n if self.version_end_date:\n raise ValueError(\n 'This is a historical item and can not be cloned.')\n\n if forced_version_date:\n if not self.version_start_date <= forced_version_date <= \\\n get_utc_now():\n raise ValueError(\n 'The clone date must be between the version start date '\n 'and now.')\n else:\n forced_version_date = get_utc_now()\n\n if self.get_deferred_fields():\n # It would be necessary to fetch the record from the database\n # again for this to succeed.\n # Alternatively, perhaps it would be possible to create a copy of\n # the object after fetching the missing fields.\n # Doing so may be unexpected by the calling code, so raise an\n # exception: the calling code should be adapted if necessary.\n raise ValueError(\n 'Can not clone a model instance that has deferred fields')\n\n earlier_version = self\n\n later_version = copy.copy(earlier_version)\n later_version.version_end_date = None\n later_version.version_start_date = forced_version_date\n\n # set earlier_version's ID to a new UUID so the clone (later_version)\n # can get the old one -- this allows 'head' to always have the original\n # id allowing us to get at all historic foreign key relationships\n if is_draft:\n later_version.id = self.uuid()\n else:\n earlier_version.id = self.uuid()\n earlier_version.version_end_date = forced_version_date\n\n later_version.is_draft = is_draft\n\n if not in_bulk:\n # This condition might save us a lot of database queries if we are\n # being called from a loop like in .clone_relations\n earlier_version.save()\n later_version.save()\n else:\n earlier_version._not_created = True\n\n # re-create ManyToMany relations\n for field_name in self.get_all_m2m_field_names():\n earlier_version.clone_relations(later_version, field_name,\n forced_version_date)\n\n return later_version\n\n def at(self, timestamp):\n \"\"\"\n Force the create date of an object to be at a certain time; This\n method can be invoked only on a freshly created Versionable object.\n It must not have been cloned yet. Raises a SuspiciousOperation\n exception, otherwise.\n :param timestamp: a datetime.datetime instance\n \"\"\"\n # Ensure, it's not a historic item\n if not self.is_current:\n raise SuspiciousOperation(\n \"Cannot relocate this Versionable instance in time, since it \"\n \"is a historical item\")\n # Ensure it's not a versioned item (that would lead to some ugly\n # situations...\n if not self.version_birth_date == self.version_start_date:\n raise SuspiciousOperation(\n \"Cannot relocate this Versionable instance in time, since it \"\n \"is a versioned instance\")\n # Ensure the argument is really a timestamp\n if not isinstance(timestamp, datetime.datetime):\n raise ValueError(\"This is not a datetime.datetime timestamp\")\n self.version_birth_date = self.version_start_date = timestamp\n return self\n\n def clone_relations(self, clone, manager_field_name, forced_version_date):\n # Source: the original object, where relations are currently\n # pointing to\n source = getattr(self,\n manager_field_name)\n # returns a VersionedRelatedManager instance\n # Destination: the clone, where the cloned relations should point to\n destination = getattr(clone, manager_field_name)\n for item in source.all():\n destination.add(item)\n\n # retrieve all current m2m relations pointing the newly created clone\n # filter for source_id\n m2m_rels = list(source.through.objects.filter(\n **{source.source_field.attname: clone.id}))\n later_current = []\n later_non_current = []\n for rel in m2m_rels:\n # Only clone the relationship, if it is the current one; Simply\n # adjust the older ones to point the old entry.\n # Otherwise, the number of pointers pointing an entry will grow\n # exponentially\n if rel.is_current:\n later_current.append(\n rel.clone(forced_version_date=self.version_end_date,\n in_bulk=True))\n # On rel, which is no more 'current', set the source ID to\n # self.id\n setattr(rel, source.source_field_name, self)\n else:\n later_non_current.append(rel)\n # Perform the bulk changes rel.clone() did not perform because of the\n # in_bulk parameter.\n # This saves a huge bunch of SQL queries:\n # - update current version entries\n source.through.objects.filter(\n id__in=[l.id for l in later_current]).update(\n **{'version_start_date': forced_version_date})\n # - update entries that have been pointing the current object, but\n # have never been 'current'\n source.through.objects.filter(\n id__in=[l.id for l in later_non_current]).update(\n **{source.source_field_name: self})\n # - create entries that were 'current', but which have been relieved\n # in this method run\n source.through.objects.bulk_create(\n [r for r in m2m_rels\n if hasattr(r, '_not_created') and r._not_created])\n\n def restore(self, **kwargs):\n \"\"\"\n Restores this version as a new version, and returns this new version.\n\n If a current version already exists, it will be terminated before\n restoring this version.\n\n Relations (foreign key, reverse foreign key, many-to-many) are not\n restored with the old version. If provided in kwargs,\n (Versioned)ForeignKey fields will be set to the provided values.\n If passing an id for a (Versioned)ForeignKey, use the field.attname.\n For example:\n restore(team_id=myteam.pk)\n If passing an object, simply use the field name, e.g.:\n restore(team=myteam)\n\n If a (Versioned)ForeignKey is not nullable and no value is provided\n for it in kwargs, a ForeignKeyRequiresValueError will be raised.\n\n :param kwargs: arguments used to initialize the class instance\n :return: Versionable\n \"\"\"\n if not self.pk:\n raise ValueError(\n 'Instance must be saved and terminated before it can be '\n 'restored.')\n\n if self.is_current:\n raise ValueError(\n 'This is the current version, no need to restore it.')\n\n if self.get_deferred_fields():\n # It would be necessary to fetch the record from the database\n # again for this to succeed.\n # Alternatively, perhaps it would be possible to create a copy\n # of the object after fetching the missing fields.\n # Doing so may be unexpected by the calling code, so raise an\n # exception: the calling code should be adapted if necessary.\n raise ValueError(\n 'Can not restore a model instance that has deferred fields')\n\n cls = self.__class__\n now = get_utc_now()\n restored = copy.copy(self)\n restored.version_end_date = None\n restored.version_start_date = now\n\n fields = [f for f in cls._meta.local_fields if\n f.name not in Versionable.VERSIONABLE_FIELDS]\n for field in fields:\n if field.attname in kwargs:\n # Fake an object in order to avoid a DB roundtrip\n # This was made necessary, since assigning to the field's\n # attname did not work anymore with Django 2.0\n obj = field.remote_field.model(id=kwargs[field.attname])\n setattr(restored, field.name, obj)\n elif field.name in kwargs:\n setattr(restored, field.name, kwargs[field.name])\n elif isinstance(field, ForeignKey):\n # Set all non-provided ForeignKeys to None. If required,\n # raise an error.\n try:\n setattr(restored, field.name, None)\n # Check for non null foreign key removed since Django 1.10\n # https://docs.djangoproject.com/en/1.10/releases/1.10/\n # #removed-null-assignment-check-for-non-null-foreign-\n # key-fields\n if not field.null:\n raise ValueError\n except ValueError:\n raise ForeignKeyRequiresValueError\n\n self.id = self.uuid()\n\n with transaction.atomic():\n # If this is not the latest version, terminate the latest version\n latest = cls.objects.current_version(self, check_db=True)\n if latest and latest != self:\n latest.delete()\n restored.version_start_date = latest.version_end_date\n\n self.save()\n restored.save()\n\n # Update ManyToMany relations to point to the old version's id\n # instead of the restored version's id.\n for field_name in self.get_all_m2m_field_names():\n manager = getattr(restored,\n field_name)\n # returns a VersionedRelatedManager instance\n manager.through.objects.filter(\n **{manager.source_field.attname: restored.id}).update(\n **{manager.source_field_name: self})\n\n return restored\n\n def get_all_m2m_field_names(self):\n opts = self._meta\n rel_field_names = [field.attname for field in opts.many_to_many]\n if hasattr(opts, 'many_to_many_related'):\n rel_field_names += [rel.reverse for rel in\n opts.many_to_many_related]\n\n return rel_field_names\n\n def detach(self):\n \"\"\"\n Detaches the instance from its history.\n\n Similar to creating a new object with the same field values. The id and\n identity fields are set to a new value. The returned object has not\n been saved, call save() afterwards when you are ready to persist the\n object.\n\n ManyToMany and reverse ForeignKey relations are lost for the detached\n object.\n\n :return: Versionable\n \"\"\"\n self.id = self.identity = self.uuid()\n self.version_start_date = self.version_birth_date = get_utc_now()\n self.version_end_date = None\n return self\n\n @staticmethod\n def matches_querytime(instance, querytime):\n \"\"\"\n Checks whether the given instance satisfies the given QueryTime object.\n\n :param instance: an instance of Versionable\n :param querytime: QueryTime value to check against\n \"\"\"\n if not querytime.active:\n return True\n\n if not querytime.time:\n return instance.version_end_date is None\n\n return (instance.version_start_date <= querytime.time and\n (instance.version_end_date is None or\n instance.version_end_date > querytime.time))\n" }, { "alpha_fraction": 0.6767337918281555, "alphanum_fraction": 0.681208074092865, "avg_line_length": 26.9375, "blob_id": "3466699ff253d102769ea36cc0cf8579ae62b9f6", "content_id": "39dc64ac18ac549235992f90e1d990a94f2e8fa2", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 894, "license_type": "permissive", "max_line_length": 72, "num_lines": 32, "path": "/versions/util/helper.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "from __future__ import absolute_import\n\nfrom versions.models import Versionable\n\nfrom django import VERSION\nfrom django.db import connection, connections\n\nif VERSION >= (1, 7):\n from django.apps import apps\nelse:\n from django.db.models import get_app, get_models\n\n\ndef database_connection(dbname=None):\n if dbname:\n return connections[dbname]\n else:\n return connection\n\n\ndef get_app_models(app_name, include_auto_created=False):\n if VERSION >= (1, 7):\n return apps.get_app_config(app_name).get_models(\n include_auto_created=include_auto_created)\n else:\n return get_models(get_app(app_name),\n include_auto_created=include_auto_created)\n\n\ndef versionable_models(app_name, include_auto_created=False):\n return [m for m in get_app_models(app_name, include_auto_created) if\n issubclass(m, Versionable)]\n" }, { "alpha_fraction": 0.8360655903816223, "alphanum_fraction": 0.8360655903816223, "avg_line_length": 29.5, "blob_id": "169c9be5bd98250ed3ccbe0e1fe291c00f6a5773", "content_id": "b9fadf1bceae6d29bf2ce8c45360db701e84f3d9", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 61, "license_type": "permissive", "max_line_length": 51, "num_lines": 2, "path": "/versions/exceptions.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "class DeletionOfNonCurrentVersionError(ValueError):\n pass\n" }, { "alpha_fraction": 0.7176470756530762, "alphanum_fraction": 0.7176470756530762, "avg_line_length": 16, "blob_id": "1bf3bc0cb69da7d7665d2f2f91b1f2838c479e7b", "content_id": "b29e34c84a7fe2cff4cb3a839f7ac5f1c661f87d", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 85, "license_type": "permissive", "max_line_length": 47, "num_lines": 5, "path": "/versions/util/__init__.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "import datetime\n\n\ndef get_utc_now():\n return datetime.datetime.utcnow().replace()\n" }, { "alpha_fraction": 0.5853439569473267, "alphanum_fraction": 0.5871372818946838, "avg_line_length": 36.631900787353516, "blob_id": "8d22c637ce9cafd7f56892dfd6916cf40810f7f2", "content_id": "967be5790b9e8acba941bf91b27c6fb0ff59cd10", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 12268, "license_type": "permissive", "max_line_length": 79, "num_lines": 326, "path": "/versions/admin.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "from datetime import datetime\n\nfrom django import forms\nfrom django.conf.urls import url\nfrom django.contrib import admin, messages\nfrom django.contrib.admin.checks import ModelAdminChecks\nfrom django.contrib.admin.options import get_content_type_for_model\nfrom django.contrib.admin.templatetags.admin_static import static\nfrom django.contrib.admin.utils import unquote\nfrom django.contrib.admin.widgets import AdminSplitDateTime\nfrom django.core.exceptions import PermissionDenied\nfrom django.http import HttpResponseRedirect\nfrom django.shortcuts import get_object_or_404\nfrom django.template.response import TemplateResponse\nfrom django.utils.encoding import force_text\nfrom django.utils.html import format_html\nfrom django.utils.http import urlquote\nfrom django.utils.text import capfirst\nfrom django.utils.translation import ugettext as _\n\n\nclass DateTimeFilterForm(forms.Form):\n def __init__(self, request, *args, **kwargs):\n field_name = kwargs.pop('field_name')\n super(DateTimeFilterForm, self).__init__(*args, **kwargs)\n self.request = request\n self.fields['%s_as_of' % field_name] = forms.SplitDateTimeField(\n label='',\n input_time_formats=['%I:%M %p', '%H:%M:%S'],\n widget=AdminSplitDateTime(\n attrs={'placeholder': 'as of date and time'}\n ),\n localize=True,\n required=True\n )\n\n @property\n def media(self):\n try:\n if getattr(self.request, 'daterange_filter_media_included'):\n return forms.Media()\n except AttributeError:\n setattr(self.request, 'daterange_filter_media_included', True)\n\n js = ['calendar.js', 'admin/DateTimeShortcuts.js', ]\n css = ['widgets.css', ]\n\n return forms.Media(\n js=[static('admin/js/%s' % path) for path in js],\n css={'all': [static('admin/css/%s' % path) for path in css]}\n )\n\n\nclass DateTimeFilter(admin.FieldListFilter):\n template = 'versions/datetimefilter.html'\n title = 'DateTime filter'\n\n def __init__(self, field, request, params, model, model_admin, field_path):\n self.field_path = field_path\n self.lookup_kwarg_as_ofdate = '%s_as_of_0' % field_path\n self.lookup_kwarg_as_oftime = '%s_as_of_1' % field_path\n super(DateTimeFilter, self).__init__(field, request, params, model,\n model_admin, field_path)\n self.form = self.get_form(request)\n\n def choices(self, cl):\n return []\n\n def expected_parameters(self):\n return [self.lookup_kwarg_as_ofdate, self.lookup_kwarg_as_oftime]\n\n def get_form(self, request):\n return DateTimeFilterForm(request, data=self.used_parameters,\n field_name=self.field_path)\n\n def queryset(self, request, queryset):\n fieldname = '%s_as_of' % self.field_path\n if self.form.is_valid() and fieldname in self.form.cleaned_data:\n filter_params = self.form.cleaned_data.get(fieldname,\n datetime.utcnow())\n return queryset.as_of(filter_params)\n else:\n return queryset\n\n\nclass IsCurrentFilter(admin.SimpleListFilter):\n title = 'Is Current filter'\n parameter_name = 'is_current'\n\n def __init__(self, request, params, model, model_admin):\n self.lookup_kwarg = 'is_current'\n self.lookup_val = request.GET.get(self.lookup_kwarg, None)\n super(IsCurrentFilter, self).__init__(request, params, model,\n model_admin)\n\n def lookups(self, request, model_admin):\n return [(None, 'All'), ('1', 'Current'), ]\n\n def choices(self, cl):\n for lookup, title in self.lookup_choices:\n yield {\n 'selected': self.value() == lookup,\n 'query_string': cl.get_query_string({\n self.parameter_name: lookup,\n }, []),\n 'display': title,\n }\n\n def queryset(self, request, queryset):\n if self.lookup_val:\n return queryset.as_of()\n else:\n return queryset\n\n\nclass VersionedAdminChecks(ModelAdminChecks):\n def _check_exclude(self, cls, model=None):\n \"\"\"\n Required to suppress error about exclude not being a tuple since we\n are using @property to dynamically change it\n \"\"\"\n return []\n\n\nclass VersionedAdmin(admin.ModelAdmin):\n \"\"\"\n VersionedAdmin provides functionality to allow cloning of objects when\n saving, not cloning if a mistake was made, and making a current object\n historical by deleting it\n \"\"\"\n\n VERSIONED_EXCLUDE = ['id', 'identity', 'version_end_date',\n 'version_start_date', 'version_birth_date']\n\n # These are so that the subclasses can overwrite these attributes\n # to have the identity, end date, or start date column not show\n list_display_show_identity = True\n list_display_show_end_date = True\n list_display_show_start_date = True\n ordering = []\n\n checks_class = VersionedAdminChecks\n\n def get_readonly_fields(self, request, obj=None):\n \"\"\"\n This is required a subclass of VersionedAdmin has readonly_fields\n ours won't be undone\n \"\"\"\n if obj:\n return list(self.readonly_fields) + ['id', 'identity',\n 'is_current']\n return self.readonly_fields\n\n def get_ordering(self, request):\n return ['identity', '-version_start_date', ] + self.ordering\n\n def get_list_display(self, request):\n \"\"\"\n This method determines which fields go in the changelist\n \"\"\"\n\n # Force cast to list as super get_list_display could return a tuple\n list_display = list(\n super(VersionedAdmin, self).get_list_display(request))\n\n # Preprend the following fields to list display\n if self.list_display_show_identity:\n list_display = ['identity_shortener', ] + list_display\n\n # Append the following fields to list display\n if self.list_display_show_start_date:\n list_display += ['version_start_date', ]\n if self.list_display_show_end_date:\n list_display += ['version_end_date', ]\n\n return list_display + ['is_current', ]\n\n def get_list_filter(self, request):\n \"\"\"\n Adds versionable custom filtering ability to changelist\n \"\"\"\n list_filter = super(VersionedAdmin, self).get_list_filter(request)\n return list(list_filter) + [('version_start_date', DateTimeFilter),\n IsCurrentFilter]\n\n def restore(self, request, *args, **kwargs):\n \"\"\"\n View for restoring object from change view\n \"\"\"\n paths = request.path_info.split('/')\n object_id_index = paths.index(\"restore\") - 2\n object_id = paths[object_id_index]\n\n obj = super(VersionedAdmin, self).get_object(request, object_id)\n obj.restore()\n admin_wordIndex = object_id_index - 3\n path = \"/%s\" % (\"/\".join(paths[admin_wordIndex:object_id_index]))\n\n opts = self.model._meta\n msg_dict = {\n 'name': force_text(opts.verbose_name),\n 'obj': format_html('<a href=\"{}\">{}</a>',\n urlquote(request.path), obj),\n }\n\n msg = format_html(_('The {name} \"{obj}\" was restored successfully.'),\n **msg_dict)\n self.message_user(request, msg, messages.SUCCESS)\n return HttpResponseRedirect(path)\n\n def will_not_clone(self, request, *args, **kwargs):\n \"\"\"\n Add save but not clone capability in the changeview\n \"\"\"\n paths = request.path_info.split('/')\n index_of_object_id = paths.index(\"will_not_clone\") - 1\n object_id = paths[index_of_object_id]\n self.change_view(request, object_id)\n\n admin_wordInUrl = index_of_object_id - 3\n # This gets the adminsite for the app, and the model name and joins\n # together with /\n path = '/' + '/'.join(paths[admin_wordInUrl:index_of_object_id])\n return HttpResponseRedirect(path)\n\n @property\n def exclude(self):\n \"\"\"\n Custom descriptor for exclude since there is no get_exclude method to\n be overridden\n \"\"\"\n exclude = self.VERSIONED_EXCLUDE\n\n if super(VersionedAdmin, self).exclude is not None:\n # Force cast to list as super exclude could return a tuple\n exclude = list(super(VersionedAdmin, self).exclude) + exclude\n\n return exclude\n\n def get_object(self, request, object_id, from_field=None):\n \"\"\"\n our implementation of get_object allows for cloning when updating an\n object, not cloning when the button 'save but not clone' is pushed\n and at no other time will clone be called\n \"\"\"\n # from_field breaks in 1.7.8\n obj = super(VersionedAdmin, self).get_object(request,\n object_id)\n # Only clone if update view as get_object() is also called for change,\n # delete, and history views\n if request.method == 'POST' and \\\n obj and \\\n obj.is_latest and \\\n 'will_not_clone' not in request.path and \\\n 'delete' not in request.path and \\\n 'restore' not in request.path:\n obj = obj.clone()\n\n return obj\n\n def history_view(self, request, object_id, extra_context=None):\n \"The 'history' admin view for this model.\"\n from django.contrib.admin.models import LogEntry\n # First check if the user can see this history.\n model = self.model\n obj = get_object_or_404(self.get_queryset(request),\n pk=unquote(object_id))\n if not self.has_change_permission(request, obj):\n raise PermissionDenied\n\n # Then get the history for this object.\n opts = model._meta\n app_label = opts.app_label\n action_list = LogEntry.objects.filter(\n object_id=unquote(str(obj.identity)),\n # this is the change for our override;\n content_type=get_content_type_for_model(model)\n ).select_related().order_by('action_time')\n ctx = self.admin_site.each_context(request)\n\n context = dict(ctx,\n title=('Change history: %s') % force_text(obj),\n action_list=action_list,\n module_name=capfirst(\n force_text(opts.verbose_name_plural)),\n object=obj,\n opts=opts,\n preserved_filters=self.get_preserved_filters(request),\n )\n context.update(extra_context or {})\n return TemplateResponse(request, self.object_history_template or [\n \"admin/%s/%s/object_history.html\" % (app_label, opts.model_name),\n \"admin/%s/object_history.html\" % app_label,\n \"admin/object_history.html\"\n ], context)\n\n def get_urls(self):\n \"\"\"\n Appends the custom will_not_clone url to the admin site\n \"\"\"\n not_clone_url = [url(r'^(.+)/will_not_clone/$',\n admin.site.admin_view(self.will_not_clone))]\n restore_url = [\n url(r'^(.+)/restore/$', admin.site.admin_view(self.restore))]\n return not_clone_url + restore_url + super(VersionedAdmin,\n self).get_urls()\n\n def is_current(self, obj):\n return obj.is_current\n\n is_current.boolean = True\n is_current.short_description = \"Current\"\n\n def identity_shortener(self, obj):\n \"\"\"\n Shortens identity to the last 12 characters\n \"\"\"\n return \"...\" + str(obj.identity)[-12:]\n\n identity_shortener.boolean = False\n identity_shortener.short_description = \"Short Identity\"\n\n class Media:\n # This supports dynamically adding 'Save without cloning' button:\n # http://bit.ly/1T2fGOP\n js = ('js/admin_addon.js',)\n" }, { "alpha_fraction": 0.6017806529998779, "alphanum_fraction": 0.6066370010375977, "avg_line_length": 40.18333435058594, "blob_id": "661af666c77a75ece4ca28d0e9070f798d76cecb", "content_id": "e2c7ba723308f87f077630a95a0a99cb744fc7f4", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2471, "license_type": "permissive", "max_line_length": 79, "num_lines": 60, "path": "/setup.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\nfrom setuptools import setup, find_packages\n\n\"\"\"\nDocumentation can be found at https://docs.python.org/2/distutils/index.html,\nbut usually you only need to do the following steps to publish a new package\nversion to PyPI::\n\n # Update the version tag in this file (setup.py)\n python setup.py sdist --formats=gztar\n python setup.py bdist_wheel\n twine upload dist/*\n\nThat's already it. You should get the following output written to your\ncommand line::\n\n Server response (200): OK\n\nIf you get errors, check the following things:\n\n- Are you behind a proxy? --> Try not to be behind a proxy (I don't actually\n know how to configure setup.py to be proxy-aware)\n- Is your command correct? --> Double-check using the reference documentation\n- Do you have all the necessary libraries to generate the wanted formats? -->\n Reduce the set of formats or install libs\n\"\"\"\n\nversion = __import__('cleanerversion').get_version()\n\nsetup(name='CleanerVersion',\n version=version,\n description='A versioning solution for relational data models using the '\n 'Django ORM',\n long_description='CleanerVersion is a solution that allows you to read '\n 'and write multiple versions of an entry '\n 'to and from your relational database. It allows to '\n 'keep track of modifications on an object '\n 'over time, as described by the theory of **Slowly '\n 'Changing Dimensions** (SCD) **- Type 2**. '\n ''\n 'CleanerVersion therefore enables a Django-based '\n 'Datawarehouse, which was the initial idea of '\n 'this package.',\n author='Manuel Jeckelmann, Jean-Christophe Zulian, Brian King, '\n 'Andrea Marcacci',\n author_email='[email protected]',\n license='Apache License 2.0',\n packages=find_packages(exclude=['cleanerversion.settings.*']),\n url='https://github.com/swisscom/cleanerversion',\n package_data={'versions': ['static/js/*.js',\n 'templates/versions/*.html']},\n classifiers=[\n 'Development Status :: 5 - Production/Stable',\n 'Framework :: Django',\n 'Intended Audience :: Developers',\n 'Programming Language :: Python :: 2.7',\n 'Programming Language :: Python :: 3.6',\n 'Topic :: Database',\n 'Topic :: System :: Archiving',\n ])\n" }, { "alpha_fraction": 0.7629937529563904, "alphanum_fraction": 0.7629937529563904, "avg_line_length": 39.08333206176758, "blob_id": "c19cf18a88336cfcee23f64adbff71d7fb46af18", "content_id": "38bd4defeb7edcced42a2cb4f1f4ab62bc4d0333", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 481, "license_type": "permissive", "max_line_length": 71, "num_lines": 12, "path": "/versions_tests/admin.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "from django.contrib import admin\n\nfrom versions.admin import VersionedAdmin\nfrom versions_tests.models import City, Student, Observer, Professor, \\\n Subject, Teacher, Team, Player, Award, ChainStore, \\\n Classroom, WineDrinker, WineDrinkerHat, Wine\n\nadmin.site.register(\n [City, Student, Subject, Teacher, Team, Player, Award, Observer,\n ChainStore, Professor, Classroom,\n WineDrinker], VersionedAdmin)\nadmin.site.register([Wine, WineDrinkerHat], admin.ModelAdmin)\n" }, { "alpha_fraction": 0.6100258827209473, "alphanum_fraction": 0.6180277466773987, "avg_line_length": 38.342594146728516, "blob_id": "285dd9704ff392c7e81603ebe15081578e2d930d", "content_id": "3bad9984e3f90aaefb6ac54a44d549ff40ab37e7", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4249, "license_type": "permissive", "max_line_length": 79, "num_lines": 108, "path": "/versions_tests/tests/test_utils.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "from unittest import skipUnless\n\nfrom django.db import IntegrityError\nfrom django.db import connection\nfrom django.test import TestCase, TransactionTestCase\n\nfrom versions.util.postgresql import get_uuid_like_indexes_on_table\nfrom versions_tests.models import ChainStore, Color\n\n\n@skipUnless(connection.vendor == 'postgresql', \"Postgresql-specific test\")\nclass PostgresqlVersionUniqueTests(TransactionTestCase):\n def setUp(self):\n self.red = Color.objects.create(name='red')\n self.green = Color.objects.create(name='green')\n self.black = Color.objects.create(name='black')\n self.yellow = Color.objects.create(name='yellow')\n\n # - only one store with the same name and subchain_id can exist in a\n # single city\n # - no two stores can share the same door_frame_color and door_color\n store = {\n 'subchain_id': 1,\n 'city': 'Santa Barbara',\n 'name': 'Barbara style',\n 'opening_hours': '9-9 everyday',\n 'door_frame_color': self.red,\n 'door_color': self.black,\n }\n\n self.sb1 = ChainStore.objects.create(**store)\n\n def test_version_unique(self):\n # It should not be possible to create another store with the same name,\n # city, and subchain_id\n with self.assertRaises(IntegrityError):\n sb2 = ChainStore.objects.create(\n subchain_id=self.sb1.subchain_id,\n city=self.sb1.city,\n name=self.sb1.name,\n door_frame_color=self.sb1.door_frame_color,\n door_color=self.green\n )\n\n # It should not be possible to create another store with the same door\n # and door_frame color\n with self.assertRaises(IntegrityError):\n sb3 = ChainStore.objects.create(\n subchain_id=self.sb1.subchain_id,\n city=self.sb1.city,\n name=\"Bearded Bob's style\",\n door_frame_color=self.sb1.door_frame_color,\n door_color=self.sb1.door_color\n )\n\n # It should be possible to create objects as long as they follow the\n # unique constraints, though:\n sb4 = ChainStore.objects.create(\n subchain_id=self.sb1.subchain_id,\n city=self.sb1.city,\n name=\"Bearded Bob's style\",\n door_frame_color=self.sb1.door_frame_color,\n door_color=self.green\n )\n\n sb5 = ChainStore.objects.create(\n subchain_id=sb4.subchain_id + 1,\n city=sb4.city,\n name=sb4.name,\n door_frame_color=sb4.door_frame_color,\n door_color=self.yellow\n )\n\n # If a version is soft-deleted, it should be possible to create a new\n # object with the\n # value of that old version\n sb4.delete()\n sb6 = ChainStore.objects.create(\n subchain_id=sb4.subchain_id,\n city=sb4.city,\n name=sb4.name,\n door_frame_color=sb4.door_frame_color,\n door_color=sb4.door_color\n )\n\n def test_identity_unique(self):\n c = Color.objects.create(name='sky blue')\n c.identity = self.green.identity\n\n # It should not be possible to have two \"current\" objects with the\n # same identity:\n with self.assertRaises(IntegrityError):\n c.save()\n\n\n@skipUnless(connection.vendor == 'postgresql', \"Postgresql-specific test\")\nclass PostgresqlUuidLikeIndexesTest(TestCase):\n def test_no_like_indexes_on_uuid_columns(self):\n # Django creates like indexes on char columns. In Django 1.7.x and\n # below, there is no support for native uuid columns, so\n # CleanerVersion uses a CharField to store the uuid values. For\n # postgresql, Django creates special indexes for char fields so that\n # like searches (e.g. WHERE foo like '%bar') are fast.\n # Those indexes are not going to be used in our case, and extra\n # indexes will slow down updates and inserts. So, they should have\n # been removed by the post_migrate handler in\n # versions_tests.apps.VersionsTestsConfig.ready.\n self.assertEqual(0, len(get_uuid_like_indexes_on_table(ChainStore)))\n" }, { "alpha_fraction": 0.5655214786529541, "alphanum_fraction": 0.5679754614830017, "avg_line_length": 41.33766174316406, "blob_id": "d8bea5461dd2a957e6be73adf6963a987dee95c5", "content_id": "36fe237b90d4f34119a45ee3853d607b8eb9b807", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 16300, "license_type": "permissive", "max_line_length": 79, "num_lines": 385, "path": "/versions/fields.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "from django.db.models.deletion import DO_NOTHING\nfrom django.db.models.fields.related import ForeignKey, ManyToManyField, \\\n resolve_relation, lazy_related_operation\nfrom django.db.models.query_utils import Q\nfrom django.db.models.sql.datastructures import Join\nfrom django.db.models.sql.where import ExtraWhere, WhereNode\nfrom django.db.models.utils import make_model_tuple\n\nfrom versions.descriptors import (VersionedForwardManyToOneDescriptor,\n VersionedReverseManyToOneDescriptor,\n VersionedManyToManyDescriptor)\nfrom versions.models import Versionable\n\n\nclass VersionedForeignKey(ForeignKey):\n \"\"\"\n We need to replace the standard ForeignKey declaration in order to be able\n to introduce the VersionedReverseSingleRelatedObjectDescriptor, which\n allows to go back in time...\n We also want to allow keeping track of any as_of time so that joins can\n be restricted based on that.\n \"\"\"\n\n def __init__(self, *args, **kwargs):\n super(VersionedForeignKey, self).__init__(*args, **kwargs)\n\n def contribute_to_class(self, cls, name, virtual_only=False):\n super(VersionedForeignKey, self).contribute_to_class(cls, name,\n virtual_only)\n setattr(cls, self.name, VersionedForwardManyToOneDescriptor(self))\n\n def contribute_to_related_class(self, cls, related):\n \"\"\"\n Override ForeignKey's methods, and replace the descriptor, if set by\n the parent's methods\n \"\"\"\n # Internal FK's - i.e., those with a related name ending with '+' -\n # and swapped models don't get a related descriptor.\n super(VersionedForeignKey, self).contribute_to_related_class(cls,\n related)\n accessor_name = related.get_accessor_name()\n if hasattr(cls, accessor_name):\n setattr(cls, accessor_name,\n VersionedReverseManyToOneDescriptor(related))\n\n def get_extra_restriction(self, where_class, alias, remote_alias):\n \"\"\"\n Overrides ForeignObject's get_extra_restriction function that returns\n an SQL statement which is appended to a JOIN's conditional filtering\n part\n\n :return: SQL conditional statement\n :rtype: WhereNode\n \"\"\"\n historic_sql = '''{alias}.version_start_date <= %s\n AND ({alias}.version_end_date > %s\n OR {alias}.version_end_date is NULL )'''\n current_sql = '''{alias}.version_end_date is NULL'''\n # How 'bout creating an ExtraWhere here, without params\n return where_class([VersionedExtraWhere(historic_sql=historic_sql,\n current_sql=current_sql,\n alias=alias,\n remote_alias=remote_alias)])\n\n def get_joining_columns(self, reverse_join=False):\n \"\"\"\n Get and return joining columns defined by this foreign key relationship\n\n :return: A tuple containing the column names of the tables to be\n joined (<local_col_name>, <remote_col_name>)\n :rtype: tuple\n \"\"\"\n source = self.reverse_related_fields if reverse_join \\\n else self.related_fields\n joining_columns = tuple()\n for lhs_field, rhs_field in source:\n lhs_col_name = lhs_field.column\n rhs_col_name = rhs_field.column\n # Test whether\n # - self is the current ForeignKey relationship\n # - self was not auto_created (e.g. is not part of a M2M\n # relationship)\n if self is lhs_field and not self.auto_created:\n if rhs_col_name == Versionable.VERSION_IDENTIFIER_FIELD:\n rhs_col_name = Versionable.OBJECT_IDENTIFIER_FIELD\n elif self is rhs_field and not self.auto_created:\n if lhs_col_name == Versionable.VERSION_IDENTIFIER_FIELD:\n lhs_col_name = Versionable.OBJECT_IDENTIFIER_FIELD\n joining_columns = joining_columns + ((lhs_col_name, rhs_col_name),)\n return joining_columns\n\n def get_reverse_related_filter(self, obj):\n base_filter = dict()\n timestamp_q = None\n for lh_field, rh_field in self.related_fields:\n if isinstance(obj, Versionable) and \\\n rh_field.attname == \\\n Versionable.VERSION_IDENTIFIER_FIELD:\n base_filter.update(**{\n Versionable.OBJECT_IDENTIFIER_FIELD:\n getattr(obj, lh_field.attname)})\n if hasattr(obj, 'as_of') and obj.as_of is not None:\n start_date_q = Q(version_start_date__lt=obj.as_of)\n end_date_q = Q(version_end_date__gte=obj.as_of) | Q(\n version_end_date__isnull=True)\n timestamp_q = start_date_q & end_date_q\n else:\n base_filter.update(\n **{rh_field.attname: getattr(obj, lh_field.attname)})\n base_q = Q(**base_filter)\n if timestamp_q:\n base_q &= timestamp_q\n descriptor_filter = self.get_extra_descriptor_filter(obj)\n if isinstance(descriptor_filter, dict):\n return base_q & Q(**descriptor_filter)\n elif descriptor_filter:\n return base_q & descriptor_filter\n return base_q\n\n\nclass VersionedManyToManyField(ManyToManyField):\n def __init__(self, *args, **kwargs):\n super(VersionedManyToManyField, self).__init__(*args, **kwargs)\n\n def contribute_to_class(self, cls, name, **kwargs):\n \"\"\"\n Called at class type creation. So, this method is called, when\n metaclasses get created\n \"\"\"\n # TODO: Apply 3 edge cases when not to create an intermediary model\n # specified in django.db.models.fields.related:1566\n # self.rel.through needs to be set prior to calling super, since\n # super(...).contribute_to_class refers to it.\n # Classes pointed to by a string do not need to be resolved here,\n # since Django does that at a later point in time - which is nice... ;)\n #\n # Superclasses take care of:\n # - creating the through class if unset\n # - resolving the through class if it's a string\n # - resolving string references within the through class\n if not self.remote_field.through and \\\n not cls._meta.abstract and \\\n not cls._meta.swapped:\n # We need to anticipate some stuff, that's done only later in\n # class contribution\n self.set_attributes_from_name(name)\n self.model = cls\n self.remote_field.through = VersionedManyToManyField.\\\n create_versioned_many_to_many_intermediary_model(self, cls,\n name)\n super(VersionedManyToManyField, self).contribute_to_class(cls, name)\n\n # Overwrite the descriptor\n if hasattr(cls, self.name):\n setattr(cls, self.name,\n VersionedManyToManyDescriptor(self.remote_field))\n\n def contribute_to_related_class(self, cls, related):\n \"\"\"\n Called at class type creation. So, this method is called, when\n metaclasses get created\n \"\"\"\n super(VersionedManyToManyField, self). \\\n contribute_to_related_class(cls, related)\n accessor_name = related.get_accessor_name()\n if accessor_name and hasattr(cls, accessor_name):\n descriptor = VersionedManyToManyDescriptor(related, accessor_name)\n setattr(cls, accessor_name, descriptor)\n if hasattr(cls._meta, 'many_to_many_related') and isinstance(\n cls._meta.many_to_many_related, list):\n cls._meta.many_to_many_related.append(descriptor)\n else:\n cls._meta.many_to_many_related = [descriptor]\n\n @staticmethod\n def create_versioned_many_to_many_intermediary_model(field, cls,\n field_name):\n # TODO: Verify functionality against\n # django.db.models.fields.related:1048\n # Let's not care too much on what flags could potentially be set on\n # that intermediary class (e.g. managed, etc)\n # Let's play the game, as if the programmer had specified a class\n # within his models... Here's how.\n\n # FIXME: VersionedManyToManyModels do not get registered in the\n # apps models.\n # FIXME: This is usually done at django/db/models/base.py:284,\n # invoked by create_many_to_many_intermediary_model at\n # django.db.models.fields.related:1048\n\n def set_managed(model, related, through):\n through._meta.managed = model._meta.managed or \\\n related._meta.managed\n\n to_model = resolve_relation(cls, field.remote_field.model)\n\n name = '%s_%s' % (cls._meta.object_name, field_name)\n lazy_related_operation(set_managed, cls, to_model, name)\n\n # Force 'to' to be a string (and leave the hard work to Django)\n to = make_model_tuple(to_model)[1]\n from_ = cls._meta.model_name\n if to == from_:\n from_ = 'from_%s' % from_\n to = 'to_%s' % to\n\n meta = type('Meta', (object,), {\n 'db_table': field._get_m2m_db_table(cls._meta),\n 'auto_created': cls,\n 'app_label': cls._meta.app_label,\n 'db_tablespace': cls._meta.db_tablespace,\n # 'unique_together' is not applicable as is, due to multiple\n # versions to be allowed to exist.\n # 'unique_together': (from_, to),\n 'verbose_name': '%(from)s-%(to)s relationship' % {'from': from_,\n 'to': to},\n 'verbose_name_plural': '%(from)s-%(to)s relationships' % {\n 'from': from_, 'to': to},\n 'apps': field.model._meta.apps,\n })\n return type(str(name), (Versionable,), {\n 'Meta': meta,\n '__module__': cls.__module__,\n from_: VersionedForeignKey(\n cls,\n related_name='%s+' % name,\n db_tablespace=field.db_tablespace,\n db_constraint=field.remote_field.db_constraint,\n auto_created=name,\n on_delete=DO_NOTHING,\n ),\n to: VersionedForeignKey(\n to_model,\n related_name='%s+' % name,\n db_tablespace=field.db_tablespace,\n db_constraint=field.remote_field.db_constraint,\n auto_created=name,\n on_delete=DO_NOTHING,\n ),\n })\n\n\nclass VersionedExtraWhere(ExtraWhere):\n \"\"\"\n A specific implementation of ExtraWhere;\n Before as_sql can be called on an object, ensure that calls to\n - set_as_of and\n - set_joined_alias\n have been done\n \"\"\"\n\n def __init__(self, historic_sql, current_sql, alias, remote_alias):\n super(VersionedExtraWhere, self).__init__(sqls=[], params=[])\n self.historic_sql = historic_sql\n self.current_sql = current_sql\n self.alias = alias\n self.related_alias = remote_alias\n self._as_of_time_set = False\n self.as_of_time = None\n self._joined_alias = None\n\n def set_as_of(self, as_of_time):\n self.as_of_time = as_of_time\n self._as_of_time_set = True\n\n def set_joined_alias(self, joined_alias):\n \"\"\"\n Takes the alias that is being joined to the query and applies the query\n time constraint to its table\n\n :param str joined_alias: The table name of the alias\n \"\"\"\n self._joined_alias = joined_alias\n\n def as_sql(self, qn=None, connection=None):\n sql = \"\"\n params = []\n\n # Fail fast for inacceptable cases\n if self._as_of_time_set and not self._joined_alias:\n raise ValueError(\n \"joined_alias is not set, but as_of is; this is a conflict!\")\n\n # Set the SQL string in dependency of whether as_of_time was set or not\n if self._as_of_time_set:\n if self.as_of_time:\n sql = self.historic_sql\n params = [self.as_of_time] * 2\n # 2 is the number of occurences of the timestamp in an\n # as_of-filter expression\n else:\n # If as_of_time was set to None, we're dealing with a query\n # for \"current\" values\n sql = self.current_sql\n else:\n # No as_of_time has been set; Perhaps, as_of was not part of the\n # query -> That's OK\n pass\n\n # By here, the sql string is defined if an as_of_time was provided\n if self._joined_alias:\n sql = sql.format(alias=self._joined_alias)\n\n # Set the final sqls\n # self.sqls needs to be set before the call to parent\n if sql:\n self.sqls = [sql]\n else:\n self.sqls = [\"1=1\"]\n self.params = params\n return super(VersionedExtraWhere, self).as_sql(qn, connection)\n\n\nclass VersionedWhereNode(WhereNode):\n def as_sql(self, qn, connection):\n \"\"\"\n This method identifies joined table aliases in order for\n VersionedExtraWhere.as_sql() to be able to add time restrictions for\n those tables based on the VersionedQuery's querytime value.\n\n :param qn: In Django 1.7 & 1.8 this is a compiler; in 1.6, it's an\n instance-method\n :param connection: A DB connection\n :return: A tuple consisting of (sql_string, result_params)\n \"\"\"\n # self.children is an array of VersionedExtraWhere-objects\n for child in self.children:\n if isinstance(child, VersionedExtraWhere) and not child.params:\n # Django 1.7 & 1.8 handles compilers as objects\n _query = qn.query\n query_time = _query.querytime.time\n apply_query_time = _query.querytime.active\n alias_map = _query.alias_map\n # In Django 1.8, use the Join objects in alias_map\n self._set_child_joined_alias(child, alias_map)\n if apply_query_time:\n # Add query parameters that have not been added till now\n child.set_as_of(query_time)\n else:\n # Remove the restriction if it's not required\n child.sqls = []\n return super(VersionedWhereNode, self).as_sql(qn, connection)\n\n @staticmethod\n def _set_child_joined_alias_using_join_map(child, join_map, alias_map):\n \"\"\"\n Set the joined alias on the child, for Django <= 1.7.x.\n :param child:\n :param join_map:\n :param alias_map:\n \"\"\"\n for lhs, table, join_cols in join_map:\n if lhs is None:\n continue\n if lhs == child.alias:\n relevant_alias = child.related_alias\n elif lhs == child.related_alias:\n relevant_alias = child.alias\n else:\n continue\n\n join_info = alias_map[relevant_alias]\n if join_info.join_type is None:\n continue\n\n if join_info.lhs_alias in [child.alias, child.related_alias]:\n child.set_joined_alias(relevant_alias)\n break\n\n @staticmethod\n def _set_child_joined_alias(child, alias_map):\n \"\"\"\n Set the joined alias on the child, for Django >= 1.8.0\n :param child:\n :param alias_map:\n \"\"\"\n for table in alias_map:\n join = alias_map[table]\n if not isinstance(join, Join):\n continue\n lhs = join.parent_alias\n if (lhs == child.alias and table == child.related_alias) \\\n or (lhs == child.related_alias and table == child.alias):\n child.set_joined_alias(table)\n break\n" }, { "alpha_fraction": 0.700141429901123, "alphanum_fraction": 0.7355021238327026, "avg_line_length": 28.45833396911621, "blob_id": "fa536bd0b78907b577c249b86345ea385aa4eb83", "content_id": "3e3a9ac5685f9b63481a9e82108f2667b3ab1388", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "INI", "length_bytes": 707, "license_type": "permissive", "max_line_length": 108, "num_lines": 24, "path": "/tox.ini", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "# Tox (http://tox.testrun.org/) is a tool for running tests\n# in multiple virtualenvs. This configuration file will run the\n# test suite on all supported python versions. To use it, \"pip install tox\"\n# and then run \"tox\" from this directory.\n\n[tox]\nenvlist =\n\tdjango{111,20}-{sqlite,pg}\n\tpep8\n\n[testenv]\npassenv = TRAVIS TRAVIS_*\nskip_install =\n pep8: True\ndeps =\n\tcoverage\n\tpep8: pycodestyle\n\tdjango111: django>=1.11,<1.12\n\tdjango20: django>=2.0,<2.1\n\tpg: psycopg2\ncommands =\n\tpg: coverage run --source=versions ./manage.py test --settings={env:TOX_PG_CONF:cleanerversion.settings.pg}\n\tsqlite: coverage run --source=versions ./manage.py test --settings=cleanerversion.settings.sqlite\n\tpep8: pycodestyle\n" }, { "alpha_fraction": 0.5553240180015564, "alphanum_fraction": 0.5570934414863586, "avg_line_length": 44.74100875854492, "blob_id": "25a4e63e146f08efc2920e8108f942c82ab29b4c", "content_id": "8a390734fe4dc0185f4df52374a4bea531971587", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 25432, "license_type": "permissive", "max_line_length": 79, "num_lines": 556, "path": "/versions/descriptors.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "from collections import namedtuple\n\nfrom django import VERSION\nfrom django.core.exceptions import SuspiciousOperation, FieldDoesNotExist\nfrom django.db import router, transaction\nfrom django.db.models.base import Model\nfrom django.db.models.fields.related import (ForwardManyToOneDescriptor,\n ReverseManyToOneDescriptor,\n ManyToManyDescriptor)\nfrom django.db.models.fields.related_descriptors import \\\n create_forward_many_to_many_manager\nfrom django.db.models.query_utils import Q\nfrom django.utils.functional import cached_property\n\nfrom versions.util import get_utc_now\n\n\ndef matches_querytime(instance, querytime):\n \"\"\"\n Checks whether the given instance satisfies the given QueryTime object.\n\n :param instance: an instance of Versionable\n :param querytime: QueryTime value to check against\n \"\"\"\n if not querytime.active:\n return True\n\n if not querytime.time:\n return instance.version_end_date is None\n\n return (instance.version_start_date <= querytime.time and (\n instance.version_end_date is None or\n instance.version_end_date > querytime.time))\n\n\nclass VersionedForwardManyToOneDescriptor(ForwardManyToOneDescriptor):\n \"\"\"\n The VersionedForwardManyToOneDescriptor is used when pointing another\n Model using a VersionedForeignKey;\n\n For example:\n\n class Team(Versionable):\n name = CharField(max_length=200)\n city = VersionedForeignKey(City, null=True)\n\n ``team.city`` is a VersionedForwardManyToOneDescriptor\n \"\"\"\n\n def get_prefetch_queryset(self, instances, queryset=None):\n \"\"\"\n Overrides the parent method to:\n - force queryset to use the querytime of the parent objects\n - ensure that the join is done on identity, not id\n - make the cache key identity, not id.\n \"\"\"\n if queryset is None:\n queryset = self.get_queryset()\n queryset._add_hints(instance=instances[0])\n\n # CleanerVersion change 1: force the querytime to be the same as the\n # prefetched-for instance.\n # This is necessary to have reliable results and avoid extra queries\n # for cache misses when accessing the child objects from their\n # parents (e.g. choice.poll).\n instance_querytime = instances[0]._querytime\n if instance_querytime.active:\n if queryset.querytime.active and \\\n queryset.querytime.time != instance_querytime.time:\n raise ValueError(\n \"A Prefetch queryset that specifies an as_of time must \"\n \"match the as_of of the base queryset.\")\n else:\n queryset.querytime = instance_querytime\n\n # CleanerVersion change 2: make rel_obj_attr return a tuple with\n # the object's identity.\n # rel_obj_attr = self.field.get_foreign_related_value\n def versioned_fk_rel_obj_attr(versioned_rel_obj):\n return versioned_rel_obj.identity,\n\n rel_obj_attr = versioned_fk_rel_obj_attr\n instance_attr = self.field.get_local_related_value\n instances_dict = {instance_attr(inst): inst for inst in instances}\n # CleanerVersion change 3: fake the related field so that it provides\n # a name of 'identity'.\n # related_field = self.field.foreign_related_fields[0]\n related_field = namedtuple('VersionedRelatedFieldTuple', 'name')(\n 'identity')\n\n # FIXME: This will need to be revisited when we introduce support for\n # composite fields. In the meantime we take this practical approach to\n # solve a regression on 1.6 when the reverse manager in hidden\n # (related_name ends with a '+'). Refs #21410.\n # The check for len(...) == 1 is a special case that allows the query\n # to be join-less and smaller. Refs #21760.\n if self.field.remote_field.is_hidden() or len(\n self.field.foreign_related_fields) == 1:\n query = {'%s__in' % related_field.name: set(\n instance_attr(inst)[0] for inst in instances)}\n else:\n query = {'%s__in' % self.field.related_query_name(): instances}\n queryset = queryset.filter(**query)\n\n # Since we're going to assign directly in the cache,\n # we must manage the reverse relation cache manually.\n if not self.field.remote_field.multiple:\n rel_obj_cache_name = self.field.remote_field.get_cache_name()\n for rel_obj in queryset:\n instance = instances_dict[rel_obj_attr(rel_obj)]\n setattr(rel_obj, rel_obj_cache_name, instance)\n\n if VERSION[:1] < (2,):\n return (queryset, rel_obj_attr, instance_attr, True,\n self.field.get_cache_name())\n else:\n return (queryset, rel_obj_attr, instance_attr, True,\n self.field.get_cache_name(), False)\n\n def get_queryset(self, **hints):\n queryset = self.field.remote_field.model.objects\\\n .db_manager(hints=hints).all()\n if hasattr(queryset, 'querytime'):\n if 'instance' in hints:\n instance = hints['instance']\n if hasattr(instance, '_querytime'):\n if instance._querytime.active and \\\n instance._querytime != queryset.querytime:\n queryset = queryset.as_of(instance._querytime.time)\n else:\n queryset = queryset.as_of(None)\n return queryset\n\n def __get__(self, instance, cls=None):\n \"\"\"\n The getter method returns the object, which points instance,\n e.g. choice.poll returns a Poll instance, whereas the Poll class\n defines the ForeignKey.\n\n :param instance: The object on which the property was accessed\n :param instance_type: The type of the instance object\n :return: Returns a Versionable\n \"\"\"\n from versions.models import Versionable\n\n if instance is None:\n return self\n\n current_elt = super(self.__class__, self).__get__(instance,\n cls)\n\n if not current_elt:\n return None\n\n if not isinstance(current_elt, Versionable):\n raise TypeError(\"VersionedForeignKey target is of type \" +\n str(type(current_elt)) +\n \", which is not a subclass of Versionable\")\n\n if hasattr(instance, '_querytime'):\n # If current_elt matches the instance's querytime, there's no\n # need to make a database query.\n if matches_querytime(current_elt, instance._querytime):\n current_elt._querytime = instance._querytime\n return current_elt\n\n return current_elt.__class__.objects.as_of(\n instance._querytime.time).get(identity=current_elt.identity)\n else:\n return current_elt.__class__.objects.current.get(\n identity=current_elt.identity)\n\n\nvforward_many_to_one_descriptor_class = VersionedForwardManyToOneDescriptor\n\n\nclass VersionedReverseManyToOneDescriptor(ReverseManyToOneDescriptor):\n @cached_property\n def related_manager_cls(self):\n manager_cls = super(VersionedReverseManyToOneDescriptor,\n self).related_manager_cls\n rel_field = self.field\n\n class VersionedRelatedManager(manager_cls):\n def __init__(self, instance):\n super(VersionedRelatedManager, self).__init__(instance)\n\n # This is a hack, in order to get the versioned related objects\n for key in self.core_filters.keys():\n if '__exact' in key or '__' not in key:\n self.core_filters[key] = instance.identity\n\n def get_queryset(self):\n from versions.models import VersionedQuerySet\n\n queryset = super(VersionedRelatedManager, self).get_queryset()\n # Do not set the query time if it is already correctly set.\n # queryset.as_of() returns a clone of the queryset, and this\n # will destroy the prefetched objects cache if it exists.\n if isinstance(queryset, VersionedQuerySet) \\\n and self.instance._querytime.active \\\n and queryset.querytime != self.instance._querytime:\n queryset = queryset.as_of(self.instance._querytime.time)\n return queryset\n\n def get_prefetch_queryset(self, instances, queryset=None):\n \"\"\"\n Overrides RelatedManager's implementation of\n get_prefetch_queryset so that it works nicely with\n VersionedQuerySets. It ensures that identities and time-limited\n where clauses are used when selecting related reverse foreign\n key objects.\n \"\"\"\n if queryset is None:\n # Note that this intentionally call's VersionManager's\n # get_queryset, instead of simply calling the superclasses'\n # get_queryset (as the non-versioned RelatedManager does),\n # because what is needed is a simple Versioned queryset\n # without any restrictions (e.g. do not apply\n # self.core_filters).\n from versions.models import VersionManager\n queryset = VersionManager.get_queryset(self)\n\n queryset._add_hints(instance=instances[0])\n queryset = queryset.using(queryset._db or self._db)\n instance_querytime = instances[0]._querytime\n if instance_querytime.active:\n if queryset.querytime.active and \\\n queryset.querytime.time != \\\n instance_querytime.time:\n raise ValueError(\n \"A Prefetch queryset that specifies an as_of time \"\n \"must match the as_of of the base queryset.\")\n else:\n queryset.querytime = instance_querytime\n\n rel_obj_attr = rel_field.get_local_related_value\n instance_attr = rel_field.get_foreign_related_value\n # Use identities instead of ids so that this will work with\n # versioned objects.\n instances_dict = {(inst.identity,): inst for inst in instances}\n identities = [inst.identity for inst in instances]\n query = {'%s__identity__in' % rel_field.name: identities}\n queryset = queryset.filter(**query)\n\n # Since we just bypassed this class' get_queryset(), we must\n # manage the reverse relation manually.\n for rel_obj in queryset:\n instance = instances_dict[rel_obj_attr(rel_obj)]\n setattr(rel_obj, rel_field.name, instance)\n cache_name = rel_field.related_query_name()\n\n if VERSION[:1] < (2,):\n return (queryset, rel_obj_attr, instance_attr, False,\n cache_name)\n else:\n return (queryset, rel_obj_attr, instance_attr, False,\n cache_name, False)\n\n def add(self, *objs, **kwargs):\n from versions.models import Versionable\n cloned_objs = ()\n for obj in objs:\n if not isinstance(obj, Versionable):\n raise TypeError(\n \"Trying to add a non-Versionable to a \"\n \"VersionedForeignKey relationship\")\n cloned_objs += (obj.clone(),)\n super(VersionedRelatedManager, self).add(*cloned_objs,\n **kwargs)\n\n # clear() and remove() are present if the FK is nullable\n if 'clear' in dir(manager_cls):\n def clear(self, **kwargs):\n \"\"\"\n Overridden to ensure that the current queryset is used,\n and to clone objects before they are removed, so that\n history is not lost.\n \"\"\"\n bulk = kwargs.pop('bulk', True)\n db = router.db_for_write(self.model,\n instance=self.instance)\n queryset = self.current.using(db)\n with transaction.atomic(using=db, savepoint=False):\n cloned_pks = [obj.clone().pk for obj in queryset]\n update_qs = self.current.filter(pk__in=cloned_pks)\n self._clear(update_qs, bulk)\n\n if 'remove' in dir(manager_cls):\n def remove(self, *objs, **kwargs):\n from versions.models import Versionable\n\n val = rel_field.get_foreign_related_value(self.instance)\n cloned_objs = ()\n for obj in objs:\n # Is obj actually part of this descriptor set?\n # Otherwise, silently go over it, since Django\n # handles that case\n if rel_field.get_local_related_value(obj) == val:\n # Silently pass over non-versionable items\n if not isinstance(obj, Versionable):\n raise TypeError(\n \"Trying to remove a non-Versionable from \"\n \"a VersionedForeignKey realtionship\")\n cloned_objs += (obj.clone(),)\n super(VersionedRelatedManager, self).remove(*cloned_objs,\n **kwargs)\n\n return VersionedRelatedManager\n\n\nclass VersionedManyToManyDescriptor(ManyToManyDescriptor):\n @cached_property\n def related_manager_cls(self):\n model = self.rel.related_model if self.reverse else self.rel.model\n return create_versioned_forward_many_to_many_manager(\n model._default_manager.__class__,\n self.rel,\n reverse=self.reverse,\n )\n\n def __set__(self, instance, value):\n \"\"\"\n Completely overridden to avoid bulk deletion that happens when the\n parent method calls clear().\n\n The parent method's logic is basically: clear all in bulk, then add\n the given objects in bulk.\n Instead, we figure out which ones are being added and removed, and\n call add and remove for these values.\n This lets us retain the versioning information.\n\n Since this is a many-to-many relationship, it is assumed here that\n the django.db.models.deletion.Collector logic, that is used in\n clear(), is not necessary here. Collector collects related models,\n e.g. ones that should also be deleted because they have\n a ON CASCADE DELETE relationship to the object, or, in the case of\n \"Multi-table inheritance\", are parent objects.\n\n :param instance: The instance on which the getter was called\n :param value: iterable of items to set\n \"\"\"\n\n if not instance.is_current:\n raise SuspiciousOperation(\n \"Related values can only be directly set on the current \"\n \"version of an object\")\n\n if not self.field.remote_field.through._meta.auto_created:\n opts = self.field.rel.through._meta\n raise AttributeError((\n \"Cannot set values on a ManyToManyField \"\n \"which specifies an intermediary model. \"\n \"Use %s.%s's Manager instead.\") % (\n opts.app_label, opts.object_name))\n\n manager = self.__get__(instance)\n # Below comment is from parent __set__ method. We'll force\n # evaluation, too:\n # clear() can change expected output of 'value' queryset, we force\n # evaluation of queryset before clear; ticket #19816\n value = tuple(value)\n\n being_removed, being_added = self.get_current_m2m_diff(instance, value)\n timestamp = get_utc_now()\n manager.remove_at(timestamp, *being_removed)\n manager.add_at(timestamp, *being_added)\n\n def get_current_m2m_diff(self, instance, new_objects):\n \"\"\"\n :param instance: Versionable object\n :param new_objects: objects which are about to be associated with\n instance\n :return: (being_removed id list, being_added id list)\n :rtype : tuple\n \"\"\"\n new_ids = self.pks_from_objects(new_objects)\n relation_manager = self.__get__(instance)\n\n filter = Q(**{relation_manager.source_field.attname: instance.pk})\n qs = self.through.objects.current.filter(filter)\n try:\n # Django 1.7\n target_name = relation_manager.target_field.attname\n except AttributeError:\n # Django 1.6\n target_name = relation_manager.through._meta.get_field_by_name(\n relation_manager.target_field_name)[0].attname\n current_ids = set(qs.values_list(target_name, flat=True))\n\n being_removed = current_ids - new_ids\n being_added = new_ids - current_ids\n return list(being_removed), list(being_added)\n\n def pks_from_objects(self, objects):\n \"\"\"\n Extract all the primary key strings from the given objects.\n Objects may be Versionables, or bare primary keys.\n\n :rtype : set\n \"\"\"\n return {o.pk if isinstance(o, Model) else o for o in objects}\n\n\ndef create_versioned_forward_many_to_many_manager(superclass, rel,\n reverse=None):\n many_related_manager_klass = create_forward_many_to_many_manager(\n superclass, rel, reverse)\n\n class VersionedManyRelatedManager(many_related_manager_klass):\n def __init__(self, *args, **kwargs):\n super(VersionedManyRelatedManager, self).__init__(*args, **kwargs)\n # Additional core filters are:\n # version_start_date <= t &\n # (version_end_date > t | version_end_date IS NULL)\n # but we cannot work with the Django core filters, since they\n # don't support ORing filters, which is a thing we need to\n # consider the \"version_end_date IS NULL\" case;\n # So, we define our own set of core filters being applied when\n # versioning\n try:\n _ = self.through._meta.get_field('version_start_date')\n _ = self.through._meta.get_field('version_end_date')\n except FieldDoesNotExist as e:\n fields = [f.name for f in self.through._meta.get_fields()]\n print(str(e) + \"; available fields are \" + \", \".join(fields))\n raise e\n # FIXME: this probably does not work when auto-referencing\n\n def get_queryset(self):\n \"\"\"\n Add a filter to the queryset, limiting the results to be pointed\n by relationship that are valid for the given timestamp (which is\n taken at the current instance, or set to now, if not available).\n Long story short, apply the temporal validity filter also to the\n intermediary model.\n \"\"\"\n queryset = super(VersionedManyRelatedManager, self).get_queryset()\n if hasattr(queryset, 'querytime'):\n if self.instance._querytime.active and \\\n self.instance._querytime != queryset.querytime:\n queryset = queryset.as_of(self.instance._querytime.time)\n return queryset\n\n def _remove_items(self, source_field_name, target_field_name, *objs):\n \"\"\"\n Instead of removing items, we simply set the version_end_date of\n the current item to the current timestamp --> t[now].\n Like that, there is no more current entry having that identity -\n which is equal to not existing for timestamps greater than t[now].\n \"\"\"\n return self._remove_items_at(None, source_field_name,\n target_field_name, *objs)\n\n def _remove_items_at(self, timestamp, source_field_name,\n target_field_name, *objs):\n if objs:\n if timestamp is None:\n timestamp = get_utc_now()\n old_ids = set()\n for obj in objs:\n if isinstance(obj, self.model):\n # The Django 1.7-way is preferred\n if hasattr(self, 'target_field'):\n fk_val = \\\n self.target_field \\\n .get_foreign_related_value(obj)[0]\n else:\n raise TypeError(\n \"We couldn't find the value of the foreign \"\n \"key, this might be due to the use of an \"\n \"unsupported version of Django\")\n old_ids.add(fk_val)\n else:\n old_ids.add(obj)\n db = router.db_for_write(self.through, instance=self.instance)\n qs = self.through._default_manager.using(db).filter(**{\n source_field_name: self.instance.id,\n '%s__in' % target_field_name: old_ids\n }).as_of(timestamp)\n for relation in qs:\n relation._delete_at(timestamp)\n\n if 'add' in dir(many_related_manager_klass):\n def add(self, *objs):\n if not self.instance.is_current:\n raise SuspiciousOperation(\n \"Adding many-to-many related objects is only possible \"\n \"on the current version\")\n\n # The ManyRelatedManager.add() method uses the through model's\n # default manager to get a queryset when looking at which\n # objects already exist in the database.\n # In order to restrict the query to the current versions when\n # that is done, we temporarily replace the queryset's using\n # method so that the version validity condition can be\n # specified.\n klass = self.through._default_manager.get_queryset().__class__\n __using_backup = klass.using\n\n def using_replacement(self, *args, **kwargs):\n qs = __using_backup(self, *args, **kwargs)\n return qs.as_of(None)\n\n klass.using = using_replacement\n super(VersionedManyRelatedManager, self).add(*objs)\n klass.using = __using_backup\n\n def add_at(self, timestamp, *objs):\n \"\"\"\n This function adds an object at a certain point in time\n (timestamp)\n \"\"\"\n\n # First off, define the new constructor\n def _through_init(self, *args, **kwargs):\n super(self.__class__, self).__init__(*args, **kwargs)\n self.version_birth_date = timestamp\n self.version_start_date = timestamp\n\n # Through-classes have an empty constructor, so it can easily\n # be overwritten when needed;\n # This is not the default case, so the overwrite only takes\n # place when we \"modify the past\"\n self.through.__init_backup__ = self.through.__init__\n self.through.__init__ = _through_init\n\n # Do the add operation\n self.add(*objs)\n\n # Remove the constructor again (by replacing it with the\n # original empty constructor)\n self.through.__init__ = self.through.__init_backup__\n del self.through.__init_backup__\n\n add_at.alters_data = True\n\n if 'remove' in dir(many_related_manager_klass):\n def remove_at(self, timestamp, *objs):\n \"\"\"\n Performs the act of removing specified relationships at a\n specified time (timestamp);\n So, not the objects at a given time are removed, but their\n relationship!\n \"\"\"\n self._remove_items_at(timestamp, self.source_field_name,\n self.target_field_name, *objs)\n\n # For consistency, also handle the symmetrical case\n if self.symmetrical:\n self._remove_items_at(timestamp, self.target_field_name,\n self.source_field_name, *objs)\n\n remove_at.alters_data = True\n\n return VersionedManyRelatedManager\n" }, { "alpha_fraction": 0.7566539645195007, "alphanum_fraction": 0.7604562640190125, "avg_line_length": 28.22222137451172, "blob_id": "def3871b2ac41c129adf41dc43a873530d522e1c", "content_id": "011ac2d1992c11f9046737dc43f36f8a30ec1516", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 263, "license_type": "permissive", "max_line_length": 75, "num_lines": 9, "path": "/versions_tests/tests/test_commands.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "from django.core.management import call_command\nfrom django.test import TestCase\n\nAPP_NAME = 'versions_tests'\n\n\nclass TestMigrations(TestCase):\n def test_makemigrations_command(self):\n call_command('makemigrations', APP_NAME, dry_run=True, verbosity=0)\n" }, { "alpha_fraction": 0.5452349185943604, "alphanum_fraction": 0.5452349185943604, "avg_line_length": 41.67525863647461, "blob_id": "38dbd2a765eb690fa8bfaebfa1c3a65516f6920c", "content_id": "a843093c04240704451b5b2d71b798d49cd1cea4", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 8279, "license_type": "permissive", "max_line_length": 79, "num_lines": 194, "path": "/versions/deletion.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "from django.db.models.deletion import (\n attrgetter, signals, sql, transaction,\n CASCADE,\n Collector,\n)\n\nimport versions.models\n\n\nclass VersionedCollector(Collector):\n \"\"\"\n A Collector that can be used to collect and delete Versionable objects.\n The delete operation for Versionable objects is Versionable._delete_at,\n which does not delete the record, it updates it's version_end_date to be\n the timestamp passed to the delete() method.\n\n Since non-versionable and versionable objects can be related, the delete()\n method handles both of them. The standard Django behaviour is kept for\n non-versionable objects. For versionable objects, no pre/post-delete\n signals are sent. No signal is sent because the object is not being\n removed from the database. If you want the standard signals to be sent,\n or custom signals, create a subclass of this class and override\n versionable_pre_delete() and/or versionable_post_delete(), and in your\n settings file specify the dotted path to your custom class as a\n string, e.g.:\n VERSIONED_DELETE_COLLECTOR_CLASS =\n 'myapp.deletion.CustomVersionedCollector'\n \"\"\"\n\n def can_fast_delete(self, objs, from_field=None):\n \"\"\"Do not fast delete anything\"\"\"\n return False\n\n def is_versionable(self, model):\n return hasattr(model, 'VERSION_IDENTIFIER_FIELD') and \\\n hasattr(model, 'OBJECT_IDENTIFIER_FIELD')\n\n def delete(self, timestamp):\n # sort instance collections\n for model, instances in self.data.items():\n self.data[model] = sorted(instances, key=attrgetter(\"pk\"))\n\n # if possible, bring the models in an order suitable for databases that\n # don't support transactions or cannot defer constraint checks until\n # the end of a transaction.\n self.sort()\n\n with transaction.atomic(using=self.using, savepoint=False):\n # send pre_delete signals, but not for versionables\n for model, obj in self.instances_with_model():\n if not model._meta.auto_created:\n if self.is_versionable(model):\n # By default, no signal is sent when deleting a\n # Versionable.\n self.versionable_pre_delete(obj, timestamp)\n else:\n signals.pre_delete.send(\n sender=model, instance=obj, using=self.using\n )\n\n # do not do fast deletes\n if self.fast_deletes:\n raise RuntimeError(\"No fast_deletes should be present; \"\n \"they are not safe for Versionables\")\n\n # update fields\n for model, instances_for_fieldvalues in self.field_updates.items():\n id_map = {}\n for (field, value), instances in \\\n instances_for_fieldvalues.items():\n if self.is_versionable(model):\n # Do not set the foreign key to null, which can be the\n # behaviour (depending on DB backend) for the default\n # CASCADE on_delete method.\n # In the case of a SET.. method, clone before\n # changing the value (if it hasn't already been cloned)\n updated_instances = set()\n if not (isinstance(\n field,\n versions.fields.VersionedForeignKey) and\n field.remote_field.on_delete == CASCADE):\n for instance in instances:\n # Clone before updating\n cloned = id_map.get(instance.pk, None)\n if not cloned:\n cloned = instance.clone()\n id_map[instance.pk] = cloned\n updated_instances.add(cloned)\n # TODO: instance should get updated with new\n # values from clone ?\n instances_for_fieldvalues[\n (field, value)] = updated_instances\n\n # Replace the instances with their clones in self.data, too\n model_instances = self.data.get(model, {})\n for index, instance in enumerate(model_instances):\n cloned = id_map.get(instance.pk)\n if cloned:\n self.data[model][index] = cloned\n\n query = sql.UpdateQuery(model)\n for (field, value), instances in \\\n instances_for_fieldvalues.items():\n if instances:\n query.update_batch([obj.pk for obj in instances],\n {field.name: value}, self.using)\n\n # reverse instance collections\n for instances in self.data.values():\n instances.reverse()\n\n # delete instances\n for model, instances in self.data.items():\n if self.is_versionable(model):\n for instance in instances:\n self.versionable_delete(instance, timestamp)\n if not model._meta.auto_created:\n # By default, no signal is sent when deleting a\n # Versionable.\n self.versionable_post_delete(instance, timestamp)\n else:\n query = sql.DeleteQuery(model)\n pk_list = [obj.pk for obj in instances]\n query.delete_batch(pk_list, self.using)\n\n if not model._meta.auto_created:\n for obj in instances:\n signals.post_delete.send(\n sender=model, instance=obj, using=self.using\n )\n\n # update collected instances\n for model, instances_for_fieldvalues in self.field_updates.items():\n for (field, value), instances in instances_for_fieldvalues.items():\n for obj in instances:\n setattr(obj, field.attname, value)\n\n # Do not set Versionable object ids to None, since they still do have\n # an id.\n # Instead, set their version_end_date.\n for model, instances in self.data.items():\n is_versionable = self.is_versionable(model)\n for instance in instances:\n if is_versionable:\n setattr(instance, 'version_end_date', timestamp)\n else:\n setattr(instance, model._meta.pk.attname, None)\n\n def related_objects(self, related, objs):\n \"\"\"\n Gets a QuerySet of current objects related to ``objs`` via the\n relation ``related``.\n \"\"\"\n from versions.models import Versionable\n\n related_model = related.related_model\n if issubclass(related_model, Versionable):\n qs = related_model.objects.current\n else:\n qs = related_model._base_manager.all()\n return qs.using(self.using).filter(\n **{\"%s__in\" % related.field.name: objs}\n )\n\n def versionable_pre_delete(self, instance, timestamp):\n \"\"\"\n Override this method to implement custom behaviour. By default,\n does nothing.\n\n :param Versionable instance:\n :param datetime timestamp:\n \"\"\"\n pass\n\n def versionable_post_delete(self, instance, timestamp):\n \"\"\"\n Override this method to implement custom behaviour. By default,\n does nothing.\n\n :param Versionable instance:\n :param datetime timestamp:\n \"\"\"\n pass\n\n def versionable_delete(self, instance, timestamp):\n \"\"\"\n Soft-deletes the instance, setting it's version_end_date to timestamp.\n\n Override this method to implement custom behaviour.\n\n :param Versionable instance:\n :param datetime timestamp:\n \"\"\"\n instance._delete_at(timestamp, using=self.using)\n" }, { "alpha_fraction": 0.6278054118156433, "alphanum_fraction": 0.6438189744949341, "avg_line_length": 28.127208709716797, "blob_id": "4b16c8f356e8f5bae263af7f9e39b1345c2ce63f", "content_id": "8a516fb1c839f67f29d42fcb30afda984f4775ca", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 8245, "license_type": "permissive", "max_line_length": 79, "num_lines": 283, "path": "/versions_tests/models.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\nfrom django.db.models import CharField, IntegerField, Model, ForeignKey, \\\n CASCADE\nfrom django.db.models.deletion import DO_NOTHING, PROTECT, SET, SET_NULL\nfrom django.utils.encoding import python_2_unicode_compatible\n\nfrom versions.fields import VersionedManyToManyField, VersionedForeignKey\nfrom versions.models import Versionable\n\n\ndef versionable_description(obj):\n return \"<\" + str(obj.__class__.__name__) + \" object: \" + \\\n obj.name + \" {valid: [\" + obj.version_start_date.isoformat() + \\\n \" | \" + \\\n (obj.version_end_date.isoformat()\n if obj.version_end_date else \"None\") + \\\n \"], created: \" + obj.version_birth_date.isoformat() + \"}>\"\n\n\n############################################\n# The following model is used for:\n# - CreationTest\n# - DeletionTest\n# - CurrentVersionTest\n# - VersionedQuerySetTest\n# - VersionNavigationTest\n# - HistoricObjectsHandling\nclass B(Versionable):\n name = CharField(max_length=200)\n\n __str__ = versionable_description\n\n\n############################################\n# Models for\n# - DeletionHandlerTest\n# - OneToManyTest\n# - PrefetchingTest\n# - VersionNavigationAsOfTest\n# - VersionRestoreTest\n# - DetachTest\n# - DeferredFieldsTest\n# – VersionedAdminTest\n@python_2_unicode_compatible\nclass City(Versionable):\n name = CharField(max_length=200)\n\n __str__ = versionable_description\n\n\n@python_2_unicode_compatible\nclass Team(Versionable):\n name = CharField(max_length=200)\n city = VersionedForeignKey(City, null=True, on_delete=CASCADE)\n\n __str__ = versionable_description\n\n\n@python_2_unicode_compatible\nclass Player(Versionable):\n name = CharField(max_length=200)\n team = VersionedForeignKey(Team, null=True, on_delete=CASCADE)\n\n __str__ = versionable_description\n\n\nclass Award(Versionable):\n name = CharField(max_length=200)\n players = VersionedManyToManyField(Player, related_name='awards')\n\n\n@python_2_unicode_compatible\nclass Mascot(Versionable):\n name = CharField(max_length=200)\n team = VersionedForeignKey(Team, null=False, on_delete=CASCADE)\n\n __str__ = versionable_description\n\n\ndef default_team():\n return Team.objects.current.get(name__startswith='default_team.')\n\n\n@python_2_unicode_compatible\nclass Fan(Versionable):\n name = CharField(max_length=200)\n team = VersionedForeignKey(Team, null=False, on_delete=SET(default_team))\n\n __str__ = versionable_description\n\n\n@python_2_unicode_compatible\nclass RabidFan(Versionable):\n name = CharField(max_length=200)\n team = VersionedForeignKey(Team, null=True, on_delete=SET_NULL)\n\n __str__ = versionable_description\n\n\n@python_2_unicode_compatible\nclass WizardFan(Versionable):\n name = CharField(max_length=200)\n team = VersionedForeignKey(Team, null=True, on_delete=PROTECT)\n\n __str__ = versionable_description\n\n\n@python_2_unicode_compatible\nclass NonFan(Versionable):\n name = CharField(max_length=200)\n team = VersionedForeignKey(Team, null=False, on_delete=DO_NOTHING)\n\n __str__ = versionable_description\n\n\n############################################\n# SelfOneToManyTest models\nclass Directory(Versionable):\n name = CharField(max_length=100)\n parent = VersionedForeignKey('self', null=True, on_delete=CASCADE)\n\n\n# ############################################\n# MultiM2MTest models\n@python_2_unicode_compatible\nclass Professor(Versionable):\n name = CharField(max_length=200)\n address = CharField(max_length=200)\n phone_number = CharField(max_length=200)\n\n __str__ = versionable_description\n\n\n@python_2_unicode_compatible\nclass Classroom(Versionable):\n name = CharField(max_length=200)\n building = CharField(max_length=200)\n\n __str__ = versionable_description\n\n\n@python_2_unicode_compatible\nclass Student(Versionable):\n name = CharField(max_length=200)\n professors = VersionedManyToManyField(\"Professor\", related_name='students')\n classrooms = VersionedManyToManyField(\"Classroom\", related_name='students')\n\n __str__ = versionable_description\n\n\n############################################\n# MultiM2MToSameTest models\n@python_2_unicode_compatible\nclass Pupil(Versionable):\n name = CharField(max_length=200)\n phone_number = CharField(max_length=200)\n language_teachers = VersionedManyToManyField(\n 'Teacher', related_name='language_students')\n science_teachers = VersionedManyToManyField(\n 'Teacher', related_name='science_students')\n\n __str__ = versionable_description\n\n\n@python_2_unicode_compatible\nclass Teacher(Versionable):\n name = CharField(max_length=200)\n domain = CharField(max_length=200)\n\n __str__ = versionable_description\n\n\n############################################\n# ManyToManyFilteringTest models\n@python_2_unicode_compatible\nclass C1(Versionable):\n name = CharField(max_length=50)\n c2s = VersionedManyToManyField(\"C2\", related_name='c1s')\n\n __str__ = versionable_description\n\n\n@python_2_unicode_compatible\nclass C2(Versionable):\n name = CharField(max_length=50)\n c3s = VersionedManyToManyField(\"C3\", related_name='c2s')\n\n __str__ = versionable_description\n\n\n@python_2_unicode_compatible\nclass C3(Versionable):\n name = CharField(max_length=50)\n\n __str__ = versionable_description\n\n\n############################################\n# HistoricM2MOperationsTests models\n@python_2_unicode_compatible\nclass Observer(Versionable):\n name = CharField(max_length=200)\n\n __str__ = versionable_description\n\n\n@python_2_unicode_compatible\nclass Subject(Versionable):\n name = CharField(max_length=200)\n observers = VersionedManyToManyField('Observer', related_name='subjects')\n\n __str__ = versionable_description\n\n\n############################################\n# VersionUniqueTests models\nclass ChainStore(Versionable):\n subchain_id = IntegerField()\n city = CharField(max_length=40)\n name = CharField(max_length=40)\n opening_hours = CharField(max_length=40)\n door_frame_color = VersionedForeignKey('Color', on_delete=CASCADE)\n door_color = VersionedForeignKey('Color', related_name='cs',\n on_delete=CASCADE)\n\n # There are lots of these chain stores. They follow these rules:\n # - only one store with the same name and subchain_id can exist in a\n # single city\n # - no two stores can share the same door_frame_color and door_color\n # Yea, well, they want to appeal to people who want to be different.\n VERSION_UNIQUE = [['subchain_id', 'city', 'name'],\n ['door_frame_color', 'door_color']]\n\n\nclass Color(Versionable):\n name = CharField(max_length=40)\n\n\n############################################\n# IntegrationNonVersionableModelsTests models\n@python_2_unicode_compatible\nclass Wine(Model):\n name = CharField(max_length=200)\n vintage = IntegerField()\n\n def __str__(self):\n return \"<\" + str(self.__class__.__name__) + \" object: \" + str(\n self.name) + \" (\" + str(self.vintage) + \")>\"\n\n\n@python_2_unicode_compatible\nclass WineDrinker(Versionable):\n name = CharField(max_length=200)\n glass_content = ForeignKey(Wine, related_name='drinkers', null=True,\n on_delete=CASCADE)\n\n __str__ = versionable_description\n\n\n@python_2_unicode_compatible\nclass WineDrinkerHat(Model):\n shape_choices = [('Sailor', 'Sailor'),\n ('Cloche', 'Cloche'),\n ('Cartwheel', 'Cartwheel'),\n ('Turban', 'Turban'),\n ('Breton', 'Breton'),\n ('Vagabond', 'Vagabond')]\n color = CharField(max_length=40)\n shape = CharField(max_length=200, choices=shape_choices, default='Sailor')\n wearer = VersionedForeignKey(WineDrinker, related_name='hats', null=True,\n on_delete=CASCADE)\n\n def __str__(self):\n return \"<\" + str(self.__class__.__name__) + \" object: \" + str(\n self.shape) + \" (\" + str(self.color) + \")>\"\n\n\n############################################\n# SelfReferencingManyToManyTest models\nclass Person(Versionable):\n name = CharField(max_length=200)\n children = VersionedManyToManyField('self', symmetrical=False,\n related_name='parents')\n" }, { "alpha_fraction": 0.5514739155769348, "alphanum_fraction": 0.554194986820221, "avg_line_length": 30.5, "blob_id": "b5a62981daabcf5318a42f7558d7507b4c9300d8", "content_id": "d291d28371cf1b202108b6aae259caeed308f517", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2205, "license_type": "permissive", "max_line_length": 79, "num_lines": 70, "path": "/versions/settings.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "import importlib\n\nfrom django import VERSION\nfrom django.conf import settings as django_settings\n\n_cache = {}\n\n\nclass VersionsSettings(object):\n \"\"\"\n Gets a setting from django.conf.settings if set, otherwise from the\n defaults defined in this class.\n\n A magic accessor is used instead of just defining module-level variables\n because Django doesn't like attributes of the django.conf.settings object\n to be accessed in module scope.\n \"\"\"\n\n defaults = {\n 'VERSIONED_DELETE_COLLECTOR': 'versions.deletion.VersionedCollector',\n 'VERSIONS_USE_UUIDFIELD': VERSION[:3] >= (1, 8, 3),\n }\n\n def __getattr__(self, name):\n try:\n return getattr(django_settings, name)\n except AttributeError:\n try:\n return self.defaults[name]\n except KeyError:\n raise AttributeError(\n \"{} object has no attribute {}\".format(self.__class__,\n name))\n\n\nsettings = VersionsSettings()\n\n\ndef import_from_string(val, setting_name):\n \"\"\"\n Attempt to import a class from a string representation.\n Based on the method of the same name in Django Rest Framework.\n \"\"\"\n try:\n parts = val.split('.')\n module_path, class_name = '.'.join(parts[:-1]), parts[-1]\n module = importlib.import_module(module_path)\n return getattr(module, class_name)\n except ImportError as e:\n raise ImportError(\"Could not import '{}' for CleanerVersion \"\n \"setting '{}'. {}: {}.\".format((val,\n setting_name,\n e.__class__.__name__,\n e)))\n\n\ndef get_versioned_delete_collector_class():\n \"\"\"\n Gets the class to use for deletion collection.\n\n :return: class\n \"\"\"\n key = 'VERSIONED_DELETE_COLLECTOR'\n try:\n cls = _cache[key]\n except KeyError:\n collector_class_string = getattr(settings, key)\n cls = import_from_string(collector_class_string, key)\n _cache[key] = cls\n return cls\n" }, { "alpha_fraction": 0.694968581199646, "alphanum_fraction": 0.696540892124176, "avg_line_length": 32.47368240356445, "blob_id": "e7b92e8fb31a92d2e037582d9e507df99329d10e", "content_id": "6d30d64efc9fd75bcede285a2fbf83cd53c654b1", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1272, "license_type": "permissive", "max_line_length": 75, "num_lines": 38, "path": "/versions_tests/apps.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "from django.apps import AppConfig\nfrom django.db import connection\nfrom django.db.models.signals import post_migrate\n\n\ndef index_adjustments(sender, using=None, **kwargs):\n \"\"\"\n Remove -like indexes (varchar_pattern_ops) on UUID fields and create\n version-unique indexes for models that have a VERSION_UNIQUE attribute.\n :param AppConfig sender:\n :param str sender: database alias\n :param kwargs:\n \"\"\"\n from versions.util.postgresql import (\n remove_uuid_id_like_indexes,\n create_current_version_unique_indexes,\n create_current_version_unique_identity_indexes\n )\n remove_uuid_id_like_indexes(sender.name, using)\n create_current_version_unique_indexes(sender.name, using)\n create_current_version_unique_identity_indexes(sender.name, using)\n\n\nclass VersionsTestsConfig(AppConfig):\n name = 'versions_tests'\n verbose_name = \"Versions Tests default application configuration\"\n\n def ready(self):\n \"\"\"\n For postgresql only, remove like indexes for uuid columns and\n create version-unique indexes.\n\n This will only be run in django >= 1.7.\n\n :return: None\n \"\"\"\n if connection.vendor == 'postgresql':\n post_migrate.connect(index_adjustments, sender=self)\n" }, { "alpha_fraction": 0.6131491661071777, "alphanum_fraction": 0.6153071522712708, "avg_line_length": 37.19230651855469, "blob_id": "b473716e8b2873455bf8522995ab8409aa012be1", "content_id": "189b6021913783e0a30dc9a0ba2ac86de2c0c567", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6951, "license_type": "permissive", "max_line_length": 79, "num_lines": 182, "path": "/versions/util/postgresql.py", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "from __future__ import absolute_import\n\nfrom django.db import connection as default_connection\n\nfrom versions.fields import VersionedForeignKey\nfrom .helper import database_connection, versionable_models\n\n\ndef index_exists(cursor, index_name):\n \"\"\"\n Checks if an index with the given name exists in the database\n\n :param cursor: database connection cursor\n :param index_name: string\n :return: boolean\n \"\"\"\n cursor.execute(\"SELECT COUNT(1) FROM pg_indexes WHERE indexname = %s\",\n [index_name])\n return cursor.fetchone()[0] > 0\n\n\ndef remove_uuid_id_like_indexes(app_name, database=None):\n \"\"\"\n Remove all of varchar_pattern_ops indexes that django created for uuid\n columns.\n A search is never done with a filter of the style (uuid__like='1ae3c%'), so\n all such indexes can be removed from Versionable models.\n This will only try to remove indexes if they exist in the database, so it\n should be safe to run in a post_migrate signal handler. Running it several\n times should leave the database in the same state as running it once.\n :param str app_name: application name whose Versionable models will be\n acted on.\n :param str database: database alias to use. If None, use default\n connection.\n :return: number of indexes removed\n :rtype: int\n \"\"\"\n\n removed_indexes = 0\n with database_connection(database).cursor() as cursor:\n for model in versionable_models(app_name, include_auto_created=True):\n indexes = select_uuid_like_indexes_on_table(model, cursor)\n if indexes:\n index_list = ','.join(['\"%s\"' % r[0] for r in indexes])\n cursor.execute(\"DROP INDEX %s\" % index_list)\n removed_indexes += len(indexes)\n\n return removed_indexes\n\n\ndef get_uuid_like_indexes_on_table(model):\n \"\"\"\n Gets a list of database index names for the given model for the\n uuid-containing fields that have had a like-index created on them.\n\n :param model: Django model\n :return: list of database rows; the first field of each row is an index\n name\n \"\"\"\n with default_connection.cursor() as c:\n indexes = select_uuid_like_indexes_on_table(model, c)\n return indexes\n\n\ndef select_uuid_like_indexes_on_table(model, cursor):\n \"\"\"\n Gets a list of database index names for the given model for the\n uuid-containing fields that have had a like-index created on them.\n\n :param model: Django model\n :param cursor: database connection cursor\n :return: list of database rows; the first field of each row is an index\n name\n \"\"\"\n\n # VersionedForeignKey fields as well as the id fields have these useless\n # like indexes\n field_names = [\"'%s'\" % f.column for f in model._meta.fields if\n isinstance(f, VersionedForeignKey)]\n field_names.append(\"'id'\")\n sql = \"\"\"\n select i.relname as index_name\n from pg_class t,\n pg_class i,\n pg_index ix,\n pg_attribute a\n where t.oid = ix.indrelid\n and i.oid = ix.indexrelid\n and a.attrelid = t.oid\n and a.attnum = ANY(ix.indkey)\n and t.relkind = 'r'\n and t.relname = '{0}'\n and a.attname in ({1})\n and i.relname like '%_like'\n \"\"\".format(model._meta.db_table, ','.join(field_names))\n cursor.execute(sql)\n return cursor.fetchall()\n\n\ndef create_current_version_unique_indexes(app_name, database=None):\n \"\"\"\n Add unique indexes for models which have a VERSION_UNIQUE attribute.\n These must be defined as partially unique indexes, which django\n does not support.\n The unique indexes are defined so that no two *current* versions can have\n the same value.\n This will only try to create indexes if they do not exist in the database,\n so it should be safe to run in a post_migrate signal handler. Running it\n several times should leave the database in the same state as running it\n once.\n\n :param str app_name: application name whose Versionable models will be\n acted on.\n :param str database: database alias to use. If None, use default\n connection.\n :return: number of partial unique indexes created\n :rtype: int\n \"\"\"\n\n indexes_created = 0\n connection = database_connection(database)\n with connection.cursor() as cursor:\n for model in versionable_models(app_name):\n unique_field_groups = getattr(model, 'VERSION_UNIQUE', None)\n if not unique_field_groups:\n continue\n\n table_name = model._meta.db_table\n for group in unique_field_groups:\n col_prefixes = []\n columns = []\n for field in group:\n column = model._meta.get_field(field).column\n col_prefixes.append(column[0:3])\n columns.append(column)\n index_name = '%s_%s_%s_v_uniq' % (\n app_name, table_name, '_'.join(col_prefixes))\n if not index_exists(cursor, index_name):\n cursor.execute(\n \"CREATE UNIQUE INDEX %s ON %s(%s) \"\n \"WHERE version_end_date IS NULL\"\n % (index_name, table_name, ','.join(columns)))\n indexes_created += 1\n\n return indexes_created\n\n\ndef create_current_version_unique_identity_indexes(app_name, database=None):\n \"\"\"\n Add partial unique indexes for the the identity column of versionable\n models.\n\n This enforces that no two *current* versions can have the same identity.\n\n This will only try to create indexes if they do not exist in the database,\n so it should be safe to run in a post_migrate signal handler. Running it\n several times should leave the database in the same state as running it\n once.\n\n :param str app_name: application name whose Versionable models will be\n acted on.\n :param str database: database alias to use. If None, use default\n connection.\n :return: number of partial unique indexes created\n :rtype: int\n \"\"\"\n\n indexes_created = 0\n connection = database_connection(database)\n with connection.cursor() as cursor:\n for model in versionable_models(app_name):\n if getattr(model._meta, 'managed', True):\n table_name = model._meta.db_table\n index_name = '%s_%s_identity_v_uniq' % (app_name, table_name)\n if not index_exists(cursor, index_name):\n cursor.execute(\n \"CREATE UNIQUE INDEX %s ON %s(%s) \"\n \"WHERE version_end_date IS NULL\"\n % (index_name, table_name, 'identity'))\n indexes_created += 1\n\n return indexes_created\n" }, { "alpha_fraction": 0.6485912203788757, "alphanum_fraction": 0.6647788882255554, "avg_line_length": 45.51811218261719, "blob_id": "8289107fa91c1cf670a04b9e95a029577eca9dea", "content_id": "fe2c7b93ea84f17d763b5309e195ab19f9bf1a37", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 42378, "license_type": "permissive", "max_line_length": 130, "num_lines": 911, "path": "/docs/doc/historization_with_cleanerversion.rst", "repo_name": "JoshLabs/cleanerversion", "src_encoding": "UTF-8", "text": "*********************************\nHistorization with CleanerVersion\n*********************************\n\nDisclaimer: This documentation as well as the CleanerVersion application code have been written to work against Django\n1.9.x through 1.11.x. The documentation may not be accurate anymore when using more recent versions of Django.\n\n.. _cleanerversion-quick-starter:\n\nQuick Start\n===========\n\nInstallation\n------------\n\nIf you don't like to work with the sources directly, you can also install the `CleanerVersion package from PyPI\n<https://pypi.org/project/CleanerVersion/>`_ by doing so (you may need superuser privileges, as for every other\npip-installation)::\n\n pip install cleanerversion\n \nAfterwards, add `versions` to your INSTALLED_APPS\n\n INSTALLED_APPS = (\n ...\n 'versions',\n ...\n )\n\n\nIf you want to check whether your components are compatible with CleanerVersion, you can run the unit tests coming\nwith CleanerVersion. To do so, register the CleanerVersion test app to the ``INSTALLED_APPS`` variable\nof your Django project by adding the ``versions_tests`` keyword as follows::\n\n INSTALLED_APPS = (\n ...\n 'versions_tests',\n ...\n )\n\nNow, whether things work out correctly, run CleanerVersion's unit tests from within your Django\nproject root::\n\n python manage.py test versions_tests\n\nIf this terminates with a ``OK``, you're all set. Go on and create your models as follows.\nKeep in mind that you are not required to keep ``versions_tests`` in your ``INSTALLED_APPS`` settings, it will only\ncreate unnecessary tables everytime you sync with your DB. So, you can safely remove it after having run the test suite.\n\n\nA simple versionable model\n--------------------------\n\nFirst, import all the necessary modules. In this example, all the imports are done in the beginning, such that this\nwould be a working example, if place in the same source file. Here's how::\n\n from datetime import datetime\n from django.db.models.fields import CharField\n from django.utils.timezone import utc\n from versions.models import Versionable\n\n class Person(Versionable):\n name = CharField(max_length=200)\n address = CharField(max_length=200)\n phone = CharField(max_length=200)\n\nAssuming you know how to deal with `Django Models <https://docs.djangoproject.com/en/stable/topics/db/models/>`_ (you\nwill need to migrate your DB before your code gets usable; Or you're only testing, then that step is done by Django),\nthe next step is using your model to create some entries::\n\n p = Person.objects.create(name='Donald Fauntleroy Duck', address='Duckburg', phone='123456')\n t1 = datetime.utcnow().replace(tzinfo=utc)\n\n p = p.clone() # Important! Fetch the returned object, it's the current one! Continue work with this one.\n p.address = 'Entenhausen'\n p.save()\n t2 = datetime.utcnow().replace(tzinfo=utc)\n\n p = p.clone()\n p.phone = '987654'\n p.save()\n t3 = datetime.utcnow().replace(tzinfo=utc)\n\nNow, let's query the entries::\n\n donald_current = Person.objects.as_of().get(name__startswith='Donald') # Get the current entry\n print str(donald_current.address) # Prints 'Entenhausen'\n print str(donald_current.phone) # Prints '987654'\n\n donald_t1 = Person.objects.as_of(t1).get(name__startswith='Donald') # Get a historic entry\n print str(donald_t1.address) # Prints 'Duckburg'\n print str(donald_t1.phone) # Prints '123456'\n\nA related versionable model\n---------------------------\n\nHere comes the less simple approach. What we are going to set up is both, a Many-to-One- and a\nMany-to-Many-relationship. Keep in mind, that this is just an example and we try to focus on the\nrelationship part, rather than the semantical correctness of the entries' fields::\n\n from datetime import datetime\n from django.db.models.fields import CharField\n from django.utils.timezone import utc\n from versions.models import Versionable\n from versions.fields import VersionedManyToManyField, VersionedForeignKey\n\n class Discipline(Versionable):\n \"\"\"A sports discipline\"\"\"\n name = CharField(max_length=200)\n rules = CharField(max_length=200)\n\n class SportsClub(Versionable):\n \"\"\"Sort of an association for practicing sports\"\"\"\n name = CharField(max_length=200)\n practice_periodicity = CharField(max_length=200)\n discipline = VersionedForeignKey('Discipline')\n\n class Person(Versionable):\n name = CharField(max_length=200)\n phone = CharField(max_length=200)\n sportsclubs = VersionedManyToManyField('SportsClub', related_name='members')\n\nHere comes the data loading for demo::\n\n running = Discipline.objects.create(name='Running', rules='There are none (almost)')\n icehockey = Discipline.objects.create(name='Ice Hockey', rules='There\\'s a ton of them')\n\n stb = SportsClub.objects.create(name='STB', practice_periodicity='tuesday and thursday night', discipline=running)\n hcfg = SportsClub.objects.create(name='HCFG', practice_periodicity='monday, wednesday and friday night', discipline=icehockey)\n\n peter = Person.objects.create(name='Peter', phone='123456')\n mary = Person.objects.create(name='Mary', phone='987654')\n\n # Bringing things together\n # Peter wants to run\n peter.sportsclubs.add(stb)\n\n t1 = datetime.utcnow().replace(tzinfo=utc)\n\n # Peter later joins HCFG for ice hockey\n hcfg.members.add(peter)\n\n # Mary joins STB for running\n stb.members.add(mary)\n\n t2 = datetime.utcnow().replace(tzinfo=utc)\n\n # HCFG changes the paractice times\n hcfg = hcfg.clone()\n hcfg.practice_periodicity = 'monday, wednesday and thursday'\n hcfg.save()\n\n # Too bad, new practice times don't work out for Peter anymore, he leaves HCFG\n hcfg.members.remove(peter)\n t3 = datetime.utcnow().replace(tzinfo=utc)\n\nLet's continue with the queries, to check, whether all that story can be reconstructed::\n\n ### Querying for timestamp t1\n sportsclub = SportsClub.objects.as_of(t1).get(name='HCFG')\n print \"Number of \" + sportsclub.name + \" (\" + sportsclub.discipline.name + \") members: \" + str(sportsclub.members.count())\n for member in list(sportsclub.members.all()):\n print \"- \" + str(member.name) # prints \"\"\n\n sportsclub = SportsClub.objects.as_of(t1).get(name='STB')\n print \"Number of \" + sportsclub.name + \" (\" + sportsclub.discipline.name + \") members: \" + str(sportsclub.members.count())\n for member in list(sportsclub.members.all()):\n print \"- \" + str(member.name) # prints \"- Peter\"\n\n\n ### Querying for timestamp t2\n sportsclub = SportsClub.objects.as_of(t2).get(name='HCFG')\n print \"Number of \" + sportsclub.name + \" (\" + sportsclub.discipline.name + \") members: \" + str(sportsclub.members.count())\n for member in list(sportsclub.members.all()):\n print \"- \" + str(member.name) # prints \"- Peter\"\n\n\n ### Querying for timestamp t3\n sportsclub = SportsClub.objects.as_of(t3).get(name='HCFG')\n print \"Number of \" + sportsclub.name + \" (\" + sportsclub.discipline.name + \") members: \" + str(sportsclub.members.count())\n for member in list(sportsclub.members.all()):\n print \"- \" + str(member.name) # prints \"\"\n\n sportsclub = SportsClub.objects.as_of(t3).get(name='STB')\n print \"Number of \" + sportsclub.name + \" (\" + sportsclub.discipline.name + \") members: \" + str(sportsclub.members.count())\n for member in list(sportsclub.members.all()):\n print \"- \" + str(member.name) # prints \"- Peter\\n- Mary\"\n\nPretty easy, isn't it? ;)\n\n\nSlowly Changing Dimensions - Type 2\n===================================\n\nFind the basics of `slowly changing dimensions - type 2\n<http://en.wikipedia.org/wiki/Slowly_changing_dimension#Type_2>`_ and other types at Wikipedia.\nThese concepts were taken over and extended to cover different types of relationships.\n\nThe technical details and assumptions are documented in the following sections.\n\nHistorization of a single entity\n================================\n\nThe definition of :class:`~versions.models.Versionable` fields is as follows:\n\nid\n The virtual ID of an entry. This field figures also as the primary key (pk) and is randomly created\n\nidentity\n Identifies an object over all its versions, i.e. identity does not change from one version to another\n\nversion_birth_date\n The timestamp at which an object was created. All versions of an object will have the same creation date.\n\nversion_start_date\n The timestamp at which a version was created.\n\nversion_end_date\n The timestamp at which a version was cloned. If a version has not been cloned yet, ``version_end_date`` will be\n set to ``None`` (or NULL) and the entry is considered the most recent entry of an object (i.e. it is the object's\n current version)\n\n\nLet's assume the following class definition for this hands-on::\n\n class Item(Versionable):\n name = CharField(max_length=\"200\") # referred to as the payload data\n version = CharField(max_length=\"200\") # part of the payload data as well; added for more transparency\n\nHaving the class, let's create an instance of it::\n\n item = Item.objects.create(name=\"Peter Muster\", version=\"1\")\n\nThis sequence of commands generated the following DB entry in the table associated to ``Item`` (inheriting from\n:class:`~versions.models.Versionable`):\n\n+----------+----------+---------------------+---------------------+------------------+--------------+---------+\n| id (pk) | identity | version_birth_date | version_start_date | version_end_date | name | version |\n+==========+==========+=====================+=====================+==================+==============+=========+\n| 123 | 123 | 2014-08-14 14:43:00 | 2014-08-14 14:43:00 | None | Peter Muster | 1 |\n+----------+----------+---------------------+---------------------+------------------+--------------+---------+\n\nOnce you wish to change some value on your object, do it as follows::\n\n item = item.clone()\n item.name = \"Peter Mauser\"\n item.version = \"2\"\n item.save()\n\nIn the first line, we create the new version of the item entry and assign it immediately to the same variable we used\nto work with.\n\nOn the new version, we can now change the payload data at will and ``save()`` the object, once we're done.\n\nOn a DB level, things will look as follows:\n\n+----------+----------+---------------------+---------------------+---------------------+--------------+---------+\n| id (pk) | identity | version_birth_date | version_start_date | version_end_date | name | version |\n+==========+==========+=====================+=====================+=====================+==============+=========+\n| 123 | 123 | 2014-08-14 14:43:00 | 2014-08-14 15:09:00 | None | Peter Mauser | 2 |\n+----------+----------+---------------------+---------------------+---------------------+--------------+---------+\n| 124 | 123 | 2014-08-14 14:43:00 | 2014-08-14 14:43:00 | 2014-08-14 15:09:00 | Peter Muster | 1 |\n+----------+----------+---------------------+---------------------+---------------------+--------------+---------+\n\nNotice the primary key of the current entry did not change. The original ``id`` will always point the current version of\nan object.\n\nRevisions of an object (i.e. historic versions) are copies of the current entry at the time pointed by the version's\n``version_end_date``.\n\nFor making things clearer, we create another version::\n\n item = item.clone()\n item.name = \"Petra Mauser\"\n item.version = \"3\"\n item.save()\n\nOnce again, the situation on DB level will present itself as follows:\n\n+----------+----------+---------------------+---------------------+---------------------+--------------+---------+\n| id (pk) | identity | version_birth_date | version_start_date | version_end_date | name | version |\n+==========+==========+=====================+=====================+=====================+==============+=========+\n| 123 | 123 | 2014-08-14 14:43:00 | 2014-08-14 15:21:00 | None | Petra Mauser | 3 |\n+----------+----------+---------------------+---------------------+---------------------+--------------+---------+\n| 124 | 123 | 2014-08-14 14:43:00 | 2014-08-14 14:43:00 | 2014-08-14 15:09:00 | Peter Muster | 1 |\n+----------+----------+---------------------+---------------------+---------------------+--------------+---------+\n| 125 | 123 | 2014-08-14 14:43:00 | 2014-08-14 15:09:00 | 2014-08-14 15:21:00 | Peter Mauser | 2 |\n+----------+----------+---------------------+---------------------+---------------------+--------------+---------+\n\nOn a timeline, the state can be represented as follows:\n\n.. _cleanerversion_example_single_entry_image:\n\n.. image:: ../images/cleanerversion_example_single_entry.png\n :alt: The visual representation of the single entry CleanerVersion example\n :align: center\n\nMany-to-One relationships\n=========================\n\nDeclaring versioned M2O relationship\n------------------------------------\n\nHere's an example with a sportsclub that can practice at most one sporty discipline::\n\n class SportsClub(Versionable):\n \"\"\"Sort of an association for practicing sports\"\"\"\n name = CharField(max_length=200)\n practice_periodicity = CharField(max_length=200)\n discipline = VersionedForeignKey('Discipline')\n\n class Discipline(Versionable):\n \"\"\"A sports discipline\"\"\"\n name = CharField(max_length=200)\n rules = CharField(max_length=200)\n\nIf a many-to-one (M2O) relationship can also be unset, don't forget to set the nullable flag (null=true) as an argument\nof the ``VersionedForeignKey`` field.\n\nAdding objects to a versioned M2O relationship\n----------------------------------------------\n\nLet's create two disciplines and some sportsclubs practicing these disciplines::\n\n running = Discipline.objects.create(name='Running', rules='There are none (almost)')\n icehockey = Discipline.objects.create(name='Ice Hockey', rules='There\\'s a ton of them')\n\n stb = SportsClub.objects.create(name='STB', practice_periodicity='tuesday and thursday night',\n discipline=running)\n hcfg = SportsClub.objects.create(name='HCFG',\n practice_periodicity='monday, wednesday and friday night',\n discipline=icehockey)\n lca = SportsClub.objects.create(name='LCA', practice_periodicity='individual',\n discipline=running)\n\n t1 = datetime.utcnow().replace(tzinfo=utc)\n\nReading objects from a M2O relationship\n---------------------------------------\nNow, let's read some stuff previously loaded::\n\n sportsclubs = SportsClub.objects.as_of(t1) # This returns all SportsClubs existing at time t1 [returned within a QuerySet]\n\n\nYou can also use select_related() to reduce the number of database queries made, if you know that you'll need the\nForeignKey-related objects::\n\n # Only one database query is made for this set of statements:\n hcfg = SportsClub.objects.current.select_related('discipline').get(name='HCFG')\n print hcfg.discipline.name\n\nNote that select_related only works for models containing foreign keys. It does not work for reverse relationships::\n\n # This does not save any database queries! select_related() has no effect here:\n icehockey = Discipline.objects.current.select_related('sportsclub_set').get(name='Ice Hockey')\n print icehockey.sportsclub_set.first().name\n\nThis is not a CleanerVersion limitation; it's just the way that Django's select_related() works. Use\nprefetch_related() instead if you want to prefetch reverse or many-to-many relationships. Note that\nprefetch_related() will use at least two queries to prefetch the related objects. See also\nthe :ref:`prefetch_related_notes`.\n\n\nFiltering using objects\n^^^^^^^^^^^^^^^^^^^^^^^\nFollowing on the above example, let's create a new version of the running Discipline. First, though, let's take\na look at the id, identities and foreign keys as they are now::\n\n >> (running.id, running.identity)\n (1, 1)\n >> (stb.discipline_id, stb.id, stb.identity)\n (1, 10, 10)\n >> (lca.discipline_id, lca.id, lca.identity)\n (1, 20, 20)\n\nOK, so now we create a new version::\n\n running = running.clone()\n running.rules = \"Don't run on other's feet\"\n running.save()\n\n # Fetch the old version from the database:\n running_at_t1 = Discipline.objects.as_of(t1).get(name='Running')\n\nHow do the id, identities, and foreign keys look at this point?\n::\n\n >> (running.id, running.identity)\n (1, 1)\n\n >> (running_at_t1.id, running_at_t1.identity)\n (2, 1)\n\n >> (stb.discipline_id, stb.id, stb.identity)\n (1, 10, 10)\n\n >> (lca.discipline_id, lca.id, lca.identity)\n (1, 20, 20)\n\nThe objects ``running`` and ``running_at_t1`` have different ids, but the same identity; they are different\nversions of the same object. The id of the old version has changed; the new version has the original id value.\n\nNotice that ``stb`` and ``lca`` still refer to Discipline with id ``1``. When they were created, at t1, they were\nactually pointing to a different version than the current version. Their discipline_id column was not updated to\npoint to the old version when ``running`` was cloned. This is an important implementation detail - foreign\nkeys point to the latest version of the foreign object, which always has it's id equal to it's identity. If this\nwas not the case, it would be necessary to clone all of the objects that have a foreign key pointing to object X when\nobject X is cloned; this would result in a very quickly growing database.\n\nWhen searching for an object at a given time t1, foreign key values are matched against the related records identity\ncolumn, and the related record are further restricted to those records that are valid at t1.\n\nAll of this should help you understand that when you filter a query for a certain point in time using an object,\nit's actually the identity of the object that will be used for the filtering, and not the id. You are effectively\nsaying, \"I want to limit to records that were associated *with some version of* this object\".\n::\n\n >> stb1 = SportsClub.objects.as_of(t1).filter(discipline=running, name='STB').first()\n >> stb2 = SportsClub.objects.as_of(t1).filter(discipline=running_at_t1, name='STB').first()\n >> (stb1.discipline.id, stb2.discipline.id)\n (2, 2)\n\n >> stb3 = SportsClub.objects.current.filter(discipline=running, name='STB').first()\n >> stb4 = SportsClub.objects.current.filter(discipline=running_at_t1, name='STB').first()\n >> (stb3.discipline.id, stb4.discipline.id)\n (1, 1)\n\n\nIf you really want to filter using the id of the object, you need to explicitly use the id instead of\npassing the object itself::\n\n >> stb5 = SportsClub.objects.as_of(t1).filter(discipline_id=running.id, name='STB').first()\n >> stb6 = SportsClub.objects.as_of(t1).filter(discipline_id=running_at_t1.id, name='STB').first()\n >> (stb5.discipline.id, stb6 is None)\n (2, True)\n\n >> stb7 = SportsClub.objects.current.filter(discipline_id=running.id, name='STB').first()\n >> stb8 = SportsClub.objects.current.filter(discipline_id=running_at_t1.id, name='STB').first()\n >> (stb7.discipline.id, stb8 is None)\n (1, True)\n\nMany-to-Many relationships\n==========================\n\nDeclaring versioned M2M relationships\n-------------------------------------\n\nAssume a Person can be part of multiple SportsClubs::\n\n class Person(Versionable):\n name = CharField(max_length=200)\n phone = CharField(max_length=200)\n sportsclubs = VersionedManyToManyField('SportsClub', related_name='members')\n\n class SportsClub(Versionable):\n \"\"\"Sort of an association for practicing sports\"\"\"\n name = CharField(max_length=200)\n practice_periodicity = CharField(max_length=200)\n\n\nAdding objects to a versioned M2M relationship\n----------------------------------------------\n\nAdding objects to a many-to-many relationship works just like in standard Django::\n\n person1 = Person.objects.create(name=\"Hanover Fiste\", phone=\"555-1234\")\n person2 = Person.objects.create(name=\"Gloria\", phone=\"555-6777\")\n club = SportsClub.objects.create(name=\"Sweatshop\", practice_periodicity=\"daily\")\n\n\n # This is one way to do it:\n club.members.add(person1, person2)\n\n # Another way to do it to assign a list. This will remove any existing\n # members that are not in the list, and add any members that are in the\n # list, but not yet associated in the database.\n club.members = [person1, person2]\n\nChanging many-to-many relationships is only allowed when using the current version of the object::\n\n # This would raise an Exception:\n old_club = SportsClub.objects.previous_version(club)\n old_club.members.add(person3)\n\n\nReading objects from a versioned M2M relationship\n-------------------------------------------------\n\nThis works just like in standard Django, with the exception that you specify either that you are using\nthe current state, or the state at a specific point in time::\n\n # Working with the current state:\n club = Club.objects.current.get(name='Sweatshop')\n local_members = club.members.filter(phone__startswith='555').all()\n\n # Working with a specific point in time:\n november1 = datetime(2014, 11, 1).replace(tzinfo=utc)\n club = Club.objects.as_of(november1).get(name='Sweatshop')\n # The related objects that are retrieved were existing and related as of november1, too.\n local_members = club.members.filter(phone__startswith='555').all()\n\n # Queries can of course traverse relationships, too:\n clubs_with_g_members = Club.objects.current.filter(members__name__startswith='G').all()\n\nVersioning objects being part of a versioned M2M relationship\n-------------------------------------------------------------\n\nVersioning an object in a ManyToMany relationship requires 3 steps to be done, including the initial setup:\n\n1) Setting up the situation requires to add at least two objects to a M2M relationship::\n\n blog1.items.add(item1)\n\n .. image:: ../images/clone_m2m_item_1.png\n :align: center\n\n2) Further on, let's clone the Item-instance::\n\n new_item1 = item1.clone()\n\n .. image:: ../images/clone_m2m_item_2.png\n :align: center\n\n3) CleanerVersion takes care of cloning and re-linking also the relationships::\n\n # done automatically by cleanerversion when item1.clone() was called\n\n .. image:: ../images/clone_m2m_item_3.png\n :align: center\n\nThe records in ManyToMany intermediary tables are versioned: they have ``version_birth_date``,\n``version_start_date`` and ``version_end_date`` columns. The ForeignKey columns in ManyToMany\nIntermediary tables store the ``id`` of the referenced records. Note that this is different than\nthe VersionedForeignKeys in Versionable model instances, which store the ``identity`` of the \nreferenced objects.\nThis is transparent in normal usage, but can be important to keep in mind when you need to write a query\nthat directly references the ForeignKey columns.\n\nRemoving objects from a versioned M2M relationship\n--------------------------------------------------\nChanging many-to-many relationships is only allowed when using the current version of the object.\n\nDeleting an object from a many-to-many relationship results in the record in the relationship table being\nsoft-deleted. In other words, a ``version_end_date`` is set on the relationship record.\n\nThe syntax for soft-deleting is the same as the standard Django Model deletion syntax::\n\n # Various ways to remove one or more associations:\n club.members.remove(person1)\n club.members.remove(person2, person3)\n club.members.remove(person4.id)\n club.members = []\n\n.. _prefetch_related_notes:\n\nNotes about using prefetch_related\n----------------------------------\n`prefetch_related <https://docs.djangoproject.com/en/stable/ref/models/querysets/#prefetch-related>`_ accepts\nsimple sting lookups or `Prefetch <https://docs.djangoproject.com/en/stable/ref/models/querysets/#django.db.models.Prefetch>`_\nobjects.\n\nWhen using ``prefetch_related`` with CleanerVersion, the generated query that fetches the related objects will\nbe time-restricted based on the base queryset. If you provide a ``Prefetch`` object that specifies a queryset, the\nqueryset must either not be time-limited (using ``.as_of()`` or ``.current``), or be time-limited with the same\n``.as_of`` or ``.current`` as the base queryset. If the ``Prefetch`` queryset is not time-limited, but the base\nqueryset is, the ``Prefetch`` queryset will adopt the same time limitation as the base queryset.\n\nFor example, assuming you want everything at the time ``end_of_last_month``, you can do this::\n\n # Prefetch queryset is not explicitly time-restricted, and will adopt the base queryset's time-restriction.\n disciplines_prefetch = Prefetch(\n 'sportsclubs__discipline_set',\n queryset=Discipline.objects.filter('name__startswith'='B'))\n people_last_month = Person.objects.as_of(end_of_last_month).prefetch_related(disciplines_prefetch)\n\nor this::\n\n # Prefetch queryset is explicitly time-restricted with the same time restriction as the base queryset.\n disciplines_prefetch = Prefetch(\n 'sportsclubs__discipline_set',\n queryset=Discipline.objects.as_of(end_of_last_month).filter('name__startswith'='B'))\n people_last_month = Person.objects.as_of(end_of_last_month).prefetch_related(disciplines_prefetch)\n\nHowever, the following ``Prefetch``, without a time restriction that differs from the base queryset, will\nraise a ``ValueError`` when evaluated::\n\n # Don't do this, the Prefetch queryset's time restriction doesn't match it's parent's:\n disciplines_prefetch = Prefetch(\n 'sportsclubs__discipline_set',\n queryset=Discipline.objects.current.filter('name__startswith'='B'))\n people_last_month = Person.objects.as_of(end_of_last_month).prefetch_related(disciplines_prefetch)\n\n\nIf a ``Prefetch`` without an explicit queryset is used, or a simple string lookup, the generated queryset will\nbe appropriately time-restricted. The following statements will propagate the base query's\n``as_of`` value to the generated related-objects queryset::\n\n people1 = Person.objects.as_of(end_of_last_month).prefetch_related(Prefetch('sportsclubs__discipline_set'))\n people2 = Person.objects.as_of(end_of_last_month).prefetch_related('sportsclubs__discipline_set')\n\nNavigating between different versions of an object\n==================================================\n\nAccessing the version at a given point in time\n----------------------------------------------\n\nIf you have an object item1, and know that it existed at some other time t1, you can get the other version like this::\n\n # Will throw exception if no object exists:\n version = Item.objects.as_of(t1).get(identity=item1.identity)\n\n # Or like this, which will return None if no object exists:\n version = Item.objects.as_of(t1).filter(identity=item1.identity).first()\n\nAccessing the current version of an object\n------------------------------------------\n\n``current_version(obj)`` will return the latest version of the obj, or ``None`` if no version is currently active.\n\nNote that if the current object thinks that it is the current object (e.g. ``version_end_date`` is ``None``),\nthis does not check the database. This means that if you fetched a copy of obj, and some other code has\ncreated a new version of obj before you call ``current_version()``, you will get your existing obj returned,\nnot the newest version from the database.\n::\n\n current_version = Items.objects.current_version(item1)\n\nAccessing the previous and next versions of an object\n-----------------------------------------------------\n\nYou can navigate between the versions of an object that you have.\n\n``previous_version(obj)`` will provide the previous version of obj. If there is no previous version, the returned\nobject will be the same object.\n::\n\n previous = Items.objects.previous_version(item1)\n\n``next_version(obj)`` will provide the next version of obj. If there is no next version, the returned\nobject will be the same object.\n\nNote that if the current object's ``version_end_date`` is ``None``, this does not check the database. This means that\nif you fetched a copy of obj, and some other code has created a new version of obj before you call ``next_version()``,\nyou will get your existing obj returned, not the newest version from the database.\n::\n\n next = Items.objects.next_version(item1)\n\n``current_version``, ``previous_version`` and ``next_vesion`` accept an optional parameter ``relations_as_of``.\nThis allows you to control the point in time which is used for accessing related objects (e.g. related by foreign key,\nreverse foreign key, one-to-one or many-to-many fields). Valid values for ``relations_as_of`` are:\n\n- ``'end'``: use version_end_date minus one microsecond. If the version is current, current related objects are\n returned when accessing relation fields. This is the default.\n\n- ``'start'``: use version_start_date\n\n- ``datetime object``: use this datetime. If the supplied datetime lies outside of the validity range of the version,\n a ``ValueError`` will be raised.\n\n- ``None``: no restriction is done. All objects ever associated with this object will be returned when accessing\n relation fields.\n\nDeleting objects\n================\n\nYou can expect ``delete()`` to behave like you are accustomed to in Django, with these differences:\n\nNot actually deleted from the database\n--------------------------------------\n\nWhen you call ``delete()`` on a versioned object, it is not actually removed from the database. Instead, it's\n``version_end_date`` is changed from None to a timestamp.\n\nThe same is true for the VersionedManyToManyField entries associated with the object you call ``delete()`` on:\nthey are terminated by setting a ``version_end_date``.\n\non_delete handlers\n------------------\n\n`on_delete handlers <https://docs.djangoproject.com/en/stable/ref/models/fields/#django.db.models.ForeignKey.on_delete>`_\nbehave like this:\n\nCASCADE\n~~~~~~~\nThe deletion is cascaded. In the CleanerVersion context, this means that the cascaded-to versions are terminated.\n\nSET, SET_NULL, SET_DEFAULT\n~~~~~~~~~~~~~~~~~~~~~~~~~~\nThe cascaded-to objects are cloned before SET, SET_NULL, or SET_DEFAULT are applied.\n\nDO_NOTHING\n~~~~~~~~~~\nDoes nothing, just like in standard Django. This has the effect of leaving a current object with a reference to\na deleted object. However, if you ask the current object for it's relations, it will not return the deleted object,\nbecause the deleted object does not match the current object's query time restriction (e.g. only current objects).\n\nPROTECTED\n~~~~~~~~~\nBehaves just like in standard Django.\n\nRestoring previous versions\n===========================\nPrevious versions can be restored like this::\n\n restored_version = old_version.restore()\n\n``restored_version`` will now be the current version. This creates a new version, the old version is left untouched.\nIf any current version existed when this code ran, it was terminated before the restored version was created.\n\nBe aware that relations (VersionedForeignKey, ManyToManyField, reverse foreign keys, etc.) are not restored. You will\nneed to restore relations yourself if necessary.\n\nIf the object being restored has a non-nullable VersionedForeignKey, you will need to supply a value (object instance\nor pk) for this field. If you do not supply a value, a ``versions.ForeignKeyRequiresValueError`` will be raised.\n\nValues can also be provided for other, non-ForeignKey fields at restore time.\n\nExample:\n\nModels::\n\n class Team(Versionable):\n name = models.CharField(max_length=50)\n\n class Mascot(Versionable):\n name = models.CharField(max_length=50)\n age = models.IntegerField()\n team = VersionedForeignKey(Team, null=False)\n\nCode::\n\n beaver = beaver_v1.restore(team=mascot_v1.team)\n\n # You can also use an id instead of an object when providing ForeignKeys, just be\n # sure to use the field.attname (usually: field name + '_id') as the parameter name:\n new_team_pk = Team.objects.current.get(name='Black Stripes').pk\n tiger = tiger_v4.restore(team_id=new_team_pk, age=33)\n\nDeferred fields\n===============\nIt is not possible to clone or restore a version that has been fetched from the database without all\nof it's fields, for example using one of these three equivalent statements::\n\n club = Club.objects.current.defer(\n 'phone', 'identity, 'version_start_date', 'version_end_date', 'version_birth_date'\n ).first()\n club = Club.objects.current.only('name').first()\n club = Club.objects.raw(\"\"\"\n SELECT id, name FROM {} WHERE version_end_date IS NULL\n \"\"\".format(Club._meta.db_table)[0]\n\nTrying to do so will raise a ValueError. Any versioned object that needs to be cloned or restored\nmust be fetched from the database without using ``defer()`` or ``only()`` (or ``raw()`` with only\nsome of the model's fields).\n\nUnique Indexes\n==============\nTo have unique indexes with versioned models takes a bit of care. The issue here is that multiple versions having the same\ndata can exist; potentially the only difference will be with the ``id``, ``version_start_date``, and ``version_end_date``\ncolumns.\n\nFor example, what if we want the name and phone_number to be unique together for current versions:\n\n+----------+----------+---------------------+---------------------+---------------------+--------------+--------------+\n| id (pk) | identity | version_birth_date | version_start_date | version_end_date | name | phone_number |\n+==========+==========+=====================+=====================+=====================+==============+==============+\n| 123 | 123 | 2014-08-14 14:43:00 | 2014-08-14 15:21:00 | None | Petra Mauser | 555-1234 |\n+----------+----------+---------------------+---------------------+---------------------+--------------+--------------+\n| 124 | 123 | 2014-08-14 14:43:00 | 2014-08-14 14:43:00 | 2014-08-14 15:09:00 | Peter Muster | 555-1234 |\n+----------+----------+---------------------+---------------------+---------------------+--------------+--------------+\n\nIn Postgresql, it's possible to create a\n`partially unique index <http://www.postgresql.org/docs/9.3/static/indexes-partial.html#INDEXES-PARTIAL-EX3>`_ which\nenforces that name and phone_number are unique together when the version_end_date is null. Other databases may have\na similar capability. A helper method for creating these partially unique indexes is provided for Postgresql, see\nthe `Postgresql specific`_ section for more detail.\n\nSpecifying the id of an object at creation time\n===============================================\n\nIt is possible to specify an id when creating a new object, instead of letting CleanerVersion do this for you. The\nid must be a unicode string representing a\n`version 4 UUID <http://en.wikipedia.org/wiki/Universally_unique_identifier#Version_4_.28random.29>`_.\n\n**Be careful if you do this!**. The possibility of collisions can increase greatly if not all sources that specify\na UUID use sufficient entropy. See\n`this <http://en.wikipedia.org/wiki/Universally_unique_identifier#Random_UUID_probability_of_duplicates>`_ for more\ndetails.\n\nThe database-level unique constraint on the id will prohibit a duplicate uuid from being inserted, but your application\nwill need to be ready to handle that.\n\nPostgresql specific\n===================\n\nDjango creates `extra indexes <https://docs.djangoproject.com/en/stable/ref/databases/#indexes-for-varchar-and-text-columns>`_\nfor CharFields that are used for like queries (e.g. WHERE foo like 'fish%'). Since Django 1.6 (the version\nCleanerVersion originally targeted) did not have native database UUID fields, the UUID fields that are used for the id\nand identity columns of Versionable models have these extra indexes created. In fact, these fields will never be\ncompared using the like operator. Leaving these indexes would create a performance penalty for inserts and updates,\nespecially for larger tables. ``versions.util.postgresql`` has a function ``remove_uuid_id_like_indexes`` that can be\nused to remove these extra indexes.\n\nFor the issue of `Unique Indexes`_, ``versions.util.postgresql`` has a function\n``create_current_version_unique_indexes`` that can be used to create unique indexes. For this to work, it's necessary\nto define a VERSION_UNIQUE attribute when defining the model::\n\n class Person(Versionable):\n name = models.CharField(max_length=40)\n phone_number = models.CharField(max_length=20)\n\n VERSION_UNIQUE = [['name', 'phone_number']]\n\nIf there are multiple sets of columns that should be unique, use something like this::\n\n VERSION_UNIQUE = [['field1', 'field2'], ['field3', 'field4']]\n\nAs an extra method of protection against bad data appearing, it is good to ensure that only one version of an object\nis current at the same time. This can be done by adding a partially unique index for the ``identity`` column.\nYou can use ``versions.util.postgresql.create_current_version_unique_identity_indexes()`` for this.\n\nFor an example of how to transparently create the database indexes for these VERSION_UNIQUE definitions in a Django\napp, removing the extra like indexes created on the CharField columns, and enforcing that only one version is current\nat the same time, see:\n\n* https://github.com/swisscom/cleanerversion/blob/master/versions_tests/__init__.py\n* https://github.com/swisscom/cleanerversion/blob/master/versions_tests/apps.py\n\nNote that this example is for Django >= 1.7; it makes use of the\n`application registry <https://docs.djangoproject.com/en/stable/ref/applications/>`_ that was introduced in Django 1.7.\n\n\nIntegrating CleanerVersion versioned models with non-versioned models\n=====================================================================\n\nIt is possible to combine both, versioned models (as described up to this point) and non-versioned models.\n\nIn order to have your relationships work out correctly, make use of ``VersionedForeignKey`` as described in the\nfollowing table.\nFor example, one has to read the table as follows: \\\n\"If a model inheriting directly from Django's ``Model`` is pointing\na model inheriting from ``Versionable``, then a ``VersionedForeignKey`` relation has to be used.\"\n\n+--------------------------------------+--------------+-----------------------+\n| Model def. FK \\\\ Model pointed by FK | models.Model | Versionable |\n+======================================+==============+=======================+\n| **models.Model** | ForeignKey() | VersionedForeignKey() |\n+--------------------------------------+--------------+-----------------------+\n| **Versionable** | ForeignKey() | VersionedForeignKey() |\n+--------------------------------------+--------------+-----------------------+\n\nNote that M2M-relationships have not been extended yet to work in a heterogeneous use case as described here.\n\nVersionedAdmin admin for Django Admin\n=====================================\n\nVersionedAdmin has three boolean fields that allow subclasses to easily control if the shortened identity, the version\nend date, and the version start date show in the change view. These fields are ``list_display_show_identity``,\n``list_display_show_end_date``, and ``list_display_show_start_date`` and by default they are set to ``True``.\n\nOut of the box, VersionedAdmin allows for filtering the change view by the ``as_of`` queryset filter, and whether the\nobject is current.\n\nUpgrade notes\n=============\n\nCleanerVersion 2.x / Django 1.9/1.10/1.11\n-------------------------------------------\n\nIn Django 1.9 major changes to the ORM layer have been introduced, which made existing versions of CleanerVersion for\nincompatible with Django 1.9 onwards. We decided to release a separate major version to support the Django 1.9 to 1.11.\n\nCleanerVersion 1.6.0 / Django 1.8.3\n-----------------------------------\nStarting with CleanerVersion 1.6.0, Django's ``UUIDField`` will be used for the ``id``, ``identity``,\nand ``VersionedForeignKey`` columns if the Django version is 1.8.3 or greater.\n\nIf you are upgrading from lower versions of CleanerVersion or Django, you have two choices:\n\n1. Add a setting to your project so that CleanerVersion will continue to use ``CharField`` for ``Versionable``'s\n UUID fields. Add this to your project's settings::\n\n VERSIONS_USE_UUIDFIELD = False\n\nThis value defaults to ``True`` if not explicitly set when using Django >= 1.8.3.\n\n2. Convert all of the relevant database fields to the type and size that Django uses for UUID fields for the\n database that you are using. This may be possible using Django's migrations, or could be done manually by\n altering the column type as necessary for your database type for all the ``id``, ``identity``, and\n foreign key columns of your ``Versionable`` models (don't forget the auto-generated many-to-many tables).\n This is not a trivial undertaking; it will involve for example dropping and recreating constraints.\n An example of column altering syntax for PostgreSQL::\n\n ALTER TABLE blog_author ALTER COLUMN id type uuid USING id:uuid;\n ALTER TABLE blog_author ALTER COLUMN identity type uuid USING identity:uuid;\n\nYou must choose one or the other solution; not doing so will result in your application no longer working.\n\nKnown Issues\n============\n\n* No `multi-table inheritance <https://docs.djangoproject.com/en/stable/topics/db/models/#multi-table-inheritance>`_\n support. Multi-table inheritance currently does not work if the parent model has a Versionable base class.\n See `this issue <https://github.com/swisscom/cleanerversion/issues/19>`_ for more details.\n\n* Creating `Unique Indexes`_ is a bit tricky for versioned database tables. A solution is provided for Postgresql (see the\n `Postgresql specific`_ section). Pull requests are welcome if you solve this problem for another database system.\n\n\nFor a more up-to-date state please check our `project page <https://github.com/swisscom/cleanerversion>`_.\n" } ]
25
natgable/cs-229-project
https://github.com/natgable/cs-229-project
7490322d83fdf055277d927be2a791f46a2dc776
7c114b664a5aee7d937f7aaa6a88b44d6986f461
b82d1734a696754456465cb5a63d283c7a0fde66
refs/heads/main
2023-01-19T02:35:18.225480
2020-11-18T21:15:34
2020-11-18T21:15:34
312,668,376
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5836575627326965, "alphanum_fraction": 0.589277982711792, "avg_line_length": 28.202531814575195, "blob_id": "7f4e1c6a659be7f6fe1bc95dd5d8b19b39dd8ed0", "content_id": "6fbcc54d18e2373a2b8e65e0ab465d05132354eb", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2313, "license_type": "no_license", "max_line_length": 104, "num_lines": 79, "path": "/feature_engineering/features_util.py", "repo_name": "natgable/cs-229-project", "src_encoding": "UTF-8", "text": "import numpy as np\nimport matplotlib.pyplot as plt\nimport tqdm\nimport pywt\nfrom sklearn.decomposition import PCA\n\ndef dft_features(X):\n \"\"\"\n Generate features using the 2-D Discrete Fourier Transform on the input images.\n\n Args:\n X: Inputs of shape (n_examples, dim).\n\n Returns:\n Outputs of shape (n_examples, dim).\n \"\"\"\n N_train = X.shape[0]\n nchannels = 3\n X_dft = np.zeros(X.shape)\n print(\"generating dft features\")\n for image in tqdm.tqdm(range(N_train)):\n for channel in range(nchannels):\n X_dft[image, :, :, channel] = np.real(np.fft.fft2(X[image, :, :, channel]))\n \n return X_dft\n\n\ndef wavelet_features(X):\n \"\"\"\n Generate features using the 2-D Discrete Wavelet Transform (similar to DCT) on the input images.\n\n Args:\n X: Inputs of shape (n_examples, dim).\n\n Returns:\n Outputs of shape (n_examples, dim).\n \"\"\"\n N_train = X.shape[0]\n nchannels = 3\n X_dwt = np.zeros(X.shape)\n print(\"generating wavelet features\")\n for image in tqdm.tqdm(range(N_train)):\n for channel in range(nchannels):\n coeffs = pywt.dwt2(X[image, :, :, channel], 'haar')\n LL, (LH, HL, HH) = coeffs\n X_dwt[image, :, :, channel] = np.block([[LL, LH], [HL, HH]])\n \n return X_dwt\n\n\ndef pca_features(X, n_components=0.9):\n \"\"\"\n Peform PCA on the input features. Does PCA channel-by-channel for RBG images.\n\n Args:\n X: Inputs of shape (n_examples, dim).\n\n Returns:\n Outputs of shape (n_examples, dim).\n \"\"\"\n nchannels = 3\n N_train = X.shape[0]\n img_size = X.shape[1]\n \n pca_out = np.zeros(X.shape)\n components = []\n \n for channel in range(nchannels):\n X_channel = X[:,:,:,channel].reshape(N_train, img_size * img_size)\n\n train_pca_channel = PCA(n_components=n_components)\n train_pca_channel.fit(X_channel)\n components_channel = train_pca_channel.transform(X_channel)\n projected_channel = train_pca_channel.inverse_transform(components_channel)\n \n components.append(components_channel)\n pca_out[:,:,:,channel] = projected_channel.reshape(N_train, img_size, img_size)\n \n return pca_out, components\n \n\n" }, { "alpha_fraction": 0.7795202732086182, "alphanum_fraction": 0.7961254715919495, "avg_line_length": 53.20000076293945, "blob_id": "65bd9a61d75c28d12df42f9e8e806bebe3c69497", "content_id": "c5d35f63f0da16d02d0520956c1ab4710722de0d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1084, "license_type": "no_license", "max_line_length": 560, "num_lines": 20, "path": "/README.md", "repo_name": "natgable/cs-229-project", "src_encoding": "UTF-8", "text": "# CS 229 Project\n## Team Members: Jim Best-Devereux and Natalie Gable\n## Remote Sensing of Hurricane Damage in Built Environments\n\n\nAssessing the damage to the built environment by hurricanes can often be a physically demanding and dangerous job, as it often includes in-person site surveys. With the massive amounts of satellite data, we are interested in applying computer vision techniques to do remote sensing of damage caused by natural disasters. This project will be application-based and will test different models on the problem of damage detection. We believe that remote sensing techniques are important and applicable now, more than ever, as our world and climate rapidly change. \n\nThis project is based off the work of Cao and Choe in 2020: https://arxiv.org/pdf/1807.01688.pdf.\n\n### Approaching the problem with simple models\n* SVM for binary classification\n* Feature engineering and image processing techniques\n* Shallow neural nets\n\n### Approaching the problem with deep models\n* Transfer learning on VGG-19\n\n### Extending the problem\n* Small training set\n* Application on other images\n" } ]
2
chinatsu/flyff-tools
https://github.com/chinatsu/flyff-tools
3fdddbfa8996d994c9fc89a411f8b9ccac56ecf4
32611b28cddde8e5ce5837728e075e104387323c
18cc3915012b9ee8f99693a787307e6358a81a86
refs/heads/master
2021-01-10T13:40:06.711366
2016-02-25T21:10:57
2016-02-25T21:10:57
46,742,098
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.7570093274116516, "alphanum_fraction": 0.7943925261497498, "avg_line_length": 12.375, "blob_id": "1492fe5090a05d46b7bad6862efd0abe1681a98f", "content_id": "9a483c0a5a7d067664db4d06ea939e687b95397b", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 107, "license_type": "permissive", "max_line_length": 55, "num_lines": 8, "path": "/README.md", "repo_name": "chinatsu/flyff-tools", "src_encoding": "UTF-8", "text": "# flyff-tools\nHalfassed attempt at certain automation tasks for Flyff\n\n# Dependencies\n\nPython 2.7\n\npywin32\n" }, { "alpha_fraction": 0.496917188167572, "alphanum_fraction": 0.5547409057617188, "avg_line_length": 35.37575912475586, "blob_id": "88f9a8b784c21689e2fef3832d9250f532b1b39e", "content_id": "014b66b929b25f8b581340a0b7a6842d056fce9f", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6001, "license_type": "permissive", "max_line_length": 94, "num_lines": 165, "path": "/Flyff/__init__.py", "repo_name": "chinatsu/flyff-tools", "src_encoding": "UTF-8", "text": "import win32con\nfrom win32api import SetCursorPos\nfrom win32gui import (PostMessage, IsWindowVisible, \n IsWindowEnabled, EnumWindows,\n GetWindowRect, IsIconic,\n ShowWindow, CloseWindow, GetWindowText)\nfrom win32process import GetWindowThreadProcessId, EnumProcesses\nfrom time import sleep\nfrom ctypes import (c_char_p, c_ulong, byref, windll, c_buffer, sizeof)\n\nversion = \"0.1.6\"\n\nkeys = {\"F1\": win32con.VK_F1,\n \"F2\": win32con.VK_F2,\n \"F3\": win32con.VK_F3,\n \"F4\": win32con.VK_F4,\n \"F5\": win32con.VK_F5,\n \"F6\": win32con.VK_F6,\n \"F7\": win32con.VK_F7,\n \"F8\": win32con.VK_F8,\n \"F9\": win32con.VK_F9,\n }\n\nclass Client():\n \"\"\"\n A Flyff client object with hwnd attribute for handling sending keys to a\n window, and name attribute displaying the logged in character name for\n easy identification (PIDs and hWnds aren't very identifiable).\n \"\"\"\n def __init__(self, pid):\n self.pid = pid\n self.hwnd = self.get_hwnds()\n self.name = self.get_name()\n\n def __repr__(self):\n return '<Flyff.Client %s>' % self.pid\n \n def get_hwnds(self):\n \"\"\"\n Get the hWnd values from the process ID (Flyff only has one hWnd per \n process, so we just return the one).\n \"\"\"\n def callback(hwnd, hwnds):\n if IsWindowVisible (hwnd) and IsWindowEnabled(hwnd):\n _, found_pid = GetWindowThreadProcessId(hwnd)\n if found_pid == self.pid:\n hwnds.append(hwnd)\n return True\n \n hwnds = []\n EnumWindows(callback, hwnds)\n return hwnds[0]\n \n #def get_name(self):\n # \"\"\"\n # Slightly buggy, but mostly working read of a client's logged in \n # character name. Only tested on a single server, so it might not\n # work at all elsewhere (yet).\n # The address variable isn't very reliable, as it seems it changes\n # between patches, and thus very likely different across different clients.\n # TODO: Find a robust pointer address for this purpose, I guess.\n # \"\"\"\n # OpenProcess = windll.kernel32.OpenProcess\n # ReadProcessMemory = windll.kernel32.ReadProcessMemory\n # CloseHandle = windll.kernel32.CloseHandle\n\n # PROCESS_ALL_ACCESS = 0x1F0FFF\n\n # address = 0x00187E59\n\n # buf = c_char_p(b'\\x00' * 16)\n # bufferSize = 16\n # bytesRead = c_ulong(0)\n\n # processHandle = OpenProcess(PROCESS_ALL_ACCESS, False, self.pid)\n # if ReadProcessMemory(processHandle, \n # address, buf, bufferSize, byref(bytesRead)):\n # name = buf.value.strip(b'\\x06').split(' ')[0]\n # if len(name) == 0:\n # name = 'Character not found (not logged in?)'\n # else:\n # name = 'Character not found (not logged in?)'\n # CloseHandle(processHandle)\n # return name\n \n def get_name(self):\n \"\"\"\n A certain server has character names in their title, how convenient.\n I'll be using their client to test some things for now.\n \"\"\"\n return GetWindowText(self.hwnd).split(' ')[0]\n\nclass Collector():\n \"\"\"\n A collector object, with the same attributes as a Client object and some\n coordinates and offsets related to collecting.\n \"\"\"\n def __init__(self, client):\n self.hwnd = client.hwnd\n self.pid = client.pid\n self.name = client.name\n \n if IsIconic(self.hwnd):\n ShowWindow(self.hwnd, win32con.SW_RESTORE)\n rect = GetWindowRect(self.hwnd)\n self.x, self.y, w, h = rect[0], rect[1], rect[2], rect[3]\n res = ((w - self.x) + (h - self.y))\n CloseWindow(self.hwnd)\n \n # offset_list is still shit, remind me to fix it\n offset_list = [ (1434, (350, 360)), # 800x600\n (1826, (465, 445)), # 1024x768\n (2034, (590, 420)), # 1280x720\n (2082, (590, 445)), # 1280x768\n (2114, (590, 460)), # 1280x800\n (2162, (630, 445)), # 1360x768\n (2338, (590, 570)), # 1280x1024\n (2390, (670, 510)), # 1440x900\n (2484, (650, 585)), # 1400x1050\n (2534, (750, 510)), # 1600x900\n (2698, (750, 595)), # 1600x1200\n (2764, (790, 585)), # 1680x1050\n (3018, (910, 595)) # 1920x1080\n ]\n for offset_tuple in offset_list:\n if offset_tuple[0]-5 <= res <= offset_tuple[0]+5:\n self.offset = offset_tuple[1]\n return\n \n def __repr__(self):\n return '<Flyff.Collector %s>' % self.pid\n \ndef get_process(n):\n hModule = c_ulong()\n modname = c_buffer(30)\n procs = []\n \n for pid in EnumProcesses():\n hProcess = windll.kernel32.OpenProcess(0x0400 | 0x0010, False, pid)\n if hProcess:\n windll.psapi.GetModuleBaseNameA(hProcess, hModule.value, modname, sizeof(modname))\n if modname.value == n:\n procs.append(pid)\n #-- Clean up\n for i in range(modname._length_):\n modname[i]='\\x00'\n windll.kernel32.CloseHandle(hProcess)\n return procs\n\ndef push_button(hwnd, key):\n \"\"\"\n Sends a key to a specified hwnd.\n \"\"\"\n PostMessage(hwnd, win32con.WM_KEYDOWN, key, 0)\n sleep(0.3) # a small timeout seems to be needed for the key to register\n PostMessage(hwnd, win32con.WM_KEYUP, key, 0)\n\ndef click_mouse(hwnd, tx, ty):\n \"\"\"\n Clicks at x, y in the specified window, relative to the window's upper\n left corner.\n \"\"\"\n SetCursorPos((tx, ty)) # should be the same for any resolution\n PostMessage(hwnd, win32con.WM_LBUTTONDOWN, 0, 0)\n PostMessage(hwnd, win32con.WM_LBUTTONUP, 0, 0)" } ]
2
grasshoff/philhistcomp
https://github.com/grasshoff/philhistcomp
6e9dc28d9c351bc044f97f9a092d3f96508f377a
e0356094eedbdf901c88cb9bdd821c1836d957c2
700567c8ff67af1ca1dabc02b438ec57bedc1e20
refs/heads/master
2023-03-01T17:05:29.375105
2021-02-10T10:39:54
2021-02-10T10:39:54
257,534,299
2
8
null
2020-04-21T08:45:30
2020-07-15T14:33:14
2020-07-15T14:52:42
Python
[ { "alpha_fraction": 0.724931001663208, "alphanum_fraction": 0.7310027480125427, "avg_line_length": 93.51304626464844, "blob_id": "9c48ba3d46494e721839494807826853ac107bb8", "content_id": "6f86d6104d3feba12b992c7d52eb1df8f4c804b1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 10872, "license_type": "no_license", "max_line_length": 806, "num_lines": 115, "path": "/docs/project_disagreement/additional_notebooks/hcq_2_sentences.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF\n\nThis markdown file has to be complemented by the corresponding notebook. It is strongly recommended to read the markdown file alongside the notebook:\n\n* [hcq_2_sentences.ipynb](hcq_2_sentences.ipynb)\n\nFor the previous steps see:\n\n* [hcq_1_clean_abstracts.md](hcq_1_clean_abstracts.md) and [hcq_1_clean_abstracts.ipynb](hcq_1_clean_abstracts.ipynb)\n\n\n\n# 2 Sentences\n\n\n\n## 0 Import Libraries\n\n* We import all required libraries\n* `nlp = spacy.load(\"en_core_web_lg\", disable=[\"ner\"])` We create an object called **`nlp`** by means of telling `spacy` to load the language model `\"en_core_web_lg\"` (that's one of `spacy`'s English language models). If applied to a text-**`string`** the nlp-object does *Natural Language Processing (NLP)* thereby creating a **`Doc`**-object. The text processing is done by several components that constitute a *processing pipeline*. For dividing the text of an abstract into single sentences *Named Entity Recognition (NER)* is not necessary. So we disable the respective pipeline component when loading the language model by setting the parameter ` disable=[\"ner\"]`. This makes our code run faster.\n\n The processing pipeline consists of these components (at least):\n\n - **tokenizer**\n - **tagger**\n - **parser**\n - **ner**\n\n (For further information see: [spaCy: Language Processing Pipelines](https://spacy.io/usage/processing-pipelines).)\n\n## 1 Load Dataframe\n\n* `abstract_df = pd.read_json(\"../data/HCQ_clean_abstracts.json\")`: We load the **`dataframe`** that we have created as in final result in the notebook \"hcq_1_clean_abstracts.ipynb\" (see also \"hcq_1_clean_abstracts.md\"). The dataframe is loaded by using the **`function`** `hcq_1_clean_abstracts()` from the `pandas` library. We call the dataframe `abstract_df `.\n\n\n\n## 2 New Dataframe: From Abstracts to Sentences\n\nFor the current project we are not interested in whole abstracts, but in certain sentences that are part of these abstracts. In this section the abstracts shall be decomposed into their single sentences. We store the sentences in a new dataframe. There shall be only one sentence per row. Furthermore we add the abstract's title from which the sentence is taken and a sentence ID which is construed with the help of the publication ID and a running number that is assigned to the abstracts sentences in order. By title or sentence ID we are able to determine to which abstract a sentence belongs (if this information is of interest for us). With the sentence ID we can uniquely identify a single sentence. Furthermore it allows to reconstruct the order in which some sentences appear in an abstract's text.\n\n* We define a function `single_sentences()` which is applied on a dataframe containing abstracts (strings) and returns a new dataframe that stores per row one single sentence, a unique identifier as well as the corresponding abstract's title (below the code block I will comment the steps of the code):\n\n ```python\n def single_sentences(dataframe):\n data_list = []\n \n for row_number in dataframe.index:\n sentence_number = 0\n \n for sentence in nlp(dataframe[\"abstract_clean\"].iloc[row_number]).sents:\n \n sentence_id = dataframe[\"Publication ID\"].iloc[row_number] + \"-\" + \t\tstr(sentence_number)\n \n data_list.append([sentence_id, dataframe[\"title\"].iloc[row_number], sentence.text])\n \n sentence_number += 1\n \n new_dataframe = pd.DataFrame(data_list, columns=[\"sentence_id\", \"title\", \"sentence\"])\n \n return new_dataframe\n ```\n * `def single_sentences(dataframe)`: The function takes the name of a dataframe as an argument. It is called on a dataframe.\n\n * `data_list = []`: At the beginning the empty list `data_list ` is created. It is the base for making the new dataframe. `data_list ` will be filled with several list-objects each of them will constitute a single row in the new dataframe.\n\n * `for row_number in dataframe.index:`: This sets a first `for`-loop that iterates over the index of row numbers of a dataframe. (That dataframe is specified by the argument if you call the function.) The following code is executed repeatedly for every row number of that index. That means it is executed for every row of the given dataframe.\n\n Just to get an idea what a dataframe's index looks like take the index of the dataframe `abstract_df` by calling `abstract_df.index`. This yields `Int64Index([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], dtype='int64')`.\n\n Given a fixed row number the code proceeds as follows (let's assume the number is n):\n\n * `sentence_number = 0`: We set a counter with initial value \"0\". We need that number to make the sentence ID.\n * `for sentence in nlp(dataframe[\"abstract_clean\"].iloc[row_number]).sents:`: This sets a second `for`-loop inside the first one. Since we know the row number is n and the column is specified as `\"abstract_clean\"` the expression inside the brackets refers to an abstract-string. With `nlp()` this string is processed into a Doc-object. The Doc has an attribute called `sents` which is a bunch of sentences the Doc consists of. (Let's say the sentences are s0 till s5 are the items of `Doc.sents`). The following code is executed repeatedly for each sentence in this bunch of sentences. For a given fixed sentence of `Doc.sents` the following code is executed (let's assume the sentence is s1):\n * `sentence_id = dataframe[\"Publication ID\"].iloc[row_number] + \"-\" + \t\tstr(sentence_number)`: Knowing that the row number is n and specifying the column of the dataframe as `\"Publication ID\"` we get a certain publication ID (a string). Using `+` we concatenate that string with `\"-\"` and the sentence number to a longer string. `sentence_number` is actually an **`integer`** (or **`int`**). Because Python allows only for concatenating one string with another string we have to convert `sentence_number` into a string. We do this by calling `str()` on `sentence_number`. We call the resulting string `sentence_id`.\n * `data_list.append([sentence_id, dataframe[\"title\"].iloc[row_number], sentence.text])`: We have the `sentence_id` and with `s1.text`(`sentence.text`) we have s1 as a string. With row number n and specifying the column as `\"title\"` we get a title. We put all three elements (sentence ID, title and sentence-string) into a list. This list will later constitute a row of the new dataframe. With the list-**`method`** `.append()` we add this list to `data_list`.\n * `sentence_number += 1`: This increases the value of the counter ``sentence_number` by one.\n * Now the second `for`-loop will start again with the next sentence in `Doc.sents` (i. e. s2).\n * If there are no more sentences left in `Doc.sents` first `for`-loop will start again with the next row number in the index (i. e n+1).\n\n * When the first `for`-loop has run with the last row number it will stop and the program will go on with: `new_dataframe = pd.DataFrame(data_list, columns=[\"sentence_id\", \"title\", \"sentence\"])`. This will make a new dataframe from `data_list` which is now filled with list-objects, each of them will constitute a single row in the new dataframe. To create the dataframe we call `DataFrame()`. The first argument of that function is `data_list` and as the second parameter `columns` we pass a list of strings (i. e. `[\"sentence_id\", \"title\", \"sentence\"]`) that will be the columns names. We call the resulting dataframe `new_dataframe`.\n\n * `return new_dataframe`: At last the function returns `new_dataframe`.\n\n* `sentences_df = single_sentences(abstract_df)`: We call the function `single_sentences()` on the dataframe `abstract_df`. The resulting dataframe is called `sentences_df`.\n\n* `sentences_df.to_json(\"../data/HCQ_sentences.json\")`: We export the dataframe `sentences_df` as a json-file. We call it `HCQ_sentences.json`and store it in the directora `data`. (See \"hcq_1_clean_abstracts.md\", §§1 and 5.)\n\n\n\n## 3 Labeling Sentences Manually\n\nIn this section I am going to export the sentences dataframe `sentences_df` as an Excel spread sheet. I'll use this Excel file to give labels to the sentences according to whether they might play a role in a disagreement that is of interest or whether they do not. Or, to describe it more technically, the label indicates whether the sentences should be found by a program or not. The Excel file serves as a measure to evaluate the search patterns that will be developed in later notebooks. I will assign labels to the sentences per hand.\n\n* `sentences_df = pd.read_json(\"../data/HCQ_sentences.json\")`: This loads the sentences dataframe we saved in a json-file a few lines earlier from that file again. It is stored in the variable `sentences_df`. This overwrites the former content stored in that variable. (Actually, this whole step is not necessary. I do it though to show that I am working here with the same dataframe as in the later notebooks.)\n* `sentences_df[\"sentence\"].to_excel(\"../labeling/sentences_to_be_labeled.xlsx\")`: This saves the the column `sentence` of the dataframe `sentences_df` as an Excel spread sheet. The Excel file is called `sentences_to_be_labeled.xlsx` and it is saved in the directory `labeling`.\n \n - For this step see the youtube video: [\"Intro to NLP with spaCy (3): Detecting programming languages | Episode 3: Evaluation\"](https://youtu.be/4V0JDdohxAk) \n \n - **IMPORTANT!**: If you open that Excel spread sheet please make sure to save it with a **different(!)** file name than the name you passed as an argument to the `.to_excel()`-method. Otherwise all labels will be overwritten when running the code of this notebook again!\n \n - Open the file `sentences_to_be_labeled.xlsx`. There are two columns: an unnamed column that is basically `sentences_df`'s index and on the right next to it a column \"sentence\" which is the column we exported.\n \n ![sentences_to_be_labeled_xlsx](../assets/sentences_to_be_labeled_xlsx.png)*sentences_to_be_labeled.xlsx*\n \n - We call the unnamed column \"label\" and set all values in that column to \"0\".\n \n ![sentences_labeled_xlsx](../assets/sentences_labeled_xlsx.png)*sentences_labeled.xlsx*\n \n - Then go through all rows: If we hit a sentence that we think our search pattern should find, then we change the value in column \"label\" to \"1\" (for that respective row). If we think our search pattern should not detect a sentence, then we leave the value for that sentence in column \"label\" unchanged (i. e. it remains \"0\").\n \n ![sentences_labeled_xlsx_1](../assets/sentences_labeled_xlsx_1.png)*sentences_labeled.xlsx: changing value*\n \n - If not done already save the file and give it a **new** name. (I chose `sentences_labeled.xlsx`).\n\n" }, { "alpha_fraction": 0.7259030342102051, "alphanum_fraction": 0.7396175265312195, "avg_line_length": 88.25862121582031, "blob_id": "bfbb9dd7c5e52a6c349f309c6c27122687a767ca", "content_id": "ff46f515c9630f8e7ad1ae759b0e5f3d812e8b0f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 5177, "license_type": "no_license", "max_line_length": 773, "num_lines": 58, "path": "/docs/terminological_continuity/ideal_strategy.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "### Terminological Continuity between Medieval and Early Modern Philosophy: *Ideal Strategy*\n\n1. **Preparation 1 (before importing the txt-files into Jupyter Notebook)**\n\n 1. find all the relevant writings in txt-format and in one coherent language (already done except for Ockham, probably in Latin as most parts of the writings haven't been translated into English yet. I will thus use the spaCy model for Latin, whose efficiency is uncertain.)\n 2. merge all the relevant writings of the three authors, i.e. create 3 big txt-files, one for each author, containing all the relevant raw data: Descartes.txt, Suarez.txt, Ockham.txt\n 3. clean up the txt-files: page numbers, footnotes, words sticking together etc. (ideally: write or find an algorithm to do the job for me)\n\n\n2. **Preparation 2 (in Jupyter Notebook)**\n\n 1. create doc-objects for each of the three txt-files, divide into sentences using \"sentencizer\", get rid of new lines\n 2. create dataframe_A with 4 columns:\n 1. sentence number\n 2. enumeration of all sentences in doc_Descartes\n 3. enumeration of all senteces in doc_Suarez\n 4. enumeration of all senteces in doc_Ockham\n 3. turn dataframe_A into json-file. This is the **first checkpoint**\n\n\n3. **Preparatory Analysis**\n\n 1. use SpaCy Matcher to define pattern = [{\"LEMMA\" : \"soul\" *and/or* \"faculty\"}]\n 2. write algorithm to detect implicit references to the terms in question: *if* match acc. to pattern defined in 3.1, *then* check also subsequent sentence: if subject of the sentence = a pronoun, then count as match. If match, then check also subsequent sentence: ... (this is only a first formulation of a possible strategy for detecting implicit references, still requires some refinement)\n 3. apply steps 3.1 and 3.2 to doc_Descartes, doc_Suarez, and doc_Ockham\n 4. create dataframe_B with 4 columns for each author, i.e. 12 columns in total (creation of dataframe requires several steps, maybe divide into 2 separate dataframes, one for spans and sentence number, one for sentence number and corresponding sentence):\n 1. span_start for matches in Descartes\n 2. span_end for matches in Descartes\n 3. sentence number (acc. to dataframe_A) in which span occurs\n 4. text of corresponding sentence\n 5. span_start for matches in Suarez\n 6. span_end for matches in Suarez\n 7. sentence number (acc. to dataframe_A) in which span occurs\n 8. text of corresponding sentence\n 9. span_start for matches in Ockham\n 10. span_end for matches in Ockham\n 11. sentence number (acc. to dataframe_A) in which span occurs\n 12. text of corresponding sentence\n 5. turn dataframe_B into json-file. This is the **second checkpoint**\n 6. analyse linguistic features of the sentences in columns 4 (d), 8 (h), and 12 (l) using part-of-speech tag and dependency (maybe turn into 3 separate doc-objects, one for each author, in order to facilitate analysis)\n 7. extract all adjectives and verbs that stand in direct relation with matches (i.e. with the terms \"soul\" and/or \"faculty\" as well as with the substituting pronouns). The underlying idea of step 7 is the following: since *all* remaining sentences are dealing with the concept of \"soul\" and/or \"faculty\", an analysis of their semantic similarity will yield a high degree of similarity, no matter *how* the three authors elaborate on those concepts. One should thus ignore the common feature of all those sentences (i.e. the term \"soul\" and/or \"faculty\") and only take into account the verbs and adjectives used in connection with those terms. This will allow for a more fine-grained semantic comparison. Important: include negation *as part of* the adjectives and verbs\n 8. create dataframe_C with 2 columns for each author, i.e. 6 columns in total:\n 1. all adjectives used in direct connection with \"soul\" and/or \"faculty\" in Descartes\n 2. all verbs used in direct connection with \"soul\" and/or \"faculty\" in Descartes\n 3. all adjectives used in direct connection with \"soul\" and/or \"faculty\" in Suarez\n 4. all verbs used in direct connection with \"soul\" and/or \"faculty\" in Suarez\n 5. all adjectives used in direct connection with \"soul\" and/or \"faculty\" in Ockham\n 6. all verbs used in direct connection with \"soul\" and/or \"faculty\" in Ockham\n 9. turn dataframe_C into json-file. This is the **third checkpoint** (and maybe turn again into three separate doc-objects, one for each author)\n\n\n4. **Final Analysis**\n\n 1. analyse semantic similarity between the three sets of adjectives and verbs:\n 1. doc_AdjVrbDescartes.similarity(doc_AdjVrbSuarez)\n 2. doc_AdjVrbDescartes.similarity(doc_AdjVrbOckham)\n 3. doc_AdjVrbSuarez.similarity(doc_AdjVrbOckham)\n 2. compare degree of semantic similarity: if degree of similarity Descartes/Ockham > degree of similarity Suarez/Ockham, then this amounts to an empirical validation of Perler's thesis with respect to the progressive/evolutionary development from medieval to early modern philosophy which devaluates Descartes as the \"grounding father\"\n" }, { "alpha_fraction": 0.7058534026145935, "alphanum_fraction": 0.7090506553649902, "avg_line_length": 21.09782600402832, "blob_id": "727fd2d378dd0381f32e369f9a92c1d5d271929a", "content_id": "f411a84cd9e01c9c6e79b186c6301818d750de87", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 4100, "license_type": "no_license", "max_line_length": 323, "num_lines": 184, "path": "/posts/packages/1. Python Installation.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# Python\n\nPython wurde bei Guido Van Rossum in 1991 entwickelt und es ist eine sehr beliebte Programmiersprache, weil es einfach zu lernen ist, denn die Syntax ist viel einfacher und man braucht weniger Code als andere Programmiersprachen. Außer die Standardbibliotheken, gibt es ganz viele Open Source Bibliotheken für zusätzliche Frameworks.\n\n\n\n## Installation\n\nWir müssen Python durch die Anaconda-Distribution installieren. Anaconda enthält nützliche Bibliotheken und ganz wichtig: Jupyter, das Notebook-System, das wir im Verlauf des Seminares verwenden werden. \n\n- Um mit der Installation zu beginnen:\n\n https://www.anaconda.com/distribution/\n\nDort sind die Download-Links für die MacOS, Linux und Windows. Je nach Computer laden Sie entweder das 64-Bit- oder 32-Bit-Installationsprogrammm herunter. (Die meisten Computer sind 64-Bit.) Folgen Sie den Installationsprozess Schritt für Schritt.\n\n- Mehr Information hier (genaue Anweisungen):\n\n https://docs.anaconda.com/anaconda/install/\n\n- Windows:\n\n https://docs.anaconda.com/anaconda/install/windows/\n\n- MacOS:\n\n https://docs.anaconda.com/anaconda/install/mac-os/\n\n - Linux:\n\n https://docs.anaconda.com/anaconda/install/linux/b\n\n- Es gibt auch eine kleinere Version, die \"Miniconda\" heißt, für diejenigen, die nicht viel Platz auf dem Computer haben:\n\n https://docs.conda.io/en/latest/miniconda.html\n\nWenn Sie über den Speicherplatz (5 GB) verfügen, empfehlen wird jedoch die vollständige Anaconda-Installation. \n\n- Wenn Sie Anaconda erfolgreich heruntergeladen haben und die Installationsschritte durchlaufen haben, sollten Sie in der Lage sein, \"Anaconda Navigator\" zu finden. Diese ist eine Desktop-App, mit der Sie schnell Jupyter Notebooks starten können.\n- Also bestätigen Sie Ihre Installation, indem Sie auf \"Anaconda Navigator\" klicken.\n- Die Umgebung dieses Seminars ist \"Jupyter Notebook\":\n\n![jupyter](assets/jupyter.png)\n\n\n\n## Kommandozeile\n\nDie Befehle sind anders in MacOS, Linux und Windows. \n\nTipp: Wenn Sie durch die Verzeichnisse navigieren möchten, nutzen Sie \"cd D\" und drücken Sie auf die Tabulatortaste.\n\n\n\n### Windows\n\nSchauen wir zuerst einige Windows-Kommandozeile-Operationen.\n\nIhr müsst \"Eingabeaufforderung\" suchen, oder auf Englisch \"Command Promt\"\n\n- Dann könnt ihr Folgendes eingeben, um zu sehen, wo wir uns gerade befinden; es steht für \"current directory\":\n\n ```\n cd\n ```\n\n- Die nächste Eingabe steht für \"directory\" und zeigt den Inhalt des Verzeichnisses:\n\n ```\n dir\n ```\n\n- Um das Verzeichnis zu ändern, geben Sie \"cd NameDesVerzeichnisses\", zum Beispiel:\n\n ```\n cd Desktop\n ```\n\n- Um zurück zu gehen:\n\n ```\n cd ..\n ```\n\n- Mit der nächsten Eingabe, wird alles gelöscht (\"clear screen\").\n\n ```\n cls\n ```\n\n \n\n### MacOs & Linux\n\nIn MacOS und Linux müsst ihr \"Terminal\" suchen. \n\n- Um zu sehen, wo wir uns gerade befinden, Folgendes eingeben:\n\n ```\n pwd\n ```\n\n- Mit der nächsten Eingabe, könnt ihr eine Liste mit den Dateien dieses Verzeichnisses sehen:\n\n ```\n ls\n ```\n\n- Um das Verzeichnis zu ändern, geben Sie \"cd NameDesVerzeichnisses\", zum Beispiel:\n\n ```\n cd Desktop\n ```\n\n- Um zurück zu gehen:\n\n ```\n cd ..\n ```\n\n- Um alles zu löschen:\n\n ```\n clear\n ```\n\n \n\n## Pakete\n\n- Um den aktuellen Status der Umgebung zu sehen, geben Sie in die Kommandozeile Folgendes ein:\n\n```\npip freeze\n```\n\n- Suchen Sie in der Liste nach:\n - [ ] nltk\n - [ ] pandas\n - [ ] re\n - [ ] scikitlearn\n - [ ] spacy\n \n- Wenn Sie alle Pakete finden, dann sind Sie fertig mit dem Setup. \n\n- Wenn Sie die Pakete nicht finden, öffnen Sie die Kommandozeile. Gegebenenfalls installieren Sie wie folgt:\n\n - nltk\n\n ```\n pip install nltk\n ```\n\n - pandas\n\n ```\n pip install pandas\n ```\n\n - re\n\n ```\n pip install regex\n ```\n\n - scikitlearn\n\n ```\n pip install scikit-learn\n ```\n\n - spacy\n\n ```\n pip install spacy\n ```\n\n Siehe das Tutorial \"10. Natural Language Processing\" für die ganze Installation von spaCy.\n" }, { "alpha_fraction": 0.7857142686843872, "alphanum_fraction": 0.7857142686843872, "avg_line_length": 20.36842155456543, "blob_id": "699f400457f679d6864aed72fea081e5e4fea7e9", "content_id": "80ac2da44eb3d952aef69c9d79c950d646429285", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 406, "license_type": "no_license", "max_line_length": 101, "num_lines": 19, "path": "/docs/piraha_language/piraha_language.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# Projekttitel\n\nPiraha Language Numerals\n\n## Datensatz\n\nhttps://github.com/languageMIT/piraha\n\n\n## Frage bezogen auf die Daten\n\nQuestion: What does the apparent absence of numerals in the Piraha Language say about the world that \nit describes? Compare every day situations in Piraha and English.\n\nResearch Objects: A collections of sentences and word from the Piraha language\n\n\n## Namen der Autoren\nJuan García-Berdoy\n" }, { "alpha_fraction": 0.7613998055458069, "alphanum_fraction": 0.7698833346366882, "avg_line_length": 48.68421173095703, "blob_id": "485df070002d163528636fc73192b061504ce56e", "content_id": "c4037a2182b9ae165cf4184ab08b1fd79cc70f84", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 943, "license_type": "no_license", "max_line_length": 255, "num_lines": 19, "path": "/docs/trolley_cases/text.md.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "Background\n------------------\n\nThe trolley dilemma is a well-known thought experiment to explore whether peoples moral intuitions lean\nmore towards either deontological, or utilitarian ethics. You are to imagine a train which is about to collide\nwith a number of people on the track, and yourself being able to pull a lever that would divert the train onto another track where a fewer number of people would die. Persons who would not pull the lever are said to lean more towards deontological ethics.\n\n![](assets\\Trolley_problem.png)\n\nimage by [McGeddon](https://commons.wikimedia.org/wiki/User_talk:McGeddon)\n\nResearch objects\n-------------------------\n\nresearch objects = multiple studies on trolley cases\n\nempirical sources = [dataset containing moral preferences expressed by 70,000 participants](https://bit.ly/2Y7Brr9)\n\nresearch question = Do more German men than woman choose to activate the switch in the classical trolley experiment?" }, { "alpha_fraction": 0.7406250238418579, "alphanum_fraction": 0.7437499761581421, "avg_line_length": 31, "blob_id": "36b635960026c498d13a4613d9e8b75831dd9fe8", "content_id": "a2df0844172085d3c76538c5c499224e1feffd90", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 320, "license_type": "permissive", "max_line_length": 79, "num_lines": 10, "path": "/.env/lib/python3.7/site-packages/wasabi/__init__.py", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# coding: utf8\nfrom __future__ import unicode_literals\n\nfrom .printer import Printer # noqa\nfrom .tables import table, row # noqa\nfrom .traceback_printer import TracebackPrinter # noqa\nfrom .util import color, wrap, get_raw_input, format_repr, diff_strings # noqa\nfrom .util import MESSAGES # noqa\n\nmsg = Printer()\n" }, { "alpha_fraction": 0.75, "alphanum_fraction": 0.75, "avg_line_length": 24.33333396911621, "blob_id": "a9f81c76d8e4516cf01a52913dfa357098c88e0f", "content_id": "b8ca0fdd62b3e04dfab95513c8f6e87985d1255b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 76, "license_type": "no_license", "max_line_length": 59, "num_lines": 3, "path": "/documentation/site/nurse_hate_thread/author.yaml/author.yaml.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "author: Regine Rørstad Torbjørnsen\n\ntitle: The female non-heroes in online \"nurse hate threads\" " }, { "alpha_fraction": 0.4191685914993286, "alphanum_fraction": 0.4214780628681183, "avg_line_length": 19.619047164916992, "blob_id": "b3fb7e5e596b82e0a7cef667bf0195f8e7ed2873", "content_id": "eb9450fd115d691cd77629185cb7ca7d0602972d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 868, "license_type": "no_license", "max_line_length": 46, "num_lines": 42, "path": "/docs/econ_abm/assets/RL/RlStats.cs", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "using System;\nusing System.Collections.Generic;\nusing System.Text;\n\nnamespace Msal.Rl {\n\n public struct RlStats {\n public double m_mean;\n public int m_count;\n\n public RlStats(double mean, int count)\n {\n m_mean = mean;\n m_count = count;\n }\n\n\n public void Add(double value, int n)\n {\n if (Double.IsNaN(m_mean)) {\n m_mean = value / n;\n m_count = n;\n } else {\n var count = m_count;\n count += n;\n value -= m_mean;\n m_mean += n * value / count;\n m_count = count;\n }\n }\n\n public void Add(double value)\n {\n Add(value, 1);\n }\n\n public bool IsDefined\n {\n \tget { return m_count > 0; }\n }\n }\n}\n" }, { "alpha_fraction": 0.7440597414970398, "alphanum_fraction": 0.7500364184379578, "avg_line_length": 77.62751007080078, "blob_id": "0dcd07756b7db68f18a5b639c4fe133d64ac86a7", "content_id": "29b715021086176bb0ea8abc31eb4a15cb13c964", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 27443, "license_type": "no_license", "max_line_length": 983, "num_lines": 349, "path": "/documentation/docs/project_disagreement/additional_notebooks/hcq_5_entity_labels.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF\n\nThis markdown file has to be complemented by the corresponding notebook. It is strongly recommended to read the markdown file alongside the notebook:\n\n* [hcq_5_entity_labels.ipynb](hcq_5_entity_labels.ipynb)\n\nFor the previous steps see:\n\n* [hcq_1_clean_abstracts.md](hcq_1_clean_abstracts.md) and [hcq_1_clean_abstracts.ipynb](hcq_1_clean_abstracts.ipynb)\n* [hcq_2_sentences.md](hcq_2_sentences.md) and [hcq_2_sentences.ipynb](hcq_2_sentences.ipynb)\n* [hcq_3_verb_filter.md](hcq_3_verb_filter.md) and [hcq_3_verb_filter.ipynb](hcq_3_verb_filter.ipynb)\n* [hcq_4_noun_filter.md](hcq_4_noun_filter.md) and [hcq_4_noun_filter.ipynb](hcq_4_noun_filter.ipynb)\n\n\n\n\n\n# 5 Entity Labels\n\nCurrently we can find disagreement sentences with our combination of verb filter and noun filter: V2N2. In order to reach this aim we make use of SUPPORT-verbs and EVIDENCE-nouns. These are entities V2N2 searches for to find disagreement sentences. In this notebook we are going to give labels to these entities so that they can be highlighted when displaying a disagreement sentence. Since the SUPPORT-relation between some body of evidence and a certain statement can be negated, we want also to be able to find and highlight negation expressions. This will make it more visible if two sentences show disagreement. Thus, we view negation expressions as entities and we will label them, too.\n\n## 0 Import Libraries\n\nImport the required libraries and the language model. \n\n[Besides the **`nlp`**-object `nlp` we create a second nlp-object called `nlp`. The two nlp-objects differ only in this respect that *Named Entity recognition (NER)* is not a component of `nlp`'s natural language processing pipeline whereas for `nlp` it is. We use `nlp` to filter sentences (with V2N2) and for this purpose named entity recognition is not needed. Disabling the `ner`-component can make running the code faster.\n\nsiehe früheres NB\n\nBut for labeling the entities SUPPORT-verbs, EVIDENCE-nouns and negations we need named entity recognition in the natural language processing of the sentences. Because these are the entities that shall be recognized by the computer. Thus, we need an nlp-object with a working `ner`-component in the pipeline. This is were our second instance of an nlp-object - `nlp` - comes into play.]\n\n\n\n## 1 Load Dataframe\n\nLoad the data stored in `HCQ_sentences.json` in the **`dataframe`** `sentences_df`. (This collection of sentences encompasses 216 sentences.)\n\n\n\n## 2 Verb Filtered Sentences\n\nWe filter the sentences in `sentences_df` by means of the verb filter developed in \"hcq_3_verb_filter.ipynb\" (see also \"hcq_3_verb_filter.md\"). The result is a list that contains the eleven remaining sentences. The list is named `verb_filtered_sentences_2`.\n\n​ \n\n## 3 Noun Filtered Sentences\n\nWe use the `noun_matcher_2` to filter the sentences in `verb_filtered_sentences_2`. We have developed the noun filter in \"hcq_4_noun_filter.ipynb\" (see also \"hcq_4_noun_filter.md\" for a description). The remaining nine sentences are stored in the list `noun_filtered_sentences_2`. There were 216 sentences in our original collection (`sentences_df`) of sentences. After successively applying the verb filter and the noun filter we end up with nine sentences in `noun_filtered_sentences_2`.\n\nI need to mention an important detail here. The sentences in `noun_filtered_sentences_2` are of datatype **`string`**; they are **not** **`Doc`**-objects! (The code commands that the `doc.text` shall be added to the list if it the `doc` meets the given criteria. This adds strings to the list.) It is important for the sentences to be strings because for labeling entities we have to process the sentences by means of the nlp-object `nlp` . An nlp-object expects a string as the argument. Passing a Doc as the argument will cause an error.\n\n\n\n## 4 Label Entities\n\nFor labeling the entities we use `spacy`'s *Entityruler*. For further information on how to use the Entityruler see: [https://spacy.io/usage/rule-based-matching#entityruler](https://spacy.io/usage/rule-based-matching#entityruler).\n\nAt first we initialize the Entityruler and call it `ruler`:\n\n```python\nruler = EntityRuler(nlp, validate=True)\n```\n\nThen we tell `ruler` what to find and how to label them.\n\n### 4.1 SUPPORT-verbs\n\nIn this subsection we set up a device that recognizes SUPPORT-verbs (which are hints that point to the SUPPORT-relation). Through named entity recognition these verbs shall be recognized and given the label `SUPP`.\n\n* We start by defining label patterns for the SUPPORT-verbs. Our list of patterns is named `verb_patterns`:\n\n ```python\n [{\"label\": \"SUPP\", \"pattern\": [{\"POS\": \"VERB\", \"DEP\": \"ROOT\", \"LEMMA\": {\"IN\": ['reveal', 'show', 'suggest', 'support']}}]}, \n {\"label\": \"SUPP\", \"pattern\": [{\"POS\": \"VERB\", \"DEP\": \"xcomp\", \"LEMMA\": \"confirm\"}]}]\n ```\n\n An entity pattern is **`dictionary`** that has two keys: `label` and `pattern`. Here the value for `label` is the string `SUPP` because we want SUPPORT-verbs to be marked with the label `SUPP`. The values for the `pattern` are the search patterns we used in the `verb_matcher_2`. These define the patterns of tokens in a Doc that shall be marked with the label `SUPP`.\n\n* `ruler.add_patterns(verb_patterns)`: We add the entity pattern `verb_patterns` to our Entityruler `ruler`.\n\n* `nlp.add_pipe(ruler)`: We add `ruler` to the pipeline of `nlp`. This last pipeline component will find certain token patterns (i. e. SUPPORT-verbs) and will assign to them the label `SUPP`.\n\n* `disagreement_sentences_1 = list(nlp.pipe(noun_filtered_sentences_2))`: We now convert all strings in `noun_filtered_sentences_2` into Docs. By this processing a the SUPPORT-verbs found by `ruler` are labeled with `SUPP`. These Docs are stored in a list. We assign the list to the variable `disagreement_sentences_1`. \n\n### 4.2 Nouns\n\nUp to now we can find and label SUPPORT-verbs in a sentences. We reached this by telling the Entityruler the label and the token patterns to be marked by that label. In this subsection we want to proceed in a similar way to label EVIDENCE-nouns. But instead of describing to `ruler` patterns that it should find and label we use another possibility to tell the Entityruler which parts of a sentence are to be labeled: we give phrases (which are technically strings).\n\nBut there is another difference. As with the SUPPORT-verbs we label the verbs only. In contrast I want that more than just the noun is labeled as the entity of interest. What shall be labeled as an entity is a whole phrase. For example such a phrase will be a noun added by an article, like \"[t]he findings\".\n\nI could have finished this task by means of \"copy & paste\". But I'd like to do it through coding. (I hope that this might reveal some interesting aspects.) I want to make use of the possibility provided by `spacy` to see the *noun chunks* of a sentence. Noun chunks are slices of sentences. A noun is the syntactical center of such an object. Words that help to specify the noun further are gathered around this center. (For more information on noun chunks see: [https://spacy.io/usage/linguistic-features#dependency-parse](https://spacy.io/usage/linguistic-features#dependency-parse).) \n\nNoun phrases that indicate evidence or process of gaining evidence shall get the label `EVID`. As we have seen in \"hcq_4_noun_filter.ipynb\" (or \"hcq_4_noun_filter.md\", respectively) not all sentences have EVIDENCNE-nouns. In one of them there is a \"[w]e\" referring to scientists or scientific institution(s) that conduct research an produce evidence. Though I subsume the \"[w]e\" under the name EVIDENCE-nouns I will assign to it the label `SCI`. With this label I mean to mark such entities that are scientists, groups of scientists, scientific institutions or the like.\n\n#### 4.2.1 EVIDENCE-nouns\n\nLooking at the search patterns for `noun_matcher_2` you'll see that in most cases the EVIDENCE-nouns are the nominal subject of their respective sentence (`nsubj`). For each sentence (Doc) in `disagreement_sentences_1` the computer shall go through all noun chunks in the respective sentence. I am interested in those noun chunks of which the noun is the nominal subject of the sentence. The noun is called the root of the noun chunk. Thus, we are looking for those noun chunks of which the root is the nominal subject of its sentence; in code: `chunk.root.dep_ == \"nsubj\"`. If this is the case the text of chunk shall be printed on screen. Code:\n\n```python\nfor doc in disagreement_sentences_1:\n for chunk in doc.noun_chunks:\n if chunk.root.dep_ == \"nsubj\":\n print(chunk.text)\n```\n\nThis yields the following noun chunks:\n\n```\nWe\nThis re-analysis\nThis systematic review and meta-analysis\nThese results\nInterpretation Preliminary findings\nPreliminary evidence\nThe findings\nthese drugs\nour survey\n```\n\nWe is not an EVIDENCE-noun in the strict sense, but I regard it as such. Therefor it is okay that it is among the results. But \"these drugs\" is not a noun chunk that shall be labeled as indicating an EVIDENCE-noun. Let's see if we can confine the results in such a way that these \"these drugs\" is ruled out.\n\n`spacy` views the syntactical structure of a sentence as being tree like. The syntactical structure is represented in the form of a *dependency tree*. This tree structure defines how the tokens of a sentences are connected to each other. As we have seen a chunk has a main part - the chunk's root - to which all other parts of the chunk are connected in a certain way. In an analogous way the chunk's root is connected to another part of the sentence which has a \"higher\" position in the dependency tree. This next higher sentence part is called the *head* of the chunk's root; in code: `chunk.root.head`. We change the last code a bit. The computer shall additionally print the head of the chunk's root, in the lemmatized form:\n\n```python\nfor doc in disagreement_sentences_1:\n for chunk in doc.noun_chunks:\n if chunk.root.dep_ == \"nsubj\":\n print(chunk.text, chunk.root.head.lemma_)\n```\n\nWe get:\n\n```\nWe be\nThis re-analysis reveal\nThis systematic review and meta-analysis show\nThese results support\nInterpretation Preliminary findings suggest\nPreliminary evidence suggest\nThe findings support\nthese drugs have\nour survey show\n```\n\nCompare this to the list of (some of) our SUPPORT-verbs:\n\n```python\n['reveal', 'show', 'suggest', 'support']\n```\n\nThe chunks that have an EVIDENCE-noun as their root also have a SUPPORT-verb as their head. For example the chunk \"[t]he findings\" (chunk root = \"findings\") has as its head \"support\". In contrast the chunk \"these drugs\" does not have an EVIDENCE-noun as its root and its head is no SUPPORT-verb. Here linguistic objects might reflect what is an assumption of this project: There is a SUPPORT-relation of the metalanguage that relates evidence with statements.\n\nWe add a further condition to our code block: The computer shall only display the requested noun chunks if the lemma of its head is a member of the list `['reveal', 'show', 'suggest', 'support']`; i. e. if the head is a SUPPORT-verb. Code:\n\n```python\nfor doc in disagreement_sentences_1:\n for chunk in doc.noun_chunks:\n if chunk.root.dep_ == \"nsubj\":\n if chunk.root.head.lemma_ in ['reveal', 'show', 'suggest', 'support']:\n print(chunk.text)\n```\n\nWe get:\n\n```\nThis re-analysis\nThis systematic review and meta-analysis\nThese results\nInterpretation Preliminary findings\nPreliminary evidence\nThe findings\nour survey\n```\n\nThis time we see only noun chunks of which the root is an EVIDENCE-noun. The chunk \"these drugs\" is not shown any longer. (Unfortunately, we also got rid off \"[w]e\", but we will deal with this problem in a second.) We make use of this last code block to define the function `evidence_chunks`. This function is to be passed on a list of Doc-objects and it returns a list of label patterns. Code:\n\n```python\ndef evidence_chunks(Doc_list):\n evid_chunks = []\n for doc in Doc_list:\n for chunk in doc.noun_chunks:\n if chunk.root.dep_ == \"nsubj\":\n if chunk.root.head.lemma_ in ['reveal', 'show', 'suggest', 'support']:\n evid_chunks.append({\"label\": \"EVID\", \"pattern\": chunk.text})\n \n return evid_chunks\n```\n\nThis function creates the empty list `evid_chunks`. It goes through each Doc-object in a given list (`Doc_list`) and looks at the noun chunks in a Doc. If the noun chunk's root is the nominal subject (`nsubj`) and if the noun chunk's head is a SUPPORT-verb, then the function will add a dictionary to `evid_chunks`. The dict has two keys: `label` and `pattern` . The value for the key `label` is always `EVID`. The value of the key `pattern` is the noun chunk in form of a string.\n\nWe pass the function `evidence_chunks` on `disagreement_sentences_1`. This automatically generates a list of label patterns for the noun chunks we saw above. We call this list of label patterns `evidence_patterns`. The result of running `evidence_patterns = evidence_chunks(disagreement_sentences_1)` looks like this:\n\n```\n[{'label': 'EVID', 'pattern': 'This re-analysis'},\n {'label': 'EVID', 'pattern': 'This systematic review and meta-analysis'},\n {'label': 'EVID', 'pattern': 'These results'},\n {'label': 'EVID', 'pattern': 'Interpretation Preliminary findings'},\n {'label': 'EVID', 'pattern': 'Preliminary evidence'},\n {'label': 'EVID', 'pattern': 'The findings'},\n {'label': 'EVID', 'pattern': 'our survey'}]\n```\n\nFinally, we add `evidence_patterns` to our Entityruler. (This will cause a warning. Please ignore it for the moment.)\n\n#### 4.2.2 Add \"trial_label_pattern\"\n\nIn this way we updated our list of label patterns. After that we make a new list of Doc-objects: `disagreement_sentences_2`. In the notebook \"hcq_5_entity_labels.ipynb\" some sentences are displayed with `displacy`. Not only the SUPPORT-verbs are highlighted. In case there occurs an EVIDENCE-noun in a sentence, then the corresponding noun chunk is highlighted, too.\n\nAs you can see in the following sentences the noun chunks are not highlighted:\n\n```\n(0) We were unable to confirm a benefit of hydroxychloroquine or chloroquine, when used alone or with a macrolide, on in-hospital outcomes for COVID-19.\n\n(8) Chloroquine phosphate, an old drug for treatment of malaria, is shown to have apparent efficacy and acceptable safety against COVID-19 associated pneumonia in multicenter clinical trials conducted in China.\n```\n\nI want that in (8) \"multicenter clinical trials\" is also labeled as `EVID` thought this phrase does not show the subject of the sentence. (For some remarks on that sentence see \"hcq_4_noun_filter.md\", section 4 \"Noun Filter: Refinements\".) We define (manually) a label pattern to match and label that phrase. We call the pattern `trial_label_pattern`:\n\n```python\ntrial_label_pattern = [{\"label\": \"EVID\", \"pattern\": \"multicenter clinical trials\"}]\n```\n\nThen we add `trial_label_pattern` to our Entityruler `ruler`: `ruler.add_patterns(trial_label_pattern)`\n\n#### 4.2.3 Add \"we_label_pattern\"\n\nIn a similar manner we are going to proceed with sentence (0). It is the \"[w]e\" that i want to label. Though I often treated \"[w]e\" as if it is an EVIDENCE-noun, strictly speaking it is none. In itself it does not refer to evidence or processes resulting in such evidence. But it does refer to scientists or scientific institutions that do research and thereby produce evidence. I might could have assigned to \"[w]e\" the label `EVID`, but I decided to label it as `SCI`.\n\nWe define the label pattern `we_label_pattern`:\n\n```python\nwe_label_pattern = [{\"label\": \"SCI\", \"pattern\": \"We\"}]\n```\n\n Then we add `we_label_pattern` to `ruler`: `ruler.add_patterns(we_label_pattern)`.\n\nAfter updating `ruler` in this way, we now create a new list of Doc-objects `disagreement_sentences_3`. Further entities are labeled. As you can see \"[w]e\" is now labeled as `SCI` and \"multicenter clinical trials\" is labeled as `EVID` (\"hcq_5_entity_labels.ipynb\"). \n\n### 4.3 Negations\n\nFinally, we will enable the Entityruler to label such entities that are of type negation. Going through the remaining nine sentences I have looked for linguistic constructions that would express a negation. By such constructions it should be denied that a SUPPORT-relation obtains between evidence and a statement. In this way I manually created the label pattern `negation_patterns`:\n\n```python\nnegation_patterns = [{\"label\": \"NEG\", \"pattern\": [{\"LEMMA\": {\"IN\": [\"not\", \"no\", \"unable\"]}}]}]\n```\n\nOn behalf of `negation_patterns` the Entityruler is able to find and label certain negations in sentences of `noun_filtered_sentences_2`.\n\nWith `ruler.add_patterns(negation_patterns)` we add `negation_patterns` to our Entityruler `ruler`. By this we update `ruler`. After updating the ruler we create a new list of Doc-objects from our list of filtered sentences (`noun_filtered_sentences_2`): `disagreement_sentences_4`. If there occurs a defined entity in a Doc of `disagreement_sentences_4`, this entity will be labeled according to one of the label patterns we have created so far. All label patterns we created up until now will be taken into account.\n\nYou can see the remaining nine sentences with highlighted entities in \"hcq_5_entity_labels.ipynb\".\n\n\n\n## 5 Separate Sentences with Regard to Negation\n\nIn this section we are going to sort and separate the Doc-objects from `disagreement_sentences_4` according to whether there is a negation in a Doc or not. Docs without a negation are stored in a list named `sents` and Docs that have a negation are stored in a list called `negated_sents`. This work is preparatory. It is supposed to set the stage for creating pairs of sentences that resemble disagreement. The idea is to take one sentence without a negation (from `sents`) and to combine it with one other sentence that has a negation (from `negated_sents`). This pair of sentences such construed might show disagreement. \n\nI guess proceeding in this fashion will not cover every possible way in which disagreement could be expressed. Let' s say it will only cover a subset of disagreement expressions. It will cover cases like this:\n\n> (PRO): \"The findings show that HCQ is effective against COVID-19.\"\n>\n> (CON): \"The results do not show that HCQ is effective against COVID-19.\"\n\nMy approach will probably not cover cases, for example, like this:\n\n> (PRO): \"The findings show that HCQ is effective against COVID-19.\"\n>\n> (CON): \"The results show that HCQ is useless against COVID-19.\"\n\nIn the second example one could argue that PRO and CON disagree with each other. But it is not obvious that there is a negation in the sentence uttered by CON. At least CON's utterance does not seem to be PRO's sentence but with a negation added to deny what PRO claims.\n\nSeparating the sentences (Docs) of `disagreement_sentences_4` is done in the following steps:\n\n* `negation_matcher = Matcher(nlp.vocab, validate=True)`: We create the Matcher `negation_matcher` that shall find negation expressions that we are going to define.\n\n* `negation_pattern = [{\"LEMMA\": {\"IN\": [\"not\", \"no\", \"unable\"]}}]`: We define a match pattern and call it `negation_pattern`. This match pattern defines the negation expressions that shall be found by the `negation_matcher`.\n\n* `negation_matcher.add(\"NEGATION_ID\", None, negation_pattern)`: This adds the match pattern `negation_pattern` to the Matcher `negation_matcher`.\n\n* We make to empty list-objects: `sents` and `negated_sents`. We will store sentences (Docs) from `disagreement_sentences_4` without a negation expression - *affirmative sentences* - in `sents`. But sentences with a negation - *negated sentences* - will be stored in `negated_sents`.\n\n* We define the function `negation_filter()`. It takes a list of Doc-objects as the argument and sorts the Docs of that list adding them either to `sents` or to `negated_sents`. If a Doc/sentence has no negation it will be stored in `sents`. If there occurs a negation in a sentence that sentence will be stored in `negated_sents`. Code:\n\n ```python\n def negation_filter(sent_list):\n for doc in sent_list:\n if len(negation_matcher(doc)) > 0:\n negated_sents.append(doc)\n else:\n sents.append(doc)\n ```\n\n - `negation_filter(sent_list)`: The argument give the list of Docs: `sent_list`.\n - `for doc in sent_list`: The for-loop iterates over each item (Doc) in `sent_list`. For each item in `sent_list` it is checked whether if a negation occurs in it or not. That means:\n - `if len(negation_matcher(doc)) > 0`: This checks if there is in a Doc a sequence of tokens that is in accordance with the match pattern we defined by `negation_pattern`. Only if it does `negation_matcher(doc)` will create a list that contains at least one tuple. I. e. the number of items in that list is greater than zero. Or to put it simple: a negation is found in the Doc. \n - If this is true, then Doc is added to `negated_sents` (`negated_sents.append(doc)`).\n - `else`: If there is no negation in the Doc, the list created by `negation_matcher(doc)` is empty. Thus, the number of items in that list not greater than zero. That means that the condition `len(negation_matcher(doc)) > 0` is not fulfilled. In case that this condition (stated in the `if`-clause) is not fulfilled:\n - `sents.append(doc)`: The Doc is added to the list `sents`. (This happens in case no negation is found in the Doc.) \n\n* `negation_filter(disagreement_sentences_4)`: After defining the function `negation_filter()` we apply it to `disagreement_sentences_4`.\n\nYou can see the sentences of `sents` and `negated_sents` with highlighted labeled entities in \"hcq_5_entity.ipynb\".\n\n**sents**\n\nThere are some issues with the first item of `sents` (index number 0):\n\n```\n(0) This re-analysis reveals severe limitations in the methodology of this study, including ambiguous inclusion/exclusion of participant data and inconsistent analysis techniques, and yielded nonsignificant differences between control and treatment groups across any treatment days.\n```\n\nFormally it is correct that this sentence appears in `sents`. There are no negations in it. (Or at least there are no expressions we defined as being a negation). But when it comes to what is said by this sentence it might be more appropriate for this sentence to be in `negated_sents`. This sentence shows one type of how disagreement could be expressed: It says that another study was done inappropriately. [And, I would say, from this it might be concluded that whatever it is that is claimed by that study this claim could hardly be justified.] (Apart from that it states that a re-analysis did not show any important difference between the treatment group and the control group.) Combined with some other sentence in `sents` (0) might express disagreement. But this type of disagreement cannot be captured by the approach I am following here. It is not a type of disagreement expression that I want to consider here.\n\n**negated_sents**\n\nIn `negated_sents` there is a problematic sentence, too:\n\n```\n(3) Interpretation Preliminary findings suggest that the higher CQ dosage (10-day regimen) should not be recommended for COVID-19 treatment because of its potential safety hazards.\n```\n\nThe first problem with (3) is that it contains a \"should\" (that is deontic vocabulary). I take the findings to be empirical data or connected to empirical data. Further I would say that empirical data show that certain facts obtain (or do not obtain). I read (3) as follows: Certain facts obtain and from that one concludes that something else should not be done, i. e. the higher CQ dosage should not be recommended for the treatment of COVID-19. But it is questionable if the conclusion from facts to something that should be done is allowed.\n\nIt is said in (3) that the higher CQ dosage should not be recommended for COVID-19 because it is potentially not safe. So I might rephrase (3) as follows:\n\n```\n(3') Preliminary findings suggest that the higher CQ dosage (10-day regimen) is potentially not safe.\n```\n\nI'm not sure if it is stating a matter of fact if one says that the higher CQ dosage is potentially not safe. At least \"safe\" seems to be a vague term. But let us set aside this problem and go on to the next. Let us assume that it is in order to conclude from certain evidence that the higher CQ dosage is potentially not safe.\n\nThe second problem obtains for (3') as well as for (3), so I will go on to describe the problem by considering (3'). I hope that I can at least give some vague hint of what that problem is. Roughly speaking, the problem is the following: It is correct that the sentence is in `negated_sents`. And it is there because of the \"not\" that occurs in it. But the negation (or the \"not\") is not were I would expect it to be. (3) might be in `negated_sents` by mere accident. I thought that a pair of sentences would show disagreement if one sentence asserts a SUPPORT-relation obtaining between evidence and a statement $s$, while the second sentence denies that a SUPPORT-relation obtains. (To illustrate it let's change the position of the \"not\" in (3') and call the result (3'')). The following pair of sentences would show disagreement:\n\n> (PRO): \"Preliminary findings suggest that the higher CQ dosage (10-day regimen) is potentially safe.\"\n>\n> (CON): \"Preliminary findings do not suggest that the higher CQ dosage (10-day regimen) is potentially safe.\" [That's sentence (3'').]\n\nIn (3'') it is the \"suggest\" (i. e. the SUPPORT-verb) that is negated. But in (3') it is not the \"suggest\" that is negated - at least not directly. I would see the following pair of sentences as showing disagreement, too:\n\n>(PRO): \"Preliminary findings suggest that the higher CQ dosage (10-day regimen) is potentially safe.\"\n>\n>(CON): \"Preliminary findings suggest that the higher CQ dosage (10-day regimen) is potentially not safe.\" [That's sentence (3').]\n\nI think the reason why there is disagreement in both cases - between PRO and (3'') and between PRO and (3') - is, that (3') follows from (3''). So, there might no be a problem. It might not be that important where the \"not\" stands in the sentence. But I am still worried. Here is why. First, (3') might follow from (3''), but it does not have to be the other way round. It is questionable if (3') and (3'') are logically equivalent. For example the sentence (3'') could be a about empirical data that have nothing to do with the question whether the higher CQ dosage has safety hazards. In this case (3'') would be true. Such empirical data would not suggest that the higher CQ dosage is potentially safe. But it wouldn't suggest that the higher CQ dosage is potentially not safe, either. So (3') would be false whereas (3'') would be true. (But perhaps this counter example is faulty. One could doubt whether empirical data that does not bear on a question would count as evidence.)\n\nThe second objection is worse. Even if (3'') and (3') were logically equivalent, how should the computer know that? The way the program is coded it enables the computer to check whether a certain token - \"not\" - occurs in a Doc-object or not. It does not enable the computer to draw conclusions. If it stores (3) in `negated_sents` correctly, this could be nothing more than a lucky guess." }, { "alpha_fraction": 0.541434109210968, "alphanum_fraction": 0.5431515574455261, "avg_line_length": 32.25714111328125, "blob_id": "6756f4467880e8e7338827198854dd6662b9fe8e", "content_id": "dc50330e3faf565557bd44d90b5e2922433984d6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2341, "license_type": "no_license", "max_line_length": 98, "num_lines": 70, "path": "/posts/packages/11. Natural Language Processing Part 2.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# Natural Language Processing Part 2\n\nTo learn everything you need to know about spaCy, take a look at the documentation:\n\nhttps://spacy.io/usage/spacy-101\n\n\n\nDo not forget to check the Notebook of this tutorial to see the examples.\n\n\n\n## Dependency parse\n\nA very cool feature is displaCy, to visualize a dependency parse or named entities in a sentence. \n\n```\nfrom spacy import displacy\n```\n\nTo visualize a dependency parse:\n\n```\ndisplacy.render(doc, style='dep', jupyter=True)\n```\n\nTo visualize named entities:\n\n```\ndisplacy.render(doc, style='ent', jupyter=True)\n```\n\nRemember that you have to define 'doc' before.\n\nHere you can see the documentation of displaCy:\n\nhttps://spacy.io/usage/visualizers\n\n\n\n## Entity Recognition\n\nThese are the types that spaCy can recognize.\n\n| TYPE | DESCRIPTION |\n| ------------- | ---------------------------------------------------- |\n| `PERSON` | People, including fictional. |\n| `NORP` | Nationalities or religious or political groups. |\n| `FAC` | Buildings, airports, highways, bridges, etc. |\n| `ORG` | Companies, agencies, institutions, etc. |\n| `GPE` | Countries, cities, states. |\n| `LOC` | Non-GPE locations, mountain ranges, bodies of water. |\n| `PRODUCT` | Objects, vehicles, foods, etc. (Not services.) |\n| `EVENT` | Named hurricanes, battles, wars, sports events, etc. |\n| `WORK_OF_ART` | Titles of books, songs, etc. |\n| `LAW` | Named documents made into laws. |\n| `LANGUAGE` | Any named language. |\n| `DATE` | Absolute or relative dates or periods. |\n| `TIME` | Times smaller than a day. |\n| `PERCENT` | Percentage, including ”%“. |\n| `MONEY` | Monetary values, including unit. |\n| `QUANTITY` | Measurements, as of weight or distance. |\n| `ORDINAL` | “first”, “second”, etc. |\n| `CARDINAL` | Numerals that do not fall under another type. |\n\n" }, { "alpha_fraction": 0.7068493366241455, "alphanum_fraction": 0.7315068244934082, "avg_line_length": 23.33333396911621, "blob_id": "122f7905286a4642f459f8e6163c738ec32ce965", "content_id": "5d04aa04cac7207c821d5e9986e214c809072dfa", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 365, "license_type": "no_license", "max_line_length": 91, "num_lines": 15, "path": "/docs/citybenches_nyc/.ipynb_checkpoints/city_benches_nyc-checkpoint.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "## Shortes distance between city benches in NYC\n\n\n## Research Objects\n\n**research objects** = All city benches in New York City in 2019\n\n**empirical sources** = https://www1.nyc.gov/html/dot/downloads/pdf/citybench-locations.pdf\n\n**research question** = What is the shortest distance between two city benches in 2019?\n\n\n## Namen der Autoren\n\nNoah Nasarek, Manuel Dedio, Daria Zakharova\n" }, { "alpha_fraction": 0.7107104659080505, "alphanum_fraction": 0.7190527319908142, "avg_line_length": 52.45683288574219, "blob_id": "2c752d4948a8463067ded10ca2f060dc0573440d", "content_id": "ee97d62b865220bc7feedd9a647e9d3d90290125", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 14867, "license_type": "no_license", "max_line_length": 611, "num_lines": 278, "path": "/documentation/docs/project_disagreement/additional_notebooks/hcq_1_clean_abstracts.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\nThis markdown file has to be complemented by the corresponding notebook. It is strongly recommended to read the markdown file alongside the notebook:\n\n* [hcq_1_clean_abstracts.ipynb](hcq_1_clean_abstracts.ipynb)\n\n\n\n# 1 Clean Abstracts\n\nThe notebook \"hcq_1_clean_abstracts.ipynb\" aims at creating a **`dataframe`**[^1]\n\n[^1]: If I mention a Python entity, e. g. certain objects or functions, for the first time in a markdown file I will mark it this way: **`PythonEntity`**.\n\nwhich contains the text of abstracts taken from scientific publications. The dataframe also contains some meta-information about the corresponding abstracts (e. g. the title of the article to which the abstract belongs). The topic of the scientific publications is whether hydroxychloroquine (HCQ) or chloroquine (CQ) is apt as a treatment for COVID-19. In what follows I will comment what is done if you run the notebook.\n\nMost ideas and code of this notebook are taken from a notebook by Prof. Dr. Gerd Graßhoff (even if it is not mentioned).\n\n## 0 Import Libraries\n\nPython libraries are imported that are needed to run the code that follows.\n\n\n\n## 1 Read in DIMENSIONS Excel-file as Dataframe\n\nThe first thing I did was tho search for scientific publications in the [\"Global research on coronavirus disease (COVID-19)\"](https://www.who.int/emergencies/diseases/novel-coronavirus-2019/global-research-on-novel-coronavirus-2019-ncov/)-database of the *World Health Organization (WHO)*. The papers should focus on *hydroxychloroquine (HCQ)* or *chloroquine (CQ)* as a possible treatment for COVID-19. I chose some of these publications. A *Digital Object Identifier (DOI)* was given to almost all of them.\n\nIn a second step I created an Excel spread sheet storing meta-data according to the respective publications. To reach this aim I used the [DIMENSIONS](https://app.dimensions.ai/discover/publication) database. (Prof. Graßhoff advised me to do so. The code is also from one of his notebooks.) I named the Excel-file `\"hcq.xlsx\"`. To create it I did the following steps:\n\n* Since I had the DOIs of the publications I selected search option \"DOI\" and ran a query consisting of the DOIs. (One of my documents had no DOI, so I chose search option \"Title and abstract\" and searched for some sentences of this publications's \"SUMMARY\" section.) \n* When the DIMENSIONS database showed the search results, I clicked on \"Save/Export\" (on the right next to the search bar). I chose to export the results as an Excel-file. \n\nThird, I used the **`function `** `read_excel()` from the library `pandas` (\"`pd`\") to create a dataframe from the Excel spread sheet `hcq.xlsx` . I stored the dataframe in the variable `df_hcq`:\n\n![`df_hcq.head(3)`](../assets/df_hcq_head_first.PNG)\n\n *`df_hcq.head(3)`*\n\nIn the dataframe there is a row for each publication. Each column represents a type of meta-information about a publication. As you can see there are a lot of meta-data (27 columns [!]).\n\n**Note:** Within the `pd.read_excel()` function I did not use `\"hcq.xlsx\"` as argument for the filename parameter. But I used `\"../data/hcq.xlsx\"` instead. To understand that **`string`** it might help to look at the location of the current notebook (i. e. \"hcq_1_clean_abstracts.ipynb\") within the structure of the directory:\n\n* .ipynb_checkpoints\n* additional_notebooks\n - .ipynb_checkpoints\n - hcq_1_clean_abstracts.ipynb\n - [...]\n* assets\n* data\n - hcq.xlsx\n - [...]\n* hcq.ipynb\n* [...]\n\nThe notebook \"hcq_1_clean_abstracts.ipynb\" is in the directory \"additional_notebooks\". But the excel spread sheet \"hcq.xlsx\" is within the directory \"data\". Neither of them is in the directory \"additional_notebooks\". The directories \"additional_notebooks\" and \"data\" are of the same level. Neither is a sub-directory of the other. They are two parallel branches of the same tree structure, so to speak. `../` tells Python to go from \"additional_notebooks\" one level up. `data/` tells Python to change directory to \"data\" and to access \"hcq.xlsx\" there.\n\n## 2 Exploit Websites\n\nMost of the code in this section is from one of Prof. Graßhoff's notebooks, among other things: the **`list`** `pubkeys` and the function `getmeta()`. \n\nThe dataframe `df_hcq` has a column called `\"Dimensions URL\"`. The entries in this column are URLs leading to webpages that contain meta-data about a certain publication and the abstract belonging to that publication. Let's look for example at the first entry in the column `Dimensions URL`. To retrieve the first row in this column run this code: \n\n```python\ndf_hcq[\"Dimensions URL\"].iloc[0]\n```\n\nAs a result you get the following URL (as a string):\n\n```python\n'https://app.dimensions.ai/details/publication/pub.1126880632'\n```\n\n\n\nThis URL leads to the following webpage:\n\n![dimensions_webpage](../assets/dimensions_webpage.PNG )*`https://app.dimensions.ai/details/publication/pub.1126880632`*\n\nAs you can see there is an abstract on this webpage.\n\nOn this basis we do the following steps:\n\n* We define the function `getmeta()`: This function opens a URL extracts some meta-data about a publication from that webpage (e.g. abstract). It also creates a **`dictionary`**-object (**`dict`**, for short), in this case we name it `dicpub`. The meta-data are stored in that dictionary and the dictionary is returned.\n\n* With\n\n ```python\n df_hcq.apply(getmeta, axis=1)\n ```\n\n we apply `getmeta()` to every single row of the dataframe `df_hcq`. We store the result in the variable `df_hcq[\"seldict\"]` thereby creating an additional column of dataframe `df_hcq`, called `seldict`. Each row in that column contains a dictionary. Such a dictionary encompasses, among other things, an abstract of the respective publication. See for example the first entry of column `seldict` (`df_hcq[\"seldict\"].iloc[0]`). (Please compare it with the abstract on the webpage above.) \n \n ![seldict_example](../assets/seldict_example.PNG)*`df_hcq[\"seldict\"].iloc[0]`*\n\n\n\n## 3 Create New Dataframe with Column \"abstract\"\n\nThe code is from one of Prof. Graßhoff's notebooks.\n\nAs up to now we have a dataframe-object that contains meta-data about scientific publications, ordered in a tabular form. One column of that dataframe (i. e. `seldict`) even encompasses abstracts. But the abstracts are not accessed easily. In order to help with that we create a new dataframe that has a column \"abstract\" in which abstracts are stored. It is done in the following steps:\n\nCode:\n\n```python\naccessible_abstracts = []\n```\n\n```python\n# Define function newpub()\ndef newpub(x):\n di = dict()\n d = x[\"seldict\"]\n di[\"Publication ID\"] = x[\"Publication ID\"]\n di[\"DOI\"] = x[\"DOI\"]\n di[\"title\"] = x[\"Title\"]\n di[\"authors\"] = d[\"authors_full\"]\n di[\"publisher\"] = d[\"publisher\"]\n di[\"source\"] = x[\"Source title\"]\n di[\"aff_org_name\"] = d[\"aff_org_name\"]\n di[\"aff_country\"] = d[\"aff_country_name\"]\n di[\"pub_date\"] = d[\"pub_date\"]\n di[\"abstract\"] = d[\"abstract\"]\n di[\"openaccess\"] = d[\"open_access\"]\n di[\"di_URL\"] = x[\"Dimensions URL\"]\n accessible_abstracts.append(di)\n```\n\n```python\ndf_hcq.apply(lambda x:newpub(x), axis=1)\n```\n\n\n\n* We create a list and we name it `accessible_abstracts`. At the beginning `accessible_abstracts` is empty, but it shall be filled with dictionary-objects.\n\n* We define a function `newpub()`. It creates an empty dictionary `di` . Then it takes a row of a dataframe at a time and stores the information in `di`. What is important here is, that `newpub()` unwraps the abstracts from the dict-objects that are stored in `df_hcq[\"seldict\"]`. It adds the dict `di` to `accessible_abstracts`.\n\n* To add dictionary-objects to `accessible_abstracts`, we apply `newpub()` to each row of `df_hcq`: `df_hcq.apply(lambda x:newpub(x), axis=1)`.\n\n* `accessible_abstracts` is the base for creating a new dataframe: `df_hcq_Lit`. We create it with panda's function `DataFrame()`. The code is as follows: \n\n ```python\n df_hcq_Lit = pd.DataFrame(accessible_abstracts)\n ```\n\n`df_hcq_Lit` has a column `abstract`, in which abstracts are stored. These are now easier accessible. So we end up with a dataframe. That has meta-data about scientific publications. And as a valuable feature they have for the publications the corresponding abstracts.\n\n\n\n## 4 Clean Abstracts\n\nBut, still the dataframe has to be tidied up a bit. There is a lot of meta-data that might be good to have at some point, but it is not needed for the current purpose. Furthermore there are some issues with the abstracts we have to deal with.\n\n\n\n### 4.1 Information Reduction\n\nWe take only the columns `Publication ID`, `title` and `abstract` of `df_hcq_Lit` and call that reduced dataframe `df_HCQ`. Calling `df_HCQ.head()` we get the first five rows. It looks like this:\n\n![df_HCQ_head](../assets/df_HCQ_head.png)*df_HCQ.head()*\n\n\n\n### 4.2 Remove Rows Containing Missing Abstracts\n\nWe now have a dataframe that contains the title, publication ID and abstract for all selected publications. As you can see in the image above, there are abstracts missing in some rows. But the notebook does not register the missing abstracts as missing: Of 19 entries in the column `abstract` 19 are counted as \"non-null\" (see the next image below). Instead it counts empty strings (`''`) as a kind of abstract - an empty but still existent abstract. \n\n![df_HCQ_info_empty_abstracts](../assets/df_HCQ_info_empty_abstracts.png)\n\n*`df_HCQ.info() with \"empty abstracts\"`*\n\nIt is the next step to get rid of those rows that contain empty strings in the `abstract` column:\n\n* Remove \"empty abstracts\":\n\n Code:\n\n ```python\n drop_list = []\n for i in range(len(df_HCQ)):\n if df_HCQ[\"abstract\"].iloc[i] == '':\n drop_list.append(i)\n \n df_HCQ_dropped = df_HCQ.drop(drop_list)\n ```\n\n \n\n - An empty list-object named `drop_list` is created. \n - Every row of `df_HCQ` has a unique number. These row numbers are the *index* of `df_HCQ`. We make a `for`-loop which iterates over all index numbers. For the current row number in the index, the column `abstract` in that row is accessed. The string in that dataframe field is compared to a certain string we are looking for (i. e. `''`) . If the string is equal to `''` , i. e. if there is an empty string instead of an abstract, then the index number is added to `drop_list`. So `drop_list` is a list of index numbers that contains the numbers of those rows which shall be removed.\n - We call the dataframe-**`method`** `drop()` on `df_HCQ` with `drop_list` as argument and get a dataframe which is the same as `df_HCQ` , but the rows with empty strings are removed. We store that new dataframe in the variable `df_HCQ_dropped`.\n\n- Because we removed some rows (i. e. some numbers from the index) the rows of `df_HCQ_dropped` not numbered in order. To have an index consisting of running numbers we make new index for `df_HCQ_dropped`:\n\n ```python\n df_HCQ_dropped.index = [i for i in range(len(df_HCQ_dropped))]\n ```\n\nWe now have a dataframe that has only with 17 rows which are numbered by running numbers.\n\n\n\n### 4.3 Remove Special Characters\n\nIn the remaining rows of column `abstract` there are only strings that form the text of an abstract. Since these strings are gained from html-code the strings might contain certain characters that are not part of the text and that are not usually printed but serve certain purposes. Take for example the last sentence of the second abstract in column `abstract` of `df_HCQ_dropped`. (You can access that abstract-string with: `df_HCQ_dropped[\"abstract\"].iloc[1]`):\n\n```python\n'\\nFUNDING: William Harvey Distinguished Chair in Advanced Cardiovascular Medicine at Brigham and Women&#x27;s Hospital.'\n```\n\nThere are two special strings in this example: `\\n` and `&#x27;`. The string `\\n` is usually not printed, but makes a linebreak. And the string `&#x27;` makes a simple `'`, so that the text should read `Women's Hospital` instead of `Women&#x27;s Hospital`. \n\nBecause such special characters and strings might disturb the later natural language processing (and can make a weird spelling of the text) we want to remove them. I did it in the following steps:\n\n* I manually browsed through the strings (abstracts) in column `abstract` of `df_HCQ_dropped` and collected potentially disturbing characters and strings.\n\n* We define the function `clean_abstract()`. It uses the `sub()` function from `re` (*regular expressions*) which replaces all occurrence of some sub-string within some string with another sub-string. We define which of the disturbing characters and (sub-)strings should be replaced by another (sub-)string. For example we define that every occurrence of `&#x27;` in an abstract should be replaced by `'` (see `c4 = re.sub(\"&#x27;\", \"'\", c3)` ) . If you apply `clean_abstract()` on a single abstract it removes all disturbing strings from an abstract and returns an abstract which is now cleaned in such a way.\n\n ```python\n def clean_abstract(abstract):\n c1 = re.sub(\"\\u2009\", \" \", abstract)\n c2 = re.sub(\"\\n\", \" \", c1)\n c3 = re.sub(\"\\u2008\", \" \", c2)\n c4 = re.sub(\"&#x27;\", \"'\", c3)\n c5 = re.sub(\"#\", \" \", c4)\n c6 = re.sub(\"\\xa0\", \" \", c5)\n c7 = re.sub(\"&quot;\", \" \", c6)\n c8 = re.sub(\"& s\", \"'\", c7)\n c9 = re.sub(\"##\", \" \", c8)\n c10 = re.sub(\"###\", \" \", c9)\n c11 = re.sub(\"&gt;\", \">\", c10)\n \n cleaned_abstract = c11\n return cleaned_abstract\n ```\n\n \n\n* We apply `clean_abstract()` on each abstract in column `abstract` of dataframe `df_HCQ_dropped` (row by row). Thus we create a new column which we give the name `abstract_clean`.\n\n ```python\n df_HCQ_dropped[\"abstract_clean\"] = df_HCQ_dropped[\"abstract\"].apply(clean_abstract)\n ```\n\n* The dataframe `df_HCQ_dropped` has now the four following columns:\n\n - `Publication ID`\n - `title`\n - `abstract`\n - `abstract_clean`\n\n* If we look at the cleaned example sentence from above (see `df_HCQ_dropped[\"abstract_clean\"].iloc[1]`, last sentence) it now looks like this:\n\n ```python\n \"FUNDING: William Harvey Distinguished Chair in Advanced Cardiovascular Medicine at Brigham and Women's Hospital.\"\n ```\n\n It now looks nice and clean.\n\n* Since we might not need the column `abstract` any more we redefine `df_HCQ_dropped` so that it has only the three remaining columns:\n\n ```python\n df_HCQ_dropped = df_HCQ_dropped[[\"Publication ID\", \"title\", \"abstract_clean\"]]\n ```\n\n\n\n## 5 Store Dataframe in a .json-file\n\nAs a last thing we save the results we have reached so far. We export the dataframe`df_HCQ_dropped` as a .json-file. Therefore we use a dataframe-method of `pandas` which is called `to_json()`. Let us call our file `HCQ_clean_abstracts.json`. We store that file in the directory `data`:\n\n```python\ndf_HCQ_dropped.to_json(\"../data/HCQ_clean_abstracts.json\")\n```\n\n\n\n" }, { "alpha_fraction": 0.7481032013893127, "alphanum_fraction": 0.759484052658081, "avg_line_length": 16.79729652404785, "blob_id": "7c4ff05cebb6e4adfa4e759e5f4978f1f5e4624b", "content_id": "1beddb51f65d3b160e99c6f3a5e2b43a8033ec01", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1318, "license_type": "no_license", "max_line_length": 181, "num_lines": 74, "path": "/posts/packages/13. MkDocs.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# MkDocs\n\n## Installation\n\nTo use the mkdocs web browser, install the following: \n\n```\npip install mkdocs\n```\n\nWe need to install some extensions to see the formated jupyter notebooks.\n\n```\npip install mkdocs-jupyter\npip install mkdocs-material\npip install mkdocs-minify-plugin\npip install pygments\npip install pymdown-extensions\n```\n\n```\npip install nbconvert\n\n# OR\n\nconda install nbconvert\n```\n\n```\nconda install setuptools\nconda install setuptools_scm\nconda install pylint\nconda install flake8\nconda install black\nconda install isort\nconda install twine\nconda install wheel\nconda install pytest\nconda install pytest-cov\n```\n\n\n\n## Command\n\nWhen everything is installed, you can change the working directory to the folder \"documentary.\" In my case is:\n\n```\ncd C:\\Users\\User\\Documents\\GitHub\\philhistcomp\\documentation\n```\n\nThen use the command:\n\n```\nmkdocs serve\n```\n\nThe last step is to open up http://127.0.0.1:8000/ or whatever page that appears in the terminal. You are going to see every change that you save in your files at the same time.\n\n\n\n## Links\n\nSee here the complete documentations:\n\nhttps://docs.readthedocs.io/en/stable/intro/getting-started-with-mkdocs.html\n\nhttps://github.com/danielfrg/mkdocs-jupyter\n\n" }, { "alpha_fraction": 0.7736787796020508, "alphanum_fraction": 0.783419668674469, "avg_line_length": 67.9142837524414, "blob_id": "ca793f39bd0393934090356eecd676ae5e85a7f6", "content_id": "4bb8d31d545a496829295237da3602f3ea60333f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 4825, "license_type": "no_license", "max_line_length": 1058, "num_lines": 70, "path": "/documentation/docs/water_security/text.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# ** Water security and water insecurity**\n\n### Background\n\nHuman beings need water to survive. The access to water is one of the Sustainable Development Goals (SDG) which were set by the United Nations General Assembly. In 2015 they formulated 17 goals which are supposed to be achieved by 2030. Number Six is \"Clean Water and Sanitation\". Closely related to the sixth SDG is the term \"Water security\". The term is used in different areas today like Engineering, Geography and Environmental Science. The meaning of the term is part of the project. A broad definition is that a city or region is water secure if the water-related risk to society is tolerable. That means water access is reliable, the water quality and quantity are acceptable and the risk of floods is low. The opposite of it is called \"water insecurity\". \n\n### **Project motivation**\n\nWater security and insecurity are supposed to be the opposite. What is secure, cannot be insecure. What is insecure, cannot be secure. My observation is that the terms aren't used as exact opposites. My impression from other research projects is that water insecurity has a different connotation that water security. I think that the meaning of the first one is closer related to social problems which cause water insecurity, the second one is closer related to technological solutions which establish or maintain water security. \n\n----\n\n### **Research question**\n\nThis project investigates the meanings of water security and water insecurity. The goal is to find out if they are used as the opposite as one would expect with security and insecurity.\n\n\n### **Research object**\n\n**research objects** = All scientific publications which use the \"water security\" or \"water insecurity\" until 14th of May in 2020\n\n### **Empirical source: ** https://app.dimensions.ai/discover/publication?search_text=Water%20security&search_type=kws&search_field=full_search bzw. https://app.dimensions.ai/discover/publication?search_text=Water%20insecurity%20&search_type=kws&search_field=full_search\n\n\n---\n\n### **Method**\n\nThe data retrieved from dimensions.ai was prepared and analyzed in the attached Jupyter notebook. A data frame was created and natural language processing (NLP) was applied. One part of the program scraped the sentences from the abstracts. The number of abstracts are 2881 and the number of sentences are 23176. The important tool for the analysis is the open-scoure software spaCy. It is developed for advances NLP. It cannot be guaranteed that all of the abstracts are in English but it can be assumed that most of them are. Therefore, the English library en_core_web_lg got loaded. The key function in the analysis is spaCy's noun chunks. Noun chunks compare the similarity of a certain key word with other words. If two words are used in the exact same contexts, they seem to be very similar. Every word is given a value between zero and one. If the similarity of the word and the key word is lower, the assigned value is lower as well. Therefore, noun chunks assigns a value close to one, if the key word is \"water security\" and the word is \"security\". \n\n### **The 100 words which describe water security and water insecurity the most**\n\nThe two lists \"security_100\" and \"insecurity_100\" include the 100 words which have the highest value close to one. The words security and insecurity are sorted out. After clustering similar words, the output looks like this:\n\nwater security:\nwater safety, water systems, water (resources) protection, water policy, water infrastructure, water access, water management,\n\nwater insecurity:\nwater poverty, water scarcity, water vulnerability, water crisis, water conflicts, water shortage, water mismanagment, water inequality\n\nSome words which describe security have the opposite meaning of the words which describe the insecurity. Water managment and mismanagment is the best example. Water protection is the opposite of water vulnerability. Water access and safety are linked to fulfilling the sixth SDG, water crisis, shortage and scarcity are not. This finding does not support the hypothesis.\nHowever, water inequality is an interesting finding. It doesn't have a counterpart on the water security's side. It is a term which indicates a social injustice. \n\nRedoing the process without the first 100 words which have been found in the first round was unsuccessful.\n\n### **Comparing the similarity**\n\nThis is a new approach. Before the similarity was used independently for both terms. Now the similarity values for one word and two key words gets connected and compared. It leads to the differences between the two key words. Which word is very similar to water security but less similar to water insecurity? \n\n\n\n----\n\n### **Preliminary results**\n\n\n____\n\n\n#### Outlook\n\n----\n\n### **Footnotes**\n\n[^1] \n\n---\n\n### **Sources**\n\n" }, { "alpha_fraction": 0.7623956799507141, "alphanum_fraction": 0.7648502588272095, "avg_line_length": 57.17142868041992, "blob_id": "b848e4f3ce837143b760731308ef56b26d6b0815", "content_id": "138c034c9afd15f4d5315bc11b26feb13d000c70", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2037, "license_type": "no_license", "max_line_length": 364, "num_lines": 35, "path": "/posts/packages/4. GitHub Overview.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# GitHub Overview\n\nGitHub provides hosting for open source projects. In case you are having issues with GitHub, here you can find an overview. \n\nThe first step is to install GitHub Desktop (you can create a GitHub account with your E-Mail) and then you have to clone the repository of the seminar (Current repository &rightarrow; Add &rightarrow; Clone repository... &rightarrow; URL): https://github.com/grasshoff/philhistcomp\n\nFor Linux Users, see: https://www.youtube.com/watch?reload=9&v=Ed_k_pZ4LoY\n\nOn the repository of the seminar we can commit our projects for the Jupyter Notebooks. In this way, we are going to be able to view our projects and help each other. Basically, you work from your computer and push your files to GitHub, so that we can commit changes from our files to the cloud.\n\nIf you open GitHub Desktop you will see something like this:\n\n![gitphil](assets/gitphil.PNG)\n\n\n\nNotice that it says \"No local changes\" and on the left \"0 changed files.\" Let's look at how it works. Depending on the editor that you use, you can select your editor. With \"Atom\" you can also integrate the files of the repository inside the editor. Or you can view the files of the repository in Explorer, click on \"Show in Explorer\" (\"Show in Finder\" for MacOs).\n\nIn the repository, you can add a sub-directory to \"projects\" for your project with your files and later make any changes to your work. \n\nFor example, I added a picture to the repository. Back at the GitHub Desktop, I get a change listed and it shows it, too:\n\n![gitchanges](assets/gitchanges.PNG)\n\nNow, we have to click there where it says, \"Commit to master,\" but first give a title to the changes you made where it says \"Summary (required)\" (an optional description), and now this is what happens:\n\n![gitchanges2](assets/gitchanges2.PNG)\n\nLastly, click on \"Push origin.\" You will notice that, if you open the repository page on GitHub in your browser, all the changes are there.\n\n" }, { "alpha_fraction": 0.7184210419654846, "alphanum_fraction": 0.7197368144989014, "avg_line_length": 18.512821197509766, "blob_id": "2875a201c8bb71dfcd0e1c34d84e5fdd328e2b02", "content_id": "f498b52065f547508ea390ed025f68ebc1a6bd98", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 760, "license_type": "no_license", "max_line_length": 90, "num_lines": 39, "path": "/docs/terminological_continuity/solutions/importText.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# Import text files\n\n- see notebook \"ImportTextSources.ipynb\" in importSources\n- keywords: pandas, import, text\n\n\n\n## Import by sentences\n\nUsing a for loop and the sents function, we can detect a list of sentences.\n\n```\ntemp = open(datei,'r').read().replace(\"\\n\",\" \")\ntokens=nlp(temp)\nfor i,s in enumerate(tokens.sents):\n sent[i]=s.text\nsent[3]\n```\n\n\nImport the dictionary of sentences to a DataFrame.\n\n```\ndfDeAnimaSent.from_dict(sent,orient=\"index\",columns=[\"satz\"])\ndfDeAnimaSent\n\n```\n\n\n\nTo see the documentation of the DataFrame.from_dict() function from pandas, go to:\n\nhttps://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.from_dict.html" }, { "alpha_fraction": 0.7706437110900879, "alphanum_fraction": 0.7747807502746582, "avg_line_length": 86.5797119140625, "blob_id": "4d4038aac7a86b90c00556dc105bfb8364467e28", "content_id": "afdf3c53cba69644e88ecc0197ffc358523ad7fd", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 6051, "license_type": "no_license", "max_line_length": 802, "num_lines": 69, "path": "/docs/terminological_continuity/description.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# New Traditions, New Ideas? An Investigation on the Terminological Continuity in the History of Philosophical Ideas (working title)\n\n# Background\nDescartes is commonly conceived as the founding father of modern philosophy, a new era in the history of philosophy which put an end to the scholastic tradition of medieval thinkers. This view, however, has recently been challenged by Dominik Perler who claims that in spite of Descartes' attempt to overcome scholastic theories of mind such as Francisco Suárez's account, he nevertheless remains in the medieval paradigm. This is because, according to Perler, Descartes' seemingly new approach to the theory of mind does in fact draw (implicity, or rather: is influenced by) on the work of William of Ockham, i.e. yet another medieval scholar.\n\nAs a consequence, this assumption gives rise to a much more continuous, and thus more differentiated, perspective on the history of philosophy by devaluating the role usually attributed to the 'great thinkers' such as Descartes. In other words, it opens up the possibility to rethink the history of philosophy by considering Descartes only as one - nonetheless highly important - contributer to the *progressive* development from medieval to early modern philosophy.\n\n\n![](assets/Laurentius_de_Voltolina_001.jpg)\n\n\n# Research Object\nThe present investigation aims at re-evaluating the role of Descartes' work in the transition from scholasticism to modern philosophy by applying computational means to the field of the history of ideas. To do so, texts from Descartes, Ockham and Suárez (and maybe some other pre-cartesian philosophers; as well as post-cartesian writers as 'control group'?) are going to be compared with respect to the amount of recurrent philosophical terminology, i.e. a set of terms which has still to be defined. The analysis thus amounts to an empirical verification of Perler's argument according to which Descartes' thinking is still heavily influenced by the scholastic tradition - a claim that ultimately casts doubt on the dominant view of the French philosopher as the founding father of modern philosophy.\n\n*set of terms* in order to compare the degree of recurrent philosophical terminology in Ockham, Suárez, and Descartes (and others?):\n\nfaculty, faculties, vegetative (faculty), sensory (faculty), lower / higher faculty/-ies, hierarchy, hierarchical, actuality, actual, potentiality, potential, causal power, form, substance, accidental, dispositional\n\nremark: set of terms does in fact amount to traditional Aristotelian terminology (of which Suárez made extensive use and which Descartes strongly rejected)\n\n# Research Question\nThe principal question which led to the present investigation can be summarised as follows: are different philosophical traditions (or eras) distinguishable by the terminology used by the (main) protagonists of that tradition? Or, in other words, are the (technical) terms of a philosophical traditon the very glue that holds together, or maybe even constitutes, this tradition as a unit? And if so, does a large-scale anaylsis of the terminology used at different points in the history of philosophy lead to the discovery of new connections which force us into giving up long established distinctions?\n\nAdmittedly, this research question is too broad (and too ambitious) to be trated by a single investigation, which is why - as already indicated - its scope is going to be reduced to comparing the terminological continuity between some important scholastic thinkers and the work of René Descartes.\n\n\n\n# Empirical Sources\n\n[Plain-text version of the Gutenberg Project](https://github.com/aparrish/gutenberg-dammit) provided by Allison Parrish (I still have to figure out how to use Python to work with the zip file). Even if the file does not contain the texts I am looking for, it should not be too difficult to find them as the copyright of medieval and early modern texts has obvisously expired.\n\n\n\n# Methodological Concerns\nNew ideas do not always come along with the use of a new terminology: possibility of expressing new ideas with old terms and old ideas with new terms. Reducing 'ideas' to 'terms' might thus not be a perfectly adequate method to 'operationalise' the current research question - or at least pose some limitations with respect to the interpretation of the results.\n\n# Directions for Future Research\nThe historical line drawn between medieval and (early) modern philosophy is only one example of the historians' tendency to divide the continuous development of philosophical thinking into distinct periods, each of them having a definite beginning and ending. Hence, future research could apply the method developed in here to other distinctions in the history of philosophy.\n\n# Literature\n\n1. **Background**\n\n * Dominik Perler, \"What are Faculties of the Soul? Descartes and his Scholastic Background\", in: John Marenbon, *Continuity and Innovation in Medieval and Modern Philosophy: Knowledge, Mind and Language*, Oxford, OUP, 2013.\n\n * Dominik Perler, \"Classifying the Passions:\tDescartes\tand\tHis\tScholastic\tBackground\",\tin: Belgioioso & Carraud (eds.), *Les\tpassions\tde l’âme*, Turnhout: Brepols\t(forthcoming, maybe I can get a copy of the draft, if not, then the first reference should still be enough).\n\n2. **René Descartes**\n\n * Meditationes de prima philosophia (esp. Med. IV & VI)\n * The Passions of the Soul (esp. Part I & II)\n * Principia Philosophiae (esp. Part I)\n * La Recherche de la Vérité (esp. Eluc. X)\n\n\n3. **William of Ockham**\n\n * Quodlibeta Septem (esp. Part I & II, i.e. OT 9)\n - Engl. Transl.: Fredosso & Kelley, Quodlibeta Questions, Yales Uni. Press, *not* available for free as pdf/txt\n * Ordinatio (esp. Part I, i.e. OT 1)\n * Reportatio (esp. Part II & IV, i.e. OT 5 & 7)\n\n\n4. **Francisco Suárez**\n\n * De Anima (DA, esp. Parts I & II)\n - Engl. transl.: Kranen & Reedy, Selections from De Anima (Disp. 1 & Disp. 2, Q. 3), Philosophia Verlag, *not* available for free as pdf/txt\n * Disputationes Metaphysicae (DM, esp. Part 12.2 & 18.5)\n * De actibus qui vocantur passiones (esp. I.3)\n" }, { "alpha_fraction": 0.656862735748291, "alphanum_fraction": 0.656862735748291, "avg_line_length": 26.81818199157715, "blob_id": "0a5924b64da3ab715f7167e8cf202fa2a090dbb8", "content_id": "ff36af2ab8f6ec5b2009d4b8ede3792d02a0bac9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Makefile", "length_bytes": 306, "license_type": "no_license", "max_line_length": 64, "num_lines": 11, "path": "/my-project/site/Makefile", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "notebooks := $(wildcard ./**/*.ipynb)\nmd_pages := $(patsubst notebooks/%.ipynb,docs/%.md,$(notebooks))\n\nbuild.env: ; conda env create -f environment.yml\nbuild.site: $(md_pages)\n\ndocs/%.md: notebooks/%.ipynb\n\tjupyter nbconvert\\\n\t\t--to markdown $<\\\n\t\t--output-dir $(dir $@)\\\n\t\t--template=src/to_markdown.tpl\n" }, { "alpha_fraction": 0.5340006947517395, "alphanum_fraction": 0.5400989651679993, "avg_line_length": 34.46938705444336, "blob_id": "68fac9a39e77f946f67fd9dd7ac203e385864fa3", "content_id": "2cf69b5fe33b04530fafb1aca81ee1d1a1e07dc9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 8693, "license_type": "no_license", "max_line_length": 131, "num_lines": 245, "path": "/docs/econ_abm/assets/RL/RlSearch.cs", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "using System;\nusing System.Collections;\nusing System.Collections.Generic;\nusing System.Text;\nusing System.Threading;\nusing System.IO;\n#if NETFX_CORE\nusing Windows.Data.Xml.Dom;\nusing XmlNode = Windows.Data.Xml.Dom.IXmlNode;\n#else\nusing System.Xml;\n\nnamespace Msal.Rl\n{\n\n public struct RlSearchParams {\n public int maxGames;\n public int maxGameLength;\n public int maxTime;\n public int expandThreshold;\n public double biasTermConstant;\n public string searchModelTag;\n \n public RlSearchParams(int games, int length, int time, int threshold, double bias, string tag) {\n maxGames = games;\n maxGameLength = length;\n maxTime = time;\n expandThreshold = threshold;\n biasTermConstant = bias;\n searchModelTag = tag;\n }\n }\n\n public class RlSearch<StateId_t, Action_t>\n {\n internal int m_estimateGames;\n internal int m_evaluateGames;\n internal float m_avgEstimateGameLength;\n internal float m_avgEvaluateGameLength;\n internal float m_avgTreeSize;\n\n protected Thread m_searchThread;\n protected RlModel<StateId_t, Action_t> m_model;\n protected RlTree<StateId_t, Action_t>[] m_searchTrees;\n protected RlSearchParams m_searchParams;\n protected int m_games;\n protected long m_time;\n protected bool m_running;\n\n public RlSearch(RlModel<StateId_t, Action_t> model)\n {\n m_model = model;\n m_running = false;\n m_estimateGames = 0;\n m_evaluateGames = 0;\n m_avgEstimateGameLength = 0.0f;\n m_avgEvaluateGameLength = 0.0f;\n m_avgTreeSize = 0;\n }\n \n public bool IsRunning {\n get { return m_running; }\n }\n\n public float progress {\n get { return ((float)m_games) / m_searchParams.maxGames; }\n }\n\n public int games {\n get { return m_games; }\n }\n\n public long time {\n get { return m_time; }\n }\n\n public int EstimatedGames {\n get { return m_estimateGames; }\n }\n\n public int EstimatedGamesLength {\n get { return (int)m_avgEstimateGameLength; }\n }\n\n public int EvaluateGames {\n get { return m_evaluateGames; }\n }\n\n public int EvaluateGamesLength {\n get { return (int)m_avgEvaluateGameLength; }\n }\n\n public int SearchTreeSize {\n get {\n if (m_searchTrees == null) return 0;\n int actorToAct = m_model.rlModelGetActorToAct();\n if (m_searchTrees.Length <= actorToAct) return 0;\n if (m_searchTrees[actorToAct] == null) return 0;\n return m_searchTrees[actorToAct].m_nodesCount;\n }\n }\n\n // Thread based search\n public void Search(RlSearchParams searchParams) \n {\n m_searchParams = searchParams;\n m_searchThread = new Thread(Start);\n\n int actorsCount = m_model.rlModelGetActorsCount();\n m_searchTrees = new RlTree<StateId_t, Action_t>[actorsCount];\n for (int index = 0; index < m_searchTrees.Length; ++index) {\n m_searchTrees[index] = new RlTree<StateId_t, Action_t>();\n }\n \n // Start the search thread\n m_running = true;\n m_searchThread.Start();\n }\n\n protected void Start() {\n //Console.WriteLine(\"Search thread started ...\");\n m_games = 0;\n m_time = 0;\n m_estimateGames = 0;\n m_evaluateGames = 0;\n m_avgEstimateGameLength = 0.0f;\n m_avgEvaluateGameLength = 0.0f;\n var watch = System.Diagnostics.Stopwatch.StartNew();\n var elapsedMilliseconds = watch.ElapsedMilliseconds;\n RlEpisod<StateId_t, Action_t> episod = new RlEpisod<StateId_t, Action_t>(this, m_model, m_searchTrees, m_searchParams);\n\n for (; m_games < m_searchParams.maxGames; ++m_games) {\n episod.Generate();\n episod.UpdateTrees();\n // Stop the search if the maxTime had expired\n if (m_searchParams.maxTime > 0 && (m_games % 100) == 0 && watch.ElapsedMilliseconds >= m_searchParams.maxTime) {\n break;\n }\n }\n \n watch.Stop();\n m_time = watch.ElapsedMilliseconds;\n m_running = false;\n //Console.WriteLine(\"Search thread done!\");\n }\n\n // Coroutine based search\n public void Search(RlSearchParams searchParams, MonoBehaviour context) \n {\n m_searchParams = searchParams;\n m_searchThread = null;\n\n int actorsCount = m_model.rlModelGetActorsCount();\n m_searchTrees = new RlTree<StateId_t, Action_t>[actorsCount];\n for (int index = 0; index < m_searchTrees.Length; ++index) {\n m_searchTrees[index] = new RlTree<StateId_t, Action_t>();\n }\n \n // Start the search thread\n m_running = true;\n context.StartCoroutine(StartCo());\n }\n\n public IEnumerator StartCo() {\n //Console.WriteLine(\"Search thread started ...\");\n m_games = 0;\n m_time = 0;\n m_estimateGames = 0;\n m_evaluateGames = 0;\n m_avgEstimateGameLength = 0.0f;\n m_avgEvaluateGameLength = 0.0f;\n var watch = System.Diagnostics.Stopwatch.StartNew();\n var elapsedMilliseconds = watch.ElapsedMilliseconds;\n RlEpisod<StateId_t, Action_t> episod = new RlEpisod<StateId_t, Action_t>(this, m_model, m_searchTrees, m_searchParams);\n\n for (; m_games < m_searchParams.maxGames; ++m_games) {\n episod.Generate();\n episod.UpdateTrees();\n // Stop the search if the maxTime had expired\n if (m_searchParams.maxTime > 0 && (m_games % 100) == 0 && watch.ElapsedMilliseconds >= m_searchParams.maxTime) {\n break;\n }\n if ((watch.ElapsedMilliseconds - elapsedMilliseconds) >= 50) {\n yield return null;\n elapsedMilliseconds = watch.ElapsedMilliseconds;\n }\n }\n \n watch.Stop();\n m_time = watch.ElapsedMilliseconds;\n m_running = false;\n //Console.WriteLine(\"Search thread done!\");\n }\n\n public void FindBestAction(out Action_t result, out int bestActionsCount, out double bestValue)\n {\n double value;\n var actorId = m_model.rlModelGetActorToAct();\n bestValue = Double.NaN;\n bestActionsCount = 0;\n Action_t[] bestActions = new Action_t[1000];\n\n if (m_searchThread != null) {\n m_searchThread.Join();\n }\n m_model.rlModelActionGetNone(out result);\n/*\n var document = m_searchTrees[actorId].asXML(m_model);\n MemoryStream stream = new MemoryStream();\n XmlTextWriter writer = new XmlTextWriter(stream, Encoding.Unicode);\n writer.Formatting = Formatting.Indented;\n document.WriteContentTo(writer);\n writer.Flush();\n stream.Flush();\n stream.Position = 0;\n StreamReader reader = new StreamReader(stream);\n String formattedXML = reader.ReadToEnd();\n File.AppendAllText(\"log.txt\", \"\\n\\n\" + formattedXML);\n*/\n // For each child into the root node of the search tree\n foreach (var child in m_searchTrees[actorId].m_root.m_childs)\n { // For each action into the child node\n foreach (var action in child.Value.m_actions)\n {\n if (!action.m_stats.IsDefined) continue;\n value = action.m_stats.m_mean;\n if (Double.IsNaN(bestValue) || bestValue < value)\n {\n bestValue = value;\n bestActionsCount = 0;\n bestActions[bestActionsCount++] = action.m_action;\n } \n else if (Math.Abs(bestValue-value) < 0.0001f) {\n bestActions[bestActionsCount++] = action.m_action;\n }\n }\n }\n\n if (bestActionsCount > 0) {\n result = bestActions[RlUtils.random.Next(bestActionsCount)];\n }\n }\n }\n\n}\n\n" }, { "alpha_fraction": 0.7771156430244446, "alphanum_fraction": 0.7907196283340454, "avg_line_length": 151.99371337890625, "blob_id": "8e2eb6d050be7e0fdebd2916fb8c5e384cee9b07", "content_id": "889934317a14776faf6bf94d5a5726e23ad17f42", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 24345, "license_type": "no_license", "max_line_length": 1156, "num_lines": 159, "path": "/documentation/docs/nurse_hate_thread/Zwischenbericht.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# The female non-heroes in online \"nurse hate threads\"\n\n#### Regine Rørstad Torbjørnsen \n\n![](assets/image2.jpg)\n\n### Background\n\nSince the beginning of the Covid-19 pandemic nurses (alongside doctors and other medical workers) have been celebrated globally for risking their health and working overtime in order to fight the virus. The work done by nurses has been subject to increased attention, which has led to a debate on their work conditions, wages, and the social recognition of their profession. \n\nThe mainstream celebration of nurses has, however, also provoked hatred and frustration in certain sub-discourses. On the male dominated online imageboard [4chan](https://4chan.org) there has been a rise of discussion threads revolving around hatred against nurses. These threads mostly appear on the board /pol/ (\"Politically Incorrect\") and are referred to as \"nurse hate threads\". The vast majority of these discussions combine the hatred against nurses with explicit misogyny; the nurses are claimed to be incapable, immoral or immature in virtue of being women. Moreover, these negative characterizations of nurses seemingly aim at creating an antithesis to the figure of the hero. Nurses (predominantly in virtue of being women) are ridiculed as not skilled, ethical, mature, or smart enough to be real heroes. Rather, they are assumed to take advantage of the pandemic to stage themselves as heroes. \n\nThe observations sketched above give rise to multiple questions. Why is the figure of a female hero so negatively received in certain online sub-discourses? Are such misogynist attitudes augmented in the context of a pandemic? The Covid-19 virus causes global fear and instability. Thus, there is reason to believe that the hatred against female nurses is partly driven by a notion of powerlessness and a fear of transforming power relations. The act of care-taking and the notion of power are in a complex relation. If somebody has the skills and knowledge to save your life it may give rise to a feeling of dependence.[^1] In fact, the world's societies are absolutely dependent on medical workers, both for health and financial reasons. The pandemic has made this dependency obvious. It has emphasized the necessity of nurses and the fact that they are crucial in a time of crisis. \n\nThere is an obvious conflict between nurses framed as crucial and powerful professionals and the more stereotypical image of nurses. Female nurses have long been subject to stereotyping and prejudice. They have, amongst other, been framed as less intelligent, angel-like or as sex symbols.[^2] Are the strong reactions in the sub-discourse on 4chan a consequence of a long-lived stereotype threatened by more powerful and heroic narratives? This important question cannot be answered before the portrayal of female nurses on 4chan has been properly analyzed. In that sense, this project is only the beginning of a much larger endeavor. It explores the attributes used to describe female nurses on 4chan and how such attributes contribute to a negative construction of female nurses as non-heroes. Hopefully the result of this analysis can be utilized in future projects that examine the relation between misogynist nurse hatred and transforming power relations. \n\n----\n\n### **Research question**\n\nThis project explores attributes ascribed to female nurses in the sub-discourse on the online imageboard 4chan. More concretely, I look closer at how female nurses are negatively defined within this discourse as non-heroes. \n\n### **Research object**\n\nAll threads on /pol/ (4chan) listed under the subject \"nurse\", dating from the 25th of January to the 8th of June 2020. This amounts to 116 threads including more than 14 000 comments. The posts and comments are mainly written in English. \n\n### **Empirical source: 4plebs** \n\nThe content on 4chan is ephemeral as the threads are automatically deleted from the website. To access posts dating back to January 2020 I have retrieved data from an archive of 4chan posts, [4plebs](https://archive.4plebs.org). This unofficial archive uses the software Asagi to save all the posts of selected 4chan boards. 4plebs uses Asagi to dump and archive all threads from selected 4chan boards, including /pol/. No threads are removed unless they are reported to contain child pornography, personally identifiable information, or copyrighted material not permitted under fair use doctrine.[^3] \n\n---\n\n### **Method**\n\nThe data retrieved from 4plebs was prepared and analyzed in the attached Jupyter notebook (NurseHate.ipynb). The number and title of each step correspond with the number and title of each step in this notebook. \n\n#### 1. Preparing data\n\nA script was written to scrape the text from all posts on the board /pol/ containing the word \"nurse\" (dating from 01.25.2020 to 06.08. 2020). This amounts to 116 posts with a total of more than 14 000 comments. I imported this scrape result and created a data frame (named \"df\") using pandas. Given the quantity of the dataset only the three first threads are displayed here. Moreover, the dataset contained unnecessary information. Redundant letters and post numbers were removed for the purpose of clarity. The column of comments to be analyzed is thus named \"clean\". \n\n#### **2. Preparing NLP**\n\nSubsequently the data was to be prepared for the natural language processing (NLP). I imported spaCy, which is an open-source software library developed for advanced NLP. The textual data (4chan posts) was almost exclusively in English and I therefore loaded spaCy's core model for English (en_core_web_sm). Core models are models pretrained to predict i.a. part-of-speech tags and syntactic dependencies. \n\n##### Ten representative examples\n\nI then printed the beginning of all 116 posts in order to search for representative examples. Interesting posts were printed in their totality, and my search resulted in ten representative posts. The ten posts display a certain variety within the 4chan discourse. In post72, for example, the author points out that \"Nurses are necessary, without them hospitals don't function. They do 90% of the work inpatients need and are a wealth of knowledge. If you've every been hospitalized for any length of time you already know this.\" Although some positive accounts of nurses are shared and discussed, the majority of the 4chan discussions revolve around the female nurse as incompetent, reckless, overworked, immature or as a female ignoring her motherly and feminine duties. The selection of example posts and comments underneath are therefore examples of mainly such degrading discussion. \n\n#### 3. Example analysis \n\n##### Thread A: Sexualized gene pools \n\n\"Most women whom work at hospitals with any job are feminen, nuturing, of decent intellect (for a woman) and lonely (to the point of suicide). Their genes are valuable european genes that we should replicate. We need to snatch nurses for our european loyalist gene pool and turn them in to stay at home mums for >4 children so that they dont work for the state, we collapse the welfare state, produce white babies and prevent the nurse from dealing with negroes and other abominations STDs and can opener accidents. #pumpanurse\"\n\nThis post is dense with attributions and assumptions. When the post is split into single sentences (sents) it becomes evident how it can be re-constructed as an argument: \n\n**P1**: \"Most women whom work at hospitals with any job are feminen, nuturing, of decent intellect (for a woman) and lonely (to the point of suicide).\"\n\n**P2**: \"Their genes are valuable european genes that we should replicate.\"\n\n**C**: \"We need to snatch nurses for our european loyalist gene pool and turn them in to stay at home mums for >4 children so that they dont work for the state, we collapse the welfare state, produce white babies and prevent the nurse from dealing with negroes and other abominations STDs and can opener accidents.\"\n\nAccording to the author, turning nurses into \"stay at home mums\" is beneficial both for the European society and for the nurses themselves. The nurses are there to produce \"white babies\", to contribute to fulfilling the aim of white supremacy. Simultaneously, these nurses would be freed from their loneliness while realizing their feminine and nurturing nature. \n\nA further interesting aspect are the properties - nouns and adjectives - attributed to nurses. In a first step I took a closer look at the noun chunks in the post. Noun chunks are flat phrases, which have a noun as their head. Or, in other words, the noun chunk is the noun in addition to the words that describe it. The first noun chunk is \"Most women\". This generic appeals to some kind of female essence.[^4] The generic can be traced back to the sentence: \"Most women whom work at hospitals with any job are feminen, nuturing, of decent intellect (for a woman) and lonely (to the point of suicide)\". \n\nWith this sentence the author establishes a category: women who work at hospitals. The quantifier \"most\" signifies that the majority of women who works at hospitals are assumed (by the author) to be feminine, nurturing, of decent intellect and lonely. These properties are attributed to women who work at hospitals in general, that is, if a woman would work at a hospital and not have these attributes she would be an exception from the rule. Furthermore, the property \"decent intellect\" is qualified by the phrase \"for a woman\", which means that the author assumes a female standard for intelligence that is lower than the male standard. Other relevant categories established are \"home mums\" and \"nurses\". Female nurses are also referred to as \"they\", which currently is in an antagonistic relation to an unspecified \"we\". The nurses, that is, employed women, are also considered a consequence of the welfare state, which again is an institution that \"we\" must destroy. \n\nThe most striking noun chunk, however, is the attribution \"our european loyalist gene pool\". Female nurses should not work because their bodies are needed for other aims. The white European female nurse is considered a pool of \"valuable genes\". \n\n###### Overview of comments in thread\n\nThe comments on the post described above are interesting as they display both resonance and disagreement. There are thirteen answers (comments) in the thread (see table), mainly expressions of agreement. Five representative posts are printed in their totality. coma3 refers to the assumed nature of female nurses (being a \"hoe\") as something unchangeable: \"You cant turn a hoe into a housewife\". The comments also add further and similar properties like overweight, sleep-deprived, lustful (coma5), rough and aggressive (coma6). coma6 furthermore refers to nurses as \"bitches\" and \"sloots\".[^5] Additionally, coma5 reinforces the essentializing category \"most women\" whereas coma6 establishes the category \"femininenurses\". coma8 contributes to the sexualized narrative from the original post by stating that \"I can get behind this classic fetish\". \n\nIn one sense coma7 constitutes an exception as the author points out that \"They [female nurses] are all emotional wrecks from the suffering they see all day long over decades\". Although the description \"emotional wrecks\" is clearly derogatory and diminishing, the comment appeals to actual events (exposure to suffering at hospitals) rather than a given female essence (e.g. emotional immaturity). \n\n##### Thread B: Incapability and attention \n\n\"ok /pol/, let's talk nurses. This is a collection of women and faggots who weren't smart enough to become doctors and now suddenly are national heroes. A piece of shit out of my asshole could become a nurse. fucking retards\"\n\nThe example post B is less complex than the post discussed above. The author addresses his audience (/pol/) directly and immediately sets the topic (\"let's talk nurses\"). Nurses are defined as \"a collection of women and faggots who weren't smart enough to become doctors\", a generic that displays both misogyny and homophobia. The topic of heroism is not discussed further, rather it is stated that anyone or anything could become a nurse, which implies that nurses as a category cannot qualify as national heroes. The post is ended with the provocative noun chunk \"fucking retards\". \n\n###### Overview of comments in thread\n\nThere are 308 responds to post B. A possible reason for the many reactions is the post's brief, direct, and provocative nature. Given the high number of comments I used a random sample function to search for relevant examples. comb2 makes reference to the trend of nurses dancing on videos uploaded on [TikTok](tiktok.com), and labels nurses as \"dancing cunts\". On the other hand, comb4 makes use of information the author allegedly has from the inside; his/her sister who is a nurse. Nurses are referred to as \"scum of the earth\", bullies and as sexually interested in the older male doctors. The angel-like figure of the goodhearted and kind nurse is represented to some extent, but it is claimed that such nurses are bullied out of the profession. The ones remaining are those who seek glory and who will use their bodies to get it (comb7). It is even claimed that some women only became nurses to get status, attention, and money (comb10). \n\n##### Thread C: Necessity and heroism \n\n\"Every other thread is some anti-nurse topic. Nurses are necessary, without them hospitals don't function. They do 90% of the work inpatients need and are a wealth of knowledge. If you've every been hospitalized for any length of time you already know this. Is it because /pol/ is filled with real life incels or is it Chinese shills?\"\n\nThe author begins by addressing the fact that the pandemic has led to a high number of threads dominated by a negative attitude towards nurses. Then the necessity of nurses in terms of work capacity and knowledge is emphasized. Further, the post appeals to personal experience; people who have been hospitalized should be aware of this necessity. The post ends with a question. Are the negative attitudes displayed a result of the discussants in 4chan being \"real life incels\" or is it due to \"Chinese shills\"? The term incel is short for \"involuntary celibates\" and refers to an online subculture of men who consider themselves unable to establish romantic and sexual relationships despite a desire to do so. Importantly, incels blame women for their involuntary celibacy.[^6] This is a clear reference to the misogynist dimension of the nurse hatred displayed on 4chan. \n\nA \"shill\" is someone who helps a person persuade other people to do something. There has been online discussion on the so-called \"Chinese shills\", where it is suggested that the Chinese government pays both American and Chinese citizens to spread pro-Chinese and anti-American propaganda.[^7] The term gained a new meaning with the Covid-19 outbreak. There are online communities committed to reveal various governments' alleged attempts to obscure and downplay the amount of cases in China and on a global scale.[^8] The post seems to imply that the skepticism and hatred towards nurses may be fueled by forces trying to diminish the current global health crisis. \n\n###### Overview of comments in thread \n\nThe post described above is atypically positive and primarily constructive, which is reflected in more diverse comments. One of the first comments (comc2) states the following: \"Nurses and doctors are unironically heroes right now. Risking their lives to save other lives. Definition of heroism.\" A further comment admits to the importance of nurses but underlines that nurses are essentially motivated by the need for attention (comc5), whereas yet another post claims \"Nurses should die in a fire\" due to their selfishness and uselessness (comc34). \n\nThe last comment printed in its totality in the notebook reads as follows: \"There’s constant demand for nurses because our societies are constantly growing fatter, older, and sicker. Once the boomers die off and wine aunts an hero demand for nurses will collapse\" (comc35). In this comment the celebration of nurses is explained exclusively by a society in decay; obesity, age, and increasing health issues. The term \"boomers\" is inspired by the term baby boomers and refers to middle aged or older people who do not understand the mindset of the so-called \"generation Z\".[^9] The wine aunts may refer to the generation before, feeding into the narrative of a sick society, here on the example of elders and alcoholism. The prophecy seems to be that once these people are dead, society will revitalize and the demand for nurses will decrease, which will lead to collapse of the heroic nurse figure. In other words, the celebration of nurses as heroes is considered a consequence of a sick society. \n\n----\n\n### **Preliminary results**\n\nThe project was aimed at exploring attributes used to describe female nurses on 4chan and how such attributes contribute to a negative construction of female nurses as non-heroes. I used data from a 4chan archive to create a data frame with 116 threads including more than 14 000 comments revolving around the topic of nurses. Although the project was informed by many of the 116 threads, the thorough analysis focused on three main examples (named thread A, B, and C). The analysis of the first example thread was concerned with the nurse reduced to a female body, the second with the incapability and desire of attention attributed to nurses, and the third with the 4chan community's discussion of the necessity of nurses. While each of the three threads were written from a specific angle they all display numerous attempts of diminishing the female nurse, mostly as a way of disclaiming her status as a hero. \n\nThe most striking aspect of thread A are the two pairs of contrast used to reduce female nurses into female bodies. The post claims nurses to be lonely to the point of suicide and thereby not fulfilling their natural given task as gene pools for reproduction. They are examples of working women who neglect their role as nurturing mothers in a white supremacist society. These women are thus not only considered a tool for survival of the human species; their bodies are politicized as means towards a racist end. In the comments a further pair of contrast is introduced. Nurses are described as \"bitches\" and \"sloots\", and are contrasted by the figure of the housewife. \n\nThread B is more concerned with disqualifying the concept of heroism. Nurses are claimed to be women who are too unintelligent to become doctors, and the conclusion from this assumption seems to be that anything (and anyone) could become a national hero. The term \"National hero\" is in other words a worthless attribution. The analyzed comments on the post expand on this narrative by framing nurses as bullies desiring glory and sex. The thread thus displays an interesting contradiction between the unintelligent nurse and the manipulative nurse exploiting her position for attention and sexual relations. \n\nThe post in thread C is an exception to the many anti-nurse posts in the data frame. Nurses are portrayed as necessary, knowledgeable, and hard-working. Some comments undermine the post and it is claimed that nurses are \"unironically heroes\". The need for an adjective like \"unironically\" is a consequence of the ironically distorted meaning of the term \"hero\" in the /pol/ discourse on nurses. While some comments argue that nurses are important yet attention-seeking, others insist that nurses are selfish and unintelligent \"attention whores\". In one sense the circle is ended by the comment that claims that nurses are indeed heroes, but only because we live in a sick society that is dependent on them. Once society rises again, it is claimed, \"the hero demand for nurses will collapse\". \n\nTo summarize, an important shared point of criticism in the nurse hate threads is that female nurses are occupying a space that was not intended for them. As they are working women and not stay-home mums they are lonely and depressed, unable to realize their true feminine and nurturing essence. They are too unintelligent to become doctors, yet they find their way to the hospital through a career as a nurse. In other words, they wrongfully enter a male domain. Similarly, the term \"(national) heroes\" is wrongfully assigned to this group by the mainstream. In combination with the profession (female) nurse the term becomes worthless. Heroism is not intended for (such) women. To return to the question posed in the beginning: there is an obvious correlation between nurse hatred and misogyny in the 4chan sub-discourse. Furthermore, many of the posts and comments express direct or implicit anger and anxiousness about transforming gendered power relations. De-constructing and understanding the nature of the hatred against nurses thus requires an analysis of the misogyny grounding this discourse, both in a general and in a pandemic-related sense. \n\n____\n\n### **Challenges and concerns** \n\n###### Data\n\nThe first substantial challenge was to access the relevant data. Given the high number of posts published every day, the threads on /pol/ are constantly deleted. You can normally only access threads from the same day as all earlier threads are already deleted. As the beginning and development of the Covid-19 influenced discourse on nurses were objects of interest, I needed access to posts dating back to January 2020. Thus, the project was dependent on an archive (4plebs, see \"Empirical source\"). For future 4chan related projects the software used by 4plebs (Asagi imageboard dumper) could be a way of creating an independent archive for 4chan threads. \n\n###### Analysis \n\nA data frame with 116 posts and more than 14 000 comments constitutes a well of opportunities. For time and capacity reasons this project looked closer at three relevant posts (including their comments) to cover a certain variety in both argumentation and perspective. Further examples, however, would surely have broadened the range of displayed attitudes towards nurses. Nevertheless, the project developed a methodology for exploring the online nurse-hatred, both in terms of codes and analysis strategies. This methodology can be utilized further to analyze a larger number of threads. \n\n---\n\n[^1]: Although many nurses report not feeling powerful in their profession and consider caring and power to be opposite concepts. See Rafael (1996). \n[^2]: See for example Kalisch et al. (1982), Hallam (2005) and Daly et al. (2005). \n[^3]: Further information: \"How do I get things removed?\" in FAQ 4plebs: https://archive.4plebs.org/_/articles/faq/. \n[^4]: \"Sloot\" is a transformation of the derogatory term \"slut\" where the number of o's may indicate the degree of \"sluttyness\". \n[^5]: For an illuminating debate on generics of social kinds and (hidden) essence see Haslanger (2012) and Leslie (2007). \n[^6]: See for example Byerly (2020). \n[^7]: See for example Kredo (2012). \n[^8]: An example is the group \"nCovshills\" on reddit.com: https://www.reddit.com/r/ncovshills/.\n[^9]: See Lorenz (2019). \n\n### **Literature**\n\nByerly, Carolyn, 2020, \"Incels online reframing sexual violence\". *The Communication Review*, DOI: 10.1080/10714421.2020.1829305. \n\nDaly, John et al., 2005, *Professional Nursing: Concepts, Issues, and Challenges*. \n\nHallam, Julia, 2005, \"Angels, Battleaxes and Good - Time Girls: Cinema's images of nurses\". G. Harper, & A. Moore (Eds.), *Signs of Life: Medicine and Cinema*, 105-120. \n\nHaslanger, Sally, 2012, \"Ideology, Generics, and Common Ground\". Haslanger, *Resisting Reality: Social Construction and Social Critique*, 446-482. \n\nKalisch et al. 1982, \"The Nurse as a Sex Object in Motion Pictures, 1930 to 1980\". *Research in Nursing and Health*, 147-154. \n\nKredo, Adam, 2012, \"The China Shills\". *The Washington Free Bacon*, 18.07.2012, https://freebeacon.com/politics/the-china-shills/. \n\nLeslie, Sarah-Jane, 2007, “Generics and the Structures of the Mind”. *Philosophical Perspectives, 21, Philosophy of Mind*, 375–403. \n\nLorenz, Taylor, 2019, \"‘OK Boomer’ Marks the End of Friendly Generational Relations\". *The New York Times*, 29.10.2019, https://www.nytimes.com/2019/10/29/style/ok-boomer.html. \n\nRafael, Adeline R.F., 1996, \"Power and caring: A dialectic in nursing\". *Advances in Nursing Science*, 19(1), 3–17.\n\n*All links retrieved 15.12.2020.*\n\n \n\n" }, { "alpha_fraction": 0.7318487763404846, "alphanum_fraction": 0.7457666397094727, "avg_line_length": 54.28205108642578, "blob_id": "40d7b2f5eedfe4643c7a6ac5db18553382c4b8e7", "content_id": "d5396d3f2ac095ef49156398afd5701010bfde7e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 4327, "license_type": "no_license", "max_line_length": 132, "num_lines": 78, "path": "/docs/piraha_language/argument.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# Background\n\nThe Pirahã language, spoken by the eponymous tribe of the amazonian forrest is widely considered to\nbe one of the most peculiar languages in the world, with a very small vocabulary and lacking words\nfor most things beyond experiental knowledge. The Pirahã do not have a creation myth nor care about\nthe past beyond the people they have either met in person or someone they have met in person has met \nin person. Remarkably they also lack word for exact quantities, number words.\n\n## Research objects\n\n**Research objects**: a corpus of conversations with members of the Pirahã tribe translated into english.\n\n**Research question**: Can the Pirahã language express arithmetic propositions?\n\n**Hypothesis**: The Pirahã language cannot express arithmetic propostitions.\n\n**Basis for the hypothesis**: The intuition would be that for arithmetic propositions we need number words, and the Pirahã\nlanguage seems to lack number words, only having words for inexact quantities. But this is just an intuition and not actual\nproof that my hypothesis is correct.\n\n**Assumptions**:\n1. Meaning is use, I will assume that the meaning of words is determined by the way they are used which. As our research\ndata is composed of a certain amount of conversations I will use those to determine the meanings of the words that I\nneed to translate. \n\n2. Non-contradiction principle\n\n3. Truthfulness of the proposed translations.\n\n**Data for the proof**\nThe sentence I want to analyze in Pirahã is the following very basic proposition \"1=1\". To translate this\nproposition into Pirahã I have written a script that crawls the entire data set to find usages of the two\nwords \"1\" and \"=\". The closest translation to \"1\" that I have found is \"hoi\", the closest translation for \"=\"\nI have found is \"ia\". \"ia\" seems to mean \"is\" rather than \"=\", but its the only candidate that could \ncome into question. In English the sentence \"1 is 1\" does not mean the same as \"1 = 1\", perhaps already because\none is used in a mathematical context and the other one in natural language. I learned in predicata logic that\nthe \"=\" relationship could be substituted by logical equivalence, in otherwords the bidirectional \"->\". I would\nsay that both in the case of \"1 is 1\" and \"1 = 1\" we could substitute each of these propositions by \"1 <--> 1\".\nBecause if \"1 is 1\", from \"1\" follows \"1\", and viceversa. Needless to say the same goes for the equals sign. Hence,\nfor the purposes at hand, I think it would be legitimate to use the translation for \"is\" (which has a translation in \nPirahã) as a substitute for \"=\".\n\n\n\nThe python script\n# 7.23: She is weak.\n# 7.23.1: She certainly is weak.\n(S (NPsubj hi/3/PRP ) \n (JJobj bio/weak/JJ ) (V aI/be/VB -xi/COMPL_CERT ))\n \n# 9.3: Only one cannot carry her up the river bank.\n# 9.3.1: Certainly, they are not one [person].\n(S (NPsubj hi/3/PRP) \n (JJobj hoi/one_few/CD -hiab/neg ) (V Aa/be/VB -hA/COMPL_CERT ))\n# 9.3.2: (As has been mentioned,) [they] carry [Xaogioso up the river bank].\n(S (NPsubj * ) \n (V iig/carry/VB -op/go -ai/be -saI/old_info ))\n \n \n**Argument**:\nProof by contradiction:\nLet us assume for the sake of the argument that the contrary of what we want to prove is the case, for that matter:\n\"Pirahã can express arithmetic propositions\"\n\nIf Pirahã can express arithmetic propositions it can express simple arithmetic propositions like 1 = 1\n\nThe translation for 1 = 1 in Pirahã is \"hoi ia hoi\", hence, in some sense, \"1 = 1 = hoi ia hoi\".\n\n\"hoi ia hoi\" can be translated back to 1 = 1. From statement \"1=1\" follows \"1=1\". \"1=1\" is true, so from\na true statement follows a true statement. Let us use for the truth expressed by \"1=1\" the variable \"P\". Therefore from \"P\" follows \nP -> P.\n\nBut \"hoi ia hoi\" can also be translated back to \"1 = 2\". \"1 = 2\" is false on the other hand, or in other words is not-P (\"-P\")\n\nHence, using Pirahã translations, we can derive both a true and a false statement when translating a simple arithmetic\nproposition like \"1 = 1\". In other words, we can derive both \"P\" and non-\"P\". Therefore our assumption,\n\"Pirahã can express arithmetics\" must be dropped, and the contrary is true. The negation of this proposition would be,\n\"It is not the case that Pirahã can express arithmetics\" or in other words \"Pirahã cannot express arithmetics\"." }, { "alpha_fraction": 0.68544602394104, "alphanum_fraction": 0.6877934336662292, "avg_line_length": 15.384614944458008, "blob_id": "1301548b2d1430a4d4a0f2ac7b8fe45826c999fb", "content_id": "58ffebee8f35086c9b48bd5abf10746501b6be0c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 426, "license_type": "no_license", "max_line_length": 64, "num_lines": 26, "path": "/posts/solutions/.ipynb_checkpoints/importText-checkpoint.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "---\nkeywords: pandas, import, text\n---\n\n# Import text files\n\n- see notebook \"ImportTextSources.ipynb\" in importSources\n\n## import text by sentences\n\n```\ntemp = open(datei,'r').read().replace(\"\\n\",\" \")\ntokens=nlp(temp)\nfor i,s in enumerate(tokens.sents):\n sent[i]=s.text\nsent[3]\n```\n\n\nImport the dictionary of sentences to a dataframe\n\n```\ndfDeAnimaSent=df.from_dict(sent,orient=\"index\",columns=[\"satz\"])\ndfDeAnimaSent\n\n```\n" }, { "alpha_fraction": 0.7066845297813416, "alphanum_fraction": 0.7208300232887268, "avg_line_length": 68.98577880859375, "blob_id": "d51603847245c414c6be7c945d4be9a5ee4fec00", "content_id": "85f5eb8ddf3cac6230ddf77940fbc8ee879418f9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 49203, "license_type": "no_license", "max_line_length": 1180, "num_lines": 703, "path": "/documentation/docs/project_disagreement/additional_notebooks/hcq_3_verb_filter.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF\n\nThis markdown file has to be complemented by the corresponding notebook. It is strongly recommended to read the markdown file alongside the notebook:\n\n* [hcq_3_verb_filter.ipynb](hcq_3_verb_filter.ipynb)\n\nFor the previous steps see:\n\n* [hcq_1_clean_abstracts.md](hcq_1_clean_abstracts.md) and [hcq_1_clean_abstracts.ipynb](hcq_1_clean_abstracts.ipynb)\n* [hcq_2_sentences.md](hcq_2_sentences.md) and [hcq_2_sentences.ipynb](hcq_2_sentences.ipynb)\n\n\n\n# 3 Verb Filter\n\nThe task of this notebook is to develop a first filter - a verb filter - that enables us to pick out certain sentences from my collection of sentences that is stored in the **`dataframe`** `sentences_df`. But the verb filter will only be a part of a set of filters that will work most effectively if all the filters are combined. An evaluation of how good the verb filter works will be part of the development process.\n\n\n\n## 0 Import Libraries\n\n* Import required libraries.\n* `nlp = spacy.load(\"en_core_web_lg\", disable=[\"ner\"])`: Create **`nlp`**-object by loading the language model `en_core_web_lg`. To make the code run faster disable the pipeline component `ner` because it is currently not needed. (See \"hcq_2_sentences.md\")\n\n\n\n## 1 Load Dataframe\n\n* `sentences_df = pd.read_json(\"../data/HCQ_sentences.json\")`: Load the known dataframe we stored in the file `HCQ_sentences.json` in the directory `data`. We store that dataframe (as usual) in the variable `sentences_df`. (See \"hcq_2_sentences.ipynb\" and \"hcq_2_sentences.md\")\n\n\n\n## 2 Verb Filter: A first approach\n\nIn this section I want to develop a first search pattern for the verb filter. I will begin with sketching the basic idea for such a filter. Second, I apply the initial search pattern to search for certain verbs of which I will then select those that help to find certain sentences. I will call these verbs SUPPORT-verbs. These useful verbs will form an integral part of the first verb filter. Additionally I want to evaluate how good this verb filter works. At the end i shall improve the verb filter based on the results of the assessment.\n\n### Detour: The Basic Idea\n\n(The way in which I try to tackle the task I am going to describe was greatly influenced by Prof. Dr. Gerd Graßhoff.)\n\nAt the point we have reached so far, we have divided the abstracts of scientific articles into single sentences. The goal of this project is to have a program that can do the following: Grouping sentences taken from abstracts of scientific publications in pairs of sentences such that the pair shows disagreement. To be more specific, in this project the disagreement will be about the question, whether hydroxychloroquine (HCQ) or chloroquine (CQ) is a treatment of COVID-19. \n\nAs an example I have taken two sentences from our sentence collection. One could argue that these two sentences form a pair that shows disagreement. While sentence PRO could be asserted by a proponent of the position that HCQ/CQ is a treatment of COVID-19, CON could be uttered by an opponent against (\"contra\") that position.\n\n>(PRO) `\"The findings support the hypothesis that these drugs have efficacy in the treatment of COVID-19.\"`(Sentence ID: pub.1127408847-21)\n\n>(CON) `\"These results do not support the use of HCQ in patients hospitalised for documented SARS-CoV-2-positive hypoxic pneumonia.\"` (Sentence ID: pub.1126655433-13)\n\nI assume that not every sentence in our sentence dataframe speaks for or against the position that HCQ/CQ is a treatment for COVID-19. And thus, I think not every sentence in our collection is apt to be grouped in a pair of **disagreement sentences** (if I may call it this way). Hence we are in need of a filter. We need a means to find exactly those sentences that could form a pair of disagreement sentences.\n\nThe filter will find those sentences we are looking for by means of certain characteristics that such sentences have. But what could such characteristics be? Let's look at our example sentences PRO and CON once more. What they have in common is that they articulate a position (say an epistemic position) regarding a statement. That statement has something to do with the assertive sentence, that HCQ/CQ is (possibly) a treatment of COVID-19. Furthermore they link the statement to some kind of evidence (`The findings`, `These results`). What PRO and CON express, is that their respective statement is justified or not justified with regard to some body of evidence. The main work in this expression is done by the main verb of the sentence - let's call it **SUPPORT**-verb. It is said that some body of evidence does **support** the statement (PRO) or does not **support** the statement. To visualize it:\n\n| Sentence type | Noun (EVID/SCI) | Negation (NEG) | Verb (SUPP) | Statement (Span) |\n| ------------- | --------------- | -------------- | ----------- | ------------------------------------------------------------ |\n| PRO | `The findings` | | `support` | `the hypothesis that these drugs have efficacy in the treatment of COVID-19` |\n| CON | `These results` | `[do] not` | `support` | `the use of HCQ in patients hospitalised for documented SARS-CoV-2-positive hypoxic pneumonia` |\n\nIn terms of formal logic you could see the SUPPORT-verb as the expression for a meta-language relation. It is a relation between some evidence (whatever that may be exactly) and and assertive sentence. In PRO the SUPPORT-relation (SUPP for short) is simply stated to hold between the evidence and the statement. In CON it is denied (negated) that this relation holds.\n\nSince SUPPORT-verbs play an important role in the sentences we are looking for, the occurrence of a SUPPORT-verb is an characteristic of such sentences. Our filter should sort out sentences if there is a not a SUPPORT-verb in it and it should retain those sentences in which there is a SUPPORT-verb. As a next step we should identify SUPPORT-verbs.\n\n### 2.1 An Initial Search Pattern\n\nNow we are going to develop an initial search pattern to search for SUPPORT-verbs. This is **not** a first version of the verb filter, but it is a step towards it. In order to develop the initial search pattern I will work with an example sentence that our final program should be able to find. It is sentence CON we know from the previous subsection:\n\n>(CON) `\"These results do not support the use of HCQ in patients hospitalised for documented SARS-CoV-2-positive hypoxic pneumonia.\"` (Sentence ID: pub.1126655433-13)\n\n* CON undergoes *Natural Language Processing (NLP)* by calling `nlp()` on it. Thus we create a **`Doc`**-object which we call `doc`. (Creating a `Doc`-object is basically making text out a **`string`**.)\n\n ```python\n doc = nlp(\"These results do not support the use of HCQ in patients hospitalised for documented SARS-CoV-2-positive hypoxic pneumonia.\")\n ```\n\n A `Doc` consists of tokens which are in most cases words (but not always). Through the `nlp()`-processing it is (among other things) determined for each token to which type of words it belongs (*Part of Speech (POS)*) or which its syntactical function it has within the sentence (*Dependency (DEP)*).\n\n* We show the text(-string) and Part-of-Speech for each token in `doc`:\n\n ```python\n for token in doc:\n print(token.text, token.pos_)\n ```\n\n We get:\n\n ```\n These DET\n results NOUN\n do AUX\n not PART\n support VERB\n the DET\n use NOUN\n of ADP\n HCQ PROPN\n in ADP\n patients NOUN\n hospitalised VERB\n for ADP\n documented VERB\n SARS PROPN\n - PUNCT\n CoV-2-positive NOUN\n hypoxic ADJ\n pneumonia NOUN\n . PUNCT\n ```\n\n As you can see there are three tokens in `doc` of which the POS-tag is `VERB`. This means there three verbs in the sentence: \"support\", \"hospitalised\", \"documented\".\n \n* Alternatively you can run the following code which creates a **`list`** of tokens that are verbs and displays the list on screen:\n\n ```python\n pos_verb = []\n \n for token in doc:\n if token.pos_ == \"VERB\":\n pos_verb.append(token.text)\n \n print(pos_verb)\n ```\n\n We get:\n\n ```\n ['support', 'hospitalised', 'documented']\n ```\n\nIf we search only search for verbs, we find more than we are looking for. For the example sentence we want to find \"support\" only, but in addition we find \"hospitalised\" and \"documented\", too. Let's take a look at the syntactical structure then.\n\n+ We show the text(-string), POS-tag and dependency for each token in `doc`:\n\n ```python\n for token in doc:\n print(token.text, token.pos_, token.dep_)\n ```\n\n We get:\n\n ```\n These DET det\n results NOUN nsubj\n do AUX aux\n not PART neg\n support VERB ROOT\n the DET det\n use NOUN dobj\n of ADP prep\n HCQ PROPN pobj\n in ADP prep\n patients NOUN pobj\n hospitalised VERB acl\n for ADP prep\n documented VERB amod\n SARS PROPN nmod\n - PUNCT punct\n CoV-2-positive NOUN nmod\n hypoxic ADJ amod\n pneumonia NOUN pobj\n . PUNCT punct\n ```\n\n In contrast to 'hospitalised' or \"documented\", \"support\" is the only verb in `doc` that is the `ROOT` of the dependency tree.\n\n+ Alternatively you can run the following code which creates a list of tokens that are both a verb and the root of the sentence and which displays the list on screen:\n\n ```python\n pos_dep_verb = []\n \n for token in doc:\n if token.pos_ == \"VERB\":\n if token.dep_ == \"ROOT\":\n pos_dep_verb.append(token.text)\n \n print(pos_dep_verb)\n ```\n\n This gives `['support']`. If we search for tokens in `doc` (or CON respectively) that are verbs and the sentence's root we find \"support\" only. This is exactly what we are looking for.\n\nWe will use `spacy`'s **`Matcher`** to search for SUPPORT-verbs. The Matcher needs a search pattern to do the search. Such a pattern is defined in the following form:\n\n```python\npattern = [{\"KEY_1\": \"VALUE_A\"}, {\"KEY_2\": \"VALUE_2\"}, ... , {\"KEY_M\": \"VALUE_M\", ... , \"KEY_N\": \"VALUE_N\"}]\n```\n\nA pattern is given as a list. That list contains **`dict`**-objects, one dictionary for each token the searched for pattern shall encompass. A dictionary has at least one key and the corresponding value. This describes the searched for characteristic of the token.\nLet's create our initial search pattern stepwise:\n\n* We give a list: `initial_search_pattern = []`.\n* Since we are searching for single verbs only, we are searching for single tokens. That means there is only one dictionary in our list: `initial_search_pattern = [{}]`.\n* The token has to match two characteristics which concerns the Part-of-Speech and the dependency: `initial_search_pattern = [{\"POS\": , \"DEP\": }]`.\n* Namely, the token has to be a verb and the root of the sentence tree: `initial_search_pattern = [{\"POS\": \"VERB\", \"DEP\": \"ROOT\"}]`.\n\nThis will be the search pattern with which the Matcher is going to search for SUPPORT-verbs. Let's create a Matcher to test our initial search pattern on the example sentence CON (`doc`):\n\n* `test_matcher = Matcher(nlp.vocab, validate=True)`: Create a Matcher-object called `test_matcher`. It is mandatory to pass the first argument `nlp.vocab` to give the shared vocabulary of the nlp-object to `test_matcher`. The second argument `validate=True` is optional, but it checks if the search pattern is described in a proper form.\n\n* `test_matcher.add(\"TEST_ID\", None, initial_search_pattern)`: This adds our search pattern `initial_search_pattern` to `test_matcher`. \n\n* We search the example sentence `doc` for our pattern. Running this code:\n\n ```python\n for match_id, start, end in test_matcher(doc):\n print(doc[start:end].text)\n ```\n\n We get:\n\n ```\n support\n ```\n\n\nWith the pattern `initial_search_pattern` the Matcher finds SUPPORT-verb (and nothing else).\n\n**Detour: What does a match (=Matcher(Doc)) look like?**\n\nBefore we create a new matcher and add our initial search pattern to it in order to search the sentences for tokens that are verbs and also the root of the respective sentence, I want to shortly sketch what happened in the last code block. I hope one will then understand better what goes on in the next section. (For the following see also the corresponding part of the notebook \"hcq_3_verb_filter.ipynb\".) Let's look again at the code block:\n```python\n for match_id, start, end in test_matcher(doc):\n print(doc[start:end].text)\n```\n\nIf you apply the `test_matcher()` on `doc` the Matcher will search for the defined pattern in the Doc-object. In `spacy`-terminology a slice of a Doc is called a **`Span`** . If there is a Span in the Doc that matches the search pattern the matcher will store it. Since we described our search pattern as a single token which is both a verb and the root of a sentence (see above) `test_matcher` will only store Spans that are tokens which are verbs and a sentence's root. But what kind of information will the matcher store in case there is a match? Running\n\n```python\ntest_matcher(doc)\n```\n\nwe get:\n\n```python\n[(1961263444387358288, 4, 5)]\n```\n\nWe get a list that contains one single item. This item is a **`tuple`**. The first element of this kind of tuple is some kind of ID; the second element is the index number where the matched Span starts; and the third element of the tuple is the index number where the matched Span ends. Try to slice the Doc-object `doc` into a Span with the help of the values for the start index number and end index number. Running\n\n```python\nprint(doc[4:5].text)\n```\n\nwe get:\n\n```python\nsupport\n```\n\nThis is the part of `doc` `test_matcher` is supposed to find. (`.text` gives the Span in form of a string.) \nThe `for`-loop in the code block is iterating over all items in the list that is created by `test_matcher(doc)`. Since all items in this list are tuples, the `for`-loop iterates over all tuples in this list. This might be seen easier if we write the code block slightly different. (This yields the same result as the original code block):\n\n```python\nfor (match_id, start, end) in test_matcher(doc):\n print(doc[start:end].text)\n```\n\nFor each tuple (form: `(match_id, start, end)`) in the list created by calling `test_matcher()` on `doc` the program shall: Print out on screen a Span in form of a string. This Span is described as a slice of `doc` which is defined by index numbers that mark where the slice starts and where it ends.\n\nIf a Matcher can not find a Span in a Doc-object that matches the search pattern, it will return an empty list.\n\n\n\n### 2.2 List of SUPPORT-verbs\n\nIn this subsection we are going to make a list of SUPPORT-verbs that we can use in a search pattern to filter verbs with our verb filter. First we create a list of Doc-objects from the sentences in our dataframe. From these Doc-objects we will extract the verbs that are the root of their respective sentence. In a third step I will manually select verbs that might be of use in our verb filter. The aim is to have a first search pattern for a Matcher that serves as a verb filter.\n\n* `doc_list = list(nlp.pipe(sentences_df[\"sentence\"].to_list()))`: This makes a list of Doc-objects from the sentences (strings) in column `sentence` of dataframe `sentences_df`. `sentences_df[\"sentence\"]` selects column `sentence` from the dataframe``sentences_df`. The resulting object is a `pandas`-**`Series`** (which is an object type that is similar to a dataframe). Applying the Series-**`method`** `.to_list()` to `sentences_df[\"sentence\"]` makes a list from that Series. We then apply `nlp.pipe()` to this list to convert each string in this list into a Doc-object (in a fast way). Calling `list()` on `nlp.pipe(sentences_df[\"sentence\"].to_list())` puts these Doc-objects into a list. We store this list in the variable `doc_list`.\n\n* `initial_search_matcher = Matcher(nlp.vocab, validate=True)`: We create a new Matcher (see 2.1) and call it `initial_search_matcher`.\n\n* `initial_search_matcher.add(\"INITIAL_SEARCH_ID\", None, initial_search_pattern)`: We add the `initial_search_pattern` (recap: `initial_search_pattern = [{\"POS\": \"VERB\", \"DEP\": \"ROOT\"}]`) to the Matcher.\n (This new matcher is much like the `test_matcher`. We could have used it instead. But in creating a new Matcher I hoped to make it clearer at which point in the project we are.)\n\n* We define the function `def match_verb_root()`. This function takes a list of Doc-objects (as the argument) and returns a list of strings made from Spans. Each string represents the lemmatized form of verb that is at the same time the root of its respective sentence. Code:\n\n ```python\n def match_verb_root(Doc_list):\n lemma = set()\n \n for Doc in Doc_list:\n for match_id, start, end in initial_search_matcher(Doc):\n \n lemma.add(Doc[start:end].lemma_)\n \n return sorted(list(lemma), key=str.lower)\n ```\n\n * `lemma = set()`: At the start the function creates a **`set`** (with `set()`) and assigns it to the variable `lemma`.\n Here I use a set instead of a list so that there are no duplicates in the list that is returned at the end. If there are three Doc-objects in `doc_list` that have the verb \"support\" (which is also the sentence's root) in it we would end up with a list that might look like this: `[..., \"support\", ..., \"support\", ..., \"support\", ...]`. \"support\" would occur three times in the list. But we want it to occur only once. Whereas in a set there is only one instance of identical items.\n * `for Doc in Doc_list`: We make a first `for`-loop that iterates over all Doc-objects in `Doc_list`.\n For a given Doc-object:\n * `for match_id, start, end in initial_search_matcher(Doc)`: We make a second `for`-loop. `initial_search_matcher(Doc)` creates a list tuples for that given Doc. (If there are no matches, i. e. if the search pattern can't be found in the Doc-object, this list is empty.) The second `for`-loop iterates over all tuples in the list.\n For a given tuple (if there are any):\n * `lemma.add(Doc[start:end].lemma_)`: The Doc-object is sliced into a Span that matches the search pattern (`Doc[start:end]`). Of this Span we get the basic form of the word, i. e. the so called *lemma*. For example \"supports\" and \"supported\" share the same lemma, which is \"support\". The lemma of the matched Span is converted into a string (this is the result of `Doc[start:end].lemma_`). With the method `.add()` we add this lemma string to the set `lemma`.\n * If this is done with the first tuple, the second `for`-loop will start again with the next tuple in the list.\n * If there are no tuples left in the list for the current Doc-object, the first `for`-loop will start again with the next Doc in `Doc_list`.\n * If there are no Doc-objects left in `Doc_list`, the first loop will and the program proceeds with the next step.\n * `return sorted(list(lemma), key=str.lower)`: We convert the set `lemma` into a list using `list()`. The function `sorted()` will sort the items in that list in a certain way. The first argument of `sorted()` tells the program which list is to be sorted. The second argument `key=str.lower` tells the program to take each item in the list as a string that consists of lower case characters only. In this way the items in the list are lower case strings in alphabetical order. `return` gives such a sorted list if the function `match_verb_root()` is applied to a `Doc_list`.\n\n* `root_verb_lemma = match_verb_root(doc_list)`: We apply the function `match_verb_root()` to `doc_list`. The resulting list is assigned to the variable `root_verb_lemma`.\n\nNow we have a list of verbs that occur in the sentences in `sentences_df` as the root of the respective sentence. (The verbs in the list are written lower case and show the lemma form. Further the list is ordered alphabetically. There are no duplicates. You can see the list in \"hcq_3_verb_filter.ipynb\", subsection \"2.2 List of SUPPORT-verbs\".) From this list I will select manually those verbs that would be useful for the verb filter. \n\n**Aid to help selecting verbs manually**\n\nTo make selecting verbs by hand easier for me I have written some code. But actually this code is not necessary so feel free to skip it as well as this comment. I write these lines merely in order to record how I proceeded in selecting verbs.\n\nThe reason why we develop a verb filter is to detect sentences that might play a role in the utterance of disagreement. We want to find these disagreement sentences with the help of special verbs. I called them SUPPORT-verbs. In the current step we go this way in reverse. From the \"root verbs\" we select those that occur in the disagreement sentences. We aim at finding disagreement sentences by certain verbs but now we want to find these verbs by means of the disagreement sentences. This procedure is circular. But there is another criterion for selecting verbs. It is not enough that a verb is the root of a disagreement sentence. That verb should express that some body of evidence supports a statement. If it does not I will not select it.\n\nThat much for the basic idea of what I am going to do now. I'll turn to the technical implementation. But I hope to do it briefly and not in detail, because this code is not necessary for the project.\n\n* `verb_generator = (verb for verb in root_verb_lemma)`: We create a **`generator`** from the list `root_verb_lemma` and call that generator `verb_generator`. `verb_generator` has the same items and in the same order as `root_verb_lemma`. You can call the function `next()` on a generator to get the next item in the generator. Let's say we made a generator from the list `['add', 'adjust', 'affect']`. Calling `next()` on this generator gets `'add'`; calling `next()` a second time gets `'adjust'`; and calling it a third time gets `'affect'`. Every time I run the cell in which `next()` is called on a generator `next()` is called a further time. So I can switch through all items of a generator by running the cell repeatedly.\n Attention: Running the cell in which the generator is created will \"reset\" the generator. Calling `next()` on the generator will get the first item again.\n\n* The next code retains the sentences in which the current item of `verb_generator` is the a verb and the root of the respective sentence:\n\n ```python\n [...]\n found_sentences = []\n \n for doc in doc_list:\n for match_id, start, end in initial_search_matcher(doc):\n if doc[start:end].lemma_ == verb_to_prove:\n \n if doc not in found_sentences:\n found_sentences.append(doc)\n [...]\n ```\n\n - The first `for`-loop iterates over all Doc_objects in `doc_list`. For a selected Doc there starts a second `for`-loop that iterates over all tuples in the list that is created by applying `initial_search_matcher()` on the Doc. Roughly, for a selected tuple the program checks if the matched Span is equal to the `verb_generator`-item at hand. If so, it is checked whether the current Doc is already in the list `found_sentences`. (This second if clause shall avoid that a sentence is in the list more than once.) If the Doc is not already in `found_sentences` it will be added to it.\n\n* The next code will give a number to each item in `found_sentences`. And it will print each sentence with its corresponding number:\n\n ```python\n [...]\n for sentence_number, sentence in enumerate(found_sentences):\n print(f\"({sentence_number}) {sentence}\")\n ```\n\n* The two preceding code samples are from the cell that starts and ends as follows:\n\n ```python\n # Next item of 'verb_generator': verb_to_prove\n verb_to_prove = next(verb_generator)\n \n [...]\n \n for sentence_number, sentence in enumerate(found_sentences):\n print(f\"({sentence_number}) {sentence}\")\n ```\n\n If you run the cell with this code repeatedly in effect you go through through our list of verbs `root_verb_lemma` item by item. (To be more correct you go through the generator we made from this list.) For each item all sentences are shown in which the verb and root of the sentence is in its lemma form the same as the current item.\n\n* Then we make an empty list with `selected_verbs = []`. In a different cell we code `selected_verbs.append(verb_to_prove)`. If we find a disagreement sentence by running the generator code block we can add the corresponding verb to the list `selected_verbs ` by running `selected_verbs.append(verb_to_prove)`.\n Attention: If you run the cell with `selected_verbs = []` you create it anew as an empty list. All verbs you have added to it will be lost.\n\n(In writing the above code I wanted to achieve two aims: (i) keeping track in the task of selecting verbs; (ii) avoid \"Copy and Paste\". I hope this is a nice and helpful solution.)\n\nWe have the following verbs selected as SUPPORT-verbs: \"reveal\", \"show\", \"suggest\" and \"support\". Now we are able to make a first verb filter.\n\n\n\n### 2.3 A First Verb Filter\n\nThe verb filter is supposed to find disagreement sentences with the help of SUPPORT-verbs. For this filter to work we create a new Matcher with a new search pattern. This search pattern will combine the `initial_search_pattern ([{\"POS\": \"VERB\", \"DEP\": \"ROOT\"}])` with the SUPPORT-verbs.\n\n* `verb_matcher_1 = Matcher(nlp.vocab, validate=True)`: We create a new Matcher (as we have done before) which we call ``verb_matcher_1`.\n\n* We make a search pattern for that Matcher and call it `support_verbs_pattern`:\n\n ```python\n support_verbs_pattern = [{\"POS\": \"VERB\", \"DEP\": \"ROOT\", \"LEMMA\": {\"IN\": ['reveal', 'show', 'suggest', 'support']}}]\n ```\n\n The pattern describes a single token (of a Doc) which is a verb an the root of its sentence. In addition the lemmatized form of the token is a member of the list `['reveal', 'show', 'suggest', 'support']` , i. e. the lemma of the token is either \"reveal\", \"show\", \"suggest\" or \"support\" . This search pattern will be matched by any form of, for example \"suggest\", like \"suggests\", \"suggested\" or \"suggesting\" etc. (Of course the token has to be a verb and the sentence's root to be matched.) This is the advantage of defining the search pattern by means of the lemma form.\n \n* `verb_matcher_1.add(\"VERB_ID\", None, support_verbs_pattern)`: We add the pattern `support_verbs_pattern` to the `verb_matcher_1`.\n\n* We filter `doc_list` and create a list called `verb_filtered_sentences_1` that contains only those items of `doc_list` that are matched by `verb_matcher_1`:\n\n ```python\n verb_filtered_sentences_1 = [doc for doc in doc_list if len(verb_matcher_1(doc)) > 0]\n ```\n\n We create the list `verb_filtered_sentences_1` with what is called in Python a *list comprehension*. It does pretty much the same as the longer code block:\n\n ```python\n verb_filtered_sentences_1 = []\n \n for doc in doc_list:\n if len(verb_matcher_1(doc)) > 0:\n verb_filtered_sentences_1.append(doc)\n ```\n\n This happens in the list comprehension (as well as in the alternative code in the code block above): An empty list named `verb_filtered_sentences_1` is created. A `for`-loop iterates over each Doc-object in `doc_list`: It is checked if the Doc meets a certain condition. If it does the Doc is added to the list `verb_filtered_sentences_1`. \n \n Now to the condition (`if len(verb_matcher_1(doc)) > 0`): When the Matcher `verb_matcher_1()` is applied to the Doc it will create a list. For every Span in the Doc that matches the pattern of the Matcher there will be a tuple in the list. If there is no match the list will be empty. (See 2.1, \"Detour: What does a match (=Matcher(Doc)) look like?\"). Applying the function `len()` on an appropriate object counts the items of such an object. The function returns the number of items as an **`integer`**. Thus, `len(verb_matcher_1(doc))` yields an integer that says how many tuples are in the list created by running `verb_matcher_1(doc)`. That means the integer tells how many matches there are in the respective Doc. `len(verb_matcher_1(doc)) > 0` says that the number of matches is greater than zero, i. e. that there are one or more matches found in Doc. Hence, the if-clause tells the program to check, whether there is any sequence in Doc that matches the search pattern. If it does this Doc is added to `verb_filtered_sentences_1`. This makes sure that there are only sentences in this list that match the search pattern. All other sentences in `doc_list` are sorted out.\n \n (To see the sentences selected by the verb filter see the corresponding part of \"hcq_3_verb_filter.ipynb\".)\n\n\n\n### 2.4 Evaluation I\n\nNow that we have a first version of the verb filter let's see how good it works. In order to evaluate our verb filter we need a measuring instrument. This is where our Excel spread sheet with labeled sentences comes into play (\"sentences_labeled.xlsx\"; see \"hcq_2_sentences.md\" and \"hcq_2_sentences.ipynb\").\n\n#### 2.4.1 Measuring Device\n\n**For the following steps see:** \nYoutube: [\"Intro to NLP with spaCy (3): Detecting programming languages | Episode 3: Evaluation\"](https://youtu.be/4V0JDdohxAk)\n\nWe are going to load `sentences_labeled.xlsx` as a dataframe. Then we will manipulate it in a few steps in order to use it as a measuring device for evaluation.\n\n* `measuring_df_1 = pd.read_excel(\"../labeling/sentences_labeled.xlsx\")` We load the Excel file into a dataframe and call this dataframe `measuring_df_1`.\n\n* With the following code we create the new column `prediction`. The content of the column is created by a function (**`lambda`** works as a kind of function definition): For every sentence it is asserted that there will be a match by the Matcher `verb_matcher_1`, i. e. the number of matches is greater than zero. This assertion can either be true or false which is expressed by the **`boolean`**s `True` or `False`, respectively. Code:\n\n ```python\n measuring_df_1 = measuring_df_1.assign(prediction=lambda df: [len(verb_matcher_1(doc)) > 0 for doc in nlp.pipe(df[\"sentence\"])])\n ```\n\n* With the help of the `numpy` library (usually abbreviated as`np`) we convert the `True ` into `1` and `False` into `0`. Code:\n\n ```python\n measuring_df_1 = measuring_df_1.assign(prediction=lambda df: df[\"prediction\"].astype(np.int8))\n ```\n\n* `measuring_df_1 = measuring_df_1[[\"sentence\", \"label\", \"prediction\"]]`: We rearrange the position of columns for dataframe `measuring_df_1`.\n\nThe dataframe should now look like this:\n![measuring_df_1](../assets/measuring_df_1.png)\n\n*measuring_df_1.iloc[71:76]*\n\nThe dataframe `measuring_df_1` now has three columns: one in which all sentences are stored (`sentence`); the label that indicates if we want the sentence to be found by the program (`label`); and the column that says which sentences the program actually find (`prediction`). We are going to use this dataframe and some metrics to assess how good the program (verb filter) works.\n\n#### 2.4.2 Metrics\n\nFrom `sklearn.metrics` we have imported to functions to create metrics, that help us to assess how good the verb filter works: `confusion_matrix()` and `classification_report()`. Frankly, I do not know fully what insights these metrics have to offer. First and foremost I want to use these metrics as a starting point to see whether making changes at the verb filter will make things better or worse. Nonetheless I want to give some remarks to the metrics. \n\n**Confusion Matrix**\n\nWe create a so called *Confusion matrix* by running the following code:\n\n```python\nconfusion_matrix(measuring_df_1[\"label\"], measuring_df_1[\"prediction\"])\n```\n\nIt yields the following:\n\n```python\narray([[200, 2],\n [ 6, 8]], dtype=int64)\n```\n\nThis display shows some sort of table which says something like this:\n\n| **label** | **prediction** | |\n| --------- | -------------- | ----- |\n| | **0** | **1** |\n| **0** | 200 | 2 |\n| **1** | 6 | 8 |\n\nFrom this table you can see four label/prediction-combinations: \n\n* 0/0 (sentences that should not be found and were not found by the program)\n* 0/1 (sentences that should not be found but were found (\"predicted\") by the program - *false positive*)\n* 1/0 (sentences that should be found but were not found by the program - *false negative*)\n* 1/1 (sentences that should be found and were indeed found by the program)\n\nFor each of these label/prediction-combinations the table gives a number. It says how often such a combination occurs. Adding the numbers together gives the total number of sentences in our collection of abstracts: $200 + 2 + 6 + 8 = 216$. We have a total number of 216 Sentences. Each sentence is assigned to exactly one label/prediction-combination.\n\nThere are 200 sentences were I have given the value \"0\" and where the program has given the value \"0\". These are sentences that I don't the verb filter to find and the verb filter does not find them. Further there are eight (8) sentences which I want the verb filter to find and which it does actually find (1/1). Thus there are 208 (200 + 8) sentences where label and prediction are in accordance. The verb filter deals with 208 sentences correctly.\n\nFor the remaining eight (8) sentences label and prediction differ. Two (2) sentences are false positives (0/1). That means that the program finds them or predicts that they should be found whereas I say they should not. (That is like a test indicating that someone has SARS-CoV-2 whereas she is actually not infected.) On the other hand the verb filter is \"blind\" for six (6) further sentences (1/0). These are the false negatives. Those eight sentences are the mistakes the verb filter is making. And you can see that false negatives are more often than false positives.\n\n**Classification Report**\n\nThe next type of metric is the so called *Classification report*. You can yield it by running:\n\n```python\nprint(classification_report(measuring_df_1[\"label\"], measuring_df_1[\"prediction\"]))\n```\n\nThis is the result:\n\n```\n precision recall f1-score support\n\n 0 0.97 0.99 0.98 202\n 1 0.80 0.57 0.67 14\n\n accuracy 0.96 216\n macro avg 0.89 0.78 0.82 216\nweighted avg 0.96 0.96 0.96 216\n```\n\nHere you see some categories and values. The number in column `support` tells how many instances are taken into account. In our case \"216\" means that 216 sentences are considered. Or respectively, 202 sentences are labeled by me with \"0\" and 14 sentences are labeled with \"1\". \n\n`precision` says how likely it is that a prediction is true. (Take for example the SARS-CoV-2-test again: `precision` tells how often a person is infected, if the test is positive.) In our case `precision` tells us that for 100 sentences that are predicted as being assigned with a \"0\" , 97 sentences are act in fact assigned with a \"0\". And out of 100 sentences that predicted to be labeled as \"1\", 80 sentences are indeed labeled as \"1\".\n\nThe numbers in column `recall` show how many sentences of the respective type are found by the verb filter. Almost all sentences labeled with \"0\" are found (99% of the sentences). (Or maybe it would be more correct to say that they are not found since a \"0\" marks those sentences that the verb filter should not find or recognize as a relevant sentence). But only a bit more than half of the sentences labeled with a \"1\" are found (57%). That for sentences labeled as \"1\" the `precision` has a value of 0.80 and the `recall` has a value of 0.57 reflects the fact that there are only two false positives but six false negatives.\n\nFor comparing different versions of the verb filter I will consider the `f1-score` and `accuracy`, too. Though I have to admit, that I am not able to explain what the values in these categories do express.\n\n#### 2.4.3 Mistakes\n\nAs a third ingredient of the evaluation I want to look at those sentences that are predicted incorrectly. This shall serve as a foundation for improving the verb filter.\n\n**False Positives**\n\nFirst to the false positives: \n\n* We are going to cut `measuring_df_1` into a much smaller dataframe. We name it `false_positives`:\n\n ```python\n false_positives = measuring_df_1.loc[measuring_df_1[\"prediction\"] == 1].loc[measuring_df_1[\"label\"] == 0, [\"sentence\"]]\n ```\n\n These line of code makes use of the fact that every step results in a dataframe so that commands can be concatenated. The first dataframe is `measuring_df_1`. We create a second dataframe with the first `.loc`-statement. `.loc[measuring_df_1[\"prediction\"] == 1]` is selecting those rows where there is a \"1\" in column `prediction` of dataframe `measuring_df_1`. From these selection of rows we are further selecting a subset of rows. With `.loc[measuring_df_1[\"label\"] == 0, [\"sentence\"]]` we select those rows that have value \"0\" in column `label`. And this time only column `sentence` is chosen. These selected rows and column of `measuring_df_1` form a dataframe again. This dataframe `false_positives` encompasses only those sentences of `measuring_df_1` that are predicted as being labeled as \"1\" but are in fact labeled as \"0\".\n\n* We print the numbered sentences in `false_positives`. Code:\n\n ```python\n for sentence_number, sentence in enumerate(false_positives[\"sentence\"].to_list()):\n print(f\"({sentence_number}) {sentence}\")\n ```\n\n `false_positives[\"sentence\"]` creates a series that has the content of column `sentence` of dataframe `false_positives`. Since it is a series the method `.to_list()` is applicable. This creates a list of which each item (sentence) is given a number by applying the function `enumerate()` on it. By means of a `for`-loop we advise the computer to print every sentence of the list together with its respective number. The result looks like this:\n\n ```\n (0) This work was supported by the Emergent Projects of National Science and Technology (2020YFC0844500), National Natural Science Foundation of China (81970020, 81770025), National Key Research and Development Program of China (2016YFC0901104), Shanghai Municipal Key Clinical Specialty (shslczdzk02202, shslczdzk01103), National Innovative Research Team of High-level Local Universities in Shanghai, Shanghai Key Discipline for Respiratory Diseases (2017ZZ02014), National Major Scientific and Technological Special Project for Significant New Drugs Development (2017ZX09304007), Key Projects in the National Science and Technology Pillar Program during the Thirteenth Five-year Plan Period (2018ZX09206005-004, 2017ZX10202202-005-004, 2017ZX10203201-008).\n (1) Current international society recommendations suggest that patients with rheumatic diseases on immunosuppressive therapy should not stop glucocorticoids during COVID-19 infection, although minimum possible doses may be used.\n ```\n\n\nThese sentences are going to be sorted out by the noun filter (yet to come).\n\n**False Negatives**\n\nFor the false negatives we proceed in a similar fashion as for the false positives. (Please compare with the notebook \"hcq_3_verb_filter.ipynb\".) Running the code we get the following result:\n\n```\n(0) We were unable to confirm a benefit of hydroxychloroquine or chloroquine, when used alone or with a macrolide, on in-hospital outcomes for COVID-19.\n(1) The administration of HCQ did not result in a significantly higher negative conversion probability than SOC alone in patients mainly hospitalized with persistent mild to moderate COVID-19.\n(2) Adverse events were higher in HCQ recipients than in HCQ non-recipients.\n(3) Although mortality rate was not significantly different between cases and controls, frequency of adverse effects was substantially higher in HCQ regimen group.\n(4) Use of these drugs is premature and potentially harmful\n(5) Among patients with COVID-19, the use of HCQ could significantly shorten TTCR and promote the absorption of pneumonia.\n```\n\nSentence (0) is a sentence I definitely want to find with the verb filter. I will adapt the search pattern to reach this aim.\n\nThe issue with sentences (1) till (5) is that I don't see a structural property by which a program could tell whether they are relevant or not. The make a statement that contributes to answering the question whether HCQ is apt as a treatment for COVID-10 or not. But they don't connect that statement with mentioning evidence and/or a judgment whether the evidence supports the statement or not. Perhaps one could argue that it is not actually a mistake that the verb filter does not detect sentences (1)-(5). I have labeled these sentences with a \"1\" because within the context of their abstracts the seemed to be the conclusion (drawn upon evidence). But on the other hand comparing these sentences with sentences from other abstracts they seem to be more like statements of evidence or summaries thereof. In addition some of the sentences appear to me very specific - may be too specific to just say if HCQ is apt as a treatment (this is especially true for sentences (1) and (5).) For now I would not mind if the verb filter does not find sentences (1) till (5).\n\n\n\n## 3 Verb Filter: Refinements\n\nWe have made a first version of a verb filter. Furthermore we have evaluated how good it works and what mistakes it is making. Now we are going to make one improvement. As mentioned the verb filter shall be able to find sentence (0) above. We want to reach this by adding another search pattern to the Matcher. In essence this will be a repetition of the steps done in subsection \"2.3 A First Verb Filter\".\n\nThe sentence of the false negative results that we want our verb filter to find is:\n\n```\n(0) We were unable to confirm a benefit of hydroxychloroquine or chloroquine, when used alone or with a macrolide, on in-hospital outcomes for COVID-19.\n```\n\nThis sentence is of the sort of sentences we want to find. Though it is not stating that a statement which has something to do with HCQ as a possible treatment for COVID-19 is supported by some evidence, it does something similar. There is a statement that contributes to the question whether HCQ is apt as a possible treatment for COVID-19: HCQ or CQ do show benefits when treating patients. Let's refer to that statement as $s$. Evidence of some kind is not mentioned, but I assume that a group of scientists (\"we\") has engaged in a process that results in some sort of evidence. Thus I would paraphrase the sentence above in such a fashion: The findings (produced through research by \"we\") do not support (\"confirm\") $s$. \"confirm\" is a verb and it signifies SUPPORT but it is not found by the verb filter. To see why let us look at some linguistic features. \n\n* We convert the sentence into a Doc-object (`doc3`):\n\n ```python\n doc3 = nlp(\"We were unable to confirm a benefit of hydroxychloroquine or chloroquine, when used alone or with a macrolide, on in-hospital outcomes for COVID-19.\")\n ```\n\n* Then we show for each token in the `doc3` the text (string), Part of Speech (which kind of word), Dependency (place in sentence structure) and the lemma:\n\n ```python\n for token in doc3:\n print(token.text, token.pos_, token.dep_, token.lemma_)\n ```\n\n We get:\n\n ```\n We PRON nsubj -PRON-\n were AUX ROOT be\n unable ADJ acomp unable\n to PART aux to\n confirm VERB xcomp confirm\n a DET det a\n benefit NOUN dobj benefit\n of ADP prep of\n hydroxychloroquine NOUN pobj hydroxychloroquine\n or CCONJ cc or\n chloroquine NOUN conj chloroquine\n , PUNCT punct ,\n when ADV advmod when\n used VERB advcl use\n alone ADV advmod alone\n or CCONJ cc or\n with ADP conj with\n a DET det a\n macrolide NOUN pobj macrolide\n , PUNCT punct ,\n on ADP prep on\n in ADP nmod in\n - PUNCT punct -\n hospital NOUN pobj hospital\n outcomes NOUN pobj outcome\n for ADP prep for\n COVID-19 PROPN pobj COVID-19\n . PUNCT punct .\n ```\n\n \"confirm\" is indeed a verb but it is not the root of the sentences (or at least the `spacy`-tools do not recognize it as such). `spacy` tells us that \"confirm\" here is an \"open clausal complement\" (\"xcomp\"). We use this information to create an additional search pattern:\n\n ```python\n confirm_pattern = [{\"POS\": \"VERB\", \"DEP\": \"xcomp\", \"LEMMA\": \"confirm\"}]\n ```\n\n* `verb_matcher_2 = Matcher(nlp.vocab, validate=True)`: We create a new Matcher called `verb_matcher_2`.\n\n We have to search patterns now the `confirm_pattern` and the `support_verbs_pattern` we have used before in `verb_matcher_1` (see 2.3):\n\n ```python\n support_verbs_pattern = [{\"POS\": \"VERB\", \"DEP\": \"ROOT\", \"LEMMA\": {\"IN\": ['reveal', 'show', 'suggest', 'support']}}]\n ```\n\n* `verb_matcher_2.add(\"VERB_ID\", None, support_verbs_pattern, confirm_pattern)`. We add both `support_verbs_pattern` and `confirm_pattern` as patterns to the Matcher `verb_matcher_2`.\n\n* `verb_filtered_sentences_2 = [doc for doc in doc_list if len(verb_matcher_2(doc)) > 0]`. By means of `verb_matcher_2` we filter the sentences of `doc_list` again and put the remaining Doc-objects in the list `verb_filtered_sentences_2`.\n\n* We print each Doc in `verb_filtered_sentences_2` with running numbers:\n\n ```python\n for sentence_number, sentence in enumerate(verb_filtered_sentences_2):\n print(f\"({sentence_number}) {sentence}\")\n ```\n\n This time the sentence\n\n ```\n (0) We were unable to confirm a benefit of hydroxychloroquine or chloroquine, when used alone or with a macrolide, on in-hospital outcomes for COVID-19.\n ```\n\n is among the results. (See the notebook \"hcq_3_verb_filter.ipynb\" for the filtered sentences.)\n\n\n\n## 4 Evaluation II\n\nIn this section I basically repeat the steps from \"2.4.1 Measuring Device\" and \"2.4.2 Metrics\". The difference is that I use `verb_matcher_2` instead of the first version of our verb Matcher. And I call the resulting dataframe `measuring_df_2`. The fact that I use the new verb Matcher is probably most crucial in the following line of code:\n\n```python\nmeasuring_df_2 = measuring_df_2.assign(prediction=lambda df: [len(verb_matcher_2(doc)) > 0 for doc in nlp.pipe(df[\"sentence\"])])\n```\n\n**Confusion Matrix**\n\nThe confusion matrix for the executing the code with `verb_matcher_2` is the following:\n\n| **label** | **prediction** | |\n| --------- | -------------- | ----- |\n| | **0** | **1** |\n| **0** | 200 | 2 |\n| **1** | 5 | 9 |\n\nIn order to better compare the results for the two verb filters I will give the results in a table:\n\n| **matcher** | **label/prediction-combination** | | | |\n| ---------------- | -------------------------------- | ------- | ------- | ------- |\n| | **0/0** | **0/1** | **1/0** | **1/1** |\n| `verb_matcher_1` | 200 | 2 | 6 | 8 |\n| `verb_matcher_2` | 200 | 2 | 5 | 9 |\n\nIn comparison with `verb_matcher_1` finds `verb_matcher_2` one relevant sentence more (the value in column \"**1/1**\" increases from 8 to 9). And the new verb Matcher does one false negative less (the value in column \"**1/0**\" decreases from 6 to 5). This is in accordance with the fact that we adapted the search patterns in a way that an additional relevant sentence will be found by the verb filter.\n\n**Classification Report**\n\nThe values displayed by the classification report have improved, too:\n\n```\n precision recall f1-score support\n\n 0 0.98 0.99 0.98 202\n 1 0.82 0.64 0.72 14\n\n accuracy 0.97 216\n macro avg 0.90 0.82 0.85 216\nweighted avg 0.97 0.97 0.97 216\n```\n\nAgain, I want to make a table so one might be better able to compare the verb Matchers and see the improvements (I will take only some criteria):\n\n| matcher | precision 0 | recall 0 | precision 1 | recall 1 | accuracy |\n| ---------------- | ----------- | -------- | ----------- | -------- | -------- |\n| `verb_matcher_1` | 0.97 | 0.99 | 0.80 | 0.57 | 0.96 |\n| `verb_matcher_2` | 0.98 | 0.99 | 0.82 | 0.64 | 0.97 |\n\nIn almost all categories considered `verb_matcher_2` yields better results than `verb_matcher_1`. \n\nIn the first two notebooks we took abstracts of scientific articles took the sentences thereof and stored them in tabular form. Besides this, we created a means for evaluating the verb filter. Not all sentences we collected are of interest for the current project so we sought a facility to find those sentences only that are relevant. This was the enterprise of the third notebook with which we dealt here. I started by sketching the idea regarding which sentences are relevant for the project and which features of the sentence structure could be exploited to find the sentences of interest. A main feature are certain verbs that form the root of their respective sentence. Based on this idea we developed a verb filter, assessed its performance and improved it. But the verb filter is only one component of a overarching filter. Another component is a filter that searches for certain noun, i. e. nouns indicating evidence. The development and evaluation of such a filter will be the task of the next notebook.\n\n\n\n" }, { "alpha_fraction": 0.7421132922172546, "alphanum_fraction": 0.7526471018791199, "avg_line_length": 117.21290588378906, "blob_id": "a58bf5c2b9e2b506b0130f042f11ba3a485e8dd5", "content_id": "b57339324d36e96438a8f71feb155568c249e4cc", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 18332, "license_type": "no_license", "max_line_length": 1121, "num_lines": 155, "path": "/documentation/docs/project_disagreement/hcq_expressing_disagreement_in_abstracts.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# Expressing Disagreement in Abstracts\n\nTobias Kittner\n\n\n\n### A Reflection on Scientific Articles about Hydroxychloroquine (HCQ)/Cholorquine (CQ) as a Treatment for COVID-19\n\n\n\n## Background\n\nDisagreement is a subject of philosophical investigation. As a fist approximation you can characterize disagreement as follows: Disagreement is directed towards some assertion $s$. You can have different doxastic attitudes towards $s$. You can judge that $s$ is true; you can judge that $s$ is false; or you can suspend judgment. Two individuals disagree if they have different doxastic attitudes with regard to $s$. (For a introduction see: [Frances/Matheson 2019](https://plato.stanford.edu/archives/win2019/entries/disagreement/)).\n\nMy project is a case study about disagreement in science. The matter of debate had to be a controversial topic in order to find disagreement expressed in scientific literature. Though the epistemic position of scientists disagreeing with each other is unknown yet it is plausible to assume that each of them is in a good epistemic position with regard to $s$. That means they are more likely to judge the truth value of $s$ correctly than to be mistaken. Since scientists are competent evaluators of $s$'s truth value it is interesting how they can judge the truth of $s$ differently.\n\nThe matter of debate for this project is whether Hydroxychloroquine (HCQ)/Chloroquine (CQ) is effective and safe enough to treat COVID-19. So in our case $s$ will be something like \"HCQ is apt as a treatment for COVID-19\". I suppose that one form in which disagreement in science occurs is that it is embedded in discourse. To trace disagreement I shall look for certain sentences that mark a position within this discourse. But I will confine myself to sentences that appear in abstracts of scientific articles.\n\n\n\n## Research Objects\n\n**Research data**\nWith the help of the [\"Global research on coronavirus disease (COVID-19)\"](https://www.who.int/emergencies/diseases/novel-coronavirus-2019/global-research-on-novel-coronavirus-2019-ncov/)-database of the *World Health Organization (WHO)* I searched for scientific publications that are about HCQ/CQ as a possible medication for COVID-19. I found 19 articles. I used the [DIMENSIONS](https://app.dimensions.ai/discover/publication) database to generate an Excel spread sheet with metainformation concerning these 19 publications (`\"hcq.xlsx\"`). By means of `\"hcq.xlsx\"` I could access abstracts of the 19 publications in machine readable form. (`\"hcq.xlsx\"` is in the directory `\"data\"`: `\"data/hcq.xlsx\"`.)\n\n**Research objects**\nThe research objects are sentences from abstracts that can be grouped in pairs such that a sentence pair expresses disagreement. I will call such sentences *disagreement sentences*. Pairs of disagreement sentences that express disagreement I will call *disagreement pairs*.\n\n**Research question**\nWhat features do disagreement sentences have? How can they be arranged into disagreement pairs? \n(I have a hypothesis about what features disagreement sentences have and how they can be arranged to disagreement pairs. My aim is to write a program (notebook) that can reliably find disagreement pairs. By this I hope to gain support for the hypothesis. I will come back to that later.)\n\n\n\n## Confinements\n\nDisagreement may be expressed in various ways. As I said I will only consider certain sentences occurring in abstracts of scientific articles. Thus expressions of disagreement are in writing. In addition I will only consider disagreement that is expressed by *pairs* of sentences. Let's look at some examples of what disagreement pairs might look like (the examples are not exhaustive):\n\nThe affirmative sentence:\n\n> (PRO): \"The study shows that HCQ is good as a treatment for COVID-19.\"\n\nTo form a disagreement pair the affirmative sentence is to be combined with one of the following negated sentences:\n\n> (CON 1): \"The study shows that HCQ is bad as a treatment for COVID-19.\"\n>\n> (CON 2): \"Because the study is poorly done you can draw no conclusions from it about HCQ as a treatment for COVID-19.\"\n>\n> (CON 3): \"The study does not show that HCQ is good as a treatment for COVID-19.\"\n\nEach of the CON-sentences forms a disagreement pair together with the PRO-sentence. The program is designed to only find disagreement pairs of the form (PRO, CON 3). Furthermore the program will only work for sentences in English.\n\n\n\n## The Basic Idea\n\nI assume disagreement sentences to have a certain structure. They express a relation between some kind of evidence and a statement $s$. I call that relation *SUPPORT*. (I suppose SUPPORT is logically a relation of the metalanguage. I think of it being similar to the relation of deducibility that may hold between a set of formulas and some single formula.) In disagreement sentences there are certain verbs that mark SUPPORT. I will call such verbs *SUPPORT-verbs*. Then there are linguistic expressions I'll call *EVIDENCE-nouns*. They refer to evidence of some type, processes resulting in evidence or scientists/scientific institutions that produce such evidence. Disagreement sentences can be affirmative or negated. To illustrate this idea I give the following table. (The sentences are real examples from the abstracts.)\n| Sentence type | Noun (EVID/SCI) | Negation (NEG) | Verb (SUPP) | Statement (Span) |\n| ------------- | --------------- | -------------- | ----------- | ------------------------------------------------------------ |\n| PRO | `The findings` | | `support` | `the hypothesis that these drugs have efficacy in the treatment of COVID-19` |\n| CON | `These results` | `[do] not` | `support` | `the use of HCQ in patients hospitalised for documented SARS-CoV-2-positive hypoxic pneumonia` |\n\n**Table1:** Structure of disagreement sentences.\n\n\n\nIn case there are both a SUPPORT-verb and an EVIDENCE-noun in a sentence the computer ought predict it as being a disagreement sentence. Pairing an affirmative disagreement sentence (one without a negation expression) together with a negated disagreement sentence will constitute a disagreement pair.\n\nBut not all pairs of affirmative and negated disagreement sentences will make a disagreement pair. An example:\n\n>(a) \"The study shows that HCQ is effective against COVID-19\"\n>\n>(b) \"The study does not show that HCQ is effective against COVID-19\"\n>\n>\n>\n>(c) \"The study shows that climate change is caused by humans\"\n>\n>(b) \"The study does not show that HCQ is effective against COVID-19\"\n\nThe sentence pair (a, b) is a disagreement pair whereas the pair (c, b) is not. This is because (a) and (b) are about the same subject whereas (c) and (b) are about different topics. Disagreement pairs consist of sentences that are about the same topic; one sentence is affirmative and the other is negated. To let the program decide whether two sentences are about the same topic I will make use of `spacy`'s functionality to compute the similarity of linguistic objects. The similarity can be computed for the whole sentence (or document) (which is called *Doc similarity*); or it can be computed for parts of the sentence (*Span similarity*). I take as the Span the part of the sentence which expresses its topic. The Span as understood here points to the statement of the sentence ($s$). $s$ is that what is supported by some kind of evidence. I assume that the Span is the part of the sentence that comes behind the SUPPORT-verb. (This is reflected in table 1 above.) As you can see from the table below the Span similarity is higher for similar topics and lower for different topics — as compared to Doc similarity:\n\n| Sentence pair | Doc similarity | Span similarity | Spans of sentence pair |\n| ------------------------------------------------------------ | -------------- | --------------- | ------------------------------------------------------------ |\n| (a) \"The study shows that HCQ is effective against COVID-19\"<br /><br />(b) \"The study does not show that HCQ is effective against COVID-19\" | 0.98 | 1.0 | (Span a) \"that HCQ is effective against COVID-19\" <br /><br />(Span b) \"that HCQ is effective against COVID-19\" |\n| (c) \"The study shows that climate change is caused by humans\"<br /><br />(b) \"The study does not show that HCQ is effective against COVID-19\" | 0.89 | 0.77 | (Span c) \"that climate change is caused by humans\"<br /><br />(Span b) \"that HCQ is effective against COVID-19\" |\n\n**Table 2:** Comparison of Doc similarity and Span similarity.\n\n\n\nFor this project I will assume that Span similarity yields more reliable results than Doc similarity in determining the similarity of topic for two sentences. You could set a threshold for Span similarity, say 0.85. If the similarity for a pair of sentences is as high or higher as this threshold it ought to count as being about the same topic. So in this case the sentence pair (a, b) has a Span similarity which is greater than 0.85 (1.0 > 0.85). Thus the sentence pair counts as being about the same topic. And since (a) is affirmative and (b) is negated (a, b) is a disagreement pair. The pair (c, b) has a Span similarity below the threshold and therefore it does not count as a disagreement pair. I may now sum up the foregoing remarks in a hypothesis:\n\n**Hypothesis**: Disagreement sentences express a relation that holds or does not hold between some kind of evidence and a statement (i. e. that the evidence supports/does not support some statement). That means disagreement sentences contain expressions referring to evidence and to the SUPPORT-relation. Furthermore disagreement pairs consists of one affirmative and one negated sentence that are about a similar topic (i. e. they show a certain degree (at least) of Span similarity). \n\n\n\n## Implementation: the Notebook\n\nThe task is to write a program such that the computer finds disagreement pairs from abstracts of scientific articles. (I follow a rule based approach, not one that involves machine learning.) In short, the following steps are taken: (i) get abstracts of scientific articles in a form that can be processed by the computer; (ii) divide abstracts into single sentences; (iii) filter disagreement sentences from the whole collection of sentences; (iv) label entities in disagreement sentences; (v) separate (entity labeled) disagreement sentences into two groups: affirmative sentences and negated sentences; (vi) make pairs of sentences with one affirmative and one negated sentence; (vii) determine Span similarity for each pair and — based on the Span similarity — distinguish disagreement pairs from non disagreement pairs.\n\n* The first step was to get the abstracts of scientific articles in a form that the computer could read and process. I assessed the abstracts, prepared them and stored the results in the json-file `\"HCQ_clean_abstracts.json\"` (`\"data/HCQ_clean_abstracts.json\"`). This preparatory work was done in the additional notebook `\"hcq_1_clean_abstracts.ipynb\"`. (See [hcq_1_clean_abstracts.md](additional_notebooks/hcq_1_clean_abstracts.md); all additional notebooks together with commenting markdown-files can be found in the directory `\"additional_notebooks\"`.)\n\n\nThe other main steps are executed in the notebook `\"hcq_expressing_disagreement_in_abstracts.ipynb\"`: \n\n* I loaded the the abstracts from `\"HCQ_clean_abstracts.json\"` into the **`dataframe`** `abstract_df`. There are the title of publication and an identifier assigned to each abstract. (Section 2 in the notebook; for more information see: [hcq_2_sentences.md](additional_notebooks/hcq_2_sentences.md).)\n\n* Each abstract is divided into its sentences. I stored the sentences in another dataframe called `sentences_df`. Each sentence has a unique identifier and there is also the title of publication added from which the sentence was taken — in case these informations are needed (see [hcq_2_sentences.md](additional_notebooks/hcq_2_sentences.md)). I take the sentences from column `\"sentence\"` and convert them into **`Doc`**-objects which I store in the **`list`** `doc_list`. Our sentence collection encompasses 216 sentences.(Section 3)\n\n* We are now going to filter the sentences in `doc_list`. In order to do that we will use `spacy`'s **`Matcher`**. First we will filter the sentences by occurrence of SUPPORT-verbs. We are searching for particular verbs that are mostly the root of a sentence. Sometimes they are not the root but what is called in `spacy` an \"open clausal complement\" (`\"xcomp\"`). Thus the patterns for the Matcher have the following general forms:\n\n ```python\n [{\"POS\": \"VERB\", \"DEP\": \"ROOT\", \"LEMMA\": {\"IN\": verbs}}]\n [{\"POS\": \"VERB\", \"DEP\": \"xcomp\", \"LEMMA\": {\"IN\": verbs}}]\n ```\n\n I have manually selected some verbs that in my view indicate the relation SUPPORT (for more information see: [hcq_3_verb_filter.md](additional_notebooks/hcq_3_verb_filter.md)). The verbs in their basic form (*lemma*) are: \"confirm\", \"reveal\", \"show\", \"suggest\" and \"support\". The filtered sentences are stored in the list `verb_filtered_sentences`. (Subsection 4.1)\n\n* We will further filter the remaining sentences in `verb_filtered_sentences` — this time by occurrence of EVIDENCE-nouns. These are particular nouns (including the pronoun \"we\") that most of the time serve as the nominal subject (`\"nsubj\"`) of a sentence (sometimes as an object (`\"pobj\"`). The Matcher searches with the general patterns:\n\n ```python\n [{\"POS\": \"NOUN\", \"DEP\": \"nsubj\", \"LEMMA\": noun/pronoun}]\n [{\"POS\": \"NOUN\", \"DEP\": \"pobj\", \"LEMMA\": noun}]\n ```\n\n I manually selected the nouns (for more information see: [hcq_4_noun_filter.md](additional_notebooks/hcq_4_noun_filter.md)). The nouns/pronouns are in the lemma form: \"analysis\", \"evidence\", \"finding\", \"result\", \"survey\", \"trial\" and \"we\". The further filtered sentences (datatype **`string`**) are stored in the list `noun_filtered_sentences`. From 216 sentences in our original collection 11 remained after filtering by SUPPORT-verbs and nine remained after filtering by EVIDENCE-nouns. (Subsection 4.2)\n\n I have tested a few different filters to assess which works best. The combination of filtering sentences by SUPPORT-verbs **and** by EVIDENCE-nouns yielded the best results: Out of 216 sentences 211 are predicted correctly. Only 64 % of disagreement sentences are found. But if the computer predicts a sentence as being a disagreement sentence you can be sure that this is correct. (For information on evaluation of filters see: [hcq_2_sentences.md](additional_notebooks/hcq_2_sentences.md), [hcq_3_verb_filter.md](additional_notebooks/hcq_3_verb_filter.md), [hcq_4_noun_filter.md](additional_notebooks/hcq_4_noun_filter.md).)\n\n* Then I define entities that shall be labeled if expressions that refer to them occur in a sentence. Such expressions will be marked and highlighted. The entities are: SUPPORT (**`SUPP`**); evidence, processes resulting in evidence (**`EVID`**) or scientists/scientific institutions producing such evidence (**`SCI`**); and negations (**`NEG`**). To label entities I have to process the sentences in `noun_filtered_sentences`; in other words: strings have to be converted into Doc-objects. The resulting list of sentences (Doc-objects) is called `disagreement_sentences`. (Section 5; for more information see: [hcq_5_entity_labels.md](additional_notebooks/hcq_5_entity_labels.md).)\n\n* The sentences in `disagreement_sentences` are divided into affirmative sentences and negated sentences. The affirmative sentences I store in `sents` and the negated sentences I store in `negated_sents`. (Subsection 6.1)\n\n* Sentences from `sents` and `negated_sents` are paired. For each pair consisting of an affirmative and one negated sentence: The Spans after the SUPPORT-verb are taken and the Span similarity is computed. If the similarity is at least 0.83 the pair is stored in `disagreementPairs`. This list contains all found disagreement pairs. (Subsection 6.2)\n\n I have evaluated several similarity thresholds to find the one for which most disagreement pairs are predicted correctly. A threshold of 0.83 yielded the best results. 13 sentence pairs out of 20 are predicted correctly. The computer will find 75 % of all disagreement pairs. If a pair is predicted as being a disagreement pair this prediction is correct in 69 % of cases. (For more information see: [hcq_6_disagreement_pairs.md](additional_notebooks/hcq_6_disagreement_pairs.md).)\n\n\n\n## Concluding Remarks\n\nYou can see the disagreement pairs at the end of Subsection 6.2; labeled entities are highlighted. The program forms disagreement pairs and many of them seem to be correct. But the program still has flaws. To name only the most important ones:\n\n* The assumption that disagreement pairs show a higher Span similarity could not be confirmed. The average Span similarity of all considered sentence pairs is about 0.8331. The average Span similarity of sentences that I take to be disagreement pairs is very slightly higher: it is about 0.8332. With a value of about 0.8329 the average Span similarity of non disagreement pairs is only very slightly below the average Span similarity of all pairs. You could see it as pointing out to a trend but there is hardly any difference. What is more is that one disagreement pair shows a Span similarity of about 0.69 whereas a non disagreement pair shows as Span similarity of almost 0.89. ([hcq_6_disagreement_pairs.md](additional_notebooks/hcq_6_disagreement_pairs.md))\n\n I still believe, the assumption that disagreement pairs are about the same topic and non disagreement pairs are not, is correct. But there has to be a better way to assess topic similarity than by Span similarity.\n\n* One sentence was correctly categorized as a negated disagreement sentence, but I think it was by mere accident. The negation did not negate the SUPPORT-verb but another verb in the \"topic Span\".\n\n\n\n------\n\nFrances, Bryan/Matheson, Jonathan (2019): \"Disagreement\", in: Zalta, Edward N. (Hrsg.): *The Stanford Encyclopedia of Philosophy* (Winter 2019 Edition), URL=[https://plato.stanford.edu/archives/win2019/entries/disagreement/](https://plato.stanford.edu/archives/win2019/entries/disagreement/)." }, { "alpha_fraction": 0.6498777270317078, "alphanum_fraction": 0.658679723739624, "avg_line_length": 51.46154022216797, "blob_id": "334ecf7eb0c1915a2276523ad577bf9a5152534f", "content_id": "22273c8aca0ff14c4be04b897161432b4a174e28", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2045, "license_type": "no_license", "max_line_length": 112, "num_lines": 39, "path": "/documentation/docs/project_disagreement/additional_notebooks/.ipynb_checkpoints/disagreement-checkpoint.py", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "from spacy.matcher import Matcher\n\ndef disagreement_pairs(list_of_affirmative_sentences, list_of_negated_sentences):\n \"\"\"Returns a list of sentence pairs of which the sentences express disagreement\n parameter: list_of_affirmative_sentences: List of sentences without a negation expression\n parameter: list_of_negated_sentences: List of sentences that contain a negation expression\n returns: List of sentence pairs\n \"\"\"\n span_matcher = Matcher(nlp.vocab, validate=True)\n\n span_pattern_1 = [{\"POS\": \"VERB\", \"DEP\": \"ROOT\", \"LEMMA\": {\"IN\": ['reveal', 'show', 'suggest', 'support']}}]\n span_pattern_2 = [{\"POS\": \"VERB\", \"DEP\": \"xcomp\", \"LEMMA\": \"confirm\"}]\n\n span_matcher.add(\"SPAN_ID\", None, span_pattern_1, span_pattern_2)\n \n # List of pairs of disagreeing sentences: pairs_of_disagreeing_sentences\n # This list shall be returned be the function\n pairs_of_disagreeing_sentences = []\n \n # 1. Loop (\"outer loop\"): Iterate over all Doc-objects in 'list_of_affirmative_sentences'\n for doc in list_of_affirmative_sentences:\n # Slice Doc-object into Span-object with the help of 'span_matcher': span1\n for match_id, start, end in span_matcher(doc):\n span1 = doc[end:]\n \n # 2. Loop (\"inner loop\"): Iterate over all Doc-objects in 'list_of_negated_sentences'\n for doc_neg in list_of_negated_sentences:\n # Slice Doc-object into Span-object with the help of 'span_matcher': span2 \n for match_id, start, end in span_matcher(doc_neg):\n span2 = doc_neg[end + 1:]\n \n # If Span-object 1 and Span-object 2 have a certain degree of similarity\n # then make a pair of the corresponding sentences and add the pair to \n # the list 'pairs_of_disagreeing_sentences'\n if span1.similarity(span2) >= 0.83:\n pairs_of_disagreeing_sentences.append((doc, doc_neg))\n \n # Return the list of pairs which sentences show disagreement\n return pairs_of_disagreeing_sentences" }, { "alpha_fraction": 0.7984886765480042, "alphanum_fraction": 0.8022670149803162, "avg_line_length": 40.78947448730469, "blob_id": "488d12ae9aa0e6dc74c9dde8f0c6fd74daee754f", "content_id": "dc8baf842b4f6aff4d350acffe5efd341148d778", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 794, "license_type": "no_license", "max_line_length": 131, "num_lines": 19, "path": "/posts/solutions/spacy.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# Spacy\n\n- custom components\n - https://github.com/explosion/spaCy/blob/develop/examples/pipeline/custom_component_countries_api.py\n- relations between entities\n - https://github.com/explosion/spaCy/blob/develop/examples/information_extraction/entity_relations.py\n- pipeline extensions\n - https://explosion.ai/blog/spacy-v2-pipelines-extensions\n\n## Notebooks\n\n- Lightning ImportTextSources\n - https://github.com/explosion/spacy-notebooks/blob/master/notebooks/lightning_tour.ipynb\n\n- Reeve, Advanced text analysis\n - https://github.com/explosion/spacy-notebooks/blob/master/notebooks/conference_notebooks/advanced_text_analysis.ipynb\n\n- Pride and Prejudice\n - https://github.com/explosion/spacy-notebooks/blob/master/notebooks/conference_notebooks/pycon_nlp/01_pride_and_predjudice.ipynb\n" }, { "alpha_fraction": 0.7344274520874023, "alphanum_fraction": 0.7437523603439331, "avg_line_length": 86.90164184570312, "blob_id": "2f9ff8531c6d7a3a935ddfffb32c8a078666b3ed", "content_id": "0444ea28825d09691f04ace3663c004d32e8d920", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 5366, "license_type": "no_license", "max_line_length": 423, "num_lines": 61, "path": "/docs/terminological_continuity/technical_issues_documentation.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "## A Computational Approach to the History of Philosophical Ideas - Documentation of Technical Issues (to be solved later on)\n\n1. **OCR-preparation**\n\n * done\n\n\n2. **OCR: Tesseract**\n\n 1. fine-tuning psm?\n * esp. psm= 1 (autmatic page seg + OSD)\n * and psm= 3 (fully automatic, default)\n 2. fine-tuning def. of \"low word accuracy\": 50, 60, 70?\n 3. fine-tuning oem? (*engine modes* with different performance and speed)\n * 0 = Legacy engine only\n * 1 = Neural nets LSTM engine only\n * 2 = Legacy + LSTM engines\n * 3 = Default, based on what is available\n 4. eliminate page-/footnote-*number* by defining white- or blacklist?\n * result not as imagined but blacklist can be used to prevent common OCR-mistakes, e.g. mistaking \"I\" (pronoun 1st person singular) for \"[\" or \"|\"\n 5. eliminate headers by defining book-layout-specific spacy Matcher (or RE), then identify, replace, and delete?\n 6. last-sent-on-page-problem for spacy sentenciser\n * possible (part of) solution: preserve_interword_spaces = 1\n * solution requires exact def. of:\n * last-sent-on-page-problem: occurs when (i) last sent. in (last) paragraph not ending with punctuation ('.', '!', '?'), and (ii) first sent. in next paragraph (i.e. first paragraph on next page) not starting with upper case letter (in short: defined by missing punctuation and lower case)\n * headers: first paragraph on a page, spatially separated from main text, usually not longer than x words/characters, missing punctuation\n * footers: paragraphs starting with a number, last (spatially separated) paragraph(s) on page\n * alternative solution: use computer vision (AI/ML) to recognise/analyse page layout, incl. headers & footnotes, e.g. Luminoth, DetectronV2, Larex, OCRopus, OpenCV\n 7. maybe descrew some images (esp. the books/chapters I scanned myself) to improve quality of OCR-output\n\n\n3. **SpaCy: preparation-notebook**\n\n 1. how to pick all sentences in which SpaCy identified occurence of term soul and enumerate them in a dataframe\n - see, e.g., cell 142ff. in notebook \"preparation_sample_DeAnima\": for now, I have to (i) repeat command for every single match, (ii) copy those sentences into a new txt-file, and (iii) finally put them into a dataframe (for step iii, see notebook \"analysis_sample_DeAnima\")\n 2. how to (automatically) create jsonl-file containing all of those sentences and relevant metadata\n - see notebook \"prodigy_training_preparation.ipynb\" as well as file \"prodigy_input_data_sample.jsonl\"\n - maybe already add relevant metadata to pdf-files in 'pre-editing' of OCR-preparation, i.e. while cutting out irrelevant material? But is the metadata going to be transfered to the txt-files?\n\n\n4. **Prodigy: specialised NER-model**\n\n 1. really necessary to create match patterns, i.e. create a phrase list using a word vectors model that includes vectors for multi-word-epxressions\n * \"step 0\" in Ines' youtube-tutorial\n * step 1, as explained on website (and what I've already tried out), only starts at 9min,30sec\n * see website-tutorial, sect. \"Manual annotation with patterns\", I think this is what Ines is doing in the video..\n * sum up: there are several different methods for trainaing a model for NER: (i) fully manual annotation, (ii) manual annotation with (token or string) patterns, (iii) manual annotation with suggestions from a model (ner.correct), (iv) binary annotation with active learning and a model in the loop (ner.teach), which can also used to improve accuracy of a new model after it has been trained on some data from scratch\n 2. open (technical) questions for tomorrow: how to save trained model and cont. on next day, how to export model to use in spacy, what exactly is the gold-standard-data and what comes next? binary with trained model in loop (ner.teach) OR training experiments (train-recipe) OR batch-train?\n 3. working order:\n 1. train a model from scratch with ner.manual,\n 2. run training experiments to see if it's going into the right direction: train-recipe (wrapper around spaCy’s training API) = ner.batch-train?\n 3. optional: to improve accuracy, use ner.teach for binary annotation with active learning and a model in the loop\n 4. last step: train the model with spaCy directly: data-to-spacy command converts Prodigy datasets to spaCy’s JSON format to use with the spacy-train-command\n 4. distinction normal training / batch training: \"the model in the loop is only updated once each new annotation. This is never going to be as effective as batch training a model on the whole dataset... If you batch train your model with the collected annotations afterwards, you should receive the same model you had in the loop, just better.\" \n\n\nuser comment:\n\nWhat I did to make the training of my NER Gold Faster was to first do a normal train for the new entities with some examples, then do a batch train and export the model. Then I used that model to annotate the GOLD.\n\nI did few 100 examples of GOLD, exported it, used it to train a model with spacy batch train example, by loading the model I used to do the GOLD. Doing this I improved the model, and I did again some 100 examples of GOLD with the newly created model. The suggestion are then getting better and better and you have to do few corrections. I did this a few time.\n" }, { "alpha_fraction": 0.740275502204895, "alphanum_fraction": 0.7463533282279968, "avg_line_length": 34.228572845458984, "blob_id": "b827625b89457364a016df7481f8869a7e4e4b1c", "content_id": "2fb38306e9d765a20d0ceaf95ca2ad292e044479", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2468, "license_type": "no_license", "max_line_length": 506, "num_lines": 70, "path": "/posts/packages/2. First Steps.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# Notebook Environments \n\nThere are many text editors for writing Python code, but in this seminar we will be working with the most popular notebook environment, which is Juypter. Notebook environments are suitable for learning because it is possible to see multiple inputs and outputs next to each other in one space so that the actor does not have to write a large script first. In this way, we can quickly type something and see if the output works. Notebooks use the so-called \"cells\" that are blocks of code that you later run.\n\nAnother essential feature of notebook environments is that they support markdown notes (standard text for titles and explanations), visualizations, etcetera.\n\n\n\n## Jupyter Notebooks\n\nIf we launch Jupyter Notebook from the Anaconda Navigator, the browser will open up to \"localhost:8888/tree\" where you can see the files of your computer. Only from here can we open up the Jupyter files. Jupyter Notebooks have a particular format, which is an extension \".ipynb.\" \n\n![](assets/homejupy.png)\n\n- To open a notebook, click on \"New\" &rightarrow; \"Python 3.\"\n\nThis is how a notebook looks:\n\n![](assets/newnb.png)\n\nSave the Jupyter-files in the current directory (by default, this will happen). To check the current directory type in the cell:\n\n```\npwd\n```\n\n- To run the cell, click on the button \"Run\" in the toolbar above or press \"Shift-Enter.\"\n\nFrom the prompt/terminal, it is possible to change the directory and then open a notebook typing the following:\n\n```\ncd Desktop\n```\n\n```\njupyter notebook\n```\n\n\n\n## Plain Text\n\n- To change the title, go to the tab \"Untitled\" and write a new name.\n\n- To write plain text in a cell, go to the toolbar where it says \"Code\" and select \"Markdown.\" So it will no longer be a code cell, but one for text.\n- For headings, choose the size of the headings putting a \"#\" before the text:\n\n```\n# heading 1\n## heading 2\n### heading 3\n#### heading 4\n##### heading 5\n###### heading 6\n```\n\n\n\n## Worth Mentioning\n\n- To add a cell, click the plus in the toolbar or press \"Esc-B\"\n- To see a list of all the keyboard shortcuts, go to \"Help\" &rightarrow; \"Keyboard Shortcuts\"\n- If the browser does not automatically open from the Anaconda Navigator, manually open a browser and type in: localhost:8888\n- Jupyter Notebook operates inside the browser as a graphical interface, but it does not need an Internet connection. \n\n" }, { "alpha_fraction": 0.7274472117424011, "alphanum_fraction": 0.7312859892845154, "avg_line_length": 24.40243911743164, "blob_id": "9046ca016435f0e256385fb72eff342ba3d4385e", "content_id": "8ab01a1540a5f2fd994305e8b0a743a981cc2c91", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2084, "license_type": "no_license", "max_line_length": 308, "num_lines": 82, "path": "/posts/packages/10. Natural Language Processing.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# Natural Language Processing\n\nIn this tutorial, we will learn about the basics of Natural Language Processing (NLP). The most popular suite of libraries for NLP is the Natural Language Toolkit (NLTK), released in 2001. We will start with spaCy, an open-source software library for advanced NLP released in 2015 and a very efficient tool. \n\n\n\n## Setup\n\nOpen the Anaconda Navigator, go to 'Environments,' click on 'base (root),' and choose 'Open Terminal.' Write:\n\n```\nconda install -c conda-forge spacy\n```\n\nPress the 'y' standing for 'yes' to proceed. \n\nNow that you have installed spaCy, we need to download the models for the languages that we need. For example, for English:\n\n```\npython -m spacy download en\n```\n\nPress the up-arrow key, and the last input will appear again. In this case, you can erase the 'en' and write 'de' for downloading the German model.\n\n```\npython -m spacy download de\n```\n\nPress again the up-arrow key, delete 'download de' and replace it with 'validate' to check if the installation was successful.\n\n```\npython -m spacy validate\n```\n\n\n\n## Basics\n\nWe start by importing spaCy:\n\n```\nimport spacy\n```\n\nThen, load the language libraries. For English:\n\n```\nnlp_en = spacy.load('en_core_web_sm')\n```\n\nFor German: \n\n```\nnlp_de = spacy.load('de_core_news_sm')\n```\n\nThe function nlp() returns raw text as a Doc object that holds information about the tokens, their linguistic features and their relationships. \n\nWe use the name that we gave to the library. In the brackets, we put some text in quotation marks or the name of the variable that refers to the text that we want to analyze.\n\n```\ndoc = nlp_en()\n```\n\nThe following returns the analysis of the tokens, their linguistic features, and their relationships. \n\n```\nfor token in doc:\n print(token, token.pos_, token.dep_)\n```\n\nCheck the spaCy documentation for the specification of the annotations.\n\nhttps://spacy.io/api/annotation\n\nAnd to learn more features, you can also check the Notebook of this tutorial.\n\n" }, { "alpha_fraction": 0.7617700695991516, "alphanum_fraction": 0.7704209089279175, "avg_line_length": 32.93220520019531, "blob_id": "5e610c1a48bb225c564ae22b7eb651b224809caa", "content_id": "cefee4611fdc04e83f1b1faba6dc683953297f67", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 6019, "license_type": "no_license", "max_line_length": 670, "num_lines": 177, "path": "/my-project/site/aztec_classification_of_butterflies/FlorentineCodexButterflies/FlorentineCodexButterflies.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# Florentine Codex\n\n## Background\n\nIn his ethnographic research, Bernardino de Sahagún obtained the help of two critical indigenous groups: the wise elders of numerous cities in central Mexico and the Nahua students of the Colegio de Santa Cruz de Tlatelolco (which was the first European school of higher learning in the Americas)\n\nThe Florentine Codex covers the most diverse aspects of the Aztec society, e.g., history, religion, and medical knowledge; it consists of twelve books.\n\n\n\n#### Book XI: Earthly Things\n\nBook XI, the longest in the codex, is a treatise on natural history. Following the traditional division of common knowledge in many European works, the Florentine Codex deals with everything divine, human, and natural of New Spain. Therefore, after having spoken of superior beings and human beings, Sahagún examines animals, plants, and all types of minerals.\n\n\n\n#### Aztec Classification of Animals\n\nSahagún organized the work in two columns: on the right is the original text in Nahuatl and on the left, Sahagún's free translation into Spanish. \n\n\"Papalotl\" means \"butterfly\" and as we can appreciate from the example, there are different words that contain the name \"papalotl\": \n\n1. Tlilpapalotl (black-butterfly)\n2. Tlecôzpapalotl (will-go-up-butterfly)\n3. Iztapapalotl (white-butterfly)\n4. Chianpapalotl (chia-seeds-butterfly)\n5. Xicalpapalotl (gourd-butterfly)\n6. Texopapalotl (blue-butterfly)\n7. Xochipapalotl (flower-butterfly)\n8. Vappapalotl (foliage-butterfly)\n\nIn this example, \"papalotl\" is the general term, and the eight kinds of butterflies registered are specific terms.\n\n\n\n![papalotl](assets\\papalotl.jpg)\n\n\n\n#### Research Object\n\nThe English translation by Dibble and Anderson of the text of the butterflies on fo. 100f.\n\n#### \n\n#### Empirical Source\n\nThe source of this project is [Earthly Things](https://www.wdl.org/en/item/10622/view/1/200/), the penultimate book, and mainly, the goal is to analyze the butterflies' statements in the Florentine Codex. \n\n\n\n#### Research Question\n\nWhat are the typical statements about butterflies in the Florentine Codex?\n\n\n\n#### Method\n\n1. To import the text.\n2. To tokenize into sentences.\n3. To create a Data Frame.\n4. To train the category 'ORGAN.'\n5. To visualize the newly named entity.\n6. To search for most frequent words, verbs, and adjectives.\n\n\n\n#### So far accomplished \n\nI successfully imported all the needed libraries (pandas, re, spaCy, PhraseMatcher, Matcher, displaCy, span). Then, I prepared a TXT file and read it into the Jupyter Notebook. The next steps were to split the text into sentences and to clean up the newlines. We present the sentences in a Data Frame. Next, we loaded the English model, and we make a 'doc.' With the Phrase Matcher, we found the mentioned organs of the butterflies:\n\n- abdomen\n- neck\n- wings\n- arms\n- legs\n- antennae\n\nWe check where they span and add them to spaCy generating the label 'ORGAN.' A function helps to see if it worked. With displaCy, I rendered the result.\n\n\n\n![schm](assets\\schm.PNG)\n\n\n\n#### Results\n\nAfter some statistical functions, we found the typical verbs and adjectives used to describe the butterflies.\n\nWhat do butterflies do according to the Aztec conception? \n\n- fly\n- suck\n- become\n- develop\n- turn\n- glow\n- glisten\n- tremble\n\nWhat are the descriptions used to characterize the butterflies in the Florentine Codex?\n\n- twofold\n- fuzzy\n- whitish\n- pale\n- light-blue\n- blue-brown\n- fire-yellow\n- flower-like\n- beautiful\n- desirable\n- truly wonderful\n- with a chia design\n- of very intricate design\n\nWhich were the most frequent words? \n\n- yellow\n- painted\n- wings\n- smoky\n- constantly\n- blue\n- varicolored\n- large\n\nOther related nouns?\n\n- size\n- colors\n- liquid\n- hue\n- flutterer\n\n\n\n#### What could be improved?\n\n1. I added the category of the organs manually. It would better to use prodigy to train the model, but I am still working on it.\n2. All the other named entities I omitted because spaCy miscategorized some words. \n3. Apply this method to all the rest of the animals of the Florentine Codex.\n\n\n\n## Conclusion\n\nThe Aztecs identified six organs of the butterflies, according to the Florentine Codex. Although they included the legs, we can't see them in the drawing. And they drew the proboscis but did not mention it in the text. They denominate the organs in the first paragraph and tell us that butterflies continuously fly and suck the liquid of flowers. \n\n\n\n![mariposa](assets\\mariposa.PNG)\n\n\n\nThe next sections give details about the different kinds of butterflies, introducing all the different names. Always differentiating between color to name the different types of butterflies. Sahagún and his scholars refer to the change of tone of color that some butterflies show. Some kinds of butterflies have different sizes. They also give an account of the patterns of the wings. There are sentences about butterflies on the Florentine Codex that express that the Aztec thought that these insects were beautiful. Finally, we can conclude that most of the sentences tell us how the butterflies are. The rest of the sentences are about the actions of the butterflies.\n\nBelow we can see the essential characteristics of the kinds of butterflies.\n\n1. Tlilpapalotl: black flecked with white\n2. Tlecôzpapalotl: fire-yellow, it turns smoky yellow\n3. Iztacpapalotl: different sizes, white\n4. Chianpapalotl: chia design\n5. Xicalpapalotl: large, yellow, it becomes varicolored\n6. Texopapalotl: large and tiny, a light blue hue, it becomes blue-brown\n7. Xochipapalotl: large and small, varicolored, intricate design\n8. Vappapalotl: average size, chili-red\n\n\n\n## References\n\nSahagún, Bernardino de. \"General History of the Things of New Spain by Fray Bernardino de Sahagún: The Florentine Codex. Book II: The Ceremonies \". World Digital Library, June 2014, p. 200ff.\n\nSahagún, Bernardino de. *Florentine Codex: General History of the Things of New Spain: Book 11 - Earthly Things*. Translated by Charles E. Dibble and Arthur J. O. Anderson. Salt Lake City: The School of American Research; the University of Utah, 2012, p. 94f.\n\n\n\n\n\n" }, { "alpha_fraction": 0.538986325263977, "alphanum_fraction": 0.5462962985038757, "avg_line_length": 45.6136360168457, "blob_id": "00e3bdfb3464f86cf215ba3a73955bf524b7de3e", "content_id": "6257f97d950df55b43074d70d94b0b1548596c9c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2053, "license_type": "no_license", "max_line_length": 165, "num_lines": 44, "path": "/posts/packages/5. Data Types and Variables.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# Some Python Data Types\n\n| Name | Category | Type | Description | Example |\n| ------------ | -------- | ------- | --------------------------------------- | ----------------------- |\n| Strings | Text | str | Ordered sequences of data | \"Hello\" 'Hi' |\n| Integers | Numeric | int | Positive or negative whole numbers | -10 600 |\n| Float | Numeric | float | Numbers with a decimal point | 5.7 8.0 |\n| Complex | Numeric | complex | Numbers with an imaginary component | z x+y |\n| Lists | Sequence | list | Ordered sequence of objects | [\"yes\",\"ja\",\"oui\",\"sí\"] |\n| Tuples | Sequence | tuple | Immutable sequence of objects | (\"Ok\", 3.14, 42) |\n| Dictionaries | Mapping | dict | Unordered collection of key:value pairs | {'name': 'Lucy'} |\n| Sets | Set | set | Unordered collection of unique objects | {\"a\",\"b\",'c','d'} |\n| Booleans | Boolean | bool | Logical value | True, False |\n\n\n\n# Variable Assigments\n\nYou can find out the type of variable using the following built-in function:\n\n```\ntype(x)\n```\n\n- We can assign the data types to a variable name.\n\n- - Take into account that names cannot start with a number; there can be no spaces or symbols (but you can use an underscore).\n - Typically, we use lowercase letters for variable names.\n - Avoid names that have a special meaning in Python, for example, 'str' or 'int.' These words will have a different color syntax highlighting that will alert you. \n\n- In Python, it is possible to reassign a variable name to a different data type (in other languages, it would produce an error).\n\n ```\n soul = 3\n soul = ['vegetative', 'sensitive', 'rational']\n ```\n\n![variables](assets/variables.PNG)\n\n" }, { "alpha_fraction": 0.5757320523262024, "alphanum_fraction": 0.5806125998497009, "avg_line_length": 31.118919372558594, "blob_id": "2827ef3ee38f8ca02363cdccb7ed75c93c31cf42", "content_id": "d18218c7a06989430d9676ba9d7cef2eb7a16c3b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5942, "license_type": "no_license", "max_line_length": 150, "num_lines": 185, "path": "/docs/corona_research/.ipynb_checkpoints/statementdependency-checkpoint.py", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "from dataclasses import dataclass, field\nfrom typing import List, Dict\n\nfrom tabulate import tabulate\nfrom graphviz import Digraph\n\n@dataclass(unsafe_hash=True)\nclass Factor:\n '''\n Factors are vertices in a causal graph with edges for a relevance relationship. Edges connect factors to their relevant causes \n or they are root factors which only can be changed or invoked by interventions i.e. causally relevant events.\n \n The fields of Factors\n\n - name\n - is an integer as a unique name for that factor, negative integer for negative factors\n - factortype\n - cat: categorial factors (2 states change when effected)\n - negative factors: the string of a name may be negative to express \"not Factor\"\n - junction: List\n - A list of and-causes representing an and-or bundle of relevant causes for this factor\n - Root factors have an empty junction\n - [[a1,a2,a3],[b1,b2]] is a bundle of two and-causes\n - state: str \n - the state of the factor\n '''\n name: int\n junction: List = field(default_factory=list)\n factortype: str = \"cat\"\n state: str = \"off\"\n\n\n@dataclass(unsafe_hash=True)\nclass StatementGraph:\n '''\n A directed graph of relevances (and-or junctions). \n It is represented as a dictionary of relevances named by numbers for factors\n\n - junction: list of lists\n - A disjunction (list) of conjunctions (list) for a statement\n - Root statement may have an empty junction\n - example: [[a1,a2,a3],[b1,b2]] \n - negative statements are represented by negative factor names\n '''\n name: str\n minimalTheory: Dict = None\n factorspace: List = field(default_factory=list)\n state: Dict = None\n\n def __post_init__(self):\n relevance = self.minimalTheory\n d = {}\n des = {}\n for j in relevance.keys():\n disjunct = relevance.get(j)\n d[j] = disjunct\n for conj in disjunct:\n for fact in conj:\n des[fact] = Factor(fact).state\n if fact in relevance:\n d[fact] = relevance[fact]\n else:\n d[abs(fact)] = []\n self.minimalTheory = d\n self.factorspace = [Factor(f, junction=d[f]) for f in d]\n self.len = len(self.factorspace)\n self.state = des\n\n# Identify an object of class Factor by name\n\n\ndef Fac(y, causG):\n l = [x for x in causG.factorspace if x.name == abs(y)][0]\n return(l)\n# set the state of a Factor\n\n\ndef statefac(o, causG):\n for i in range(causG.len):\n Fac(i, causG).state = o\n\n\n\ndef truthval(f,causG):\n if Fac(f,causG).state == \"on\":\n sf = True\n else:\n sf = False\n if f < 0:\n sf = (not sf)\n return(sf)\n\n\ndef sufficientC(f, causG):\n '''\n sufficientC is True if the states of a causal graph causG are sufficient for a \n factors f. The condition is derived from the minimal theory MT of a factor f \n \n (1) Categorial condition: \n It is sufficient, if for a minimal theory MT of f at least one disjunct D is True, i.e. all positiv cofact are \"on\" and negated cofacts \"off\",\n '''\n truthdisj = False\n MT = causG.minimalTheory[f]\n if MT == []:\n truthdisj = False\n else:\n for disjunct in MT:\n # print(f\"\\n==== for factor {f}\\nDisjunct={disjunct}\")\n truthconj = True\n for conjunct in disjunct:\n truthconj = truthconj and truthval(conjunct,causG)\n# print(f\"conjunct {conjunct} state= {Fac(f).state} is {truthval(conjunct)} mit truthconj={truthconj}\")\n truthdisj = truthdisj or truthconj\n# print(f\"Disjunct von {f} ergibt: {truthdisj}\")\n return(truthdisj)\n\ndef causalProcess(events, causG):\n '''\n events is a list of factors for change\n - (1) event from events is changed to \"on\" and the effect propagates through the causal graph. \n - (2) all factors of MT are checked whether the current state of the graph is sufficient for the factor to be changed and put on event list \n - (3) if part of if suffient for fact\n - (4) then promote state of fact\n '''\n\n MT = list(causG.minimalTheory.keys())\n MT = [abs(x) for x in MT]\n while events != []:\n while events != []: # second loop to invoke all events of the list at once\n event = abs(events.pop(0)) # (1)\n Fac(event,causG).state = \"on\"\n MT.remove(event)\n for potF in MT: # (2)\n scon = sufficientC(potF, causG)\n if scon: # (3)\n events.append(potF)\n events = list(set(events))\n\n\ndef dotCausG(causG,argdict=[]):\n '''\n returns a dot graph object g\n \n print(g.source)\n \n lists the source for a Markdown\n '''\n graph_label = 'Argument visualizer'\n\n graph_attr = {\n 'rankdir': 'LR',\n 'labelloc': 't',\n 'fontsize': '20',\n 'label': graph_label\n }\n node_attr = {\"shape\": \"box\"}\n g = Digraph(comment='Rule based links visualization',\n node_attr=node_attr, graph_attr=graph_attr)\n g.attr(size='10')\n mt = causG.minimalTheory\n # mtt = mt[f]\n lk = list(mt.keys())\n lttt = [l for l in lk if mt[l] != []]\n for f in lttt:\n zdisj = 0\n mtt = mt[f]\n for disj in mtt:\n zdisj += 1\n ldisj = len(disj)\n for conj in disj:\n g.node(str(abs(conj)), str(conj))\n if ldisj == 1:\n g.edge(str(abs(conj)), str(abs(f)))\n else:\n g.edge(str(abs(conj)), str(abs(f)), samehead=str(zdisj))\n\n return(g)\n\ndef showCausG(g):\n tablist = []\n for (k, v) in g.minimalTheory.items():\n s = Fac(k,g).state\n tablist.append([k, s, v])\n print(tabulate(tablist, headers=[\n \"Factor\", \"State\", \"MT\"], tablefmt=\"simple\"))\n" }, { "alpha_fraction": 0.7032967209815979, "alphanum_fraction": 0.7280219793319702, "avg_line_length": 23.266666412353516, "blob_id": "498355b68baa7aa5e9c7bb6c9b8744a80ba4e364", "content_id": "b2027d74158035debed32a885b258124cd88f518", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 364, "license_type": "no_license", "max_line_length": 91, "num_lines": 15, "path": "/my-project/site/citybenches_nyc/city_benches_nyc/city_benches_nyc.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "## Title: Shortest distance between city benches in NYC\n\n\n## Research Objects\n\n**research objects** = All city benches in New York City in 2019\n\n**empirical sources** = https://www1.nyc.gov/html/dot/downloads/pdf/citybench-locations.pdf\n\n**research question** = What is the shortest distance between two city benches in 2019?\n\n\n## Authors \n\nNoah Nasarek, Manuel Dedio, Daria Zakharova\n" }, { "alpha_fraction": 0.5912379622459412, "alphanum_fraction": 0.5924437046051025, "avg_line_length": 36.13432693481445, "blob_id": "1439a8bb97bb3a7938ce82c1aab04137def8c163", "content_id": "e096fbb1c84072c76ce57768916c7d016192f56b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 2490, "license_type": "no_license", "max_line_length": 133, "num_lines": 67, "path": "/docs/econ_abm/assets/RL/RlNode.cs", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "using System;\nusing System.Collections.Generic;\nusing System.Text;\n#if NETFX_CORE\nusing Windows.Data.Xml.Dom;\nusing XmlNode = Windows.Data.Xml.Dom.IXmlNode;\n#else\nusing System.Xml;\n#endif\n\nnamespace Msal.Rl {\n\n public class RlNode<StateId_t, Action_t> {\n\n public RlStats m_stats = new RlStats();\n public RlAction<StateId_t, Action_t>[] m_actions;\n public Dictionary<StateId_t,RlNode<StateId_t, Action_t>> m_childs = new Dictionary<StateId_t, RlNode<StateId_t, Action_t>>();\n\n public RlNode(RlTree<StateId_t, Action_t> tree) {\n m_actions = new RlAction<StateId_t, Action_t>[0];\n }\n\n public RlNode(RlModel<StateId_t, Action_t> model, int actorId) {\n Action_t[] actions;\n model.rlModelGetActions(actorId, out actions);\n m_actions = new RlAction<StateId_t, Action_t>[actions.Length];\n for (int index = 0; index < actions.Length; ++index) {\n m_actions[index] = new RlAction<StateId_t, Action_t>(actions[index]);\n }\n }\n\n public bool AddChild(RlModel<StateId_t, Action_t> model, int actorId, out RlNode<StateId_t, Action_t> result)\n {\n StateId_t stateId = model.rlModelStateGetId();\n if (m_childs.TryGetValue(stateId, out result)) {\n return false;\n }\n result = new RlNode<StateId_t, Action_t>(model, actorId);\n m_childs.Add(stateId, result);\n return true;\n }\n\n public XmlElement asXML(RlModel<StateId_t, Action_t> model, XmlElement parent) {\n var nodeElement = parent.OwnerDocument.CreateElement(\"child\");\n parent.AppendChild(nodeElement);\n if (m_stats.IsDefined) {\n nodeElement.SetAttribute(\"count\", m_stats.m_count.ToString());\n nodeElement.SetAttribute(\"mean\", m_stats.m_mean.ToString(\"F3\"));\n }\n\n // render the actions\n var actionsElement = nodeElement.OwnerDocument.CreateElement(\"actions\");\n nodeElement.AppendChild(actionsElement);\n foreach (var action in m_actions) {\n action.toXML(model, actionsElement);\n }\n\n // render the children\n foreach (var key in m_childs.Keys) {\n var childElement = m_childs[key].asXML(model, nodeElement);\n childElement.SetAttribute(\"id\", key.ToString());\n }\n\n return nodeElement;\n }\n }\n}\n" }, { "alpha_fraction": 0.7577699422836304, "alphanum_fraction": 0.7771827578544617, "avg_line_length": 86.86554718017578, "blob_id": "65e31a51687c555681b8012b84f5798a41de7c34", "content_id": "cd3b6005399562fca989f1ae069b3ace4074f638", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 10459, "license_type": "no_license", "max_line_length": 711, "num_lines": 119, "path": "/documentation/docs/project_disagreement/additional_notebooks/hcq_6_disagreement_pairs.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF\n\nThis markdown file has to be complemented by the corresponding notebook. It is strongly recommended to read the markdown file alongside the notebook:\n\n* [hcq_6_disagreement_pairs.ipynb](hcq_6_disagreement_pairs.ipynb)\n\nFor the previous steps see:\n\n* [hcq_1_clean_abstracts.md](hcq_1_clean_abstracts.md) and [hcq_1_clean_abstracts.ipynb](hcq_1_clean_abstracts.ipynb)\n* [hcq_2_sentences.md](hcq_2_sentences.md) and [hcq_2_sentences.ipynb](hcq_2_sentences.ipynb)\n* [hcq_3_verb_filter.md](hcq_3_verb_filter.md) and [hcq_3_verb_filter.ipynb](hcq_3_verb_filter.ipynb)\n* [hcq_4_noun_filter.md](hcq_4_noun_filter.md) and [hcq_4_noun_filter.ipynb](hcq_4_noun_filter.ipynb)\n* [hcq_5_entity_labels.md](hcq_5_entity_labels.md) and [hcq_5_entity_labels.ipynb](hcq_5_entity_labels.ipynb)\n\n\n\n# 6 Disagreement Pairs\n\nIn the last notebook/markdown file we took the filtered sentences and labeled entities of interest occurring in these sentences. In addition we separated the sentences into sentences that have a negation and sentences that have not. In this current notebook/markdown we want to enable the computer to find sentence pairs that express disagreement. The steps to reach this aim are described in section 6 and the focus is on this task. A key to distinguish disagreement pairs from sentence pairs that do not express disagreement is the Span similarity of a sentence pair. We will mainly evaluate which similarity threshold gives the best results.\n\n## 0 Import Libraries\n\nImport the required libraries and the language model.\n\n\n\n## 1 Load Dataframe\n\nLoad the data stored in `HCQ_sentences.json` in the **`dataframe`** `sentences_df`. (This collection of sentences encompasses 216 sentences.)\n\nSee: [hcq_2_sentences.md](hcq_2_sentences.md)\n\n\n\n## 2 Verb Filtered Sentences\n\nWe filter the sentences in `sentences_df` by means of the verb filter developed in \"hcq_3_verb_filter.ipynb\" (see also [hcq_3_verb_filter.md](hcq_3_verb_filter.md)). The result is a **`list`** that contains the eleven remaining sentences. The list is named `verb_filtered_sentences_2`.\n\nSee: [hcq_3_verb_filter.md](hcq_3_verb_filter.md)\n\n​ \n\n## 3 Noun Filtered Sentences\n\nIn addition we use the `noun_matcher_2` to filter the sentences in `verb_filtered_sentences_2`. We have developed the noun filter in \"hcq_4_noun_filter.ipynb\" (see also [hcq_4_noun_filter.md](hcq_4_noun_filter.md) for a description). The remaining nine sentences are stored in the list `noun_filtered_sentences_2`. There were 216 sentences in our original collection (`sentences_df`) of sentences. After successively applying the verb filter and the noun filter we end up with nine sentences in `noun_filtered_sentences_2`. (The sentences in `noun_filtered_sentences_2` are of datatype **`string`**; they are **not** **`Doc`**-objects! )\n\nSee: [hcq_4_noun_filter.md](hcq_4_noun_filter.md)\n\n\n\n## 4 Label Entities\n\nAfter filtering the relevant sentences (*disagreement sentences*) from our original collection of sentences, we now label entities occurring in these sentences. We define and label the following entities:\n\n+ **`SUPP`**: SUPPORT-verb\n+ **`EVID`**: Evidence or research process producing evidence; **`SCI`**: Scientist(s) or scientific institution\n+ **`NEG`**: Negation.\n\nThe entities are labeled by nlp-processing the strings in `noun_filtered_sentences_2`. By this the strings are converted into Doc-objects. We store the Docs in the list `disagreement_sentences_5`.\n\nSee: [hcq_5_entity_labels.md](hcq_5_entity_labels.md)\n\n\n\n## 5 Separate Sentences with Regard to Negation\n\nWe separate the sentences in `disagreement_sentences_5`. Sentences in which there is no negation (*affirmative sentences*) are stored in the list `sents`. Whereas sentences with a negation (*negated sentences*) are stored in the list `negated_sents`. This step is a preparation for forming sentence pairs which in turn lays the ground for getting pairs of sentences that express disagreement (*disagreement pairs*).\n\nSee: [hcq_5_entity_labels.md](hcq_5_entity_labels.md)\n\n\n\n## 6 Disagreement Pairs\n\nThe aim is to make the computer find pairs of sentences that express disagreement. At the end we shall show those sentence pairs that the computer recognized as disagreement pairs. We will show them with labeled entities.\n\n### 6.1 Preparing Evaluation\n\nThe main part of this notebook is to assess how good the computer can distinguish disagreement pairs from sentence pairs that don't express disagreement. A key component for distinguishing sentence pairs is the similarity of certain parts of the paired sentences (*Span similarity*). We want to find that Span similarity value at which the computer performs best. For assessing the computers performance, in this subsection we are going to make a measuring device. (We have done this in a similar fashion for testing verb and noun filters. See: [hcq_2_sentences.md](hcq_2_sentences.md), [hcq_3_verb_filter.md](hcq_3_verb_filter.md) and [hcq_4_noun_filter.md](hcq_4_noun_filter.md).)\n\n#### 6.1.1 Make Sentence Pairs for Labeling\n\nThe first step in making our measuring device is to create a dataframe in which the sentence pairs are stored. Each sentence pair will by supplied by a label indicating whether it is a disagreement pair or not. Disagreement pairs will get the label \"1\". Sentence pairs that do not express disagreement will get the label \"0\".\n\nWe'll begin by pairing sentences. We will combine each sentence in `sents` with every sentence in `negated_sents`. There are five sentences in `sents` and four sentences in `negated_sents`. So we get 20 sentences pairs. Each pair consists of one affirmative sentence from `sents` and one negated sentence from `negated_sents`. We store the pairs in a dataframe called `sentence_pairs_df`. A column `label` with default value \"0\" is added. Then we export the dataframe as an Excel spread sheet (`sentence_pairs_to_label.xlsx`) . I manually label the sentence pairs in the Excel file and save the resulting file as `sentence_pairs_labeled.xlsx`. I load this second Excel file as the dataframe `df_labeled_pairs`.\n\n#### 6.1.2 Span Similarity\n\nIn this subsubsection we'll compute the Span similarity for each sentence pair and add it in a new column to `df_labeled_pairs`. I assume that for any to sentences to express disagreement they have to be about (roughly) the same topic. Further I assume that the topic which is the sentence about is indicated in that part of the sentence which comes behind the SUPPORT-verb. (A part of a Doc-object is called a Span.) We use the `span_matcher` to cut off the \"topic Span\" from the rest of the sentence. For each sentence pair we take the Spans and compute how similar they are.\n\nThen we add a further column --- `prediction` --- to `df_labeled_pairs`. We set a certain value as threshold for Span similarity (here for example \"0.84\"). It is claimed that the Span similarity for a sentence pair is at least as high as the threshold. If this is true the value `True` is added in column `prediction` in the row of that sentence pair. If the Span similarity is lower than the threshold the value `False` is added. Afterwards we convert each `True` into `1` and each `False` into `0`. \n\nNow we can compare the prediction of the computer with the labeling by me. If for a row the values in column `label` and column `prediction` are the same then we both judge the respective sentence pair in the same way --- either as being a disagreement pair or not. Different values indicate differing judgments. We pretend that my labeling tells the truth about a sentence pair. So comparing the values of columns `label` and `prediction` shows whether the computer correctly recognizes disagreement pairs and non disagreement pairs. And it shows where the computer is making a mistake.\n\nThe basic idea is: It is assumed that disagreement pairs show a certain degree of Span similarity. That you can distinguish disagreement pairs form other sentence pairs by means of the Span similarity. One sets a Span similarity threshold and if the span similarity for a pair is as high as the threshold or higher, then the computer will predict the pair as being a disagreement pair. If the Span similarity is lower than the threshold, then the computer will predict it as not being a disagreement pair.\n\nThe task is to find the right threshold. If it is too low all sentence pairs will be predicted as being disagreement pairs. If it is too high no pair will be predicted as being a disagreement pair. The aim is to find a threshold such that the computer predicts as much sentence pairs in accordance with my labeling as possible. This is the task for the evaluation subsection. We will play through several threshold values. That means we will create confusion matrices and classification reports for several threshold values. \n\nThe lowest Span similarity for a sentence pair of our collection is `0.693679928779602` and the highest Span similarity is `0.8892055749893188`. Thus, we will search for the threshold value in an interval ranging from `0.69` to `0.9`. Additionally, we will compare confusion matrices and classification reports for the average Span similarity of all sentence pairs (`0.8331354290246964`); for the average Span similarity of the sentence pairs I labeled as \"1\" (`0.8332407027482986`); and for the average Span similarity of the sentence pairs I labeled as \"0\" (`0.8329775184392929`). \n\n### 6.2 Evaluation\n\n#### 6.2.1 Confusion Matrix\n\nThe results show that for a Span similarity threshold of 0.83 the computer predicts the most sentence pairs correctly. 13 sentence pairs out of 20 are correctly predicted.\n\n#### 6.2.2 Classification Report\n\nLikewise the classification reports show that a Span similarity threshold of 0.83 yields the best results. If the computer marks a sentence pair as being a disagreement pair, this will be correct in 69 % of the cases (`prediction 1`). \n\n### 6.3 Display Disagreement Pairs\n\nFinally, we will display disagreement pairs with labeled entities. In order to do this we define a function (`disagreement_pairs()`) that separates disagreement pairs from non disagreement pairs. A pair of sentences will be taken to be a disagreement pair if the Span similarity for that pair is at least 0.83.\n\n\n\nWe have written a program that detects sentence pairs which express disagreement. The disagreeing sentences are displayed with labeled entities.\n\n" }, { "alpha_fraction": 0.5909943580627441, "alphanum_fraction": 0.5928705334663391, "avg_line_length": 29.457143783569336, "blob_id": "d44f8383f0de00c3e97bc7b946d6d5e8c44201fc", "content_id": "03840220835e1bb047f519b9eaa0abac0508c1d6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 1068, "license_type": "no_license", "max_line_length": 82, "num_lines": 35, "path": "/docs/econ_abm/assets/RL/RlAction.cs", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "using System;\nusing System.Collections.Generic;\nusing System.Text;\n#if NETFX_CORE\nusing Windows.Data.Xml.Dom;\nusing XmlNode = Windows.Data.Xml.Dom.IXmlNode;\n#else\nusing System.Xml;\n#endif\n\nnamespace Msal.Rl {\n\n public struct RlAction<StateId_t, Action_t> {\n public RlStats m_stats;\n public Action_t m_action;\n\n public RlAction(Action_t action) {\n m_stats = new RlStats();\n m_action = action;\n }\n\n public void toXML(RlModel<StateId_t, Action_t> model, XmlElement parent) {\n var element = parent.OwnerDocument.CreateElement(\"action\");\n parent.AppendChild(element);\n if (m_stats.IsDefined) {\n element.SetAttribute(\"count\", m_stats.m_count.ToString());\n element.SetAttribute(\"mean\", m_stats.m_mean.ToString(\"F3\"));\n } else {\n element.SetAttribute(\"count\", \"0\");\n element.SetAttribute(\"mean\", \"-NAN-\");\n }\n element.InnerText = model.rlModelActionToString(m_action);\n }\n }\n}\n" }, { "alpha_fraction": 0.7335490584373474, "alphanum_fraction": 0.7335490584373474, "avg_line_length": 37.41666793823242, "blob_id": "aefc877a1f5eca1cbe4ad56dfc4bf36ab8ded697", "content_id": "09e7a85d32f24c7e86425b947acee5c4f48d9f6d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 927, "license_type": "no_license", "max_line_length": 298, "num_lines": 24, "path": "/posts/packages/12. Lemmatization and Stop words.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# Lemmatization\n\nIr order to analyze a word, it is useful to identify its lemma, which is the inflected form or dictionary form. Lemmatization is the algorithmic process of identifying the lemmata of words.\n\nWe start by importing spaCy and the language library. Then as usual, we define our text. The lemmatization function is token.lemma_ and we apply it as follows:\n\n```\nfor token in doc:\n print(token.text, token.lemma_)\n```\n\nGo ahead and check the notebook of this tutorial to see how to define a function.\n\n\n\n# Stop words\n\nIn computational linguistics, sometimes we want to filter out the most common words in a language, if these words do not have relevance for the analysis. Stop words are for example articles ('an', 'a', 'the'), conjunctions (e.g. 'for', 'and', 'but') and prepositions (e.g. 'in', 'under', 'before').\n\n\n\n\n\n" }, { "alpha_fraction": 0.7119466066360474, "alphanum_fraction": 0.7992722988128662, "avg_line_length": 46.11428451538086, "blob_id": "23cfd4b28608390121d330b7e323f814d5a2c9e4", "content_id": "a13b7f41256550a2a3186fee502148535fc873b1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1649, "license_type": "no_license", "max_line_length": 514, "num_lines": 35, "path": "/posts/text/text.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "\\maketitle\n\\tableofcontents\n\n# Background\nThis research question refers to ongoing publications on corona research and might change in due course. In the public debate about early therapies concerning COVID-19 all sorts of drugs beside vacines played a prominent role. It is scientifically established that it is not directly affecting the virus. This study aims to analyse the methodological issues of the dynamics of scientific understanding of the causal effects that the drug creates according to the global set of scientific publications on remdesivir\n\n## Press Conference on Remdesivir at 29th April 2020\n[CNN White House Press confernce](https://edition.cnn.com/2020/04/29/health/gilead-sciences-remdesivir-covid-19-treatment/index.html)\n\n\n![](assets/markdown-img-paste-20200430105831341.png){width=50%}\n\n# Research objects\n\n**research objects** = All abstracts of scientific publications since January 2020 about the possible treatment for coronavirus with remdesivir\n\n**empirical sources** = [Data Dimension](https://app.dimensions.ai/discover/publication?search_text=%222019-nCoV%22%20OR%20%22COVID-19%22%20OR%20%E2%80%9CSARS-CoV-2%E2%80%9D%20OR%20((%22coronavirus%22%20%20OR%20%22corona%20virus%22)%20AND%20(Wuhan%20OR%20China))&search_type=kws&search_field=full_search&and_facet_year=2020)\n\n![](assets/markdown-img-paste-20200527112136856.png)\n\n![](assets/markdown-img-paste-20200527112434799.png)\n\n\n\n\n\n\n\n\n\n**research question** = Chronology of causal hypotheses on the effects of Remdesivir and the evolution of their empirical justification\n\n# References\n\n- Covid-19 knowledge tree: https://github.com/covid-19-net/covid-19-community/\n" }, { "alpha_fraction": 0.7852494716644287, "alphanum_fraction": 0.7852494716644287, "avg_line_length": 37.41666793823242, "blob_id": "0da0d09b7d35040b02c854348c3c9a2d0cb04347", "content_id": "87f2a10f41d37f30de08f3b4ac562a6fe416bf83", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 462, "license_type": "no_license", "max_line_length": 144, "num_lines": 12, "path": "/README.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# Seminar\n\nThis is the repository of the seminar \"Philosophy and History of Science with Computational Means\", Prof. Dr. Gerd Graßhoff, Humboldt University Berlin\n\n# File directory\n\n- projects: directory for the participants of the seminar\n- posts:\n - packages: instuctions for installations, tutorials, links\n - course: Gerd Graßhoff's posts with for the seminar\n- data: data files in project subdirectories\n- notebooks: Jupyter notebooks in project subdirectories\n" }, { "alpha_fraction": 0.7530864477157593, "alphanum_fraction": 0.7728394865989685, "avg_line_length": 56.80952453613281, "blob_id": "e3c144de4ec2009e5a65aeaa2e3b50b56fc6d8a0", "content_id": "908cbf6bdaeb0556328e76287c5e9cc4c5561ebf", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1246, "license_type": "no_license", "max_line_length": 191, "num_lines": 21, "path": "/docs/project_regiobelief/lehmando_regiobelief_readme.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# Project title: Regional political and cultural beliefs from 1980-2018 in Germany.\n\n**research object** = Responses to certain socio-political questions such as: “Is it important to vote?”\n\n**research properties** = Responses are qualified on ordinal scale of 0-4, as specified in ALLBUS study\n\n**empirical data** = GESIS-ALLBUS Allgemeine Bevölkerungsumfrage der Sozialwissenschaften 1980-2018, https://www.gesis.org/allbus/allbus; Category \"pe09\": \"Voting is a citizens duty\" - n=9989\n\n**research hypothesis** = “Socio-economic sentiment diverges by federal state in Germany”. \nMore specifically: “There are significant differences by state in answers to questions like “Is it important to vote?”\n\n**Assumed Results** = There will be a percentage difference between certain federal states, possibly along the ex-german divide.\n\n**Justification of Results** = \n- Relevant Column: year, answer to question, state.\n- Exclusion of all non-answers.\n- Grouping by state and year.\n- Aggregation of respondents per state per year.\n- Grouping of ‘Approval’ and ‘Rejection’-answers.\n- Division of ‘Approval’ and ‘Rejection’-counts by year and state by total respondents per year and state.\n- Plotting of all percentages.\n\n" }, { "alpha_fraction": 0.6924595236778259, "alphanum_fraction": 0.7062771320343018, "avg_line_length": 22.87735939025879, "blob_id": "e52077a8e066ddccf0a59845b621b1481fe8ac12", "content_id": "eabfde65a3a4c1f2649e1d7d0460a55a0df1a6bb", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2533, "license_type": "no_license", "max_line_length": 300, "num_lines": 106, "path": "/posts/packages/6. Introduction to Pandas.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# Introduction to Pandas\n\nWe start by importing NumPy, which is the fundamental package for scientific computing. Then we import Pandas so that we can create Series and DataFrames (think of them as spreadsheets). So that we do not have to write \"Series.\" and \"pandas.DataFrame\" every time, we also import Series and DataFrame.\n\n![series1](assets/series1.PNG)\n\nNote that each value is indexed. We can change the index name (creating another series), and we can select series values.\n\n![series2](assets/series2.PNG)\n\n\n\n## To create a DataFrame from scratch\n\nThe number points of each list must match (each column must have the same number of rows).\n\n![df0](assets/df0.PNG)\n\n\n\n## To grab a DataFrame from a web page\n\n1. You have to import webbrowser\n\n2. Then create a name (in this case it was \"website\") equal to and in quotes your link\n\n3. Use the function webbrowser.open(your_name)\n\n4. Press Shift-Enter and the web page will open\n\n ![web1](assets/web1.PNG) \n\n5. Copy the frame (a table with rows and columns): highlight them and select Copy\n\n ![copyframe](assets/copyframe.PNG) \n\n6. Choose another name for the DataFrame (in this case it was \"net_worth\") equal to pd.read_clipboard()\n\n7. Press Shift-Enter to run the cell, write your chosen name and run the cell again.\n\n ![web2](assets/web2.PNG)\n\n\n\n## Other functions\n\n- To see the columns\n\n ```\n NameOfDataFrame.columns\n ```\n\n- To create DataFrame with selected columns\n\n ![df1](assets/df1.PNG)\n\n- To get the first or the last row. If you want the first or last two, change the number 1 to 2 and so on\n\n ![df2](assets/df2.PNG)\n\n- To get a specific row, for example, the first one:\n\n ```\n NameOfDataFrame.ix[0]\n ```\n\n - 0 for the first row, 1 for the second, 2 for the third one and so on\n\n- To see all the functions, check the documentation:\n\n - https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html\n\n \n\n## Important to note\n\n- In Python, indexing starts at 0. \n\n ```\n Character: S c i e n c e\n Index: \t 0 1 2 3 4 5 6\n ```\n\n- To show a pop up of the methods on an object, press Tab\n\n- To show help pop up for docstring, press Shift-Tab\n\n- To ignore code, put a hashtag at the beginning (in Code cell):\n\n ```\n # print(\"This will be ignored because of the hashtag\")\n ```\n\n- To comment, change to a Markdown cell\n\n- We can mix single and double quotes, so that Python does not get confused:\n\n ```\n \"I know that I don't know\"\n ```\n\n\n" }, { "alpha_fraction": 0.71499103307724, "alphanum_fraction": 0.725314199924469, "avg_line_length": 66.51515197753906, "blob_id": "5957eb52c339b235e59d63f25bd7eae01eb36a71", "content_id": "4f8065cf7b61088c2c0c52506ef7536683688524", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2231, "license_type": "no_license", "max_line_length": 408, "num_lines": 33, "path": "/docs/terminological_continuity/analysis_first_steps.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "### Terminological Continuity between Medieval and Early Modern Philosophy - First Steps of Analysis\n\n1. **Choosing a sample text**\n\n * Sydney Penner's (2011) English translation of Suárez' *De Anima, Disputation 12, Question 2* (cf. pdf-file in subfolder \"empirical sources\")\n * choosing a (philosophical) concept whose usage in the sample text is to be analysed: *soul*\n\n\n2. **Preparing the txt-file for text analysis**\n\n * cleaning up the txt-file: removing all footnotes, page numbers, etc.; re-separating words that stuck together as a result of transforming the original pdf-file into a txt-file (this was still quite easy for the current sample text, however, for a large-scale analysis of Descartes', Suárez', and Ockham's writings, I will not be able to manually clean up hundreds or even thousands of pages of text...)\n * import txt-file into jupyter notebook; specify encoding: *DeAnima = open('DeAnima.txt', encoding=\"utf8\")*\n * divide into sentences using *nlp.create_pipe('sentencizer')*, get rid of new lines\n * turn text into dataframe_A with 2 columns:\n 1. sentence number\n 2. text of corresponding sentence\n\n\n3. **Analysing the text with SpaCy**\n\n * load statistical model for English: *nlp = spacy.load('en_core_web_sm')*\n * identify all sentences in which Suárez mentions the word (i.e. the token) \"soul\", using SpaCy Matcher: *pattern = [{'LEMMA' : 'soul'}]* (or alternatively by using the package *regular expressions*)\n * create dataframe_B with 4 columns:\n 1. span_start for matches\n 2. span_end for matches\n 3. sentence number (acc. to dataframe_A) in which span occurs\n 4. text of corresponding sentence\n * create new doc-object with all sentences in column 4 of dataframe_B\n * context-specific linguistic analysis (or rather: context-specific prediction of linguistic attributes) for sentences in newly created doc-object, using *token.pos_* and *token.dep_*\n * extract all adjectives and verbs that stand in direct connection with matches, i.e. with the term \"soul\"\n * create dataframe_C with 2 columns:\n 1. all adjectives used in direct connection with \"soul\"\n 2. all verbs used in direct connection with \"soul\"\n" }, { "alpha_fraction": 0.7291268110275269, "alphanum_fraction": 0.7316762208938599, "avg_line_length": 24.30645179748535, "blob_id": "b38451a05ecf7554753cdd5619dcf5cd5e1549e3", "content_id": "1d3ca8faba4b7c29f775db179ea8025526121aa0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1569, "license_type": "no_license", "max_line_length": 296, "num_lines": 62, "path": "/posts/packages/7. Reading File Formats.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# Reading file formats\n\nTo read a text file (.txt) save it in the directory of the notebook, choose a variable, equal to open('nameofyourfiel.txt'), then as follows: nameofvariable.read() use the function to read the text (see the notebook for more details).\n\n![txtfile](assets/txtfile.PNG)\n\nTo read text files of other formats, copy the following in a cell and replace the name of your file, which you must save there where you save the notebooks. You can replace \"content\" with another word, but to show the text, you must repeat this name in another cell and, of course, run the cells.\n\n![tikaparser](assets/tikaparser.PNG)\n\n\n\n## CSV-File\n\nYou have to get or make a CSV-File. Open up any text editor and enter your values all separated by commas. Save it as a CSV-File in the directory where your notebooks are saved.\n\n![editorcsv](assets/editorcsv.PNG)\n\nUse the function and run the cell: \n\n```\nname_DataFrame = pd.read_csv('nameOfYourFile.csv')\nname_DataFrame\n```\n\n![readingcsv](assets/readingcsv.PNG)\n\n\n\n## JSON\n\n- Here is an example:\n\n![js1](assets/js1.PNG)\n\n- Do not forget to import the json module:\n\n```\nimport json\n```\n\n- With the following you can load json data:\n\n```\nchoose_name = json.loads(name_of_your_json_obj)\n```\n\n- With the following you can open JSON data after loading with a DataFrame:\n\n```\nchoose_another_name = DataFrame(choose_name)\n```\n\n![js2](assets/js2.PNG)\n\n- To show the DataFrame, write again your chosen name of the variable and run the cell.\n" }, { "alpha_fraction": 0.6920052170753479, "alphanum_fraction": 0.693315863609314, "avg_line_length": 28.346153259277344, "blob_id": "8ddb33effad66be8e3c5f30fbc67b9fe3ef6512d", "content_id": "777641830bd9b345f1b55273ba28a6a780ced7ff", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Makefile", "length_bytes": 763, "license_type": "no_license", "max_line_length": 111, "num_lines": 26, "path": "/posts/text/Makefile", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "all: latx\n\nwatch:\n\t\twatchmedo shell-command --patterns=\"*.md\" --command=make\n\nsrc = $(wildcard *.md)\n\nOST = temp\nPANDOC_META = author.yaml\nPANDOC_BIB = --biblatex --filter pandoc-citeproc\nPANDOC_BIB += --bibliography=CoronaVirus.bib\nPANDOC_BIB += --csl=chicago-note-bibliography-with-ibid.csl\nPANDOC_OPT = -s --template=eisvogel.tex\n\nPANDOC_MKD = -f markdown_github+yaml_metadata_block+implicit_figures+table_captions\n\nlatx: $(src)\n\tpandoc $(PANDOC_META) $(PANDOC_BIB) $(PANDOC_OPT) $(src) -o $(basename $(src)).tex\n\tlatexmk -f -pdf -outdir=$(OST) $(basename $(src)).tex\n\tcp $(OST)/$(basename $(src)).pdf .\n\npaper.pdf: $(src)\n\tpandoc -s author.yaml $(src) --filter pandoc-citeproc -o book.pdf --from markdown --template ./eisvogel.tex -N\n\nclean:\n\trm -rf tex2pdf*\n" }, { "alpha_fraction": 0.7726106643676758, "alphanum_fraction": 0.7791135311126709, "avg_line_length": 149.5238037109375, "blob_id": "867ef6ae937aba4ea13819aa8a91a95715f7dcea", "content_id": "b8af2fe5d6481b18e8495614b14a4631958f2fa5", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 28469, "license_type": "no_license", "max_line_length": 1376, "num_lines": 189, "path": "/docs/terminological_continuity/+++DOKUMENTATION+++/Zwischenbericht.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# New Era, New Ideas? Conceptual Continuity between Medieval and Early Modern Philosophy\n\n## Background\n\nDescartes is commonly conceived as the founding father of modern philosophy, a new era in the history of philosophy which put an end to the scholastic tradition of medieval thinkers. This view, however, has recently been challenged by Dominik Perler who claims that in spite of Descartes' attempt to overcome scholastic theories of mind (and soul) such as Francisco Suárez's account, he nevertheless remains in a medieval paradigm. This is because, according to Perler, Descartes' seemingly new approach to the theory of mind can in fact be traced back to the work of William of Ockham, i.e. yet another medieval scholar.[^1]\n\nAs a consequence, this assumption gives rise to a much more continuous, and thus more differentiated, perspective on the history of philosophy by devaluating the role usually attributed to the 'great thinkers' such as Descartes. In other words, it opens up the possibility to rethink the history of philosophy by considering Descartes only as one - nonetheless highly important - contributer to the *progressive* development from medieval to early modern philosophy. According to this view, the line should not be drawn between medieval and early modern debates, but rahter between various competing conceptual approaches originating from the medieval era which were still the subject of philosophical discussion in the early modern period.[^2]\n\n(*Anmerkung*: meine Behauptungen, inkl. die Darstellung von Perlers Posisiton, sind etwas grob. Daran sollte ich noch feilen)\n\n[^1]: Perler, D., \"What are Faculties of the Soul? Descartes and his Scholastic Background\", in: John Marenbon (ed.), *Continuity and Innovation in Medieval and Modern Philosophy: Knowledge, Mind and Language*, Oxford, OUP, 2013, p.34.\n\n[^2]: Perler, D., \"What are Faculties of the Soul?\", *op. cit.*, p.37f.\n\n\n## The Idea\n\nThe present investigation aims at re-evaluating the role of Descartes' work in the transition from scholasticism to modern philosophy by applying computational means to the field of the history of philosophical ideas. To do so, texts from Descartes, Ockham and Suárez are going to be compared with respect to their degree of conceptual similarity, i.e. the way certain philosophical key concepts are characterised throughout their writings, in particular the concepts of soul and mind. The analysis thus amounts to an empirical verification of Perler's argument according to which Descartes' thinking is still heavily influenced by the scholastic tradition - a claim that ultimately casts doubt on the dominant view of the French philosopher as the founding father of modern philosophy.\n\n\nBut the historical line drawn between medieval and early modern philosophy is only one example of the traditional tendency to divide the continuous development of philosophical thinking into distinct periods, each of them having a definite beginning and ending. The present investigation on the yet unexplored potential of what current advancements in the field of natural language processing (NLP) can contribute to historical questions in philosophy is thus at the same time intended to provide a new method which offers a novel perspective on the history of ideas. Hence, future research could apply the method developed in here to other distinctions in the history of philosophy and thereby contribute to the emergence of a (fairly) new field of research at the intersection of philosophy and computer science, i.e. to a computational approach to the history of philosophical ideas.\n\n(*Anmerkung*: auch hier alles etwas zu grob dargestellt)\n\n\n## Research Question\n\nThe principal question which led to the present investigation can be summarised as follows: if different philosophical traditions (or eras) are distinguishable by the way some of their respective protagonists characterise the most important key concepts, then does a large-scale (computational) semantic anaylsis of the concepts used at different points in the history of philosophy lead to the discovery of new connections which force us into giving up long established distinctions?\n\nWith respect to the distinction between medieval and early modern philosophy, the idea is thus to take into account all the relevant writings of Ockham, Suárez, and Descartes. The open-source NLP-library SpaCy will first be used to identify all the passages in which the authors mention the key concept(s) in question. A model for named entity recognition (NER), specifically trained for this purpose, will then categorise those propositions according to the different ways in which the authors characterise the concept(s) - such as Fremdautorenzuschreibung, definitorische Attribution, Äquivalenz, and Negation. This will allow to extract only the most relevant information on which a (computational) comparison with respect to their mutual semantic similarity will then be carried out. Hence, the initial research question can be operationalised as follows: if the degree of semantic similarity between the ways Ockham and Descartes (i.e. a medieval and an early modern philosopher) characterise the concept(s) in question is *significantly higher than* the degree of semantic similarity between the ways Suárez and Ockham (i.e. two medieval philosophers) characterise the concept(s), then this will amount to an (at least partial) empirical affirmation of the progressive/evolutionary model of explanation regarding the development from medieval to early modern philosophy.\n\n\n\n## The Method\n\n1. **Preparation 1 (before importing the txt-files into Jupyter Notebook)**\n\n 1. find all the relevant writings in txt-format and in one coherent language\n 2. if source = pdf/scan, use tesseract to obtain txt-file. also consider some (manual) pre-processing (either before using tesseract or as part of step 4 below): get rid of extraneous material such as cover page, foreword/intro/epilogue (if not written by author in question), index, etc. Special treatment for 'dialogues' (such as objection-and-response section in Descartes' Meditations, or Plato's socratic dialogues): only take into account responses, i.e. those parts of the dialogue which express the view of the author. Another problematic 'style' requiring special treatment: citations (a kind of 'Fremdautorenzuschreibung' which cannot be identified without context)\n 3. merge all the relevant writings of the three authors, i.e. create 3 big txt-files, one for each author, containing all the relevant raw data: Descartes.txt, Suarez.txt, Ockham.txt\n 4. clean up the txt-files: page numbers, footnotes, words sticking together etc. (ideally: write or find an algorithm to do the job for me)\n\n\n2. **Preparation 2 (in Jupyter Notebook)**\n\n 1. create doc-objects for each of the three txt-files, divide into sentences using \"sentencizer\", get rid of new lines\n 2. create dataframe_A with 4 columns:\n 1. sentence number\n 2. enumeration of all sentences in doc_Descartes\n 3. enumeration of all senteces in doc_Suarez\n 4. enumeration of all senteces in doc_Ockham\n 3. turn dataframe_A into json-file. This is the **first checkpoint**\n\n\n3. **Preparatory Analysis**\n\n 1. use SpaCy Matcher to define pattern = [{\"LEMMA\" : \"soul\" *and/or* \"mind\"}]\n 2. use Prodigy to train/improve model for coreference relationships in order to detect implicit references to the terms in question\n 3. apply steps 3.1 and 3.2 to doc_Descartes, doc_Suarez, and doc_Ockham (i.e. identify all explicit and implicit references to concept(s) in question)\n 4. create dataframe_B with 4 columns for each author, i.e. 12 columns in total (creation of dataframe requires several steps, maybe divide into 2 separate dataframes, one for spans and sentence number, one for sentence number and corresponding sentence):\n 1. span_start for matches in Descartes\n 2. span_end for matches in Descartes\n 3. sentence number (acc. to dataframe_A) in which span occurs\n 4. text of corresponding sentence\n 5. span_start for matches in Suarez\n 6. span_end for matches in Suarez\n 7. sentence number (acc. to dataframe_A) in which span occurs\n 8. text of corresponding sentence\n 9. span_start for matches in Ockham\n 10. span_end for matches in Ockham\n 11. sentence number (acc. to dataframe_A) in which span occurs\n 12. text of corresponding sentence\n 5. turn dataframe_B into json-file. This is the **second checkpoint**\n 6. manually analyse approx. 100 of those sentences in order to identify different ways/patterns in which the authors characterise the concept(s) in question - such as Fremdautorenzuschreibung, definitorische Attribution, Äquivalenz, Negation\n 7. use Prodigy to train a model (on approx. 500 cases) for specialised named entitiy recognition (NER), i.e. for categorising the sentences in dataframe_B according to the different ways the authors characterise the concept(s)\n 8. apply the trained model for NER on the sentences in dataframe_B, i.e. the sentences in columns 4 (d), 8 (h), and 12 (l) (maybe turn into 3 separate doc-objects, one for each author, in order to facilitate analysis)\n 9. extract only those parts of the sentences which SpaCy has recognised as one of the named entities for which it was trained in step 3.7, i.e. extract only those parts of the sentences in which the authors characterise the concept(s). The underlying idea of step 3.9 is the following: since *all* remaining sentences are dealing with the concept of \"soul\" and/or \"mind\", an analysis of their semantic similarity will yield a high degree of similarity, no matter *how* the three authors elaborate on those concepts. One should thus ignore the common feature of all those sentences (i.e. the term \"soul\" and/or \"mind\") and only take into account the most relevant information. This will allow for a more fine-grained semantic comparison\n 10. create dataframe_C with *x* columns for each author, where *x* is the number of patterns which have been identified in step 3.6, i.e. the different ways in which the authors characterise the concept(s) (every row contains *only* the named entity recognised by the trained model):\n 1. all instances in which Descartes characterises the concept(s) in question by means of a Fremdautorenzuschreibung\n 2. all instances in which Descartes characterises the concept(s) in question by means of a definitorische Attribution\n 3. all instances in which Descartes characterises the concept(s) in question by means of a Äquivalenz\n 4. all instances in which Descartes characterises the concept(s) in question by means of a Negation\n 5. all instances in which Descartes characterises the concept(s) in question by means of a (...)\n 6. all instances in which Suarez characterises the concept(s) in question by means of a (...)\n 7. all instances in which Ockham characterises the concept(s) in question by means of a (...)\n 9. turn dataframe_C into json-file. This is the **third checkpoint** (and maybe turn again into three separate doc-objects, one for each author)\n\n\n4. **Final Analysis**\n\n 1. analyse semantic similarity between the three sets of the different ways the three authors characterise the concept(s) respectively, where every set contains *x* subsets (two remarks: (i) if necessary, train/improve word vectors for philosophical terminology in order to provide some 'contextual knowledge' and thereby enhance the subsequent comparison of semantic similarity, (ii) maybe decide *not* to take into account occ. of certain NER-categories, such as Fremdautorenzuschreibung, since those occ. do in fact *not* express the point of view of the author in question. Identifying those occ. was thus still highly important!):\n 1. doc_DescartesNER.similarity(doc_SuarezNER)\n 2. doc_DescartesNER.similarity(doc_OckhamNER)\n 3. doc_SuarezNER.similarity(doc_OckhamNER)\n 2. compare degree of semantic similarity: is degree of similarity Descartes/Ockham *significantly higher* than degree of similarity Suarez/Ockham?\n\n\n## What I have done so far\n\nAll the work I have done during the semester was rather preparatory and was mostly carried out for educational reasons, i.e. in order to improve my understanding of the numerous operations/tools provied SpaCy. For this reason, I decided to only work with two small, non-representative extracts of Suárez' and Descartes' writings: Sydney Penner's (2011) English translation of Suárez' *De Anima, Disputation 12, Question 2*, and Elizabeth S. Haldane's (1911) English translation of Descartes' *Meditationes*. With those two sample texts, I tried out different approaches for preparing, analysing, and comparing the data which allowed me to progressively develop a detailed strategy for my main project which I am now going to carry out in the form of a seminar paper.\n\nAt the current state of my project, there are five Jupyter Notebooks: two Notebooks for preparing/pre-processing the raw data (one Notebook per sample text), two Notebooks for analysing the data (again, one Notebook per sample text), and one Notebook for the final comparison. The structure and the setup of the different Notebooks thus already resemble the way I am going to organise the main project.\n\nIn *Preparation_Sample_Meditationes.ipynb* and *Preparation_Sample_DeAnima.ipynb* respectively, I first divide the raw text into sentences using SpaCy's Sentencizer, get rid of new lines, and put all the sentences in a dataframe assigning a sentence number to every sentence. I then identify and isolate all the sentences in which Suárez and Descartes (respectively) mention the term soul by using SpaCy's Matcher: *pattern = [{\"LEMMA\":\"soul\"}]*. Finally, I put the spans of the matches together with the match-ID in a dataframe and print out the sentences in which a match has been found. This procedure will remain more or less the same for the main project - with a few exceptions: some of the operations were carried out 'manually', I thus need to find a way to 'automatise' those steps; I will train a model for detecting coreference relationships as for now, I am ignoring implicit references to the concept(s) in question.\n\nAfter having identified all the (explicit) references to the term soul, in *Analysis_Sample_Meditationes.ipynb* and *Analysis_Sample_DeAnima.ipynb*, I manually analyse these sentences in order to improve my understanding of *how* the two authors characterise the term at stake. Based on this very small sample (see Fig.2 below), I already identified four different patterns: Fremdautorenzuschreibung, definitorische Attribution, Äquivalenz, and Negation (see my manual analysis of the sentences in the two Noteboks). However, I should analyse at least 100 sentences in order to gain an adequate understanding of such characterisations and thus be able to identify the most important patterns.\n\n\n| Sent. Num. | De Anima | Meditationes |\n|------|:------------|:------------|\n| 1 | And, of course, having supposed that they are really distinguished from the essence [of the soul], it is much more probable that they are also [really] distinguished from each other. |In addition to this I considered that I was nourished, that I walked, that I felt, and that I thought, and I referred all these actions to the soul: but I did not stop to consider what the soul was, or if I did stop, I imagined that it was something extremely rare and subtle like a wind, a flame, or an ether, which was spread throughout my grosser parts.|\n| 2 | Sixth, because our soul is the form of the body. | Let us pass to the attributes of soul and see if there is any one which is in me? |\n| 3 |Therefore, just as other forms depend on the heavens in their operations and follow influence from it, so also our soul and will. | I do not now admit anything which is not necessarily true: to speak accurately I am not more than a thing which thinks, that is to say a mind or a soul, or an understanding, or a reason, which are terms whose significance was formerly unknown to me. |\n| 4 | Seventh, will and sensitive appetite are powers rooted in the same soul. | And although possibly (or rather certainly, as I shall say in a moment) I possess a body with which I am very intimately conjoined, yet because, on the one side, I have a clear and distinct idea of myself inasmuch as I am only a thinking and unextended thing, and as, on the other, I possess a distinct idea of body, inasmuch as it is only an extended and unthinking thing, it is certain that this I [that is to say, my soul by which I am what I am], is entirely and absolutely distinct from my body, and can exist without it. |\n| 5 | For it is the same soul desiring in either case. | And also from the fact that amongst these different sense-perceptions some are very agreeable to me and others disagreeable, it is quite certain that my body (or rather myself in my entirety, inasmuch as I am formed of body and soul) may receive different impressions agreeable and disagreeable from the other bodies which surround it. |\n| 6 | Moreover, the same soul cannot at the same time desire contraries. | But certainly although in regard to the dropsical body it is only so to speak to apply an extrinsic term when we say that its nature is corrupted, inasmuch as apart from the need to drink, the throat is parched; yet in regard to the composite whole, that is to say, to the mind or soul united to this body, it is not a purely verbal predicate, but a real error of nature, for it to have thirst when drinking would be hurtful to it. |\n| 7 | All the ancient pagans who asserted that our soul is material and mortal especially erred in this question. | But it is quite otherwise with corporeal or extended objects, for there is not one of these imaginable by me which my mind cannot easily divide into parts, and which consequently I do not recognise as being divisible; this would be sufficient to teach me that the mind or soul of man is entirely different from the body, if I had not already learned it from other sources. |\n| 8 | Just as they posited two gods, one the principle of goods, the other of bads, so also they posited two souls in us, one which necessitates to good, the other to bad. | |\n| 9 | For these powers are spiritual and of a higher order, for although our soul is the form of the body it, nevertheless, is not wholly immersed in the body but is raised from the body in some of its acts. | |\n| 10 | Nor is it repugnant that the same soul desire contraries through different powers, especially if it constrains the inclination of one power through the other power. | |\n\n*Fig.2*: list of sentences in which Suárez and Descartes mention (respectively) the term *soul* in the two sample texts.\n\nIn addition to the manual analysis, I also carried some computational analyses with respect to the linguistic properties of the sentences using SpaCy's *token.pos_* and *token.dep_*. Furthermore, I extracted all the adjectives and verbs used in the sentences. However, I will not adopt those last two operations in the main project - for reasons that become evident in the last Notebook.\n\nIn the final Notebook *Comparison_Sample_DeAnima_Meditationes.ipynb*, I carry out two alternative comparsions with respect to the semantic similarity. First, I compare the similartiy between the two sets of entire sentences, using the command *similarity = doc_DeAnima_soul.similarity(doc_Meditationes_soul)*. Second, I compare the similarity between the two sets of adjectives and verbs used in the two respective sets of sentences, using *similarity = doc_DeAnima_AdjVrb.similarity(doc_Meditationes_AdjVrb)*.\n\nAs predicted above (in step 3.9 of section *The Method*), comparing the semantic similarity between entire sets of relevant sentences yields a high degree of similarity (approx. 0.978) since *all* sentences are dealing with the term \"soul\". Hence, this method is inadequate for the present purpose and was only carried out for educational reasons, i.e. in order to improve my understanding of the operation. Furthermore, I am less interested in the absolute degree of semantic similarity (which I regard as rather meaningless) than in the degree of semantic similarity *relative* to another degree of semantic similarity. One can then ask: is the degree of semantic similarity of comparison A *significantly higher* than the degee of semantic similarity of comparison B? This requires taking into account a third doc_object, i.e. the writings of Ockham, which - however - will only be done in the main project, i.e. as soon as the methodological problems encountered so far have been solved. It must also be clarified what it means for a degree of similarity to be significantly higher than another one.\n\nThe second comparison also yields a high degree of semantic similarity (approx. 0.924). But it has already become evident from the preceeding manual analysis that the method of extracting only the adjectives and verbs directly connected to the term \"soul\" will not solve the problem since the characterisation of a philosophical term (such as \"soul\") is far more complex than this, i.e. it goes beyond the simple analysis of those adjectives and verbs. The degree of semantic similarity (and the comparison as such) is thus meaningless and was, again, only carried out for educational reasons.\n\nHowever, my work on the last Notebook - combined with some very helpful advice from Prof. Gerd Graßhoff - made me realise how I should proceed for my main project. As indicated above (in the section *The Method*), I will use Prodigy to train a specialised model for NER which recognises the different ways the authors characterise the concept(s) in question. Now, at the end of the semester, I have started working with Prodigy, which, as can be seen in *Fig.3* and *Fig.4*, gave me a first idea of how to carry out the training sessions:\n\n![](assets/Prodigy_example.png) *Fig.3*: Example of training session with Prodigy for specialised NER.\n\n![](assets/Prodigy_example2.png) *Fig.4*: Another example of a training session with Prodigy for specialised NER.\n\n\n\nTo sum up my progress so far, after having acquired a basic understanding of Python in general and SpaCy in particular during the semester, I am now able to turn to the actual elaboration of my project as outlined above in the section *The Method*.\n\n\n## What still needs to be done\n\nFor the actual elaboration of my project, I will proceed as follows:\n\n * find a set of approx. 100 sentences in which the three authors talk about the term soul and/or mind for a manual analysis in oder to identify the most important patterns of how they characterise philosophical concepts\n * define those patterns as named entities\n * find a set of approx. 500 sentences in which those patterns occur, turn into jsonl-format and train a specialised NER-model using Prodigy\n * apply the model to the sample texts to test their accuracy\n * if sufficiently accurate, proceed as outlined above in *The Method*\n * in addition to the development of (i) a model for specialised NER-categories, and (ii) the three Jupyter Notebook templates 'preparation', 'analysis', and 'comparison' (which are then going to be applied to the writings of Descartes, Ockham, and Suarez), I will conduct two further training sessions: (a) for a specialised model for coreference relations in order to detect implicit references the concepts in question, (b) for a specialised model for word vectors for philosophical terminology in order to provide the machine with some 'contextual knowledge'\n\n\n## Some Challenges, Concerns, and Questions\n\nThe following challenges, concerns, and questions must still be addressed over the next weeks and months:\n\n * I have not yet found all the relevant writings in txt-format and in one coherent language (Latin *or* English)\n * list of relevant writings:\n * *René Descartes*: Meditationes de prima philosophia, The Passions of the Soul, Principia Philosophiae, La Recherche de la Vérité\n * *William of Ockham*: Quodlibetal Septem, Ordinatio, Reportatio\n * *Francisco Suárez*: De Anima, Disputationes Metaphysicae, De actibus qui vocantur passiones\n * *possible solution*: (i) scan original Latin texts or English translations, (ii) extract text from images/pdfs using Google's OCR-software Tesseract\n * if it turned out that I have to work with the English translations (because the original versions are not available as txt-files), then this would (i) significantly reduce the amount of available data for my computational analysis as most texts have never (or rather: not yet) been translated into English, and (ii) mean that the results of my analysis do not have any value for questions regarding the conceptual contiunity between medieval and early modern philosophy in particular, and regarding the history of philosophical ideas in general (as initially claimed). Instead, my work would turn into the development of a methode which leaves its adequate application to future research.\n * for final comparison: what does it means for a degree of semantic similarity to be *significantly higher* than another?\n * improve the chain of operations in the different juypter notebooks, i.e. 'automatise' the operations which, for now, were carried out manually\n * the method, as conceived at present, presupposes that every author (philosopher) in question defends *one consistent* theoretical position throughout all of his works (or at least in all the works that are taken into account for the analysis). However, this is usually not the case: people change their view.\n * Two solutions: (i) only take into account those writings of which one knows that they are in line with a certain position held by the author at a particular moment in his lifetime. (ii) possibility of applying method developed in here (comparison of different phil. eras/trad.) to comparison of different 'stages' in a philosopher's thinking, i.e. move method from broad historical level to individual level\n * distinction between theories of soul and theories of mind? Maybe include both terms as key words and treat as equivalent? Important to discuss this problem (of translation?) Both mens/mentis and animus/anima can be translated as soul and/or mind.\n - compare, e.g., the title of Descartes' 6th Meditation in original Latin version: \"De rerum materialium existentia & realis *mentis* a copore distinctione\" (and thus, all Engl. transl. used mind instead of soul) with the title in the French version (which was read and approved by Descartes himself): \"De l'existence des choses matérielles, et de la réelle distinction entre *l'âme* et le corps de l'homme\". Hence, a reason to consider soul and mind, at least in Descartes' writings, as synonymous?\n * what does it mean (what are the theoretical implications) to operationalise the (traditional, close-reading) method for analysing conceptual continuity (and concept drift) by means of the computational method developed in here? Is the computational method really adequate? Is it supposed to aid or guide a subsequent close-reading analysis (a 'hybrid method')? Or is the approach intended to replace, at least to a certain extent, the traditional method (a 'fully autmoatic semantic analysis')?\n\n\n\n\n## Literature (*Anm.*: kann ggf. gestrichen und durch bib-file ersetzt werden)\n\n1. **Background**\n\n * Dominik Perler, \"What are Faculties of the Soul? Descartes and his Scholastic Background\", in: John Marenbon (ed.), *Continuity and Innovation in Medieval and Modern Philosophy: Knowledge, Mind and Language*, Oxford, OUP, 2013, pp.9-38\n\n\n\n2. **Empirical sources for tests conducted during the semester**\n\n * René Descartes, *Meditations on First Philosophy*, transl. by Elizabeth Haldane, Cambridge, CUP, 1911 (open-access, copyright expired (?) *Anmerkung zu bib-entry*: in der von mir verwendeten txt-Version dieser Übersetzung heißt es *Copyright: 1996, Internet Encyclopedia of Philosophy. This file is of the 1911 edition of The Philosophical Works of Descartes (Cambridge University Press), translated by Elizabeth S. Haldane*. Deshalb bib-entry anpassen?)\n\n * Francisco Suárez, *De Anima, Disputation 12, Question 2*, transl. by Sydney Penner, online, 2011, [sydneypenner.ca/su/DA_d12q2.pdf](http://www.sydneypenner.ca/su/DA_d12q2.pdf), last retrieved on 12.11.20 (open-access, copyright S. Penner)\n" }, { "alpha_fraction": 0.68855220079422, "alphanum_fraction": 0.6902356743812561, "avg_line_length": 27.33333396911621, "blob_id": "c049c608716696363155538fe0083eb3eef464b3", "content_id": "93d364f5c62c4d3ca2ce400b81583ffb799f7ca2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 594, "license_type": "no_license", "max_line_length": 111, "num_lines": 21, "path": "/docs/piraha_language/CrawlPiraha.py", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "import spacy\nfrom spacy.matcher import Matcher\nimport os.path\nimport io\n\ndata_folder = os.path.join(\"/Users/juangarciaberdoy/Documents/GitHub/philhistcomp/projects\", \"piraha_language\")\nfile_to_open = os.path.join(data_folder, \"corpus.txt\")\nff = io.open(file_to_open, 'r', encoding='utf-8')\n\nnlp = spacy.load(\"en_core_web_sm\")\nmatcher = Matcher(nlp.vocab)\n\npatterns = [ [{\"LOWER\": \"one\"}], [{\"LOWER\": \"is\"}]]\n\ndoc = nlp(ff.read())\nfor pattern in patterns:\n print(pattern)\n matcher.add(\"tempId\", None, pattern)\n matches = matcher(doc)\n print(len(matches))\n matcher.remove(\"tempId\")" }, { "alpha_fraction": 0.5482645630836487, "alphanum_fraction": 0.5540274977684021, "avg_line_length": 43.13294982910156, "blob_id": "1e5dba78703a2519e83ab910f2b9db98a78fa901", "content_id": "d15016e67f370f89828ad64055573cfd184d3ad4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 7637, "license_type": "no_license", "max_line_length": 169, "num_lines": 173, "path": "/docs/econ_abm/assets/RL/RlEpisode.cs", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "using System;\nusing System.Collections.Generic;\nusing System.Text;\n\nnamespace Msal.Rl {\n\n public class RlEpisod<StateId_t, Action_t>\n {\n public struct RlRecord {\n public RlNode<StateId_t, Action_t> m_node;\n public int m_action;\n public double m_reward;\n\n public RlRecord(RlNode<StateId_t, Action_t> node, int action, double reward)\n {\n m_node = node;\n m_action = action;\n m_reward = reward;\n }\n };\n\n public double m_firstPlayUrgency = 10000.0;\n public RlSearch<StateId_t, Action_t> m_search;\n public RlModel<StateId_t, Action_t> m_model;\n public RlModel<StateId_t, Action_t> m_searchModel;\n public RlTree<StateId_t, Action_t>[] m_searchTrees;\n public RlSearchParams m_searchParams;\n public RlRecord[,] m_records;\n public int[] m_recordsCount;\n\n\n public RlEpisod(RlSearch<StateId_t, Action_t> search, RlModel<StateId_t, Action_t> model, RlTree<StateId_t, Action_t>[] searchTrees, RlSearchParams searchParams)\n {\n m_search = search;\n m_model = model;\n m_searchModel = m_model.rlModelClone();\n m_searchTrees = searchTrees;\n m_records = new RlRecord[m_model.rlModelGetActorsCount(), searchParams.maxGameLength + 10];\n m_recordsCount = new int[m_model.rlModelGetActorsCount()];\n m_searchParams = searchParams;\n //m_searchParams.biasTermConstant = Math.Sqrt(Math.Log(maxGames));\n }\n\n public void Generate() {\n int actorId;\n\n // Copy the original model into the search model\n m_searchModel.rlModelCopy(m_model);\n //m_searchModel = m_model.rlModelClone();\n m_searchModel.rlModelInitES();\n\n // Track whether the actor is in playout mode\n bool[] playouts = new bool[m_model.rlModelGetActorsCount()];\n\n // Track the number of records for each actor\n Array.Clear(m_recordsCount, 0, m_recordsCount.Length);\n\n // Track the current node of each actor into the tree\n RlNode<StateId_t, Action_t>[] currentNode = new RlNode<StateId_t, Action_t>[m_model.rlModelGetActorsCount()];\n for (actorId = 0; actorId < currentNode.Length; ++actorId) {\n currentNode[actorId] = m_searchTrees[actorId].m_root;\n m_records[actorId, m_recordsCount[actorId]++] = new RlRecord(currentNode[actorId], -1, 0.0);\n }\n\n // Play a game\n int gameLength = 0;\n while (!m_searchModel.rlModelStateIsTerminal(m_model, m_searchParams.maxGameLength))\n {\n int actionIndex = -1;\n Action_t action;\n actorId = m_searchModel.rlModelGetActorToAct();\n\n // Find an action to be applied to the actor\n if (playouts[actorId]) {\n m_searchModel.rlModelRandomAction(actorId, out action);\n } else {\n m_searchTrees[actorId].AddState(m_searchModel, actorId, ref currentNode[actorId]);\n actionIndex = SelectAction(currentNode[actorId]);\n if (actionIndex >= 0) {\n action = currentNode[actorId].m_actions[actionIndex].m_action;\n playouts[actorId] = currentNode[actorId].m_actions[actionIndex].m_stats.m_count < m_searchParams.expandThreshold;\n } else {\n m_searchModel.rlModelActionGetNone(out action);\n playouts[actorId] = true;\n }\n }\n\n // If there is no valid action for the actor, then the search is over\n if (m_searchModel.rlModelActionIsNone(ref action)) break;\n // Apply the action\n double reward = m_searchModel.rlModelApplyAction(actorId, action);\n // Save the action into the episode history\n m_records[actorId, m_recordsCount[actorId]++] = new RlRecord(currentNode[actorId], actionIndex, reward);\n gameLength++;\n }\n\n double[] rewards = new double[m_searchModel.rlModelGetActorsCount()]; ;\n if (m_searchModel.rlModelStateIsTerminal(m_model, m_searchParams.maxGameLength)) {\n m_searchModel.rlModelEstimate(m_model, ref rewards, m_searchParams.searchModelTag);\n m_search.m_avgEstimateGameLength += (gameLength - m_search.m_avgEstimateGameLength) / ++m_search.m_estimateGames;\n } else {\n m_searchModel.rlModelEvaluate(actorId, ref rewards);\n m_search.m_avgEvaluateGameLength += (gameLength - m_search.m_avgEvaluateGameLength) / ++m_search.m_evaluateGames;\n }\n\n // Add a final record to the episode to reflect the final rewards\n for (actorId = 0; actorId < rewards.Length; ++actorId) {\n m_records[actorId, m_recordsCount[actorId]++] = new RlRecord(null, -1, rewards[actorId]);\n }\n }\n\n\n protected int SelectAction(RlNode<StateId_t, Action_t> node)\n {\n if (node == null || node.m_actions.Length == 0) {\n return -1;\n }\n if (node.m_stats.m_count == 0) {\n return RlUtils.random.Next(node.m_actions.Length);\n }\n double countLog = Math.Log(node.m_stats.m_count);\n double bestUpperBound = 0.0;\n int bestAction = -1;\n for (int index = 0; index < node.m_actions.Length; ++index) {\n var bound = getBoundLP(countLog, ref node.m_actions[index].m_stats);\n if (bestAction < 0 || bound > bestUpperBound) {\n bestAction = index;\n bestUpperBound = bound;\n }\n }\n return bestAction;\n }\n\n protected double getBoundLP(double countLog, ref RlStats stats) {\n var value = getValueEstimate(ref stats);\n //if (m_searchParams.biasTermConstant == 0.0) return value;\n value += m_searchParams.biasTermConstant * Math.Sqrt(countLog / (stats.m_count + 1));\n return value;\n }\n\n protected double getValueEstimate(ref RlStats stats) {\n return stats.m_count > 0 ? stats.m_mean : m_firstPlayUrgency;\n }\n\n\n public void UpdateTrees()\n {\n double gamma = 0.999;\n \n for (int actorId = 0; actorId < m_searchModel.rlModelGetActorsCount(); ++actorId)\n {\n double reward = 0.0;\n for (int index = m_recordsCount[actorId] - 1; index >= 0; --index) {\n var actionReward = m_records[actorId, index].m_reward;\n reward += Double.IsNaN(actionReward) ? 0.0 : actionReward;\n //reward += m_records[actorId, index].m_reward;\n if (m_records[actorId, index].m_node != null) {\n if (index > 0 && Object.ReferenceEquals(m_records[actorId, index-1].m_node, m_records[actorId, index].m_node)) continue;\n m_records[actorId, index].m_node.m_stats.Add(reward);\n int actionIndex = m_records[actorId, index].m_action;\n if (actionIndex >= 0) {\n m_records[actorId, index].m_node.m_actions[actionIndex].m_stats.Add(reward);\n }\n }\n reward *= gamma;\n }\n }\n }\n\n }\n\n\n}\n" }, { "alpha_fraction": 0.6746246218681335, "alphanum_fraction": 0.6988025307655334, "avg_line_length": 94.31159210205078, "blob_id": "6e28eb1cee488abd87c2cec31006640da1f2705b", "content_id": "189439bd2f30094a7e685cd97e8cde39e0c1325e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 26305, "license_type": "no_license", "max_line_length": 1380, "num_lines": 276, "path": "/documentation/docs/project_disagreement/additional_notebooks/hcq_4_noun_filter.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF\n\nThis markdown file has to be complemented by the corresponding notebook. It is strongly recommended to read the markdown file alongside the notebook:\n\n* [hcq_4_noun_filter.ipynb](hcq_4_noun_filter.ipynb)\n\nFor the previous steps see:\n\n* [hcq_1_clean_abstracts.md](hcq_1_clean_abstracts.md) and [hcq_1_clean_abstracts.ipynb](hcq_1_clean_abstracts.ipynb)\n* [hcq_2_sentences.md](hcq_2_sentences.md) and [hcq_2_sentences.ipynb](hcq_2_sentences.ipynb)\n* [hcq_3_verb_filter.md](hcq_3_verb_filter.md) and [hcq_3_verb_filter.ipynb](hcq_3_verb_filter.ipynb)\n\n\n\n# 4 Noun Filter\n\nAs said in \"hcq_3_verb_filter.md\" the verb filter is only one part of an overarching filter. To get the relevant sentences from our sentence collection in a more reliable way another filter is needed: the noun filter. The development of the noun filter is the main task of the present notebook \"hcq_4_noun_filter.ipynb\". The first three sections are a concise repetition of the preceding notebook \"hcq_3_verb_filter.ipynb\". The result will be a verb filtered list of sentences which is the material the noun filter has to work with. In the development of the noun filter I will proceed as in the development of the verb filter (shown in the preceding notebook): First I will develop an initial search pattern for nouns. This will be the grounding work for the search pattern to use in the first version of the noun filter. The noun filter's performance shall be assessed and compared to the performance of the verb filter alone. Please keep in mind that the noun filter comes into play after the verb filter has been applied. The noun filter will never operate isolated but only combined with the verb filter. Second I will try to improve the noun filter or, to be more precise, the search pattern of the noun filter. Finally, the (hopefully) improved noun filter shall be evaluated a second time.\n\n\n\n## 0 Import Libraries\n\nImport the required libraries and the language model.\n\n\n\n## 1 Load Dataframe\n\nLoad the data stored in `HCQ_sentences.json` in the **`dataframe`** `sentences_df`.\n\n\n\n## 2 Verb Filtered Sentences\n\nWe filter the sentences in `sentences_df` by means of the verb filter developed in \"hcq_3_verb_filter.ipynb\" (see also \"hcq_3_verb_filter.md\"). The result is a list that contains the remaining sentences. The list is named `verb_filtered_sentences_2`.\n\nThe steps in these sections are executed and described in the preceding notebooks and corresponding markdown-files, respectively. Besides this the focus of the current markdown-file is on the following code. That is why I treat the earlier steps only very briefly. \n\n\n\n## 3 Noun Filter\n\nAs was said in \"hcq_3_verb_filter.md\" (2, detour) the sentences I want to find in this project - the relevant sentences - express that a certain statement $s$ is supported by some body of evidence. With the help of the verb filter we can find sentences, in which verbs occur that might express the (meta language) SUPPORT-relation. But though the right verbs appear in the right position of the structure of a sentence, that sentence might not express that $s$ is supported by evidence. That is, the verb filter might have found a sentence and thereby marked it as relevant whereas it is not a relevant sentence. Such misleading findings make the results less reliable. In order to make the search results more reliable there should occur certain nouns in the filtered sentences, in addition to the SUPPORT-verbs. These nouns refer to some type of evidence or to a process producing such evidence. I call such nouns EVIDENCE-nouns. In some cases not the EVIDENCE-nouns are mentioned but \"placeholders\" that stand for scientists or scientific institutions that yield such evidence. The hope is: if both SUPPORT-verbs and EVIDENCE-nouns occur together in a sentence it is more likely that the sentence expresses the SUPPORT-relation between evidence and $s$. That is why we are going to make a noun filter.\n\n(This present markdown-file is **not** a substitute for the corresponding notebook - it is a complement. Therefore it is strongly recommended that you read it alongside with the corresponding notebook. This holds for every markdown-notebook-combination. I hope it is clear which description refers to which line(s) of code and vice versa, although the code is not displayed here.)\n\n(If you want to know more about the technical details, please have a look at \"hcq_3_verb_filter.md\".)\n\nIn this section we will make an initial search pattern which lays the ground for developing a first version of the noun filter. At the end we will test how good the verb filter together the first version of the noun filter perform in finding disagreement sentences.\n\n### 3.1 An Initial Search Pattern\n\nWe will make and test a first search pattern by which we can find EVIDENCE-nouns. This search pattern is just an approximation. The found nouns will have to be selected manually (next subsection). We start by looking at our example sentence turned into the Doc-object `doc`. An analysis with the help of `spacy` shows that there are more nouns in `doc` than we want to find. Since we are looking for sentences which express a SUPPORT-relation between evidence and $s$ and the SUPPORT-relation is expressed by the main verb of the sentence (as is assumed) only nouns are promising that are at a certain position of the sentence structure. It is the nouns that are the *nominal subject* (`nsubj`) that are most promising. We make the search pattern `initial_search_pattern_noun` which will find nouns that are the nominal subject of a sentence. (At last we test that search pattern on `doc`.)\n\n### 3.2 List of EVIDENCE-nouns\n\nHere we will create a hand picked list of EVIDENCE-nouns. First we make a Matcher-object - the `initial_search_matcher_noun` - which works with the search pattern `initial_search_pattern_noun` that we have created in the previous subsection. By means of this Matcher we search for nouns that are also nominal subjects. We carry out this search in the list of verb filtered sentences `verb_filtered_sentences_2`. As a result we get a list of nouns in their lemma form.\n\nIn the next step we are going to pick out those nouns that refer to evidence or the process of gaining evidence. For this purpose: If a certain noun is the nominal subject of a sentence, we check whether this sentence is a disagreement sentence. We also rely on a common understanding of what the respective nouns mean. As a result we get five nouns qualified as EVIDENCE-nouns: \"analysis\", \"evidence\", \"finding\", \"result\" and \"survey\". These nouns will serve as the foundation for creating the first version of our noun filter.\n\n(Be careful! Do **not** run the cell with code `selected_nouns = []` more than once unless you intent to reset the list as an empty one.)\n\n### 3.3 A First Noun Filter\n\nThe goal is to get a list of sentences that are filtered both by the verb filter and by the noun filter. So there are two processes of selection. First we create a new Matcher-object - `noun_matcher_1` - , some search patterns and add these patterns to `noun_matcher_1` . Second we filter the verb filtered sentences in `verb_filtered_sentences_2` by means of `noun_matcher_1` and add the remaining sentences to a list. The resulting list of sentences is called `noun_filtered_sentences_1`. Our collection of sentences originally encompassed 216 sentences. Applying the verb filter and then the noun filter on this collection leaves us with seven sentences.\n\n### 3.4 Evaluation I\n\n(For the following steps see: \nYoutube: [\"Intro to NLP with spaCy (3): Detecting programming languages | Episode 3: Evaluation\"](https://youtu.be/4V0JDdohxAk)) \n\nIn this subsection we want to assess how good our `noun_matcher_1` works. This will set the stage for improving it. We will assess `noun_matcher_1` using two metrics - the *confusion matrix* and the *classification report*. In addition we want to see which mistakes the Matcher is making. But before that we have to create a measuring device.\n\n#### 3.4.1 Measuring Device\n\nThe measuring device shows where the computer and I agree or differ in telling the disagreement sentences from the other ones. I call my judgment the *label* of the sentences whereas the computer's judgment is called *prediction*. We aim to display this in tabular form. \"1\" shall mean that a sentence is recognized as a disagreement sentence (or relevant); \"0\" shall mean that a sentence is not a disagreement sentence.\n\nI have prepared an Excel spread sheet where I labeled the sentences (see \"hcq_2_sentences.ipynb\" and \"hcq_2_sentences.md\"). In a first step we load the spread sheet as a dataframe and give it the name `measuring_df_3`. \n\nThe list `noun_filtered_sentences_1` contains sentences that are filtered by the verb filter and the noun filter. Regarding the *datatype* each of the sentences is a Doc-object. We convert each Doc-type sentence into a string and store the string-type sentences in the list `noun_filtered_strings_1`. For a string it can be checked whether it is contained in a list or not. This is feature is important for the next steps.\n\nThird, we define the function `compare_sentences()`. The function takes a sentences (from a dataframe) as an argument and returns a **`boolean`** as the result. A boolean (abbreviated as **`bool`**) can have two values: `True` and `False`. What is called in Python terminology a bool is called in more philosphical terms a truth value. How does `compare_sentences()` generate a boolean? It checks whether a sentence from `measuring_df_3[\"sentence\"]` (column `sentence` of dataframe`measuring_df_3`) is in the list `noun_filtered_strings_1`. It checks whether the statement that a string from `measuring_df_3[\"sentence\"]` is contained in `noun_filtered_strings_1` is true or false. If a string from the dataframe is in the list `noun_filtered_strings_1` the statement is true and the bool `True` is returned. Otherwise the `False` is returned. This is the code for the function definition:\n\n```python\ndef compare_sentences(sentence):\n return sentence in noun_filtered_strings_1\n```\n\nThen we apply `compare_sentences()` to each row of `measuring_df_3`. Thus we create the new column `prediction` which contains booleans only. `noun_filtered_strings_1` contains strings of sentences. The sentences are only those ones that were found by both filters - the verb filter and the noun filter. Hence only those sentences in `measuring_df_3[\"sentence\"]` can have the value `True` that would be found by both filters. That means, from all sentences of our original collection the ones are marked that would be found by the combined fiters. If the computer \"thinks\" a sentence is a disagreement sentence then a `True ` is assinged to it, otherwise the sentence gets a `False`.\n\nFourth, we convert the booleans in column `prediction` . Each `True` is turned into `1` and each `False` turned into `0`. If the computer recognizes a sentence as a disagreement sentence then it gets a `1` , otherwise the sentences gets a `0`. I have assigned `1`s and `0` to sentences in the same fashion. (This was the task of labeling.)\n\nFinally, we have a means to compare the judgments done by me (a human being) and done by the computer. We can check where both assign a `1` (or a `0`, respectively) to a sentence. And we can see if assignments differ. This measuring device is used by the following metrics.\n\n#### 3.4.2 Metrics\n\n**Confusion Matrix**\n\nThe following confusion matrix is created:\n\n| **label** | **prediction** | |\n| --------- | -------------- | ----- |\n| | **0** | **1** |\n| **0** | 202 | 0 |\n| **1** | 7 | 7 |\n\n209 sentences are predicted correctly ($202 + 7$). Seven disagreement sentences (at least in my view) were not predicted by the computer. The comparison with earlier filters shows the following:\n\n| **matcher** | **label/prediction-combination** | | | |\n| ----------------------------------- | -------------------------------- | ------- | ------- | ------- |\n| | **0/0** | **0/1** | **1/0** | **1/1** |\n| `verb_matcher_1` | 200 | 2 | 6 | 8 |\n| `verb_matcher_2` | 200 | 2 | 5 | 9 |\n| `verb_matcher_2` & `noun_matcher_1` | 202 | 0 | 7 | 7 |\n\nThe combination of verb filter and noun filter is not in all aspects better than the refinded verb filter. `verb_matcher_2` finds more disagreement sentences (1/1). But verb filter and noun filter together declare two more irrelevant sentences correctly as irrelevant (0/0). And what is more important: The two filters together do not catch false positives. That means, if the computer \"says\" that a sentence is a disagreement sentence, you can be sure that it is one (at least in my opinion).\n\n**Classification Report**\n\nThe classification report for the two filters looks like this:\n\n```\n precision recall f1-score support\n\n 0 0.97 1.00 0.98 202\n 1 1.00 0.50 0.67 14\n\n accuracy 0.97 216\n macro avg 0.98 0.75 0.82 216\nweighted avg 0.97 0.97 0.96 216\n```\n\nLet's give an overview to compare it with the earlier filters:\n\n| matcher | precision 0 | recall 0 | precision 1 | recall 1 | accuracy |\n| ----------------------------------- | ----------- | -------- | ----------- | -------- | -------- |\n| `verb_matcher_1` | 0.97 | 0.99 | 0.80 | 0.57 | 0.96 |\n| `verb_matcher_2` | 0.98 | 0.99 | 0.82 | 0.64 | 0.97 |\n| `verb_matcher_2` & `noun_matcher_1` | 0.97 | 1.00 | 1.00 | 0.50 | 0.97 |\n\nThe verb filter and nounfilter sort out all non disagreement sentences (recall 0 = 1.00). But not each sentence that is marked as irrelevant is indeed not a disagreement sentence. If the filters combinded mark a sentence as a disagreement sentence you can rely on that. This says the same as the fact that there are not false positves. In this respect the comination of verb filter and noun filter performs far better than the verb filter alone. But the filters together find only half of all disagreement sentences. This is the worst result of all filters compared.\n\n#### 3.4.3 Mistakes\n\n**False Positives**\n\nAs has been said the combination of `verb_matcher_2` and `noun_matcher_1` yield no false positives. If a sentences is predicted as being a disagreement sentence you can be sure that it is one (at least with regard to my labeling).\n\n**False Negatives**\n\nDisagreement sentences that are not found by the combination of the two filters are:\n\n```\n(0) We were unable to confirm a benefit of hydroxychloroquine or chloroquine, when used alone or with a macrolide, on in-hospital outcomes for COVID-19.\n(1) The administration of HCQ did not result in a significantly higher negative conversion probability than SOC alone in patients mainly hospitalized with persistent mild to moderate COVID-19.\n(2) Adverse events were higher in HCQ recipients than in HCQ non-recipients.\n(3) Although mortality rate was not significantly different between cases and controls, frequency of adverse effects was substantially higher in HCQ regimen group.\n(4) Use of these drugs is premature and potentially harmful\n(5) Among patients with COVID-19, the use of HCQ could significantly shorten TTCR and promote the absorption of pneumonia.\n(6) Chloroquine phosphate, an old drug for treatment of malaria, is shown to have apparent efficacy and acceptable safety against COVID-19 associated pneumonia in multicenter clinical trials conducted in China.\n```\n\nI definitvely want the filters to find sentences (0) and (6). In my opinion it is a mistake that the filters together mark them as irrelevant. But you could argue if it is a mistake that sentences (1) till (5) are not counted as disagreement sentences. One reason could be that they merely state evidence than stating that some statemant about HCQ is (not) supported by some evidence. (I briefly discuss this in \"hcq_3_verb_filter.md\", 2.4.3.) For now I wouldn't mind if the filters do not find them.\n\n\n\n## 4 Noun Filter: Refinements\n\nWe now have a first version of the noun filters that shall run together with the verb filter. As our assessment has shown the two filters together do not find all disagreement sentences. Let's try to modify our noun filter in such a way that it fill also find sentences (0) and (6).\n\nAgain, sentence (0) reads:\n\n```\n(0) We were unable to confirm a benefit of hydroxychloroquine or chloroquine, when used alone or with a macrolide, on in-hospital outcomes for COVID-19.\n```\n\nIn (0) there is a statement that contributes to the question whether HCQ/CQ is apt to treat COVID-19. Further there is a verb expressing that this statement is supported (\"confirm\") - but in this case the support is negated. What is missing is a noun that stands for evidence. The nominal subject of the sentence is not an EVIDENCE-noun. But in the sentence as the nominal subject there occurs a \"[w]e\". One could take \"[w]e\" as a placeholder for an EVIDENCE-noun. In my view it refers to scientists (or a scientific institution) that do research and thereby produce evidence.\n\nAccording to the `spacy`-analysis \"[w]e\" is not a noun but a pronoun. And it is the nominal subject of the sentence. Together with the coressponding lemma we can create this pattern:\n\n```python\nwe_pattern = [{\"POS\": \"PRON\", \"DEP\": \"nsubj\", \"LEMMA\": \"-PRON-\"}]\n```\n\nSentence (6) would fit our usual patterns if it were in active form, like this reformulation:\n\n```\nMulticenter clinical trials conducted in China show that chloroquine phosphate [...] has apparent efficacy and acceptable safety against COVID-19 associated pneumonia.\n```\n\n(If you want you can try out a `spacy`-analysis of this reformulation.)\n\nBut (6) is formulated in passive form and reads like this:\n\n```\n(6) Chloroquine phosphate, an old drug for treatment of malaria, is shown to have apparent efficacy and acceptable safety against COVID-19 associated pneumonia in multicenter clinical trials conducted in China.\n```\n\nThe noun at the position of the nominal subject is not an EVIDENCE-noun, but it is \"phosphate\". The noun \"trials\" refers to a process that results in evidence. It is therefore counted as an EVIDENCE-noun. `spacy` tells us that \"trials\" is an \"object of preposition\" (`pobj`). Together with the lemma of \"trials\" we make the following pattern:\n\n```python\ntrial_pattern = [{\"POS\": \"NOUN\", \"DEP\": \"pobj\", \"LEMMA\": \"trial\"}]\n```\n\nWe create the new Matcher `noun_matcher_2` and add all search patterns for nouns to it. Then we filter the sentences in `verb_filtered_sentences_2` again - but this time with `noun_matcher_2` - and store the retained Doc-objects in the list `noun_filtered_sentences_2`. The sentences (0) and (6) are now among the found sentences (but sentence (6) is now sentence (8)). Of 216 sentences in the original collection 11 sentences remained after applying the verb filter; nine are left after additionally using the noun filter.\n\n\n\n## 5 Evaluation II\n\nAfter modifying the noun filter we want to see whether the performance of the two filters working together has improved. The steps are in essence the ones taken in 3.4 - but this time for `noun_matcher_2` or `noun_filtered_strings_2`, respectively. Thus I will skip a detailed description.\n\n**Confusion Matrix**\n\nThe confusion matrix now shows this:\n\n| **label** | **prediction** | |\n| --------- | -------------- | ----- |\n| | **0** | **1** |\n| **0** | 202 | 0 |\n| **1** | 5 | 9 |\n\nThe two filters predict 211 ($202 + 9$) sentences correctly. Five disagreement sentences (if they are such) are not found. There are no false positives. So the filters produce five ($5 + 0$) mistakes. In comparison the filters show the following results:\n\n| **matcher** | **label/prediction-combination** | | | | correct | mistakes |\n| ------------------------------------------ | -------------------------------- | ------- | ------- | ------- | ------- | -------- |\n| | **0/0** | **0/1** | **1/0** | **1/1** | | |\n| `verb_matcher_1` | 200 | 2 | 6 | 8 | 208 | 8 |\n| `verb_matcher_2` | 200 | 2 | 5 | 9 | 209 | 7 |\n| `verb_matcher_2` & `noun_matcher_1` (V2N1) | 202 | 0 | 7 | 7 | 209 | 7 |\n| `verb_matcher_2` & `noun_matcher_2` (V2N2) | 202 | 0 | 5 | 9 | 211 | 5 |\n\nTogether `verb_matcher_2` and `noun_matcher_2` (let's call this combination V2N2) discriminate 211 sentences correctly and make five mistakes.\n\n* In all categories V2N2 is better than `verb_matcher_1` which predicts 208 ($200 + 8$) sentences correctly and makes eight ($2 + 6$) mistakes.\n* `verb_matcher_2` alone predicts 209 ($200 + 9$) sentences correctly and makes seven ($2 + 5$) mistakes. It is as good as V2N2 in finding disagreement sentences (9) and misses the same number of disagreement sentences (5) as V2N2. But it produces two more false positives than V2N2 and sorts out two irrelevant sentences less. V2N2 performs better than `verb_matcher_2` .\n* V2N1 predicts 209 ($202 + 7$) sentences correctly and makes seven ($7 + 0$) mistakes. Both V2N1 and V2N2 yield no false positives and they mark equally many non disagreement sentences as irrellevant (202). But V2N1 finds two disagreement sentences less and (therefore) produces two false negatives more. V2N2 performs better than V2N1.\n\nOf all tested filters or combinations of filters the combination of `verb_matcher_2` and `noun_matcher_2` (V2N2) yields the best results.\n\n**Classification Report**\n\nThe classification report for `noun_matcher_2` looks like this:\n\n```\n precision recall f1-score support\n\n 0 0.98 1.00 0.99 202\n 1 1.00 0.64 0.78 14\n\n accuracy 0.98 216\n macro avg 0.99 0.82 0.89 216\nweighted avg 0.98 0.98 0.97 216\n```\n\nLet's compare it with the other filters or combination of filters:\n| matcher | precision 0 | recall 0 | precision 1 | recall 1 | accuracy | total |\n| ------------------------------------------ | ----------- | -------- | ----------- | -------- | -------- | ----- |\n| `verb_matcher_1` | 0.97 | 0.99 | 0.80 | 0.57 | 0.96 | 4.29 |\n| `verb_matcher_2` | 0.98 | 0.99 | 0.82 | 0.64 | 0.97 | 4.40 |\n| `verb_matcher_2` & `noun_matcher_1` (V2N1) | 0.97 | 1.00 | 1.00 | 0.50 | 0.97 | 4.44 |\n| `verb_matcher_2` & `noun_matcher_2` (V2N2) | 0.98 | 1.00 | 1.00 | 0.64 | 0.98 | 4.60 |\n\nIn no category V2N2 is worse that any other filter or combination of filters. V2N2 reaches values in every category that are at least as good as the best value reached by another filter (or combination thereof). With 0.98 V2N2 yields the best accuracy value of all (combination of) filters. \n\nIn comparing the filters and filter combinations it might be helpful to add the values of each category:\n$$\ntotal = (precision\\ 0) + (recall\\ 0) + (precision\\ 1) + (recall\\ 1) + (accuracy)\n$$\nComparing the values of column \"total\" V2N2 has the highest value (4.60). V2N2 yields the best results of all compared filters and combinations of filters. So I want to stick with V2N2. What is good about V2N2 is that if it classifies a sentence as a disagreement sentence then one can be sure that it is one. (Or at least one can be sure that I would have labeled it as a disagreement sentence.) But the recall of disagreement sentences is not that goog (recall 1 = 0.64). V2N2 finds only round about two thirds of all disagreement sentences. Depending on the purpose the precision might be more important than the recall (or vice versa). The overall goal of this project is to form pairs of sentences in such a fashion that the pair resembles disagreement. For this purpos precision might be a lot more important than recall. If this is correct than I don't have to bother about optimizing the recall.\n\n\n\nIn this notebook we have created a noun filter. The verb filter and the noun filter are components of a combined filter that shall find disagreement sentences. We have evaluated the combined filter V2N2 and improved it. V2N2 finds disagreement sentences in a reliable way. As I have mentioned before disagreement sentences have certain linguistic features which the V2N2 uses to identify them. (But I don't mean to say that all and only disagreement sentences - as I conceive them within the context of this project - have these linguistic features. It is merely a starting point for inquiry.) Which are those features? Disagreement sentences express a (metalanguage) relation - the support relation. This relation can be negated. The relata are (i) what I have called EVIDENCE-nouns; and (ii) a statement about the circumstance that hydroxychloroquine/chloroquine can treat COVID-19. The noun filter shall find EVIDENCE-nouns. The verb filter shall find SUPPORT-verbs which express the SUPPORT-relation. In such a way i hope to find disagreement sentences. In the end I want to form pairs of disagreement sentences such that they show disagreement. In the next notebook I want to make SUPPORT-verbs and EVIDENCE-nouns more visible; and not to forget expressions of negation. Thus what we are going to do in the next notebook is - in the terminology of `spacy`- *Entity labeling*." }, { "alpha_fraction": 0.657156229019165, "alphanum_fraction": 0.665809154510498, "avg_line_length": 20.540403366088867, "blob_id": "d8f2557d9f5f4b98eb75670f613c51b71af0c786", "content_id": "c4ea016eb5339e6dfac7a1bbf72ce064e276f6b1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 4294, "license_type": "no_license", "max_line_length": 742, "num_lines": 198, "path": "/posts/packages/3. Markdown Basics.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# Markdown\n\nAfter you have installed GitHub Desktop and cloned the repository of our seminar, you will see that you also need a program for editing text. \"Atom\" is a text editor developed by GitHub. The most popular text editor is \"Sublime Text.\" There are many more, so choose the one you like most. In terms of writing documents, markdown is a simple language that is very useful. The extension \".md\" in all the readme files on GitHub shows the use of markdown markup. The most user-friendly markdown editor is \"Typora\" because you can access many of the following features with a right- or left-click. Also, you can export to HTML, PDF, Word, Open Office, and lots of other formats. There are also many markdown editors, so again the choice is yours.\n\n\n\n## Syntax\n\n### Emphasis\n\n```\n - text\n - *text*\n - **text**\n\n This is *italics* and _with underscores_.\n This is **strong emphasis** and __with underscores__.\n This is combined with _asterisks_** and _underscores_**.\n This is ~~strike through~~.\n```\n\n- text\n- *text*\n- **text**\n\nThis is *italics* and _with underscores_.\n\nThis is **strong emphasis** and __with underscores__.\n\nThis is combined with **_asterisks_** and **_underscores_**.\n\nThis is ~~strike through~~.\n\n\n\n### Lists, Enumeration\n\n```\n1. Think\n2. Act\n\n* Aristotle\n* Plato\n - Socrates\n\n- Berries\n\t1. Strawberry\n\t2. Blueberry\n\t3. Raspberry\n```\n\n1. Think\n\n2. Act\n\n \n\n* Aristotle\n* Plato\n \n - Socrates\n \n \n\n- Berries\n\t1. Strawberry\n\t2. Blueberry\n\t3. Raspberry\n\n\n\n### Headings, Parts, Sections\n\n```\n# heading 1\n## heading 2\n### heading 3\n#### heading 4\n##### heading 5\n###### heading 6\n\nAs another option:\n\nheading 1\n======\n\nheading 2\n------\n```\n\n\n\n### Links\n\nThe text in the square brackets is optional.\n\n```\nSome [linked text](https://imisstheoffice.eu/).\n```\n\nSome [linked text](https://imisstheoffice.eu/).\n\n\n\n### Superscript and Subscript\n\n```\nE=MC<sup>2</sup>\n```\n\nE=MC<sup>2</sup>\n\n```\nPlants need CO<sub>2</sub>\n```\n\nPlants need CO<sub>2</sub>\n\n\n\n### Images\n\nIt is recommendable that you have a sub-directory to store the images, and that is your path.\n\n```\n![alt text](/path/img.jpg \"Title\")\n```\n\n![Flammarion](assets/Flammarion.jpg \"Flammarion Engraving\")\n\n\n\n### Tables\n\n```\nThe dashes are used to create the headers. There must be at least 3 dashes. Pipes seperate each column. The outer pipes are optional.\n\n| A | B | C | D | E |\n| --- | --- | --- | --- | --- |\n| 1 | 2 | 3 | 4 | 5 |\n| a | b | c | d | e |\n```\n\n| A | B | C | D | E |\n| ---- | ---- | ---- | ---- | ---- |\n| 1 | 2 | 3 | 4 | 5 |\n| a | b | c | d | e |\n\n\n\n### Blockquotes \n\n```\n> Man kann nämlich in der Sache selbst _objektive_ Recht haben und doch in den Augen der Beisteher, ja bisweilen in seinen eignen, Unrecht behalten. Wann nämlich der Gegner meinen Beweis widerlegt, und dies als Widerlegung der Behauptung selbst gilt, für die es jedoch andre Beweise geben kann; in welchem Fall natürlich für den Gegner das Verhältnis umgekehrt ist: er behält Recht, bei objektivem Unrecht. Also die objektive Wahrheit eines Satzes und die Gültigkeit desselben in der Approbation der Streiter und Hörer sind zweierlei. (Schopenhauer)\n```\n\n> Man kann nämlich in der Sache selbst _objektive_ Recht haben und doch in den Augen der Beisteher, ja bisweilen in seinen eignen, Unrecht behalten. Wann nämlich der Gegner meinen Beweis widerlegt, und dies als Widerlegung der Behauptung selbst gilt, für die es jedoch andre Beweise geben kann; in welchem Fall natürlich für den Gegner das Verhältnis umgekehrt ist: er behält Recht, bei objektivem Unrecht. Also die objektive Wahrheit eines Satzes und die Gültigkeit desselben in der Approbation der Streiter und Hörer sind zweierlei. (Schopenhauer)\n\n\n\n### Footnotes\n\n```\nHere is a footnote reference,[^1] and another.[^longnote]\n\n[^1]: Here is the footnote.\n```\n\nHere is a footnote reference,[^1] and another.[^longnote]\n\n[^1]: Here is the footnote.\n\n\n\n### Horizontal Rule\n\n```\nType --- or *** to get Horizontal Rules.\n```\n\n---\n\n***\n\n\n\n### Code Spans\n\n```\n`<code>` spans are delimited by backticks.\nYou can include literal backticks like `` `this` ``.\n```\n\n\n\n\n\n\n\n\n\n\n\n" }, { "alpha_fraction": 0.7168427109718323, "alphanum_fraction": 0.7282863855361938, "avg_line_length": 76.45454406738281, "blob_id": "616a8ec05c46eea3d4114150d157822e5fb5fce7", "content_id": "fac8bb9c67069f53e8b6b72186e7187eb1017d5e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 3410, "license_type": "no_license", "max_line_length": 256, "num_lines": 44, "path": "/docs/terminological_continuity/first_comparison.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "### Terminological Continuity between Medieval and Early Modern Philosophy - strategy for first comparison\n\n1. **Choosing two sample texts**\n\n * Sydney Penner's (2011) English translation of Suárez' *De Anima, Disputation 12, Question 2* (cf. pdf-file in subfolder \"empirical sources\")\n * Elizabeth Haldane's (1911) English translation of Descartes' *Meditationes*\n * choosing a (philosophical) concept whose usage in the two sample texts is to be analysed: *soul*\n\n\n2. **Preparing the txt-files for text analysis**\n\n * cleaning up the txt-file: removing all footnotes, page numbers, etc.; re-separating words that stuck together as a result of transforming the original pdf-file into a txt-file\n * import txt-file into jupyter notebook; specify encoding: *DeAnima = open('DeAnima.txt', encoding=\"utf8\")*\n * create doc-objects for the two txt-files, divide into sentences using *nlp.create_pipe('sentencizer')*, get rid of new lines\n * create dataframe_A with 3 columns:\n 1. sentence number\n 2. enumeration of all sentences in doc_Meditationes\n 3. enumeration of all senteces in doc_DeAnima\n * turn dataframe_A into json-file. This is the **first checkpoint**\n\n\n3. **Comparing the texts with SpaCy**\n\n * load statistical model for English: *nlp = spacy.load('en_core_web_lg')*\n * identify all sentences in which Suárez and Descartes mention the word (i.e. the token) \"soul\", using SpaCy Matcher: *pattern = [{'LEMMA' : 'soul'}]* (or alternatively by using the package *regular expressions*)\n * create dataframe_B with 4 columns for each author, i.e. 8 columns in total (creation of dataframe requires several steps, maybe divide into 2 separate dataframes, one for spans and sentence number, one for sentence number and corresponding sentence):\n 1. span_start for matches in Descartes\n 2. span_end for matches in Descartes\n 3. sentence number (acc. to dataframe_A) in which span occurs\n 4. text of corresponding sentence\n 5. span_start for matches in Suarez\n 6. span_end for matches in Suarez\n 7. sentence number (acc. to dataframe_A) in which span occurs\n 8. text of corresponding sentence\n * turn dataframe_B into json-file. This is the **second checkpoint**\n * analyse linguistic features of the sentences in columns 4 and 8 using part-of-speech tag and dependency (maybe turn into 2 separate doc-objects, one for each author, in order to facilitate analysis)\n * extract all adjectives and verbs that stand in direct relation with matches (i.e. with the terms \"soul\"). Important: include negation *as part of* the adjectives and verbs\n * create dataframe_C with 2 columns for each author, i.e. 4 columns in total:\n 1. all adjectives used in direct connection with \"soul\" and/or \"faculty\" in Descartes\n 2. all verbs used in direct connection with \"soul\" and/or \"faculty\" in Descartes\n 3. all adjectives used in direct connection with \"soul\" and/or \"faculty\" in Suarez\n 4. all verbs used in direct connection with \"soul\" and/or \"faculty\" in Suarez\n * turn dataframe_C into json-file. This is the **third checkpoint** (and turn again into two separate doc-objects, one for each author: doc_AdjVrbMeditationes, doc_AdjVrbDeAnima)\n * compare semantic similarity between the two newly created doc-objects using *print(doc_AdjVrbMeditationes.similarity(doc_AdjVrbDeAnima)*\n" }, { "alpha_fraction": 0.7860659956932068, "alphanum_fraction": 0.7929591536521912, "avg_line_length": 155.26922607421875, "blob_id": "bb243ccc600235f5be00ebf7835a2bdb5b545f8b", "content_id": "43dbcd7a0ccf05acf24f6678249c28ad4b697e58", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 4062, "license_type": "no_license", "max_line_length": 704, "num_lines": 26, "path": "/docs/econ_abm/.ipynb_checkpoints/README-checkpoint.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# Background\n\nThe use of agent-based models (ABMs) for the study of economic behaviour is an exciting but relatively unexplored field. A recent paper by Lussange, Johann, et al. [1] outlines the possibilities and challenges facing the field. In particular, they identify machine learning as an area of major impact on ABMs.\n\nThe biggest challenge and the source of most criticism for ABMs, is establishing a mathematically sound link between the model and the empirical data. For this reason, Lussange, Johann, et al. stress the need for cross-market validation, testing for the simulation of established stylistic facts (facts that have been reasonably shown to hold for all markets), and the use of a meta-algorithm for calibration, instead of calibrating by hand, as crucial for the validation of ABMs.\n\nSuch a rigorous approach is unfortunately far beyond the scope or possibilities of this project. In the next section, I outline my much simpler approach to the problem and try to justify why doing away with the statistical rigour, can still produce philosophically interesting results.\n\n# Outline\n\nI will build a multi-agent Reinforcement Learning model of trading, implemented with Q-learning [2]. At each time step, an agent can put a good for sale for a certain price (a certain amount of the other good) or buy one of the goods put for sale.\n\nThis model is not robust enough to simulate the stylistic facts outlined by Lussange, Johann, et al. - not to mention simulating more than one of them. For this reason, I've settled to use the much simpler \"Mean Reversion\" indicator - the assumption that prices tend to move to their historical average. This doesn't hold with such consistency as the indicators outlined by Lussange, Johann, et al., but it generally holds for indexes over relatively large periods, which is the only data I will look at. The \"Mean Reversion\" indicator is also mathematically much simpler than the ones in Lussange, Johann, et al. and easier to check for in real-world data, as well as in the data generated by the model.\n\nFor data, I will use the S&P 500, excluding data from the last 40 or 50 years. I've chosen not to include modern data, as modern High-Frequency trading and the extensive use of AI algorithms make modern financial markets extremely difficult to model. I don't know whether this matters for an indicator like \"Mean Reversion\", but the limitation to use only old data will certainly simplify the matters.\n\nI hypothesize that this simple model will exhibit a similar \"Mean Reversion\" as real-world indexes. So What? It will be impossible to show a clear statistical correlation between the two, for reasons already outlined. Not to mention \"Mean Reversion\" is not a particularly robust indicator even in the real world. Such a model is useless to real Economics. But I do believe it raises an interesting philosophical question, which I would like to discuss in my final project.\n\nThe model is interesting not because Reinforcement Learning agents mimic real human behaviour, but precisely because they don't. As far as I'm aware we don't check thousands or millions of future states in our head before we make a decision. If a program that operates fundamentally differently from humans can produce the same statistical results, then what does that mean for the interpretation of these results that we create?\n\nFor example, in Finance \"Mean Reversion\" is often justified by: \"If the price is low people expect it to go up, so they buy and the price goes up. If the price is low, people expect it to down, so they sell and the price goes down.\". But AI algorithms don't expect anything, they just check a lot of possibilities - if they replicate the same results as humans trading on real-world markets, how are such interpretations of statistical facts justified?\n\n# References\n\n[1] Lussange, J., Belianin, A., Bourgeois-Gironde, S., & Gutkin, B. (2018). A bright future for financial agent-based models. arXiv preprint arXiv:1801.08222.\n[2] R. Sutton and A. Barto, Reinforcement Learning: An Introduction (MIT Press Cambridge MA, 1998)." }, { "alpha_fraction": 0.6468737125396729, "alphanum_fraction": 0.6804709434509277, "avg_line_length": 31.84000015258789, "blob_id": "51b72549fa646f142c5c34281a91b11d1984adeb", "content_id": "9b8499148b557f09f6e93b8b79c070c50a2b58e4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 9852, "license_type": "no_license", "max_line_length": 720, "num_lines": 300, "path": "/posts/solutions/nbconvert/papalotlFlorentineCodex.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# The butterflies of the Florentine Codex\n\n\n```python\nimport pandas as pd\nimport re\nimport spacy\n\nfrom spacy.matcher import PhraseMatcher\nfrom spacy.matcher import Matcher\nfrom spacy import displacy\n\nfrom spacy.tokens import Span\n```\n\n\n```python\npapalotl = open('papalotl.txt')\nbutterflies = papalotl.read()\n```\n\n\n```python\nfrom spacy.lang.en import English\n\nraw_text = butterflies\nnlp = English()\nnlp.add_pipe(nlp.create_pipe('sentencizer'))\ndoc = nlp(raw_text)\nsentences = [sent.string.strip() for sent in doc.sents]\n```\n\n\n```python\n# Get rid of newlines\nsentences = [item.replace('\\n', \" \") for item in sentences]\n```\n\n\n```python\ndf = pd.DataFrame(sentences)\ndf.rename(columns={0: \"Butterflies\"})[1:5]\n```\n\n\n\n\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Butterflies</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>1</th>\n <td>lt is fuzzy, like fat; winged.</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Its wings are twofold.</td>\n </tr>\n <tr>\n <th>3</th>\n <td>It has arms, it has legs, it has antennae.</td>\n </tr>\n <tr>\n <th>4</th>\n <td>lt is a flyer, a constant flyer, a flutterer, ...</td>\n </tr>\n </tbody>\n</table>\n</div>\n\n\n\n\n```python\nnlp = spacy.load('en_core_web_lg')\n```\n\n\n```python\ndoc = nlp(butterflies)\n```\n\n\n```python\nmatcher = PhraseMatcher(nlp.vocab)\npapalotl = nlp(butterflies)\nphrase_list = ['abdomen', 'neck', 'wings', 'arms', 'legs', 'antennae']\nphrase_patterns = [nlp(text) for text in phrase_list]\nmatcher.add('mariposa', None, *phrase_patterns)\nfound_matches = matcher(papalotl)\n```\n\n\n```python\nfor match_id, start, end in found_matches:\n string_id = nlp.vocab.strings[match_id]\n span = papalotl[start:end]\n print(start, end, span.text)\n```\n\n 15 16 abdomen\n 20 21 neck\n 34 35 wings\n 40 41 arms\n 44 45 legs\n 48 49 antennae\n 85 86 wings\n 234 235 wings\n 369 370 wings\n 516 517 wings\n\n\n\n```python\ndef show_ents(doc):\n if doc.ents: \n for ent in doc.ents:\n print(ent.text+' - '+ent.label_)\n else:\n print('No entity found')\n```\n\n\n```python\nORGAN = doc.vocab.strings['ORGAN']\n```\n\n\n```python\nnew_ent = Span(doc, 15, 16, label=ORGAN)\nnew_ent1 = Span(doc, 20, 21, label=ORGAN) \nnew_ent2 = Span(doc, 34, 35, label=ORGAN) \nnew_ent3 = Span(doc, 40, 41, label=ORGAN) \nnew_ent4 = Span(doc, 44, 45, label=ORGAN) \nnew_ent5 = Span(doc, 48, 49, label=ORGAN) \nnew_ent6 = Span(doc, 85, 86, label=ORGAN) \nnew_ent7 = Span(doc, 234, 235, label=ORGAN) \nnew_ent8 = Span(doc, 369, 370, label=ORGAN) \nnew_ent9 = Span(doc, 516, 517, label=ORGAN) \n```\n\n\n```python\ndoc.ents = list(doc.ents)+[new_ent]+[new_ent1]+[new_ent2]+[new_ent3]+[new_ent4]+[new_ent5]+[new_ent6]+[new_ent7]+[new_ent8]+[new_ent9]\n```\n\n\n```python\nshow_ents(doc)\n```\n\n abdomen - ORGAN\n neck - ORGAN\n wings - ORGAN\n arms - ORGAN\n legs - ORGAN\n antennae - ORGAN\n wings - ORGAN\n XICALPAPALOTL - ORG\n XICALTECONPAPALOTL - ORG\n XICALTECON - PERSON\n xicalli - PERSON\n TLILPAPALOTL - PERSON\n wings - ORGAN\n TLECOCOZPAPALOTL - ORG\n quappachpapalotl - PERSON\n lts - PERSON\n IZTAC PAPALOTL\n - PRODUCT\n CHIAN PAPALOTL - PRODUCT\n wings - ORGAN\n TEXOPAPALOTL\n - LAW\n XOCHIPAPALOTL - PERSON\n UAPPAPALOTL - PERSON\n wings - ORGAN\n\n\n\n```python\ncolors = {'ORGAN': 'purple'}\noptions = {'ents': ['ORGAN'], 'colors': colors}\n```\n\n\n```python\ndisplacy.render(doc, style='ent', options=options)\n```\n\n\n<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">BUTTERFLY</br>Whatever the kind of butterfly, it is long and straight, the \n<mark class=\"entity\" style=\"background: purple; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n abdomen\n <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORGAN</span>\n</mark>\n is slender, the \n<mark class=\"entity\" style=\"background: purple; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n neck\n <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORGAN</span>\n</mark>\n is constricted. lt is fuzzy, like fat; winged. Its \n<mark class=\"entity\" style=\"background: purple; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n wings\n <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORGAN</span>\n</mark>\n are twofold. It has \n<mark class=\"entity\" style=\"background: purple; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n arms\n <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORGAN</span>\n</mark>\n, it has \n<mark class=\"entity\" style=\"background: purple; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n legs\n <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORGAN</span>\n</mark>\n, it has \n<mark class=\"entity\" style=\"background: purple; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n antennae\n <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORGAN</span>\n</mark>\n. lt is a flyer, a constant flyer, a flutterer, a sucker of the different flowers, and a sucker of liquid. It is fuzzy. It trembles, it beats its \n<mark class=\"entity\" style=\"background: purple; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n wings\n <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORGAN</span>\n</mark>\n together, it constantly flies. It sucks, it sucks liquid. It is not solid. There are many kinds of butterflies.</br></br>XICALPAPALOTL OR XICALTECONPAPALOTL. OR XICALTECON</br>It is somewhat large. Its name comes from xicalli [gourd bowl] and papalotl [butterfly ], because it is yellow, it is quite yellow, it is fuzzy . And it is painted with black; it is varicolored. So it is very beautiful, coveted, desirable, constantly desirable, constantly required. It is fragile. It yellows, it becomcs painted, it becomes varicolored. It breeds, it becomes firm, it develops; it flies constantly.</br></br>TLILPAPALOTL</br>It is similar to - also just the same as - the xicalpapalotl, but black flecked with white. Thus its \n<mark class=\"entity\" style=\"background: purple; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n wings\n <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORGAN</span>\n</mark>\n are varicolored.</br></br>TLECOCOZPAPALOTL</br>Its name is also quappachpapalotl. It is called &quot;fireyellow&quot; because it glows, it glistens a little. lts body is a little fiery, but it is smoky, tawny. It glows, glistens, glistens constantly. It is tawny, smoky, smoky yellow. It becomes smoky yellow; it turns smoky yellow.</br></br>IZTAC PAPALOTL\nSome are a little large, some average, some quite small. They are not really white, only as whitish, only as pale as they are yellow.</br></br>CHIAN PAPALOTL.</br>It is somewhat similar to the xicalpapalotl, because it is painted as if sprinkled with chia, flecked everywhere on its body; and its \n<mark class=\"entity\" style=\"background: purple; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n wings\n <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORGAN</span>\n</mark>\n are painted, painted with a chia design.</br></br>TEXOPAPALOTL\nSome are large, some tiny; they are not uniform. Its name comes from texotli [light blue]. But it is not really a blue; it is just so rather pale, just so pallid,</br>just so yellow as to be livid. It is just a light blue hue. It takes on a light blue hue; it becomes blue-brown.</br></br>XOCHIPAPALOTL</br>Some are large, some small. Many kinds of colors are on them, that they are varicolored, much like flowers, of very intricate design, and truly sought after truly wonderful. They are o intricate design, sought after, flower-like.</br></br>UAPPAPALOTL</br>It is of average size; its \n<mark class=\"entity\" style=\"background: purple; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n wings\n <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORGAN</span>\n</mark>\n are painted chili-red. It is also beautiful, also wonderful. Amaranth leaves or foliage are also called uappapalotl when the amaranth leaves already become mature, ripe. Then they are named uappapalotl, because they become yellow or chili-red.</div></span>\n\n\n\n```python\npwd\n```\n\n\n\n\n 'C:\\\\Users\\\\User'\n\n\n\n\n```python\n\n```\n\n\n```python\n\n```\n\n\n```python\n\n```\n\n\n```python\n\n```\n\n\n```python\n\n```\n" }, { "alpha_fraction": 0.7890466451644897, "alphanum_fraction": 0.7951318621635437, "avg_line_length": 66.2272720336914, "blob_id": "00e5e2c95371a71eddf8178a4de3b4e7f858016e", "content_id": "03d1e78b12ec63356de58f8e29a696013636d3a1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1479, "license_type": "no_license", "max_line_length": 474, "num_lines": 22, "path": "/documentation/site/citybenches_nyc/city_benches_nyc/city_benches_nyc.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "## Title: Shortest distance between city benches in NYC\n\n\n## Background\n\nAn important indicator for the senior friendliness of a city is the number and distribution of benches. In our analysis, we demonstrate that the methods of modern data science can be helpful in evaluating the senior friendliness of a city. To achieve this aim, we will calculate the shortest distance between two benches in Manhattan, New York City. Alongside our analysis, we will tackle philosophical questions that are closely related to the scientific methods we apply: \nWhat is the difference between data wrangling and data corruption? How reliable are the conclusions that we draw from the data with the help of our models?\n\nUsing a simple data science project as an example, our investigation shows that philosophical considerations accompany every step of such a project: From the selection of the data, to the preparation of the data set, to the processing of the data and finally to the evaluation of the results of our data analysis. In other words, our investigation indicates that philosophical reasoning is highly relevant in times of big data and automation.\n\n## Research Objects\n\n**research objects** = All city benches in Manhattan, New York City in 2019\n\n**empirical sources** = https://www1.nyc.gov/html/dot/downloads/pdf/citybench-locations.pdf\n\n**research question** = What is the shortest distance between two city benches in Manhattan in 2019?\n\n\n## Authors \n\nNoah Nasarek, Manuel Dedio, Daria Zakharova\n" }, { "alpha_fraction": 0.5785054564476013, "alphanum_fraction": 0.5793451070785522, "avg_line_length": 27.35714340209961, "blob_id": "cc9a4912c89e62ae5231a6bb420f0a07101b2045", "content_id": "fdd4763e4d1f2becec5f465f4058711ab35fbac6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 1193, "license_type": "no_license", "max_line_length": 147, "num_lines": 42, "path": "/docs/econ_abm/assets/RL/RlTree.cs", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "using System;\nusing System.Collections.Generic;\nusing System.Text;\n#if NETFX_CORE\nusing Windows.Data.Xml.Dom;\nusing XmlNode = Windows.Data.Xml.Dom.IXmlNode;\n#else\nusing System.Xml;\n#endif\n\nnamespace Msal.Rl {\n\n public class RlTree<StateId_t, Action_t> {\n\n public readonly RlNode<StateId_t, Action_t> m_root;\n public int m_nodesCount = 0;\n\n public RlTree() {\n m_root = new RlNode<StateId_t, Action_t>(this);\n m_nodesCount++;\n }\n\n public RlNode<StateId_t, Action_t> AddState(RlModel<StateId_t, Action_t> model, int actorId, ref RlNode<StateId_t, Action_t> currentNode) {\n if (currentNode == null) {\n currentNode = m_root;\n }\n if (currentNode.AddChild(model, actorId, out currentNode)) {\n m_nodesCount++;\n }\n return currentNode;\n }\n\n public XmlDocument asXML(RlModel<StateId_t, Action_t> model) {\n var result = new XmlDocument();\n var element = result.CreateElement(\"root\");\n result.AppendChild(element);\n m_root.asXML(model, element);\n return result;\n }\n \n }\n}\n" }, { "alpha_fraction": 0.737523078918457, "alphanum_fraction": 0.737523078918457, "avg_line_length": 26, "blob_id": "8f674361be057059c0bbf4a9952eb6d542bb9f96", "content_id": "0fb1d150c6506ad541a87087ff3ae5c2dd4caf51", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 541, "license_type": "no_license", "max_line_length": 112, "num_lines": 20, "path": "/posts/packages/8. Excel files with Python.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# Excel files with Python\n\n- Save the Excel file in the directory where you store your notebooks.\n- Start with the usual convention:\n\n```\nimport pandas as pd\n```\n\n- Choose a variable, in the example we have \"xlsfile\", equal to the function pd.ExcelFile('nameofyourfile.xlsx')\n- Choose another variable, equal to xlsfile.parse('nameofyousheet')\n- To show the DataFrame, write the second variable again and run the cells.\n\n![excel](assets/excel.PNG)\n\n" }, { "alpha_fraction": 0.7746936678886414, "alphanum_fraction": 0.7839769721031189, "avg_line_length": 55.403141021728516, "blob_id": "5e923a220b7a0d2f20b175fc5dcb04f4c2713f5f", "content_id": "e4dd471a87165f918e989eb2577d55ce69b13f56", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 10803, "license_type": "no_license", "max_line_length": 1108, "num_lines": 191, "path": "/documentation/docs/aztec_classification_of_butterflies/FlorentineCodexButterflies.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# The Butterflies of the *Florentine Codex*\n\n###### V. Alice. B. Frías\n\n## Background\n\nAlmost 2000 years ago, Pliny the Elder was born. He was a Roman scholar who gained importance primarily through the *Naturalis Historia* (AD 77), an encyclopedia on natural history. The extensive work has been preserved in its entirety and is standard Latin literature. The *Naturalis Historia* was widely-read and discussed, and it became the prototype for the literature of the encyclopedic genre in the Middle Ages (Plinius Secundus 2005).\n\nWe can see Pliny's influence in the *Florentine Codex* case, named after its place of storage in the *Biblioteca Medicea Laurenziana* in Florence. Pliny inspired Bernadino de Sahagún, as we know that a copy of the *Naturalis Historia* was in the *Colegio de Santa Cruz de Tlatelolco* (Sahagún1999), the oldest European school of higher education in the American continent where the *Florentine Codex* came into being (between 1540-1590).\t\n\nSahagún, a Spanish Franciscan friar, conducted a research study about the Aztec culture with his Nahua students' help, named *Historia General de las Cosas de Nueva España*. The *Florentine Codex* is the best-preserved manuscript of this ethnographic research study. The *Tolosa Manuscript* is another earlier version kept in Madrid. There are two columns; the right column contains the Nahuatl text, and the Spanish text is on the left. In his ethnographic research, Sahagún obtained the assistance of two critical indigenous groups: the wise elders of numerous cities in central Mexico and the Nahua students. The *Florentine Codex* covers the most diverse aspects of the Aztec society, e.g., history, religion, and medical knowledge; it consists of twelve books.\n\nThere is no doubt that the *Florentine Codex* is one of the most remarkable manuscripts created in the early modern era. We can consider it as a variant of the Latin history of science. Due to its context, the difficulty arises when defining a historical tradition. Still, there is an ongoing debate if Sahagún's work belongs to the encyclopedic medieval tradition. Considering Pliny's influence over the concept of encyclopedia and Sahagún's partnership with Nahua men, the *Florentine Codex* exhibits a mixture of European and Mesoamerican traditions.\n\n\n\n#### Empirical Source\n\nAs this project was the work of one seminar (\"Philosophy and history of Science with computational means\" given by Professor Graßhoff), I only focused on a brief section of the *Florentine Codex*. This project's source is [Earthly Things](https://www.wdl.org/en/item/10622/view/1/200/), the penultimate book, and mainly, the goal is to analyze the butterflies' statements in the *Florentine Codex*. \n\n\n\n##### Book XI: Earthly Things\n\nBook XI, the longest in the codex, is a treatise on natural history. Following the traditional division of common knowledge in many European works, the *Florentine Codex* deals with everything divine, human, and natural of New Spain. Therefore, after having spoken of superior beings and human beings, Sahagún examines animals, plants, and all types of minerals.\n\n\n\n#### Research Object\n\nEven if there are 1.7 million native speakers of Nahuatl, we still cannot find the Aztecs' language in all 61 languages available in spaCy. That is why we used the English translation by Dibble and Anderson of the butterflies' text on fo. 100f.\n\n\n\n#### Research Question\n\nThis project has the following research question (to state what belongs to the European tradition and what belongs to the Mesoamerican tradition): What are the typical statements about butterflies in the *Florentine Codex*?\n\n\n\n#### Aztec Classification of Animals\n\nSahagún organized the work in two columns: on the right is the original text in Nahuatl, and on the left, Sahagún's free translation into Spanish. \n\n\"Papalotl\" means \"butterfly,\" and as we can appreciate from the example, there are different words that contain the name \"papalotl\": \n\n1. Tlilpapalotl (black-butterfly)\n2. Tlecôzpapalotl (will-go-up-butterfly)\n3. Iztapapalotl (white-butterfly)\n4. Chianpapalotl (chia-seeds-butterfly)\n5. Xicalpapalotl (gourd-butterfly)\n6. Texopapalotl (blue-butterfly)\n7. Xochipapalotl (flower-butterfly)\n8. Vappapalotl (foliage-butterfly)\n\nIn this example, \"papalotl\" is the general term, and the eight kinds of butterflies registered are specific terms.\n\n![papalotl](assets/papalotl.jpg)\n\n\n\n#### Method\n\nWe will find out the Mesoamerican and European influence by extracting the Mesoamerican thought of the *Florentine Codex* and separating it from the European tradition. Comparing the *Florentine Codex* with the *Naturalis Historia* and other possible European works, it is possible to determine the European tradition. Besides, analyzing the Nahuatl gives us a hint of what belongs to the Mesoamerican tradition in the *Florentine Codex*. In the digital age, we have powerful computing technologies to collect data and process it methodically. We encounter natural language processing (NLP) results in our everyday lives, like machine translators, spell checking, virtual assistants, chatbots, sentiment analysis, and advertisement matching. NLP is an interdisciplinary field of computer science and linguistics that aims to interact between computers and humans to process human language, read and understand the natural language, structure the input, evaluate and interpret the output. An essential tool for this research will be spaCy, an open-source software library for NLP (Honnibala and Montani 2020).\n\n1. To import the text.\n2. To tokenize into sentences.\n3. To create a Data Frame.\n4. To train the category 'ORGAN.'\n5. To visualize the newly named entity.\n6. To search for the most frequent words, verbs, and adjectives.\n\n\n\n#### So far accomplished \n\nWe successfully imported all the needed libraries (pandas, re, spaCy, PhraseMatcher, Matcher, displaCy, span). Then, we prepared a TXT file and read it into the Jupyter Notebook. The next steps were to split the text into sentences and to clean up the newlines. We present the sentences in a Data Frame. Next, we loaded the English model, and we make a 'doc.' With the Phrase Matcher, we found the mentioned organs of the butterflies:\n\n- abdomen\n- neck\n- wings\n- arms\n- legs\n- antennae\n\nWe check where they span and add them to spaCy generating the label 'ORGAN.' A function helps to see if it worked. With displaCy, we rendered the result.\n\n\n\n![schm](assets/schm.PNG)\n\n\n\n#### Results\n\nAfter some statistical functions, we found the typical verbs and adjectives used to describe the butterflies.\n\nWhat do butterflies do according to the Aztec conception? \n\n- fly\n- suck\n- become\n- develop\n- turn\n- glow\n- glisten\n- tremble\n\nWhat are the descriptions used to characterize the butterflies in the *Florentine Codex*?\n\n- twofold\n- fuzzy\n- whitish\n- pale\n- light-blue\n- blue-brown\n- fire-yellow\n- flower-like\n- beautiful\n- desirable\n- truly wonderful\n- with a chia design\n- of very intricate design\n\nWhich were the most frequent words? \n\n- yellow\n- painted\n- wings\n- smoky\n- constantly\n- blue\n- varicolored\n- large\n\nOther related nouns?\n\n- size\n- colors\n- liquid\n- hue\n- flutterer\n\n#### What could be improved?\n\n1. We added the category of the organs manually. It would better to use \"prodigy\" to train the model, but I am still working on it.\n2. All the other named entities I omitted because spaCy miscategorized some words. \n3. Apply this method to all the rest of the animals of the *Florentine Codex*.\n\n\n\n## Conclusion\n\nPliny does not mention butterflies in his \"Zoology.\" He only mentions bees, wasps, hornets, spiders, scorpions, cicadas, grasshoppers, and ants. We can conclude that the information about butterflies in the *Florentine Codex* is authentic to the Aztec classification. The *Florentine Codex* structure was European. Sahagún wrote a questionnaire; thus, he was the one who asked the questions and structured the work. It is European to create an encyclopedia organized with descending order topics, from the higher to the lower category, so that the first part deals with the gods and the upper world and finally the description of the so-called earthly things. That is why the outcome is a work that is very similar to European encyclopedias.\n\nNevertheless, the content was more Aztec. In the butterflies' instance, we can read a description of the character traits, appearance, and skills. We also find about the food of the butterflies. However, we do not find any folk story nor about customs, as in many other animals.\n\nThe Aztecs identified six organs of the butterflies, according to the *Florentine Codex*. Although they included the legs, we can't see them in the drawing. Furthermore, they drew the proboscis but did not mention it in the text. They denominate the organs in the first paragraph and tell us that butterflies continuously fly and suck the flowers' liquid. \n\n\n\n![mariposa](assets/mariposa.PNG)\n\n\n\nThe next sections give details about the different kinds of butterflies, introducing all the different names and always differentiating between colors to name the different butterflies. Sahagún and his scholars refer to the change of tone of color that some butterflies show. Some kinds of butterflies have different sizes. They also give an account of the patterns of the wings. There are sentences about butterflies on the *Florentine Codex* that express that the Aztec thought these insects were beautiful. Finally, we can conclude that most of the sentences tell us how the butterflies are. The rest of the sentences are about the actions of the butterflies.\n\nThere are eight subcategories of the butterfly. Below we can see the essential characteristics of the kinds of butterflies.\n\n1. Tlilpapalotl: black flecked with white\n2. Tlecôzpapalotl: fire-yellow, it turns smoky yellow\n3. Iztacpapalotl: different sizes, white\n4. Chianpapalotl: chia design\n5. Xicalpapalotl: large, yellow, it becomes varicolored\n6. Texopapalotl: large and tiny, a light blue hue, it becomes blue-brown\n7. Xochipapalotl: large and small, varicolored, intricate design\n8. Vappapalotl: average size, chili-red\n\n\n\n## References\n\nHonnibala, Matthew, and Ines Montani. 2020. \"spaCy.\" Berlin, Germany: ExplosionAI GmbH. 2020. https://spacy.io/. \n\nPlinius Secundus, Gaius. 2005. Naturkunde. Edited by Marion Giebel. Vol. I–V. Stuttgart: Reclam. \n\nSahagún, Bernardino de. 1999. *Historia General de Las Cosas de La Nueva España*. Edited by Ángel María Garibay K. Editorial Porrúa. \n\n———. 2012. *Florentine Codex: General History of the Things of New Spain: Book11 -Earthly Things*. Translated by Charles E. Dibble and Arthur J. O. Anderson. 2. ed. Salt Lake City: The School of American Research; the University of Utah, p. 94f.\n\n———. 2014. \"General History of the Things of New Spain by Fray Bernardino de Sahagún: The Florentine Codex. Book XI: Natural Things.\" World Digital Library, p. 200ff.0ff." }, { "alpha_fraction": 0.7307692170143127, "alphanum_fraction": 0.7307692170143127, "avg_line_length": 24.33333396911621, "blob_id": "2a9ea3eb39ffd2739ff55257b68ad144a4b9cfd1", "content_id": "c8ecbfd8fde49239fbac40e66b1d7a35c9c068ee", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 78, "license_type": "no_license", "max_line_length": 59, "num_lines": 3, "path": "/docs/nurse_hate_thread/author.yaml.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "author: Regine Rørstad Torbjørnsen\r\n\r\ntitle: The female non-heroes in online \"nurse hate threads\" " }, { "alpha_fraction": 0.6399999856948853, "alphanum_fraction": 0.6647619009017944, "avg_line_length": 13.189188957214355, "blob_id": "f352c98c61e585856c8c10f1b45ee14cff136a0f", "content_id": "a6f1e418a3a56edb0b3e6dc9a6c11bdfed5c70ef", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 525, "license_type": "no_license", "max_line_length": 84, "num_lines": 37, "path": "/posts/course/Tools.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "---\n\nauthor: Gerd Graßhoff\n\ntitle: tools\n\nkeywords: installation, tools\n\n---\n\n## github\n\nDie Inhalte des Kurses werden in einer kooperativen Plattform mit github realisiert.\n\n# Text\n\n## Markdown\n\n- Editors:\n\n - Atom\n\n - Typora\n\n- Graphs:\n - graph\n - mermaid\n - plantuml\n - https://blog.anoff.io/2018-07-31-diagrams-with-plantuml/\n -\n\n# Python packages\n\n - XML\n - https://www.dh-lehre.gwi.uni-muenchen.de/?p=40693\n - Pretty Print\n - https://python-forum.io/Thread-How-to-display-XML-tree-structure-with-Python\n" }, { "alpha_fraction": 0.6883803009986877, "alphanum_fraction": 0.6883803009986877, "avg_line_length": 33.42424392700195, "blob_id": "de246910d5ea490b8244d5002d102f8dcb63559e", "content_id": "a818efc335deafa412ad82d57dca6bc2e83a2d5d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 1138, "license_type": "no_license", "max_line_length": 100, "num_lines": 33, "path": "/docs/econ_abm/assets/RL/RlModel.cs", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "using System;\nusing System.Collections.Generic;\nusing System.Text;\n\nnamespace Msal.Rl\n{\n public interface RlModel<StateId_t, Action_t>\n {\n/*\n function rlModelSetState(state:XML):void;\n function rlModelGetState():XML;\n*/\n\n RlModel<StateId_t, Action_t> rlModelClone();\n void rlModelCopy(RlModel<StateId_t, Action_t> source);\n StateId_t rlModelStateGetId();\n bool rlModelStateIsTerminal(RlModel<StateId_t, Action_t> origin, int maxGameLength);\n void rlModelInitES();\n\n int rlModelGetActorsCount();\n int rlModelGetActorToAct();\n\n void rlModelActionGetNone(out Action_t action);\n bool rlModelActionIsNone(ref Action_t action);\n int rlModelGetActions(int actorId, out Action_t[] result);\n bool rlModelRandomAction(int actorId, out Action_t action);\n double rlModelApplyAction(int actorId, Action_t action);\n\n void rlModelEvaluate(int actorId, ref double[] rewards);\n void rlModelEstimate(RlModel<StateId_t, Action_t> origin, ref double[] rewards, string tag);\n string rlModelActionToString(Action_t action);\n }\n}\n" }, { "alpha_fraction": 0.7641105651855469, "alphanum_fraction": 0.7738419771194458, "avg_line_length": 90.78571319580078, "blob_id": "059c9ce136ba41eb13f12ecde1df19fb90913efd", "content_id": "091e2b4466d77ae8efe63432e9d2d70daedc508c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2570, "license_type": "no_license", "max_line_length": 508, "num_lines": 28, "path": "/docs/project_disagreement/additional_notebooks/.ipynb_checkpoints/hcq_1_clean_abstracts-checkpoint.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# Remarks to \"hcq_1_clean_abstracts.ipynb\"\n\nThe notebook \"hcq_1_clean_abstracts\" aims at creating a dataframe which contains the text of abstracts taken from scientific publications. The dataframe also contains some meta-information about the corresponding abstracts (e.g. the title of the article to which the abstract belongs). The topic of the scientific publications is whether hydroxychloroquine (HCQ) or chloroquine (CQ) is apt as a treatment for COVID-19. In what follows I will comment what is done if you run the notebook.\n\nMost ideas and code of this notebook was taken from a notebook by Prof. Dr. Gerd Graßhoff.\n\n\n\n## 0 Import Libraries\n\nPython libraries are imported that are needed to run the code that follows.\n\n\n\n## 1 Read in Excel-file as Dataframe\n\nThe first thing I did was tho search for scientific publications in the [\"Global research on coronavirus disease (COVID-19)\"](https://www.who.int/emergencies/diseases/novel-coronavirus-2019/global-research-on-novel-coronavirus-2019-ncov/)-database of the *World Health Organization (WHO)*. The papers should focus on *hydroxychloroquine (HCQ)* or *chloroquine (CQ)* as a possible treatment for COVID-19. I chose some of these publications. A *Digital Object Identifier (DOI)* was given to almost all of them.\n\nIn a second step I created an Excel spread sheet storing meta-data according to the respective publications. To reach this aim I used the [DIMENSIONS](https://app.dimensions.ai/discover/publication) database. (Prof. Graßhoff advised me to do so. The code is also from one of his notebooks.) I named the Excel-file \"`hcq.xlsx`\". To create it I did the following steps:\n\n* Since I had the DOIs of the publications I selected search option \"DOI\" and ran a query consisting of the DOIs. (One of my documents had no DOI, so I chose search option \"Title and abstract\" and searched for some sentences of this publications's \"SUMMARY\" section.) \n* When the DIMENSIONS database showed the search results, I clicked on \"Save/Export\" (on the right next to the search bar). I chose to export the results as an Excel-file. \n\nThird, I used the function `read_excel()` from the library `pandas` (\"`pd`\") to create a dataframe from the Excel spread sheet `hcq.xlsx` . I stored the dataframe in the variable `df_hcq`:\n\n![`df_hcq.head(3)`](C:\\Users\\Tobias_lokal\\Documents\\SoSe_2020\\disagreement_publication\\assets\\df_HCQ_head.PNG)\n\nIn the dataframe there is a row for each publication. Each column represents a type of meta-information about a publication. As you can see there are a lot of meta-data (27 colums [!])." }, { "alpha_fraction": 0.7612789869308472, "alphanum_fraction": 0.7696084380149841, "avg_line_length": 155.25572204589844, "blob_id": "b03d0c453442e24b76eddb1bb70c7a02fdd85cce", "content_id": "81d6e551a03d9f1bf5742d11f1a7e9a09e9d4ea3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 40966, "license_type": "no_license", "max_line_length": 1287, "num_lines": 262, "path": "/docs/terminological_continuity/Zwischenbericht.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# New Era, New Ideas? Conceptual Continuity between Medieval and Early Modern Philosophy: Initiating a Computational Approach to the History of Ideas (working title)\n\n## Background\n\nDescartes is commonly conceived as the founding father of modern philosophy, a new era in the history of philosophy which put an end to the scholastic tradition of medieval thinkers. This view, however, has recently been challenged by Dominik Perler who claims that in spite of Descartes' attempt to overcome scholastic theories of mind such as Francisco Suárez's account, he nevertheless remains in the medieval paradigm. This is because, according to Perler, Descartes' seemingly new approach to the theory of mind does in fact draw (implicity, or rather: is influenced by) on the work of William of Ockham, i.e. yet another medieval scholar.\n\nAs a consequence, this assumption gives rise to a much more continuous, and thus more differentiated, perspective on the history of philosophy by devaluating the role usually attributed to the 'great thinkers' such as Descartes. In other words, it opens up the possibility to rethink the history of philosophy by considering Descartes only as one - nonetheless highly important - contributer to the *progressive* development from medieval to early modern philosophy. According to this view, the line should not be drawn between medieval and early modern debates, but rahter between various competing conceptual approaches originating from the medieval era which were still the subject of philosophical discussion in the early modern period.\n\n\n![](assets/Laurentius_de_Voltolina_001.jpg) *Fig.1*: Laurentius de Voltolina, *Liber ethicorum des Henricus de Alemannia*, second half of 14th century.\n\n## The Idea\n\nThe present investigation aims at re-evaluating the role of Descartes' work in the transition from scholasticism to modern philosophy by applying computational means to the field of the history of ideas. To do so, texts from Descartes, Ockham and Suárez are going to be compared with respect to their degree of conceptual similarity, i.e. the way certain philosophical key concepts are characterised throughout their writings, in particular (but maybe not exlusively) the concept of faculty and/or soul (clear dist. between theory of soul and theory of mind? Isn't *both* mind *and* soul = anima/animus in Latin? see Sect. on Challenges below). The analysis thus amounts to an empirical verification of Perler's argument according to which Descartes' thinking is still heavily influenced by the scholastic tradition - a claim that ultimately casts doubt on the dominant view of the French philosopher as the founding father of modern philosophy.\n\n\nBut the historical line drawn between medieval and early modern philosophy is only one example of the historians' tendency to divide the continuous development of philosophical thinking into distinct periods, each of them having a definite beginning and ending. The present investigation on the yet unexplored potential of what current advancements in the field of natural language processing can contribute to historical questions in philosophy is thus at the same time intended to provide a new method which offers a novel perspective on the history of ideas. Hence, future research could apply the method developed in here to other distinctions in the history of philosophy and thereby contribute to the emergence of a (fairly?) new field of research at the intersection of philosophy and computer science, i.e. to a computational approach to the history of philosophy.\n\n\n## Research Question\n\nThe principal question which led to the present investigation can be summarised as follows: if different philosophical traditions (or eras) are distinguishable by the way their respective main protagonists characterise the most important key concepts, then does a large-scale (computational) semantic anaylsis of the concepts used at different points in the history of philosophy lead to the discovery of new connections which force us into giving up long established distinctions?\n\nWith respect to the distinction between medieval and early modern philosophy, the idea is thus to take into account all the relevant writings of Ockham, Suárez, and Descartes. After all the passages in which the authors mention the key concept(s) in question have been identified and isolated, a SpaCy model specifically trained for this purpose will categorise those propositions according to the different ways in which the authors characterise the concept(s) - such as Fremdautorenzuschreibung, definitorische Attribution, Äquivalenz, and Negation. This will allow to extract only the most relevant information on which a (computational) comparison with respect to their mutual semantic similarity will then be carried out. Hence, the initial research question can be operationalised as follows: if the degree of semantic similarity between the ways Ockham and Descartes (i.e. a medieval and an early modern philosopher) characterise the concept(s) in question is *significantly higher than* the degree of semantic similarity between the ways Suárez and Ockham (i.e. two medieval philosopher) characterise the concept(s), then this amounts to an empirical validation of Perler's thesis with respect to the progressive/evolutionary development from medieval to early modern philosophy.\n\n\n\n## The Method (last update: end of July)\n\n1. **Preparation 1 (before importing the txt-files into Jupyter Notebook)**\n\n 1. find all the relevant writings in txt-format and in one coherent language (already done except for Ockham, probably in Latin as most parts of the writings haven't been translated into English yet. I will thus use the spaCy model for Latin, whose efficiency is uncertain.)\n 2. if source = pdf/scan, use tesseract to obtain txt-file. also consider some (manual) pre-processing (either before using tesseract or as part of step 4 below): cut out cover page, foreword/intro/epilogue (if not written by author in question), index, etc. Special treatment for 'dialogues' (such as objection-and-response section in Descartes' Meditations, or Plato's socratic dialogues): only take into account responses, i.e. those parts of the dialogue which express the view of the author. Another problematic 'style' requiring special treatment: citations (a kind of 'Fremdautorenzuschreibung' which cannot be identified without context)\n 3. merge all the relevant writings of the three authors, i.e. create 3 big txt-files, one for each author, containing all the relevant raw data: Descartes.txt, Suarez.txt, Ockham.txt\n 4. clean up the txt-files: page numbers, footnotes, words sticking together etc. (ideally: write or find an algorithm to do the job for me)\n\n\n2. **Preparation 2 (in Jupyter Notebook)**\n\n 1. create doc-objects for each of the three txt-files, divide into sentences using \"sentencizer\", get rid of new lines\n 2. create dataframe_A with 4 columns:\n 1. sentence number\n 2. enumeration of all sentences in doc_Descartes\n 3. enumeration of all senteces in doc_Suarez\n 4. enumeration of all senteces in doc_Ockham\n 3. turn dataframe_A into json-file. This is the **first checkpoint**\n\n\n3. **Preparatory Analysis**\n\n 1. use SpaCy Matcher to define pattern = [{\"LEMMA\" : \"soul\" *and/or* \"faculty\"}]. What about key concept of \"mind\"? Clear diff. between theories of soul and theories of mind? Also a problem of translation? Important to mention this in my paper (whether or not I have decided to also take into account term \"mind\")!\n 2. use Prodigy to train/improve model for coreference relationships in order to detect implicit references to the terms in question\n 3. apply steps 3.1 and 3.2 to doc_Descartes, doc_Suarez, and doc_Ockham (i.e. identify all explicit and implicit references to concept(s) in question)\n 4. create dataframe_B with 4 columns for each author, i.e. 12 columns in total (creation of dataframe requires several steps, maybe divide into 2 separate dataframes, one for spans and sentence number, one for sentence number and corresponding sentence):\n 1. span_start for matches in Descartes\n 2. span_end for matches in Descartes\n 3. sentence number (acc. to dataframe_A) in which span occurs\n 4. text of corresponding sentence\n 5. span_start for matches in Suarez\n 6. span_end for matches in Suarez\n 7. sentence number (acc. to dataframe_A) in which span occurs\n 8. text of corresponding sentence\n 9. span_start for matches in Ockham\n 10. span_end for matches in Ockham\n 11. sentence number (acc. to dataframe_A) in which span occurs\n 12. text of corresponding sentence\n 5. turn dataframe_B into json-file. This is the **second checkpoint**\n 6. manually analyse approx. 100 of those sentences in order to identify different ways/patterns in which the authors characterise the concept(s) in question - such as Fremdautorenzuschreibung, definitorische Attribution, Äquivalenz, Negation\n 7. use Prodigy to train model (on approx. 500 cases) for specialised named entitiy recognition (NER), i.e. for categorising the sentences in dataframe_B according to the different ways the authors characterise the concept(s)\n 8. apply the trained model for NER on the sentences in dataframe_B, i.e. the sentences in columns 4 (d), 8 (h), and 12 (l) (maybe turn into 3 separate doc-objects, one for each author, in order to facilitate analysis)\n 9. extract only those parts of the sentences which SpaCy has recognised as one of the named entities for which it was trained in step 3.7, i.e. extract only those parts of the sentences in which the authors characterise the concept(s). The underlying idea of step 3.9 is the following: since *all* remaining sentences are dealing with the concept of \"soul\" and/or \"faculty\", an analysis of their semantic similarity will yield a high degree of similarity, no matter *how* the three authors elaborate on those concepts. One should thus ignore the common feature of all those sentences (i.e. the term \"soul\" and/or \"faculty\") and only take into account the most relevant information. This will allow for a more fine-grained semantic comparison\n 10. create dataframe_C with *x* columns for each author, where *x* is the number of patterns which have been identified in step 3.6, i.e. the different ways in which the authors characterise the concept(s) (every row contains *only* the named entity recognised by the trained model):\n 1. all instances in which Descartes characterises the concept(s) in question by means of a Fremdautorenzuschreibung\n 2. all instances in which Descartes characterises the concept(s) in question by means of a definitorische Attribution\n 3. all instances in which Descartes characterises the concept(s) in question by means of a Äquivalenz\n 4. all instances in which Descartes characterises the concept(s) in question by means of a Negation\n 5. all instances in which Descartes characterises the concept(s) in question by means of a (...)\n 6. all instances in which Suarez characterises the concept(s) in question by means of a (...)\n 7. all instances in which Ockham characterises the concept(s) in question by means of a (...)\n 9. turn dataframe_C into json-file. This is the **third checkpoint** (and maybe turn again into three separate doc-objects, one for each author)\n\n\n4. **Final Analysis**\n\n 1. analyse semantic similarity between the three sets of the different ways the three authors characterise the concept(s) respectively, where every set contains *x* subsets (two remarks: (i) if necessary, use Prodigy to train/improve word vectors for philosophical terminology in order to enhance the subsequent comparison of semantic similarity, (ii) maybe decide *not* to take into account occ. of certain NER-categories, such as Fremdautorenzuschreibung, since those occ. do in fact *not* express the point of view of the author in question. Identifying those occ. was thus still highly important!):\n 1. doc_DescartesNER.similarity(doc_SuarezNER)\n 2. doc_DescartesNER.similarity(doc_OckhamNER)\n 3. doc_SuarezNER.similarity(doc_OckhamNER)\n 2. compare degree of semantic similarity: is degree of similarity Descartes/Ockham *significantly higher* than degree of similarity Suarez/Ockham?\n\n\n## What I have done so far (last update: end of July)\n\nAll the work I have done during the semester was rather preparatory and was mostly carried out for educational reasons, i.e. in order to improve my understanding of the numerous operations/tools provied SpaCy. For this reason, I decided to only work with two small, non-representative extracts of Suárez' and Descartes' writings: Sydney Penner's (2011) English translation of Suárez' *De Anima, Disputation 12, Question 2*, and Elizabeth S. Haldane's (1911) English translation of Descartes' *Meditationes*. With those two sample texts, I tried out different approaches for preparing, analysing, and comparing the data which allowed me to progressively develop a detailed strategy for my main project which I am now going to carry out in the form of a seminar paper.\n\nAt the current state of my project, there are five Jupyter Notebooks: two Notebooks for preparing/pre-processing the raw data (one Notebook per sample text), two Notebooks for analysing the data (again, one Notebook per sample text), and one Notebook for the final comparison. The structure and the setup of the different Notebooks thus already resemble the way I am going to organise the main project.\n\nIn *Preparation_Sample_Meditationes.ipynb* and *Preparation_Sample_DeAnima.ipynb* respectively, I first divide the raw text into sentences using SpaCy's Sentencizer, get rid of new lines, and put all the sentences in a dataframe assigning a sentence number to every sentence. I then identify and isolate all the sentences in which Suárez and Descartes (respectively) mention the term soul by using SpaCy's Matcher: *pattern = [{\"LEMMA\":\"soul\"}]*. Finally, I put the spans of the matches together with the match-ID in a dataframe and print out the sentences in which a match has been found. This procedure will remain more or less the same for the main project - with a few exceptions: some of the operations were carried out 'manually', I thus need to find a way to 'automatise' those steps; I will train a model for detecting coreference relationships as for now, I am ignoring implicit references to the concept(s) in question.\n\nAfter having identified all the (explicit) references to the term soul, in *Analysis_Sample_Meditationes.ipynb* and *Analysis_Sample_DeAnima.ipynb*, I manually analyse these sentences in order to improve my understanding of *how* the two authors characterise the term at stake. Based on this very small sample (see Fig.2 below), I already identified four different patterns: Fremdautorenzuschreibung, definitorische Attribution, Äquivalenz, and Negation (cf. my manual analysis of the sentences in the two Noteboks). However, I should analyse at least 100 sentences in order to gain an adequate understanding of such characterisations and thus be able to identify the most important patterns.\n\n\n| Sent. Num. | De Anima | Meditationes |\n|------|:------------|:------------|\n| 1 | And, of course, having supposed that they are really distinguished from the essence [of the soul], it is much more probable that they are also [really] distinguished from each other. |In addition to this I considered that I was nourished, that I walked, that I felt, and that I thought, and I referred all these actions to the soul: but I did not stop to consider what the soul was, or if I did stop, I imagined that it was something extremely rare and subtle like a wind, a flame, or an ether, which was spread throughout my grosser parts.|\n| 2 | Sixth, because our soul is the form of the body. | Let us pass to the attributes of soul and see if there is any one which is in me? |\n| 3 |Therefore, just as other forms depend on the heavens in their operations and follow influence from it, so also our soul and will. | I do not now admit anything which is not necessarily true: to speak accurately I am not more than a thing which thinks, that is to say a mind or a soul, or an understanding, or a reason, which are terms whose significance was formerly unknown to me. |\n| 4 | Seventh, will and sensitive appetite are powers rooted in the same soul. | And although possibly (or rather certainly, as I shall say in a moment) I possess a body with which I am very intimately conjoined, yet because, on the one side, I have a clear and distinct idea of myself inasmuch as I am only a thinking and unextended thing, and as, on the other, I possess a distinct idea of body, inasmuch as it is only an extended and unthinking thing, it is certain that this I [that is to say, my soul by which I am what I am], is entirely and absolutely distinct from my body, and can exist without it. |\n| 5 | For it is the same soul desiring in either case. | And also from the fact that amongst these different sense-perceptions some are very agreeable to me and others disagreeable, it is quite certain that my body (or rather myself in my entirety, inasmuch as I am formed of body and soul) may receive different impressions agreeable and disagreeable from the other bodies which surround it. |\n| 6 | Moreover, the same soul cannot at the same time desire contraries. | But certainly although in regard to the dropsical body it is only so to speak to apply an extrinsic term when we say that its nature is corrupted, inasmuch as apart from the need to drink, the throat is parched; yet in regard to the composite whole, that is to say, to the mind or soul united to this body, it is not a purely verbal predicate, but a real error of nature, for it to have thirst when drinking would be hurtful to it. |\n| 7 | All the ancient pagans who asserted that our soul is material and mortal especially erred in this question. | But it is quite otherwise with corporeal or extended objects, for there is not one of these imaginable by me which my mind cannot easily divide into parts, and which consequently I do not recognise as being divisible; this would be sufficient to teach me that the mind or soul of man is entirely different from the body, if I had not already learned it from other sources. |\n| 8 | Just as they posited two gods, one the principle of goods, the other of bads, so also they posited two souls in us, one which necessitates to good, the other to bad. | |\n| 9 | For these powers are spiritual and of a higher order, for although our soul is the form of the body it, nevertheless, is not wholly immersed in the body but is raised from the body in some of its acts. | |\n| 10 | Nor is it repugnant that the same soul desire contraries through different powers, especially if it constrains the inclination of one power through the other power. | |\n\n*Fig.2*: list of sentences in which Suárez and Descartes mention (respectively) the term *soul* in the two sample texts.\n\nIn addition to the manual analysis, I also carried some computational analyses with respect to the linguistic properties of the sentences using SpaCy's *token.pos_* and *token.dep_*. Furthermore, I extracted all the adjectives and verbs used in the sentences. However, I will not adopt those last two operations in the main project - for reasons that become evident in the last Notebook.\n\nIn the final Notebook *Comparison_Sample_DeAnima_Meditationes.ipynb*, I carry out two alternative comparsions with respect to the semantic similarity. First, I compare the similartiy between the two sets of entire sentences, using *similarity = doc_DeAnima_soul.similarity(doc_Meditationes_soul)*. Second, I compare the similarity between the two sets of adjectives and verbs used in the two respective sets of sentences, using *similarity = doc_DeAnima_AdjVrb.similarity(doc_Meditationes_AdjVrb)*.\n\nAs predicted above (in step 3.9 of section *The Method*), comparing the semantic similarity between entire sets of relevant sentences yields a high degree of similarity (approx. 0.978) for the second) since *all* sentences are dealing with the term \"soul\". Hence, this method is inadequate for the present purpose and was only carried out for educational reasons, i.e. in order to improve my understanding of the operation. Furthermore, I am less interested in the absolute degree of semantic similarity (which I regard as rather meaningless) than in the degree of semantic similarity relative to another degree of semantic similarity. One can then ask: is the degree of semantic similarity of comparison A (significantly) higher than the degee of semantic similarity of comparison B? This requires taking into account a third doc_object, i.e. the writings of Ockham, which - however - will only be done in the main project, i.e. as soon as the methodological problems encountered so far have been solved. It must also be clarified what it means for a degree of similarity to be significantly higher than another one.\n\nThe second comparison also yields a high degree of semantic similarity (approx. 0.924). But it has already become evident from the preceeding manual analysis that the even a more fine-grained method for extracting only the adjectives and verbs directly connected to the term \"soul\" will not solve the problem since the characterisation of a philosophical term (such as \"soul\") is far more complex than this, i.e. it goes beyond the simple analysis of those adjectives and verbs. The degree of semantic similarity (and the comparison as such) is thus meaningless and was, again, only carried out for educational reasons.\n\nHowever, my work on the last Notebook - combined with some very helpful advise from Prof. Graßhoff - made me realise how I should proceed for my main project. As indicated above (in the section *The Method*), I will use Prodigy to train a model for NER which recognises the different ways the authors characterise the concept(s) in question. Now, at the end of the semester, I started working with Prodigy, which, as can be seen in *Fig.3* and *Fig.4*, gave me a first idea of how to carry out the training sessions:\n\n![](assets/Prodigy_example.png) *Fig.3*: Example of training session with Prodigy for specialised NER.\n\n![](assets/Prodigy_example2.png) *Fig.4*: Another example of a training session with Prodigy for specialised NER.\n\n\n\nTo sum up my progress so far, after having acquired a basic understanding of Python in general and SpaCy in particular during the semester, I am now able to turn to the actual elaboration of my project as outlined above in the section *The Method*.\n\n\n## What still needs to be done\n\nAfter a short summer break, I will turn to the actual elaboration of my project (I will take up the work in mid-august). I will proceed as follows:\n\n * find a set of approx. 100 sentences in which the three authors talk about the term soul and/or faculty for a manual analysis in oder to identify the most important patterns of how they characterise philosophical concepts\n * define those patterns as named entities\n * find a set of approx. 500 sentences in which those patterns occur, turn into jsonl-format and train a specialised NER-model using Prodigy\n * apply the model to the sample texts to test their accuracy\n * if sufficiently accurate, proceed as outlined above in *The Method*\n * overview of what (still) needs to be done (last update: end of October):\n - 4 notebook-templates in total: (i) OCR-notebook, (ii) preparation-notebook, (iii) individual-analysis-notebook, (iv) final-analysis-notebook. (for notebooks i & ii: one per book; for notebook iii: one per author, for notebook iv: one for all)\n - 3 training sessions with prodigy: (i) specialied NER, (ii) co-references, (iii) word vectors\n * in Hausarbeit, include some schemes, e.g. basic workflow of notebooks, connection between the different notebook-templates, visualisation of strategy/method (from data collection to final comparison), structure of folder 'data'\n\n\n## Some Challenges, Concerns, and Questions\n\nThe following challenges, concerns, and questions are still to be resolved over the next weeks and months:\n\n * I have not yet found all the relevant writings in txt-format (esp. Ockham) and in one coherent language (presumably Latin). Thus, I will probably spend some time on looking for those texts on the internet (suggestions for archives and/or digital databases are very welcome!). *Possible solution*: (i) scan original Latin texts and/or English translations, (ii) extract text from images/pdfs using OCR-software (Tesseract)\n * although I do have basic knowledge of Latin, it might well exceed my capacities to manually train a Latin model for named entity recognition. For this taks, I might thus need some external help\n * if the main project uses the original Latin texts, does it still make sense to train an English model for the specialised NER?\n * **intermediate results** for the first three concerns: after having tried out several alternative approaches (see Notebook \"OCR_latin\"), it seems (for now) rather difficult - almost impossible - to work with the original Latin texts. Hence, I have no other choice but to work with the English translations - which (i) significantly reduces the available data for my computational analysis as most texts have never (or rather: not yet?) been translated into English/German/French, and (ii) means that the results of my analysis have absolutely no value for considerations concerning the history of philosophy (as initially claimed). Instead, I will concentrate on the development of a methode (\"a computational approach to the hist. of phil.) and leave its adequate application for future research. As (i) tesseract (or some other OCR-software) is becoming more and more powerful and (ii) projects concerned with the digitalisation of medieval texts are still running, it seems not unlikey that it will be possible to work with the Latin texts in the near future.\n - BUT: I have not done all the work on / attemps with the Latin texts for nothing! Possibility to 'problematise' the decision not to work with the Latin originals: there are x sources, i.e. digitalisation projects (Castello., Vivès, Penner), but all the versions available *at the moment* do not allow for a NLP-analysis (since: ref. to my test-notebooks)\n * for final comparison: what does it means for a degree of semantic similarity to be *significantly higher* than another? (maybe check notion of \"significant difference\" in my notes on the statistics lectures at Glasgow Uni, esp. semester 3, lectures 3 and 4 on *Null Hypothesis Significance Testing* (nhst) and *t-test*. Possible to apply to degree of sem. similarity?)\n * improve the chain of operations in the different Notebooks, i.e. 'automatise' the operations which, for now, I carried out manually\n * alternatively to defining the different patterns as named entities, I could also define them as text classifications (i.e. an alternative way to train models using Prodigy). Or even do both. I still have to look into this in more detail\n * figure out how to deal with implicit references: train a model for coreference relationships\n * the method, as conceived at present, presupposes that every author (philosopher) in question defends *one consistent* theoretical position throughout all of his works (or at least in all the works that are taken into account for the analysis). However, this is usually not the case: people change their view. Two solutions: (i) only take into account those writings of which one knows that they are in line with a certain position held by the author at a particular moment in his lifetime. (ii) possibility of applying method developed in here (comparison of different phil. eras/trad.) to comparison of different 'stages' in a philosopher's thinking, i.e. move method from broad historical level to individual level\n * dist. between theories of soul and theories of mind? Maybe include both terms as key words and treat as equivalent? Important to discuss this problem (of translation? animus/anima, mens/mentis = soul and/or mind?) in my dissertation! In D's Meditationes, e.g., only 3 occ. of term soul... Isn't the translators' decision to use mind instead of soul already an (implicit/involuntary) act of modernising Descartes' thinking, i.e. a 'translation bias' enforcing the idea of a non-progressive distinction between medieval and early modern philosophy? (update: in original Latin version of D's Meditations, he frequently uses mens/metnis and only rarely animus/anima. BUT: both mens/mentis and animus/anima can be translated as soul and/or mind.\n - title of D's 6th Meditation = important hint for intepretation: in original Latin version, \"De rerum materialium existentia & realis *mentis* a copore distinctione\" (and thus, all Engl. transl. used mind instead of soul); however, in French version (which was read and approved by Descartes himself!), the title is \"De l'existence des choses matérielles, et de la réelle distinction entre *l'âme* et le corps de l'homme\". Hence, a reason to consider soul and mind as synonymes (at least in D's writings).\n * for training with Prodigy: when manually highlighting those passages of a sentence that correspond to a previously defined NER-category, should I try to *exlcude* occ. of term soul/mind in order to improve subsequent analysis of semantic similarity? But if I do so, is spacy still going to be able to 'make sense' of what I am trying to acheive with the training?\n - Update: one of the main reasons to train specialised NER-categories was in fact to get rid of occ. of term soul, i.e. what's common to all sentences, and thus decrease spacy's judgement on degree of semantic similarity\n * OCR-problem: OCR works (fairly) fine for main text but problems with footnotes/footers/headers.\n - Possible solution: eliminating sentences containing words with low word confidence (e.g. less than 50%), hence footnotes will not be taken into account in subsequent NLP (prodigy, spacy).\n - Desired result of 'post-processing': get one coherent txt-file containing text from all images in correct order (i.e. ocr'ed output of individual images merged into one txt-file, excluding sentences with low word confidence, i.e. get rid of footnotes, headers, page numbers etc.), thus ready for subsequent NLP.\n - Problem: how to (automatically) identify footnotes if number of fn (e.g. footnote \"20\") is not always ocr'ed as such? (but, e.g., as special character). Eliminating all sentences with low word confidence = risk of eliminating important sentences...\n - final solution (incl. 'interpretation'): only rely on elimination of sentences containing words with low word confidence and subsequently explain/rationalise this operation/decision: (i) some headers/footnotes will remain because tesseract is confident about ocr'ed output. But as long as those headers/footnotes do not contain the term soul and/or mind, they are not going to be taken into account by spacy's NLP-analysis anyway. (ii) some potentially important sentences are going to be eliminated by this operation but this is the price to pay for a large-scale computational analysis. Plus: as tesseract's performance is constantly improving, the risk of eliminating important sentences due to low word confidence is progressively diminishing.\n - still to decide: def. of \"low word confi\", e.g. 60 or 70. And justify decision! (e.g. by referring to to its intended, subsequent use, i.e. for NER-training and -application, and how much inaccuracy is digestable for those tasks)\n - still to solve: problem with spacy sentenciser (as part of OCR-notebook) when last sent. on page continues on next page. In this case: sentenciser considers footnotes as (second) part of last sentence, and header/pagenumber on top of next page as (first) part of second part of sentence from previous page\n - possible solution: tesseract-config \"preserve_interword_spaces=1\", thereby identify headers/footnotes as being more distant from main text than lines of main text are from each other\n - problem with this solution: doesn't work for all books (different layouts), see e.g. Ockham's Quodlibetal Questions. Method for eliminating irrelevant material must thus be adapted to different book layouts (e.g. for Ockham: use spacy matcher to define pattern \"number\" for pagenumbers, and pattern \"noun/word + number\" as well as \"spelled out number + quodlibet\" for headers).\n - Ideally: different cells with different 'cleaning methods' that can be (de)activated acc. to 'requirements' book-specific layout. If not possible, then this is just the price to pay for large scale comp. analyses.\n - worth to check: project of UB Mannheim (scanning old newspaper), maybe they've already come up with diff. ways to handle complex page layouts?\n * explain why I decided for \"Remove_Me\"-Method instead of post (error) correction phase: ocr'ed output is only a mean (and not an end) of my project, thus I chose a more 'radical' (and faster) strategy wrt to faulty OCR-output\n * if tesseract-intern solution for footnotes/headers works, then at least mention Larex for more complex layouts / application to old books\n * on Betti & van den Berg's (2003?) Towards a Computational History of Ideas, Proceedings of the Third Conference on Digital Humanities, Luxembourg:\n - not sure if my approach meets their two requirements (sound method & data organisation), maybe it will - still need some time to consider. But if not: maybe what I am doing is not a comp. approach to the hist. of ideas but to the hist. of a philosophical concept (in a relatively short period of time), thus not exactely the same requirement wrt to \"sound method\" (I have to ask myself: what is the method employed by historians of philosophy to study the evolution of a philosophical concept? Re-check, for example, the way Perler comes to the concluison that there *is* a certain conceptual continuity between medieval and early modern views on the human soul. Did *he* meet Betti & van den Berg's criterion of 'sound method'?)\n - acc. to B&vdB, historians' trad. method = combination of close reading, historical contextualisation, and conceptual analysis. If lack of contextual knowledge, then text is meaningless (i.e. no comprehension possible as context. K serves as interpretive key). Possible answer: training SpaCy's word vectors on phil. terminology = providing the machine with contextual knowledge / an interpretive key\n - useful vocab: \"text mining\"\n - in general: possible to use B&vdB's paper to support and/or defend my method\n - also see van Wierst et al. (2016) Phil@Scale: Comp. Methods within Philosophy (with Betti as co-author). After the previous, highly critical paper, it seems rather surprising that they now propose such a primitive method for analysing similarity between books solely based on number of occ. of certain terms. Serious conflict/incoherencey between what Betti is demaning and what Betti is proposing.\n\n\n\n\n\n## Literature\n\n1. **Background**\n\n * Dominik Perler, \"What are Faculties of the Soul? Descartes and his Scholastic Background\", in: John Marenbon, *Continuity and Innovation in Medieval and Modern Philosophy: Knowledge, Mind and Language*, Oxford, OUP, 2013.\n\n * Dominik Perler, \"Classifying the Passions:\tDescartes\tand\tHis\tScholastic\tBackground\",\tin: Belgioioso & Carraud (eds.), *Les\tpassions\tde l’âme*, Turnhout: Brepols\t(the first ref. is enough, but could serve as suggestion/inspiration for future research!).\n\n *Betti & van den Berg (2003?) Towards a Computational History of Ideas, Proceedings of the Third Conference on Digital Humanities, Luxembourg\n\n * also see further lit. on comp. phil., esp. Betti et al., \"Philosophy in Ones and Zeros\", in: Fischer et al. (2019) *Methodological Advances in Experimental Philosophy*. Incl. overview of current research!\n\n\n2. **René Descartes**\n\n * Meditationes de prima philosophia (esp. Med. IV & VI)\n - pdf of Engl. transl.\n * The Passions of the Soul (esp. Part I & II)\n - pdf of Engl. transl.\n * Principia Philosophiae (esp. Part I)\n - pdf of Engl. transl.\n * La Recherche de la Vérité (esp. Eluc. X)\n - pdf of Engl. transl.\n * Description of the Human Body and all of its Functions\n - not mentioned by Perler but 21 occ. of term soul (and Engl. transl. available as pdf)\n\n\n3. **William of Ockham**\n\n * Quodlibetal Septem (esp. Part I & II, i.e. OT 9)\n - Engl. Transl.: Fredosso & Kelley, Quodlibeta Questions, Yales Uni. Press, *not* available for free as pdf/txt (waiting for answer from YUP, otherwise: OCR relevant passages acc.to index entry on term soul)\n * Ordinatio (esp. Part I, i.e. OT 1)\n - Engl. transl. of Ordinatio: Prologue, dist.2,q.9, dist.11,q.8, dist.38, in Boehner (1964) Ockham's Phil. Writings, Hackett Publishing (obtained)\n - Engl. transl. of Ordinatio: dist.2,q5&6, dist.30,q.1, in Walsh & Hyman (eds., 2010) Philosophy in the Middle Ages, Hackett Publishing (obtained)\n - Engl. tranls. of Ordinatio: dist.2, q.4-8, in Spade (1994) Five texts on the medieval problem of universals, Hackett Publishing\n * Reportatio (esp. Part II & IV, i.e. OT 5 & 7)\n - Engl. tranls. of Reportation (III): q.8&9, in Boehner (1964) Ockham's Phil. Writings, Hackett Publishing (obtained)\n - Engl. transl. of Reportatio (II): q.12&13, in Walsh & Hyman (eds., 2010) Philosophy in the Middle Ages, Hackett Publishing (obtained)\n * (those are, to the best of my knowledge, all the sections of Ockham's writings that have been translated into English (up to this day) and that are relevant for my research question (i.e. sections in which Ockham (potentially) discusses questions concerning the soul and its faculites; I did not include Engl. transl. of O's Summa Logicae in spite of numerous occ. of term soul because those rather concern logical questions and/or serve as examples). Search primarily based on SEP (footnotes), Intro to Cambridge Companion to Ockham (list of Engl. transl.), several other bib-entries of books on Ockham containing lists of Engl. transl., and Google. In Hausarbeit, maybe discuss problem/challenge of 'pre-selection' of writings of a particular author: not *all* occ. of a certain concept/term are relevant or even appropriate for analysing a specific research question)\n\n\n\n4. **Francisco Suárez**\n\n * De Anima (DA, esp. Parts I & II)\n - Engl. transl.: Kronen & Reedy, Selections from De Anima (Disp. 1 & Disp. 2, Q. 3), Philosophia Verlag, *not* available for free as pdf/txt (obtained, 600-800 occ.)\n - Sydney Penner's (2011, *not revised*) Engl. transl. of Suárez' De Anima, Disputation 12, Question 2 (10 occurences of term 'soul'; however, translation probably not consistent with Kronen & Reedy's transl., thus only use if desperately in need of more examples)\n * Disputationes Metaphysicae (DM, esp. Part 12.2 & 18.5)\n - Sydney Penner's Engl. transl. of selected passages, some revised (sections of DM8, 10, 12, 13, 23, 24, 30, 32, 48), some unrevised (20 occ. of term soul in his revised transl.)\n - Kronen & Reedy's transl. of DM15: On the formal cause of substance, Marquette Uni. Press (obtained, 300 occ. of soul)\n - Vollert's transl. of DM7: On the various kinds of distinctions, Marquette Uni. Press (obtained, 6 occ. of soul)\n - Wells' Engl. transl. of DM31: On the essence of finite being as such, and the existence of that essence and their distinction, Marquette Uni. Press (obtained, 70 occ. of soul)\n - Dolye's Engl. transl. of DM47: On real relation, Marquette Uni Press (obtained, 5 occ.)\n - Ross' Engl. transl. of DM6: On formal and universal unity, Marqutte Uni. Press (not yet obtained)\n - Freddoso's Engl. transl. of DM17-19: On efficient causality, Yale Uni. Press (not yet obtained)\n * De actibus qui vocantur passiones (esp. I.3)\n - not yet found an Engl. transl.\n\n\n\n5. **John Kronen's suggestions for additional literature**\n\n * Étienne Gilson (arguing for different kind of influence on Descartes, namely that of Suárez; if there really is a tension between Perler's and Gilson's accounts, then this would make my investigation even more interesting - as the outcome of my analysis could either point into Perler's *or* Gilson's direction)\n * Wells, Norman J. (also on Suárez' influence on Descartes)\n * \"Objective Being: Descartes and His Sources,\" Modern Schoolman 45 (1969), 49-61.\n * \"Suarez on the Eternal Truths, I and II,\" The Modern Schoolman 58 (1980-81), 73-104, 159-174.\n * \"Material Falsity in Descartes, Arnauld, and Suárez,\" Journal of the History of Philosophy 22 (1984), 25-50.\n * \"Descartes' Idea and its Sources,\" American Catholic Philosophical Quarterly 67 (1993), 513-535.\n * Dennis Des Chene (see Intro to *Selections from De Anima*)\n" }, { "alpha_fraction": 0.4212152361869812, "alphanum_fraction": 0.4317713677883148, "avg_line_length": 49.42856979370117, "blob_id": "eb6df78d61291eaaa724fe9536a04c27eb5f8b39", "content_id": "49043c058b466790c451cb4f1d7a1b1db81acc4c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 3888, "license_type": "no_license", "max_line_length": 434, "num_lines": 77, "path": "/posts/packages/9. Regular Expressions.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "#### PHILOSOPHY AND HISTORY OF SCIENCE WITH COMPUTATIONAL MEANS\n\n##### PROF. DR. GERD GRAßHOFF \n\n\n\n# Regular Expressions\n\nImagine you have to search a string like 'world' in the first proposition of Wittgenstein's _Tractatus Logico-Philosophicus_. You can use the keyword 'in' as follows:\n\n```\n'world' in 'The world is all that is the case.'\n```\n\nIf we run the cell, we will get 'true' or 'false' depending on whether the string is there. Now imagine that you do not want a specific string, but to search for a pattern, like all the numbers that have format #.##, then you need a regular expression. Each character type has a pattern code. For example, digits have the pattern code \\d (for any number). Thus the regular expression would be r'\\d.\\d{2}'. First, we have to import re:\n\n```\nimport re\n```\n\nNext, we define a text and a pattern. To get the first match, we use the re.search() function:\n\n```\nre.search(pattern, text)\n```\n\nTo get all the matches, we use the re.findall() function. The 'r' before the pattern stands for 'regular expression.'\n\n```\nre.findall(r'\\d.\\d{2}', text)\n```\n\nTo see how many patterns Python found, use the len() function. Please check the Jupyter notebook for all the details.\n\n\n\n#### Regex Cheat Sheet\n\n| Identifier | Legend | Example | Sample Match |\n| ---------- | -------------------------------------- | --------- | ------------ |\n| \\d | One digit from 0 to 9 | file_\\d\\d | file_25 |\n| \\w | Words; letter, digit or underscore | \\w-\\w\\w\\w | A-b_1 |\n| \\s | Whitespace character | a\\sb\\sc | a b c |\n| \\D | One character that is not a digit | \\D\\D\\D | ABC |\n| \\W | One character that is not a word | \\W\\W\\W\\W | =+-) |\n| \\S | One character that is not a whitespace | \\S\\S\\S\\S | Kant |\n\n\n\n| Quantifier | Legend | Example | Sample Match |\n| ---------- | ------------------- | -------------- | -------------- |\n| + | One or more | Version \\w-\\w+ | Version A-b1_1 |\n| {3} | Exactly three times | \\D{3} | ABC |\n| {2,4} | Two to four times | \\d{2,4} | 156 |\n| {3,} | Three or more times | \\w{3,} | regex_tutorial |\n| * | Zero or more times | A*B*C* | AAACC |\n| ? | Once or none | plurals? | plural |\n\n\n\n| Character | Legend | Example | Sample Match |\n| --------- | -------------------------------------------------------- | -------------------- | -------------- |\n| **.** | Any character except line break | a.c | abc |\n| **.** | Any character except line break | .* | whatever, man. |\n| \\**.** | A period (special character: needs to be escaped by a \\) | a\\.c | a.c |\n| \\ | Escapes a special character | \\.\\*\\+\\? \\$\\^\\/\\\\ | .*+? $^/\\ |\n| \\ | Escapes a special character | \\[\\{\\(\\)\\}\\] | [{()}] |\n\n\n\n| Logic | Legend | Example | Sample Match |\n| ------- | ------------------------ | --------------------- | ----------------------- |\n| \\| | Alternation / OR operand | 22\\|33 | 33 |\n| ( … ) | Capturing group | A(nt\\|pple) | Apple (captures \"pple\") |\n| \\1 | Contents of Group 1 | r(\\w)g\\1x | regex |\n| \\2 | Contents of Group 2 | (\\d\\d)\\+(\\d\\d)=\\2\\+\\1 | 12+65=65+12 |\n| (?: … ) | Non-capturing group | A(?:nt\\|pple) | Apple |\n\n" }, { "alpha_fraction": 0.7085399627685547, "alphanum_fraction": 0.7933884263038635, "avg_line_length": 41.20930099487305, "blob_id": "1fb501b92dec5f122999de2aa99eee3b5b876515", "content_id": "35b5cd1439f7cf00d07d69be7469d0e7dd7a95db", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1815, "license_type": "no_license", "max_line_length": 365, "num_lines": 43, "path": "/docs/corona_research/.ipynb_checkpoints/text-checkpoint.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# Background\nThis is a selected research question of ongoing publications on corona research.\n\n\nEarly in the debate about drugs against corona virus played a prominent role. It is scientifically established that it is not directly affecting the virus. This study aims to analyse the methodological issues of the dynamics of scientific understanding of the causal effects that the drug creates according to the global set of scientific publications on remdesivir\n\n## Press Conference on Remdesivir at 29th April 2020\n[CNN White House Press confernce](https://edition.cnn.com/2020/04/29/health/gilead-sciences-remdesivir-covid-19-treatment/index.html)\n\n\n![](assets/markdown-img-paste-20200430105831341.png)\n\n## Research objects\n\n**research objects** = All scientific publications since January 2020 about the possible treatment for coronavirus with remdesivir\n\n\n**empirical sources** = [Data Dimension](https://app.dimensions.ai/discover/publication?search_text=%222019-nCoV%22%20OR%20%22COVID-19%22%20OR%20%E2%80%9CSARS-CoV-2%E2%80%9D%20OR%20((%22coronavirus%22%20%20OR%20%22corona%20virus%22)%20AND%20(Wuhan%20OR%20China))&search_type=kws&search_field=full_search&and_facet_year=2020)\n\n![](assets/markdown-img-paste-20200527112136856.png)\n\n![](assets/markdown-img-paste-20200527112434799.png)\n\n\n\n\n\n\n\n\n\n**research question** = Chronology of causal hypotheses on the effects of Remdesivir and the evolution of their empirical justification\n\n# References\n\n- Covid-19 knowledge tree: https://github.com/covid-19-net/covid-19-community/\n\n# Notebook collections\n\n- Covid-19 Case Counts from Johns Hopkins University\n - https://github.com/covid-19-net/covid-19-community/blob/master/notebooks/02a-JHUCases.ipynb\n- UN Regions\n - https://github.com/covid-19-net/covid-19-community/blob/master/notebooks/00k-UNRegion.ipynb\n" }, { "alpha_fraction": 0.6598374247550964, "alphanum_fraction": 0.7531707286834717, "avg_line_length": 106.87718963623047, "blob_id": "07b42b33a036fa2b5d69042d21f19f5b6c2b6bc2", "content_id": "d79668a4e933799d11319b498922ccc54ddd1a27", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 6151, "license_type": "no_license", "max_line_length": 525, "num_lines": 57, "path": "/docs/project_disagreement/sorted_out/text_disagreement.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "# Background\n\nIn the branch of philosophy which is called \"Social Epistemology\" there is a debate about disagreement (especially disagreement between so called \"Epistemic Peers\"). A major question in the disagreement debate: What influence does disagreement have on one's own beliefs? Is it rational to hold on to one's own belief if someone else disagrees? In the literature inquiry is done by means of artificial examples, but real-world cases are rare. So, a real case might shed some new light on the issues of the disagreement debate.\n\nFurthermore, in the disagreement debate the focus is primarily on disagreeing individuals which are competent, i. e. if they evaluate the truth value of a belief they are likely to be right. A high degree of competence is ascribed to scientists. What is stated in a scientific article is claimed to express knowledge. So, what epistemic impact has a scientist on another with which she disagrees? Disagreement among scientists could be of much interest for the debate about disagreement.\n\nThe real world case I want to consider is the research on Chloroquine (CQ)or its derivate Hydroxychloroquine (HCQ) as a possible treatment of COVID-19. The research is going on and there has been a somewhat controversial debate about the effects on people who suffer from COVID-19.\n\n## Research objects\n\n**research objects**: 19 scientific publications from 2020 about Chloroquine/Hydroxychloroquine as a possible treatment for COVID-19.\n\n**empirical sources**:\n\n1. Mayla Gabriela Silva Borba *et al.* (2020): \"Chloroquine diphosphate in two different dosages as adjunctive therapy of hospitalized patients with severe respiratory syndrome in the context of coronavirus (SARS-CoV-2) infection: Preliminary safety results of a randomized, double-blinded, phase IIb clinical trial (*CloroCovid-19 Study*)\", in: *medRxiv*. [preprint]\n DOI: https://doi.org/10.1101/2020.04.07.20056424\n2. Zhaowei Chen *et al.* (2020): \"Efficacy of hydroxychloroquine in patients with COVID-19: results of a randomized clinical trial\", in: *medRxiv*>. [preprint]\n DOI: https://doi.org/10.1101/2020.03.22.20040758\n3. Silvano Esposito, Silvana Noviello, Pasquale Pagliano (2020): \"Update on treatment of COVID-19: ongoing studies between promising and disappointing results\", in: *Le Infezioni in Medicina* 2, 198-211. [Reviews]\n URL: https://www.infezmed.it/media/journal/Vol_28_2_2020_10.pdf\n4. Robin E. Ferner/Jeffrey K. Aronson (2020): \"Chloroquine and hydroxychloroquine in covid-19. Use of these drugs is premature and potentially harmful\", in: *BMJ* 369. [Editorial]\n DOI: https://doi.org/10.1136/bmj.m1432\n5. Jianjun Gao/Zhenxue Tian/Xu Yang (2020): \"Breakthrough: Chloroquine phosphate has shown apparent efficacy in treatment of COVID-19 associated pneumonia in clinical studies\", in: *BioScience Trends* 14:1, 72-73. [Letter]\n DOI: https://doi.org/10.5582/bst.2020.01047\n6. Philippe Gautret *et al.* (2020): \"Hydroxychloroquine and azithromycin as a treatment of COVID-19: results of an open-label non-randomized clinical trial\", in:\n *International Journal of Antimicrobial Agents*. [In Press, Journal Pre-proof]\n DOI: https://doi.org/10.1016/j.ijantimicag.2020.105949\n7. Tony Y. Hu/Matthew Frieman/Joy Wolfram (2020): \"Insights from nanomedicine into chloroquine efficacy against COVID-19\", in: *Nature Nanotechnology* 15, 247-249. [Comment]\n DOI: https://doi.org/10.1038/s41565-020-0674-9\n8. Nicholas E. Ingraham *et al.* (2020): \"Shining a light on the evidence for hydroxychloroquine in SARS-CoV-2\", in: *Critical Care* 24:182. [Commentary]\n DOI: https://doi.org/10.1186/s13054-020-02894-7\n9. Katheron Intson *et al.* (2020): \"An independent appraisal and re-analysis of hydroxychloroquine treatment trial for COVID-19\", in: *Swiss Medical Weekly*. [Viewpoint]\n DOI: https://doi.org/10.4414/smw.2020.20262\n10. Francesco Licciardi *et al.* (2020): \"COVID-19 and what pediatric rheumatologists should know: a review from a highly affected country\", in: *Pediatric Rheumatology* 18:35. [Review]\n DOI: https://doi.org/10.1186/s12969-020-00422-z\n11. Matthieu Mahevas *et al.* (2020): \"No evidence of clinical efficacy of hydroxychloroquine in patients hospitalized for COVID-19 infection with oxygen requirement: results of a study using routinely collected data to emulate a target trial\", in: *medRxiv*. [preprint]\n DOI: https://doi.org/10.1101/2020.04.10.20060699\n12. Mandeep R. Mehra/Sapan S. Desai/Frank Ruschitzka/Amit N. Patel (2020): \"Hydroxychloroquine or chloroquine with or without a macrolide for treatment of COVID-19: a multinational registry analysis\", in: *The Lancet*.\n DOI: https://doi.org/10.1016/S0140-6736(20)31180-6\n13. S.A. Meo/D.C. Klonoff/J. Akram (2020): \"Efficacy of chloroquine and hydroxychloroquine in the treatment of COVID-19\", in: *European Review for Medical and Pharmacological Sciences* 24:8, 4539-4547.\n DOI: https://doi.org/10.26355/eurrev_202004_21038\n14. Durga Prasanna Misra *et al.* (2020): \"Rheumatologists' perspective on coronavirus disease 19 (COVID-19) and potential therapeutic targets\", in: *Clinical Rheumatology*\n DOI: https://doi.org/10.1007/s10067-020-05073-9\n15. J. M. Molina *et al.* (2020): \"No evidence of rapid antiviral clearance or clinical benefit with the combination of hydroxychloroquine and azithromycin in patients with severe COVID-19 infection\", in: *Médecine et Maladies Infectieuses* 50:4, 384. [Letter to the editor]\n DOI: https://doi.org/10.1016/j.medmal.2020.03.006\n16. Amir Shamshirian *et al.* (2020): \"Hydroxychloroquine Versus COVID-19: A Periodic Systematic Review and Meta-Analysis\", in: *medRxiv*. [preprint]\n DOI: https://doi.org/10.1101/2020.04.14.20065276\n17. Xiaoxuan Sun/Yicheng Ni/Miaojia Zhang (2020): \"Rheumotologists' view on the use of hydroxychloroquine to treat COVID-19\", in: *Emerging Microbes & Infections* 9:1, 830-832. [Letter]\n DOI: https://doi.org/10.1080/22221751.2020.1760145\n18. Wei Tang *et al.* (2020): \"Hydroxychloroquine in patients mainly with mild to moderate COVID-19: an open-label, randomized, controlled trial\", in: *medRxiv*. [preprint]\n DOI: https://doi.org/10.1101/2020.04.10.20060558\n19. Franck Touret/Xavier de Lamballerie (2020): \"Of chloroquine and COVID-19\", in: *Antiviral Research* 177: 104762.[Commentary]\n DOI: https://doi.org/10.1016/j.antiviral.2020.104762\n\n\n\n**research question**: How is disagreement marked in a scientific debate?\n\n" }, { "alpha_fraction": 0.6947174668312073, "alphanum_fraction": 0.7057739496231079, "avg_line_length": 27.543859481811523, "blob_id": "5bba80a3b739d9075e95da7e8389fc911c439f2e", "content_id": "f816f373bed792d68e27db2d701cb5ceae930183", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1628, "license_type": "no_license", "max_line_length": 68, "num_lines": 57, "path": "/posts/course/projects.md", "repo_name": "grasshoff/philhistcomp", "src_encoding": "UTF-8", "text": "\n# Materials for seminar conferences\n\n### Week: June 4th, 2020\n\n- Goals\n - Starting the Jupyter Lab working environment\n - Structure of the page\n - In the sense of \"literate programming\" (Donald Knuth)\n - Explanatory narrative text\n - Comprehensible part of the program by others\n - Rules of construction\n - Non-lengthy notebooks, few tasks\n - only required textual explanations\n - Hilfe/Tutorials/Info of all kinds\n - Project considerations\n - Title and description of the task\n - Programmes\n - Import of libraries\n - Import of sources, raw data\n - Process and perform data wrangling -> generating research data\n- Info material of the seminar class repository\n - projects: Content of text, data and notebooks for each project\n - posts:\n - packages: info about installation, packages, tutorials\n - course: Information from Gerd Graßhoff accompanying the seminar\n - solutions: brief info addressing tasks and challenges\n- Jupyterlab\n - Title, Task\n - import of program libraries\n - Importing research sources\n - creation of research data\n - Python tips\n - Define functions\n - Pandas Functions\n - read\n - .head()\n - Copy, slice\n - Filtering of subsets\n - Searching with regular expressions\n- Spacy and the art of linguistic analysis\n - 2 lines to set up\n - From text to doc\n - What are and can Docs\n - Spacy Tutorials\n\n### Week: 11. June 2020\n\n- filter records of dataframe\n - boolean function\n - result of test matching\n - filter hierarchy of intesting structures structures\n- Spacy\n - similar expressions\n - POS\n - matching POS\n\n### Week: 18. June 2020\n" } ]
65
jonomon/VSMood
https://github.com/jonomon/VSMood
3a4e14d0badfd63489a9369441aa75ec4044ae42
7c5797b09d89b37b06adcabf9808e90f5b937a29
06af15137c1d79ffd94d86ed0738d7ac6704e9b0
refs/heads/master
2021-05-09T19:26:44.143578
2018-01-25T20:39:08
2018-01-25T20:39:08
118,644,654
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5263580083847046, "alphanum_fraction": 0.5371817946434021, "avg_line_length": 35.15217208862305, "blob_id": "f8be6d98021d463cc0241c1cad8308eef315b643", "content_id": "53a193f361a6b34d8cab7d5fa721458fed98343c", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4989, "license_type": "permissive", "max_line_length": 95, "num_lines": 138, "path": "/vsbrnn/data/data.py", "repo_name": "jonomon/VSMood", "src_encoding": "UTF-8", "text": "import numpy as np\nfrom vsbrnn.utils import makeGaussian\nimport matplotlib.pyplot as plt\n\nclass Fixation:\n def __init__(self, x, y, start, dur, img_type, img_pos):\n self.x = x\n self.y = y\n self.start = start\n self.dur = dur\n self.img_type = img_type\n self.img_pos = img_pos\n\n def __repr__(self):\n return \"fix @({x}, {y}),t={start}, d={dur}\".format(\n x=self.x, y=self.y, start=self.start, dur=self.dur)\n\n def __str__(self):\n return \"fix @({x}, {y}),t={start}, d={dur}\".format(\n x=self.x, y=self.y, start=self.start, dur=self.dur)\n\nclass FixationsList:\n def __init__(self, fix_list):\n self.fixations = fix_list\n\n @classmethod\n def from_pos(cls, x_pos, y_pos, start, dur, img_type, img_pos):\n fixations = []\n for x, y, s, d in zip(x_pos, y_pos, start, dur):\n fix = Fixation(x, y, s, d, img_type, img_pos)\n fixations.append(fix)\n return cls(fixations)\n\n def __getitem__(self, i):\n return self.fixations[0]\n\n def __repr__(self):\n return str(self.fixations)\n\n def __add__(self, b):\n fixations = self.fixations + b.fixations\n return FixationsList(fixations)\n\n def sort(self):\n self.fixations = sorted(self.fixations, key=lambda x: x.start)\n\n def convert_fixations_to_saliency_map(self, size=(40, 40)):\n saliency_map = np.zeros(size)\n for fix in self.fixations:\n x = int(fix.x * (size[0] - 1))\n y = int(fix.y * (size[1] - 1))\n gaussian = makeGaussian(size=size, centre=(x, y), fwhm=5)\n # if (x < size[0] and x > 0) and (y < size[1] and y > 0):\n #saliency_map[y, x] += 1\n saliency_map += gaussian\n # saliency_map[saliency_map<1] = 0\n return saliency_map\n\n def convert_fixations_to_fix_sequence(self, size=(40, 40)):\n sequence = []\n for fix in self.fixations:\n x = int(fix.x * (size[0] - 1))\n y = int(fix.y * (size[1] - 1))\n gaussian = makeGaussian(size=size, centre=(x, y), fwhm=5)\n sequence.append(gaussian)\n return sequence\n\n def convert_fixations_to_sequence(self, test, region_model):\n sequence = []\n img_labels = {}\n for i in [\"img_pos\", \"img_type\"]:\n img_labels[i] = []\n \n for fix in self.fixations:\n if region_model.ignore_fixations_outside:\n if (fix.x < 0.0 or fix.x > 1.0) or (fix.y < 0.0 or fix.y > 1.0):\n continue\n label = region_model.fix_in_region(test, fix)\n sequence.append(label)\n img_labels[\"img_type\"].append(fix.img_type)\n img_labels[\"img_pos\"].append(fix.img_pos)\n return sequence, img_labels\n\n def convert_fixations_to_sequence_with_vsbs(self, test, region_model, vsb_selected):\n sequence, _ = self.convert_fixations_to_sequence(test, region_model)\n prev_label = sequence[0]\n prev_fix = self.fixations[0]\n fixes = [self.fixations[0]]\n fix_ordered = []\n glance_label = [sequence[0]]\n img_labels = {}\n for i in [\"img_pos\", \"img_type\"]:\n img_labels[i] = []\n\n for fix, label in zip(self.fixations[1:], sequence[1:]):\n if prev_label != label and prev_fix.img_pos != fix.img_pos:\n fix_ordered.append(fixes)\n glance_label.append(label)\n img_labels[\"img_pos\"].append(prev_fix.img_pos)\n img_labels[\"img_type\"].append(prev_fix.img_type)\n fixes = []\n prev_label = label\n prev_fix = fix\n fixes.append(fix)\n fix_ordered.append(fixes)\n img_labels[\"img_pos\"].append(prev_fix.img_pos)\n img_labels[\"img_type\"].append(prev_fix.img_type)\n\n vsbs = {}\n for i in vsb_selected:\n vsbs[i] = []\n \n for fixes in fix_ordered:\n glance_duration = self._get_glance_duration(fixes)\n length_scanpath = self._get_length_scanpath(fixes)\n no_fix = self._get_no_fixations(fixes)\n if \"glance_dur\" in vsb_selected:\n vsbs[\"glance_dur\"].append(glance_duration)\n if \"no_fix\" in vsb_selected:\n vsbs[\"no_fix\"].append(no_fix)\n if \"scan_path\" in vsb_selected:\n vsbs[\"scan_path\"].append(length_scanpath)\n return vsbs, glance_label, img_labels\n\n def _get_glance_duration(self, fixes):\n return sum([a.dur for a in fixes])/1000\n\n def _get_length_scanpath(self, fixes):\n scan_path = 0\n prev_coord = (fixes[0].x, fixes[0].y)\n for fix in fixes[1:]:\n coord = (fix.x, fix.y)\n scan_path += np.sqrt((coord[0] - prev_coord[0])**2 + (coord[1] - prev_coord[1])**2)\n prev_coord = coord\n return scan_path\n \n def _get_no_fixations(self, fixes):\n return len(fixes)\n" }, { "alpha_fraction": 0.6122596859931946, "alphanum_fraction": 0.6177003979682922, "avg_line_length": 44.180328369140625, "blob_id": "06dbc8b129a1fae175c0026abbcf003dc9063a89", "content_id": "41829df692b8b8f34490702a5eb45dbec27a171b", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5514, "license_type": "permissive", "max_line_length": 182, "num_lines": 122, "path": "/main_AAAI.py", "repo_name": "jonomon/VSMood", "src_encoding": "UTF-8", "text": "import numpy as np\nimport pandas as pd\nimport random\nimport logging\nimport argparse\nimport os\nimport matplotlib.pyplot as plt\n\nrandom.seed(1114)\nnp.random.seed(129)\n\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.metrics import roc_auc_score, accuracy_score, log_loss\nfrom sklearn.metrics import balanced_accuracy_score\n\nfrom vsbrnn.run_vsb_sequence import run_vsb_sequence\n\nos.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' \n\n## For basic usage check python main.py -h\n\ndef main():\n data_type_options = [\"fix\", \"glance\", \"fix-sequence\"]\n multi_instance_options = ['mean', '2d-mean', 'max-likelihood', 'similar', 'log-prob']\n cnn_layers_options = ['1', '2', 'none']\n region_model_type_options = [\"semantic5\", \"grid9\", \"semantic8\", \"grid16\"]\n use_vsb_options = ['scan_path', 'glance_dur']\n use_img_options = ['img_type', 'img_pos']\n \n logging.basicConfig(filename='log.txt', level=logging.DEBUG, filemode=\"w\")\n parser = argparse.ArgumentParser(description='Run RNN for bipolar.')\n parser.add_argument('data_type', type=str, help='options: {}'.format(data_type_options))\n parser.add_argument('states', type=int, help='states')\n parser.add_argument('multi_instance', type=str,\n help='Multi instance options {}'.format(multi_instance_options))\n parser.add_argument('--region_model_type', type=str,\n help='region model types {} default region_clinical'.format(\n region_model_type_options))\n parser.add_argument('--cnn_layers', type=str,\n help='cnn options {}'.format(cnn_layers_options))\n parser.add_argument('--max_len', type=int, help='max length of sequence')\n parser.add_argument('--use_vsb', type=str, nargs=\"+\",\n help='VSB features only with glance data_type, options: {}'.format(\n use_vsb_options))\n parser.add_argument('--use_img', type=str, nargs=\"+\",\n help='should use image properties, options: {}'.format(use_img_options))\n parser.add_argument('--verbose', dest='verbose', action='store_true')\n parser.add_argument('--print_sub', dest='print_sub', action='store_true')\n parser.add_argument('--plot', dest='plot', action='store_true')\n\n args = parser.parse_args()\n data_type = args.data_type\n states = args.states\n max_len = args.max_len\n use_vsb = args.use_vsb\n use_img = args.use_img\n region_model_type = args.region_model_type\n cnn_layers = args.cnn_layers\n\n multi_instance = args.multi_instance\n verbose = args.verbose\n print_sub = args.print_sub\n plot = args.plot\n\n logging.debug(\"Running %s with states=%s, mi=%s, max_length=%s, use_vsb=%s, use_img=%s\",\n data_type, states, multi_instance, max_len, use_vsb, use_img)\n print(\"Running {} with states={}, mi={}, max_length={}, use_vsb={}, use_img={} region_model={} cnn_layers={}\".format(data_type, states, multi_instance, max_len, use_vsb, use_img,\n region_model_type, cnn_layers))\n\n if data_type not in data_type_options:\n print(\"{} not an available data_type option\".format(data_type))\n return\n if data_type == \"fix\" and use_vsb:\n print(\"VSB parameters are not available when in fixation\")\n return\n if multi_instance not in multi_instance_options:\n print(\"{} not available option for multi_instance\".format(multi_instance))\n return\n if region_model_type != None and region_model_type not in region_model_type_options:\n print(\"{} not available option for region_model_type\".format(region_model_type))\n return\n\n if cnn_layers != None and cnn_layers not in cnn_layers_options:\n print(\"{} not available option for cnn_layers\".format(cnn_layers))\n return \n\n sub_cat, sub_prob = run_vsb_sequence(data_type, states, max_len,\n use_vsb, use_img, region_model_type,\n cnn_layers, multi_instance,\n verbose=verbose, print_sub=print_sub)\n sub_prob = np.array(sub_prob)\n df = pd.DataFrame({\"cat\": sub_cat, \"prob\": sub_prob})\n df.to_csv(\"output/{}-{}-{}-{}.csv\".format(data_type, states, region_model_type, cnn_layers))\n clf = LogisticRegression(class_weight=\"balanced\")\n clf.fit(sub_prob.reshape(-1, 1), sub_cat)\n y_predicted = clf.predict(sub_prob.reshape(-1, 1))\n \n auc_val = roc_auc_score(sub_cat, sub_prob)\n acc_val = accuracy_score(sub_cat, y_predicted)\n b_acc_val = balanced_accuracy_score(sub_cat, y_predicted)\n log_loss_val = log_loss(sub_cat, sub_prob)\n\n print(\"Avg auc={} acc_val={} b_acc_val={} log_loss_val={}\\n\\n\".format(\n auc_val, acc_val, b_acc_val, log_loss_val))\n\n if plot:\n from sklearn.metrics import roc_curve, auc\n plt.clf()\n fpr, tpr, _ = roc_curve(sub_cat, sub_prob, pos_label=1)\n auc_val = auc(fpr, tpr)\n plt.plot(fpr, tpr, color='#FF69B4',\n label='ROC curve (area = {})'.format(round(auc_val, 2)))\n plt.plot([0, 1], [0, 1], color='navy', lw=1, linestyle='--')\n plt.xlabel('False Positive Rate')\n plt.ylabel('True Positive Rate')\n plt.legend(loc=\"lower right\")\n filename = \"img/{} with states={}, mi={}\".format(data_type, states, multi_instance)\n plt.savefig(filename + \".png\")\n pd.DataFrame([sub_cat, sub_prob]).T.to_csv(filename + \".csv\")\n\nif __name__ == \"__main__\":\n main()\n\n\n" }, { "alpha_fraction": 0.5555555820465088, "alphanum_fraction": 0.5579975843429565, "avg_line_length": 36.227272033691406, "blob_id": "f116261adf63a5fcf763522c6e5c28c22559a735", "content_id": "bd9bdb3c053deb1dc7c8fb80a9da7183a9ede820", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3276, "license_type": "permissive", "max_line_length": 95, "num_lines": 88, "path": "/vsbrnn/data/data_creator.py", "repo_name": "jonomon/VSMood", "src_encoding": "UTF-8", "text": "import numpy as np\nfrom vsbrnn.utils import tokenise_cat, get_sub_to_cat_dict\n\nclass DataCreator():\n def __init__(self, di, data_type, model, **kwargs):\n self.data_type = data_type\n self.properties = kwargs\n self.model = model\n if data_type == \"glance\":\n self.df = di.get_vsb_sequence_data(max_len=self.properties[\"max_len\"], model=model)\n elif data_type == \"fix\":\n self.df = di.get_sequence_data(max_len=self.properties[\"max_len\"], model=model)\n elif data_type == \"fix-sequence\":\n df = di.get_fix_sequence_data(max_len=self.properties[\"max_len\"])\n self.df = df\n \n def filter_cats(self, cats):\n self.df = self.df.loc[np.in1d(self.df[\"Cat\"], cats)]\n\n def get_unique_subject_list(self):\n subject_list = np.unique(self.df[\"Subject\"])\n return subject_list\n\n def get_sub(self):\n sub = self.df[\"Subject\"].values\n return sub\n\n def get_cat(self):\n cat = tokenise_cat(self.df[\"Cat\"], one_hot=True)\n return cat\n\n def get_cat_letter(self):\n cat = self.df[\"Cat\"].values\n return cat\n\n def get_seq(self):\n if self.data_type == \"fix-sequence\":\n seq = np.stack(self.df[\"Sequence\"])\n seq = np.expand_dims(seq, axis=4)\n else:\n seq = np.vstack(self.df[\"Sequence\"].values)\n return seq\n\n def get_vsb(self, vsb_prop):\n vsb = self.df[vsb_prop]\n return np.vstack(vsb.values)\n\n def get_img(self, img_prop):\n img = self.df[img_prop]\n return np.vstack(img.values)\n\n def get_cat_of_subjects(self, subject_list):\n sub_to_cat = get_sub_to_cat_dict(self.get_sub(), self.get_cat())\n cat_list = [sub_to_cat[a][1] for a in subject_list]\n return cat_list\n\n def get_cat_letter_of_subject(self, subject_list):\n sub_to_cat = get_sub_to_cat_dict(self.get_sub(), self.get_cat_letter())\n cat_list = [sub_to_cat[a] for a in subject_list]\n return cat_list\n\n def get_X(self, index):\n output = {}\n output[\"seq\"] = self.get_seq()[index]\n if \"use_vsb\" in self.properties and self.properties[\"use_vsb\"]:\n vsb = []\n if \"scan_path\" in self.properties[\"use_vsb\"]:\n vsb.append(self.get_vsb('scan_path')[index])\n if \"glance_dur\" in self.properties[\"use_vsb\"]:\n vsb.append(self.get_vsb('glance_dur')[index])\n if \"no_fix\" in self.properties[\"use_vsb\"]:\n vsb.append(self.get_vsb('no_fix')[index])\n vsb = np.array(vsb).transpose([1, 2, 0])\n output[\"use_vsb\"] = vsb\n if \"use_img\" in self.properties and self.properties[\"use_img\"]:\n if \"img_pos\" in self.properties[\"use_img\"]:\n out = self.get_img('img_pos')[index]\n output[\"use_img_pos\"] = out\n if \"img_type\" in self.properties[\"use_img\"]:\n out = self.get_img('img_type')[index]\n output[\"use_img_type\"] = out\n return output\n\n def get_data_for_subjects(self, subject_list):\n index = np.where(np.in1d(self.get_sub(), subject_list))[0]\n X_list = self.get_X(index)\n y = self.get_cat()[index]\n return X_list, y\n" }, { "alpha_fraction": 0.5656326413154602, "alphanum_fraction": 0.5772244930267334, "avg_line_length": 49.411521911621094, "blob_id": "192262f13eba37aebb1a610235d6dedd0445851a", "content_id": "704d8bad28c8da2a9ddf5bcffdd1b6b7eb882f6c", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 12250, "license_type": "permissive", "max_line_length": 150, "num_lines": 243, "path": "/main_JAD.py", "repo_name": "jonomon/VSMood", "src_encoding": "UTF-8", "text": "import os\nimport numpy as np\nimport pandas as pd\nimport argparse\nimport matplotlib.pyplot as plt\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import roc_auc_score, confusion_matrix, roc_curve, auc\n\nfrom vsbrnn.data.data_creator import DataCreator\nfrom vsbrnn.data.data_importer import DataImporter\nfrom vsbrnn.training import RnnTrain\nfrom vsbrnn.utils import get_log_likelihood\nfrom vsbrnn.data.region_model import FaceRegionModel4\n\nnp.random.seed(616)\nos.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' \n\ndef plotROC(cats, preds, xlabel=None, filename=None):\n fpr, tpr, _ = roc_curve(cats, preds, pos_label=1)\n auc_val = auc(fpr, tpr)\n plt.plot(fpr, tpr, color='#FF69B4', label='ROC curve (area = {})'.format(round(auc_val, 2)))\n plt.plot([0, 1], [0, 1], color='navy', lw=1, linestyle='--')\n if xlabel:\n plt.xlabel('False Positive Rate\\n' + xlabel)\n else:\n plt.xlabel('False Positive Rate')\n \n plt.ylabel('True Positive Rate')\n plt.legend(loc=\"lower right\")\n if filename:\n plt.savefig(\"img/\" + filename + \".png\")\n\nif __name__ == \"__main__\":\n parser = argparse.ArgumentParser(description='Run seq2seq for apathy.')\n parser.add_argument('--states', type=int, default=32, help=\"LSTM states\")\n parser.add_argument('--epochs', type=int, default=13, help=\"iterations\")\n \n args = parser.parse_args()\n states = args.states\n epochs = args.epochs\n\n print(\"Reading, parsing, and processing visual scanning data\")\n # Get data\n di = DataImporter()\n bd_d_dc = DataCreator(di, \"fix\", max_len=None, model=FaceRegionModel4(),\n use_vsb=None, use_img=[\"img_type\"])\n bd_d_dc.filter_cats([\"BD\", \"D\"])\n other_dc = DataCreator(di, \"fix\", max_len=None, model=FaceRegionModel4(),\n use_vsb=None, use_img=[\"img_type\"])\n other_dc.filter_cats([\"BR\", \"R\", \"C\"])\n\n # Hold out data\n subject_list = bd_d_dc.get_unique_subject_list()\n cat_list = bd_d_dc.get_cat_of_subjects(subject_list)\n\n train_subs, hold_out_subs, train_cats, hold_out_cat = train_test_split(\n subject_list, cat_list,\n test_size=0.33, stratify=cat_list, random_state=23422)\n print(\"~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\")\n print(\"1) Training leave one out classification model...\")\n # Results 1) Leave one out classification\n mean_preds = []\n mean_cats = []\n classification = []\n for idx, test_sub in enumerate(train_subs):\n llo_train_subs = np.delete(train_subs, idx)\n X_train, y_train = bd_d_dc.get_data_for_subjects(llo_train_subs)\n X_test, y_test = bd_d_dc.get_data_for_subjects(test_sub)\n trainer = RnnTrain(states=states, verbose=False)\n trainer.do_simple_fix_training(X_train, y_train, epochs=epochs)\n X_predicts = trainer.predict(X_train).reshape(-1, 1)\n n_d, bins_d, _ = plt.hist(\n X_predicts[y_train[:, 1]==1], facecolor='green', alpha=0.5)\n n_bd, bins_bd, _ = plt.hist(\n X_predicts[y_train[:, 1]==0], facecolor='red', alpha=0.5)\n\n preds = trainer.predict(X_test)\n log_like = np.mean([get_log_likelihood(a, n_bd, bins_bd, n_d, bins_d) for a in preds])\n mean_preds.append(log_like)\n mean_cats.append(y_test[0, 1])\n classification.append(np.mean(log_like)>0)\n print(\"Training leave one out classification model complete\")\n llo_auc = roc_auc_score(mean_cats, mean_preds)\n print(\"\\t---------------------------\")\n print(\"\\tResults 1\")\n print(\"\\tAUC score of the leave one out set= {}\".format(llo_auc))\n classification = np.array(classification)\n mean_cats = np.array(mean_cats)\n cm = confusion_matrix(mean_cats, classification)\n print(\"\\tClassification of leave one out set \\n\\ttp={}, fp={}, fn={}, tn={}\".format(\n cm[0, 0], cm[0, 1], cm[1, 0], cm[1, 1]))\n print(\"\\t---------------------------\")\n print(\"~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\\n\\n\")\n\n print(\"~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\")\n print(\"2) Training held out classification model...\")\n X_train, y_train = bd_d_dc.get_data_for_subjects(train_subs)\n trainer2 = RnnTrain(states=states, verbose=False)\n trainer2.do_simple_fix_training(X_train, y_train, epochs=epochs)\n X_predicts = trainer2.predict(X_train).reshape(-1, 1)\n n_d, bins_d, _ = plt.hist(\n X_predicts[y_train[:, 1]==1], facecolor='green', alpha=0.5)\n n_bd, bins_bd, _ = plt.hist(\n X_predicts[y_train[:, 1]==0], facecolor='red', alpha=0.5)\n hold_out_X_train, hold_out_y_train = bd_d_dc.get_data_for_subjects(hold_out_subs)\n held_out_preds = trainer2.predict(hold_out_X_train)\n hold_out_mean_preds = []\n hold_out_classification = []\n hold_out_index = np.where(np.in1d(bd_d_dc.get_sub(), hold_out_subs))[0]\n hold_out_sub = bd_d_dc.get_sub()[hold_out_index]\n for sub_id, cat in zip(hold_out_subs, hold_out_cat):\n index = np.where(np.in1d(hold_out_sub, sub_id))[0]\n log_like = [get_log_likelihood(a, n_bd, bins_bd,\n n_d, bins_d) for a in held_out_preds[index]]\n prob = np.mean(log_like)\n hold_out_mean_preds.append(prob)\n hold_out_classification.append(prob>0)\n hold_out_auc = roc_auc_score(np.array(hold_out_cat), hold_out_mean_preds)\n print(\"Training held out classification model complete\")\n\n print(\"\\t---------------------------\")\n print(\"\\t AUC score of the held out set= {}\".format(hold_out_auc))\n cm = confusion_matrix(hold_out_cat, hold_out_classification)\n print(\"\\tClassification of held out set \\n\\ttp={}, fp={}, fn={}, tn={}\".format(\n cm[0, 0], cm[0, 1], cm[1, 0], cm[1, 1]))\n\n held_lloc_auc = roc_auc_score(hold_out_cat + mean_cats.tolist(),\n hold_out_mean_preds + mean_preds)\n print(\"\\t---------------------------\")\n\n print(\"~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\")\n print(\"Aggregate results\")\n print(\"\\tAUC score of group 1 + 2 = {}\".format(held_lloc_auc))\n others_sub = other_dc.get_unique_subject_list()\n others_cat = other_dc.get_cat_letter_of_subject(others_sub)\n\n others_X_train, others_y_train = other_dc.get_data_for_subjects(others_sub)\n others_preds = trainer2.predict(others_X_train)\n test_cat_list = {}\n for sub_id, cat in zip(others_sub, others_cat):\n index = np.where(np.in1d(other_dc.get_sub(), sub_id))\n log_like = [get_log_likelihood(a, n_bd, bins_bd,\n n_d, bins_d) for a in others_preds[index]]\n prob = np.mean(log_like)\n if cat not in test_cat_list:\n test_cat_list[cat] = []\n test_cat_list[cat].append(prob)\n hold_out_test_cats = np.array(hold_out_cat)\n hold_out_bd_preds = np.array(hold_out_mean_preds)[np.where(hold_out_test_cats==0)[0]]\n hold_out_d_preds = np.array(hold_out_mean_preds)[np.where(hold_out_test_cats==1)[0]]\n\n remitted_auc = roc_auc_score([0]*len(test_cat_list[\"BR\"]) + [1]*len(test_cat_list[\"R\"]),\n test_cat_list[\"BR\"] + test_cat_list[\"R\"])\n print(\"\\t---------------------------\")\n cats = hold_out_test_cats.tolist() + mean_cats.tolist() + [0]*len(test_cat_list[\"BR\"]) + [1]*len(test_cat_list[\"R\"]) + [1]*len(test_cat_list[\"C\"])\n preds = hold_out_mean_preds + mean_preds + test_cat_list[\"BR\"] + test_cat_list[\"R\"] + test_cat_list[\"C\"]\n all_auc = roc_auc_score(cats, preds)\n cm = confusion_matrix(cats, np.array(preds)>0)\n print(\"\\tAUC for Bipolar (depressed + remitted) vs unipolar (depressed + remitted) and controls ={}\".format(all_auc))\n print(\"\\tClassification of Bipolar (depressed + remitted) vs unipolar (depressed + remitted) and controls\\n\\ttp={}, fp={}, fn={}, tn={}\".format(\n cm[0, 0], cm[0, 1], cm[1, 0], cm[1, 1]))\n\n print(\"\\n\\tSimilarity index\")\n print(\"\\t\\tDepressed bipolar disorder {}+{}\".format(np.mean(hold_out_bd_preds),\n np.std(hold_out_bd_preds)))\n print(\"\\t\\tDepressed unipolar disorder {}+{}\".format(np.mean(hold_out_d_preds),\n np.std(hold_out_d_preds)))\n print(\"\\t\\tRemitted bipolar disorder {}+{}\".format(np.mean(test_cat_list[\"BR\"]),\n np.std(test_cat_list[\"BR\"])))\n print(\"\\t\\tRemitted unipolar {}+{}\".format(np.mean(test_cat_list[\"R\"]),\n np.std(test_cat_list[\"R\"])))\n print(\"\\t\\tHealthy control {}+{}\".format(np.mean(test_cat_list[\"C\"]),\n np.std(test_cat_list[\"C\"])))\n print(\"\\tStatistic tests (t-tests)\")\n from scipy.stats import ttest_ind\n t, p = ttest_ind(hold_out_bd_preds, hold_out_d_preds)\n print(\"\\t\\tBipolar depressed vs unipolar depressed t={}, p={}\".format(t, p))\n t, p = ttest_ind(hold_out_d_preds, test_cat_list[\"R\"])\n print(\"\\t\\tUnipolar depressed vs remitted t={}, p={}\".format(t, p))\n t, p = ttest_ind(hold_out_d_preds, test_cat_list[\"C\"])\n print(\"\\t\\tUnipolar depressed vs healthy controls t={}, p={}\".format(t, p))\n t, p = ttest_ind(hold_out_d_preds, test_cat_list[\"BR\"])\n print(\"\\t\\tUnipolar depressed vs Bipolar remitted t={}, p={}\".format(t, p))\n\n t, p = ttest_ind(hold_out_bd_preds, test_cat_list[\"R\"])\n print(\"\\t\\tBipolar depressed vs unipolar remitted t={}, p={}\".format(t, p))\n t, p = ttest_ind(hold_out_bd_preds, test_cat_list[\"C\"])\n print(\"\\t\\tBipolar depressed vs healthy controls t={}, p={}\".format(t, p))\n t, p = ttest_ind(hold_out_bd_preds, test_cat_list[\"BR\"])\n print(\"\\t\\tBipolar depressed vs bipolar remitted t={}, p={}\".format(t, p))\n\n t, p = ttest_ind(test_cat_list[\"C\"], test_cat_list[\"BR\"])\n print(\"\\t\\tHealthy controls vs bipolar remitted t={}, p={}\".format(t, p))\n\n t, p = ttest_ind(test_cat_list[\"C\"], test_cat_list[\"R\"])\n print(\"\\t\\tHealthy controls vs unipolar remitted t={}, p={}\".format(t, p))\n print(\"\\t---------------------------\")\n print(\"~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\\n\\n\")\n\n print(\"~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\")\n print(\"Generating plots\")\n plt.clf()\n cats = hold_out_test_cats.tolist() + mean_cats.tolist()\n preds = hold_out_mean_preds + mean_preds\n plotROC(cats, preds, filename=\"mdd_bd_llo\")\n \n plt.subplot(2, 2, 1)\n cats = hold_out_test_cats.tolist() + mean_cats.tolist() + [0]*len(test_cat_list[\"BR\"]) + [1]*len(test_cat_list[\"R\"])\n preds = hold_out_mean_preds + mean_preds + test_cat_list[\"BR\"] + test_cat_list[\"R\"]\n plotROC(cats, preds, xlabel=\"BD & BD-R vs MDD & MDD-R \")\n\n plt.subplot(2, 2, 2)\n cats = hold_out_test_cats.tolist() + mean_cats.tolist() + [0]*len(test_cat_list[\"BR\"]) + [1]*len(test_cat_list[\"R\"]) + [1]*len(test_cat_list[\"C\"])\n preds = hold_out_mean_preds + mean_preds + test_cat_list[\"BR\"] + test_cat_list[\"R\"] + test_cat_list[\"C\"]\n plotROC(cats, preds, xlabel=\"BD & BD-r vs MDD & MDD-R & C \\n\")\n\n plt.subplot(2, 2, 3)\n bd_hold_out_idx = hold_out_test_cats == 0\n bd_hold_out_cats = hold_out_test_cats[bd_hold_out_idx]\n bd_hold_mean_preds = np.array(hold_out_mean_preds)[bd_hold_out_idx] \n\n bd_mean_cat_idx = mean_cats == 0\n bd_mean_cats = mean_cats[bd_mean_cat_idx]\n bd_mean_preds = np.array(mean_preds)[bd_mean_cat_idx]\n\n cats = bd_hold_out_cats.tolist() + bd_mean_cats.tolist() + [1]*len(test_cat_list[\"R\"]) + [0]*len(test_cat_list[\"C\"])\n preds = bd_hold_mean_preds.tolist() + bd_mean_preds.tolist() + test_cat_list[\"R\"] + test_cat_list[\"C\"]\n plotROC(cats, preds, xlabel=\"BD & BD-r vs C \")\n\n print(\"ROCs saved in img/rocs.png...\")\n plt.savefig(\"img/rocs.png\")\n plt.clf()\n x = [1, 2, 3, 4, 5]\n y = [hold_out_bd_preds, hold_out_d_preds, test_cat_list[\"BR\"], test_cat_list[\"R\"], test_cat_list[\"C\"]]\n plt.boxplot(y)\n plt.xticks([1, 2, 3, 4, 5], (\"BD\", \"MDD\", \"BD-R\", \"MDD-R\", \"Con\"))\n plt.ylabel(\"Similarity index\")\n plt.grid(axis='y', color=\"0.9\", linestyle='-', linewidth=1)\n plt.xlim([0.5, 5.5])\n #plt.ylim([0.4, 1])\n print(\"Similarity index box plots saved in img/mle_bar.png...\")\n plt.savefig(\"img/mle_bar.png\")\n print(\"~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\\n\\n\")\n" }, { "alpha_fraction": 0.5476667881011963, "alphanum_fraction": 0.5593545436859131, "avg_line_length": 42.42803192138672, "blob_id": "5b9d94fd9a4a7c66d1382f8235bc6bc821138a70", "content_id": "63a679648114faa0153eaf3fef05733be5e7f17d", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 11465, "license_type": "permissive", "max_line_length": 93, "num_lines": 264, "path": "/vsbrnn/training.py", "repo_name": "jonomon/VSMood", "src_encoding": "UTF-8", "text": "import numpy as np\nnp.random.seed(616)\n\nfrom keras.models import Sequential\nfrom keras.models import Model\n\nfrom keras.layers.core import Dense, Activation\nfrom keras.layers import LSTM, GRU\nfrom keras.layers import Embedding\nfrom keras.layers import Conv2D, MaxPooling2D, Dropout, Flatten, MaxoutDense\nfrom keras.layers import Input, concatenate, TimeDistributed\nfrom keras.callbacks import EarlyStopping, History, Callback, ModelCheckpoint\nfrom keras.optimizers import Adam\n#from vis.visualization import visualize_activation, visualize_saliency, visualize_cam\n\nfrom scipy.misc import imsave\nfrom sklearn.metrics import roc_auc_score\nimport logging\nimport matplotlib.pyplot as plt\n\nclass Auc_callback(Callback):\n def __init__(self, validation_data=(), interval=10, verbose=False):\n super(Callback, self).__init__()\n self.interval = interval\n self.verbose = verbose\n self.X_val, self.y_val = validation_data\n\n def on_epoch_end(self, epoch, logs={}):\n if epoch % self.interval == 0:\n y_pred = self.model.predict(self.X_val, verbose=0)[:, 1]\n score = roc_auc_score(self.y_val[:, 1], y_pred)\n if self.verbose:\n print(\"AUC - epoch: {:d} - score: {:.6f}\".format(epoch, score))\n \nclass RnnTrain:\n def __init__(self, states, **kwargs):\n self.states = states\n \n self.batch_size = 40\n self.learning_rate = 0.001\n self.metrics = ['accuracy']\n self.properties = kwargs\n self.net = None\n\n def _init_single_modal_net(self, **kwargs):\n sequence_size = kwargs[\"seq\"][\"shape\"]\n max_features = kwargs[\"seq\"][\"max\"]\n sequence_input = Input(shape=sequence_size, name=\"sequence_input\")\n sequence_dense = Embedding(max_features, self.states)(sequence_input)\n encoder = LSTM(self.states, dropout=0.5, recurrent_dropout=0.0)(sequence_dense)\n output = Dense(2, activation=\"softmax\", name=\"classification\")(encoder)\n model = Model(inputs=sequence_input, outputs=output)\n adam = Adam(lr=0.01)\n model.compile(loss='categorical_crossentropy', optimizer=adam,\n metrics=self.metrics)\n return model\n\n def _init_modal_net(self, **kwargs):\n sequence_size = kwargs[\"seq\"][\"shape\"]\n max_features = kwargs[\"seq\"][\"max\"]\n sequence_input = Input(shape=sequence_size, name=\"sequence_input\")\n sequence_dense = Embedding(max_features, self.states)(sequence_input)\n feature_inputs = []\n feature_outputs = []\n if \"use_vsb\" in kwargs:\n shape = kwargs[\"use_vsb\"][\"shape\"]\n feature_input = Input(shape=shape, name=\"use_vsb\")\n feature_dense = Dense(self.states)(feature_input)\n feature_inputs.append(feature_input)\n feature_outputs.append(feature_dense)\n \n if \"use_img_type\" in kwargs:\n shape = kwargs[\"use_img_type\"][\"shape\"]\n max_features = kwargs[\"use_img_type\"][\"max\"]\n feature_input = Input(shape=shape, name=\"use_img_type\")\n feature_dense = Embedding(max_features, self.states)(feature_input)\n feature_inputs.append(feature_input)\n feature_outputs.append(feature_dense)\n \n if \"use_img_pos\" in kwargs:\n shape = kwargs[\"use_img_pos\"][\"shape\"]\n max_features = kwargs[\"use_img_pos\"][\"max\"]\n feature_input = Input(shape=shape, name=\"use_img_pos\")\n feature_dense = Embedding(max_features, self.states)(feature_input)\n feature_inputs.append(feature_input)\n feature_outputs.append(feature_dense)\n\n merge_layer = concatenate([sequence_dense] + feature_outputs)\n encoder = LSTM(self.states + len(feature_outputs) * self.states,\n dropout=0.7, recurrent_dropout=0.7)(merge_layer)\n # recurrent_dropout to d=rd=0.7 for psyc paper, d=0.5 rd=0 for technical\n output = Dense(2, activation=\"softmax\", name=\"classification\")(encoder)\n model = Model(inputs=[sequence_input] + feature_inputs, outputs=[output])\n\n adam = Adam(lr=self.learning_rate)\n\n model.compile(loss='categorical_crossentropy', optimizer=adam,\n metrics=self.metrics)\n return model\n\n def make_net(self, X):\n max_features = np.max(X[\"seq\"]) + 1\n sequence_shape = (X[\"seq\"].shape[1],)\n net_arguments = {}\n net_arguments[\"seq\"] = {\"shape\": sequence_shape, \"max\": max_features}\n if \"use_vsb\" in X:\n vsb_shape = (X[\"use_vsb\"].shape[1], X[\"use_vsb\"].shape[2])\n net_arguments[\"use_vsb\"] = {\"shape\": vsb_shape}\n if \"use_img_type\" in X:\n img_type_shape = (X[\"use_img_type\"].shape[1],)\n max_img_type_features = np.max(X[\"use_img_type\"]) + 1\n net_arguments[\"use_img_type\"] = {\"shape\": img_type_shape,\n \"max\": max_img_type_features}\n if \"use_img_pos\" in X:\n img_pos_shape = (X[\"use_img_pos\"].shape[1],)\n max_img_pos_features = np.max(X[\"use_img_pos\"]) + 1\n net_arguments[\"use_img_pos\"] = {\"shape\": img_pos_shape,\n \"max\": max_img_pos_features}\n if \"use_vsb\" in X or \"use_img_type\" in X or \"use_img_pos\" in X:\n net = self._init_modal_net(**net_arguments)\n else:\n net = self._init_single_modal_net(**net_arguments)\n return net\n\n def make_X_list(self, *args):\n X = args[0] # let X be the first argument,\n # assuming that the shape for the data are the same\n X_base_list = []\n for arg in args:\n if X.keys() == [\"seq\"]:\n X_list = arg[\"seq\"]\n else:\n X_list = [arg[\"seq\"]]\n if \"use_vsb\" in X:\n X_list.append(arg[\"use_vsb\"])\n if \"use_img_type\" in X:\n X_list.append(arg[\"use_img_type\"])\n if \"use_img_pos\" in X:\n X_list.append(arg[\"use_img_pos\"])\n X_base_list.append(X_list)\n if len(X_base_list) == 1:\n return X_base_list[0]\n else:\n return tuple(X_base_list)\n\n def do_simple_fix_training(self, X_train, y_train, epochs=10):\n self.net = self.make_net(X_train)\n X_train_list = self.make_X_list(X_train)\n his = History()\n self.net.fit(X_train_list, y_train, verbose=self.properties['verbose'], shuffle=True,\n batch_size=self.batch_size, epochs=epochs,\n class_weight=\"auto\",\n callbacks=[his])\n\n def do_training(self, X_train, y_train, X_valid, y_valid):\n self.net = self.make_net(X_train)\n X_train_list, X_valid_list = self.make_X_list(X_train, X_valid)\n his = History()\n es = EarlyStopping(patience=30, verbose=False, mode='min')\n mc = ModelCheckpoint(\"ModelCheckpoint/tmp.pkg\",\n save_best_only=True, save_weights_only=True)\n self.net.fit(X_train_list, y_train, verbose=self.properties[\"verbose\"],\n shuffle=True,\n batch_size=self.batch_size, epochs=10000,\n validation_data=(X_valid_list, y_valid),\n class_weight=\"auto\",\n callbacks=[his, es, mc])\n self.net.load_weights(\"ModelCheckpoint/tmp.pkg\")\n # output_string = \"\"\n # for i in his.history.keys():\n # output_string += \"{}={} \".format(i, his.history[i][-1])\n #return net, output_string\n\n def predict(self, X):\n X_list = [X[\"seq\"]]\n if \"use_vsb\" in X:\n X_list.append(X[\"use_vsb\"])\n if \"use_img_type\" in X:\n X_list.append(X[\"use_img_type\"])\n if \"use_img_pos\" in X:\n X_list.append(X[\"use_img_pos\"])\n return self.net.predict(X_list, verbose=0)[:, 1]\n\nclass RNNFeatureTrain:\n def __init__(self, cnn_layer, states, **kwargs):\n self.cnn_layer = cnn_layer\n self.states = states\n \n self.batch_size = 40\n self.learning_rate = 0.001\n self.metrics = ['accuracy']\n self.properties = kwargs\n self.net = None\n\n def make_net(self, X):\n input_size = (None, X[\"seq\"].shape[2], X[\"seq\"].shape[3], X[\"seq\"].shape[4])\n sequence_input = Input(shape=input_size, name=\"sequence_input\")\n\n convs = Sequential()\n if self.cnn_layer in [None, \"1\", \"2\"]:\n convs.add(Conv2D(10, kernel_size=(3, 3), activation=\"relu\",\n input_shape=(\n X[\"seq\"].shape[2], X[\"seq\"].shape[3], X[\"seq\"].shape[4])))\n convs.add(MaxPooling2D((2, 2), strides=(2, 2)))\n\n if self.cnn_layer in [None, \"2\"]:\n convs.add(Conv2D(20, kernel_size=(3, 3), activation=\"relu\"))\n convs.add(MaxPooling2D((2, 2), strides=(2, 2)))\n\n if self.cnn_layer in [None]:\n convs.add(Conv2D(40, kernel_size=(3, 3), activation=\"relu\"))\n convs.add(MaxPooling2D((2, 2), strides=(2, 2)))\n\n if self.cnn_layer == \"none\":\n convs.add(Flatten(input_shape=(\n X[\"seq\"].shape[2], X[\"seq\"].shape[3], X[\"seq\"].shape[4])))\n else:\n convs.add(Dropout(0.5))\n convs.add(Flatten())\n convs.add(MaxoutDense(output_dim=self.states/2,nb_feature=2, input_dim=self.states))\n convs.add(Dropout(0.5))\n convs.add(Dense(self.states/2, activation=\"relu\", name=\"features\"))\n convs.add(Dropout(0.5))\n\n x = TimeDistributed(convs)(sequence_input)\n encoder = LSTM(self.states/2, dropout=0.5, recurrent_dropout=0.0)(x)\n output = Dense(2, activation=\"softmax\", name=\"classification\")(encoder)\n model = Model(inputs=sequence_input, outputs=output)\n adam = Adam(lr=self.learning_rate)\n model.compile(loss='categorical_crossentropy', optimizer=adam,\n metrics=self.metrics)\n return model\n\n def make_X_list(self, *args):\n X_base_list = []\n for arg in args:\n X_base_list.append(arg['seq'])\n if len(X_base_list) == 1:\n return X_base_list[0]\n else:\n return tuple(X_base_list)\n\n def do_training(self, X_train, y_train, X_valid, y_valid):\n self.net = self.make_net(X_train)\n X_train_list, X_valid_list = self.make_X_list(X_train, X_valid)\n his = History()\n es = EarlyStopping(patience=30, verbose=False, mode='min')\n mc = ModelCheckpoint(\"ModelCheckpoint/tmp-feat.pkg\",\n save_best_only=True, save_weights_only=True)\n self.net.fit(X_train_list, y_train, verbose=self.properties[\"verbose\"],\n shuffle=True,\n batch_size=self.batch_size, epochs=10000,\n validation_data=(X_valid_list, y_valid),\n class_weight=\"auto\",\n callbacks=[his, es, mc])\n self.net.load_weights(\"ModelCheckpoint/tmp-feat.pkg\")\n # output_string = \"\"\n # for i in his.history.keys():\n # output_string += \"{}={} \".format(i, his.history[i][-1])\n #return net, output_string\n \n def predict(self, X):\n X_list = [X[\"seq\"]]\n return self.net.predict(X_list, verbose=0)[:, 1]\n" }, { "alpha_fraction": 0.605709433555603, "alphanum_fraction": 0.6133408546447754, "avg_line_length": 44.35897445678711, "blob_id": "066a308bd44045f492c8878821ca606bd698876c", "content_id": "ca690bc7861aaeb09a42e53d9342db508b05f4d3", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3538, "license_type": "permissive", "max_line_length": 91, "num_lines": 78, "path": "/vsbrnn/run_vsb_sequence.py", "repo_name": "jonomon/VSMood", "src_encoding": "UTF-8", "text": "import numpy as np\nimport pandas as pd\n\nfrom vsbrnn.data.data_importer import DataImporter\nfrom vsbrnn.data.data_creator import DataCreator\nfrom vsbrnn.training import RnnTrain, RNNFeatureTrain\nfrom vsbrnn.multi_instance import MultiInstance\n\nfrom sklearn.model_selection import train_test_split, StratifiedKFold\n\nimport matplotlib.pyplot as plt\nfrom vsbrnn.utils import makeGaussian\nfrom data.region_model import RegionModel, FaceRegionModel_grid9, FaceRegionModel_semantic5\nfrom data.region_model import FaceRegionModel_grid16, FaceRegionModel_semantic8\nfrom data.region_model import FaceRegionModel4\n\n## GAUSSIAN SIGMA=6 from 5\n\ndef run_vsb_sequence(data_type, states, max_len, use_vsb,\n use_img, region_model_type, cnn_layer, multi_instance,\n verbose, print_sub): \n di = DataImporter()\n if region_model_type == \"semantic5\":\n region_model = FaceRegionModel_semantic5()\n elif region_model_type == \"grid9\":\n region_model = FaceRegionModel_grid9()\n elif region_model_type == \"semantic8\":\n region_model = FaceRegionModel_semantic8()\n elif region_model_type == \"grid16\":\n region_model = FaceRegionModel_grid16()\n else:\n region_model = FaceRegionModel4()\n dc = DataCreator(di, data_type, max_len=max_len, use_vsb=use_vsb,\n model=region_model,\n use_img=use_img)\n dc.filter_cats([\"BD\", \"D\"])\n subject_list = dc.get_unique_subject_list()[::-1]\n cat_list = dc.get_cat_of_subjects(subject_list)\n sub_cat = []\n sub_prob = []\n for idx, test_sub in enumerate(subject_list):\n non_test_cats = np.delete(cat_list, idx)\n non_test_subs = np.delete(subject_list, idx)\n\n X_test, y_test = dc.get_data_for_subjects(test_sub)\n predicts = []\n skf = StratifiedKFold(n_splits=3)\n for train_index, valid_index in skf.split(non_test_subs, non_test_cats):\n # train_subs, valid_subs, train_cats, valid_cats = train_test_split(\n # non_test_subs, non_test_cats, test_size=0.33,\n # stratify=non_test_cats, random_state=i)\n train_subs = non_test_subs[train_index]\n valid_subs = non_test_subs[valid_index]\n if data_type == \"fix-sequence\":\n X_train, y_train = dc.get_data_for_subjects(train_subs)\n X_valid, y_valid = dc.get_data_for_subjects(valid_subs)\n trainer = RNNFeatureTrain(cnn_layer, states=states, verbose=verbose)\n trainer.do_training(X_train, y_train,\n X_valid, y_valid)\n preds = trainer.predict(X_test) \n else:\n X_train, y_train = dc.get_data_for_subjects(train_subs)\n X_valid, y_valid = dc.get_data_for_subjects(valid_subs)\n trainer = RnnTrain(states=states, verbose=verbose)\n trainer.do_training(X_train, y_train, X_valid, y_valid)\n preds = trainer.predict(X_test)\n\n mi = MultiInstance(multi_instance, X_train, y_train, X_test, trainer)\n mi_preds = mi.get_pred(preds)\n predicts.append(mi_preds)\n mean_test_predict = np.mean(predicts)\n sub_prob.append(mean_test_predict)\n sub_cat.append(y_test[0, 1])\n log = \"Sub = {}, Mean test = {} cat = {}\".format(\n test_sub, mean_test_predict, y_test[0])\n if print_sub or verbose:\n print(log)\n return sub_cat, sub_prob\n" }, { "alpha_fraction": 0.549821138381958, "alphanum_fraction": 0.5611906051635742, "avg_line_length": 40.63829803466797, "blob_id": "5b2cb5b649c621a8e99c6f17d37861b00ded1f74", "content_id": "b5110cb868b904386fe19944d45c942bd5699fff", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7828, "license_type": "permissive", "max_line_length": 97, "num_lines": 188, "path": "/vsbrnn/data/data_importer.py", "repo_name": "jonomon/VSMood", "src_encoding": "UTF-8", "text": "import pandas as pd\nimport numpy as np\nimport csv\nfrom data import FixationsList\nfrom vsbrnn.utils import get_max_sequence_len, tokenise_sequence, tokenise_cat, tokenise_img_type\nfrom keras.preprocessing.sequence import pad_sequences\n\nimid_position_TGH = {1: (144, 41), 2: (834, 41), 3: (144, 583), 4: (834, 583)}\nimid_position_TWH = {1: (460, 80), 2: (1150, 80), 3: (460, 590), 4: (1150, 590)}\nimid_position = {\"ED Week 2_TGH\": imid_position_TGH, \"ED Week 2_TWH\": imid_position_TWH}\nimid_size = {\"ED Week 2_TGH\": (302, 400), \"ED Week 2_TWH\": (310, 410)}\n\nclass DataImporter:\n def __init__(self):\n self.file_data = pd.read_csv(\"vsbrnn/data/vsb_data.csv\",\n delimiter=\"\\t\", quoting=csv.QUOTE_NONE)\n self.vsbs = [\"glance_dur\", \"no_fix\", \"scan_path\"]\n\n def _preprocess_data(self, cat_data, subject_data, sequence_data, img_label_data,\n max_len, model):\n subject_data = np.array(subject_data)\n cat_data = np.array(cat_data)\n img_label_data[\"img_type\"] = tokenise_img_type(img_label_data[\"img_type\"])\n seq = tokenise_sequence(np.array(sequence_data), model)\n max_len = get_max_sequence_len(sequence_data) if max_len == None else max_len\n seq = pad_sequences(seq, maxlen=max_len)\n output = [subject_data, cat_data, seq]\n cols = [\"Subject\", \"Cat\", \"Sequence\"]\n for i in img_label_data:\n img_label = pad_sequences(img_label_data[i], maxlen=max_len)\n output.append(img_label)\n cols.append(i)\n data = pd.DataFrame(output).T\n data.columns = cols\n return data\n\n def get_vsb_sequence_data(self, max_len, model):\n cat_data = []\n sequence_data = []\n img_label_data = {}\n for i in [\"img_type\", \"img_pos\"]:\n img_label_data[i] = []\n vsb_data = {}\n for i in self.vsbs:\n vsb_data[i] = []\n subject_data = []\n for (subject, slide_no, test, cat, slides) in self._iterate_file_data(self.file_data):\n vsbs, sequence, img_labels = self._parse_slide_to_vsb_sequence(test, slides, model)\n for k, v in vsbs.iteritems():\n vsb_data[k].append(v)\n sequence_data.append(sequence)\n cat_data.append(cat)\n subject_data.append(subject)\n for k, v in img_labels.iteritems():\n img_label_data[k].append(v)\n\n vsb_output = []\n vsb_cols = []\n for i in vsb_data:\n vsb_data[i] = pad_sequences(vsb_data[i], maxlen=max_len, dtype=\"float\")\n vsb_output.append(vsb_data[i])\n vsb_cols.append(i)\n vsb_df = pd.DataFrame([np.array(subject_data)] + vsb_output).T\n vsb_df.columns = [\"Subject1\"] + vsb_cols\n output_data = self._preprocess_data(\n cat_data, subject_data, sequence_data, img_label_data, max_len, model)\n data = pd.concat([output_data, vsb_df], axis=1)\n data[\"Subject1\"] = None\n return data\n\n def get_fix_sequence_data(self, max_len):\n cat_data = []\n sequence_data = []\n subject_data = []\n img_data = []\n for (subject, slide_no, test, cat, slides) in self._iterate_file_data(self.file_data):\n sequence = self._parse_slide_to_fix_sequence(slides)\n saliency_image = self._parse_slide_to_saliency_img(slides)\n sequence_data.append(np.stack(sequence))\n img_data.append(saliency_image)\n cat_data.append(cat)\n subject_data.append(subject)\n\n subject_data = np.array(subject_data)\n cat_data = np.array(cat_data)\n padded_sequence = pad_sequences(sequence_data, maxlen=max_len, dtype=\"float32\")\n output = [subject_data, cat_data, padded_sequence, img_data]\n\n data = pd.DataFrame(output).T\n data.columns = [\"Subject\", \"Cat\", \"Sequence\", \"Saliency\"]\n return data\n\n def get_sequence_data(self, max_len, model):\n cat_data = []\n sequence_data = []\n subject_data = []\n img_label_data = {}\n for i in [\"img_type\", \"img_pos\"]:\n img_label_data[i] = []\n for (subject, slide_no, test, cat, slides) in self._iterate_file_data(self.file_data):\n sequence, img_labels = self._parse_slide_to_sequence(test, slides, model)\n sequence_data.append(sequence)\n cat_data.append(cat)\n subject_data.append(subject)\n for k, v in img_labels.iteritems():\n img_label_data[k].append(v)\n\n output_data = self._preprocess_data(\n cat_data, subject_data, sequence_data, img_label_data, max_len, model)\n\n return output_data\n\n def _parse_slide_to_fix_sequence(self, slides):\n slides.sort()\n sequence = slides.convert_fixations_to_fix_sequence()\n return sequence\n\n def _parse_slide_to_saliency_img(self, slides):\n saliency_map = slides.convert_fixations_to_saliency_map()\n return saliency_map\n\n def _parse_slide_to_sequence(self, test, slides, model):\n slides.sort()\n sequence, img_labels = slides.convert_fixations_to_sequence(test, model)\n return sequence, img_labels\n\n def _parse_slide_to_vsb_sequence(self, test, slides, model):\n slides.sort()\n vsbs, glance_label, img_labels = slides.convert_fixations_to_sequence_with_vsbs(\n test, model, self.vsbs)\n return vsbs, glance_label, img_labels\n \n def _iterate_file_data(self, file_data):\n subject_data = {}\n subject_to_cat = {}\n subject_to_test = {}\n for row in file_data.iterrows():\n abs_fix_x_pos = self._split_by_comma(row[1][\"VASTNormalisedFixationX\"])\n abs_fix_y_pos = self._split_by_comma(row[1][\"VASTNormalisedFixationY\"])\n fix_dur = self._split_by_comma(row[1][\"FixationDurations_ms\"])\n fix_start = self._split_by_comma(row[1][\"FixationStart\"])\n img_type = row[1][\"imgType(s)\"]\n img_pos = row[1][\"ImId\"]\n cat = row[1][\"cat\"]\n subject = row[1][\"Subject\"]\n slide_num = row[1][\"SlideNumCalculator\"]\n test = row[1][\"Test\"]\n\n i_size = imid_size[test]\n i_pos = imid_position[test][img_pos]\n \n fix_x_pos = [(a - i_pos[0]) / i_size[0] for a in abs_fix_x_pos]\n fix_y_pos = [(a - i_pos[1]) / i_size[1] for a in abs_fix_y_pos]\n fix_list = FixationsList.from_pos(\n fix_x_pos, fix_y_pos, fix_start, fix_dur, img_type, img_pos)\n if subject not in subject_data:\n subject_data[subject] = {}\n if subject not in subject_to_cat:\n subject_to_cat[subject] = cat\n if subject not in subject_to_test:\n subject_to_test[subject] = test\n \n if slide_num not in subject_data[subject]:\n subject_data[subject][slide_num] = fix_list\n else:\n subject_data[subject][slide_num] = subject_data[subject][slide_num] + fix_list\n \n for subject_i in subject_data:\n for slide in subject_data[subject_i]:\n cat = subject_to_cat[subject_i]\n test = subject_to_test[subject_i]\n yield subject_i, slide, test, cat, subject_data[subject_i][slide]\n \n def _split_by_comma(self, comma_string):\n output = []\n array = comma_string.split(\",\")\n for i in array:\n i_o = i.replace(\"\\\"\", \"\")\n if self.is_float(i_o):\n output.append(float(i_o))\n return output\n \n def is_float(self, s):\n try: \n float(s)\n return True\n except ValueError:\n return False\n" }, { "alpha_fraction": 0.44290950894355774, "alphanum_fraction": 0.4818156063556671, "avg_line_length": 29.577587127685547, "blob_id": "3b949e73e23062aff733326a24c0f06665def9c1", "content_id": "1fbd44d9ea1c1c1a1c7920bd0be8454245a0aa75", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3547, "license_type": "permissive", "max_line_length": 93, "num_lines": 116, "path": "/vsbrnn/utils.py", "repo_name": "jonomon/VSMood", "src_encoding": "UTF-8", "text": "import numpy as np\n\ndef makeGaussian(size, centre, fwhm=1):\n x = np.arange(0, size[1], 1, float)\n y = np.arange(0, size[0], 1, float)[:,np.newaxis]\n x0 = centre[0]\n y0 = centre[1]\n return np.exp(-4*np.log(2) * ((x-x0)**2 + (y-y0)**2) / fwhm**2)\n\nclass Rect:\n def __init__(self, x, y, w, h):\n self.x = x\n self.y = y\n self.w = w\n self.h = h\n\n def isPointInRect(self, px, py):\n if px > self.x and px < (self.x + self.w):\n within_x = True\n else:\n within_x = False\n if py > self.y and py < (self.y + self.h):\n within_y = True\n else:\n within_y = False\n return within_x and within_y\n\ndef get_max_sequence_len(sequence):\n max_len = 0\n for i in sequence:\n if len(i) > max_len:\n max_len = len(i)\n return max_len\n\ndef tokenise_sequence(sequence, model):\n token_4 = {\"LE\": 1, \"RE\": 2, \"NO\": 3, \"M\": 4, \"NT\": 5, \"LC\": 6, \"RC\": 7, \"FH1\": 8,\n \"FH2\": 9, \"FH3\": 10, \"LM\": 11, \"RM\": 12}\n token_grid9 = {\"FH1\": 1, \"FH2\": 2, \"FH3\": 3, \"LE\": 4, \"NT\": 5, \"RE\": 6, \"LC\": 7, \"NO\": 8,\n \"RC\": 9}\n token_grid16 = {\"FH1\": 1, \"FH2\": 2, \"FH3\": 3, \"FH4\": 4, \"LE1\": 5, \"LE2\": 6, \"RE1\": 7,\n \"RE2\": 8, \"LC\": 9, \"NO1\": 10, \"NO2\": 11, \"RC\": 12, \"M1\": 13, \"M2\": 14,\n \"M3\": 15, \"M4\": 16}\n\n token_semantic5 = {\"LE\": 1, \"RE\": 2, \"NO\": 3, \"M\": 4}\n token_semantic8 = {\"FH\": 1, \"LE\": 2, \"RE\": 3, \"NO\": 4, \"LC\": 5, \"RC\": 6, \"M\": 7}\n\n if sorted(token_4.keys()) == sorted(model.model_TGH.keys()):\n token = token_4\n if sorted(token_grid9.keys()) == sorted(model.model_TGH.keys()):\n token = token_grid9\n if sorted(token_semantic5.keys()) == sorted(model.model_TGH.keys()):\n token = token_semantic5\n if sorted(token_grid16.keys()) == sorted(model.model_TGH.keys()):\n token = token_grid16\n if sorted(token_semantic8.keys()) == sorted(model.model_TGH.keys()):\n token = token_semantic8\n\n assert token is not None, \"Token incorrect\"\n token[\"N\"] = len(token) + 1\n out = []\n for i in sequence:\n seq = []\n for v in i:\n if isinstance(v, int):\n seq.append(v)\n else:\n seq.append(token[v])\n out.append(seq)\n return out\n\ndef tokenise_cat(cat, one_hot=False):\n token = {\"BD\": 0, \"BR\": 0, \"C\": 1, \"D\": 1, \"R\": 1}\n out = []\n for i in cat:\n if one_hot:\n if token[i] == 1:\n out_i = [0, 1]\n else:\n out_i = [1, 0]\n out.append(out_i)\n else:\n out.append(token[i])\n return np.array(out)\n\n\ndef tokenise_img_type(img_types):\n token = {\"Happy\": 2, \"Sad\": 1}\n out = []\n for img_label in img_types:\n out.append([token[a] for a in img_label])\n return out\n\ndef get_sub_to_cat_dict(sub, cat):\n sub_to_cat = {}\n for s, c in zip(sub, cat):\n if s not in sub_to_cat:\n sub_to_cat[s] = c\n return sub_to_cat\n\ndef _getProb(i, n_, bins):\n n_ = n_ / np.sum(n_)\n cum = filter(lambda a: i >= a[1], zip(n_, bins))\n if len(cum) == 0:\n n_curr = n_[0]\n else:\n n_curr = cum[-1][0]\n n_curr = np.clip(n_curr, 0.001, 1)\n return n_curr\n \ndef get_log_likelihood(i, n_bd, bins_bd, n_d, bins_d):\n p_bd = _getProb(i, n_bd, bins_bd)\n p_d = _getProb(i, n_d, bins_d)\n log_p_d = np.log(p_d)\n log_p_bd = np.log(p_bd)\n log_like_bd_d = log_p_d - log_p_bd\n return log_like_bd_d\n" }, { "alpha_fraction": 0.3990955352783203, "alphanum_fraction": 0.5273035764694214, "avg_line_length": 44.82901382446289, "blob_id": "04a47403b4e0724a9be59e2daab48c7d1027101f", "content_id": "eda15f56c1fa924a07a20fb1cb36f990826dc5dd", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 8845, "license_type": "permissive", "max_line_length": 96, "num_lines": 193, "path": "/vsbrnn/data/region_model.py", "repo_name": "jonomon/VSMood", "src_encoding": "UTF-8", "text": "from vsbrnn.utils import Rect\nimport numpy as np\n\nclass RegionModel:\n def __init__(self):\n self.model_TGH = {}\n self.model_TWH = {}\n self.ignore_fixations_outside = False\n self.segmentation = None\n self.region_type = None\n\n @classmethod\n def from_segmentation(cls, segmentation):\n cls = RegionModel()\n cls.region_type = \"segmentation\"\n cls.segmentation = segmentation\n return cls\n\n def add_region_TGH(self, name, x, y, w, h):\n self.model_TGH[name] = Rect(x, y, w, h)\n\n def add_region_TWH(self, name, x, y, w, h):\n self.model_TWH[name] = Rect(x, y, w, h)\n\n def fix_in_segmentation(self, fix):\n x = np.floor(fix.x * self.segmentation.shape[0])\n y = np.floor(fix.y * self.segmentation.shape[1])\n if x < 0 or x >= self.segmentation.shape[0] or y < 0 or y >= self.segmentation.shape[1]:\n return np.max(self.segmentation) + 2\n else:\n return self.segmentation[int(x), int(y)] + 1\n\n def fix_in_bounding_box(self, test, fix):\n if \"TWH\" in test:\n models = self.model_TWH\n else:\n models = self.model_TGH\n for key in models:\n model = models[key]\n if model.isPointInRect(fix.x, fix.y):\n return key\n return \"N\"\n\n def fix_in_region(self, test, fix):\n if self.region_type == \"segmentation\":\n return self.fix_in_segmentation(fix)\n elif self.region_type == \"bounding_box\":\n return self.fix_in_bounding_box(test, fix)\n\nclass FaceRegionModel_semantic5(RegionModel):\n def __init__(self):\n RegionModel.__init__(self)\n self.region_type = \"bounding_box\"\n self.add_region_TGH(\"LE\", x=0.0, y=0.25, w=0.45, h=0.2)\n self.add_region_TGH(\"RE\", x=0.55, y=0.25, w=0.45, h=0.2)\n self.add_region_TGH(\"NO\", x=0.275, y=0.45, w=0.45, h=0.2)\n self.add_region_TGH(\"M\", x=0.15, y=0.65, w=0.7, h=0.2)\n\n self.add_region_TWH(\"LE\", x=0.0, y=0.25, w=0.45, h=0.20)\n self.add_region_TWH(\"RE\", x=0.55, y=0.25, w=0.45, h=0.20)\n self.add_region_TWH(\"NO\", x=0.275, y=0.45, w=0.45, h=0.20)\n self.add_region_TWH(\"M\", x=0.15, y=0.65, w=0.7, h=0.2)\n\nclass FaceRegionModel_semantic8(RegionModel):\n def __init__(self):\n RegionModel.__init__(self)\n self.region_type = \"bounding_box\"\n self.add_region_TGH(\"FH\", x=0.0, y=0.0, w=1, h=0.2)\n self.add_region_TGH(\"LE\", x=0.0, y=0.25, w=0.45, h=0.2)\n self.add_region_TGH(\"RE\", x=0.55, y=0.25, w=0.45, h=0.2)\n self.add_region_TGH(\"NO\", x=0.275, y=0.45, w=0.45, h=0.2)\n self.add_region_TGH(\"LC\", x=0.0, y=0.45, w=0.25, h=0.2)\n self.add_region_TGH(\"RC\", x=0.75, y=0.45, w=0.25, h=0.2)\n self.add_region_TGH(\"M\", x=0.15, y=0.65, w=0.7, h=0.2)\n\n self.add_region_TWH(\"FH\", x=0.0, y=0.0, w=1, h=0.2)\n self.add_region_TWH(\"LE\", x=0.0, y=0.25, w=0.45, h=0.20)\n self.add_region_TWH(\"RE\", x=0.55, y=0.25, w=0.45, h=0.20)\n self.add_region_TWH(\"NO\", x=0.275, y=0.45, w=0.45, h=0.20)\n self.add_region_TWH(\"LC\", x=0.0, y=0.45, w=0.25, h=0.2)\n self.add_region_TWH(\"RC\", x=0.75, y=0.45, w=0.25, h=0.2)\n self.add_region_TWH(\"M\", x=0.15, y=0.65, w=0.7, h=0.2)\n\nclass FaceRegionModel4(RegionModel):\n def __init__(self):\n RegionModel.__init__(self)\n self.region_type = \"bounding_box\"\n self.ignore_fixations_outside = True\n self.add_region_TGH(\"FH1\", x=0.0, y=0.0, w=0.38, h=0.25)\n self.add_region_TGH(\"FH2\", x=0.38, y=0.0, w=0.24, h=0.25)\n self.add_region_TGH(\"FH3\", x=0.62, y=0.0, w=0.38, h=0.25)\n \n self.add_region_TGH(\"LE\", x=0.0, y=0.25, w=0.38, h=0.21)\n self.add_region_TGH(\"NT\", x=0.38, y=0.25, w=0.24, h=0.21)\n self.add_region_TGH(\"RE\", x=0.62, y=0.25, w=0.38, h=0.21)\n \n self.add_region_TGH(\"LC\", x=0.0, y=0.46, w=0.38, h=0.21)\n self.add_region_TGH(\"NO\", x=0.38, y=0.46, w=0.24, h=0.21)\n self.add_region_TGH(\"RC\", x=0.62, y=0.46, w=0.38, h=0.21)\n \n self.add_region_TGH(\"LM\", x=0.0, y=0.67, w=0.38, h=0.33)\n self.add_region_TGH(\"M\", x=0.38, y=0.67, w=0.24, h=0.33)\n self.add_region_TGH(\"RM\", x=0.62, y=0.67, w=0.38, h=0.33)\n\n self.add_region_TWH(\"FH1\", x=0.0, y=0.0, w=0.38, h=0.25)\n self.add_region_TWH(\"FH2\", x=0.38, y=0.0, w=0.24, h=0.25)\n self.add_region_TWH(\"FH3\", x=0.62, y=0.0, w=0.38, h=0.25)\n \n self.add_region_TWH(\"LE\", x=0.0, y=0.25, w=0.38, h=0.21)\n self.add_region_TWH(\"NT\", x=0.38, y=0.25, w=0.24, h=0.21)\n self.add_region_TWH(\"RE\", x=0.62, y=0.25, w=0.38, h=0.21)\n \n self.add_region_TWH(\"LC\", x=0.0, y=0.46, w=0.38, h=0.21)\n self.add_region_TWH(\"NO\", x=0.38, y=0.46, w=0.24, h=0.21)\n self.add_region_TWH(\"RC\", x=0.62, y=0.46, w=0.38, h=0.21)\n \n self.add_region_TWH(\"LM\", x=0.0, y=0.67, w=0.38, h=0.33)\n self.add_region_TWH(\"M\", x=0.38, y=0.67, w=0.24, h=0.33)\n self.add_region_TWH(\"RM\", x=0.62, y=0.67, w=0.38, h=0.33)\n\nclass FaceRegionModel_grid9(RegionModel):\n def __init__(self):\n RegionModel.__init__(self)\n self.region_type = \"bounding_box\"\n self.ignore_fixations_outside = True\n self.add_region_TGH(\"FH1\", x=0.0, y=0.0, w=0.33, h=0.33)\n self.add_region_TGH(\"FH2\", x=0.33, y=0.0, w=0.33, h=0.33)\n self.add_region_TGH(\"FH3\", x=0.66, y=0.0, w=0.33, h=0.33)\n \n self.add_region_TGH(\"LE\", x=0.0, y=0.33, w=0.33, h=0.33)\n self.add_region_TGH(\"NT\", x=0.33, y=0.33, w=0.33, h=0.33)\n self.add_region_TGH(\"RE\", x=0.66, y=0.33, w=0.33, h=0.33)\n \n self.add_region_TGH(\"LC\", x=0.0, y=0.66, w=0.33, h=0.33)\n self.add_region_TGH(\"NO\", x=0.33, y=0.66, w=0.33, h=0.33)\n self.add_region_TGH(\"RC\", x=0.66, y=0.66, w=0.33, h=0.33)\n \n self.add_region_TWH(\"FH1\", x=0.0, y=0.0, w=0.33, h=0.33)\n self.add_region_TWH(\"FH2\", x=0.33, y=0.0, w=0.33, h=0.33)\n self.add_region_TWH(\"FH3\", x=0.66, y=0.0, w=0.33, h=0.33)\n \n self.add_region_TWH(\"LE\", x=0.0, y=0.33, w=0.33, h=0.33)\n self.add_region_TWH(\"NT\", x=0.33, y=0.33, w=0.33, h=0.33)\n self.add_region_TWH(\"RE\", x=0.66, y=0.33, w=0.33, h=0.33)\n \n self.add_region_TWH(\"LC\", x=0.0, y=0.66, w=0.33, h=0.33)\n self.add_region_TWH(\"NO\", x=0.33, y=0.66, w=0.33, h=0.33)\n self.add_region_TWH(\"RC\", x=0.66, y=0.66, w=0.33, h=0.33)\n\nclass FaceRegionModel_grid16(RegionModel):\n def __init__(self):\n RegionModel.__init__(self)\n self.region_type = \"bounding_box\"\n self.ignore_fixations_outside = True\n self.add_region_TGH(\"FH1\", x=0.0, y=0.0, w=0.25, h=0.25)\n self.add_region_TGH(\"FH2\", x=0.25, y=0.0, w=0.25, h=0.25)\n self.add_region_TGH(\"FH3\", x=0.50, y=0.0, w=0.25, h=0.25)\n self.add_region_TGH(\"FH4\", x=0.75, y=0.0, w=0.25, h=0.25)\n\n self.add_region_TGH(\"LE1\", x=0.0, y=0.25, w=0.25, h=0.25)\n self.add_region_TGH(\"LE2\", x=0.25, y=0.25, w=0.25, h=0.25)\n self.add_region_TGH(\"RE1\", x=0.50, y=0.25, w=0.25, h=0.25)\n self.add_region_TGH(\"RE2\", x=0.75, y=0.25, w=0.25, h=0.25)\n \n self.add_region_TGH(\"LC\", x=0.0, y=0.50, w=0.25, h=0.25)\n self.add_region_TGH(\"NO1\", x=0.25, y=0.50, w=0.25, h=0.25)\n self.add_region_TGH(\"NO2\", x=0.50, y=0.50, w=0.25, h=0.25)\n self.add_region_TGH(\"RC\", x=0.75, y=0.50, w=0.25, h=0.25)\n\n self.add_region_TGH(\"M1\", x=0.0, y=0.75, w=0.25, h=0.25)\n self.add_region_TGH(\"M2\", x=0.25, y=0.75, w=0.25, h=0.25)\n self.add_region_TGH(\"M3\", x=0.50, y=0.75, w=0.25, h=0.25)\n self.add_region_TGH(\"M4\", x=0.75, y=0.75, w=0.25, h=0.25)\n\n self.add_region_TWH(\"FH1\", x=0.0, y=0.0, w=0.25, h=0.25)\n self.add_region_TWH(\"FH2\", x=0.25, y=0.0, w=0.25, h=0.25)\n self.add_region_TWH(\"FH3\", x=0.50, y=0.0, w=0.25, h=0.25)\n self.add_region_TWH(\"FH4\", x=0.75, y=0.0, w=0.25, h=0.25)\n\n self.add_region_TWH(\"LE1\", x=0.0, y=0.25, w=0.25, h=0.25)\n self.add_region_TWH(\"LE2\", x=0.25, y=0.25, w=0.25, h=0.25)\n self.add_region_TWH(\"RE1\", x=0.50, y=0.25, w=0.25, h=0.25)\n self.add_region_TWH(\"RE2\", x=0.75, y=0.25, w=0.25, h=0.25)\n \n self.add_region_TWH(\"LC\", x=0.0, y=0.50, w=0.25, h=0.25)\n self.add_region_TWH(\"NO1\", x=0.25, y=0.50, w=0.25, h=0.25)\n self.add_region_TWH(\"NO2\", x=0.50, y=0.50, w=0.25, h=0.25)\n self.add_region_TWH(\"RC\", x=0.75, y=0.50, w=0.25, h=0.25)\n\n self.add_region_TWH(\"M1\", x=0.0, y=0.75, w=0.25, h=0.25)\n self.add_region_TWH(\"M2\", x=0.25, y=0.75, w=0.25, h=0.25)\n self.add_region_TWH(\"M3\", x=0.50, y=0.75, w=0.25, h=0.25)\n self.add_region_TWH(\"M4\", x=0.75, y=0.75, w=0.25, h=0.25)\n" }, { "alpha_fraction": 0.652793824672699, "alphanum_fraction": 0.7431599497795105, "avg_line_length": 53.6315803527832, "blob_id": "53141db0ede472ab9e0d263f939e309309850037", "content_id": "216a0e8696393d66e238c811c396a9e21964ab46", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 5190, "license_type": "permissive", "max_line_length": 187, "num_lines": 95, "path": "/README.md", "repo_name": "jonomon/VSMood", "src_encoding": "UTF-8", "text": "# VSmood\nVisual scanning data and analysis code for patients with bipolar and unipolar study.\n\nThe technical description of the algorithm was presented in the paper \"Learning Differences between Visual Scanning Patterns can Disambiguate Bipolar and Unipolar Patients\", AAAI 2018.\n\n## Getting started\nThe analysis code requires the following dependencies (the installation instructions are linked below).\n- [python2.7](https://www.python.org/downloads/)\n- [Tensorflow](https://www.tensorflow.org/install/) \n- [NumPy](https://docs.scipy.org/doc/numpy-1.10.1/user/install.html)\n- [Pandas](https://pandas.pydata.org/getpandas.html)\n- [scikit-learn](http://scikit-learn.org/stable/install.html)\n- [Keras](https://keras.io/#installation)\n- [Matplotlib](https://matplotlib.org/users/installing.html/)\n\nNote: using python from [Anaconda](https://anaconda.org/anaconda) can obtain many of the above dependencies.\n\n## Usage\nRun to following code to obtain the analysis results.\n```python\npython main_JAD.py\n```\nThe proceduces are as follows:\n1) Reading, parsing, and processing the data. The following line will be printed on the screen\n ```\n Reading, parsing, and processing visual scanning data\n ```\n2) Training the neural network for the leave one out set of subjects (note that this takes about 30 minutes on a laptop computer). Training is complete when the second message is printed.\n ```\n 1) Training leave one out classification model...\n Training leave one out classification model complete\n ```\n3) The AUC and classification of the leave one out set are then provided and the results should be (tp= true positive, fp=false positive, fn=false negative, tp=true negative):\n ```\n Results 1\n AUC score of the leave one out set=0.874762808349\n Classification of leave one out set\n tp=15, fp=2, fn=7, tn=24\n ```\n4) This is followed by training and evaluting the held-out set. The messages are similar to steps 2 and 3. (Note that training for the held-out set should take a couple of minutes).\n5) The results of both the leave one out and held out sets, remitted bipolar, remitted unipolar and healthy controls are provided.\n\n 5.1) The AUC of classifying bipolar and unipolar (both in a depressed state) from the both the leave one out and held out set are provided as follows:\n ```\n AUC score of group 1 + 2 = 0.867430441899\n ```\n 5.2) The AUC of classifying bipolar (depressed + remitted) vs unipolar (depressed + remitted) and controls from the held out set are provided as follows:\n ```\n AUC for Bipolar (depressed + remitted) vs unipolar (depressed + remitted) and controls = 0.839037927845\n Classification of Bipolar (depressed + remitted) vs unipolar (depressed + remitted) and controls\n tp=33, fp=13, fn=14, tn=80\n ```\n 5.3) The similarity index (values in Figure 2) and the corresponding statistic tests are then provided:\n ```\n Similarity index\n Depressed bipolar disorder -0.468464264873+1.27849608688\n Depressed unipolar disorder 1.04657521002+0.881033207938\n Remitted bipolar disorder -0.119614326249+1.14093650413\n Remitted unipolar 1.34760658937+0.899898773382\n Healthy control 1.16913592799+1.07028219018\n Statistic tests (t-tests)\n\t\tBipolar depressed vs unipolar depressed t=-3.34788360318, p=0.00278888654443\n\t\tUnipolar depressed vs remitted t=-0.989352985765, p=0.329281182329\n\t\tUnipolar depressed vs healthy controls t=-0.375520481766, p=0.709257514171\n\t\tUnipolar depressed vs Bipolar remitted t=3.26934124438, p=0.0024714469487\n\t\tBipolar depressed vs unipolar remitted t=-4.28287147359, p=0.000195991579003\n\t\tBipolar depressed vs healthy controls t=-3.64659619235, p=0.00090619356333\n\t\tBipolar depressed vs bipolar remitted t=-0.70748451032, p=0.485327890579\n\t\tHealthy controls vs bipolar remitted t=3.84708163655, p=0.000382196980871\n\t\tHealthy controls vs unipolar remitted t=-0.596550638954, p=0.553796871336\n ```\n 5.4) Finally the plots are generated (please view the img folder for the desired image):\n ```\n ROCs saved in img/rocs.png..\n Similarity index box plots saved in img/mle_bar.png...\n ```\n ![mle_bar.png](https://github.com/jonomon/VSMood/blob/master/img/mle_bar.png)\n### Note:\n- In keras.json, the \"image_data_format\" should be set to \"channels_last\" and \"backend\" should be set to \"tensorflow\".\n- For the technical description use _main_AAAI.py_. This implementation provides an exploratory interface to test multiple parameters:\n\t- Data type: RNN: \"fix\", \"glance\", LRCN: \"fix-sequence\"\n\t- Multiple instance: how to solve the multiple instance problem options: mean, 2d-mean, max-likelihood, similar, log-prob\n\t- Model investigations:\n\t\t- Number of CNN layers\n\t\t- Region models (semantic5, grid9, semantic8, grid16)\n\t- Additional features:\n\t\t- scan_path, glance duration (for glance the data type)\n\t\t- image type and image position\n\t\t\n\tTo run the 3 conditions presented in the AAAI paper:\t\n\t```python\n \tpython main_AAAI.py fix 128 mean --region_model_type semantic8 (or semantic5)\n \tpython main_AAAI.py fix 128 mean --region_model_type grid16 (or grid9)\n \tpython main_AAAI.py fix-sequence 256 mean --print_sub\n\t```\n" }, { "alpha_fraction": 0.5150827169418335, "alphanum_fraction": 0.5309762954711914, "avg_line_length": 34.848838806152344, "blob_id": "c7f7b430a340ef357175a22495b7fa855e4afad2", "content_id": "27387e11c982b51cab5123e357a896043728edb2", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3083, "license_type": "permissive", "max_line_length": 84, "num_lines": 86, "path": "/vsbrnn/multi_instance.py", "repo_name": "jonomon/VSMood", "src_encoding": "UTF-8", "text": "import matplotlib.pyplot as plt\nimport numpy as np\n\nfrom vsbrnn.utils import get_log_likelihood\n\nclass MultiInstance():\n def __init__(self, method, X_train, y_train, x_test, trainer):\n self.method = method\n self.X_train = X_train\n self.y_train = y_train\n self.x_test = x_test\n self.trainer = trainer\n\n def get_pred(self, preds):\n if self.method == \"mean\":\n return self.get_mean_pred(preds)\n elif self.method == \"1std-mean\":\n return self.get_n_std_mean_pred(1, preds)\n elif self.method == \"max-likelihood\":\n return self.get_max_likelihood(preds)\n elif self.method == \"similar\":\n return self.get_similar(preds)\n elif self.method == \"log-prob\":\n return self.get_log_prob(preds)\n else:\n return None\n\n def get_mean_pred(self, preds):\n return np.mean(preds)\n\n def get_n_std_mean_pred(self, n, preds):\n std = np.std(preds)\n mean = np.mean(preds)\n max_value = mean + n * std\n min_value = mean - n * std\n mean_preds = preds[np.logical_and(preds > min_value, preds < max_value)]\n return np.mean(mean_preds)\n\n def get_max_likelihood(self, preds):\n X_predicts = self.trainer.predict(self.X_train)\n n_d, bins_d, _ = plt.hist(\n X_predicts[self.y_train[:, 1]==1], facecolor='green', alpha=0.5)\n n_bd, bins_bd, _ = plt.hist(\n X_predicts[self.y_train[:, 1]==0], facecolor='red', alpha=0.5)\n\n log_like = [get_log_likelihood(a, n_bd, bins_bd,\n n_d, bins_d) for a in preds]\n return np.mean(log_like)\n\n def get_similar(self, preds):\n sequences = self.x_test[\"seq\"]\n n = sequences.shape[0]\n distances = np.zeros(shape=(n, n))\n for i in range(n):\n for j in range(n):\n if i != j:\n sequence1 = sequences[i, :]\n sequence2 = sequences[j, :]\n leven_dist = self.levenshteinDistance(sequence1, sequence2)\n distances[i, j] = leven_dist\n \n mean_distances = np.mean(distances, axis=1)\n max_distance_index = np.argmax(mean_distances)\n preds_max_removed = np.delete(preds, max_distance_index)\n return np.mean(preds_max_removed)\n \n def levenshteinDistance(self, s1, s2):\n if len(s1) > len(s2):\n s1, s2 = s2, s1\n\n distances = range(len(s1) + 1)\n for i2, c2 in enumerate(s2):\n distances_ = [i2+1]\n for i1, c1 in enumerate(s1):\n if c1 == c2:\n distances_.append(distances[i1])\n else:\n distances_.append(\n 1 + min((distances[i1], distances[i1 + 1], distances_[-1])))\n distances = distances_\n return distances[-1]\n\n def get_log_prob(self, preds):\n log_preds = np.log(preds)\n log_preds = np.clip(log_preds, -1e15, 1e15)\n return np.mean(log_preds)\n" } ]
11
Qiu-peng/workspaceK
https://github.com/Qiu-peng/workspaceK
53ba0f46267d4bf96533e6106875b552f7deebe5
3ebc57f7245391d6e876584bce34537070bc5a69
8c9fe0984c95fb29e1893ff18edbc5f05595300a
refs/heads/master
2021-05-14T03:47:02.531680
2018-01-08T06:52:15
2018-01-08T06:52:15
116,626,628
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.4351464509963989, "alphanum_fraction": 0.4351464509963989, "avg_line_length": 12.333333015441895, "blob_id": "a55c5e215976d0eb68aec28e19f51a72799baf09", "content_id": "b39ac012cee7fd67d0a45a49ef11d36e2b698c8a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 239, "license_type": "no_license", "max_line_length": 33, "num_lines": 18, "path": "/zzz/cs.py", "repo_name": "Qiu-peng/workspaceK", "src_encoding": "UTF-8", "text": "def XX():\n a = False\n b = 'xxxx'\n return a,b\n\ndef Q():\n a, b=XX()\n if a is False:\n x ='qwer'\n else:\n x= 'asdf'\n print(x)\n print(b)\n\nif __name__ == '__main__':\n Q()\n\n# /var/log/uwsgi/app/parkhero.log" }, { "alpha_fraction": 0.48695650696754456, "alphanum_fraction": 0.5182608962059021, "avg_line_length": 24.909910202026367, "blob_id": "142e5ca7f58907a6b3c18d953888e4a1611e9ef7", "content_id": "5a09cf7679513c405198f62345b8b3b29b63ed58", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2931, "license_type": "no_license", "max_line_length": 80, "num_lines": 111, "path": "/zzz/asff.py", "repo_name": "Qiu-peng/workspaceK", "src_encoding": "UTF-8", "text": "import json\nimport requests\nimport hashlib\nimport time\nimport httplib2\n\ndef in2outTime():\n def fun():\n with open('login_token.json', 'r') as f:\n data = f.read()\n data = json.loads(data)\n intime = data[1]\n intime = intime['intime']\n\n outtime = time.time()\n times = int(outtime) - intime\n if times >= 24*60*60:\n carInout_login()\n\n return fun\n\ntimedata = []\ndef carInout_login():\n # detail = {'kind': 'login#data'}\n\n password = 'akt@sz'\n # 加密大写\n m = hashlib.md5()\n m.update(password.encode('utf-8'))\n encrypt_passwd = m.hexdigest()\n encrypt_passwd = encrypt_passwd.upper()\n print(encrypt_passwd)\n\n loginurl = 'http://113.240.245.124:8482/login/'\n query_data = {\n 'username': 'SZAKT',\n 'password': encrypt_passwd\n }\n\n response = requests.post(loginurl, data=query_data)\n error_code = response.json().get('error_code')\n error_message = response.json().get('error_message')\n token = response.json().get('token')\n print(token)\n print(error_code)\n print(error_message)\n\n intime = int(time.time())\n # data = json.dumps(token)\n\n timedata.append({\n 'token': token,\n 'intime': intime\n })\n dataTransmit()\n # with open('login_token.json', 'w', encoding='utf-8') as f:\n # f.write(data)\n\n # detail['error_code'] = error_code\n # detail['error_message'] = error_message\n # return Response(detail)\n\n\n# @in2outTime\ndef dataTransmit():\n\n # with open('login_token.json', 'r') as f:\n # data = f.read()\n # data = json.loads(data)\n # token = data[0]\n # token = token['token']\n if timedata:\n print(\"文件：%s\"%timedata)\n token = timedata[0][\"token\"]\n print(token)\n ssfurl = \"http://113.240.245.124:8482/api/saveVehicleAccessRecord/\"\n headers = {\n \"Authorization\": token,\n \"Content-Type\": \"application/json\"\n }\n\n data = {\n \"records\": [\n {\"RECORDID\": \"SZAKT-1475291\",\n \"TYPE\": 0,\n \"SJ\": \"2017-11-16 17:31:25\",\n \"XZQH\": \"雨花区\",\n \"SSFXSJDM\": \"430111000000\",\n \"SSFXSJMC\": \"雨花分局\",\n \"SSPCSDM\": \"430111460000\",\n \"SSPCSMC\": \"洞井派出所\",\n \"TCC\": \"高升家园小区\",\n \"CLHP\": \"湘J2U589\",\n \"INFO\": {\"TCCXX\": {\"TCCDZ\": \"测试\"}}\n }\n ]\n\n }\n\n response = requests.post(ssfurl, headers=headers, data=json.dumps(data))\n error_code = response.json().get('error_code')\n error_message = response.json().get('error_message')\n print(error_code)\n print(error_message)\n else:\n carInout_login()\n\nif __name__ == '__main__':\n carInout_login()\n # in2outTime()\n # dataTransmit()" }, { "alpha_fraction": 0.3915122449398041, "alphanum_fraction": 0.4704124331474304, "avg_line_length": 21.013158798217773, "blob_id": "a9e25f38abdcd9389c4f5a35fdf065089d3ca963", "content_id": "349eefd5972a887e8b81bdbc1afb84b9a5f09392", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1769, "license_type": "no_license", "max_line_length": 69, "num_lines": 76, "path": "/zzz/tihuan.py", "repo_name": "Qiu-peng/workspaceK", "src_encoding": "UTF-8", "text": "# a = '2016-11-25'\n# l = list(a)\n# l9 = l[9]\n# l8 = l[8]\n# l5 = l[5]\n# l6 = l[6]\n# if l8 != '3' and l9 == '9':\n# l[8] = str(int(l[8]) + 1)\n# l[9] = '0'\n# elif l8 != '3':\n# l[9] = str(int(l[9])+1)\n# elif l8 == '3' and l9 == '0':\n# l[8] = '3'\n# l[9] = '0'\n# elif l8 == '3' and l9 == '1':\n# l[8] = '3'\n# l[9] = '1'\n# else:\n# l[8] = '3'\n# l[9] = '0'\n# new = ''.join(l)\n# print(new)\n\n# print([x for x in range(2,10,2)])\n# import datetime\n# times = datetime.datetime.now()\n# print(times)\n\n# import re\n\n# a = \"[112,2,399,4,5]\"\n# r = '[[\\\\]\"]'\n# line = re.sub(r, '', a)\n# s = line.split(\",\")\n# print(type(s))\n# print(s)\n# b = [\"112\", \"2\", \"3\", \"7\"]\n# s = [1, 2, 3]\n# ss = [str(i) for i in s]\n\n\n# print([l for l in ss if l not in b])\n# print([l for l in b if l not in ss])\n# for i in s:\n# print(i)\n# print(type(line))\n# print(line)\n# from datetime import date, datetime\n# import time\n# s = time.strftime('%Y-%m-%d %H:%M:%S', time.localtime(time.time()))\n# print(s)\nimport json\n# inoutdatas = {\n# \"records\": [\n# {\"RECORDID\": \"SZAKT-4156451\",\n# \"TYPE\": 0,\n# \"SJ\": \"2017-12-06 17:43:43\",\n# \"XZQH\": \"雨花区\",\n# \"SSFXSJDM\": \"430111000000\",\n# \"SSFXSJMC\": \"雨花分局\",\n# \"SSPCSDM\": \"430111470000\",\n# \"SSPCSMC\": \"圭塘派出所\",\n# \"TCC\": \"汇远大厦\",\n# \"CLHP\": \"临A2JA13\",\n# \"INFO\": {\"TCCXX\": {\"TCCDZ\": \"雨花区劳动东路5号\"}}\n# }\n# ]\n# }\n# inoutdatas = json.dumps(inoutdatas)\n# print(inoutdatas)\n\ninp_strr = '{\"k1\":123, \"k2\": \"456\", \"k3\":\"ares\"}'\ninp_dict = json.loads(inp_strr) # 根据字符串书写格式，将字符串自动转换成 字典类型\nprint(inp_dict)\nprint(type(inp_dict))\nprint(inp_dict[\"k1\"])\n" }, { "alpha_fraction": 0.44621139764785767, "alphanum_fraction": 0.5182413458824158, "avg_line_length": 30.41176414489746, "blob_id": "67329ec5fcb8ac142ca193c4ed980d9f7d6ffd6f", "content_id": "0678442b544b2087a2b1b3a3ac857c67665761f3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1119, "license_type": "no_license", "max_line_length": 132, "num_lines": 34, "path": "/zzz/长沙市公安局.py", "repo_name": "Qiu-peng/workspaceK", "src_encoding": "UTF-8", "text": "\nimport json\nimport requests\nuserinfo={'username':'SZAKT', 'password':'0834FBC820E17A2C5C2DA87F93487B36'}\nlogin_resp = requests.post('https://113.240.245.124:8442/login/', cert=('clientShenzhenAoKenTe_cert.cer'), verify=False, data=userinfo)\n\nlogin_resp.json()\nheaders = {'content-type': 'application/json',\n 'authorization':'eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJJcEFkZHJlc3MiOiIxMjAuMjUuNjAuMjAiLCJYUSI6W10sIlRDQyI6W10sImlkIjoiNTljMWUwNTA5MWQ1Nzk2MzBjYWQ0NjA3IiwiQ29udGFjdHMiOiLlu5bkuZTkuL0iLCJDb250YWN0TnVtYmVyIjoiMTg1NjkwODY0ODgiLCJVbml0QWRkcmVzcyI6IuaAu-mDqOWcsOWdgO-8mua3seWcs-W4guWNl-WxseWMuumrmOaWsOaKgOacr-W3peS4muadkeWNl-WMulIzLUHlha3lsYJcbumVv-aymeWIhuWFrOWPuOWcsOWdgO-8mumVv-aymeW4guW8gOemj-WMuua5mOaxn-S4rei3r-S4h-i-vuW5v-WcukMy5qCLMzcxMC0zNzEyIiwiRGlzcGxheU5hbWUiOiLmt7HlnLPluILlpaXogq_nibnnp5HmioDmnInpmZDlhazlj7giLCJpYXQiOjE1MTI2MTY2ODgsImV4cCI6MTUxMjcwNjY4OH0.EMyqQHeFPG5EiOcNgHkHCBGGV46edIQUTwh4HjHJmq0'\n}\n\ninoutdatas={\n \"records\": [\n {\"RECORDID\": \"SZAKT-4156451\",\n \"TYPE\": 0,\n \"SJ\": \"2017-12-06 17:43:43\",\n \"XZQH\": \"雨花区\",\n \"SSFXSJDM\": \"430111000000\",\n \"SSFXSJMC\": \"雨花分局\",\n \"SSPCSDM\": \"430111470000\",\n \"SSPCSMC\": \"圭塘派出所\",\n \"TCC\": \"汇远大厦\",\n \"CLHP\": \"临A2JA13\",\n \"INFO\": {\"TCCXX\": {\"TCCDZ\": \"雨花区劳动东路5号\"}}\n }\n ]\n}\n\ninout_resp = requests.post('https://113.240.245.124:8442/api/saveVehicleAccessRecord/',\n headers=headers,\n cert=('clientShenzhenAoKenTe_cert.cer'),\n verify=False,\n data=json.dumps(inoutdatas)\n )\ninout_resp.json()\n" }, { "alpha_fraction": 0.585185170173645, "alphanum_fraction": 0.6118518710136414, "avg_line_length": 23.10714340209961, "blob_id": "a2c9925f9a2d54cd4ebb763885bb754990cc7ae2", "content_id": "f4a525cea016fd23b465d86be281da9ff025abb2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 675, "license_type": "no_license", "max_line_length": 71, "num_lines": 28, "path": "/zzz/aes.py", "repo_name": "Qiu-peng/workspaceK", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\n\nimport base64\nfrom Crypto.Cipher import AES\n\n\nBS = AES.block_size\npad = lambda s: s + (BS - len(s) % BS) * chr(BS - len(s) % BS)\nunpad = lambda s: s[0:-ord(s[-1])]\n\nclass Aes:\n key = None\n # mode = None\n encryptor = None\n\n def __init__(self):\n self.mode = AES.MODE_CBC\n\n def specifykey(self, key):\n self.key = key\n self.encryptor = AES.new(self.key)\n\n def encrypt(self, plaintext):\n return base64.b64encode(self.encryptor.encrypt(pad(plaintext)))\n\n def decrypt(self, ciphertext):\n un64_text = base64.b64decode(ciphertext)\n return unpad(self.encryptor.decrypt(un64_text).decode(\"utf-8\"))\n" }, { "alpha_fraction": 0.5306915044784546, "alphanum_fraction": 0.5306915044784546, "avg_line_length": 22, "blob_id": "706a67d1db26c4b18c4e7d0069359428cc2dce0e", "content_id": "6c74781a2df8832c9fd474611e9643911ee97aeb", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1551, "license_type": "no_license", "max_line_length": 86, "num_lines": 56, "path": "/easygui图形界面/py_easygui_demo.py", "repo_name": "Qiu-peng/workspaceK", "src_encoding": "UTF-8", "text": "import easygui\n\n# easygui.msgbox(\"hello world\")\n\n\ndef create():\n # 创建一个新账号，并记录在字典user内\n name = easygui.enterbox(msg=\"请输入用户名\", default=\"\")\n while True:\n global user\n if name in user:\n name = easygui.enterbox(msg=\"该用户名已存在，请重新输入\", default=\"\")\n else:\n break\n\n key = easygui.passwordbox(msg=\"请输入密码：\", default=\"\")\n user[name] = key\n easygui.msgbox(\"注册成功\")\n return\n\n\ndef log_in():\n # 登陆账户，需要输入账户名及密码\n name = easygui.enterbox(msg=\"请输入用户名\", default=\"\")\n print(user)\n while True:\n if user.get(name):\n break\n elif name == \"\":\n break\n else:\n name = easygui.enterbox(msg=\"您输入的用户名不对，请重新输入\", default=\"\")\n if name == \"\":\n return\n key = easygui.enterbox(msg=\"请输入用户密码：\", default=\"\")\n while True:\n if user[name] == key:\n easygui.msgbox(msg=\"欢迎进入湫\")\n\n break\n elif key == \"\":\n break\n else:\n key = easygui.enterbox(msg=\"您输入的密码不对，请重输\", default=\"\")\n return\n\n\nuser = {}\nwhile True:\n command = easygui.buttonbox(msg=\"请选择\", title=\"\", choices=('新建用户', '登录账号', '退出程序'))\n if command == \"新建用户\":\n create()\n elif command == \"登录账号\":\n log_in()\n elif command == \"退出程序\":\n break" }, { "alpha_fraction": 0.6433224678039551, "alphanum_fraction": 0.6563518047332764, "avg_line_length": 22.653846740722656, "blob_id": "5f73ae00c703737e3c50c7467a8e7109fcb308ff", "content_id": "51fdd5419d9e1dd32fc5eb467dea425043152b1d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 644, "license_type": "no_license", "max_line_length": 60, "num_lines": 26, "path": "/zzz/邮件.py", "repo_name": "Qiu-peng/workspaceK", "src_encoding": "UTF-8", "text": "# -*- coding:utf-8 -*-\n\nimport smtplib\nfrom email.mime.text import MIMEText\nfrom email.header import Header\n\n\nsender = '[email protected]'\nreceivers = ['[email protected]']\n\nmessage = MIMEText('你好!!!!!!', 'plain', 'utf-8')\nmessage['From'] = Header('来自qiu', 'utf-8')\nmessage['To'] = Header('测试连接' 'utf-8')\n\nsubject = '无主题'\nmessage['Subject'] = Header(subject, 'utf-8')\n\ntry:\n smtpObj = smtplib.SMTP()\n smtpObj.connect('smtp.qq.com', 587)\n smtpObj.login(sender, 'hpreaiyzmopljbbb')\n smtpObj.sendmail(sender, receivers, message.as_string())\n smtpObj.quit()\n print('发送成功')\nexcept smtplib.SMTPException as e:\n print(e)" }, { "alpha_fraction": 0.6107594966888428, "alphanum_fraction": 0.6181434392929077, "avg_line_length": 25.36111068725586, "blob_id": "a2d714ee7b0fa77dfce71eece37f55deac710c27", "content_id": "c627997edb9142e1a5cb820492f8fb56a8d6b0b1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1196, "license_type": "no_license", "max_line_length": 80, "num_lines": 36, "path": "/easygui图形界面/py_easygui_box.py", "repo_name": "Qiu-peng/workspaceK", "src_encoding": "UTF-8", "text": "import easygui\n\n# 返回值\n# title = easygui.msgbox(msg='提示信息', title='标题部分', ok_button=\"OK\")\n# msg = easygui.msgbox('Hello Easy GUI')\n# print(\"返回值:%s\"% msg)\n# ccbox = easygui.ccbox(\"here is Continue | Cancel Box!\")\n# print(\"返回值:%s\"% str(ccbox))\n# ynbox = easygui.ynbox(\"Yes Or No Button Box!\")\n# print(\"返回值:%s\"% str(ynbox))\n\n# 选择\n# msg = '选择此列表项中你喜欢的一个吧'\n# title = '必须选择一个哦'\n# choices = ['1', '2', '3', '4', '5', '6', '7']\n# answer = easygui.choicebox(msg, title, choices)\n# print('你选择了:%s' % str(answer))\n\n# 展示图片\n# easygui.buttonbox(\"美否?\", image=\"gufen.jpg\", choices=(\"美\", \"非常美\"))\n\n# 下拉框\n# msg = \"选择你喜欢的一种业余生活\"\n# title = \"\"\n# choicess_list = [\"看书\",\"游泳\",\"骑自行车\",\"玩游戏\"]\n# reply = easygui.choicebox(msg,choices=choicess_list)\n\n# 多选\n# easygui.multchoicebox(msg=\"请选择你爱吃哪些水果?\",title=\"\",choices=(\"西瓜\",\"香蕉\",\"苹果\",\"梨\"))\n\n# 登录\n# msg = \"请输入用户名和密码\"\n# title = \"用户登录接口\"\n# user_info = []\n# user_info = easygui.multpasswordbox(msg,title,(\"用户名\",\"密码\"))\n# print(user_info)" } ]
8
krlex/cv
https://github.com/krlex/cv
1f05d50a5390b96042ca93a0c3b6ae55b1246455
2608282871aaf486fb348522fe812b1031a010e1
10c6ef72f8889f56f46bdf635de975e11c8067ab
refs/heads/master
2021-10-27T07:11:16.770736
2021-10-12T19:54:43
2021-10-12T19:54:43
34,214,703
0
0
null
2015-04-19T16:37:07
2015-09-06T17:28:35
2021-10-12T19:54:43
Python
[ { "alpha_fraction": 0.8061224222183228, "alphanum_fraction": 0.8061224222183228, "avg_line_length": 18.600000381469727, "blob_id": "98c2f872e1fe526b99c1fd3d1d6198d87aaaaf7b", "content_id": "9fc771c285e245f3e58bfeff009747c88a857257", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 98, "license_type": "no_license", "max_line_length": 38, "num_lines": 5, "path": "/projects/bin/migrate.sh", "repo_name": "krlex/cv", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\ncd /vagrant/projects\npython manage.py makemigrations resume\npython manage.py migrate\n" }, { "alpha_fraction": 0.6635944843292236, "alphanum_fraction": 0.6635944843292236, "avg_line_length": 27.933332443237305, "blob_id": "406089f4c4484e03130ef97e9ed059fb3cfaa3fb", "content_id": "e4c1615382760b6ccff243d1979c77e7cb0a71ed", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 434, "license_type": "no_license", "max_line_length": 57, "num_lines": 15, "path": "/projects/resume/views.py", "repo_name": "krlex/cv", "src_encoding": "UTF-8", "text": "from django.shortcuts import render\nfrom resume.models import Job, Personal\nfrom django.contrib.auth.models import User\n\n\ndef home(request):\n job_list = Job.objects.all()\n personal_list = Personal.objects.all()\n user = User.objects.get(email='[email protected]')\n context = {\n 'job_list': job_list,\n 'personal_list': personal_list,\n 'user': user,\n }\n return render(request, 'resume/resume.html', context)\n" }, { "alpha_fraction": 0.5380116701126099, "alphanum_fraction": 0.5536062121391296, "avg_line_length": 21.30434799194336, "blob_id": "f831cba4b63afd403abf52dd61b38984cb0fd541", "content_id": "17f131ea4d70590c2854172d981f97ed0fab25ea", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 513, "license_type": "no_license", "max_line_length": 71, "num_lines": 23, "path": "/projects/resume/migrations/0003_auto_20150909_1646.py", "repo_name": "krlex/cv", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\nfrom __future__ import unicode_literals\n\nfrom django.db import models, migrations\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('resume', '0002_email'),\n ]\n\n operations = [\n migrations.DeleteModel(\n name='Email',\n ),\n migrations.AddField(\n model_name='personal',\n name='email',\n field=models.EmailField(default='[email protected]', max_length=254),\n preserve_default=False,\n ),\n ]\n" }, { "alpha_fraction": 0.6127023696899414, "alphanum_fraction": 0.6376089453697205, "avg_line_length": 29.884614944458008, "blob_id": "6c58c07a4baefdc03e2897214d8991b2c3983e25", "content_id": "ffc82a9c6defd7b1169e747e3eb92f9b0d8135b2", "detected_licenses": [], "is_generated": false, "is_vendor": true, "language": "Ruby", "length_bytes": 803, "license_type": "no_license", "max_line_length": 106, "num_lines": 26, "path": "/Vagrantfile", "repo_name": "krlex/cv", "src_encoding": "UTF-8", "text": "# -*- mode: ruby -*-\n# vi: set ft=ruby :\n\nVAGRANTFILE_API_VERSION = \"2\"\n\nVAGRANT_LOCAL_CONFIG = \"vagrant-conf.local\"\n\nload(VAGRANT_LOCAL_CONFIG) if File.exist?(VAGRANT_LOCAL_CONFIG) # include local configuration if available\n\nVAGRANT_ARCH = \"x64\" unless defined? VAGRANT_ARCH\n\nVagrant.configure(VAGRANTFILE_API_VERSION) do |config|\n config.vm.define \"resume\" do |resume|\n resume.vm.box = \"debian\"\n resume.vm.box_url = \"https://ftp.lugons.org/vagrant/debian-7.6.0-x86_64.box\"\n\n resume.vm.network :private_network, ip: \"192.168.55.33\"\n resume.vm.provision :ansible do |ansible|\n ansible.playbook = \"provision/site.yml\"\n ansible.host_key_checking = false\n ansible.groups = {\n \"vagrant\" => [\"resume\"],\n }\n end\n end\nend\n" }, { "alpha_fraction": 0.8203592896461487, "alphanum_fraction": 0.8203592896461487, "avg_line_length": 26.83333396911621, "blob_id": "2aa5aa2ad44e436024bd73ab684f53b904299924", "content_id": "da341ed54d18050fba7216b5ee07c945ce5145ec", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 167, "license_type": "no_license", "max_line_length": 48, "num_lines": 6, "path": "/projects/resume/admin.py", "repo_name": "krlex/cv", "src_encoding": "UTF-8", "text": "from django.contrib import admin\nfrom resume.models import Personal, Job, JobItem\n\nadmin.site.register(Personal)\nadmin.site.register(Job)\nadmin.site.register(JobItem)\n" }, { "alpha_fraction": 0.5874999761581421, "alphanum_fraction": 0.762499988079071, "avg_line_length": 19, "blob_id": "5bd33beb5ef8961ff3722127423058aca7c1d4c9", "content_id": "9d31792def888028a16aadf882a7c73a480c04c2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 80, "license_type": "no_license", "max_line_length": 45, "num_lines": 4, "path": "/projects/bin/runserver.sh", "repo_name": "krlex/cv", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\ncd /vagrant/projects\npython manage.py runserver 192.168.55.33:8000\n" }, { "alpha_fraction": 0.640625, "alphanum_fraction": 0.640625, "avg_line_length": 24.600000381469727, "blob_id": "0cfb2914e5088947ad44ae1b29fd36be5d68417b", "content_id": "e482dd4a93169f454b5dd43dfa19f5bff0505646", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 256, "license_type": "no_license", "max_line_length": 51, "num_lines": 10, "path": "/projects/project/urls.py", "repo_name": "krlex/cv", "src_encoding": "UTF-8", "text": "from django.conf.urls import include, url\nfrom django.contrib import admin\n\nurlpatterns = [\n # Examples:\n # url(r'^$', 'resume.views.home', name='home'),\n url(r'^resume/', include('resume.urls')),\n\n url(r'^admin/', include(admin.site.urls)),\n]\n" }, { "alpha_fraction": 0.800000011920929, "alphanum_fraction": 0.800000011920929, "avg_line_length": 11.5, "blob_id": "1aa7010016f5a764c7841def33be25d0e0d08a46", "content_id": "3625702c9e1cd02cc1d199a35957e76b7fd399e8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 25, "license_type": "no_license", "max_line_length": 19, "num_lines": 2, "path": "/projects/requirements_dev.txt", "repo_name": "krlex/cv", "src_encoding": "UTF-8", "text": "ipdb\n-r requirements.txt\n" }, { "alpha_fraction": 0.655807375907898, "alphanum_fraction": 0.6770538091659546, "avg_line_length": 26.153846740722656, "blob_id": "f9d6484d9cb59eb409800f86875fbb4014b46ba5", "content_id": "251289aa899107ddc84feb04d397eff22a1a1b64", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 706, "license_type": "no_license", "max_line_length": 73, "num_lines": 26, "path": "/projects/resume/models.py", "repo_name": "krlex/cv", "src_encoding": "UTF-8", "text": "from django.db import models\n\nclass Personal(models.Model):\n title = models.CharField(max_length=200)\n description = models.TextField(blank=True, null=True)\n email = models.EmailField()\n\n def __unicode__(self):\n return self.title\n\n\nclass Job(models.Model):\n title = models.CharField(max_length=200)\n duration = models.CharField(max_length=200, blank=True, null=True)\n description = models.CharField(max_length=500, blank=True, null=True)\n\n def __unicode__(self):\n return self.title\n\n\nclass JobItem(models.Model):\n title = models.CharField(max_length=200)\n job = models.ForeignKey(Job)\n\n def __unicode__(self):\n return self.job.title + '/' + self.title\n" }, { "alpha_fraction": 0.7910447716712952, "alphanum_fraction": 0.7910447716712952, "avg_line_length": 15.75, "blob_id": "6be530394817b2f2d802aebf45b59484d9e7c57a", "content_id": "61a41bce83f5889a1c8227f278a1d448357e3441", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 67, "license_type": "no_license", "max_line_length": 32, "num_lines": 4, "path": "/projects/bin/create-admin.sh", "repo_name": "krlex/cv", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\ncd /vagrant/projects\npython manage.py createsuperuser\n" }, { "alpha_fraction": 0.5672690868377686, "alphanum_fraction": 0.577309250831604, "avg_line_length": 28.294116973876953, "blob_id": "2fff7c4e4d09ad748ab2886e6ecbfb847b9967c9", "content_id": "6032dab337f9950d51ad5202103d83b0f2d6fd9b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "HTML", "length_bytes": 997, "license_type": "no_license", "max_line_length": 189, "num_lines": 34, "path": "/projects/resume/templates/resume/base.html", "repo_name": "krlex/cv", "src_encoding": "UTF-8", "text": "<!doctype html>\n<html>\n <head>\n <meta charset=\"utf-8\">\n <meta http-equiv=\"X-UA-Compatible\" content=\"chrome=1\">\n <title>Resume by krlex</title>\n\n <link rel=\"stylesheet\" href=\"/static/css/main.css\">\n <link rel=\"stylesheet\" href=\"/static/css/pygment.css\">\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, user-scalable=no\">\n <!--[if lt IE 9]>\n <script src=\"//html5shiv.googlecode.com/svn/trunk/html5.js\"></script>\n <![endif]-->\n </head>\n <body>\n <div class=\"wrapper\">\n <section>\n <h1>\n <a id=\"krstan-vještica\" class=\"anchor\" href=\"#krstan-vje%C5%A1tica\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"></span></a>{{ user.first_name }} {{ user.last_name}}</h1>\n {% block about %}\n {% endblock %}\n\n {% block education %}\n {% endblock %}\n\n {% block experience %}\n {% endblock %}\n\n </section>\n </div>\n <script src=\"javascripts/scale.fix.js\"></script>\n\n </body>\n</html>\n" } ]
11
arup-group/enel-duo-tool
https://github.com/arup-group/enel-duo-tool
f620860c3a35d8845837331476fb60f8b21ac6d6
7305923ac7ce496fe4cc48711487c4507a76b350
9bf3624a911cabd87ad4b7d123a4a874bb9cf1c4
refs/heads/main
2023-07-09T20:59:51.843959
2021-08-13T23:37:20
2021-08-13T23:37:20
392,093,171
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.7305762767791748, "alphanum_fraction": 0.7395254373550415, "avg_line_length": 75.65263366699219, "blob_id": "afbb1b480663a45c67b10a785fb44ed34b50d1aa", "content_id": "825778bf20221c8df6e37f4590e4f05b18e269ff", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7381, "license_type": "no_license", "max_line_length": 769, "num_lines": 95, "path": "/app/main.py", "repo_name": "arup-group/enel-duo-tool", "src_encoding": "UTF-8", "text": "import arcpy\r\nimport streamlit as st\r\nfrom streamlit.elements.map import _DEFAULT_COLOR\r\nimport analysis\r\nimport os\r\n\r\ndef main():\r\n # set env\r\n # path/workspace might be an issue for production\r\n # also this is a brutal way of changing dirs...\r\n os.chdir(\"..\")\r\n os.chdir(\"..\")\r\n os.chdir(\"..\")\r\n os.chdir(\"GIS\")\r\n arcpy.env.workspace = f\"{os.getcwd()}\\AgroPV\"\r\n os.chdir(\"..\")\r\n os.chdir(\"Python\")\r\n os.chdir(\"duo-tool\")\r\n os.chdir(\"app\")\r\n done = []\r\n\r\n # app header/title\r\n st.image(\"https://upload.wikimedia.org/wikipedia/commons/3/3a/Arup_Red_RGB.png\", width = 100)\r\n st.write('''\r\n # Dual Land Use - AgroPV Tool\r\n ''')\r\n st.markdown('''\r\n ## Welcome! Enter a State and County, and the corresponding Lat, Lon coordinates for that location\r\n ''')\r\n\r\n # sidebar\r\n # probably should create a dropdown for the layers background cause it's a huge section (don't want them pre-expanded)\r\n st.sidebar.image(\"https://upload.wikimedia.org/wikipedia/commons/thumb/2/22/Enel_Group_logo.svg/1200px-Enel_Group_logo.svg.png\", width=130)\r\n st.sidebar.write('''\r\n ## Welcome to the Dual Use Opportunities Tool (DUO), developed in partnership between Enel and Arup\r\n\r\n # Intro\r\n\r\n ...\r\n\r\n # Layers background\r\n\r\n **Sheep & lambs per 100 acres**: Average number of sheep and lambs per 100 acres of all US farmland in 2012. Data is from the National Agricultural Statistics Service (NASS). This will help us determine if there is local viability for sheep and expertise already in the area.\r\n\r\n **Crop type**: Primary crop grown during every growing season in the US since 2008. Data is from the USDA CropScape Cropland Data Layers from the National Agricultural Statistics Service (NASS). This will help us distinguish the dominant agricultural product in the local market.\r\n\r\n **Crop sales (USDA)**: Crop sales in US Dollars in 2017. Data is from the Census of Agriculture, produced by the USDA National Agricultural Statistics Service. This will help us understand the financial potential of the local agricultural market.\r\n\r\n **Commodity Crop Productivity Index**: The National Commodity Crop Productivity Index (NCCPI) ranks the inherent capability of soils to produce agricultural crops without irrigation on a scale of zero to one. Data is from the USDA Gridded National Soil Survey Geographic Database (gNATSGO). This will give us insight on soil conditions and health, helping us determine which crops would be most suitable for the site. \r\n\r\n **Rainfall**: Average precipitation, quantified in milimeters per month. Data is from WorldClim at 2.5 minutes resolution. This will give us an understanding about rainfall in the area, whether there is an abundance or a scarcity, helping us determine which crops would be most suitable for the site. \r\n\r\n **Number of imperiled vertebrate species**: Numbers of vertebrate species that are protected by the Endangered Species Act and/or considered to be in danger of extinction in the US, updated April 2021. Data is from the Map of Biodiversity Importance (MoBI) data collection, a series of maps that identify areas of high importance to focus biodiversity protection efforts. The data consisting of 309 species, including birds, mammals, amphibians, reptiles, freshwater fishes. This will provide valuable information on species we will want to take action to protect.\r\n\r\n **Number of imperiled pollinator species**: Numbers of pollinator species that are protected by the Endangered Species Act and/or considered to be in danger of extinction in the US, updated April 2021. Data is from the Map of Biodiversity Importance (MoBI) data collection, a series of maps that identify areas of high importance consisting of 42 species, including bumblebees, butterflies, and skippers. This will provide valuable information on pollinator species we will want to take action to protect, and thus inform the pollinator-attracting species specified onsite.\r\n\r\n **Number of imperiled vascular plant species**: Numbers of vascular plant species that are protected by the Endangered Species Act and/or considered to be in danger of extinction in the US, updated April 2021. Data is from the Map of Biodiversity Importance (MoBI) data collection, a series of maps that identify areas of high importance consisting of 309 species, including all plants that have a vascular system, in other words, every plant except algea, mosses, liverhorts, and hornworts. This will provide valuable information on plant species we will want to take action to protect, guiding specifications on which plants to grow onsite and which need to be avoided.\r\n\r\n **Land use type**: Land uses, including: Open Water, Perennial Ice/Snow, Developed Open Space, Developed Low Intensity, Developed Medium Intensity, Developed High Intensity, Barren Land, Deciduous Forest, Evergreen Forest, Mixed Forest, Dwarf Scrub, Shrub/Scrub, Grassland/Herbaceous, Sedge/Herbaceous, Lichens, Moss, Planted/Cultivated, Pasture/Hay, Cultivated Crops, Woody Wetlands, Emergent Herbaceous Wetlands. This will give us an understanding of historical land use of the site, its potential, and conditions. \r\n\r\n **National Risk Index (NRI) Score**: Normalized Risk Index score is calculated from Social Vulnerability, Community Resilience, and Expected Annual Loss, which is derived from multiplying hazard exposure, frequency, and historical losses. Risks include Avalanche, Coastal Flooding, Cold Wave, Drought, Earthquake, Hail, Heat Wave, Hurricane, Ice Storm, Landslide, Lightning, Riverine Flooding, Strong Wind, Tornado, Tsunami, Volcanic Activity, Wildfire, and Winter Weather. Data is calculated at the county and census tract levels, pulled from a long list of accredited sources inlcuding universities and government agencies, and most recently updated in October 2020. This will help us understand what risks to design for and what scenario planning should be done.\r\n\r\n **Topography**: Groud surface heights provide correlated slope values, given in percentage. Data is from the NED 1 arc-second dataset in the USGS's National Elevation Dataset program. This will help us determine what type of solar and agriculture make sense onsite.\r\n\r\n **Sunlight - Solar power potential**: The solar power generation potential for a photovoltaic system per capacity built, called PVOUT, measured in kWh/kWp per year. Data is from the Global Solar Atlas, updated in 2020. This will give us insight into potential for the solar developer and agricultural yield, helping determine which crops are most suitable for the area.\r\n\r\n ...\r\n\r\n # Etc\r\n\r\n ...\r\n\r\n ''')\r\n\r\n\r\n # instantiate analysis class\r\n a = analysis.Analysis()\r\n\r\n # call input fxn\r\n a.input()\r\n\r\n # analyze and download button\r\n if st.button(\"Analyze and Download Report\"):\r\n try:\r\n a.ras()\r\n a.county_analysis()\r\n a.total()\r\n a.delete()\r\n done = 1\r\n if done==1: # add actual logic to downlaod the correct report (when the other reports are written)\r\n a.report(\"Grazers-Pollinators\")\r\n except:\r\n # actually go in and do \"except <specific error>\" to be more helpful i.e. invalid state, county ...\r\n st.warning(\"Invalid inputs! Please try again\")\r\n a.delete()" }, { "alpha_fraction": 0.6502636075019836, "alphanum_fraction": 0.6502636075019836, "avg_line_length": 28.052631378173828, "blob_id": "cedee8c4dc9e4c9020572c7bb92d693c4cb74ae7", "content_id": "e595146168f70771ee1fdf8bbb615ff9a16228b9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 569, "license_type": "no_license", "max_line_length": 76, "num_lines": 19, "path": "/app/login.py", "repo_name": "arup-group/enel-duo-tool", "src_encoding": "UTF-8", "text": "# login:\r\nfrom SessionState import get\r\nfrom main import main\r\nimport streamlit as st\r\nimport os\r\n\r\nsession_state = get(password='')\r\n\r\nif session_state.password != os.getenv(\"enelpassword\"):\r\n pwd_placeholder = st.sidebar.empty()\r\n pwd = pwd_placeholder.text_input(\"Password:\", value=\"\", type=\"password\")\r\n session_state.password = pwd\r\n if session_state.password == os.getenv(\"enelpassword\"):\r\n pwd_placeholder.empty()\r\n main()\r\n elif session_state.password != '':\r\n st.error(\"the password you entered is incorrect\")\r\nelse:\r\n main()" }, { "alpha_fraction": 0.5145649909973145, "alphanum_fraction": 0.5242424011230469, "avg_line_length": 37.053436279296875, "blob_id": "47069c1df396653f5b6ffa42d7cd41a0c8d20545", "content_id": "85659c0f2e3fb94f472937de50cccfeeb1d35191", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 10230, "license_type": "no_license", "max_line_length": 156, "num_lines": 262, "path": "/app/analysis.py", "repo_name": "arup-group/enel-duo-tool", "src_encoding": "UTF-8", "text": "import pandas as pd\r\nimport arcpy\r\nfrom arcpy.sa import *\r\nfrom arcpy.ia.Functions import FindArgumentStatistics\r\narcpy.CheckOutExtension(\"Spatial\")\r\nimport streamlit as st\r\nfrom streamlit.elements.map import _DEFAULT_COLOR\r\nimport webbrowser\r\nimport os\r\n\r\nclass Analysis:\r\n\r\n def input(self):\r\n # ask user for input\r\n # add some error handling\r\n self.state = st.text_input(\"State: \")\r\n self.county = st.text_input(\"County: \")\r\n st.write('''\r\n Get lon, lat coordinates from an address [here](https://www.latlong.net/)\r\n ''')\r\n self.lat = st.text_input(\"Latitude: \")\r\n self.lon = st.text_input(\"Longitude: \")\r\n\r\n # variables for testing\r\n # lat = 39.147316\r\n # lon = -75.57281\r\n # state = 'Delaware'\r\n # county = 'Kent'\r\n\r\n def ras(self):\r\n st.write(\"Analyzing raster layers...\")\r\n \r\n # create point geometry for lon,lat input\r\n # again, brutal method\r\n os.chdir(\"..\")\r\n os.chdir(\"..\")\r\n os.chdir(\"..\")\r\n os.chdir(\"GIS\")\r\n out_path = f\"{os.getcwd()}\\AgroPV\"\r\n os.chdir(\"..\")\r\n os.chdir(\"Python\")\r\n os.chdir(\"duo-tool\")\r\n os.chdir(\"app\")\r\n out_name = \"xytable\"\r\n arcpy.management.CreateTable(out_path, out_name)\r\n arcpy.management.AddField(out_name, \"lon\")\r\n arcpy.management.AddField(out_name, \"lat\")\r\n arcpy.management.DeleteField(out_name, \"FIELD1\")\r\n arcpy.management.DeleteField(out_name, \"OBJECTID\")\r\n with arcpy.da.InsertCursor(out_name,[\"lon\", \"lat\"]) as cursor: \r\n cursor.insertRow((self.lon, self.lat))\r\n arcpy.MakeXYEventLayer_management(out_name, \"lon\", \"lat\", \"point_input\")\r\n\r\n # raster layers and outputs\r\n ras_list = [\"USA Cropland.tif\", \r\n \"USA National Commodity Cr.tif\", \r\n \"WorldClim Global Mean Pre.tif\",\r\n \"vertebrate-richness.tif\",\r\n \"pollinators-richness.tif\",\r\n \"vascular-plants-richness.tif\",\r\n \"USA NLCD Land Cover.tif\",\r\n \"Slope in Degrees.tif\",\r\n \"PV Output.tif\"]\r\n\r\n outputs = [\"primary_crop\",\r\n \"crop_productivity\",\r\n \"precipitation_mm\",\r\n \"vertebrate_richness\",\r\n \"pollinators_richness\",\r\n \"plants_richness\",\r\n \"land_cover\",\r\n \"slope_percent\",\r\n \"PV_kWh_per_kWp\"]\r\n\r\n #get raster values\r\n count = 0\r\n for i in ras_list:\r\n ExtractValuesToPoints(\"point_input\", i, f\"{outputs[count]}\") # use \"interpolate_values\" field so we're not just looking at a precise point?\r\n count+=1\r\n\r\n # create df\r\n cols = [\"primary_crop.shp\",\r\n \"crop_productivity.shp\",\r\n \"precipitation_mm.shp\",\r\n \"vertebrate_richness.shp\",\r\n \"pollinators_richness.shp\",\r\n \"plants_richness.shp\",\r\n \"land_cover.shp\",\r\n \"slope_percent.shp\",\r\n \"PV_kWh_per_kWp.shp\"\r\n ]\r\n \r\n self.ras_col_names = [\"Crop Type\",\r\n \"USA National Commodity Crop Productivity Index\",\r\n \"Rainfall\",\r\n \"Imperiled Vertebrates - Species Richness\",\r\n \"Imperiled Pollinators - Species Richness\",\r\n \"Imperiled Vascular Plants - Species Richness\",\r\n \"Land Use Type\",\r\n \"Topography\",\r\n \"Sunlight - Solar power potential\"\r\n ]\r\n\r\n vals = []\r\n self.rasdf = pd.DataFrame(index=self.ras_col_names)\r\n\r\n # iterate, grab values, add to list\r\n tot_rows = 0\r\n for item in cols:\r\n rows = arcpy.SearchCursor(item)\r\n for row in rows:\r\n tot_rows+=1\r\n val = row.getValue(\"RASTERVALU\")\r\n vals.append(val)\r\n\r\n # count = 0\r\n # for val in vals:\r\n # try:\r\n # vals[count] = round(val, 2)\r\n # except:\r\n # pass\r\n # count+=1\r\n\r\n # vals_d = vals[0:tot_rows:int(tot_rows/len(cols))] #this shouldn't be needed\r\n self.rasdf[\"Values\"] = vals\r\n\r\n # fix values:\r\n # replace numeric values with non-numeric where needed (crop type, land use)\r\n # crop type:\r\n crop_types = pd.read_csv(\"data/crop_vals.csv\")\r\n self.rasdf[\"Values\"][\"Crop Type\"] = crop_types[\"Crop\"][self.rasdf[\"Values\"][\"Crop Type\"]]\r\n # land type:\r\n land_types = pd.read_csv(\"data/land_use_types.csv\")\r\n self.rasdf[\"Values\"][\"Land Use Type\"] = land_types.loc[land_types[\"RasterValue\"]==self.rasdf[\"Values\"][\"Land Use Type\"], \"Type\"].iloc[0]\r\n # divide crop index by 1000 -- idk why it's multiplied by 1000 in the first place\r\n self.rasdf[\"Values\"][\"USA National Commodity Crop Productivity Index\"] = self.rasdf[\"Values\"][\"USA National Commodity Crop Productivity Index\"]/1000\r\n\r\n st.write(\"Raster layers complete!\")\r\n\r\n def county_analysis(self):\r\n st.write(\"Analyzing county layers...\")\r\n # county layers and outputs\r\n county_list = [\"AgroPV.gdb/Average_Number_of_Sheep_and_Lambs_per_100_Acres_of_All_Land_in_Farms___2012\",\r\n \"AgroPV.gdb/USDA_Census_of_Agriculture_2017___Sales_and_Equipment\",\r\n # \"AgroPV.gdb/USDA_Census_of_Agriculture_2017___Cattle_Production\", \r\n \"AgroPV.gdb/National_Risk_Index_Counties__October_2020_\"]\r\n\r\n county_cols = [\"Average_Number_of_Sheep_and_Lambs_per_100_Acres_of_All_Land_in_Farms___2012.y12_M292_valueText\", \r\n \"USDA_Census_of_Agriculture_2017___Sales_and_Equipment.CROP_SALES_IN_DOLLARS\",\r\n # \"USDA_Census_of_Agriculture_2017___Cattle_Production.CATTLE_INCL_CALVES_OPERATIONS_W\",\r\n \"National_Risk_Index_Counties__October_2020_.risk_score\"]\r\n\r\n outputs = [\"sheep_lamb_avg\",\r\n \"crops_sales\",\r\n # \"cattle_production\",\r\n \"NRI_score\"]\r\n \r\n self.county_col_names = [\"Sheep and Lambs per 100 Acres\",\r\n \"Crop Sales (USDA)\",\r\n # \"USDA Cattle Production (# operations with sales)\",\r\n \"National Risk Index (NRI) Score\"]\r\n\r\n # get values\r\n count = 0\r\n for i in county_list:\r\n r = i.replace(\"AgroPV.gdb/\", \"\")\r\n where_clause = f\"{r}.state_name = '{self.state}' and {r}.county_name = '{self.county}'\"\r\n arcpy.management.MakeQueryTable(i, outputs[count], \"USE_KEY_FIELDS\", \"{r}.OBJECTID\", county_cols[count], where_clause)\r\n count+=1\r\n\r\n # add county vals to df\r\n vals = []\r\n self.countydf = pd.DataFrame(index=self.county_col_names)\r\n\r\n count = 0\r\n for item in outputs:\r\n rows = arcpy.SearchCursor(item)\r\n for row in rows:\r\n val = float(row.getValue(county_cols[count]))\r\n vals.append(val)\r\n count+=1\r\n\r\n self.countydf[\"Values\"] = vals\r\n self.countydf[\"Values\"] = self.countydf[\"Values\"].apply(lambda x: '%.2f' % x) # lambda fxn to remove sci notation\r\n \r\n st.write(\"County layers complete!\")\r\n\r\n def total(self):\r\n # join dfs\r\n full_cols = self.ras_col_names+self.county_col_names\r\n self.final_vals = pd.concat([self.rasdf,self.countydf])\r\n # reorder\r\n self.final_vals = self.final_vals.reindex([\r\n \"Sheep and Lambs per 100 Acres\",\r\n \"Crop Type\",\r\n \"Crop Sales (USDA)\",\r\n \"USA National Commodity Crop Productivity Index\",\r\n \"Rainfall\",\r\n \"Imperiled Vertebrates - Species Richness\",\r\n \"Imperiled Pollinators - Species Richness\",\r\n \"Imperiled Vascular Plants - Species Richness\",\r\n \"Land Use Type\",\r\n \"National Risk Index (NRI) Score\",\r\n \"Topography\",\r\n \"Sunlight - Solar power potential\"\r\n ])\r\n\r\n # add units\r\n units = [\r\n \"count/100 acres\",\r\n \"type\",\r\n \"USD\",\r\n \"index\",\r\n \"mm\",\r\n \"score/11\",\r\n \"score/6\",\r\n \"score/17\",\r\n \"type\",\r\n \"score\",\r\n \"slope %\",\r\n \"kWh/kWp\"\r\n ]\r\n self.final_vals[\"Unit\"] = units\r\n\r\n st.write('''\r\n ## Final Values:\r\n ''')\r\n st.dataframe(self.final_vals)\r\n\r\n def delete(self):\r\n # delete all created features (so user can run tool again)\r\n arcpy.management.Delete(\"xytable\")\r\n arcpy.management.Delete(\"point_input\")\r\n arcpy.management.Delete(\"slope_percent.shp\")\r\n arcpy.management.Delete(\"PV_kWh_per_kWp.shp\")\r\n # arcpy.management.Delete(\"imperiled_species_richness.shp\")\r\n arcpy.management.Delete(\"vertebrate_richness.shp\")\r\n arcpy.management.Delete(\"pollinators_richness.shp\")\r\n arcpy.management.Delete(\"plants_richness.shp\")\r\n arcpy.management.Delete(\"precipitation_mm.shp\")\r\n arcpy.management.Delete(\"primary_crop.shp\")\r\n arcpy.management.Delete(\"land_cover.shp\")\r\n arcpy.management.Delete(\"crop_productivity.shp\")\r\n arcpy.management.Delete(\"sheep_lamb_avg\")\r\n arcpy.management.Delete(\"crops_sales\")\r\n # arcpy.management.Delete(\"cattle_production\")\r\n arcpy.management.Delete(\"NRI_score\")\r\n\r\n def report(self, filename):\r\n st.write('''\r\n ## Suggested Dual Use Strategy\r\n ''')\r\n\r\n # chart\r\n st.image(\"img/grazers-pollinators-chart.png\")\r\n\r\n # download report\r\n path = f'{os.getcwd()}\\\\reports\\\\{filename}.pdf'\r\n # if st.button(\"Download Report\"):\r\n st.write(\"Downloading Report...\")\r\n webbrowser.open_new(path)\r\n st.write(\"Download Complete!\")" }, { "alpha_fraction": 0.7637969255447388, "alphanum_fraction": 0.7687637805938721, "avg_line_length": 70.4800033569336, "blob_id": "129f9ed3f809128906ec10f77e4df6fff144d23f", "content_id": "82d592b3f69609d5ff05f63ebe0cab161a67f761", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1812, "license_type": "no_license", "max_line_length": 676, "num_lines": 25, "path": "/README.md", "repo_name": "arup-group/enel-duo-tool", "src_encoding": "UTF-8", "text": "# Enel Dual Use Opportunities Tool (DUO)\r\n\r\n## This tool is intended as a resource to assist with planning and implementing dual use solar options so to achieve better outcomes\r\n\r\nThe tool consists of a python script with ArcGIS functionality (arcpy package) in order to calculate the values for various map layers, then provide a recommendation based on the site conditions.\r\n\r\n## Development\r\n\r\nOpen the [duo-tool](https://arup.sharepoint.com/:f:/s/EnelCircularEconomy/Eh_5fsO6wHZFrAKn5AWlS9MBetDYvZ6wT-cYb1rsncJptA?e=690SLe) Arup One Drive folder in an IDE of your choice. This is necessary as the ArcGIS Pro workspace has to be relative to the project code in order for the code to read from the workspace -- this doesn't mean ArcGIS Pro has to be running for the app to run, the GIS workspace simply needs to exist. Therefore, one cannot simply clone this repo to successfully utilize the app functionality\r\n\r\n## Dependencies\r\n\r\n### conda\r\n\r\n**ArcPy**: The primary python module requirement for this project is the [Arcpy](https://pro.arcgis.com/en/pro-app/latest/arcpy/get-started/installing-arcpy.htm) module from ESRI. Create an Anaconda environment for your development `conda create --name <env name>`, then `conda install -c esri arcpy` to install the module. If this fails, you probably don't have ArcGIS Pro on your machine (using a remote workstation is an easy fix). The \"Spatial Analyst\" toolbox in ArcGIS is necessary for the functionality of the app, so make sure that license is turned on in ArcGIS Pro (Project, Licensing, Configure your Licensing Options, then make sure \"Spatial Analyst\" is selected)\r\n\r\n### pip\r\n\r\n**streamlit**\r\n\r\n**pandas**\r\n\r\n## Running the App\r\n\r\nTo run the web-app with Streamlit, cd to the app directory (`cd app` in your terminal) and run `streamlit run login.py`\r\n" } ]
4
Ntakuya/sam-multiple-form-data-sample
https://github.com/Ntakuya/sam-multiple-form-data-sample
c23757845acaad0d0d2881d5818c736e7d75a647
fa9ef4eaca3217b9ff655faff2e12a4b85fc8faf
f3ad8f0c8ee00c5ace615a501a79bf1b4a1c2095
refs/heads/main
2023-03-04T20:54:49.460743
2021-02-20T04:46:42
2021-02-20T04:46:42
334,320,313
0
0
null
2021-01-30T03:37:16
2021-02-20T04:05:57
2021-02-20T04:46:43
Python
[ { "alpha_fraction": 0.5990903377532959, "alphanum_fraction": 0.6153346300125122, "avg_line_length": 24.229507446289062, "blob_id": "93272240a2efcefb590a58cd021f429e9b2f522e", "content_id": "ba16b19830cf5f310831989b1a68c15a03accac2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1539, "license_type": "no_license", "max_line_length": 67, "num_lines": 61, "path": "/src/document/app.py", "repo_name": "Ntakuya/sam-multiple-form-data-sample", "src_encoding": "UTF-8", "text": "import json\nimport cgi\nimport io\nimport logging\nimport boto3\nimport base64\nfrom botocore.client import Config\n\ns3 = boto3.client(\n \"s3\",\n endpoint_url=\"http://host.docker.internal:9001/\",\n aws_access_key_id=\"dummy_s3_access_key\",\n aws_secret_access_key=\"dummy_s3_secret_key\",\n config=Config(signature_version=\"s3v4\"),\n region_name=\"us-east-1\",\n)\n\n\ndef upload_s3(file_name, field_file_storage):\n try:\n response = s3.put_object(\n Bucket=\"sample\",\n Key=file_name,\n Body=field_file_storage.value,\n )\n return [response, None]\n except Exception as error:\n logging.error(error)\n return [None, error]\n\n\ndef get_file_from_request_body(headers, body):\n fp = io.BytesIO(base64.b64decode(body))\n environ = {\"REQUEST_METHOD\": \"POST\"}\n headers = {\n \"content-type\": headers[\"Content-Type\"],\n \"content-length\": headers[\"Content-Length\"],\n }\n\n fs = cgi.FieldStorage(fp=fp, environ=environ, headers=headers)\n\n try:\n return [fs[\"file\"], None]\n except Exception as error:\n logging.error(error)\n return [None, error]\n\n\ndef lambda_handler(event, context):\n file_item, file_item_error = get_file_from_request_body(\n headers=event[\"headers\"], body=event[\"body\"]\n )\n\n upload_result, upload_result_error = upload_s3(\n file_name=file_item.filename, field_file_storage=file_item)\n return {\n \"statusCode\": 200,\n \"body\": json.dumps({\n \"success\": True,\n }),\n }\n" } ]
1
robertutterback/flask-celery-toy
https://github.com/robertutterback/flask-celery-toy
11960171c9aa8e800664e708fc5ac7f5a2760ee6
6f70dc52c9861a3649c47ec428e24781cb380070
04e3d7e1337b863e996d76202d1842f5e95483d4
refs/heads/master
2023-06-11T05:16:42.745486
2021-07-02T16:52:06
2021-07-02T16:52:06
376,872,349
0
1
null
2021-06-14T15:31:50
2021-06-14T21:10:07
2021-06-15T14:26:45
Python
[ { "alpha_fraction": 0.6231205463409424, "alphanum_fraction": 0.6255854368209839, "avg_line_length": 31.440000534057617, "blob_id": "76c1b78274ddce62906cd6a727d43d42383d0c08", "content_id": "b2f4574393acee91f7c7fc2e60f48ebf3daea690", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4057, "license_type": "no_license", "max_line_length": 89, "num_lines": 125, "path": "/app/all.py", "repo_name": "robertutterback/flask-celery-toy", "src_encoding": "UTF-8", "text": "import os, uuid\nfrom pathlib import Path\n\nfrom flask import (\n Blueprint,\n request, render_template, redirect, url_for,\n jsonify, session, flash, current_app\n)\nfrom flask_socketio import emit, disconnect, join_room, leave_room\nfrom werkzeug.datastructures import MultiDict as FormDataStructure\n\nfrom flask_wtf import FlaskForm\nfrom wtforms import StringField, SubmitField\nfrom wtforms.validators import DataRequired\n\nfrom .tasks import long_task\nfrom . import socketio\n\nbp = Blueprint(\"all\", __name__)\n\nclass MyForm(FlaskForm):\n name = StringField('Name', validators=[DataRequired()],\n render_kw = {\"placeholder\": 'Enter your name'})\n\n# ignore dataset, for now\ndef get_output_path(dataset, room):\n return Path(current_app.instance_path) / 'outputs' / room\n\[email protected]('/', methods=['GET'])\[email protected]('/<dataset>/', methods=['GET'])\[email protected]('/<dataset>/<room>', methods=['GET'])\ndef index(dataset='default', room=None):\n form = MyForm()\n done = False\n output = None\n if room:\n outfile = get_output_path(dataset, room)\n tmpfile = Path(f\"{outfile}.tmp\")\n if not outfile.exists():\n if tmpfile.exists(): # still in progress\n output = 'Task still in progress.'\n # keep room, then the javascript will join and check for output\n else:\n output = f'Room \"{room}\" does not exist!'\n room = None\n else: # outfile exists, we're done\n with open(outfile, 'r') as f:\n output = f.read()\n done = True\n \n return render_template('index.html', dataset=dataset, room=room,\n result=output, done=done, form=form)\n\[email protected]('/longtask', methods=['POST'])\ndef longtask():\n data = request.json\n form = MyForm()\n if 'formdata' in data:\n form_data = FormDataStructure(data['formdata'])\n form = MyForm(formdata=form_data)\n\n if not form.validate():\n return jsonify(data={'form error': form.errors}), 400\n\n name = form.name.data\n dataset = request.json['dataset']\n roomid = str(uuid.uuid4())\n outfile = Path(current_app.instance_path) / 'outputs' / roomid\n\n # Let others know this is in progress\n Path(f\"{outfile}.tmp\").touch()\n \n details = [dataset, roomid]\n # print(\"Long task would be started\")\n task = long_task.delay(dataset, os.fspath(outfile), roomid,\n url_for('all.task_event', _external=True))\n\n # Socket not connected yet, (and room not joined yet), so can't emit here.\n # socketio.emit('status', {'status': f'Task started: {details}'}, to=roomid)\n \n return jsonify({'roomid': roomid, 'name': name}), 202\n\[email protected]('/task_event/', methods=['POST'])\ndef task_event():\n data = request.json\n if not data or 'taskid' not in data:\n print(\"Incorrect task event data from celery!\")\n return 'error', 404\n roomid = request.json['taskid']\n\n print(f\"Trying to emit to {roomid}\")\n socketio.emit('taskprogress', data, to=roomid)\n\n if data['done']:\n outfile = Path(current_app.instance_path) / 'outputs' / data['taskid']\n with open(outfile, 'r') as f:\n result = f.read()\n print(f\"Done; emitting '{result}' to {roomid}\")\n socketio.emit('taskdone', result, to=roomid)\n return 'ok'\n\[email protected]('status')\ndef bounce_status(message):\n emit('status', {'status': message['status']}, to=request.sid)\n\[email protected]('connect')\ndef connect(data=None):\n print(f'Client connected.')\n\[email protected]('join_room')\ndef join_task_room(data):\n assert 'roomid' in data\n join_room(data['roomid'])\n socketio.emit('status', {'status': f'Joined room: {data[\"roomid\"]}'}, to=request.sid)\n\n## @TODO: what is this?\[email protected]('disconnect request')\ndef disconnect_request():\n emit('status', {'status': 'Disconnected!'}, to=request.sid)\n disconnect()\n\[email protected]('disconnect')\ndef events_disconnect():\n # del current_app.clients[session['userid']]\n print(f\"Client disconnected\")\n\n\n" }, { "alpha_fraction": 0.6204819083213806, "alphanum_fraction": 0.6445783376693726, "avg_line_length": 26.66666603088379, "blob_id": "24450a003626cd19d268997f2b3725015bfa0b43", "content_id": "3ecf6cc4d5aad3b6537a54fb041c431de48cee83", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 166, "license_type": "no_license", "max_line_length": 49, "num_lines": 6, "path": "/run.py", "repo_name": "robertutterback/flask-celery-toy", "src_encoding": "UTF-8", "text": "from app import create_app, socketio\nimport app\n\nif __name__ == '__main__':\n app = create_app(celery=app.celery)\n socketio.run(app, debug=True, host='0.0.0.0')\n" }, { "alpha_fraction": 0.47359153628349304, "alphanum_fraction": 0.6848591566085815, "avg_line_length": 15.70588207244873, "blob_id": "4df8fd44cd15382167bd6d90c534ac1f0e7760ae", "content_id": "bae3e6f8e4df0e0b123632d1a4f3851ae8101570", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 568, "license_type": "no_license", "max_line_length": 23, "num_lines": 34, "path": "/requirements.txt", "repo_name": "robertutterback/flask-celery-toy", "src_encoding": "UTF-8", "text": "amqp==5.0.6\nbidict==0.21.2\nbilliard==3.6.4.0\ncelery==5.1.0\ncertifi==2021.5.30\nchardet==4.0.0\nclick==7.1.2\nclick-didyoumean==0.0.3\nclick-plugins==1.1.1\nclick-repl==0.2.0\nFlask==2.0.1\nFlask-SocketIO==5.1.0\nFlask-WTF==0.15.1\nh11==0.12.0\nidna==2.10\nitsdangerous==2.0.1\nJinja2==3.0.1\nkombu==5.1.0\nMarkupSafe==2.0.1\npkg-resources==0.0.0\nprompt-toolkit==3.0.18\npython-engineio==4.2.0\npython-socketio==5.3.0\npytz==2021.1\nredis==3.5.3\nrequests==2.25.1\nsimple-websocket==0.2.0\nsix==1.16.0\nurllib3==1.26.5\nvine==5.0.0\nwcwidth==0.2.5\nWerkzeug==2.0.1\nwsproto==1.0.0\nWTForms==2.3.3\n" }, { "alpha_fraction": 0.7039105892181396, "alphanum_fraction": 0.7039105892181396, "avg_line_length": 24.428571701049805, "blob_id": "a9be0db8739a3bcc28ec67663bff32112607f498", "content_id": "22fe6c96d9c6095b4a6a65bb828a47836f4d050b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 179, "license_type": "no_license", "max_line_length": 57, "num_lines": 7, "path": "/celery_worker.py", "repo_name": "robertutterback/flask-celery-toy", "src_encoding": "UTF-8", "text": "from app import celery, create_app, init_celery\n\n#app = create_app(os.getenv('FLASK_CONFIG') or 'default')\n#app.app_context().push()\n\napp = create_app()\ninit_celery(celery, app)\n\n" }, { "alpha_fraction": 0.7551608085632324, "alphanum_fraction": 0.7609217762947083, "avg_line_length": 31.046154022216797, "blob_id": "b6ccb199d7fbed4791971a3e7e81d76e094c642f", "content_id": "c7298a563fab97cc33072296897a9702ea642f4b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2083, "license_type": "no_license", "max_line_length": 117, "num_lines": 65, "path": "/README.md", "repo_name": "robertutterback/flask-celery-toy", "src_encoding": "UTF-8", "text": "# Flask + Celery\n\nCombining Flask (with an application factory pattern) with Celery.\n\n## Setup\n\n```bash\npython -m venv --prompt fctoy venv # or similar\nsource env/bin/activate\npip install -r requirements.txt\n```\n\n## Running\n\nIn separate terminals (or just in the background), start Redis:\n\n```bash\n./run-redis.sh\n```\n\nCelery:\n\n```bash\nstart-celery.sh\n```\n\nand Flask:\n\n```bash\npython run.py\n```\n\n\n## Resources\n\n- [Using Celery with\n Flask](https://blog.miguelgrinberg.com/post/using-celery-with-flask):\n how to use celery with flask, but just basic single-file flask.\n- [Celery and the Flask Application Factory\n Pattern](https://blog.miguelgrinberg.com/post/celery-and-the-flask-application-factory-pattern):\n Grinberg's 2015 approach to combining Flask application factory\n pattern with Celery\n- [Flask with Celery\n Github](https://github.com/miguelgrinberg/flasky-with-celery):\n Grinberg's actual Github repo combining Celery and Flask\n (application factory pattern).\n- [StackOverflow post about Celery with Flask\n AFP](https://stackoverflow.com/questions/58540194/how-to-implement-celery-using-flask-application-factory-pattern):\n One answer cites Grinberg's blog post, but there is also Joost\n Dobken's answer, which seems better to me. Then again, I do not\n really know the details.\n- [Asynchronous Tasks with Cllery in\n Python](https://www.thepythoncode.com/article/async-tasks-with-celery-redis-and-flask-in-python):\n Another post about using Celery with Python. I haven't looked at it,\n but might provide some useful info.\n- [Flask\n Cookiecuter](https://github.com/karec/cookiecutter-flask-restful): A\n \"cookiecutter\" template for a flask project, which includes support\n for the FLask application pattern with Celery.\n- [Using Celery with\n Flask-SocketIO](https://github.com/jwhelland/flask-socketio-celery-example):\n Combines Flask-SocketIO and Celery. Based on Grinberg's blog post,\n but uses single-file Flask instead of application factory\n pattern. Also take a look at the pull request, which has a fix\n required for modern versions of socketio.\n" }, { "alpha_fraction": 0.7727272510528564, "alphanum_fraction": 0.7727272510528564, "avg_line_length": 65, "blob_id": "e129e114695e85cf9faf47d03a74e17c5416d678", "content_id": "9b50979937152fa95aea2c0f4f8546854fdc5064", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 66, "license_type": "no_license", "max_line_length": 65, "num_lines": 1, "path": "/start-celery.sh", "repo_name": "robertutterback/flask-celery-toy", "src_encoding": "UTF-8", "text": "celery -A celery_worker.celery worker --loglevel=info --pool=solo\n" }, { "alpha_fraction": 0.6365187764167786, "alphanum_fraction": 0.6467576622962952, "avg_line_length": 26.23255729675293, "blob_id": "1305e31dbb5b85ed7f155e33bb56aebb0cdf41b4", "content_id": "8419f5f9049c04514f418341b1acaa6c10cecd52", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1172, "license_type": "no_license", "max_line_length": 76, "num_lines": 43, "path": "/app/__init__.py", "repo_name": "robertutterback/flask-celery-toy", "src_encoding": "UTF-8", "text": "from pathlib import Path\n\nfrom flask import Flask\nfrom celery import Celery\nfrom flask_socketio import SocketIO\nfrom flask_wtf.csrf import CSRFProtect\n\n\ndef init_celery(celery, app):\n celery.conf.update(app.config)\n TaskBase = celery.Task\n class ContextTask(TaskBase):\n def __call__(self, *args, **kwargs):\n with app.app_context():\n return TaskBase.__call__(self, *args, **kwargs)\n celery.Task = ContextTask\n\ndef make_celery(app_name=__name__):\n backend = 'redis://localhost:6379/0'\n broker = backend.replace('0', '1')\n return Celery(app_name, backend=backend, broker=broker,\n include=['app.tasks'])\n\ncelery = make_celery()\nsocketio = SocketIO()\ncsrf = CSRFProtect()\n\ndef create_app(app_name=__name__, **kwargs):\n app = Flask(app_name)\n app.secret_key = 'toydev'\n if kwargs.get(\"celery\"):\n init_celery(kwargs.get(\"celery\"), app)\n\n csrf.init_app(app)\n \n from app.all import bp\n app.register_blueprint(bp)\n\n (Path(app.instance_path) / 'outputs').mkdir(parents=True, exist_ok=True)\n\n socketio.init_app(app, message_queue='redis://localhost:6379/0')\n\n return app\n\n" } ]
7
ssauloferreira/Gestures-Recognition-OpenCV
https://github.com/ssauloferreira/Gestures-Recognition-OpenCV
58c6d089be5df5278f9278bb4aeb4582e131e1b2
3fb2e7b511aa89f7d95fd8e779d3eeeb86c42146
6bf0a68db16504d3cdcaafd70e8da815d9d1b2a4
refs/heads/master
2022-07-23T18:34:18.207511
2019-06-11T00:24:36
2019-06-11T00:27:29
null
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5036197900772095, "alphanum_fraction": 0.5366697907447815, "avg_line_length": 30.75257682800293, "blob_id": "ed8c4ad67f416c86c4713f28758848247a845e55", "content_id": "ff9f675b2e0472a65347ad45c7e37289436ab888", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3177, "license_type": "no_license", "max_line_length": 74, "num_lines": 97, "path": "/camera_module.py", "repo_name": "ssauloferreira/Gestures-Recognition-OpenCV", "src_encoding": "UTF-8", "text": "import cv2\r\nimport imutils\r\nimport numpy as np\r\n\r\nimport camera_module as cm\r\n\r\n# video_capture = cv2.VideoCapture(0)\r\n# # Check success\r\n# if not video_capture.isOpened():\r\n# raise Exception(\"Could not open video device\")\r\n# # Read picture. ret === True on success\r\n# while True:\r\n# ret, frame = video_capture.read()\r\n# gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\r\n# cv2.imshow(\"\", gray)\r\n#\r\n# # Close device\r\n# video_capture.release()\r\n\r\nhandcascade = cv2.CascadeClassifier('./haarcascades/palm_v4.xml')\r\nheadcascade = cv2.CascadeClassifier('./haarcascades/face.xml')\r\nbackSub = cv2.createBackgroundSubtractorMOG2()\r\nkernel = np.ones((3, 3), np.uint8)\r\n\r\ndef take_a_pic():\r\n cap = cv2.VideoCapture(0)\r\n ret = True\r\n\r\n while ret:\r\n ret, frame = cap.read()\r\n\r\n frame = imutils.resize(frame, 600)\r\n cv2.imwrite(\"./image/background.jpeg\", frame)\r\n break\r\n\r\ndef camera_module(original, background):\r\n # ----------------------- remove face -------------------------------\r\n image = cv2.cvtColor(original, cv2.COLOR_BGR2YCR_CB)\r\n background = cv2.cvtColor(background, cv2.COLOR_BGR2YCR_CB)\r\n\r\n # image = cv2.subtract(image, background)\r\n\r\n image_gray = cv2.cvtColor(original, cv2.COLOR_BGR2GRAY)\r\n faces = headcascade.detectMultiScale(image_gray, 1.3, 5)\r\n\r\n # -------------------- background substraction -----------------------\r\n\r\n # mask = backSub.apply(img_ycrcb)\r\n\r\n # ------------------- splitting into 3 channels ----------------------\r\n y, cr, cb = cv2.split(image)\r\n y_original, cr_original, cb_original = cv2.split(image)\r\n\r\n # ------------------------- binarization -----------------------------\r\n _, y = cv2.threshold(y, 54, 163, cv2.THRESH_BINARY)\r\n _, cr = cv2.threshold(cr, 131, 157, cv2.THRESH_BINARY)\r\n _, cb = cv2.threshold(cb, 110, 135, cv2.THRESH_BINARY)\r\n\r\n # ------------------------- morphology -------------------------------\r\n y = cv2.morphologyEx(y, cv2.MORPH_OPEN, kernel)\r\n cr = cv2.morphologyEx(cr, cv2.MORPH_OPEN, kernel)\r\n cb = cv2.morphologyEx(cb, cv2.MORPH_OPEN, kernel)\r\n\r\n # --------------------------- merge ---------------------------------\r\n y = cv2.bitwise_and(y, y_original)\r\n cr = cv2.bitwise_and(cr, cr_original)\r\n cb = cv2.bitwise_and(cb, cb_original)\r\n img = cv2.merge((y, cr, cb))\r\n img = cv2.Canny(img, 100, 200)\r\n\r\n # ------------------------- removing face ---------------------------\r\n for (x, y, w, h) in faces:\r\n cv2.rectangle(img, (x, y), (x + w, y + h), (0, 0, 0), -1)\r\n\r\n # -------------------------- detect hands ---------------------------\r\n hands = handcascade.detectMultiScale(img, 1.1, 1)\r\n for (x, y, w, h) in hands:\r\n cv2.rectangle(img, (x, y), (x + w, y + h), (255, 0, 0), 2)\r\n\r\n cv2.imshow(\"\", img)\r\n cv2.waitKey(1)\r\n # cv2.destroyAllWindows()\r\n\r\ntake_a_pic()\r\n\r\n# cap = cv2.VideoCapture('./videos/libras.mp4')\r\ncap = cv2.VideoCapture(0)\r\nret = True\r\n\r\nbackground = cv2.imread(\"./images/background.jpeg\", cv2.IMREAD_COLOR)\r\n\r\n\r\nwhile ret:\r\n ret, frame = cap.read()\r\n\r\n frame = imutils.resize(frame, 600)\r\n camera_module(frame, background)\r\n" }, { "alpha_fraction": 0.5339478254318237, "alphanum_fraction": 0.5701438784599304, "avg_line_length": 31.705883026123047, "blob_id": "0ca4893013348e08b65de925495295e87e938a36", "content_id": "15903717de9c7a188031c7623dc6249e5199ddd0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 8896, "license_type": "no_license", "max_line_length": 118, "num_lines": 272, "path": "/main.py", "repo_name": "ssauloferreira/Gestures-Recognition-OpenCV", "src_encoding": "UTF-8", "text": "import pickle\nfrom glob import glob\nfrom skimage.feature import hog\nimport cv2\nimport imutils\nimport numpy as np\nimport os.path\nfrom scipy.spatial import distance\nfrom sklearn.neighbors import KNeighborsClassifier\n\n\nshape = None\nback_photos = []\nbackground = None\nhandcascade = cv2.CascadeClassifier('./haarcascades/palm_v4.xml')\nheadcascade = cv2.CascadeClassifier('./haarcascades/face.xml')\nbackSub = cv2.createBackgroundSubtractorKNN(history=500, dist2Threshold=30)\nfont = cv2.FONT_HERSHEY_SIMPLEX\nfontScale = 1\nfontColor = (0, 255, 0)\nlineType = 4\nhand_image = np.zeros((80, 80), np.uint8)\ndata = None\n\n\ndef preprocessing():\n data = []\n for file in glob('./images/**'):\n file_string = str(file)\n label = \"\"\n print(file_string)\n\n for i in range(9, len(file_string)):\n if file_string[i].isnumeric():\n label = file_string[9:i]\n break\n image = cv2.imread(file_string)\n image = imutils.resize(image, 300)\n binary = camera_module(image)\n _, hand, _ = detection_module(image, binary)\n back = np.zeros((80, 80), np.uint8)\n hand = cv2.resize(hand, (80, 80), interpolation=cv2.INTER_NEAREST)\n back[:hand.shape[0], :hand.shape[1]] = hand\n # cv2.imshow(\"\", back)\n # cv2.waitKey()\n features = get_feature_vector(back)\n data.append((label, features))\n print(1)\n\n with open('images/test_features', 'wb') as fp:\n pickle.dump(data, fp)\n\n\ndef get_feature_vector(img):\n result = hog(img, orientations=8, pixels_per_cell=(8, 8), cells_per_block=(10, 10),\n feature_vector=True)\n return result\n\n\ndef nothing(pos):\n pass\n\n\ndef get_background(img, num_frames=20):\n global background\n if len(back_photos) < num_frames:\n back_photos.append(img)\n return backSub.apply(img)\n elif len(back_photos) == num_frames:\n for item in back_photos:\n background = backSub.apply(item)\n return background\n else:\n return background\n\n\ndef remove_concomponent(img, min_value):\n shape = (len(img), len(img[0]))\n img2 = np.zeros(shape)\n\n nb_components, output, stats, _ = cv2.connectedComponentsWithStats(img, connectivity=8)\n sizes = stats[1:, -1]\n nb_components = nb_components - 1\n\n for i in range(0, nb_components):\n if sizes[i] >= min_value:\n img2[output == i + 1] = 255\n\n return img2.astype(np.uint8)\n\n\ndef define_mask(img):\n pass\n\n\ndef take_a_pic():\n cap = cv2.VideoCapture(0)\n ret = True\n\n while ret:\n ret, frame = cap.read()\n\n frame = imutils.resize(frame, 600)\n cv2.imwrite(\"./image/background.jpeg\", frame)\n break\n\n\ndef camera_module(original):\n ymin = cv2.getTrackbarPos('Ymin', 'YRB_calib')\n ymax = cv2.getTrackbarPos('Ymax', 'YRB_calib')\n crmin = cv2.getTrackbarPos('CRmin', 'YRB_calib')\n crmax = cv2.getTrackbarPos('CRmax', 'YRB_calib')\n cbmin = cv2.getTrackbarPos('CBmin', 'YRB_calib')\n cbmax = cv2.getTrackbarPos('CBmax', 'YRB_calib')\n wsize_open = cv2.getTrackbarPos('OpenSize', 'Windows sizes')\n wsize_gaussian = cv2.getTrackbarPos('Gaussian', 'Windows sizes') + 1\n wsize_gaussian = wsize_gaussian if wsize_gaussian % 2 == 1 else wsize_gaussian + 1\n min_value = cv2.getTrackbarPos('Connected', 'Windows sizes')\n\n kernel = np.ones((wsize_open, wsize_open), np.uint8)\n print(ymin, ymax, crmin, crmax, cbmin, cbmax)\n\n # ----------------------- rgb to ycrcb -------------------------------\n image = cv2.cvtColor(original, cv2.COLOR_BGR2YCR_CB)\n\n # ------------------------ remove face -------------------------------\n image_gray = cv2.cvtColor(original, cv2.COLOR_BGR2GRAY)\n faces = headcascade.detectMultiScale(image_gray, 1.3, 5)\n\n # -------------------------- background ------------------------------\n # mask = get_background(image)\n # print(mask.shape)\n\n # ------------------- splitting into 3 channels ----------------------\n y, cr, cb = cv2.split(image)\n\n # ------------------------- binarization -----------------------------\n _, y = cv2.threshold(y, ymin, ymax, cv2.THRESH_BINARY)\n _, cr = cv2.threshold(cr, crmin, crmax, cv2.THRESH_BINARY)\n _, cb = cv2.threshold(cb, cbmin, cbmax, cv2.THRESH_BINARY)\n\n # ------------------------- morphology -------------------------------\n y = cv2.morphologyEx(y, cv2.MORPH_OPEN, kernel)\n cr = cv2.morphologyEx(cr, cv2.MORPH_OPEN, kernel)\n cb = cv2.morphologyEx(cb, cv2.MORPH_OPEN, kernel)\n\n # --------------------------- merge ---------------------------------\n img = y + cr + cb\n _, img = cv2.threshold(img, 100, 255, cv2.THRESH_BINARY)\n\n mask = backSub.apply(image)\n img = cv2.bitwise_and(mask, img)\n img = cv2.medianBlur(img, wsize_gaussian)\n img = remove_concomponent(img=img, min_value=min_value)\n\n # ------------------------- removing face ---------------------------\n marge = 30\n for (x, y, w, h) in faces:\n cv2.rectangle(img, (x - marge, y - h + marge), (x + marge + w, y + marge + h), (0, 0, 0), -1)\n\n # -------------------------- detect hands ---------------------------\n # hands = handcascade.detectMultiScale(img, 1.1, 1)\n # for (x, y, w, h) in hands:\n # # cv2.rectangle(img, (x, y), (x + w, y + h), (255, 0, 0), 2)\n # cv2.rectangle(original, (x, y), (x + w, y + h), (255, 0, 0), 2)\n\n return img\n\n\ndef detection_module(original, binary):\n hand_only = None\n binary_aux = binary\n position = None\n\n contours, _ = cv2.findContours(binary, 1, 2)\n\n if len(contours) > 0:\n cnt = contours[0]\n max_area = cv2.contourArea(cnt)\n\n for cont in contours:\n if cv2.contourArea(cont) > max_area:\n cnt = cont\n max_area = cv2.contourArea(cont)\n\n epsilon = 0.01 * cv2.arcLength(cnt, True)\n approx = cv2.approxPolyDP(cnt, epsilon, True)\n hull = cv2.convexHull(approx)\n M = cv2.moments(approx)\n x, y, w, h = cv2.boundingRect(hull)\n position = (x, y, w, h)\n\n if M[\"m00\"] != 0:\n cX = int(M[\"m10\"] / M[\"m00\"])\n cY = int(M[\"m01\"] / M[\"m00\"])\n\n cv2.circle(original, (cX, cY), 5, (255, 255, 255), -1)\n # cv2.putText(original, \"centroid\", (cX - 25, cY - 25), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (255, 255, 255), 2)\n\n cv2.rectangle(original, (x, y), (x + w, y + h), (255, 0, 0), 2)\n hand_only = binary_aux[y:y + h, x:x + w]\n # cv2.putText(original, 'mao detectada', (approx[0][0][0], approx[0][0][1] + 10), font, fontScale, fontColor,\n # lineType)\n cv2.drawContours(original, [approx], -1, (0, 255, 0), 2)\n cv2.drawContours(original, [hull], -1, (0, 0, 255), 2)\n\n return binary_aux, hand_only, position\n\n\ndef classification_module(frame, hand_image, position):\n feature = get_feature_vector(hand_image)\n\n label = \"\"\n minim = np.inf\n\n for item in data:\n dist = distance.euclidean(feature, item[1])\n if dist < minim:\n minim = dist\n label = item[0]\n if position is not None and minim < 1.1:\n print(\"distance: \", minim)\n cv2.putText(frame, str(label), (position[0], position[1] + 10), font, fontScale, fontColor, lineType)\n\n\ndef main():\n # cap = cv2.VideoCapture('./videos/libras.mp4')\n cap = cv2.VideoCapture(0)\n ret = True\n\n cv2.namedWindow('YRB_calib')\n cv2.createTrackbar('Ymin', 'YRB_calib', 54, 255, nothing)\n cv2.createTrackbar('Ymax', 'YRB_calib', 137, 255, nothing)\n cv2.createTrackbar('CRmin', 'YRB_calib', 135, 255, nothing)\n cv2.createTrackbar('CRmax', 'YRB_calib', 174, 255, nothing)\n cv2.createTrackbar('CBmin', 'YRB_calib', 0, 255, nothing)\n cv2.createTrackbar('CBmax', 'YRB_calib', 125, 255, nothing)\n cv2.namedWindow('Windows sizes')\n cv2.createTrackbar('OpenSize', 'Windows sizes', 3, 10, nothing)\n cv2.createTrackbar('Gaussian', 'Windows sizes', 5, 30, nothing)\n cv2.createTrackbar('Connected', 'Windows sizes', 150, 500, nothing)\n\n if not os.path.exists('images/test_features'):\n preprocessing()\n\n with open('images/test_features', 'rb') as fp:\n global data\n data = pickle.load(fp)\n\n while ret:\n ret, frame = cap.read()\n\n frame = imutils.resize(frame, 600)\n shape = (len(frame), len(frame[0]))\n\n bin_image = camera_module(frame)\n detect, hand, position = detection_module(frame, bin_image)\n\n if hand is not None:\n hand = cv2.resize(hand, (80, 80), interpolation=cv2.INTER_NEAREST)\n hand_image[:hand.shape[0], :hand.shape[1]] = hand\n\n classification_module(frame, hand_image, position)\n\n cv2.imshow(\"detection\", detect)\n cv2.imshow(\"original\", frame)\n cv2.imshow(\"hand\", hand_image)\n cv2.waitKey(1)\n\n\nif __name__ == '__main__':\n main()\n" }, { "alpha_fraction": 0.8303248882293701, "alphanum_fraction": 0.8303248882293701, "avg_line_length": 137.5, "blob_id": "037d9afd39bf1468520a8e6f48ed148fee6d5dc2", "content_id": "a2c45991c86ec2017a006e52afc40ea68a8c0e87", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 277, "license_type": "no_license", "max_line_length": 241, "num_lines": 2, "path": "/README.md", "repo_name": "ssauloferreira/Gestures-Recognition-OpenCV", "src_encoding": "UTF-8", "text": "# Gestures Recognition with OpenCV\nThat's about a computer vision problem focusing on hand tracking and recognizing. Some gestures were selected previously and the images captured should be classified into those ones. The images will be captured by webcam and be preprocessed.\n" }, { "alpha_fraction": 0.6287386417388916, "alphanum_fraction": 0.6599479913711548, "avg_line_length": 24.229507446289062, "blob_id": "3e5b730bb41375cd7ae35443e438863674d171a9", "content_id": "d9a05a0e2654df5acab003f90d2b3712190e397f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1540, "license_type": "no_license", "max_line_length": 104, "num_lines": 61, "path": "/test.py", "repo_name": "ssauloferreira/Gestures-Recognition-OpenCV", "src_encoding": "UTF-8", "text": "import os\nimport cv2\nimport imutils\nimport numpy as np\n\n\n\"\"\"\n Abordagem 1:\n 1. Detecta a regioes candidatas a ser a mao\n 2. Validar as regioes encontradas\n 2.1. Montar um conjunto de exemplos de objetos que sao mao e nao\n \n \n Abordagem 2:\n 1. Detecta a regioes candidatas a ser a mao por meio de segmentação de imagem por intervalo de cores\n \n Abordagem 3:\n 1. Detecta a regioes candidatas a ser a mao por meio do movimento \n MOG2 KNN \n \n ConvexHull\n \n Olhar algoritmo de similaridade e estrutural SSN\n \n 3. Tracking dos objetos MOSSE, TKD, MEDIANSHIF\n 3.1. Armazenar lista de imagens do tracking\n 4. Classificar o gesto feito \n\n\n\"\"\"\n\n# cap = cv2.VideoCapture('./videos/libras.mp4')\ncap = cv2.VideoCapture('./videos/gesture.mp4')\nret = True\n\n# cascade = cv2.CascadeClassifier('./haarcascades/hand.xml')\n# cascade = cv2.CascadeClassifier('./haarcascades/haar-hand.xml')\ncascade = cv2.CascadeClassifier('./haarcascades/palm_v4.xml')\n\nSAVE_DIR = 'images'\ncountID = 0\n\nif not os.path.exists(SAVE_DIR):\n os.makedirs(SAVE_DIR)\n\n\nwhile ret:\n\n ret, frame = cap.read()\n\n frame = imutils.resize(frame, 600)\n gray = cv2.cvtColor(frame, cv2.COLOR_RGB2GRAY)\n faces = cascade.detectMultiScale(gray, 1.1, 1)\n for (x, y, w, h) in faces:\n cv2.rectangle(frame, (x, y), (x + w, y + h), (255, 0, 0), 2)\n\n cv2.imwrite('{}/{:03d}.jpeg'.format(SAVE_DIR, countID), frame)\n cv2.imshow('img', frame)\n cv2.waitKey(1)\n countID +=1\n # cv2.destroyAllWindows()" } ]
4
carcasslizard/Stef-Of-The-Winds
https://github.com/carcasslizard/Stef-Of-The-Winds
c4af21bea041a6d1bafb2bc1acd87ddd85c2bc74
926eae88223fc78ee1cf85b5854c1a1d2958a57a
51e8248ae17549a12c9286cd9a39a48e55adbaca
refs/heads/master
2021-01-10T13:30:51.791741
2015-12-16T06:16:07
2015-12-16T06:16:07
47,108,654
1
0
null
2015-11-30T09:34:32
2015-11-30T09:34:39
2015-12-16T06:08:12
Python
[ { "alpha_fraction": 0.6638152003288269, "alphanum_fraction": 0.6792129874229431, "avg_line_length": 18.1639347076416, "blob_id": "3582b0edac1c94b87a8724a7beec79a89beaf797", "content_id": "2e967f2b066e7dc200f1d7242db3da3e7fd3a956", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1169, "license_type": "no_license", "max_line_length": 72, "num_lines": 61, "path": "/test.py", "repo_name": "carcasslizard/Stef-Of-The-Winds", "src_encoding": "UTF-8", "text": "#!/\nimport pyglet\nfrom pyglet.window import key\nversion = '0.0.5'\n\n#default window is 640 x 480\nwindow = pyglet.window.Window(caption='Stef of the Winds V%s' % version)\n\nTILESIZE = 32\nUNIT = TILESIZE\n\n#Game Objects\n\"\"\"\nclass Player(pyglet.sprite.Sprite):\n\tgloabl playerimage\n\n\tdef __init__(self):\n\t\tx = 288\n\t\ty = 0\n\t\tsuper().__init__(self.playerimage, x, y)\n\"\"\"\n'''\nclass Tile(pyglet.sprite.Sprite):\n\timage = \n\tdef __init__self(self):\n\t\tsuper().__init(self,image)\n'''\n'''\nclass Map(object):\n\tpasss\n'''\[email protected]\ndef on_draw():\n\twindow.clear()\n\tbackground.draw()\n\tplayer.draw()\n\t\[email protected]\ndef on_key_press(symbol, modifiers):\n\tif symbol == key.LEFT:\n\t\tplayer.x += -UNIT\n\telif symbol == key.RIGHT:\n\t\tplayer.x += UNIT\n\telif symbol == key.UP:\n\t\tplayer.y += UNIT\n\telif symbol == key.DOWN:\n\t\tplayer.y += -UNIT\n\n# Resource Loading\npyglet.resource.path = ['resources']\npyglet.resource.reindex()\n\nplayerimage = pyglet.resource.image('player.png')\nbackgroundimage = pyglet.resource.image('background.png')\n\n#Start Game\nif __name__ == '__main__':\n\tplayer = pyglet.sprite.Sprite(playerimage, x=288)\n\tbackground = pyglet.sprite.Sprite(backgroundimage)\n\t\n\tpyglet.app.run()\n" }, { "alpha_fraction": 0.6305603981018066, "alphanum_fraction": 0.6562290191650391, "avg_line_length": 25.29681968688965, "blob_id": "827e910142a4f2586446febf6fd4851024923ae7", "content_id": "7ca8a5c0ceee7198a18c5dd841ac3fe2a01b48b1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7441, "license_type": "no_license", "max_line_length": 101, "num_lines": 283, "path": "/sotw.py", "repo_name": "carcasslizard/Stef-Of-The-Winds", "src_encoding": "UTF-8", "text": "'''\nStef of the Winds\nUse Case for pyglet lib\n\nimages are not mine\n\n'''\nimport pyglet\nimport random\nfrom pyglet.window import key\nVERSION = '0.0.4'\n#Screen Size in pixels\nSCREEN_WIDTH = 960\nSCREEN_HEIGHT = 736\nwindow = pyglet.window.Window(SCREEN_WIDTH, SCREEN_HEIGHT, caption='Stef of the Winds V%s' % VERSION)\n#map width in tiles\nMAP_WIDTH = 960 // 32\nMAP_HEIGHT = 480 // 32\n#GUI panel width in tiles\nPANEL_WIDTH = 960 // 32\nPANEL_HEIGHT = 256 // 32\n#info box dimenisons in tiles\nINFOBOX_WIDTH = round(PANEL_WIDTH * 1)\nINFOBOX_HEIGHT = PANEL_HEIGHT\n#status box dimensions in tiles\nSTATBOX_WIDTH = 1\nSTATBOX_HEIGHT = PANEL_HEIGHT\n#dungeon generator settings\nROOM_MAX_SIZE = 4\nROOM_MIN_SIZE = 3\nMAX_ROOMS = 20\nMAX_ROOM_MONSTERS = 1\n\nclass Actor(pyglet.sprite.Sprite):\n\t#generic object for player,monster,item, stairs ect.\n\t#represent by a sprite on screen 32px x 32px transparnet background\n\tdef __init__(self, image, x=0, y=0, blocks = False):\n\t\tx = x * 32\n\t\ty = y * 32\n\t\tsuper().__init__(image, x, y)\n\t\tself.blocks = blocks\n\t\n\tdef currpos(self):\n\t\tx = self.x // 32\n\t\ty = self.y // 32\n\t\treturn (x,y)\n\t\n\tdef updateimage(self,image):\n\t\tself.image = image\n\t\treturn self\n\t\t\n\tdef toggle_visible(self):\n\t\tself.visible = not self.visible\n\t\treturn self\n\t\n\tdef move(self, x, y):\n\t\t#move by tiles ie) (1,0) is a step right\n\t\t#only update position if future pos is not blocked\n\t\tcurrpos = self.currpos()\n\t\ttx = currpos[0] + x\n\t\tty = currpos[1] + y\n\t\tif not is_blocked(tx, ty):\n\t\t\tself.x += x * 32\n\t\t\tself.y += y * 32\n\t\t\t\n\t\t\t\nclass Tile(pyglet.sprite.Sprite):\n\t# x and y in pixels\n\tdef __init__(self, image, x, y, blocked, block_sight = None):\n\t\tsuper().__init__(image, x, y)\n\t\t\n\t\tself.blocked = blocked\n\t\t#by default, if a tile is blocked, it also blocks sight\n\t\tif block_sight is None: block_sight = blocked\n\t\tself.block_sight = block_sight\n\nclass Rect:\n\tdef __init__(self, x, y, w, h):\n\t\tself.x1 = x\n\t\tself.y1 = y\n\t\tself.x2 = x + w\n\t\tself.y2 = y + h\n\t\t\n\tdef center(self):\n\t\tcenter_x = (self.x1 + self.x2) // 2\n\t\tcenter_y = (self.y1 + self.y2) // 2\n\t\treturn (center_x, center_y)\n\n\tdef intersect(self, other):\n\t\t#returns true if this rectangle intersects with another one\n\t\treturn (self.x1 <= other.x2 and self.x2 >= other.x1 and\n\t\t\t\tself.y1 <= other.y2 and self.y2 >= other.y1)\n\ndef place_actors(room):\n\t#choose random num of monsters\n\tnum_monsters = random.randint(0,MAX_ROOM_MONSTERS)\n\t\n\tfor i in range(num_monsters):\n\t\t#choose random spot for monster\n\t\tx = random.randint(room.x1 + 1, room.x2 - 1)\n\t\ty = random.randint(room.y1 + 1, room.y2 - 1)\n\t\t\n\t\tif random.randint(0,100) < 80: #80 percent change of goblin\n\t\t\t#create goblin\n\t\t\tmonster = Actor(goblinimage, x, y, True)\n\t\telse:\n\t\t\t#create soldier\n\t\t\tmonster = Actor(soldierimage, x, y, True)\n\t\tactors.append(monster)\n\t\ndef place_stairs(room):\n\tglobal dmap,stairs\n\tx,y = room.center()\n\tstairs = Actor(stairimage, x, y)\n\t\ndef create_border():\n\tglobal dmap\n\tfor x in range(window.width//32):\n\t\tfor y in range(window.width//32):\n\t\t\tif dmap[x][y].image == floorimage:\n\t\t\t\tfor x2 in range(x - 1, x + 2):\n\t\t\t\t\tfor y2 in range(y - 1, y + 2):\n\t\t\t\t\t\tif dmap[x2][y2].image == blankimage:\n\t\t\t\t\t\t\tdmap[x2][y2].image = wallimage\n\ndef create_room(room):\n\tglobal dmap\n\t#go through the tiles in the rectangle and make them passable and floor image\n\tfor x in range(room.x1 + 1, room.x2):\n\t\tfor y in range(room.y1 + 1, room.y2):\n\t\t\tdmap[x][y].image = floorimage\n\t\t\tdmap[x][y].blocked = False\n\t\t\tdmap[x][y].block_sight = False\n\ndef create_v_tunnel(y1, y2, x):\n\tglobal dmap\n\t#vertical tunnel min() and max() are used in case y1>y2\n\tfor y in range(min(y1,y2), max(y1,y2) + 1):\n\t\tdmap[x][y].image = floorimage\n\t\tdmap[x][y].blocked = False\n\t\tdmap[x][y].block_sight = False\n\ndef create_h_tunnel(x1, x2, y):\n\tglobal dmap\n\t#horizontal tunnel\n\tfor x in range(min(x1,x2), max(x1,x2) + 1):\n\t\tdmap[x][y].image = floorimage\n\t\tdmap[x][y].blocked = False\n\t\tdmap[x][y].block_sight = False\t\t\n\t\ndef make_map():\n\tglobal dmap, player, labels, actors\n\tlabels = []\n\tactors = []\n\t#fill map with \"blocked\" blank image tiles\n\tdmap = []\n\tfor x in range(window.width//32):\n\t\tdmap.append([])\n\t\tfor y in range(window.width//32):\n\t\t\tdmap[x].append(Tile(blankimage, x*32, y*32, True))\n\t\t\t\n\trooms = []\n\tnum_rooms = 0\n\t\n\tfor r in range(MAX_ROOMS):\n\t\t#random width and height\n\t\tw = random.randint(ROOM_MIN_SIZE, ROOM_MAX_SIZE)\n\t\th = random.randint(ROOM_MIN_SIZE, ROOM_MAX_SIZE)\n\t\t#random position without going out of the boundaries of the map\n\t\tx = random.randint(0,((window.width//32) - w - 1))\n\t\ty = random.randint(0,((window.height//32) - h - 1))\n\t\t\n\t\t#\"Rect\" class makes rectangles easier to work with\n\t\tnew_room = Rect(x, y, w, h)\n\t\t\n\t\t#run through the other rooms and see if they intersect with this one\n\t\tfailed = False\n\t\tfor other_room in rooms:\n\t\t\tif new_room.intersect(other_room):\n\t\t\t\tfailed = True\n\t\t\t\tbreak\n\t\t\t\t\n\t\tif not failed:\n\t\t\t#this means there are no intersections, so this room is valid\n\t\t\tcreate_room(new_room)\n\t\t\t\n\t\t\t#center coordinates of new room, will be useful later\n\t\t\t(new_x, new_y) = new_room.center()\n\t\t\t\n\t\t\t#label rooms\n\t\t\troom_no = chr(65+num_rooms)\n\t\t\tlabels.append(pyglet.text.Label(room_no,\n\t\t\t\t\t\t font_name='Times New Roman',\n\t\t\t\t\t\t font_size=12, color = (0, 0, 0, 255),\n\t\t\t\t\t\t x = new_x * 32, y = new_y * 32))\n\t\t\t\n\t\t\tif num_rooms == 0:\n\t\t\t\t#this is the first room, where the player starts at\n\t\t\t\tplayer.x = new_x * 32\n\t\t\t\tplayer.y = new_y * 32\n\t\t\t\t\n\t\t\telse:\n\t\t\t\t#all rooms after the first:\n\t\t\t\t#connect to previous room with a tunnel\n\t\t\t\t\n\t\t\t\t#center coordinates of previous room\n\t\t\t\t(prev_x, prev_y) = rooms[num_rooms - 1].center()\n\t\t\t\t\n\t\t\t\tif random.randint(0,1) == 1:\n\t\t\t\t\t#create horizontal then vertical hall\n\t\t\t\t\tcreate_h_tunnel(prev_x, new_x, prev_y)\n\t\t\t\t\tcreate_v_tunnel(prev_y, new_y, new_x)\n\t\t\t\telse:\n\t\t\t\t\t#create vertical then horizontal hall\n\t\t\t\t\tcreate_v_tunnel(prev_y, new_y, prev_x)\n\t\t\t\t\tcreate_h_tunnel(prev_x, new_x, new_y)\n\t\t\t\t\t\n\t\t\t\tplace_actors(new_room)\n\t\t\t\t\t\n\t\t\trooms.append(new_room)\n\t\t\tnum_rooms += 1\n\tplace_stairs(rooms[-1])\n\tcreate_border()\n\ndef is_blocked(x, y):\n\tif dmap[x][y].blocked:\n\t\treturn True\n\tfor actor in actors:\n\t\tif actor.blocks and actor.x // 32 == x and actor.y // 32== y:\n\t\t\treturn False\n\treturn False\[email protected]\ndef on_draw():\n\twindow.clear()\n\t#make new level if player on stairs\n\tif player.currpos() == stairs.currpos():\n\t\tmake_map()\n\tfor x in range(window.width//32):\n\t\tfor y in range(window.height//32):\n\t\t\tdmap[x][y].draw()\n\tstairs.draw()\n\tfor actor in actors:\n\t\tactor.draw()\n\tfor label in labels:\n\t\t#break\n\t\tlabel.draw()\n\tprint(player.currpos())\n\tplayer.draw()\n\[email protected]\ndef on_text_motion(motion):\n\tif motion == pyglet.window.key.MOTION_UP:\n\t\tplayer.mover(0,1)\n'''\ndef on_key_press(symbol, modifiers):\n\tif symbol == key.LEFT:\n\t\tplayer.move(-1,0)\n\telif symbol == key.RIGHT:\n\t\tplayer.move(1,0)\n\telif symbol == key.UP:\n\t\tplayer.move(0,1)\n\telif symbol == key.DOWN:\n\t\tplayer.move(0,-1)\n'''\n\n# Resource Loading\npyglet.resource.path = ['resources']\npyglet.resource.reindex()\n\nplayerimage = pyglet.resource.image('player.png')\nwallimage = pyglet.resource.image('wall.png')\nfloorimage = pyglet.resource.image('floor_hall.png')\nblankimage = pyglet.resource.image('blank.png')\nstairimage = pyglet.resource.image('stairs.png')\nsoldierimage = pyglet.resource.image('soldier.png')\ngoblinimage = pyglet.resource.image('goblin.png')\n\nif __name__ == '__main__':\n\t\n\tplayer = Actor(playerimage, x = 6, y = 4, blocks=True)\n\tmake_map()\n\tpyglet.app.run()\n\tprint('done')" } ]
2
DasAnish/DeFi-arbitrage
https://github.com/DasAnish/DeFi-arbitrage
4fd9910751335f5b06fc5b0eaa2d7f69324cf173
01d0484e9db301b1a63c6a454015df990a636220
42bb7fad889d727a4a02fc86cac8c3911aeba425
refs/heads/main
2023-08-19T06:30:19.943897
2021-10-05T17:55:29
2021-10-05T17:55:29
413,460,100
2
0
null
null
null
null
null
[ { "alpha_fraction": 0.834645688533783, "alphanum_fraction": 0.834645688533783, "avg_line_length": 62.5, "blob_id": "ac13f374f82fa517ae07eca63d89c0e3f4d97a40", "content_id": "1a47da5498555f0b0564b76fac267ad09526c766", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 127, "license_type": "permissive", "max_line_length": 99, "num_lines": 2, "path": "/data/__init__.py", "repo_name": "DasAnish/DeFi-arbitrage", "src_encoding": "UTF-8", "text": "from .dataIO import DataIO\nfrom .dataObjects import PriceVolume, BookEntry, ArbitrageEntry, read_orders, read_orders_generator\n" }, { "alpha_fraction": 0.5510203838348389, "alphanum_fraction": 0.5851922035217285, "avg_line_length": 28.26388931274414, "blob_id": "62590d838a4bf5cc76d65f0b1b02c7ee2c5af2b2", "content_id": "6a266a54f87aca94f99d4b4a98e1c74ad9b502e5", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2107, "license_type": "permissive", "max_line_length": 114, "num_lines": 72, "path": "/src/backtesting.py", "repo_name": "DasAnish/DeFi-arbitrage", "src_encoding": "UTF-8", "text": "from data import *\nfrom csv import reader\nfrom src import *\nimport matplotlib.pyplot as plt\nimport numpy as np\n\n\ndef conversion(data1, timestamp, exchange):\n i = 0\n results = BookEntry([], [], '', '')\n results.timestamp = timestamp\n results.exchange_id = exchange\n while i < 10:\n results.bids.append(PriceVolume(data1[i], data1[i+10]))\n i += 1\n i = 20\n while i < 30:\n results.asks.append(PriceVolume(data1[i], data1[i + 10]))\n i += 1\n return results\n\n\ndef backtest(path1, path2, tradebook):\n f1 = open(path1)\n f2 = open(path2)\n book1 = reader(f1)\n book2 = reader(f2)\n next(book2)\n next(book1)\n for row1, row2 in zip(book1, book2):\n data1 = [float(i) for i in row1[2:]]\n data2 = [float(i) for i in row2[2:]]\n data1 = conversion(data1, row1[0], row1[1])\n data2 = conversion(data2, row2[0], row2[1])\n arbitrage(tradebook, None, data1, data1, True)\n arbitrage(tradebook, None, data2, data1, True)\n\n\ndef backtesting_main():\n total_profits = 0\n time = []\n profits = []\n for order in read_orders_generator():\n ask = order.ask\n bid = order.bid\n volume = min(ask.volume, bid.volume)\n priceDiff = bid.price - ask.price\n profitCalc = volume * priceDiff\n total_profits += profitCalc\n print(f\"bid: {bid.price:.5f} \\t ask: {ask.price:.5f} \\t volume: {volume:.5f} \\t profit: {profitCalc:.5f}\")\n time.append(order.timestamp)\n profits.append(total_profits)\n print(total_profits)\n return time, profits\n\n\nif __name__ == '__main__':\n tradebook = []\n path1 = '../backtest/orderbook_bnc.csv'\n path2 = '../backtest/orderbook_hb.csv'\n backtest(path1, path2, tradebook)\n with open('../data/tradeorder.txt', 'w') as f:\n for item in tradebook:\n f.write(\"%s\\n\" % item)\n x,y = backtesting_main()\n plt.plot(x,y)\n plt.fill_between(x,y)\n temp = ([i for i in x[::len(x)//4]] + [x[-1]])\n # temp = [i[-8:] for i in temp]\n plt.xticks(temp)\n plt.yticks(np.arange(0, 26, step=5))\n plt.show()\n" }, { "alpha_fraction": 0.8795180916786194, "alphanum_fraction": 0.8795180916786194, "avg_line_length": 41, "blob_id": "fbf420c0b44f6d0886827d18e7891c4dafed4bef", "content_id": "db9231adfe419e4941d1efdbc12975d282e47f00", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 83, "license_type": "permissive", "max_line_length": 41, "num_lines": 2, "path": "/src/__init__.py", "repo_name": "DasAnish/DeFi-arbitrage", "src_encoding": "UTF-8", "text": "from .arbitrageAlgorithm import arbitrage\nfrom .backtesting import backtesting_main" }, { "alpha_fraction": 0.6322580575942993, "alphanum_fraction": 0.6408601999282837, "avg_line_length": 32.21428680419922, "blob_id": "6308d47d9c56c08ae5d8cb1d91c3a6001762662e", "content_id": "f414ce7d37ea2863455cb3b09257f2a90311a794", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 465, "license_type": "permissive", "max_line_length": 75, "num_lines": 14, "path": "/main.py", "repo_name": "DasAnish/DeFi-arbitrage", "src_encoding": "UTF-8", "text": "from data import *\nfrom src import arbitrage, backtesting_main\nfrom asyncio import gather, get_event_loop\n\n\nif __name__ == '__main__':\n backtesting_main()\n # tradeBook = []\n # event_loop = get_event_loop()\n # dataIO = DataIO(event_loop)\n # while True:\n # output = event_loop.run_until_complete(dataIO.get_next_entries())\n # arbitrage(tradeBook, dataIO, output[0], output[1])\n # arbitrage(tradeBook, dataIO, output[1], output[0])\n" }, { "alpha_fraction": 0.633093535900116, "alphanum_fraction": 0.633093535900116, "avg_line_length": 18.395349502563477, "blob_id": "845b8e7e02d09045252f886ffcdad3e49101e439", "content_id": "ca08716dcdab38a132f7511e9872cc92635ffb46", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 834, "license_type": "permissive", "max_line_length": 50, "num_lines": 43, "path": "/data/dataObjects.py", "repo_name": "DasAnish/DeFi-arbitrage", "src_encoding": "UTF-8", "text": "from typing import List, Generator\nfrom .dataIO import *\nfrom dataclasses import dataclass\nimport os\n\n@dataclass\nclass PriceVolume:\n price: int\n volume: float\n\n\n@dataclass()\nclass BookEntry:\n bids: List[PriceVolume]\n asks: List[PriceVolume]\n timestamp: str\n exchange_id: str\n\n\n@dataclass()\nclass ArbitrageEntry:\n bid: PriceVolume\n ask: PriceVolume\n bidExchangeID: str\n askExchangeID: str\n timestamp: str\n\n\ndef read_orders():\n orders = []\n with open('data/tradeorder.txt', 'r') as f:\n for line in f.readlines():\n order = eval(line)\n orders.append(order)\n return orders\n\n\ndef read_orders_generator():\n print(os.getcwd())\n with open('../data/tradeorder.txt', 'r') as f:\n for line in f.readlines():\n order = eval(line)\n yield order\n" }, { "alpha_fraction": 0.5774278044700623, "alphanum_fraction": 0.5822397470474243, "avg_line_length": 29.864864349365234, "blob_id": "9eba21ba63eba990c17394e88e2d8e17d7a6a721", "content_id": "363c1db628939940bd72d3f738df3a51eecffc1e", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2286, "license_type": "permissive", "max_line_length": 83, "num_lines": 74, "path": "/data/dataIO.py", "repo_name": "DasAnish/DeFi-arbitrage", "src_encoding": "UTF-8", "text": "from .dataObjects import BookEntry, PriceVolume\nfrom typing import Generator, Tuple\nimport os\nimport sys\nfrom asyncio import gather, get_event_loop\nfrom pprint import pprint\nfrom dataclasses import dataclass\n\nroot = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))\nsys.path.append(root + '/python')\n\nimport ccxt.async_support as ccxt # noqa: E402\n\n\nclass DataIO:\n def __init__(self, asyncio_loop):\n exchanges_symbols = (\n ('okex', 'BTC/USDT'),\n ('binance', 'BTC/USDT'),\n )\n\n self.exchanges = []\n args = {'enableRateLimit': True,\n 'asyncio_loop': asyncio_loop}\n for exchange_id, symbol in exchanges_symbols:\n exchange_class = getattr(ccxt, exchange_id)\n exchange = exchange_class(args)\n self.exchanges.append((exchange_id, exchange, symbol))\n\n @staticmethod\n async def get_orderbook(exchange_id, exchange, symbol):\n _orderbook = await exchange.fetch_order_book(symbol)\n\n _bids = _orderbook['bids'][:10]\n _asks = _orderbook['asks'][:10]\n\n bids = []\n asks = []\n\n for bidPrice, bidVolume in _bids:\n bid = PriceVolume(bidPrice, bidVolume)\n bids.append(bid)\n\n for askPrice, askVolume in _asks:\n ask = PriceVolume(askPrice, askVolume)\n asks.append(ask)\n\n timestamp = exchange.milliseconds()\n timestamp = exchange.iso8601(timestamp)\n bookEntry = BookEntry(bids=bids,\n asks=asks,\n timestamp=timestamp,\n exchange_id=exchange_id)\n return bookEntry\n\n async def get_next_entries(self):\n routines = [self.get_orderbook(*args) for args in self.exchanges]\n output = await gather(*routines)\n # print(output)\n\n return output\n\n def close(self):\n for _, exchange, _ in self.exchanges:\n exchange.close()\n self.fileObj.close()\n\n def send_order(self, order):\n if self.fileObj is None:\n self.fileObj = open('data/tradeorder.txt', 'a')\n\n self.fileObj.write(str(order) + '\\n')\n # with open('data/tradeorder.txt', 'a') as f:\n # f.write(str(order) + \"\\n\")\n\n\n" }, { "alpha_fraction": 0.7194444537162781, "alphanum_fraction": 0.729629635810852, "avg_line_length": 62.52941131591797, "blob_id": "816b454a7976b0b7e6a9591dc7e663f5fd05277e", "content_id": "4eb0c79717dfa65cee46d202100504fd87fa0e1d", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1080, "license_type": "permissive", "max_line_length": 306, "num_lines": 17, "path": "/README.md", "repo_name": "DasAnish/DeFi-arbitrage", "src_encoding": "UTF-8", "text": "# Arbitrage\n\nArbitrage is a program that executes cross-exchange arbitrage for any chosen pair of cryptocurrencies. The preset pair chosen is Bitcoin/Tether on okex and binance, but it can be changed to any other pair of currencies and exchanges by changing following in data/dataIO.py\n```python\nclass DataIO:\n def __init__(self, asyncio_loop):\n exchanges_symbols = (\n # change here\n ('okex', 'BTC/USDT'),\n ('binance', 'BTC/USDT'),\n )\n```\n## Algorithm\nThe algorithm is in src/arbitrage_algorithm. Its execution and profitbaility relies on getting the order book quickly. It'll compare the bids and asks from both exchanges. If it finds a pair of trade that is profitable, it'll then send it off to the exchanges. The order book is updated approx every 0.15s.\n## Usage\nTo use the program, choose the currencies as shown above and run 'main.py'. To backtest, use the file src/backtrsting, the preset data is from 20/08/2021 for LINK/USDT between Binance and Huobi, it's in the folder backtest.\n<img src=\"backtest/backtest_profit.png\"/>\n" }, { "alpha_fraction": 0.5700483322143555, "alphanum_fraction": 0.5942028760910034, "avg_line_length": 40.400001525878906, "blob_id": "95fd68d2f54cbbc084853a10a4e3fc6c229a3df6", "content_id": "e8ab41ef0e410b8aa5089bce87b6e5f4987b5d12", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1242, "license_type": "permissive", "max_line_length": 82, "num_lines": 30, "path": "/src/arbitrageAlgorithm.py", "repo_name": "DasAnish/DeFi-arbitrage", "src_encoding": "UTF-8", "text": "from data import ArbitrageEntry, PriceVolume\n\n\ndef arbitrage(tradebook, dataIO, entry1, entry2, backtesting=False):\n idx_bid = 0\n idx_ask = 0\n order = ArbitrageEntry(*([None]*5))\n order.bidExchangeID = entry1.exchange_id\n order.askExchangeID = entry2.exchange_id\n order.timestamp = entry1.timestamp\n # buying entry2 selling entry1\n while (idx_bid < 10) and (idx_ask < 10):\n if entry1.bids[idx_bid].price > entry2.asks[idx_ask].price:\n volume = min(entry1.bids[idx_bid].volume, entry2.asks[idx_ask].volume)\n order.bid = PriceVolume(entry1.bids[idx_bid].price, volume)\n order.ask = PriceVolume(entry2.asks[idx_ask].price, volume)\n if not backtesting:\n dataIO.send_order(order)\n else:\n tradebook.append(order)\n print(order)\n entry1.bids[idx_bid].volume -= volume\n entry2.asks[idx_ask].volume -= volume\n if entry1.bids[idx_bid].volume == 0:\n idx_bid += 1\n if entry2.asks[idx_ask].volume == 0:\n idx_ask += 1\n # if no more arbitrage opportunities\n elif entry1.bids[idx_bid].price <= entry2.asks[idx_ask].price:\n break\n" } ]
8
minetaka/pdf2txt
https://github.com/minetaka/pdf2txt
b121eccd39ac9ace7d8413724d4405255754d3a9
4be4e5eb99a93a3c68a6de9b76a890977f2f4266
2393d381772a13aa8b7f41b88bcc2a51427417b6
refs/heads/master
2022-12-10T09:00:55.312191
2020-09-08T07:29:10
2020-09-08T07:29:10
293,731,751
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.754916787147522, "alphanum_fraction": 0.7624810934066772, "avg_line_length": 22.571428298950195, "blob_id": "ce3bb22a027f5bbedf1ebc88c556d3eb3d481894", "content_id": "a96a727576ffd5ecb98c39d27600ee8414dbdaaf", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 661, "license_type": "no_license", "max_line_length": 63, "num_lines": 28, "path": "/pdf2text.py", "repo_name": "minetaka/pdf2txt", "src_encoding": "UTF-8", "text": "from pdfminer.pdfinterp import PDFResourceManager\nfrom pdfminer.converter import TextConverter\nfrom pdfminer.pdfinterp import PDFPageInterpreter\nfrom pdfminer.pdfpage import PDFPage\nfrom pdfminer.layout import LAParams\nfrom io import StringIO\nimport os.path\n\ndir = os.path.dirname(__file__)\npdf = os.path.join(dir, \"3001.pdf\")\nifp = open(pdf, 'rb')\nofp = StringIO()\n\nrmgr = PDFResourceManager()\nlprm = LAParams()\ndevice = TextConverter(rmgr, ofp, codec='utf-8', laparams=lprm)\npintr = PDFPageInterpreter(rmgr, device)\n\nfor page in PDFPage.get_pages(ifp):\n pintr.process_page(page)\n\ntext = ofp.getvalue()\n\nofp.close()\ndevice.close()\nifp.close()\n\nprint(text)\n\n" } ]
1
4RG0S/2019_Spring_Coding_Test
https://github.com/4RG0S/2019_Spring_Coding_Test
c893ff12d456c4ac455764f88239b510b22d3648
dfad8ccc4fefbd24cef3441e22e419b384d41927
df133a789891f6247cc7721fd2dd86816a8675d0
refs/heads/master
2020-04-29T07:56:58.603880
2019-05-30T11:37:05
2019-05-30T11:37:05
175,969,424
11
14
null
2019-03-16T12:30:23
2019-05-30T07:34:51
2019-05-30T11:37:06
Python
[ { "alpha_fraction": 0.514860987663269, "alphanum_fraction": 0.5273250341415405, "avg_line_length": 25.100000381469727, "blob_id": "e374b52caef2ecab813074ecab8a01036d3f8293", "content_id": "77e0eec716e2e8426c471127b2ff54550b486333", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1055, "license_type": "no_license", "max_line_length": 66, "num_lines": 40, "path": "/배상웅/Programmers_이분탐색_예산/Programmers_예산.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "// runtime 오류 해결 못함...\ndef caculate(templist, mid):\n for i in range(0, len(templist)):\n if templist[i] > mid:\n templist[i] = mid\n return sum(templist)\n\n\ndef solution(budgets, M):\n answer = 0\n result = []\n result1 = []\n i = 0\n total_average = int(sum(budgets) / len(budgets))\n M_average = int(M / len(budgets))\n mid = total_average - int((total_average - M_average) / 2)\n\n while i < total_average - M_average:\n templist = list(budgets)\n temp = caculate(templist, mid)\n result.append(temp)\n result1.append(mid)\n if temp == M:\n answer = mid\n break\n elif temp > M:\n mid = int(mid - ((mid - M_average) / 2))\n elif temp < M:\n mid = int(total_average - ((total_average - mid) / 2))\n i = i + 1\n print(result)\n result_answer = []\n for i in range(0, len(result)):\n if M - result[i] > 0:\n result_answer.append(result1[i])\n\n answer = max(result_answer)\n 1\n\n return answer" }, { "alpha_fraction": 0.6373873949050903, "alphanum_fraction": 0.6756756901741028, "avg_line_length": 22.36842155456543, "blob_id": "14598caf1930e84ddab60c49ffd966f34e05e634", "content_id": "ace3637be70da326c0fe33eab9e28be545a4fd1d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 788, "license_type": "no_license", "max_line_length": 84, "num_lines": 19, "path": "/이병만/Programmers/더 맵게/README.md", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "[Programmers](https://programmers.co.kr/learn/courses/30/lessons/42626). \n\nProblem : 더 맵게 **힙(Heap)**\n\nFlow :\n\n1. 섞은 음식의 스코빌 지수 = 가장 맵지 않은 음식의 스코빌 지수 + (두 번째로 맵지 않은 음식의 스코빌 지수 * 2)\n2. 주어질 때, 모든 음식의 스코빌 지수를 K 이상으로 만들기 위해 섞어야 하는 최소 횟수를 return 하도록 solution 함수를 작성해주세요.\n\n\n\nSolution :\n\n1. 각 배열을 정렬한다.\n2. 힙을 사용하기 위해 import heapq를 한다.\n3. 최소힙이기 때문에 루트 두 개의 값을 뽑아서 소크빌 지수를 계산한다.\n4. 다시 힙에 넣어준다.\n5. answer의 값을 1 더해준다.\n6. 입력받은 스코빌 지수를 넘기면 answer의 값을 반환한다.\n" }, { "alpha_fraction": 0.4812413156032562, "alphanum_fraction": 0.534043550491333, "avg_line_length": 24.399999618530273, "blob_id": "b98d3028fc839d3f6700ecc052cdf663b25e4520", "content_id": "a536c5e1e7a8643ae0367a2fc04f7a880812cb8a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2161, "license_type": "no_license", "max_line_length": 88, "num_lines": 85, "path": "/이병만/SW expert Academy/1240. 단순 2진 암호코드/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# Input : Binary\n# Output : Crypto Code\n# function : Receive binary and return crypto code\ndef convert_code(data):\n if data == '0001101':\n return 0\n elif data == '0011001':\n return 1\n elif data == '0010011':\n return 2\n elif data == '0111101':\n return 3\n elif data == '0100011':\n return 4\n elif data == '0110001':\n return 5\n elif data == '0101111':\n return 6\n elif data == '0111011':\n return 7\n elif data == '0110111':\n return 8\n elif data == '0001011':\n return 9\n else:\n return -1\n\n\n# 2. Survey from the back and returns the index of the first 1 that appears.\ndef find_1(find_arr):\n # Verify that there is a 1 from the back in that row.\n for find_idx in reversed(range(len(find_arr))):\n # Existing.\n if find_arr[find_idx] == '1':\n return find_idx\n\n\n# 4. Save the code crypto by separating seven digits from the start index.\ndef find_code(find_pass, i, j):\n arr = []\n new_arr = find_pass[i:j]\n\n # 7 digits separated and stored in code\n for i in range(8):\n code = ''.join(new_arr[i * 7:i * 7 + 7])\n convert = convert_code(code)\n arr.append(convert)\n\n result = (arr[0] + arr[2] + arr[4] + arr[6]) * 3 + arr[1] + arr[3] + arr[5] + arr[7]\n\n # if it's a multiple of ten\n if result % 10 == 0:\n return sum(arr)\n else:\n return 0\n\n\ndef solution(matrix):\n # 행...\n for i in range(len(matrix)):\n # 3. Calculate start index and end index.\n start_index = 0\n end_index = find_1(matrix[i])\n\n if end_index is None:\n continue\n else:\n start_index = int(end_index) - 56 + 1\n\n return find_code(matrix[i], start_index, int(end_index) + 1)\n\n\nif __name__ == '__main__':\n case_len = int(input().strip())\n\n for i in range(case_len):\n a = []\n row, col = map(int, input().strip().split())\n\n # 1. Array Setting\n for row_idx in range(row):\n input_data = list(input().strip())\n a.append(input_data)\n\n print(\"#\" + str(i + 1) + \" \" + str(solution(a)))\n" }, { "alpha_fraction": 0.37828946113586426, "alphanum_fraction": 0.4194079041481018, "avg_line_length": 15.026315689086914, "blob_id": "618adadc971e016a8d01087f12978800c404567e", "content_id": "73e59b9bc54637069fe68db50b4e78430e51c546", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 634, "license_type": "no_license", "max_line_length": 44, "num_lines": 38, "path": "/한진영/1주/swe_1210.cpp", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UHC", "text": "#include <iostream>\n\nint ladder[100][100];\n\nvoid find(int x, int y, int tc) {\n\twhile (y > 0) {\n\t\tif (x > 0 && ladder[x - 1][y]) {\n\t\t\twhile (ladder[--x][y]);\n\t\t\tx++;\n\t\t}\n\t\telse if (x < 99 && ladder[x + 1][y]) {\n\t\t\twhile (ladder[++x][y]);\n\t\t\tx--;\n\t\t}\n\t\ty--;\n\t}\n\tprintf(\"#%d %d\\n\", tc, x);\n}\nint main() {\n\n\tint num;\n\tint x, y;\n\tfor (int tc = 1; tc <= 10; tc++) {\n\t\tscanf(\"%d\", &num);\n\n\t\tfor (int i = 0; i < 100; i++) { //사다리초기화 \n\t\t\tfor (int j = 0; j < 100; j++) {\n\t\t\t\tscanf(\"%d\", &ladder[j][i]);\n\t\t\t\tif (ladder[j][i] == 2) { // 도착점 좌표 찾기\n\t\t\t\t\tx = j;\n\t\t\t\t\ty = i;\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t\tfind(x, y, tc);\n\t}\n\treturn 0;\n}" }, { "alpha_fraction": 0.6083264946937561, "alphanum_fraction": 0.6162695288658142, "avg_line_length": 37.44210433959961, "blob_id": "bd5dfb6956a7da8e17ff228925edfc11ac9aa969", "content_id": "24e94964ea7e0ca65462922851c23113719e798e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3981, "license_type": "no_license", "max_line_length": 131, "num_lines": 95, "path": "/김창희/5주차/02_common_ancestsor/02_common_ancestor_input.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# Problem URL -> https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV15PTkqAPYCFAYD\n\nclass Vertex:\n def __init__(self):\n self.parent = None\n self.left_child = None\n self.right_child = None\n\n def set_parent(self, parent):\n self.parent = parent\n\n def set_left_child(self, left_chlid):\n self.left_child = left_chlid\n\n def set_right_child(self, right_child):\n self.right_child = right_child\n\n def get_parent(self):\n return self.parent\n\n def get_left_child(self):\n return self.left_child\n\n def get_right_child(self):\n return self.right_child\n\n\n# 서브트리의 총 정점 개수 구하는 함수\ndef find_total_vertex(vertex_number, binary_tree_dict):\n if vertex_number is None:\n return 0\n\n vertex = binary_tree_dict[vertex_number] # vertex_number에 대한 Vertex 인스턴스\n\n total_vertex_of_left_tree = find_total_vertex(vertex.get_left_child(), binary_tree_dict)\n total_vertex_of_right_tree = find_total_vertex(vertex.get_right_child(), binary_tree_dict)\n\n return total_vertex_of_left_tree + total_vertex_of_right_tree + 1\n\n\ndef main():\n total_testcase = int(input().strip())\n for testcase_num in range(1, total_testcase + 1):\n firstline_of_testcase = list(map(int, input().strip().split(' ')))\n secondline_of_testcase = list(map(int, input().strip().split(' ')))\n\n total_vertex = firstline_of_testcase[0]\n total_edge = firstline_of_testcase[1]\n ancestor_finder1 = firstline_of_testcase[2]\n ancestor_finder2 = firstline_of_testcase[3]\n\n binary_tree_dict = dict()\n\n for i in range(0, total_edge * 2, 2):\n parent = secondline_of_testcase[i]\n child = secondline_of_testcase[i + 1]\n\n # parent에 대한 처리\n if parent not in binary_tree_dict: # 딕셔너리에 parent 정점이 저장되어 있지 않은 경우\n binary_tree_dict[parent] = Vertex()\n binary_tree_dict[parent].set_left_child(child)\n elif binary_tree_dict[parent].get_left_child() is None: # 딕셔너리에 부모 정점이 이미 저장되어 있고, 자식이 없는 경우, child를 left_child로 설정\n binary_tree_dict[parent].set_left_child(child)\n else:\n binary_tree_dict[parent].set_right_child(child) # 딕셔너리에 부모 정점이 이미 저장되어 있고, 자식이 있는 경우, child를 right_child로 설정\n\n # child에 대한 처리\n if child not in binary_tree_dict: # 딕셔너리에 child 정점이 저장되어 있지 않은 경우\n binary_tree_dict[child] = Vertex()\n binary_tree_dict[child].set_parent(parent)\n else: # 딕셔너리에 child 정점이 저장되어 있고, 부모가 없는 경우\n binary_tree_dict[child].set_parent(parent)\n\n # finder1과 finder2의 조상 리스트\n ancestors_of_finder1 = list()\n ancestors_of_finder2 = list()\n\n # finder1과 finder2의 조상 리스트 완성하기\n track_parent = binary_tree_dict[ancestor_finder1].get_parent()\n while track_parent is not None:\n ancestors_of_finder1.append(track_parent)\n track_parent = binary_tree_dict[track_parent].get_parent()\n\n track_parent = binary_tree_dict[ancestor_finder2].get_parent()\n while track_parent is not None:\n ancestors_of_finder2.append(track_parent)\n track_parent = binary_tree_dict[track_parent].get_parent()\n\n result_vertex_number = [i for i in ancestors_of_finder1 if i in ancestors_of_finder2][0]\n total_vertex_of_subtree = find_total_vertex(result_vertex_number, binary_tree_dict)\n\n print('#{} {} {}'.format(testcase_num, result_vertex_number, total_vertex_of_subtree))\n\nif __name__ == \"__main__\":\n main()" }, { "alpha_fraction": 0.49628251791000366, "alphanum_fraction": 0.5139405131340027, "avg_line_length": 24.619047164916992, "blob_id": "af044426df00ba20675b3379b1ca7b96b7b9ab45", "content_id": "f6699b40f619e6665ab6a06a1bb0c1f285fe09e6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1076, "license_type": "no_license", "max_line_length": 81, "num_lines": 42, "path": "/이병만/SW expert Academy/1238. Contact/Solution_v1.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "from collections import deque\n\n\n# BFS\ndef solution(arr, visit, start):\n queue = deque()\n queue.append([start, 0])\n visit[start] = True\n max_result = []\n\n while queue:\n n = queue.popleft()\n max_result.append(n)\n\n for index in range(len(arr)):\n if arr[index][0] == n[0] and not visit[arr[index][1]]:\n # putin queue\n queue.append([arr[index][1], n[1] + 1])\n visit[arr[index][1]] = True\n\n max_result.sort(key=lambda x: (x[1], x[0]))\n\n return max_result[-1][0]\n\n\nif __name__ == '__main__':\n # Test case\n for i in range(10):\n # data length , start point\n data_len, start_point = map(int, input().strip().split())\n\n # contact data\n contact = list(map(int, input().strip().split()))\n\n data = []\n visited = [False] * (max(contact) + 1)\n\n # data setting\n for j in range(0, len(contact), 2):\n data.append([contact[j], contact[j+1]])\n\n print(\"#\" + str(i + 1) + \" \" + str(solution(data, visited, start_point)))\n" }, { "alpha_fraction": 0.47449907660484314, "alphanum_fraction": 0.4890710413455963, "avg_line_length": 27.153846740722656, "blob_id": "50354679648fcb2b7958c4c34f05edf2f36b06fb", "content_id": "951423a0ea16941a3383ce26afed91e57b7d04d2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1364, "license_type": "no_license", "max_line_length": 87, "num_lines": 39, "path": "/배상웅/1233_사칙연산/1233_CodingTest.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "f = open(\"input.txt\", \"r\")\n\nwhile True:\n total = f.readline()\n total = total.replace(\"\\n\", '')\n count = 0\n temp = 0\n result_flag = False\n\n if not total:\n break\n\n print(\"total\", total)\n # 연산이 안되는 부분 찾기\n # 자식이 있는 부모 노드들 중에서 부모노드가 total 값이랑 같아지면\n # 이미 연산 부호는 다 나왔기 때문에, 연산 부분이 숫자면 안된다.\n while count <= int(total):\n count += 1\n line = f.readline()\n line = line.replace('\\n', '')\n line = line.split(' ')\n # 만약 부모가 total값이랑 같은 번호에 있을 때, 더 찾아볼 필요없으므로 break\n if int(line[len(line)-1]) == int(total):\n temp = int(line[0])\n break\n # 위에 break 이전 부분을 탐색한다. 만약 연산부호 있는 부분이 숫자면 break\n elif int(line[len(line)-1]) < int(total):\n if line[1] != '-' and line[1] != '+' and line[1] != '/' and line[1] != '*':\n result_flag = True\n temp = int(line[0])\n break\n # 나머지 부분을 읽어준다.\n for i in range(0, int(total)-temp):\n line = f.readline()\n # 연산이 가능하면 1, 불가능하면 0\n if result_flag == True:\n print(0)\n else:\n print(1)\n" }, { "alpha_fraction": 0.6243194341659546, "alphanum_fraction": 0.6787658929824829, "avg_line_length": 25.285715103149414, "blob_id": "cc2c4f910c99c607f3e7407c28da485c5eb76711", "content_id": "a8778ebf840849814e24e2570bcbec5ec32bfec2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 977, "license_type": "no_license", "max_line_length": 123, "num_lines": 21, "path": "/이병만/SW expert Academy/1226. 미로1/README.md", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "[SW Expert Academy 1226](<https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV14vXUqAGMCFAYD>). \n\nProblem : 미로1 **D4**\n\nFlow :\n\n1. 16 * 16 행렬의 형태로 만들어진 미로가 있다.\n2. 주어진 미로의 출발점으로부터 도착지점까지 갈 수 있는 길이 있는지 판단하는 프로그램 작성\n\n\n\nSolution :\n\n1. 미로를 저장하는 배열 세팅\n2. 미로의 출발 지점을 찾기 위해 첫번째 줄에서 '2'을 찾는다.\n3. 왼쪽, 오른쪽, 위, 아래를 나타낼 변수 선언\n4. 도착 지점인지 확인한다. (값이 3인 것을 찾는다.) 도착 지점이면 1을 반환한다. *** Termial condition ***\n5. 현재 위치로부터 왼, 오른, 위, 아래를 본다. \n6. 0 이면 현재 위치를 1로 바꿔주고 재귀함수를 호출한다.\n7. 각 방향의 값이 1이면 막힌 방향이므로 1을 반환한다.\n8. 그렇지 않으면 0을 반환해서 계속 해당 방향으로 나아간다." }, { "alpha_fraction": 0.40848928689956665, "alphanum_fraction": 0.5061615705490112, "avg_line_length": 20.2718448638916, "blob_id": "7e6d73da6a51506234161deab05187122c51b61d", "content_id": "bbff8d1e85610507b48a5f8c2b020a8d88d85b99", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2245, "license_type": "no_license", "max_line_length": 54, "num_lines": 103, "path": "/배상웅/1240_단순2진암호코드/1240_CodingTest.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "f = open(\"input.txt\", 'r')\n\ntestcase = f.readline()\n\n# '0001101' = 0\n# '0011001' : 1'\n# '0010011' : 2'\n# '0111101' : 3'\n# '0100011' : 4'\n# '0110001' : 5'\n# '0101111' : 6'\n# '0111011' : 7'\n# '0110111' : 8'\n# '0001011' : 9'\n\ndef solving_crypto(tempp):\n str1 = \"\"\n for i2 in range(0, len(tempp)):\n str1 += tempp[i2]\n if str1 == '0001101':\n result.append(0)\n elif str1 == '0011001':\n result.append(1)\n elif str1 == '0010011':\n result.append(2)\n elif str1 == '0111101':\n result.append(3)\n elif str1 == '0100011':\n result.append(4)\n elif str1 == '0110001':\n result.append(5)\n elif str1 == '0101111':\n result.append(6)\n elif str1 == '0111011':\n result.append(7)\n elif str1 == '0110111':\n result.append(8)\n elif str1 == '0001011':\n result.append(9)\n else:\n print(\"error\")\n check_crypto(result)\n\n\n# (홀수 자리의 합 x 3) + 짝수 자리의 합 + 검증 코드” 가 10의 배수가 되어야 한다.\ndef check_crypto(result):\n global no_check_code\n hol_sum = 0\n jak_sum = 0\n for i3 in range(0, len(result)-1, 2):\n hol_sum += result[i3]\n jak_sum += result[i3+1]\n no_check_code = hol_sum*3 + jak_sum\n\n\n\ndef solved_result(no_code):\n if no_code % 10 != 0:\n print(\"result is\", 0)\n else:\n print(\"result is\", sum(result, 0))\n\n\n\ndef divide_line(line):\n for i1 in range(0, len(line), 7):\n tempp = line[i1:i1+7]\n solving_crypto(tempp)\n\n\nwhile True:\n line = f.readline()\n if not line:\n break\n line = line.split(' ')\n row = int(line[0])\n col = int(line[1])\n\n temp = 0\n line = f.readline()\n line = line.replace(\"\\n\", \"\")\n line = list(line)\n i = col\n count = 0\n while True:\n i -= 1\n if int(line[i]) == 1:\n temp = i\n break\n if i == len(line)-56:\n count += 1\n line = f.readline()\n line = line.replace(\"\\n\", \"\")\n line = list(line)\n i = col\n line = line[temp-55:temp+1]\n result = []\n no_check_code = -1\n divide_line(line)\n solved_result(no_check_code)\n\n for ii in range(0, row-count-1):\n line = f.readline()\n" }, { "alpha_fraction": 0.4300699234008789, "alphanum_fraction": 0.45279720425605774, "avg_line_length": 16.90625, "blob_id": "d6b901518f6b871d91648179ca0801234b516210", "content_id": "89cee8a9a7b34697273bf5a3cfbfb95df5363a1d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 606, "license_type": "no_license", "max_line_length": 99, "num_lines": 32, "path": "/한진영/1주/swe_1206.cpp", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UHC", "text": "#include <cstdio>\n#include <iostream>\nusing namespace std;\n\nint main() {\n\n\tint t, count; // 테스트케이스, 조망권 세대 수\n\tint *arr;\n\n\tfor (int i = 0; i < 10; i++) {\n\t\tcount = 0;\n\t\tscanf_s(\"%d\", &t);\n\t\tarr = new int[t];\n\n\t\tfor (int j = 0; j < t; j++) { // 배열 초기화\n\t\t\tscanf_s(\"%d\", &arr[j]);\n\t\t}\n\n\t\tfor (int k = 2; k < t - 2; k++) {\n\t\t\tfor (int height = arr[k]; ; --height) {\n\t\t\t\tif (height > arr[k - 1] && height > arr[k + 1] && height > arr[k - 2] && height > arr[k + 2]) {\n\t\t\t\t\tcount++;\n\t\t\t\t}\n\t\t\t\telse {\n\t\t\t\t\tbreak;\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t\tprintf(\"#%d %d\\n\", (i + 1), count);\n\t}\n\treturn 0;\n}" }, { "alpha_fraction": 0.5780525207519531, "alphanum_fraction": 0.5958268642425537, "avg_line_length": 25.95833396911621, "blob_id": "d73ae0e6aba8d0335e2cae97ba7cb92fad922797", "content_id": "ca4528479c704e0fc3d8ce699e8eb02f76e8d628", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1294, "license_type": "no_license", "max_line_length": 110, "num_lines": 48, "path": "/이병만/SW expert Academy/1247. 최적 경로/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "import itertools\nimport sys\n\n\ndef data_setting():\n # number of client\n clients = int(input().strip())\n\n # input location\n input_location = list(map(int, input().strip().split()))\n\n # variable\n location = []\n company = (input_location[0], input_location[1])\n home = (input_location[2], input_location[3])\n\n # data setting\n for j in range(4, len(input_location), 2):\n location.append((input_location[j], input_location[j + 1]))\n\n min_value = create_permutation(company, location, home)\n\n return min_value\n\n\ndef create_permutation(arr1, arr2, arr3):\n min_distance = sys.maxsize\n for i in itertools.permutations(arr2):\n # At the beginning and end of each route, the coord of the company and the house are placed behind it.\n path = [arr1, *list(i), arr3]\n\n # Finds the distance from each path.\n distance = 0\n for idx in range(0, len(path) - 1):\n distance += abs(path[idx][0] - path[idx + 1][0]) + abs(path[idx][1] - path[idx + 1][1])\n\n if distance < min_distance:\n min_distance = distance\n\n return min_distance\n\n\nif __name__ == '__main__':\n test_num = int(input().strip())\n\n # Test case\n for i in range(test_num):\n print(\"#\" + str(i + 1) + \" \" + str(data_setting()))\n" }, { "alpha_fraction": 0.6195425987243652, "alphanum_fraction": 0.6860706806182861, "avg_line_length": 23.100000381469727, "blob_id": "cef6c886ee9ba0172a7a19d9073128e389108b24", "content_id": "d0f9fcdc083536ce84878df05797a867df5ea418", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 811, "license_type": "no_license", "max_line_length": 123, "num_lines": 20, "path": "/이병만/SW expert Academy/1219. 길찾기/README.md", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "[SW Expert Academy 1219](<https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV14geLqABQCFAYD>). \n\nProblem : 길찾기 **D4**\n\nFlow :\n\n1. A와 B는 숫자 0과 99으로 고정.\n2. 모든 길은 순서쌍으로 나타남. (2, 5) (2, 9)\n3. 가는 길의 개수와 상관없이 한가지 길이라도 존재하면 길이 존재하는 것.\n4. 단, 화살표 방향을 거슬러 돌아갈 수는 없다.\n\n\n\nSolution :\n\n1. path를 나타낼 두 개의 배열 세팅\n2. 만약 값이 99이면 도착지이므로 1을 반환한다.\n3. 100이 아니면 길이 있다는 것이므로 마킹을 하고 다음 방향으로 이동한다.\n4. sol_one, sol_two는 길의 존재 유무를 판단하는 변수이다.\n5. 이 두 변수 중 하나가 1이면 1을 반환하고 아니면 0을 반환한다." }, { "alpha_fraction": 0.6218487620353699, "alphanum_fraction": 0.6638655662536621, "avg_line_length": 20.545454025268555, "blob_id": "6eada6fcf40022cf7ac579c9f488cb93c7375a83", "content_id": "2950a07d7e1257d7033b7bc0bfb0ef7aa6f4fdcf", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 382, "license_type": "no_license", "max_line_length": 73, "num_lines": 11, "path": "/이병만/Programmers/타겟 넘버/README.md", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "[Programmers](https://programmers.co.kr/learn/courses/30/lessons/43165). \n\nProblem : 타겟 넘버 **DFS/BFS**\n\nFlow :\n\n1. n개의 음이 아닌 정수가 있습니다. 이 수를 적절히 더하거나 빼서 타겟 넘버를 만든다.\n\nSolution :\n1. 배열에 있는 값으로 만들수 있는 모든 경우를 구해야할 것 같다.\n2. 음... 경우의 수로 해야하나.. \n" }, { "alpha_fraction": 0.48767122626304626, "alphanum_fraction": 0.5438356399536133, "avg_line_length": 20.701492309570312, "blob_id": "a693bd07ea476b3ba537bac8c863d5bb11eb6297", "content_id": "09b196ec6b6c9a595121baf0e3e2c7d4498da8d3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1942, "license_type": "no_license", "max_line_length": 47, "num_lines": 67, "path": "/김현묵/2주차/SW1219/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 각 위치에서 경로를 담아둘 Matrix, Matrix2 배열 2개를 선언해줍시다.\nMatrix= []\nMatrix2 = []\n\n# 각 배열을 초기화 시켜줍니다. 0[시작점] ~ 99[도착점]\n# 100으로 초기화 시키는 건 갈 수 있는 경로가 없다는 뜻입니다!\nfor i in range(100):\n Matrix.append(100)\n Matrix2.append(100)\n\n\n\n# 재귀를 돌릴 함수입니다.\ndef recursion( i ):\n\n one = 0\n two = 0\n\n\n # 도착지를 찾습니다. 찾으면 1로 리턴을 시킵니다.\n if (Matrix[i] == 99) or (Matrix2[i] == 99):\n return 1\n\n # 갈 수 있는 경로가 있다면 그 경로로 가서 찾아줍니다. 재귀를 이용합니다.\n if Matrix[i] != 100:\n des = Matrix[i]\n Matrix[i] = 100\n one = recursion(des)\n if Matrix2[i] != 100:\n des2 = Matrix2[i]\n Matrix2[i] = 100\n two = recursion(des2)\n\n # 목적지를 찾았다면 1을 리턴 받으므로 역시 이 함수도 1을 리턴해줍니다\n if ( one == 1 or two == 1):\n return 1\n else:\n return 0\n\n\nfor i in range(10):\n\n caseNum = (input().strip().split())\n caseNum = list(map(int,caseNum))\n couple = caseNum[1]\n\n oneline = input().strip().split()\n oneline = list(map(int,oneline))\n\n # 매 테스트 케이스를 할 때마다 다시 100으로 모두 초기화 시켜줍니다.\n for t in range(100):\n Matrix[t] = 100\n Matrix2[t] = 100\n\n # 순서쌍을 이용하기 위해 2씩 증가시켜 Matrix에 경로를 저장해줍니다.\n for z in range(0, couple*2, 2):\n if Matrix[oneline[z]] == 100:\n Matrix[oneline[z]] = oneline[z+1]\n else:\n Matrix2[oneline[z]]= oneline[z+1]\n\n\n # 출발점으로부터 시작해 재귀를 돌려 1을 리턴할 수 있는지 확인해봅시다.\n finish = recursion(0)\n\n # 각 테스트 별로 출력을 해줍니다.\n print('#{0} {1}'.format(i+1, finish))\n\n\n\n\n\n\n" }, { "alpha_fraction": 0.5222222208976746, "alphanum_fraction": 0.5277777910232544, "avg_line_length": 23.066667556762695, "blob_id": "e91f70980ec14b0a528fb203d80c1f06b674e9b9", "content_id": "57427b4ab731f37fcc4545bfe3493a266bcd8e62", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 360, "license_type": "no_license", "max_line_length": 43, "num_lines": 15, "path": "/배상웅/Programmers_완주하지못한선수/Programmers_완주하지못한선수.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def solution(participant, completion):\n answer = ''\n participant.sort()\n completion.sort()\n i=0\n while i < len(participant):\n if i == len(completion):\n answer += participant[i]\n break\n if participant[i] != completion[i]:\n answer += participant[i]\n break\n i += 1\n\n return answer" }, { "alpha_fraction": 0.5023389458656311, "alphanum_fraction": 0.5070168972015381, "avg_line_length": 26.245098114013672, "blob_id": "97861c28e17ddeedfefd948544d1e6b3cb52b2c2", "content_id": "e88b48100e836cc76e5a4a6513976c610ce7b5b3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2985, "license_type": "no_license", "max_line_length": 104, "num_lines": 102, "path": "/임성근/3주차/contact/contact.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "from collections import deque\n\n\ndef solution():\n f = open('contact_input.txt', 'r')\n problem_index = 1\n while True:\n index = f.readline()\n data = f.readline()\n if not index:\n break\n\n start_index = int(index.split(' ')[1])\n last_index = int(int(index.split(' ')[0])/2)\n\n all_array = []\n array = []\n node_array = []\n head_node = Node(start_index)\n for i in range(last_index): #headnode가 첫번째에 있지 않을 수 있으니 돌면서 찾아줌\n from_index = int(data.split(' ')[2*i])\n to_index = int(data.split(' ')[2*i+1])\n all_array.append(from_index)\n all_array.append(to_index)\n new_node = Node(from_index)\n new_node.set_child(to_index)\n if from_index not in array:\n array.append(from_index)\n node_array.append(new_node)\n if from_index == start_index: #headnode에 child를 넣어줌\n head_node.set_child(to_index)\n\n index_tree = []\n queue = deque(maxlen=30)\n queue.append(start_index)\n index_tree.append(start_index)\n result = 0\n while is_not_empty(queue):\n length = len(queue)\n for i in range(len(queue)): #모든원소에 대해 검사\n if queue[i] in array: #처음부터 해당 값이 시작점일때(자식이 있을때)\n for j in range(len(node_array)):# 모든 노드에서\n if queue[i] == node_array[j].get_index(): #해당 노드와 같으면\n for k in range(len(node_array[j].get_child())): #해당 노드의 모든자식을\n if node_array[j].get_child()[k] not in index_tree: #순환이 아닌경우\n queue.append(node_array[j].get_child()[k]) #큐에 넣는다.\n index_tree.append(node_array[j].get_child()[k]) #순환검사를 위한 인덱스트리에 삽입.\n\n for l in range(length):\n queue.popleft()\n\n if is_not_empty(queue):\n result = max(queue)\n print('#' + str(problem_index), result)\n problem_index += 1\n\n\n\n\n\n\n\n f.close()\n\n\ndef is_not_empty(queue):\n if len(queue) == 0:\n return False\n else:\n return True\n\n\nclass Node:\n def __init__(self, index):\n self._index = index\n self._child = []\n self._depth = 0\n\n def set_index(self, index):\n self._index = index\n\n def get_index(self):\n return self._index\n\n def set_child(self, child):\n self._child.append(child)\n\n def get_child(self):\n return self._child\n\n def set_parent(self, depth):\n self._depth = depth\n\n def get_parent(self):\n return self._depth\n\n def get_info(self):\n return self._index, self._child, self._depth\n\n\nif __name__ == \"__main__\":\n solution()\n" }, { "alpha_fraction": 0.3647194504737854, "alphanum_fraction": 0.3827824890613556, "avg_line_length": 35.739131927490234, "blob_id": "ce02e43e69a5b22665344814e5e027455e4aee22", "content_id": "15f6b119243812a93532a79d1019d4c02db9a49c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 3112, "license_type": "no_license", "max_line_length": 143, "num_lines": 69, "path": "/김창희/1주차/02_ladder1.cpp", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "// problem URL -> https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV14ABYKADACFAYh\r\n#include <iostream>\r\nusing namespace std;\r\n\r\nint main(){\r\n int test_case_num = 0;\r\n int ladder[100][100];\r\n for(int i = 0; i< 10; i++){ // 테스트 케이스 10번 반복\r\n cin >> test_case_num;\r\n int arrive;\t\t\t\t\t\t\t\t\t // 도착점\r\n int width_and_height_size = sizeof(ladder) / sizeof(ladder[0]);\r\n \r\n // 사다리 구성하기\r\n for(int row = 0; row < width_and_height_size; row++){\r\n \tfor(int col = 0; col < width_and_height_size; col++){\r\n \tcin >> ladder[row][col];\r\n if(row == (width_and_height_size - 1) && ladder[row][col] == 2){\r\n \tarrive = col;\t\t\t\t\t // 도착점의 열(사다리의 아래 -> 위로 탐색할 예정)\r\n }\r\n }\r\n }\r\n \r\n // direction -> left : 0, right : 1, top : 2\r\n int direction = 2;\t\t\t\t\t\t\t\t// init direction -> top\r\n int result = 0;\r\n \r\n int row = width_and_height_size - 1; // 사다리 세로로 탈때 이용되는 변수, 반대(아래 -> 위 방향)으로 탐색하므로 실행시간 효율 증가\r\n int col = arrive;\t\t\t\t\t\t\t\t// 사다리 가로로 탈때 이용되는 변수\r\n \r\n \r\n while(true){\r\n \tif(direction == 0){\t\t\t\t\t // 왼쪽 방향으로 이동\r\n \tcol--;\r\n\r\n // 왼쪽 방향으로 이동 끝, 다시 윗 방향으로 이동해야 함\r\n if(col == 0 || ladder[row][col - 1] == 0){\r\n \tdirection = 2; \r\n }\r\n \r\n }else if(direction == 1){\t\t \t// 우측 방향으로 이동\r\n col++;\r\n\r\n // 우측 방향으로 이동 끝, 다시 윗 방향으로 이동해야 함\r\n \t\tif(col == (width_and_height_size - 1) || ladder[row][col + 1] == 0){\r\n direction = 2;\r\n }\r\n \r\n }else{\t\t\t\t\t\t\t\t\t // 윗 방향으로 이동\r\n \trow--;\r\n if(row == 0){\t\t\t\t\t // 도착, 사다리 타기 끝\r\n\t\t\t\t result = col;\t\t\t\t // 지정된 도착점에 대응되는 출발점 x를 저장하고 반복문 종료\r\n break;\r\n \t\t}else{\t \t\t\t\t\t\t\t// 윗 방향으로 이동했지만, 도착하지 않은 경우\r\n \r\n \tif((col - 1 >=0) && (ladder[row][col - 1] == 1)){\t\t\t\t\t // 좌측 방향으로 이동 가능한 통로 등장, 좌측 방향으로 이동해야 함\t\t\r\n \tdirection = 0;\r\n }else if((col + 1 <= (width_and_height_size - 1)) && (ladder[row][col + 1] == 1)){\t\t// 우측 방향으로 이동 가능한 통로 등장, 우측 방향으로 이동해야 함\r\n \tdirection = 1;\r\n }\r\n }\r\n\r\n \t\t}\r\n }\r\n \r\n cout << \"#\" << test_case_num << \" \" << result << endl;\r\n }\r\n \r\n return 0;\r\n}" }, { "alpha_fraction": 0.6606260538101196, "alphanum_fraction": 0.7001647353172302, "avg_line_length": 24.33333396911621, "blob_id": "c22e92c4aff8adcbeb55523c6626f85787cbcdb3", "content_id": "fce3a71685fa45b8d958a7c688e4afed37c31fcd", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1091, "license_type": "no_license", "max_line_length": 169, "num_lines": 24, "path": "/이병만/SW expert Academy/1248. 공통조상/README.md", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "[SW Expert Academy 1248](<https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV15PTkqAPYCFAYD&categoryId=AV15PTkqAPYCFAYD&categoryType=CODE>). \n\nProblem : 공통조상 **D5**\n\n임의의 이진 트리가 주어지고, 두 정점이 명시될 때 이들의 공통 조상 중 이들에 가장 가까운 정점을 찾고, 그 정점을 루트로 하는 서브 트리의 크기를 알아내는 프로그램 작성\n\nFlow :\n\n1. 두 정점이 서로 조상과 자손 관계인 경우는 없다.\n2. 각 케이스의 첫줄에는 트리의 정점의 총 수 V와 간선의 총 수 E, 공통 조상을 찾는 두 개의 정점 번호가 주어짐 (정점의 수 V는 10 <= V <= 10000)\n\n\n\nSolution :\n\n1. 두 정점에 대해서 거꾸로 루트까지 경로를 구함\n2. 두 경로를 비교하여 가장 가까운 정점을 구함\n\n\n\n1. 모든 정점의 부모를 저장\n2. 주어진 두 정점에 대해서 거꾸로 루트까지 경로 탐색\n3. 구해진 두 경로의 루트부터 다를 때까지 타고 내려간다.\n4. 다르면 마지막에 방문한 정점을 반환" }, { "alpha_fraction": 0.5731865167617798, "alphanum_fraction": 0.5816062092781067, "avg_line_length": 27.61111068725586, "blob_id": "29d59115ec187a387096c1dceb96f2fd406edda8", "content_id": "889376d95d972bb484469e52363c6306238b5d0e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2600, "license_type": "no_license", "max_line_length": 91, "num_lines": 54, "path": "/김현묵/7주차/PG_budget/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 프로그래머스 예산 문제\n# 문제링크 : https://programmers.co.kr/learn/courses/30/lessons/43237\n\n# 정확성 : 30\n# 효율성 : 10\n\n\ndef solution(budgets, M):\n\n plusNum = 0\n\n # 주어진 budgets 리스트 안의 숫자들의 총합을 구합니다.\n for i in budgets:\n plusNum = plusNum + i\n\n # 각 지방들이 요구하는 예산의 총합을 현재 배정될 수 있는 예산의 총액과 비교합니다.\n # 만약 예산의 총합보다 작다면 요구하는 예산 중 가장 큰 값이 answer가 됩니다.\n if plusNum <= M:\n answer = budgets(max)\n\n # 각 지방들이 요구하는 예산의 총합이 현재 배정될 수 있는 예산의 총액보다 큰 경우 입니다.\n else:\n # 각 지방들의 수로 배정될 수 있는 예산 총합을 나눕니다.\n budgets.sort(reverse=True)\n budgetNum = len(budgets)\n divideNum = int(M / budgetNum)\n\n # 나눈 후에 수를 비교해서 지방들의 요구하는 예산 중 n등분 한 값보다 작다면\n # 그 값은 배정될 수 있는 예산의 총액에서 빼주고, 그 요구하는 예산은 리스트에서 빼줍니다.\n for num in budgets[::-1]:\n if num < divideNum:\n M = M - num\n budgets.pop()\n else:\n break\n\n # n등분 한 배정될 수 있는 총액보다 작은 요구하는 예산이 없을 경우입니다.\n # 이럴 때는 n등분 한 배정될 수 있는 예산보다 어느 요구하는 예산도 크지 않은 경우입니다.\n # 그럴 때는 모두 각 지방들이 요구하는 예산이 자신의 n등분 한 경우보다 큰 경우이기 때문에,\n # 현재 n등분한 기준값을 answer로 만들면 됩니다.\n if budgetNum == len(budgets):\n answer = divideNum\n\n # n등분한 배정될 수 있는 예산보다 작은 지방이 요구하는 예산이 있는 경우입니다.\n # 이런 경우는 이 과정을 다시 반복시킵니다.\n # 배정될 수 있는 예산은 값이 줄었고 각 지방들이 요구하는 예산의 수도 줄은 상태로 다시 함수를 돌려 answer를 얻어냅니다.\n # 배정될 수 있는 예산보다 지방들이 요구하는 예산의 총합이 큰 경우,\n # 배정될 수 있는 예산을 n등분한 값과 각 지방들이 요구하는 예산을 비교했을 때 각 지방들이 요구하는 예산이 큰 경우가 있을 때까지 이 함수는 진행됩니다.\n else:\n answer = solution(budgets, M)\n\n\n # answer를 return 합니다\n return answer" }, { "alpha_fraction": 0.4466073513031006, "alphanum_fraction": 0.45773079991340637, "avg_line_length": 22.933332443237305, "blob_id": "a4f433bc18b5985db998cd8f7745bb20d1ac32bd", "content_id": "6b7e67da20e7e556f55f57a633785c21f13078df", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2116, "license_type": "no_license", "max_line_length": 59, "num_lines": 75, "path": "/김현묵/4주차/SW1218_괄호짝짓기/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\nimport queue\n\n# queue.LifoQueue() 는 stack 입니다.\nstack= queue.LifoQueue()\n\n\n# 수행하게 될 함수입니다.\ndef stacking( barrierCom ):\n\n # stack을 초기화 시켜줍니다.\n stack.__init__()\n\n # 들어오는 괄호들의 갯수를 의미합니다.\n barrierSize = len(barrierCom)\n\n # 각 괄호들의 케이스를 나눠서 써줍니다.\n # 왼쪽괄호일 시 stack 에 넣어주고\n # 오른쪽 괄호일시 stack에 마지막에 넣어준 요소가 자신의 왼쪽 짝 괄호인지 확인합니다\n for j in range(barrierSize):\n if barrierCom[j] == '{':\n stack.put('{')\n elif barrierCom[j] == '[':\n stack.put('[')\n elif barrierCom[j] == '<':\n stack.put('<')\n elif barrierCom[j] == '(':\n stack.put('(')\n elif (stack.qsize() != 0) & (barrierCom[j] == '}'):\n compare = stack.get()\n if compare == '{':\n continue\n else:\n return 0\n elif (stack.qsize() != 0) & (barrierCom[j] == ']'):\n compare = stack.get()\n if compare == '[':\n continue\n else:\n return 0\n elif (stack.qsize() != 0) & (barrierCom[j] == '>'):\n compare = stack.get()\n if compare == '<':\n continue\n else:\n return 0\n elif (stack.qsize() != 0) & (barrierCom[j] == ')'):\n compare = stack.get()\n if compare == '(':\n continue\n else:\n return 0\n else:\n return 0\n\n # for문을 다 돌고, stack이 비었으면 조건을 통과한 것이므로 1을 리턴해줍시다\n if stack.qsize() == 0:\n return 1\n\n\n\n\n# 10번의 테스트 케이스를 돌립니다\nfor i in range(10):\n\n # 입력 양식입니다\n listNum = input().strip()\n listNum = int(listNum)\n barrier = input().strip()\n\n finish = stacking(barrier)\n\n\n # 각 테스트 별로 출력을 해줍니다.\n print('#{0} {1}'.format(i+1, finish))\n\n\n\n" }, { "alpha_fraction": 0.46396395564079285, "alphanum_fraction": 0.4942084848880768, "avg_line_length": 20.845069885253906, "blob_id": "09e99b71697c77435b5a7d1374015c5ef7eae7ee", "content_id": "d9b32d89958865a925f7a4b1e024f90931aa845f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1554, "license_type": "no_license", "max_line_length": 97, "num_lines": 71, "path": "/이병만/SW expert Academy/1248. 공통조상/solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def compare_route(route1, route2):\n len_1 = len(route1)\n len_2 = len(route2)\n\n if len_1 < len_2:\n length = len_1\n else:\n length = len_2\n\n result = 1\n\n for i in range(length):\n if route1[len_1 - 1 - i] != route2[len_2 - 1 - i]:\n result = route1[len_1 - i]\n break\n\n return result\n\n\ndef build(dict, node):\n current = node\n route = []\n while current != 1:\n route.append(dict[current])\n current = dict[current]\n\n return route\n\n\ndef subtree_size(dict, node):\n size = 0\n\n stack = [node]\n\n while len(stack) != 0:\n current = stack.pop()\n size += 1\n\n count_check_child = 0\n for child, mother in dict.items():\n if mother == current:\n stack.append(child)\n count_check_child += 1\n if count_check_child == 2:\n break\n\n return size\n\n\nif __name__ == '__main__':\n # number of case\n case = int(input())\n\n for n in range(1, 11):\n tmp = list(map(int, input().strip().split()))\n vertex, edge, node_1, node_2 = tmp[0], tmp[1], tmp[2], tmp[3]\n\n tmp = list(map(int, input().strip().split()))\n\n dict = {1: 0}\n\n for i in range(0, edge * 2, 2):\n dict[tmp[i + 1]] = tmp[i]\n\n print(dict)\n route1 = build(dict, node_1)\n route2 = build(dict, node_2)\n\n result_node = compare_route(route1, route2)\n\n print(\"#\" + str(n) + \" \" + str(result_node) + \" \" + str(subtree_size(dict, result_node)))\n\n\n\n" }, { "alpha_fraction": 0.5231977105140686, "alphanum_fraction": 0.5438972115516663, "avg_line_length": 22.366666793823242, "blob_id": "9ad2d341ec2add92566698eb238e5b2a2c768b09", "content_id": "9e1c77607ffacc8e017a4e7109ba007c9998862b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1401, "license_type": "no_license", "max_line_length": 92, "num_lines": 60, "path": "/박준원/SW Expert Academy/3 week/1247.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "import itertools\n\ndef build_list(list):\n temp = []\n for i in range(0, len(list)):\n if i % 2 == 0:\n temp.append((list[i], list[i+1]))\n\n return temp\n\ndef build_matrix(point_count, point_list):\n matrix = []\n for i in range(0, point_count+2):\n temp = []\n for j in range(0, point_count+2):\n temp.append(distance(point_list[i], point_list[j]))\n\n matrix.append(temp)\n\n return matrix\n\ndef distance(a, b):\n return abs(a[0] - b[0]) + abs(a[1] - b[1])\n\ndef find_min(array):\n min = 9999\n\n for num in array:\n if num < min:\n min = num\n\n return min\n\ndef main():\n index = int(input().strip())\n\n for i in range(0, index):\n point_count = int(input().strip())\n point_list = build_list(list(map(int, input().strip().split())))\n\n weight_matrix = build_matrix(point_count,point_list)\n\n number_of_cases = list(itertools.permutations(range(2, point_count+2), point_count))\n\n result_set = []\n\n for case in number_of_cases:\n distance = weight_matrix[0][case[0]]\n\n for j in range(0, point_count-1):\n distance += weight_matrix[case[j]][case[j+1]]\n\n distance += weight_matrix[case[point_count-1]][1]\n result_set.append(distance)\n\n print('#{0} {1}'.format(i + 1, min(result_set)))\n\n\nif __name__ ==\"__main__\":\n main()" }, { "alpha_fraction": 0.592876136302948, "alphanum_fraction": 0.5992010831832886, "avg_line_length": 28.106796264648438, "blob_id": "b4f9e8be9d81786ede8883f358d6859d221a01ae", "content_id": "abb7b3c7bb04105dfb084811aac05a195b120c8c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4296, "license_type": "no_license", "max_line_length": 109, "num_lines": 103, "path": "/김현묵/3주차/SW1238/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "import queue\n\n# queue 를 이용해 선입선출로 Graph 탐색을 시행한다\nqueueUse= queue.Queue()\n# 이미 Graph 에서 탐색을 했는지 여부를 저장하는 세트\nalready = set()\n# key, value 로 현재 상태에서 갈 수 있는 상태가 매칭되어있는 딕셔너리\ndictionary = {}\n# 현재 단계에서 답이 될 수 있는 상태값들이 들어있는 리스트\nsolutionList = []\n\n\n# 수행하게 될 함수입니다.\ndef queueing( i ):\n\n # 함수의 argument 로 들어온 인자 i 개수만큼 queue에서 값을 빼내어 읽습니다.\n # 이것은 현재 상태에 있는 상태값들을 다 빼내고 다음 상태로 넘어가게 할 수 있게 합니다.\n for w in range(i):\n variable = queueUse.get()\n # 일단 현재 queue에서 뽑아낸 상태값은 현재 이 상태가 마지막일 수도 있으니 답 후보군에 넣어둡니다.\n solutionList.append(variable)\n\n # variable 이 dictionary의 key가 될 텐데, 만약 value가 없으면 더 할 게 없습니다.\n # variable 이 dictionary에서 value를 가질 때 수행하는 과정입니다.\n if variable in dictionary:\n\n # dictionary 의 key 로 variable을 넣었을 때 나오는 dicValue 는 set 형식입니다.\n dicValue = dictionary[variable]\n\n # set의 값의 개수만큼 돌리는 for문입니다.\n for j in range(len(dicValue)):\n dicValueOne = dicValue.pop()\n\n # 아래 과정은 이미 value set 의 한 값이 이미 탐색이 된 곳이면 다시 탐색을 안 시키기 위해 조사하는 과정입니다.\n alreadyLen = len(already)\n already.add(dicValueOne)\n alreadyLen2 = len(already)\n\n # 아직 탐색을 안했다면 queue 에 집어넣어 줍니다.\n if alreadyLen != alreadyLen2:\n queueUse.put(dicValueOne)\n\n # 현재 queue 에 들어가 있는 값이 없다면 마지막 탐색이었을 테고, 아니라면 다시 solutionList 를 초기화하고 queueing 함수를 현재 queue 의 사이즈만큼 돌립니다.\n soonPop = queueUse.qsize()\n if soonPop != 0:\n solutionList.clear()\n queueing(soonPop)\n\n\n\n# 10번의 테스트 케이스를 돌립니다\nfor i in range(10):\n\n # 각 케이스마다 리스트, 딕셔너리 등을 초기화 시키고 시작합니다\n solutionList.clear()\n dictionary.clear()\n already.clear()\n\n # 입력 양식입니다\n precondition = (input().strip().split())\n precondition = list(map(int,precondition))\n caseNum = precondition[0]\n startingDot = int(precondition[1])\n\n graph = input().strip().split()\n graph = list(map(int, graph))\n\n # 그래프 생성 과정입니다.\n for z in range(0, int(caseNum), 2):\n key = graph[z]\n value = graph[z+1]\n value = set([value])\n\n # key, value 로 현재 상태에서 갈 수 있는 상태들을 저장합니다.\n # 1개의 상태에서 여러개의 상태로 갈 수 있으며, 중복체크도 해야하므로 value 형식으로는 세트를 씁니다,\n if key in dictionary:\n dictionary[key] = dictionary[key] | value\n else:\n dictionary[key] = value\n\n\n # 시작점을 queue 에 넣고 시작합니다.\n queueUse.put(startingDot)\n # 시작점은 이미 상태를 돌았다는 표시로 already set에 넣어줍니다.\n already.add(startingDot)\n\n firstSet = dictionary[startingDot]\n\n if len(firstSet) != 0:\n # queueing 함수는 현재 queue 에 들어가 있는 상태 개수로 시행합니다. 그래야 단계별로 진행시킬 수 있습니다.\n queueing(1)\n # queueing 함수를 모두 돌고 난 후, solutionList 에 들어가 있는 상태값들을 내림차순으로 정렬합니다.\n solutionList.sort(reverse=True);\n # 내림차순으로 정렬된 solutionList 에서 맨 첫번째 값을 빼내면 그것이 답이 됩니다.\n finish = solutionList[0]\n\n # 시작점에서 갈 수 있는 상태가 없으면 그냥 시작점이 결과입니다\n else:\n finish = startingDot\n\n\n # 각 테스트 별로 출력을 해줍니다.\n print('#{0} {1}'.format(i+1, finish))\n\n\n\n\n\n\n" }, { "alpha_fraction": 0.49962320923805237, "alphanum_fraction": 0.5214770436286926, "avg_line_length": 25.540000915527344, "blob_id": "040d440a369f943594e60b6bda342c9205534a20", "content_id": "d3bdec9ce8152bd24fdc206778dee2de4fa40d4a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1371, "license_type": "no_license", "max_line_length": 54, "num_lines": 50, "path": "/임성근/2주차/maze/maze.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "import numpy as np\n\n\ndef solution():\n f = open('maze_input.txt', 'r')\n g = open('maze_output.txt', 'w')\n\n while True:\n array = np.zeros(shape=(16, 16)) # 16x16 배열 생성\n index = f.readline() # 한줄 읽음(테스트케이스)\n if not index:\n break\n for i in range(16): # 다음 16줄 읽어서 저장\n maze = f.readline()\n if not maze:\n break\n for j in range(16):\n array[i][j] = maze[j]\n start_x = 1\n start_y = 1\n recursive(index, array, start_x, start_y)\n\n g.close()\n f.close()\n\n\ndef recursive(index, array, start_x, start_y):\n if array[start_x][start_y] == 3:\n print(\"#\" + str(index) + \"1\")\n return\n array[start_x][start_y] = -1\n if available(array, start_x + 1, start_y):\n recursive(index, array, start_x + 1, start_y)\n if available(array, start_x, start_y + 1):\n recursive(index, array, start_x, start_y + 1)\n if available(array, start_x - 1, start_y):\n recursive(index, array, start_x - 1, start_y)\n if available(array, start_x, start_y - 1):\n recursive(index, array, start_x, start_y - 1)\n\n\ndef available(array, x, y):\n if array[x][y] != 1 and array[x][y] != -1:\n return True\n else:\n return False\n\n\nif __name__ == \"__main__\":\n solution()\n" }, { "alpha_fraction": 0.5968438982963562, "alphanum_fraction": 0.6024643182754517, "avg_line_length": 22.870967864990234, "blob_id": "2c64a54f35569acc101152d1a02c9e05d2172772", "content_id": "8769a5da0299f6df1eae8c4beca88c06db0d6be7", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 4854, "license_type": "no_license", "max_line_length": 118, "num_lines": 186, "path": "/김창희/3주차/01_contact/01_contact_cppver.cpp", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UHC", "text": "// Problem URL -> https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV15B1cKAKwCFAYD\r\n\r\n#include <iostream>\r\n#include <fstream>\r\n#include <string>\r\n#include <vector>\r\n#include <sstream>\r\n#include <iterator>\r\n#include <map>\r\n#include <queue>\r\n\r\nusing namespace std;\r\n\r\nvector<int>* split(string str);\r\nvoid rtrim(string& str, const string& delimiters = \" \\f\\n\\r\\t\\v\");\r\nvoid ltrim(string& str, const string& delimiters = \" \\f\\n\\r\\t\\v\");\r\nvoid trim(string& str, const string& delimiters = \" \\f\\n\\r\\t\\v\");\r\n\r\nclass Vertex {\r\nprivate:\r\n\tint number;\r\n\tint hop;\r\n\t\r\npublic:\r\n\tVertex(int number, int hop);\r\n\t~Vertex();\r\n\tint getNumber();\r\n\tint getHop();\r\n};\r\n\r\nint main() {\r\n\tifstream ifs;\r\n\tifs.open(\"contact_input.txt\", ios_base::in);\r\n\t\r\n\tint data_length;\r\n\tint start_point;\r\n\tstring temp;\t\t\t\t\t// 문자열 입력받을 때 이용되는 temp 변수\r\n\t\r\n\tvector<int>* input_data;\t\t// 입력받은 문자열을 split한 뒤 저장할 벡터 포인터 변수\r\n\tfor (int testcase_number = 1; testcase_number <= 10; testcase_number++) {\r\n\t\tmap<int, vector<int>> graph;\r\n\t\tbool visited[100];\r\n\t\tfill_n(visited, 100, false);\t\t// visited 배열의 모든 원소를 false로\r\n\r\n\t\tgetline(ifs, temp);\r\n\t\ttrim(temp);\r\n\t\tinput_data = split(temp);\r\n\t\t\r\n\t\t\r\n\t\tdata_length = input_data->at(0);\r\n\t\tstart_point = input_data->at(1);\r\n\t\tdelete input_data;\r\n\r\n\t\tgetline(ifs, temp);\r\n\t\ttrim(temp);\r\n\t\tinput_data = split(temp);\r\n\t\r\n\t\tfor (int i = 0; i < data_length; i += 2) {\r\n\t\t\tint from_vertex = input_data->at(i);\r\n\t\t\tint to_vertex = input_data->at(i+1);\r\n\t\t\t\r\n\t\t\tif (graph.find(from_vertex) == graph.end()) {\r\n\t\t\t\tvector<int> to_vertex_list;\r\n\t\t\t\tto_vertex_list.push_back(to_vertex);\r\n\t\t\t\tgraph.insert(pair<int, vector<int>>(from_vertex, to_vertex_list));\r\n\t\t\t}\r\n\t\t\telse {\r\n\t\t\t\tvector<int> to_vertex_list = graph.at(from_vertex);\r\n\t\t\t\tvector<int>::iterator iter;\r\n\t\t\t\titer = find(to_vertex_list.begin(), to_vertex_list.end(), to_vertex);\r\n\t\t\t\r\n\t\t\t\tif (iter == to_vertex_list.end()) {\r\n\t\t\t\t\tgraph.at(from_vertex).push_back(to_vertex);\r\n\t\t\t\t}\r\n\t\t\t}\t\r\n\t\t}\r\n\r\n\t\tdelete input_data;\r\n\r\n\t\t/*\r\n\t\tmap의 키별로 list를 출력하는 코드\r\n\t\t\r\n\t\tmap<int, vector<int>>::iterator iter;\r\n\t\tfor (iter = graph.begin(); iter != graph.end(); iter++) {\r\n\t\t\tvector<int> to_vertex_list = iter->second;\r\n\t\t\t\r\n\t\t\tcout << \"key : \" << iter->first << endl;\r\n\t\t\tcout << \"value : \";\r\n\t\t\tvector<int>::iterator to_vertex_iter;\r\n\t\t\tfor (to_vertex_iter = to_vertex_list.begin(); to_vertex_iter != to_vertex_list.end(); to_vertex_iter++) {\r\n\t\t\t\tcout << *to_vertex_iter << \" \";\r\n\t\t\t}\r\n\t\t\tcout << endl;\r\n\t\t}\r\n\t\t*/\r\n\t\t\r\n\r\n\t\t// BFS를 통한 해결\r\n\t\tint result = -1;\r\n\t\tint maxhop = -1;\r\n\t\t\r\n\t\tqueue<Vertex> queue;\t\t\t// bfs용 큐\r\n\t\tvisited[start_point] = true;\r\n\t\tqueue.push(Vertex(start_point, 0));\r\n\r\n\t\twhile (!queue.empty()) {\r\n\t\t\tVertex poped_vertex = queue.front();\r\n\t\t\tqueue.pop();\r\n\r\n\t\t\tif (poped_vertex.getHop() > maxhop) {\t\t\t// 최근에 연락받은 결과로 갱신\r\n\t\t\t\tmaxhop = poped_vertex.getHop();\r\n\t\t\t\tresult = poped_vertex.getNumber();\r\n\t\t\t}\r\n\t\t\telse if (poped_vertex.getHop() == maxhop && poped_vertex.getNumber() > result) {\t// 최근에 연락받은 인원이 다수일 경우 가장 큰 값으로 갱신\r\n\t\t\t\tresult = poped_vertex.getNumber();\r\n\t\t\t}\r\n\r\n\t\t\tif (graph.find(poped_vertex.getNumber()) == graph.end()) {\r\n\t\t\t\tcontinue;\r\n\t\t\t}\r\n\r\n\t\t\tvector<int> to_vertex_list = graph.at(poped_vertex.getNumber());\r\n\t\t\tfor (int vertex_num : to_vertex_list) {\t\t\t\t\t\t\t\t// 방문한 정점의 다음 정점들을 큐에 추가하기\r\n\t\t\t\tif (visited[vertex_num - 1] == false) {\r\n\t\t\t\t\tvisited[vertex_num - 1] = true;\r\n\t\t\t\t\tqueue.push(Vertex(vertex_num, poped_vertex.getHop() + 1));\r\n\t\t\t\t}\r\n\t\t\t}\r\n\t\t}\r\n\t\t\r\n\t\tcout << \"#\" << testcase_number << \" \" << result << endl;\r\n\t}\r\n\tifs.close();\r\n\r\n\treturn 0;\r\n}\r\n\r\nint Vertex::getNumber() {\r\n\treturn number;\r\n}\r\n\r\nint Vertex::getHop() {\r\n\treturn hop;\r\n}\r\n\r\nVertex::Vertex(int number, int hop) {\r\n\tthis->number = number;\r\n\tthis->hop = hop;\r\n}\r\n\r\nVertex::~Vertex(){}\r\n\r\nvector<int>* split(string str) {\r\n\tistringstream iss(str);\r\n\t//vector<string>* results = new vector<string>(istream_iterator<string>(iss), istream_iterator<string>());\r\n\t//vector<string> results((istream_iterator<string>(iss)), istream_iterator<string>());\r\n\t\r\n\tvector<int>* results = new vector<int>(istream_iterator<int>(iss), istream_iterator<int>());\r\n\treturn results;\r\n}\r\n\r\nvoid rtrim(string& str, const string& delimiters) {\r\n\tsize_t found = str.find_last_not_of(delimiters);\r\n\tif (found != string::npos) {\r\n\t\tstr.erase(found + 1);\r\n\t}\r\n\telse {\r\n\t\tstr.clear();\r\n\t}\r\n}\r\n\r\nvoid ltrim(string& str, const string& delimiters) {\r\n\tsize_t found = str.find_first_not_of(delimiters);\r\n\tif (found != string::npos) {\r\n\t\tstr.erase(0, found);\r\n\t}\r\n\telse {\r\n\t\tstr.clear();\r\n\t}\r\n\t\r\n}\r\n\r\nvoid trim(string& str, const string& delimiters) {\r\n\tltrim(str);\r\n\trtrim(str);\r\n}\r\n" }, { "alpha_fraction": 0.3779677152633667, "alphanum_fraction": 0.4216524362564087, "avg_line_length": 29.97058868408203, "blob_id": "6ffd3ac942eb990c9de025b84cc67ce9c469a910", "content_id": "04287b9f32c9275d1b1ef021d5c3b5225a036983", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1053, "license_type": "no_license", "max_line_length": 79, "num_lines": 34, "path": "/이수정/problem6_bracket/solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "if __name__ == '__main__':\n # f = open(\"input.txt\", 'r')\n\n for test_case in range(10):\n N = input().strip()\n bracket = list(input().strip())\n\n bracket1 = 0\n bracket2 = 0\n bracket3 = 0\n bracket4 = 0\n\n for i in range(int(N)):\n if bracket[i] == '(':\n bracket1 = bracket1+1\n elif bracket[i] == ')':\n bracket1 = bracket1-1\n elif bracket[i] == '[':\n bracket2 = bracket2+1\n elif bracket[i] == ']':\n bracket2 = bracket2-1\n elif bracket[i] == '{':\n bracket3 = bracket3+1\n elif bracket[i] == '}':\n bracket3 = bracket3-1\n elif bracket[i] == '<':\n bracket4 = bracket4+1\n elif bracket[i] == '>':\n bracket4 = bracket4-1\n\n if bracket1 == 0 and bracket2 == 0 and bracket3 == 0 and bracket4 == 0:\n print(\"#\"+str(test_case+1)+\" 1\")\n else:\n print(\"#\"+str(test_case+1)+\" 0\")\n" }, { "alpha_fraction": 0.5644381046295166, "alphanum_fraction": 0.5755334496498108, "avg_line_length": 19.8447208404541, "blob_id": "fd88ce30a3b2f9837e41b2e9531ce06ba234c9f5", "content_id": "b71eeda1e46b106734d5cbf1ec80f79418fbf47e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 4121, "license_type": "no_license", "max_line_length": 111, "num_lines": 161, "path": "/김창희/5주차/01_effectiveness_check/01_effectiveness_check_input.cpp", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UHC", "text": "// Problem URL -> https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV141176AIwCFAYD\r\n// 정수 변수 만들어서 사용할때, 음수 범위를 쓸일이 없으면 int대신 size_t 사용하기\r\n\r\n#include <iostream>\r\n#include <sstream>\r\n#include <vector>\r\n\r\nusing namespace std;\r\n\r\nvector<string>* split(const string& str, char delimiter);\r\nbool is_digit(string str);\t\t\t\t// 문자열이 숫자로 변환 가능한지 검사\r\nvoid rtrim(string& str, const string& delimiters = \" \\f\\n\\r\\t\\v\");\r\nvoid ltrim(string& str, const string& delimiters = \" \\f\\n\\r\\t\\v\");\r\nvoid trim(string& str, const string& delimiters = \" \\f\\n\\r\\t\\v\");\r\n\r\nint main() {\r\n\r\n\tstring temp;\t\t\t\t\t\t// 파일을 입력받을 때 사용할 변수\r\n\tint num_of_nodes;\t\t\t\t// 각 케이스별 노드의 개수\r\n\tfor (int testcase = 1; testcase <= 10; testcase++) {\r\n\t\t/*\r\n\t\t\t입력은 완전 이진트리 이다.\r\n\r\n\t\t\t사칙연산이 유효할 조건\r\n\t\t\t1. 모든 노드는 자식이 없거나 둘이어야 함(즉, 총 노드의 개수는 짝수여야 함)\r\n\t\t\t2. 내부 노드의 data는 연산자여야 함\r\n\t\t\t3. 리프 노드의 data는 숫자여야 함\r\n\t\t*/\r\n\r\n\t\t// 노드의 개수 입력 받기\r\n\t\tgetline(cin, temp);\r\n\t\ttrim(temp);\r\n\t\tnum_of_nodes = atoi(temp.c_str());\r\n\r\n\r\n\t\tvector<string>* node_info;\t\t// 각 노드의 정보\r\n\t\tvector<bool> data_is_digit_vector(num_of_nodes);\t\t// 각 노드의 data가 숫자인지, 연산자인지를 저장한 벡터\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t// 숫자일 경우 true, 연산자일 경우 false 저장\r\n\r\n\r\n\t\tfor (int i = 0; i < num_of_nodes; i++) {\r\n\t\t\t// 각 노드의 정보 입력받기\r\n\t\t\tgetline(cin, temp);\r\n\t\t\ttrim(temp);\r\n\t\t\tnode_info = split(temp, ' ');\r\n\r\n\t\t\tdata_is_digit_vector.at(i) = is_digit(node_info->at(1));\r\n\t\t\tdelete node_info;\r\n\t\t}\r\n\r\n\r\n\t\t// 조건 1을 만족하지 못할 경우\r\n\t\tif (num_of_nodes % 2 == 0) {\r\n\t\t\tcout << \"#\" << testcase << \" 0\" << endl;\r\n\t\t\tcontinue;\r\n\t\t}\r\n\r\n\r\n\t\t// 첫번째 리프노드, \r\n\t\t// 만약 총 노드의 개수가 1개(루트만 존재)일 경우, first_leaf_node = 0;\r\n\t\tint first_leaf_node = (num_of_nodes - 2) / 2 + 1;\r\n\r\n\t\tbool effectiveness = true;\t\t// 유효성\r\n\r\n\r\n\t\t// 조건 2를 만족하지 못할 경우\r\n\t\tfor (int node_number = 0; node_number < first_leaf_node; node_number++) {\r\n\t\t\tif (data_is_digit_vector.at(node_number) == true) {\r\n\t\t\t\teffectiveness = false;\r\n\t\t\t\tbreak;\r\n\t\t\t}\r\n\t\t}\r\n\r\n\t\tif (!effectiveness) {\r\n\t\t\tcout << \"#\" << testcase << \" 0\" << endl;\r\n\t\t\tcontinue;\r\n\t\t}\r\n\r\n\r\n\r\n\r\n\t\t// 조건 3을 만족하지 못할 경우\r\n\t\tfor (int node_number = first_leaf_node; node_number < num_of_nodes; node_number++) {\r\n\t\t\tif (data_is_digit_vector.at(node_number) == false) {\r\n\t\t\t\teffectiveness = false;\r\n\t\t\t\tbreak;\r\n\t\t\t}\r\n\t\t}\r\n\r\n\t\tif (!effectiveness) {\r\n\t\t\tcout << \"#\" << testcase << \" 0\" << endl;\r\n\t\t\tcontinue;\r\n\t\t}\r\n\r\n\r\n\r\n\t\t// 조건 1, 2, 3 모두 만족하면 유효한 사칙 연산\r\n\t\tcout << \"#\" << testcase << \" 1\" << endl;\r\n\r\n\r\n\r\n\t\t/*\r\n\t\t각 노드의 data가 숫자인지, 연산자인지를 저장한 벡터 출력\r\n\r\n\t\tvector<bool>::iterator iter;\r\n\t\tfor (iter = data_is_digit_vector.begin(); iter != data_is_digit_vector.end(); iter++) {\r\n\t\t\tcout << *iter << \" \";\r\n\t\t}\r\n\t\tcout << endl;\r\n\t\t*/\r\n\r\n\r\n\t}\r\n\r\n\treturn 0;\r\n}\r\n\r\nbool is_digit(string str) {\r\n\t// str이 \"0\"인 경우도 고려\r\n\treturn atoi(str.c_str()) != 0 || str.compare(\"0\") == 0;\r\n}\r\n\r\nvector<string>* split(const string& str, char delimiter)\r\n{\r\n\tvector<string>* tokens = new vector<string>();\r\n\tstring token;\r\n\r\n\tistringstream tokenStream(str);\r\n\twhile (getline(tokenStream, token, delimiter)) {\r\n\t\ttokens->push_back(token);\r\n\t}\r\n\r\n\treturn tokens;\r\n}\r\n\r\n\r\nvoid rtrim(string& str, const string& delimiters) {\r\n\tsize_t found = str.find_last_not_of(delimiters);\r\n\tif (found != string::npos) {\r\n\t\tstr.erase(found + 1);\r\n\t}\r\n\telse {\r\n\t\tstr.clear();\r\n\t}\r\n}\r\n\r\nvoid ltrim(string& str, const string& delimiters) {\r\n\tsize_t found = str.find_first_not_of(delimiters);\r\n\tif (found != string::npos) {\r\n\t\tstr.erase(0, found);\r\n\t}\r\n\telse {\r\n\t\tstr.clear();\r\n\t}\r\n\r\n}\r\n\r\nvoid trim(string& str, const string& delimiters) {\r\n\tltrim(str);\r\n\trtrim(str);\r\n}" }, { "alpha_fraction": 0.6732954382896423, "alphanum_fraction": 0.7159090638160706, "avg_line_length": 19.705883026123047, "blob_id": "1cae1f5973253a8a20b47c5b64f557c50cbaefc4", "content_id": "5f8c5478878b9c5442e3684cc637ce535c4da2c5", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 572, "license_type": "no_license", "max_line_length": 92, "num_lines": 17, "path": "/이병만/Programmers/완주하지 못한 선수/README.md", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "[Programmers](<https://programmers.co.kr/learn/courses/30/lessons/42576?language=python3>). \n\nProblem : 완주하지 못한 선수 **해시**\n\nFlow :\n\n1. completion의 길이는 participant의 길이보다 1 작습니다.\n2. 참가자 중에는 동명이인이 있을 수 있다.\n\n\n\nSolution :\n\n1. 각 배열을 정렬한다.\n2. 반복문을 돌면서 각 배열의 같은 인덱스에 있는 값을 비교한다\n3. 다르면 answer를 저장하고 flag를 True로 해주고 반환해준다.\n4. 만약 flag가 False이면 마지막의 값을 저장하고 반환해준다.\n" }, { "alpha_fraction": 0.38007381558418274, "alphanum_fraction": 0.41697415709495544, "avg_line_length": 21.966102600097656, "blob_id": "9cc0bd3b7f2a06bea53a3ee54888c71bac3e9173", "content_id": "199147f41b9d5d6ead9d20e0fffe3009094f9b1a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1483, "license_type": "no_license", "max_line_length": 102, "num_lines": 59, "path": "/이병만/SW expert Academy/1226. 미로1/solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def solution(arr, i, j):\n left = 0\n right = 0\n up = 0\n down = 0\n \n # 도착 지점인지 확인하기\n if arr[i][j] == 3 or arr[i][j-1] == 3 or arr[i][j+1] == 3 or arr[i-1][j] == 3 or arr[i+1][j] == 3:\n return 1\n\n # 현재 위치로 부터 왼, 오른, 위, 아래 보기\n if arr[i][j-1] == 0:\n maze[i][j] = 1\n left = solution(arr, i, j-1)\n\n if arr[i][j+1] == 0:\n maze[i][j] = 1\n right = solution(arr, i, j+1)\n\n if arr[i-1][j] == 0:\n maze[i][j] = 1\n up = solution(arr, i-1, j)\n\n if arr[i+1][j] == 0:\n maze[i][j] = 1\n down = solution(arr, i+1, j)\n\n if left == 1 or right == 1 or up == 1 or down == 1:\n return 1\n else:\n return 0\n\n\nif __name__ == '__main__':\n # 테스트 케이스 10번\n for i in range(10):\n # 미로를 저장하는 배열\n maze = []\n\n # case 번호\n num = list(map(int, (input().strip())))\n \n # 미로 한 줄씩 받기\n for lines in range(16):\n maze_line = list((input().strip()))\n int_to_arr = [int(i) for i in maze_line]\n maze.append(int_to_arr)\n\n # 시작점을 위한 변수\n start_row = 1\n start_col = 1\n\n # 출발 지점 찾기\n for j in range(1, 16):\n if maze[1][j] == 2:\n start_col = j\n break\n\n print(\"#\" + str(i+1) + \" \" + str(solution(maze, start_row, start_col)))\n" }, { "alpha_fraction": 0.39405205845832825, "alphanum_fraction": 0.4349442422389984, "avg_line_length": 16.387096405029297, "blob_id": "97670ba6dbd4892b378779a28f92e4bff609e36e", "content_id": "3544ab657090ac77c2f11fbc409a166e4b3e495e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 538, "license_type": "no_license", "max_line_length": 42, "num_lines": 31, "path": "/박준원/HackerRank/Array_Manipulation.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def arrayManipulation(n, queries):\n list = [0] * (n + 1)\n\n for query in queries:\n a, b, k = query\n list[a] += k\n if (b + 1) <= n:\n list[b + 1] -= k\n\n max = 0\n current = 0\n\n for value in list:\n current += value\n if current > max:\n max = current\n\n return max\n\ndef main():\n n = 5\n queries = [[1, 2, 100],\n [2, 5, 100],\n [3, 4, 100]]\n\n result = arrayManipulation(n, queries)\n\n print(result)\n\nif __name__=='__main__':\n main()" }, { "alpha_fraction": 0.36700940132141113, "alphanum_fraction": 0.41618239879608154, "avg_line_length": 28.4342098236084, "blob_id": "317e7f020206cd05b5611861a049918219886b32", "content_id": "bdd339cdd553ef68104c0a3e6feb7b20e8400821", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2237, "license_type": "no_license", "max_line_length": 155, "num_lines": 76, "path": "/임성근/4주차/binary_password/binary_password.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def solution():\n f = open('binary_password_input.txt', 'r')\n question_length = f.readline()\n\n question_number = 1\n while True:\n index = f.readline()\n if not index:\n break\n row = int((index.split(' ')[0]))\n column = int((index.split(' ')[1]))\n\n find = ''\n\n for i in range(row):\n data = f.readline()\n for j in range(len(data)-1, 0, -1):\n if data[j] == '1':\n for k in range(j, j-56, -1):\n find = data[k] + find\n break\n\n test = []\n for o in range(56):\n test.append(find[o])\n #print(test)\n\n answer = []\n\n for a in range(len(test)):\n if a % 7 == 0:\n answer.append(test[a:a+7])\n #print(answer)\n\n final = ''\n for b in range(len(answer)):\n binary_data = ''.join(answer[b])\n # print(binary_data)\n if binary_data == '0001101':\n final += '0'\n elif binary_data == '0011001':\n final += '1'\n elif binary_data == '0010011':\n final += '2'\n elif binary_data == '0111101':\n final += '3'\n elif binary_data == '0100011':\n final += '4'\n elif binary_data == '0110001':\n final += '5'\n elif binary_data == '0101111':\n final += '6'\n elif binary_data == '0111011':\n final += '7'\n elif binary_data == '0110111':\n final += '8'\n elif binary_data == '0001011':\n final += '9'\n else:\n final = 'undefined'\n #print(final)\n final_answer = 0\n if ((int(final[0]) + int(final[2]) + int(final[4]) + int(final[6])) * 3 + int(final[1]) + int(final[3]) + int(final[5]) + int(final[7])) % 10 == 0:\n for i in range(len(final)):\n final_answer += int(final[i])\n print('#' + str(question_number), final_answer)\n else:\n print('#' + str(question_number), 0)\n question_number += 1\n\n\n f.close()\n\n\nif __name__ == \"__main__\":\n solution()\n" }, { "alpha_fraction": 0.623058557510376, "alphanum_fraction": 0.6409797072410583, "avg_line_length": 28.910715103149414, "blob_id": "24c679cbfbcd7dd888d5bf1e94645cfbf4df84f5", "content_id": "ee27c5465f7c7428d4cc62f79e5e55f05adcc821", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2586, "license_type": "no_license", "max_line_length": 86, "num_lines": 56, "path": "/김현묵/7주차/PG_targetnumber/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 프로그래머스 타겟넘버\n# 문제링크 : https://programmers.co.kr/learn/courses/30/lessons/43165\n\n# 정확성 : 100\n\n# 이 문제는 주어진 리스트의 숫자들를 적절히 더하거나 빼서 타겟넘버를 만드는 문제입니다.\n# 더하고 빼는 과정이 복잡해서 리스트의 모든 수를 더하고 그 값에서 타겟넘버만큼 도달하기 위해\n# 주어진 숫자들을 2씩 곱해서 빼보면서 살펴보았습니다.\n# 리스트를 내림차순으로 정렬하여 큰 수부터 빼보며 비교하는 것이 편하여 내림차순으로 정렬하였습니다.\n\n\n# answer는 주어진 리스트로 더하거나 빼서 타겟넘버를 만들 수 있는 경우의 수입니다.\nanswer = 0\n\n\ndef looping(starting, standardNum, numbers):\n\n global answer\n\n # 리스트의 starting 요소부터 for문을 돌립니다.\n for forNum in range(starting, len(numbers)):\n # standardNum에서 forNum에 위치한 리스트의 요소에 2를 곱해서 뺐을 때 0보다 작다면,\n if (standardNum - (2 * numbers[forNum])) < 0:\n # continue로 다음 리스트의 요소로 넘깁니다.\n continue\n # standardNum에서 forNum에 위치한 리스트의 요소에 2를 곱해서 뺐을 때 0이 나왔다면, target 숫자를 만든 경우입니다.\n elif (standardNum - (2 * numbers[forNum])) == 0:\n # 경우를 1가지 늘려줍니다.\n answer = answer + 1\n # standardNum에서 forNum에 위치한 리스트의 요소에 2를 곱해서 뺐을 때 0보다 크다면,\n # 이것은 다음 요소를 확인해야 합니다.\n else:\n # standardNum에서 forNum에 위치한 리스트의 요소에 2를 곱한 값을 newStandardNum으로 지정합니다.\n newStandardNum = standardNum - (2 * numbers[forNum])\n # forNum+1 를 새로운 리스트의 시작점으로 주고, newStandardNum을 기준으로 줍니다.\n looping(forNum+1,newStandardNum, numbers)\n\n\ndef solution(numbers, target):\n\n sumOfNumbers = 0\n # 리스트에 있는 숫자들을 내림차순으로 정렬합니다.\n numbers.sort(reverse=True)\n\n # 리스트의 모든 숫자들의 합을 구합니다.\n for num in numbers:\n sumOfNumbers = sumOfNumbers + num\n\n # 모든 숫자들의 합에서 타겟넘버를 뺀 결과를 standardNum이라고 지정합니다.\n standardNum = sumOfNumbers - target\n\n # 루프함수를 돌려줍니다.\n looping(0, standardNum, numbers)\n\n # 결과를 리턴합니다.\n return answer" }, { "alpha_fraction": 0.3133198916912079, "alphanum_fraction": 0.3773965835571289, "avg_line_length": 24.740259170532227, "blob_id": "3c613c4bcdf1055feac13f3cd98a8ad01490f7c7", "content_id": "b8583eed08c812a8ccd8bc8c43b805c5af5f2378", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1982, "license_type": "no_license", "max_line_length": 116, "num_lines": 77, "path": "/이수정/problem7_Decode/solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def check_code(code):\n if code == '0001101':\n return 0\n elif code == '0011001':\n return 1\n elif code == '0010011':\n return 2\n elif code == '0111101':\n return 3\n elif code == '0100011':\n return 4\n elif code == '0110001':\n return 5\n elif code == '0101111':\n return 6\n elif code == '0111011':\n return 7\n elif code == '0110111':\n return 8\n elif code == '0001011':\n return 9\n else:\n return -1\n\n\nif __name__ == '__main__':\n N = int(input().strip())+1\n \n for test_case in range(1, N):\n tmp = input().stript()\n x = tmp.split(' ')[0]\n y = tmp.split(' ')[1]\n\n for n in range(int(x)):\n stream = list(input().strip())\n code = []\n i = int(y) - 1\n\n while i >= 55:\n if stream[i] == '1':\n break\n i = i-1\n\n if i < 55:\n continue\n\n start = i-55\n\n while start <= i:\n code.append(\"\".join(stream[start:start+7]))\n start = start+7\n\n flag = 0\n for j in range(8):\n code[j] = check_code(code[j])\n if code[j] == -1:\n flag = 1\n break\n\n if flag == 1:\n print(\"#\" + str(test_case) + \" 0\")\n break\n\n decode = (code[0] + code[2] + code[4] + code[6])*3 + code[1] + code[3] + code[5] + code[7]\n\n if decode % 10 == 0:\n print(\"#\"+str(test_case)+\" \"+str((code[0]+code[1]+code[2]+code[3]+code[4]+code[5]+code[6]+code[7])))\n while n < int(x)-1:\n input().strip()\n n = n+1\n break\n else:\n print(\"#\"+str(test_case)+\" 0\")\n while n < int(x) - 1:\n input().strip()\n n = n + 1\n break\n" }, { "alpha_fraction": 0.6406100988388062, "alphanum_fraction": 0.660629153251648, "avg_line_length": 30.787878036499023, "blob_id": "74d1b4489e08ef119a8d011c9dff8630325ab62e", "content_id": "110da5ed161e419bb0cde2e3937ed0c14ece8931", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1049, "license_type": "no_license", "max_line_length": 110, "num_lines": 33, "path": "/김창희/3주차/02_opt_route/02_opt_route_input.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# problem URL -> https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV15OZ4qAPICFAYD\nimport itertools\n\ndef main():\n\ttestcase_count = int(input().strip())\n\n\tfor testcase_num in range(1, testcase_count + 1):\n\t\tcusomter_count = int(input().strip())\n\t\tlocation_list = list(map(int, input().strip().split(' ')))\n\t\tcustomer_location_list = list()\n\t\t\t\n\t\tcompany_location = (location_list[0], location_list[1])\n\t\thome_location = (location_list[2], location_list[3])\n\n\n\t\tfor i in range(4, len(location_list),2):\n\t\t\tcustomer_location_list.append((location_list[i], location_list[i+1]))\t\t\t\t\n\t\t\t\n\t\tmin_distance = float('inf')\n\t\tfor case in itertools.permutations(customer_location_list):\n\t\t\troute = [company_location, *list(case) ,home_location]\n\n\t\t\tdistance = 0\n\t\t\tfor i in range(0, len(route) - 1):\n\t\t\t\tdistance += abs(route[i][0] - route[i+1][0]) + abs(route[i][1] - route[i+1][1])\n\n\t\t\tif distance < min_distance:\n\t\t\t\tmin_distance = distance\n\n\t\tprint(\"#{} {}\".format(testcase_num, min_distance))\n\nif __name__ == \"__main__\":\n\tmain()\n" }, { "alpha_fraction": 0.5203366279602051, "alphanum_fraction": 0.5371668934822083, "avg_line_length": 26.44230842590332, "blob_id": "d9a68ac9a5d4b9452d5368e4d1fcbdd280628496", "content_id": "25ec6037a2453ec18ec66089725b5411f59c0fd1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1492, "license_type": "no_license", "max_line_length": 85, "num_lines": 52, "path": "/박준원/etc/PhoneBook.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "class Tree:\n def __init__(self, num):\n self.value = num\n self.children = []\n\n\ndef child_index(children, num):\n for i in range(len(children)):\n if children[i].value == num:\n return i\n\n return -1\n\ndef check(tree, phone_number):\n # 1. 숫자열 끝까지 돌았는데 뒤에 노드가 남아있다 ==> True\n # 2. 숫자열 중간에 리프노드를 만났다 ==> True\n current = tree\n count = 0\n flag = True\n for num in phone_number:\n if (len(current.children) == 0) and (flag == True):\n return True\n elif (len(current.children) == 0) and (flag == False):\n current.children.append(Tree(num))\n current = current.children[0]\n elif (len(current.children) != 0):\n index = child_index(current.children, num)\n if index == -1:\n flag = False\n current.children.append(Tree(num))\n current = current.children[len(current.children) - 1]\n else:\n current = current.children[index]\n if (count == (len(phone_number)-1)) and (len(current.children) != 0):\n return True\n\n count += 1\n\n return False\n\ndef solution(phone_book):\n root = Tree(-1)\n root.children = [Tree(-1)]\n\n for phone_number in phone_book:\n if check(root, phone_number) == True:\n return False\n\n return True\n\nphone_book = [\"12\", \"123\", \"1235\"]\nprint(solution(phone_book))" }, { "alpha_fraction": 0.5299145579338074, "alphanum_fraction": 0.5356125235557556, "avg_line_length": 19.647058486938477, "blob_id": "e78db38615c050a730c2ca1dbfbefa0f955e5a0e", "content_id": "bc06ac9c6cced46e1e2c41859388e65ba5f3077e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 377, "license_type": "no_license", "max_line_length": 44, "num_lines": 17, "path": "/이병만/Programmers/전화번호 목록/solutioon.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def solution(phone_book):\n answer = True\n\n phone_book.sort(key=len)\n search = phone_book[0]\n\n for match in phone_book:\n # 찾는 번호가 해당 번호에 있다면 False\n if match == search:\n # print(match)\n continue\n\n elif search in match[0:len(search)]:\n answer = False\n break\n\n return answer\n" }, { "alpha_fraction": 0.35539793968200684, "alphanum_fraction": 0.3853427767753601, "avg_line_length": 22.943395614624023, "blob_id": "7b326e13d7c33121d13f6dc097a2b3645ff8c0f3", "content_id": "04fc0b167b128ffaa6c91401a2ccf295d87da00b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1363, "license_type": "no_license", "max_line_length": 53, "num_lines": 53, "path": "/이수정/problem3_path/solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "from collections import deque\n\nif __name__ == '__main__':\n # f = open(\"input.txt\", 'r')\n\n for i in range(0, 10):\n path = [0 for _ in range(100)]\n path2 = [0 for _ in range(100)]\n queue = deque()\n\n tmp = input().strip()\n\n # n = 테스트케이스 번호 / m = Edge 개수\n n = tmp.split(' ')[0]\n m = tmp.split(' ')[1]\n\n # Edge 입력받음\n edge = input().strip()\n edge = edge.split()\n print(edge)\n\n for j in range(0, len(edge), 2):\n edge[j] = int(edge[j])\n edge[j+1] = int(edge[j+1])\n\n if path[edge[j]] == 0:\n path[edge[j]] = edge[j+1]\n\n else:\n path2[edge[j]] = edge[j+1]\n\n queue.append(0)\n \n # 큐가 빌 때까지 순환\n while True:\n if len(queue) == 0:\n print(\"#\"+str(n)+\" 0\")\n break\n\n v = queue.popleft()\n\n if path2[v] == 99 or path[v] == 99:\n print(\"#\"+str(n)+\" 1\")\n break\n\n # 두 가지 경로가 있을 시, 이후에 입력받은? 경로를 먼저 집어 넣음. \n if path2[v] != 0:\n queue.append(path2[v])\n path2[v] = 0\n\n if path[v] != 0:\n queue.append(path[v])\n path[v] = 0\n" }, { "alpha_fraction": 0.48736461997032166, "alphanum_fraction": 0.5162454843521118, "avg_line_length": 25.380952835083008, "blob_id": "e45f0818c0804daf0b9a3cb867adfed71f1781d6", "content_id": "6f8f2c387b169800dae07535a3f8043e07f3375b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1108, "license_type": "no_license", "max_line_length": 77, "num_lines": 42, "path": "/이병만/SW expert Academy/1238. Contact/Solution_v2.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "from collections import deque\n\n\n# BFS\ndef solution(arr, start):\n queue = deque()\n queue.append([start, 0])\n visited = [start]\n max_result = []\n\n while queue:\n n = queue.popleft()\n max_result.append(n)\n\n # find adjacent values\n for index in range(len(arr)):\n if arr[n[0]-1][index] != 0 and arr[n[0]-1][index] not in visited:\n # putin queue\n queue.append([arr[n[0]-1][index], n[1] + 1])\n visited.append(arr[n[0]-1][index])\n\n max_result.sort(key=lambda x: (x[1], x[0]))\n\n return max_result[-1][0]\n\n\nif __name__ == '__main__':\n\n # Test case\n for i in range(10):\n # data length , start point\n data_len, start_point = map(int, input().strip().split())\n\n # contact data\n contact = list(map(int, input().strip().split()))\n\n # data setting\n data = [[0] * 100 for k in range(100)]\n for j in range(0, len(contact), 2):\n data[contact[j] - 1][contact[j+1] - 1] = contact[j+1]\n\n print(\"#\" + str(i + 1) + \" \" + str(solution(data, start_point)))\n" }, { "alpha_fraction": 0.38199999928474426, "alphanum_fraction": 0.42100000381469727, "avg_line_length": 24, "blob_id": "61fde3ddfef1aedfd8d104252655b023b2d6614e", "content_id": "371cd2776294b7634ac5fa1d7a30807a606bbe16", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1102, "license_type": "no_license", "max_line_length": 71, "num_lines": 40, "path": "/배상웅/1218_괄호짝짓기/1218_CodingTest.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "f = open(\"input.txt\", 'r')\n# 이 방식으로 하면.. 모두 검사해야 되는 단점이있음\n# 만약 스택을 이용해서 괄호짝짓기가 실패를 했을때 바로 뽑으면 더 효율적임\ndef count_all(list):\n global count_1, count_2, count_3, count_4\n for i in range(0, len(list)):\n if list[i] == '(':\n count_1 += 1\n elif list[i] == '{':\n count_2 += 1\n elif list[i] == '[':\n count_3 += 1\n elif list[i] == '<':\n count_4 += 1\n\n elif list[i] == ')':\n count_1 -= 1\n elif list[i] == '}':\n count_2 -= 1\n elif list[i] == ']':\n count_3 -= 1\n elif list[i] == '>':\n count_4 -= 1\n if count_1 == 0 and count_2 == 0 and count_3 == 0 and count_4 == 0:\n print(1)\n else:\n print(0)\n\nwhile True:\n count_1 = 0 # ()\n count_2 = 0 # {}\n count_3 = 0 # []\n count_4 = 0 # <>\n total = f.readline()\n line = f.readline()\n line = list(line)\n if not line:\n break\n print(line)\n count_all(line)\n" }, { "alpha_fraction": 0.4926108419895172, "alphanum_fraction": 0.5036945939064026, "avg_line_length": 25.225807189941406, "blob_id": "23fc006cf823c3b3a20f39b7db180fd638bdf09b", "content_id": "2a20a1c7ef503da15ff600e7ec84e83f2529f6d9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 812, "license_type": "no_license", "max_line_length": 71, "num_lines": 31, "path": "/박준원/SW Expert Academy/5 week/1233.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def is_operator(value):\n return value == '+' or value == '-' or value == '*' or value == '/'\n\ndef main():\n for n in range(10):\n count_of_node = int(input())\n\n count_internal_node = int(count_of_node / 2)\n count_external_node = count_of_node - count_internal_node\n\n result = 1\n\n for i in range(count_internal_node):\n node_info = input().strip().split()\n node_value = node_info[1]\n\n if is_operator(node_value) == False:\n result = 0\n\n for i in range(count_external_node):\n node_info = input().strip().split()\n node_value = node_info[1]\n\n if is_operator(node_value) == True:\n result = 0\n\n print('#{} {}'.format(n + 1, result))\n\n\nif __name__ ==\"__main__\":\n main()" }, { "alpha_fraction": 0.5175438523292542, "alphanum_fraction": 0.5438596606254578, "avg_line_length": 19.727272033691406, "blob_id": "532d2c0e41a430aaa7cd68e0e89cc420a415b698", "content_id": "3248c076a6521e8697dacd386143b31381a199dd", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 456, "license_type": "no_license", "max_line_length": 57, "num_lines": 22, "path": "/이병만/Programmers/타겟 넘버/solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "cnt = 0\n\n\ndef func(numbers, target, curr, idx):\n global cnt\n if idx == len(numbers):\n if curr == target:\n cnt += 1\n return\n else:\n func(numbers, target, curr + numbers[idx], idx+1)\n func(numbers, target, curr - numbers[idx], idx+1)\n\n\ndef solution(numbers, target):\n global cnt\n func(numbers, target, 0, 0)\n answer = cnt\n return answer\n\nif __name__ == '__main__':\n solution([1, 1, 1, 1, 1], 3)\n" }, { "alpha_fraction": 0.3915441036224365, "alphanum_fraction": 0.39889705181121826, "avg_line_length": 17.16666603088379, "blob_id": "65a2eece9d49a7f2bb9b496fa53708fd0283c317", "content_id": "7f475771a373fd68602f1f947a92f33337dc540c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 544, "license_type": "no_license", "max_line_length": 77, "num_lines": 30, "path": "/박준원/etc/Marathon.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def solution(participant, completion):\n answer = ''\n\n d = {}\n for c in completion:\n if c in d:\n d[c] += 1\n else:\n d[c] = 1\n\n for p in participant:\n if p in d:\n if d[p] == 0:\n answer = p\n break\n else:\n d[p] -= 1\n\n elif p not in d:\n answer = p\n break\n\n return answer\n\ndef main():\n p, c = [\"mislav\", \"stanko\", \"mislav\", \"ana\"], [\"stanko\", \"ana\", \"mislav\"]\n print(solution(p, c))\n\n\nmain()" }, { "alpha_fraction": 0.6139506697654724, "alphanum_fraction": 0.6271798014640808, "avg_line_length": 25.822580337524414, "blob_id": "7bc9374af6ae58ed03f3bf36559ecf64ef366aba", "content_id": "4aed60821ca7987d0c22d24818ca24c8d84ef119", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1755, "license_type": "no_license", "max_line_length": 110, "num_lines": 62, "path": "/김창희/3주차/01_contact/01_contact.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# Problem URL -> https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV15B1cKAKwCFAYD\nfrom collections import deque\n\nclass Vertex:\n\tdef __init__(self, number, hop):\n\t\tself.number = number\n\t\tself.hop = hop\n\n\ndef main():\n\twith open('contact_input.txt', 'r') as data_file:\n\t\tfor testcase_number in range(1, 11):\n\t\t\tgraph = dict()\n\t\t\tvisited = [False for i in range(100)]\n\n\t\t\tprolog = list(map(int, data_file.readline().strip().split(' ')))\t\n\t\t\tdata_length = prolog[0]\n\t\t\tstart_point = prolog[1]\n\n\t\t\tdata_list = list(map(int, data_file.readline().strip().split(' ')))\n\t\t\t\n\t\t\tfor i in range(0, data_length, 2):\n\t\t\t\tfrom_vertex = data_list[i]\n\t\t\t\tto_vertex = data_list[i+1]\n\n\t\t\t\tif from_vertex not in graph:\n\t\t\t\t\tgraph[from_vertex] = [to_vertex]\n\t\t\t\telif to_vertex not in graph[from_vertex]:\n\t\t\t\t\tgraph[from_vertex].append(to_vertex)\n\n\n\t\t\t# BFS를 통한 해결\n\t\t\tresult = -1\n\t\t\tmaxhop = -1\n\n\t\t\tqueue = deque()\t\t\t\t# BFS용 큐\n\t\t\t\n\t\t\tvisited[start_point - 1] = True\n\t\t\tqueue.append(Vertex(start_point, 0))\n\n\t\t\twhile len(queue) > 0:\n\t\t\t\ttemp_vertex = queue.popleft()\n\t\t\t\t\n\t\t\t\tif temp_vertex.hop > maxhop:\t\t\t\t\t\t\t\t\t# 마지막에 연락받은 경우 결과 갱신\n\t\t\t\t\tmaxhop = temp_vertex.hop\n\t\t\t\t\tresult = temp_vertex.number\n\t\t\t\telif temp_vertex.hop == maxhop and temp_vertex.number > result:\t# 마지막으로 연락받은 인원이 다수일 경우 가장 큰 값으로 갱신\n\t\t\t\t\tresult = temp_vertex.number\n\t\t\t\n\t\t\t\tif temp_vertex.number not in graph:\n\t\t\t\t\tcontinue\n\n\t\t\t\tto_list = graph[temp_vertex.number]\n\t\t\t\tfor to in to_list:\n\t\t\t\t\tif visited[to - 1] == False:\n\t\t\t\t\t\tvisited[to -1] = True\n\t\t\t\t\t\tqueue.append(Vertex(to, temp_vertex.hop + 1))\n\n\t\t\tprint(\"#{} {}\".format(testcase_number, result))\n\nif __name__ == \"__main__\":\n\tmain()\n" }, { "alpha_fraction": 0.4432314336299896, "alphanum_fraction": 0.4803493320941925, "avg_line_length": 16.921567916870117, "blob_id": "16cb5aacefe23ee0fa3a97c980b9cd15efc754f4", "content_id": "12d47b9f6283e7122305b06fb37c34f5e003a0d9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 928, "license_type": "no_license", "max_line_length": 47, "num_lines": 51, "path": "/배상웅/1219_길찾기/1219_CodingTest.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "import sys\nsys.setrecursionlimit(10000)\ntemp = 0\ntemp1 = 0\n\n\ndef recursive_find(ii):\n global temp1\n for i1 in range(0, len(d)):\n if c[i1] == ii and flag[i1] == False:\n temp1 = d[i1]\n flag[i1] = True\n if temp1 == 99:\n print(\"done\")\n return exit\n recursive_find(temp1)\n\n\nf = open(\"input.txt\", 'r')\n\n\nwhile True:\n\n flag = []\n c = []\n d = []\n temp = temp+1\n\n counting = 0\n line = f.readline()\n\n if not line:\n break\n print(temp)\n a = line.split(' ')\n length = int(a[1])*2\n half = int(length/2)\n line = f.readline()\n b = line.split(' ')\n b[length-1] = b[length-1][:-1] # 마지막에 \\n제거\n\n for i in range(0, half):\n c.append(int(b[2*i]))\n d.append(int(b[2*i+1]))\n flag.append(False)\n\n print(c)\n print(d)\n\n for i in range(0, 2):\n recursive_find(d[i])\n\n\n" }, { "alpha_fraction": 0.3606557250022888, "alphanum_fraction": 0.3825136721134186, "avg_line_length": 20.761905670166016, "blob_id": "0d33355a985a3f7f31ed2284fd8a6b11530846e3", "content_id": "302f0294cea9ae1287c5d04cf95b62acba1b2771", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 915, "license_type": "no_license", "max_line_length": 59, "num_lines": 42, "path": "/박준원/SW Expert Academy/4 week/1218.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def isOpen(ch):\n return ch == '(' or ch == '[' or ch == '{' or ch == '<'\n\ndef isMatch(ch1, ch2):\n if ch1 == '(' and ch2 == ')':\n return True\n elif ch1 == '[' and ch2 == ']':\n return True\n elif ch1 == '{' and ch2 == '}':\n return True\n elif ch1 == '<' and ch2 == '>':\n return True\n else:\n return False\n\ndef main():\n for n in range(0, 10):\n length = int(input())\n str = input()\n\n stack = []\n result = 1\n\n for i in range(0, length):\n ch = str[i]\n\n if isOpen(ch):\n stack.append(ch)\n else:\n if isMatch(stack[-1], ch):\n stack.pop()\n else:\n result = 0\n break\n\n if len(stack) != 0:\n result = 0\n\n print('#{} {}'.format(n + 1, result))\n\nif __name__ ==\"__main__\":\n main()\n\n" }, { "alpha_fraction": 0.5387337803840637, "alphanum_fraction": 0.563900887966156, "avg_line_length": 19.351999282836914, "blob_id": "a3da87e6c2a0619db5a5c7cc3bc917110fa0ea63", "content_id": "57011977da5e9c205b4fc80185ed52b067fadf55", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 2915, "license_type": "no_license", "max_line_length": 123, "num_lines": 125, "path": "/김창희/2주차/02_maze1.cpp", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "// Problem URL -> https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV14vXUqAGMCFAYD&\n#include <cstdio>\n#include <iostream>\n\nusing namespace std;\n\n\n// 미로의 각 지점에 대한 상태 구조체\ntypedef enum Status_t{\n\tBlocked = 0,\n\tVisited,\n\tAccesible\n} Status;\n\n\nvoid route(int (*maze)[16], Status (*maze_state)[16], int row, int col , bool& find);\t\t// 미로를 탐색하여 출발 -> 도착 경로가 있는지 판단하는 함수\nbool inside(int, int);\t\t\t\t\t// 해당 포인트가 미로범위 안에 있는지 판단\n\n\nint main(){\n\tint maze[16][16];\t\t\t\t\t// 미로 배열\n\tStatus maze_state[16][16];\t\t\t// 미로의 각지점에 대한 상태를 저장하는 배열\n\tint testcase_number;\n\n\tfor(int i = 0; i < 10; i++){\n\t\tcin >> testcase_number;\n\t\t\n\n\n\t\t// 미로 초기화 하는 방법 1\n\t\tstring temp;\t\t// 미로의 원소를 입력받을 임시 변수\n\n\t\tfor(int row = 0; row < 16; row++){\n\t\t\tcin >> temp;\n\t\t\tfor(int col = 0; col < 16; col++){\n\t\t\t\tmaze[row][col] = (int)temp.at(col) - 48;\n\n\t\t\t\t// 미로의 각지점에 대한 상태 정보 저장\n\t\t\t\tif(maze[row][col] == 1){\n\t\t\t\t\tmaze_state[row][col] = Blocked;\n\t\t\t\t}else{\n\t\t\t\t\tmaze_state[row][col] = Accesible;\n\t\t\t\t}\n\n\t\t\t}\n\t\t}\n\n\t\n/*\n\t\t// 미로 초기화 하는 방법 2\n\t\tchar temp;\t\t\t// 미로의 원소를 입력받을 임시 변수\n\n\t\tfor(int row = 0; row < 16; row++){\n\t\t\tgetchar();\t\t\t\t\t\t\t\t// line feed 제거\n\t\t\tfor(int col = 0; col < 16; col++){\n\t\t\t\ttemp = getchar();\n\t\t\t\tmaze[row][col] = (int)temp - 48;\n\t\t\t\n\t\t\t\t// 미로의 각지점에 대한 상태 정보 저장\n\t\t\t\tif(maze[row][col] == 1){\n\t\t\t\t\tmaze_state[row][col] = Blocked;\n\t\t\t\t}else{\n\t\t\t\t\tmaze_state[row][col] = Accesible;\n\t\t\t\t}\n\n\t\t\t}\t\n\t\t}\n*/\n\n\t\tbool find = false;\t\t\t\t// 도착점까지의 길을 찾았는지 여부\n\t\tint start_row = 1;\t\t\t\t// 시작 행\n\t\tint start_col = 1;\t\t\t\t// 시작 열\n\n\t\troute(maze, maze_state, start_row, start_col, find);\t\t\t// 정답 찾기!\n\n\t\tprintf(\"#%d %d\\n\", testcase_number, find);\n\t}\n\n\treturn 0;\n}\n\n\nvoid route(int (*maze)[16], Status (*maze_state)[16], int row, int col , bool& find){\n\tmaze_state[row][col] = Visited;\n\n\tif(find == true){\t\t\t\t\t// 실행시간 절약될까?\n\t\treturn;\n\t}\n\n\tif(maze[row][col] == 3){\n\t\tfind = true;\n\t\treturn;\n\t}\n\n\n\tif(inside(row, col - 1) && maze_state[row][col - 1] == Accesible){\t\t// go to left\n\t\troute(maze, maze_state, row, col - 1, find);\n\t}\n\n\tif(inside(row - 1, col) && maze_state[row - 1][col] == Accesible){\t\t// go to top\n\t\troute(maze, maze_state, row - 1, col, find);\n\t}\n\n\tif(inside(row, col + 1) && maze_state[row][col + 1] == Accesible){\t\t// go to right\n\t\troute(maze, maze_state, row, col + 1, find);\n\t}\n\n\tif(inside(row + 1, col) && maze_state[row + 1][col] == Accesible){\t\t// go to bottom\n\t\troute(maze, maze_state, row + 1, col, find);\n\t}\n\n}\n\n\nbool inside(int row, int col){\n\tif(row < 0 || row >= 16){\n\t\treturn false;\n\t}\n\n\tif(col < 0 || col >= 16){\n\t\treturn false;\n\t}\n\n\treturn true;\n}" }, { "alpha_fraction": 0.4399130046367645, "alphanum_fraction": 0.45296356081962585, "avg_line_length": 30.839284896850586, "blob_id": "92aeadb2587db70f9ec798e1ddb37f47d7dd7d49", "content_id": "886da19a133ae590568d343026dce4ec5f241857", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 1991, "license_type": "no_license", "max_line_length": 112, "num_lines": 56, "path": "/김창희/1주차/01_view.cpp", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "// problem URL -> https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV134DPqAA8CFAYh\r\n#include <iostream>\r\n#include <vector>\r\n\r\nusing namespace std;\r\n\r\nint main(){\r\n for(int test_case = 1; test_case <= 10; test_case++){\r\n int result = 0; // 결과(조망권이 확보된 세대의 수)\r\n int building_num;\t\t\t\t\t\t\t// 빌딩의 개수\r\n\t cin >> building_num;\r\n vector<int> buildings(building_num, 0);\t\t// 빌딩들을 담아둘 벡터\r\n \r\n\t for(int i = 0; i < building_num; i++){\t\t\t// 빌딩들의 정보를 벡터에 담기(빌딩의 개수 만큼)\r\n int temp;\r\n cin >> temp;\r\n buildings[i] = temp; \r\n }\r\n \r\n \r\n for(int i = 2; i < building_num - 2; i++){\r\n int max_neighbor_building;\t\t // 인접 빌딩 중, 가장 높은 빌딩의 높이 \r\n \r\n if(buildings[i-2] >= buildings[i]){\r\n continue;\r\n }else{\r\n max_neighbor_building = buildings[i-2];\r\n }\r\n \r\n if(buildings[i-1] >= buildings[i]){\r\n continue;\r\n }else if(max_neighbor_building < buildings[i-1]){\r\n max_neighbor_building = buildings[i-1];\r\n }\r\n \r\n\r\n if(buildings[i+1] >= buildings[i]){\r\n continue;\r\n }else if(max_neighbor_building < buildings[i+1]){\r\n max_neighbor_building = buildings[i+1];\r\n }\r\n \r\n \r\n if(buildings[i+2] >= buildings[i]){\r\n continue;\r\n }else if(max_neighbor_building < buildings[i+2]){\r\n max_neighbor_building = buildings[i+2];\r\n }\r\n\r\n result += (buildings[i] - max_neighbor_building);\t\t// 조망권이 확보된 세대의 수를 더하기\r\n }\r\n \r\n cout << \"#\" << test_case << \" \" << result << endl; \r\n }\r\n return 0;\r\n}\r\n" }, { "alpha_fraction": 0.3071672320365906, "alphanum_fraction": 0.34215018153190613, "avg_line_length": 26.255813598632812, "blob_id": "d981e1a0fe08b8ffe05d42155224cc54c5858f9d", "content_id": "195741d6bc701605fc00238957d943ea6d76c4a5", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1174, "license_type": "no_license", "max_line_length": 104, "num_lines": 43, "path": "/이수정/problem4_maze/solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "if __name__ == '__main__':\n # f = open(\"input.txt\", 'r')\n for n in range(10):\n maze = [0*16 for i in range(16)]\n input().strip()\n\n for i in range(16):\n tmp = input().strip()\n tmp = tmp[:-1]\n maze[i] = list(tmp)\n\n # X, Y 축\n stack = [1, 1]\n maze[1][1] = \"1\"\n\n while True:\n if len(stack) == 0:\n print(\"#\"+str(n+1)+\" 0\")\n break\n\n x = stack.pop()\n y = stack.pop()\n maze[x][y] = \"1\"\n\n if maze[x][y+1] == \"3\" or maze[x][y-1] == \"3\" or maze[x+1][y] == \"3\" or maze[x-1][y] == \"3\":\n print(\"#\"+str(n+1)+\" 1\")\n break\n\n if maze[x][y+1] == \"0\": #right\n stack.append(y+1)\n stack.append(x)\n\n if maze[x][y-1] == \"0\": #left\n stack.append(y-1)\n stack.append(x)\n\n if maze[x+1][y] == \"0\": #down\n stack.append(y)\n stack.append(x+1)\n\n if maze[x-1][y] == \"0\": #up\n stack.append(y)\n stack.append(x-1)\n" }, { "alpha_fraction": 0.3602794408798218, "alphanum_fraction": 0.4301397204399109, "avg_line_length": 19.89583396911621, "blob_id": "839862cfab68f2f9946fdf28715e5fd72ec151fb", "content_id": "333988a908c4895ff12bc2c862ae847152eceb94", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1016, "license_type": "no_license", "max_line_length": 47, "num_lines": 48, "path": "/박준원/SW Expert Academy/2 week/1219.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 김현묵 코드 참고\n\ndef recursion(i, m1, m2):\n one = 0\n two = 0\n\n if (m1[i] == 99) or (m2[i] == 99):\n return 1\n\n if m1[i] != 100:\n des1 = m1[i]\n m1[i] = 100\n one = recursion(des1)\n if m2[i] != 100:\n des2 = m2[i]\n m2[i] = 100\n two = recursion(des2)\n\n if (one == 1 or two == 1):\n return 1\n else:\n return 0\n\ndef main():\n m1 = []\n m2 = []\n\n for i in range(10):\n caseNum = (input().strip().split())\n caseNum = list(map(int, caseNum))\n couple = caseNum[1]\n\n oneline = input().strip().split()\n oneline = list(map(int, oneline))\n\n for t in range(100):\n m1[t] = 100\n m2[t] = 100\n\n for z in range(0, couple * 2, 2):\n if m1[oneline[z]] == 100:\n m1[oneline[z]] = oneline[z + 1]\n else:\n m2[oneline[z]] = oneline[z + 1]\n\n finish = recursion(0, m1, m2)\n\n print('#{0} {1}'.format(i + 1, finish))" }, { "alpha_fraction": 0.43531468510627747, "alphanum_fraction": 0.4423076808452606, "avg_line_length": 19.464284896850586, "blob_id": "36fb76015f8af961763ea0db41a4bc031309152b", "content_id": "0071d96623c51ebf36409b7fbc05fbf8e97294f3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 572, "license_type": "no_license", "max_line_length": 34, "num_lines": 28, "path": "/박준원/HackerRank/Ransom_Note.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def checkMagazine(magazine, note):\n dict = {}\n result = 'Yes'\n for word in magazine:\n if word in dict:\n dict[word] += 1\n else:\n dict[word] = 1\n\n for word in note:\n if word not in dict:\n result = 'No'\n break\n else:\n dict[word] -= 1\n if dict[word] < 0:\n result = 'No'\n break\n\n print(result)\n\ndef main():\n magazine = ['a', 'sadf', 'a']\n note = ['sadf','sadf']\n checkMagazine(magazine, note)\n\nif __name__=='__main__':\n main()" }, { "alpha_fraction": 0.6578947305679321, "alphanum_fraction": 0.7026315927505493, "avg_line_length": 20.11111068725586, "blob_id": "dd3f4257bd824ec8ce9b6a3d9318e13c3ff1946f", "content_id": "c75ffb6df3ce30f527c33a4c0e4d75abf7a04ea8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 698, "license_type": "no_license", "max_line_length": 73, "num_lines": 18, "path": "/이병만/Programmers/전화번호 목록/README.md", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "[Programmers](https://programmers.co.kr/learn/courses/30/lessons/42577). \n\nProblem : 전화번호 목록 **해시**\n\nFlow :\n\n1. 전화번호부에 적힌 전화번호 중, 한 번호가 다른 번호의 접두어인 경우가 있는지 확인하려 합니다.\n2. 전화번호가 다음과 같을 경우, 구조대 전화번호는 영석이의 전화번호의 접두사입니다.\n\n\n\nSolution :\n\n1. 각 배열을 정렬한다.\n2. 0번째 인덱스에 있는 값을 search로 저장한다.\n3. 해당 배열을 반복문을 돌면서 0번째 인덱스와 같으면 배제시킨다.\n4. search의 길이만큼 match의 0부터 검사해서, 같은게 있으면 False를 저장한다.\n5. 반복문 종료\n" }, { "alpha_fraction": 0.430970162153244, "alphanum_fraction": 0.4633084535598755, "avg_line_length": 24.5238094329834, "blob_id": "60d962d4735c0bb184be3f277b271701e3fd636b", "content_id": "5b5a87befea23ccef1edc3fc31414eba7fcbe4ea", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1882, "license_type": "no_license", "max_line_length": 78, "num_lines": 63, "path": "/이병만/SW expert Academy/1210. Ladder1/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 1이면 왼쪽, 오른쪽에 1이 있는지 확인 있다면 왼쪽, 오른쪽으로 이동.\n# 마지막 인덱스까지 가면 도착이므로 반복문 끝\n# 값이 2라면 해당 i의 값 반환\n\n\ndef solution(array):\n # left = 0, right = 1, up = 2\n next_direction = 2\n end_point = 0\n\n # 맨 밑에 있는 줄에서 2를 먼저 찾는다.\n for k in range(100):\n if array[99][k] == 2:\n end_point = k\n\n start_row = 99\n start_col = end_point\n\n # 사다리 타고 올라가기\n while True:\n # 왼쪽\n if next_direction == 0:\n start_col -= 1\n # 현재의 위치에서 왼쪽이 0이나 끝부분이면 위로 이동\n if start_col < 0 or array[start_row][start_col - 1] == 0:\n next_direction = 2\n\n # 오른쪽\n elif next_direction == 1:\n start_col += 1\n # 현재의 위치에서 오른쪽이 0이나 끝부분이면 위로 이동\n if start_col == 99 or array[start_row][start_col + 1] == 0:\n next_direction = 2\n\n # 위쪽\n elif next_direction == 2:\n start_row -= 1\n\n # Terminate condition\n if start_row == 0:\n return start_col\n\n # 왼쪽 방향\n if start_col - 1 >= 0 and array[start_row][start_col - 1] == 1:\n next_direction = 0\n\n # 오른쪽 방향\n elif start_col + 1 <= 99 and array[start_row][start_col + 1] == 1:\n next_direction = 1\n\n\nif __name__ == '__main__':\n line = []\n for i in range(10):\n num = input().strip()\n\n for lines in range(100):\n arr = input().strip().split(\" \")\n int_to_arr = [int(i) for i in arr]\n line.append(int_to_arr)\n\n print(\"#\" + str(1+i) + \" \" + str(solution(line)))\n line.clear()\n" }, { "alpha_fraction": 0.37626776099205017, "alphanum_fraction": 0.38945233821868896, "avg_line_length": 27.81818199157715, "blob_id": "ef277418891d44948fe83098e6915108258c3b6b", "content_id": "c61c3be4180fda3900a17d593ae314866d88e238", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1048, "license_type": "no_license", "max_line_length": 89, "num_lines": 33, "path": "/이수정/problem1_building/solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "\r\nif __name__ == '__main__':\r\n sum = 0 # 전망 좋은 아파트 세대 수\r\n\r\n for i in range (10) :\r\n number = input().strip() # 테스트 케이스 길이\r\n tmp = input().strip()\r\n\r\n building = tmp.split() # 빌딩 split\r\n\r\n for j in range (len(building)) : #숫자로\r\n building[j] = int(building[j])\r\n\r\n for k in range(len(building)) :\r\n if building[k] == 0:\r\n continue\r\n else :\r\n max_prev = max(building[k-2], building[k-1])\r\n max_next = max(building[k+1], building[k+2])\r\n\r\n Max = int(max(max_prev, max_next)) #-2 ~ +2 사이 내 가장 큰 빌딩\r\n\r\n if building[k] - Max > 0 :\r\n sum += building[k] - Max\r\n #print(building[k], building[k]-Max)\r\n\r\n print(\"#\"+ str(i+1) + \" \" + str(sum))\r\n sum = 0\r\n\r\ndef max (a, b) :\r\n if a > b :\r\n return a\r\n\r\n return b\r\n" }, { "alpha_fraction": 0.40631887316703796, "alphanum_fraction": 0.42395296692848206, "avg_line_length": 24.203702926635742, "blob_id": "279303a3470985b25ab5fe9b9568fb4567a7844c", "content_id": "170008ac1998e94223339ac21c77a4933e193e70", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1403, "license_type": "no_license", "max_line_length": 60, "num_lines": 54, "path": "/이수정/problem5_contact/solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "from collections import deque\n\nif __name__ == '__main__':\n #f = open(\"input.txt\", 'r')\n for i in range(10):\n tmp = input().strip()\n edge = input().strip().split()\n\n path = [[] for _ in range(101)]\n\n queue = deque()\n visited = []\n last = []\n\n n = tmp.split(' ')[0]\n start = tmp.split(' ')[1]\n\n for j in range(0, int(n), 2):\n edge[j] = int(edge[j])\n edge[j+1] = int(edge[j+1])\n\n path[edge[j]].append(edge[j+1])\n\n queue.append([int(start), 1])\n visited.append(int(start))\n\n #가장 깊은 곳을 찾아야함\n deepest = 1 \n \n #찾기\n while len(queue) > 0:\n tmp = queue.popleft()\n vertex = tmp[0]\n depth = tmp[1]\n\n count = 0\n for j in range(len(path[vertex])):\n if not(path[vertex][j] in visited):\n count = 1\n queue.append([path[vertex][j], depth+1])\n visited.append(path[vertex][j])\n\n if count == 0:\n last.append([vertex, depth])\n\n deepest = depth\n \n #result에 최하위 연락 저장됨\n result = []\n for j in range(len(last)):\n if last[j][1] == deepest:\n result.append(last[j][0])\n\n print(\"#\"+str(i+1),max(result))\n" }, { "alpha_fraction": 0.5245283246040344, "alphanum_fraction": 0.5559748411178589, "avg_line_length": 24.580644607543945, "blob_id": "972a3a638a3efa486ad1a7989c309c66f0bf8d4c", "content_id": "4660cb89d9fd1d4255f068a748c9cde10beec329", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 1039, "license_type": "no_license", "max_line_length": 100, "num_lines": 31, "path": "/김창희/1주차/03_hanoi_tower.cpp", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "// Problem URL -> https://www.acmicpc.net/problem/11729\n#include <iostream>\n#include <stdio.h>\n//#include <cmath>\n\nusing namespace std;\n\nvoid solution(int, int, int);\n\nint main(){\n\tint n;\t\t// 원판의 개수\n\t\n\tcin >> n;\n\n\t//cout << (int)pow(2, n) - 1 << endl;\t\t// 하노이 탑의 최소 이동 횟수 -> 2^n - 1\n\tcout << (1 << n) - 1 << endl;\t\t\t\t// 하노의 탑의 최소 이동 횟수 -> 2^n - 1\n\tsolution(n, 1, 3);\t\t\t\t\t\t\t// n개의 탑을 1번 장대에서 3번 장대로 옮긴다\t\t\n\n\treturn 0;\n}\n\nvoid solution(int n, int start, int end){\n\tif(n == 0){\n\t\treturn;\n\t}\n\n\tsolution(n - 1, start, 6 - start - end);\t// 목적지 옆 장대에 n-1개의 탑 옮기기\n\t//cout << start << \" \" << end << endl;\t\t// n번째 원판을 목적지 장대에 옮기기 -> 시간 초과 발생(cin, cout이 속도가 느린편이라고 함)\n\tprintf(\"%d %d\\n\", start, end);\t\t\t\t// n번째 원판을 목적지 장대에 옮기기\n\tsolution(n - 1, 6 - start - end, end);\t\t// 목적지 옆 장대에 옮겨 둔 n-1개의 탑을 목적지로 옮기기\n}\n\n\n" }, { "alpha_fraction": 0.38596490025520325, "alphanum_fraction": 0.5313283205032349, "avg_line_length": 14.365385055541992, "blob_id": "b967272ec3abd89c15166911b8b525967e85c549", "content_id": "8b04110d1986265754aa5379ce968c1352012019", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1188, "license_type": "no_license", "max_line_length": 121, "num_lines": 52, "path": "/이병만/SW expert Academy/1240. 단순 2진 암호코드/README.md", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "[SW Expert Academy 1240](https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV15FZuqAL4CFAYD). \n\nProblem : 단순 2진 암호코드 **D3**\n\nFlow :\n\n1. 총 8개의 숫자로 이루어짐.\n2. 구성 : 앞 7자리(고유의 번호) + 마지막 자리(검증 코드)\n3. 검증 코드 계산 : ((홀수 자리의 합 x 3) + 짝수 자리의 합 + 검증 코드) % 10 = 0\n\n======================================================\n\n※ 단순 2진 코드 암호\n\n'0001101' : 0\n\n'0011001' : 1'\n\n'0010011' : 2'\n\n'0111101' : 3'\n\n'0100011' : 4'\n\n'0110001' : 5'\n\n'0101111' : 6'\n\n'0111011' : 7'\n\n'0110111' : 8'\n\n'0001011' : 9'\n\n※ 암호코드의 세부 규칙\n\n1. 암호코드의 세로 길이는 5 ~ 50칸이다. \n\n2. 암호코드의 가로 길이는 총 56칸.\n\n======================================================\n\n\n\nSolution :\n\n1. 배열 세팅\n2. 뒤에서 1을 먼저 찾는다.\n3. 시작 인덱스와 끝나는 인덱스를 구한다.\n4. 시작 인덱스로부터 7자리씩 끊어서 코드 암호를 저장한다.\n5. 저장한 코드 암호를 계산하여 검증 코드 도출한다.\n6. 10의 배수인지 확인 맞으면 해당 값을 누적하여 더해준다." }, { "alpha_fraction": 0.41104868054389954, "alphanum_fraction": 0.4756554365158081, "avg_line_length": 24.428571701049805, "blob_id": "4fb754ac10df54f5748933af000484735ed4204f", "content_id": "b12ed338b31a68e659838563afbdb88307bd5c91", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1068, "license_type": "no_license", "max_line_length": 70, "num_lines": 42, "path": "/이병만/SW expert Academy/1219. 길찾기/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def solution(arr1, arr2, i):\n sol_one = 0\n sol_two = 0\n\n if arr1[i] == 99 or arr2[i] == 99:\n return 1\n\n if arr1[i] != 100:\n next_direction = arr1[i]\n arr1[i] = 100\n sol_one = solution(arr1, arr2, next_direction)\n\n if arr2[i] != 100:\n next_direction = arr2[i]\n arr2[i] = 100\n sol_two = solution(arr1, arr2, next_direction)\n\n if sol_one == 1 or sol_two == 1:\n return 1\n else:\n return 0\n\n\nif __name__ == '__main__':\n for i in range(10):\n path_1 = [100 for j in range(100)]\n path_2 = [100 for j in range(100)]\n\n num = (input().strip().split())\n num = list(map(int, num))\n size = num[1]\n\n load = (input().strip().split())\n load = list(map(int, load))\n\n for index in range(0, size * 2, 2):\n if path_1[load[index]] == 100:\n path_1[load[index]] = load[index + 1]\n else:\n path_2[load[index]] = load[index + 1]\n\n print(\"#\" + str(i+1) + \" \" + str(solution(path_1, path_2, 0)))\n" }, { "alpha_fraction": 0.44515010714530945, "alphanum_fraction": 0.513856828212738, "avg_line_length": 22.106666564941406, "blob_id": "6eb2ccb2daa94d1aa6f80937593ab798c9dc3b96", "content_id": "52cff97291816f01197c2306f6149d8b422ee285", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1732, "license_type": "no_license", "max_line_length": 85, "num_lines": 75, "path": "/박준원/SW Expert Academy/4 week/1240.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def convert_to_number(code):\n if code == '0001101':\n return 0\n elif code =='0011001':\n return 1\n elif code == '0010011':\n return 2\n elif code == '0111101':\n return 3\n elif code == '0100011':\n return 4\n elif code == '0110001':\n return 5\n elif code == '0101111':\n return 6\n elif code == '0111011':\n return 7\n elif code == '0110111':\n return 8\n elif code == '0001011':\n return 9\n else:\n return -1\n\ndef find_code_location(matrix, height, weight):\n start_index = 0\n start_row = 0\n\n for i in range(0, height):\n row = matrix[i]\n start_row = i\n for k in range(weight - 1, -1, -1):\n if row[k] is '1':\n start_index = k - 56 + 1\n break\n if k < 55:\n break\n\n if start_index is not 0:\n break\n\n return start_row, start_index\n\ndef extract_code(matrix, height, weight):\n start_row, start_index = find_code_location(matrix, height, weight)\n\n return matrix[start_row][start_index:start_index+56]\n\ndef result(code):\n num = []\n for i in range(0, 8):\n tmp = code[i*7:i*7+7]\n num.append((convert_to_number(tmp)))\n\n tmp = (num[0] + num[2] + num[4] + num[6]) * 3 + num[1] + num[3] + num[5] + num[7]\n if tmp % 10 == 0:\n return sum(num)\n else:\n return 0\n\n\ncase = int(input())\nfor p in range(0, case):\n tmp = list(map(int, input().strip().split()))\n height, weight = tmp[0], tmp[1]\n\n matrix = []\n\n for i in range(0, height):\n row = input()\n matrix.append(row)\n\n code = extract_code(matrix, height, weight)\n\n print('#{} {}'.format(p + 1, result(code)))" }, { "alpha_fraction": 0.6023657917976379, "alphanum_fraction": 0.6284500956535339, "avg_line_length": 25.59677505493164, "blob_id": "97298b1406425687aa0e4c070e36753e94e34a9e", "content_id": "911a812333f0c44a5571ad9f7967dea7b1c609dc", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4351, "license_type": "no_license", "max_line_length": 65, "num_lines": 124, "path": "/김현묵/5주차/SW1248_공통조상/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 각 index의 번호가 노드번호가 되는 listStore 두개를 선언합니다.\n# 내용물은 자식의 번호를 뜻합니다.[이중트리이므로 리스트는 2개 생성한것]\nlistStore = []\nlistStore2 = []\n\n# 공통조상을 루트로 하는 서브트리의 사이즈를 뜻하는 sizeit 입니다.\nsizeIt = 1\n\n# 공통조상을 찾을 두개의 특정 노드를 인자로 넣어주는 함수입니다.\ndef findParent(start1, start2):\n\n # 각 start 점별로 자신의 조상을 거슬러 올라가 모든 조상을 리스트로 저장하는 리스트를 선언합니다.\n findParentList1 = []\n findParentList2 = []\n\n findParentOfStart1 = start1\n findParentOfStart2 = start2\n\n\n # 아래 while문의 코드는 각 점별로 리스트 내에서의 인덱스 위치를 찾는 과정을 반복시킵니다.\n\n # start1 의 모든 조상을 찾는 코드입니다.\n while 1 not in findParentList1:\n if findParentOfStart1 in listStore:\n indexOfParent = listStore.index(findParentOfStart1)\n findParentList1.append(indexOfParent)\n findParentOfStart1 = indexOfParent\n if findParentOfStart1 in listStore2:\n indexOfParent = listStore2.index(findParentOfStart1)\n findParentList1.append(indexOfParent)\n findParentOfStart1 = indexOfParent\n\n # start2 의 모든 조상을 찾는 코드입니다.\n while 1 not in findParentList2:\n if findParentOfStart2 in listStore:\n indexOfParent2 = listStore.index(findParentOfStart2)\n findParentList2.append(indexOfParent2)\n findParentOfStart2 = indexOfParent2\n if findParentOfStart2 in listStore2:\n indexOfParent2 = listStore2.index(findParentOfStart2)\n findParentList2.append(indexOfParent2)\n findParentOfStart2 = indexOfParent2\n\n\n # 각 점별로 조상을 찾은 리스트에서 앞에서 부터 비교하며 공통되는 최초의 점을 찾습니다.\n # 그 점이 두 점으로부터 가장 가까운 공통조상입니다.\n breakpoint = 0\n for i in findParentList1:\n for j in findParentList2:\n if i == j:\n sameParent = i\n breakpoint = 1\n break\n if breakpoint == 1:\n break\n\n # 공통조상을 리턴해줍니다.\n return sameParent\n\n\n\n# 공통조상을 루트로 하는 서브트리의 사이즈를 구하기 위한 함수입니다.\ndef findSize(parent):\n\n global sizeIt\n\n # 공통조상을 시작으로 listStore와 listStore2 를 자식으로 쭉 내려갑니다.\n # 각 자식을 통과할 때마다 사이즈를 1씩 증가시킵니다.\n # 더 이상 자식이 없을 때까지 진행합니다.\n if listStore[parent] != 0:\n sizeIt = sizeIt + 1\n findSize(listStore[parent])\n if listStore2[parent] != 0:\n sizeIt = sizeIt + 1\n findSize(listStore2[parent])\n\n\n\n# 테스트케이스의 수를 입력으로 받습니다.\nlistNum = input().strip()\nlistNum = int(listNum)\n\n# 입력받은 개수만큼의 테스트 케이스를 돌립니다\nfor i in range(listNum):\n\n sizeIt = 1\n\n # 정점의 수, 간선의 수, 공통조상을 찾을 점1과 점2 를 입력으로 받습니다.\n form = input().strip().split()\n form = list(map(int, form))\n\n vertex = form[0]\n edge = form[1]\n start1 = form[2]\n start2 = form[3]\n\n listStore.clear()\n listStore2.clear()\n\n for w in range(vertex+1):\n listStore.append(0)\n listStore2.append(0)\n\n edgeList = input().strip().split()\n edgeList = list(map(int, edgeList))\n\n # listStore와 listStore2 에 각 노드가 가지는 자식의 숫자를 넣어줍니다.\n # 이중트리이므로 리스트는 두개를 씁니다.\n for j in range(0,edge*2,2):\n if listStore[edgeList[j]] == 0:\n listStore[edgeList[j]] = edgeList[j+1]\n else:\n listStore2[edgeList[j]] = edgeList[j+1]\n\n # 공통조상을 찾기위한 점1, 점2를 인자로 넣어주는 findParent 함수를 호출합니다.\n findIt = findParent(start1, start2)\n\n # 공통조상을 루트로 하는 서브트리의 사이즈를 구하는 함수를 호출합니다.\n findSize(findIt)\n\n\n\n # 각 테스트 별로 출력을 해줍니다.\n print('#{0} {1} {2}'.format(i+1, findIt, sizeIt))" }, { "alpha_fraction": 0.5700737833976746, "alphanum_fraction": 0.5858798623085022, "avg_line_length": 20.5, "blob_id": "b26f0c563d1638d221723835e1eb51cca0bea0d1", "content_id": "6be0a4181cfe1fcb1f02421849ec396bddadb65c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1285, "license_type": "no_license", "max_line_length": 48, "num_lines": 44, "path": "/김현묵/5주차/SW1233_사칙연산유효성검사/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 숫자나 연산자를 저장하는 listStore\nlistStore = []\n\n# 연산자와 숫자가 적절한 위치에 있는지 판단하는 함수\n# 말단노드에는 숫자가 그 외에는 연산자가 들어가야 합니다!\ndef treeOper(size):\n\n halfsize = int(size/2)\n\n # 시작점부터 halfsize 까지는 연산자가 위치해야 한다. 아니라면 0 리턴\n for i in range(halfsize):\n if (listStore[i]).isdigit() == True:\n listStore.clear()\n return 0\n\n # halfsize 부터 마지막 까지는 숫자가 위치해야 한다. 아니라면 0 리턴\n for j in range(halfsize, size):\n if (listStore[j]).isdigit() == False:\n listStore.clear()\n return 0\n\n # 다 조건을 만족한다면 1을 리턴한다.\n listStore.clear()\n return 1\n\n\n# 10번의 테스트 케이스를 돌립니다\nfor i in range(10):\n\n # 입력 양식입니다\n listNum = input().strip()\n listNum = int(listNum)\n\n\n # 숫자나 연산자르 리스트에 집어넣습니다.\n for j in range(listNum):\n storeNumorOper = input().strip().split()\n listStore.append(storeNumorOper[1])\n\n finish = treeOper(listNum)\n\n\n # 각 테스트 별로 출력을 해줍니다.\n print('#{0} {1}'.format(i+1, finish))\n\n\n\n" }, { "alpha_fraction": 0.3692660629749298, "alphanum_fraction": 0.42431193590164185, "avg_line_length": 15.471697807312012, "blob_id": "992ac13a9f77aa3c7f7bf46e84601b337af88f54", "content_id": "ac3123b183b697b9de349f70880941233ded4986", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 872, "license_type": "no_license", "max_line_length": 49, "num_lines": 53, "path": "/한진영/2주/swe_1226.cpp", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "#include <iostream>\nusing namespace std;\nint arr[16][16];\nint visit[16][16];\nint dx[4] = { 0,0,1,-1 };\nint dy[4] = { 1,-1,0,0 };\nbool flag = false;\n\nvoid dfs(int x, int y)\n{\n\tvisit[x][y] = true;\n\tif (arr[x][y] == 3) {\n\t\tflag = true;\n\t\treturn;\n\t}\n\tfor (int i = 0; i < 4; i++) {\n\t\tint nx = x + dx[i];\n\t\tint ny = y + dy[i];\n\t\tif (nx >= 0 && ny >= 0 && nx < 16 && ny < 16) {\n\t\t\tif (!visit[nx][ny] && arr[nx][ny] != 1) {\n\t\t\t\tdfs(nx, ny);\n\t\t\t}\n\t\t}\n\t}\n}\nvoid init() {\n\tfor (int i = 0; i < 16; i++) {\n\t\tfor (int j = 0; j < 16; j++) {\n\t\t\tvisit[i][j] = false;\n\t\t}\n\t}\n\tflag = false;\n}\nint main()\n{\n\tint tc;\n\tfor (int t = 0; t < 10; t++) {\n\t\tscanf(\"%d\", &tc);\n\t\tfor (int i = 0; i < 16; i++) {\n\t\t\tfor (int j = 0; j < 16; j++) {\n\t\t\t\tscanf(\"%1d\", &arr[i][j]);\n\t\t\t}\n\t\t}\n\t\tdfs(1, 1);\n\t\tif (flag) {\n\t\t\tprintf(\"#%d %d\\n\", tc, 1);\n\t\t}\n\t\telse {\n\t\t\tprintf(\"#%d %d\\n\", tc, 0);\n\t\t}\n\t\tinit();\n\t}\n}" }, { "alpha_fraction": 0.6728538274765015, "alphanum_fraction": 0.73549884557724, "avg_line_length": 24.41176414489746, "blob_id": "4b9a79470921d6026eda5ba6f9675319cce4e5a8", "content_id": "fa1aba8153ae117878b2554514fb298cecbd88a7", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 707, "license_type": "no_license", "max_line_length": 169, "num_lines": 17, "path": "/이병만/SW expert Academy/1233. 사칙연산 유효성 검사/README.md", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "[SW Expert Academy 1233](<https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV141176AIwCFAYD&categoryId=AV141176AIwCFAYD&categoryType=CODE>). \n\nProblem : 사칙연산 유효성 검사 **D4**\n\nFlow :\n\n1. 총 노드의 개수는 200개를 넘지 않음.\n2. 트리는 완전 이진 트리 형식으로 주어짐.\n3. 노드당 하나의 연산자 또는 숫자만 저장할 수 있음.\n\n\n\nSolution :\n\n1. 전체 노드수를 2로 나눈 뒤 리프노드와 리프노드가 아닌 것으로 값을 설정\n2. 리프 노드를 제외하고 숫자가 있으면 안되기 때문에 check함수로 확인\n3. 리프 노드에 숫자 이외에 연산자가 있어도 안되기 때문에 확인" }, { "alpha_fraction": 0.4553339183330536, "alphanum_fraction": 0.4900260269641876, "avg_line_length": 24.065217971801758, "blob_id": "404c211a5b43ef2b330f3ab5b64c2ed81246fb90", "content_id": "25206ff589a930cb8866db1a45b3a5b29cd84b5e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1153, "license_type": "no_license", "max_line_length": 79, "num_lines": 46, "path": "/임성근/2주차/findpath/findpath.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def solution():\n f = open('findpath_input.txt', 'r')\n while True:\n index = f.readline()\n path = f.readline()\n if not index:\n break\n array = [-1 for i in range(100)]\n array2 = [-1] * 100\n\n path_length = int(index.split(' ')[1])\n for i in range(path_length):\n if array[int(path.split(' ')[2*i])] == -1:\n array[int(path.split(' ')[2*i])] = int(path.split(' ')[2*i+1])\n elif array2[int(path.split(' ')[2*i])] == -1:\n array2[int(path.split(' ')[2*i])] = int(path.split(' ')[2*i+1])\n\n path = 0\n find = node()\n\n recursive(array, array2, path, find)\n print(index.split(' ')[0], find.data)\n\n f.close()\n\n\nclass node:\n def __init__(self):\n self.data = 0\n\n\ndef recursive(array, array2, path, find):\n if find == 1:\n return\n\n if array[path] == 99 or array2[path] == 99:\n find.data = 1\n\n if array[path] != -1:\n recursive(array, array2, array[path], find)\n if array2[path] != -1:\n recursive(array, array2, array2[path], find)\n\n\nif __name__ == \"__main__\":\n solution()\n" }, { "alpha_fraction": 0.6093023419380188, "alphanum_fraction": 0.6558139324188232, "avg_line_length": 28.363636016845703, "blob_id": "34fed766f06ef8571033f37773e224edfe30ca71", "content_id": "712a4ca00d165b31a16861e89be2cff8a975cf86", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1119, "license_type": "no_license", "max_line_length": 124, "num_lines": 22, "path": "/이병만/SW expert Academy/1218. 괄호 짝짓기/README.md", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "[SW Expert Academy 1218](<https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV14eWb6AAkCFAYD&>). \n\nProblem : 괄호 짝짓기 **D4**\n\nFlow :\n\n1. 4 종류의 괄호문자들 '()', '[]', '{}', '<>' 로 이루어진 문자열이 주어짐.\n2. 이 문자열에 사용된 괄호들의 짝이 모두 맞는지 판별하는 프로그램 작성\n\n<br>\n\nSolution :\n\n스택을 사용해서 여는 괄호에 해당하는 숫자를 스택에 넣어주고 닫는 괄호가 만나면 스택에서 꺼내서 같으면 1 다르면 0을 반환\n\n1. 데이터를 읽고 리스트를 solution함수에 넘겨준다.\n2. stack을 사용하기 위한 list, 비교를 위한 변수 선언.\n3. 여는 괄호('{', '[', '(', '< ')를 만나면 각 괄호에 해당하는 숫자(0, 1, 2, 3)을 스택에 넣어준다.\n4. 만약 닫는 괄호를 만나면 compare 변수에 각 괄호에 해당하는 숫자(0, 1, 2, 3)을 저장한다.\n5. compare 변수와 스택에서 pop한 값을 비교한다.\n6. 같으면 result의 값을 1\n7. 하나라도 다르면 유효하지 않는 것이기 때문에 0을 바로 반환한다." }, { "alpha_fraction": 0.3357894718647003, "alphanum_fraction": 0.35894736647605896, "avg_line_length": 29.645160675048828, "blob_id": "26cd72f24a5a6bd2ceebc8b3396d48c2f581da7e", "content_id": "382485e9013139bb9a36cf68dd30453abbac89fe", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 950, "license_type": "no_license", "max_line_length": 83, "num_lines": 31, "path": "/이수정/problem8_Operation/solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# solution\nif __name__ == '__main__':\n # f = open(\"input.txt\", \"r\")\n \n for test_case in range(1, 11):\n n = input().strip()\n flag = 0\n for i in range(int(n)):\n tmp = input().strip().split(' ')\n \n if flag != 1:\n if len(tmp) == 4:\n if tmp[1].isnumeric() is True:\n flag = 1\n if tmp[2].isnumeric() is False and tmp[3].isnumeric() is False:\n flag = 1\n \n elif len(tmp) == 3:\n if tmp[1].isnumeric() is True:\n flag = 1\n if tmp[2].isnumeric() is False:\n flag = 1\n \n elif len(tmp) == 2:\n if tmp[1].isnumeric() is False:\n flag = 1\n \n if flag == 1:\n print(\"#\"+str(test_case)+\" 0\")\n else:\n print(\"#\"+str(test_case)+\" 1\")\n" }, { "alpha_fraction": 0.5544837713241577, "alphanum_fraction": 0.5591282844543457, "avg_line_length": 17.05442237854004, "blob_id": "b38d7dd3a97309a7b9443ffb575f33eb0555c4d4", "content_id": "3a477b8074f685698e4dc82acab8f8f0c62251c8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 2977, "license_type": "no_license", "max_line_length": 111, "num_lines": 147, "path": "/김창희/4주차/01_bracket_match/01_bracket_match_input.cpp", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UHC", "text": "// Problem URL -> https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV14eWb6AAkCFAYD\r\n\r\n#define _CRT_SECURE_NO_WARNINGS\r\n\r\n#include <iostream>\r\n#include <vector>\r\n#include <string>\r\n#include <cstring>\r\n#include <stack>\r\n\r\nusing namespace std;\r\n\r\nvoid rtrim(string& str, const string& delimiters = \" \\f\\n\\r\\t\\v\");\r\nvoid ltrim(string& str, const string& delimiters = \" \\f\\n\\r\\t\\v\");\r\nvoid trim(string& str, const string& delimiters = \" \\f\\n\\r\\t\\v\");\r\nbool bracket_valid_test(stack<char>& stack, char bracket);\t\t// 전달된 (닫는) bracket이 짝짓기에 유효한지 검사\r\n\r\n\r\n\r\nint main() {\r\n\r\n\r\n\tstring temp;\t\t\t\t\t// 문자열 입력받을 때 이용되는 temp 변수\r\n\tchar* input_data;\t\t\t\t// string 타입으로 입력받은 괄호를 저장할 char 포인터(배열)\r\n\tfor (int testcase_num = 1; testcase_num <= 10; testcase_num++) {\r\n\t\tbool valid = true;\t\t\t\t\t\t\t\t\t// 유효성 여부\r\n\r\n\t\tgetline(cin, temp);\r\n\t\ttrim(temp);\r\n\t\tint bracket_length = atoi(temp.c_str());\t\t// 괄호의 길이\r\n\r\n\t\tinput_data = new char[bracket_length + 1];\r\n\t\tmemset(input_data, 0, bracket_length + 1);\r\n\r\n\t\tgetline(cin, temp);\r\n\t\tstrcpy(input_data, temp.c_str());\r\n\r\n\t\tstack<char> stack;\t\t\t// 괄호 짝짓기에 사용할 stack\r\n\t\tfor (int i = 0; i < bracket_length; i++) {\r\n\t\t\tchar bracket = input_data[i];\r\n\r\n\t\t\tswitch (bracket) {\r\n\t\t\tcase '(':\r\n\t\t\tcase '[':\r\n\t\t\tcase '{':\r\n\t\t\tcase '<':\r\n\t\t\t\tstack.push(bracket);\r\n\t\t\t\tbreak;\r\n\r\n\t\t\tcase ')':\r\n\t\t\tcase ']':\r\n\t\t\tcase '}':\r\n\t\t\tcase '>':\r\n\t\t\t\tvalid = bracket_valid_test(stack, bracket);\r\n\t\t\t\tbreak;\r\n\t\t\tdefault:\r\n\t\t\t\tvalid = false;\r\n\t\t\t\tbreak;\r\n\t\t\t}\r\n\r\n\t\t\tif (valid == false) {\r\n\t\t\t\tbreak;\r\n\t\t\t}\r\n\t\t}\r\n\r\n\t\tcout << \"#\" << testcase_num << \" \" << valid << endl;\r\n\r\n\t\tdelete input_data;\r\n\t}\r\n\r\n\treturn 0;\r\n}\r\n\r\n\r\nbool bracket_valid_test(stack<char>& stack, char bracket) {\r\n\tif (stack.empty()) {\t\t\t\t// 여는 괄호가 스택에 없는데, 닫는 괄호가 등장할 경우\r\n\t\treturn false;\r\n\t}\r\n\r\n\tchar poped_bracket = stack.top();\r\n\tstack.pop();\r\n\r\n\tif (bracket == ')') {\r\n\t\tif (poped_bracket == '(') {\r\n\t\t\treturn true;\r\n\t\t}\r\n\t\telse {\r\n\t\t\treturn false;\r\n\t\t}\r\n\t}\r\n\r\n\tif (bracket == ']') {\r\n\t\tif (poped_bracket == '[') {\r\n\t\t\treturn true;\r\n\t\t}\r\n\t\telse {\r\n\t\t\treturn false;\r\n\t\t}\r\n\t}\r\n\r\n\tif (bracket == '}') {\r\n\t\tif (poped_bracket == '{') {\r\n\t\t\treturn true;\r\n\t\t}\r\n\t\telse {\r\n\t\t\treturn false;\r\n\t\t}\r\n\t}\r\n\r\n\tif (bracket == '>') {\r\n\t\tif (poped_bracket == '<') {\r\n\t\t\treturn true;\r\n\t\t}\r\n\t\telse {\r\n\t\t\treturn false;\r\n\t\t}\r\n\t}\r\n\r\n\treturn false;\r\n}\r\n\r\n\r\nvoid rtrim(string& str, const string& delimiters) {\r\n\tsize_t found = str.find_last_not_of(delimiters);\r\n\tif (found != string::npos) {\r\n\t\tstr.erase(found + 1);\r\n\t}\r\n\telse {\r\n\t\tstr.clear();\r\n\t}\r\n}\r\n\r\nvoid ltrim(string& str, const string& delimiters) {\r\n\tsize_t found = str.find_first_not_of(delimiters);\r\n\tif (found != string::npos) {\r\n\t\tstr.erase(0, found);\r\n\t}\r\n\telse {\r\n\t\tstr.clear();\r\n\t}\r\n\r\n}\r\n\r\nvoid trim(string& str, const string& delimiters) {\r\n\tltrim(str);\r\n\trtrim(str);\r\n}" }, { "alpha_fraction": 0.36173632740974426, "alphanum_fraction": 0.3938906788825989, "avg_line_length": 27.707693099975586, "blob_id": "9531cfdf1624fd9e3a356b3a173de293d0a4fa0d", "content_id": "5f0c0a8b621a34770df0576f14b255ce9c66bc09", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1886, "license_type": "no_license", "max_line_length": 68, "num_lines": 65, "path": "/이수정/problem9_Tree/solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "if __name__ == '__main__':\n # f = open(\"input.txt\", \"r\")\n N = input().strip()\n\n for test_case in range(1, int(N)+1):\n tmp = input().strip().split()\n V = int(tmp[0]) # 정점 수\n E = tmp[1] # 간선 수\n\n V1 = tmp[2] # 정점1\n V2 = tmp[3] # 정점2\n \n Tree = [0]*(V+1) # Child - Parent\n R_Tree = [[] for _ in range(V+1)] # Parent 0 Child\n\n Edge = input().strip().split() \n\n for j in range(0, int(E)*2, 2):\n Tree[int(Edge[j+1])] = int(Edge[j])\n R_Tree[int(Edge[j])].append(int(Edge[j+1]))\n\n P1 = Tree[int(V1)]\n P2 = Tree[int(V2)]\n\n stack = []\n stack2 = []\n\n while P1 != 0:\n stack.append(P1)\n P1 = Tree[P1]\n\n while P2 != 0:\n stack2.append(P2)\n P2 = Tree[P2]\n\n Root1 = stack.pop()\n Root2 = stack2.pop()\n\n result = Root1\n\n while Root1 == Root2 and len(stack) > 0 and len(stack2) > 0:\n result = Root1\n Root1 = stack.pop()\n Root2 = stack2.pop()\n\n sub_tree = []\n sub_tree.append(R_Tree[result][0])\n sub_tree.append(R_Tree[result][1])\n count = 1\n\n while len(sub_tree) != 0:\n node = sub_tree.pop()\n if len(R_Tree[node]) > 1:\n sub_tree.append(R_Tree[node][0])\n sub_tree.append(R_Tree[node][1])\n count = count+1\n continue\n\n elif len(R_Tree[node]) == 1:\n sub_tree.append(R_Tree[node][0])\n count = count+1\n continue\n else:\n count = count+1\n print(\"#\"+str(test_case)+\" \"+str(result)+\" \"+str(count))\n" }, { "alpha_fraction": 0.5478841662406921, "alphanum_fraction": 0.5657015442848206, "avg_line_length": 16.30769157409668, "blob_id": "ee8c59cd8b8e69ad4f1f6478ed2952999b0f9abc", "content_id": "0dab53cef4462242ea61c3b43bd69bb95472808f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 449, "license_type": "no_license", "max_line_length": 47, "num_lines": 26, "path": "/박준원/SW Expert Academy/1 week/1206.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def max(a, b):\n return a if a > b else b\n\n\ndef min(a, b):\n return a if a < b else b\n\n\nwidth = input()\narray = input()\n\ncount = 0\n\nfor i in range(2, width - 2):\n left_max = max(array[i - 1], array[i - 2])\n left_result = array[i] - left_max\n\n right_max = max(array[i + 1], array[i + 2])\n right_result = array[i] - right_max\n\n result = min(left_result, right_result)\n\n if result > 0:\n count = count + result\n\nprint(count)" }, { "alpha_fraction": 0.3909643888473511, "alphanum_fraction": 0.43266725540161133, "avg_line_length": 23.510639190673828, "blob_id": "6e659837e597eeb55e2b77f66834c60988316717", "content_id": "b6be366f478aecad1f65b948cf430ed5103262f9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1165, "license_type": "no_license", "max_line_length": 123, "num_lines": 47, "path": "/박준원/SW Expert Academy/2 week/1226.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 김현묵 코드 참고\n\ndef recursion(i, j, Matrix):\n l = 0\n u = 0\n r = 0\n d = 0\n\n Matrix[i][j] = 1\n\n if Matrix[i][j] == 3 or Matrix[i - 1][j] == 3 or Matrix[i][j - 1] == 3 or Matrix[i][j + 1] == 3 or Matrix[i+1][j] == 3:\n return 1\n\n if Matrix[i + 1][j] == 0:\n r = recursion(i + 1, j)\n if Matrix[i][j + 1] == 0:\n d = recursion(i, j + 1)\n if Matrix[i - 1][j] == 0:\n l = recursion(i - 1, j)\n if Matrix[i][j - 1] == 0:\n u = recursion(i, j - 1)\n if ( r== 1 or d ==1 or l ==1 or u ==1 ):\n return 1\n else:\n return 0\n\n\ndef main():\n Matrix = [[0] * 16 for t in range(16)]\n\n for i in range(10):\n caseNum = (input().strip())\n for z in range(16):\n oneline = input().strip()\n # onelineRev = list(map(int, oneline))\n for j in range(16):\n if (int)(oneline[j]) == 2:\n starting = z\n finishing = j\n Matrix[z][j] = (int)(oneline[j])\n\n finish = recursion(starting, finishing, Matrix)\n\n print('#{0} {1}'.format(i+1, finish))\n\nif __name__ ==\"__main__\":\n main()" }, { "alpha_fraction": 0.41624364256858826, "alphanum_fraction": 0.4340101480484009, "avg_line_length": 23.625, "blob_id": "aeffedf8eef602134410ba2afc057449136a685b", "content_id": "7335b1fcbb7474e0fc85cfca99e7d16ef1cbd052", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 394, "license_type": "no_license", "max_line_length": 48, "num_lines": 16, "path": "/임성근/1주차/hanoi/hanoi.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def solution(num, _from, _by, _to):\n if num == 1:\n print('{} {} moved.'.format(_from, _to))\n return\n else:\n solution(num-1, _from, _to, _by)\n print('{} {} moved.'.format(_from, _to))\n solution(num-1, _by, _from, _to)\n\n\nif __name__ == \"__main__\":\n while True:\n a = int(input())\n if a == 0:\n break\n solution(a, 1, 2, 3)\n" }, { "alpha_fraction": 0.43473052978515625, "alphanum_fraction": 0.45149701833724976, "avg_line_length": 28.821428298950195, "blob_id": "65d362c47713cef6122b7852c1f7108e0aac6fd6", "content_id": "0ba0dcfc26105a94dd97d6cda0611ea99102c349", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 849, "license_type": "no_license", "max_line_length": 119, "num_lines": 28, "path": "/임성근/1주차/view/view.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def solution():\n f = open('input.txt', 'r')\n g = open('output.txt', 'w')\n j = 1\n while True:\n index = f.readline()\n line = f.readline()\n if not index or not line:\n break\n array = []\n for i in range(int(index)):\n array.append(int(line.split(' ')[i]))\n print(array)\n count = 0\n for i in range(len(array)):\n if i-2 >= 0 and i+2 <= len(array): #i가 범위내에있음\n if array[i] > array[i-1] and array[i] > array[i-2] and array[i] > array[i+1] and array[i] > array[i+2]:\n count += array[i] - max(array[i-1], array[i - 2], array[i + 1], array[i + 2])\n print(count)\n\n g.write('#' + str(j) + ' ' + str(count) + '\\n')\n j += 1\n g.close()\n f.close()\n\n\nif __name__ == \"__main__\":\n solution()\n" }, { "alpha_fraction": 0.5515614748001099, "alphanum_fraction": 0.5785216689109802, "avg_line_length": 22.44505500793457, "blob_id": "c0d127c71a4b2b7b52f74b5ee981acd3ac0adf4f", "content_id": "00a2790bf89d86111279fd8f993ec27bbb22faf9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 4883, "license_type": "no_license", "max_line_length": 111, "num_lines": 182, "path": "/김창희/4주차/02_binary_password_code/02_binary_password_code_input.cpp", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UHC", "text": "// Problem URL -> https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV15FZuqAL4CFAYD\r\n#define _CRT_SECURE_NO_WARNINGS\r\n\r\n#include <iostream>\r\n#include <string>\r\n#include <vector>\r\n#include <sstream>\r\n#include <iterator>\r\n#include <map>\r\n\r\nusing namespace std;\r\n\r\nvector<int>* split(string str);\r\nvoid init_code_table(map<string, int>& code_table);\t\t// 0 ~ 9에 대한 암호 코드 맵을 초기화하는 함수\r\nvoid rtrim(string& str, const string& delimiters = \" \\f\\n\\r\\t\\v\");\r\nvoid ltrim(string& str, const string& delimiters = \" \\f\\n\\r\\t\\v\");\r\nvoid trim(string& str, const string& delimiters = \" \\f\\n\\r\\t\\v\");\r\n\r\nint main() {\r\n\tmap<string, int> code_table;\t\t// 0 ~ 9에 대한 암호 코드를 저장할 테이블\r\n\t//char** password_code;\t\t\t// 암호문 저장할 배열\r\n\r\n\tstring temp;\t\t\t\t\t// 파일을 입력받을 때 사용할 변수\r\n\tint number_of_testcase;\t\t\t// 테스트 케이스 수\r\n\r\n\t// 테스트 케이스 수 입력받기\r\n\tgetline(cin, temp);\r\n\ttrim(temp);\r\n\tnumber_of_testcase = atoi(temp.c_str());\r\n\r\n\tinit_code_table(code_table);\t\t// 0 ~ 9에 대한 암호 코드를 저장할 map 초기화\r\n\r\n\tfor (int testacase = 1; testacase <= number_of_testcase; testacase++) {\r\n\t\tint row_size, column_size;\t\t\t\t// 암호문의 가로, 세로크기\r\n\t\tgetline(cin, temp);\r\n\t\ttrim(temp);\r\n\r\n\t\tvector<int>* passsword_code_size = split(temp);\t\t// 입력 받은 문자열을 split(delimiter \" \")해서 암호문의 가로, 세로 얻어냄\r\n\t\trow_size = passsword_code_size->at(0);\r\n\t\tcolumn_size = passsword_code_size->at(1);\r\n\t\tdelete passsword_code_size;\r\n\r\n\r\n\t\t/*\r\n\t\t\t// 암호문 배열 생성\r\n\t\t\tpassword_code = new char*[row_size];\r\n\t\t\tfor (int i = 0; i < row_size; i++) {\r\n\t\t\t\tpassword_code[i] = new char[column_size + 1];\r\n\t\t\t\tgetline(cin, temp);\r\n\t\t\t\ttrim(temp);\r\n\r\n\t\t\t\tstrcpy(password_code[i], temp.c_str());\t\t\t// 읽은 문자열 암호문 배열에 대입\r\n\t\t\t}\r\n\t\t\t*/\r\n\r\n\t\t\t//해독문 저장할 배열\r\n\t\tint decoded[8];\r\n\t\tfill_n(decoded, 8, 0);\r\n\r\n\t\tbool get_decoded = false;\t\t\t// 해독한 암호문을 얻어냈는지에 대한 여부\r\n\t\tfor (int i = 0; i < row_size; i++) {\r\n\t\t\tgetline(cin, temp);\r\n\t\t\ttrim(temp);\r\n\r\n\t\t\t// 이미 암호문 얻어냈으면, 파일 읽기만 함\r\n\t\t\tif (get_decoded) {\r\n\t\t\t\tcontinue;\r\n\t\t\t}\r\n\r\n\t\t\tsize_t found = temp.find_last_not_of(\"0\");\r\n\t\t\tif (found != string::npos) {\r\n\t\t\t\tint code_start_index = found + 6;\r\n\r\n\t\t\t\t/*\r\n\t\t\t\t// 암호 코드가 시작되는 지점 찾기\r\n\t\t\t\twhile (true) {\r\n\t\t\t\t\tif (code_table.find(temp.substr(code_start_index, 7)) != code_table.end()) {\r\n\t\t\t\t\t\tbreak;\r\n\t\t\t\t\t}\r\n\t\t\t\t\tcode_start_index++;\r\n\t\t\t\t}\r\n\t\t\t\t*/\r\n\r\n\t\t\t\tint decoded_index = 7;\r\n\t\t\t\twhile (decoded_index >= 0) {\r\n\t\t\t\t\tstring code = temp.substr(code_start_index, 7);\r\n\r\n\t\t\t\t\t// 비정상적인 암호코드\r\n\t\t\t\t\tif (code_table.find(code) == code_table.end()) {\r\n\t\t\t\t\t\tcode_start_index--;\r\n\t\t\t\t\t\tcontinue;\r\n\t\t\t\t\t}\r\n\r\n\t\t\t\t\tdecoded[decoded_index] = code_table.at(code);\r\n\t\t\t\t\tdecoded_index--;\r\n\t\t\t\t\tcode_start_index -= 7;\r\n\t\t\t\t}\r\n\r\n\t\t\t\tget_decoded = true;\r\n\t\t\t}\r\n\t\t}\r\n\r\n\r\n\t\tint result = 0;\t\t// 결과용\r\n\t\tint check = 0;\t\t// 검증용\r\n\t\tfor (int i = 0; i < 8; i++) {\r\n\t\t\tresult += decoded[i];\r\n\t\t\tif (i % 2 == 0) {\r\n\t\t\t\tcheck += decoded[i] * 3;\r\n\t\t\t}\r\n\t\t\telse {\r\n\t\t\t\tcheck += decoded[i];\r\n\t\t\t}\r\n\t\t}\r\n\r\n\t\tif (check % 10 == 0) {\r\n\t\t\tcout << \"#\" << testacase << \" \" << result << endl;\r\n\t\t}\r\n\t\telse {\r\n\t\t\tcout << \"#\" << testacase << \" 0\" << endl;\r\n\t\t}\r\n\r\n\t\t/*\r\n\t\t// 암호문 배열에 대한 메모리 해제\r\n\t\tfor (int i = 0; i < row_size; i++) {\r\n\t\t\tdelete password_code[i];\r\n\t\t}\r\n\t\tdelete password_code;\r\n\t\t*/\r\n\t}\r\n\r\n\r\n\treturn 0;\r\n}\r\n\r\n\r\nvector<int>* split(string str) {\r\n\tistringstream iss(str);\r\n\r\n\tvector<int>* results = new vector<int>(istream_iterator<int>(iss), istream_iterator<int>());\r\n\treturn results;\r\n}\r\n\r\nvoid init_code_table(map<string, int>& code_table) {\r\n\tcode_table.insert(pair<string, int>(\"0001101\", 0));\r\n\tcode_table.insert(pair<string, int>(\"0011001\", 1));\r\n\tcode_table.insert(pair<string, int>(\"0010011\", 2));\r\n\tcode_table.insert(pair<string, int>(\"0111101\", 3));\r\n\tcode_table.insert(pair<string, int>(\"0100011\", 4));\r\n\tcode_table.insert(pair<string, int>(\"0110001\", 5));\r\n\tcode_table.insert(pair<string, int>(\"0101111\", 6));\r\n\tcode_table.insert(pair<string, int>(\"0111011\", 7));\r\n\tcode_table.insert(pair<string, int>(\"0110111\", 8));\r\n\tcode_table.insert(pair<string, int>(\"0001011\", 9));\r\n}\r\n\r\n\r\nvoid rtrim(string& str, const string& delimiters) {\r\n\tsize_t found = str.find_last_not_of(delimiters);\r\n\tif (found != string::npos) {\r\n\t\tstr.erase(found + 1);\r\n\t}\r\n\telse {\r\n\t\tstr.clear();\r\n\t}\r\n}\r\n\r\nvoid ltrim(string& str, const string& delimiters) {\r\n\tsize_t found = str.find_first_not_of(delimiters);\r\n\tif (found != string::npos) {\r\n\t\tstr.erase(0, found);\r\n\t}\r\n\telse {\r\n\t\tstr.clear();\r\n\t}\r\n\r\n}\r\n\r\nvoid trim(string& str, const string& delimiters) {\r\n\tltrim(str);\r\n\trtrim(str);\r\n}\r\n\r\n" }, { "alpha_fraction": 0.4720812141895294, "alphanum_fraction": 0.48561760783195496, "avg_line_length": 34.84848403930664, "blob_id": "9d733c833e15823d47068515ae884a53cd961347", "content_id": "caa9028c24875fd4ef9c273cafc08e68178c714d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1498, "license_type": "no_license", "max_line_length": 120, "num_lines": 33, "path": "/김창희/7주차/01_budget.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 문제 링크 : https://programmers.co.kr/learn/courses/30/lessons/43237\ndef solution(budgets, M):\n if sum(budgets) <= M: # 예산 요청의 합 <= 총 예산\n answer = max(budgets)\n else: # 예산 요청의 합 > 총 예산\n\n # 가능한 상한액에 대하여 오름차순으로 정렬 (1 ~ 최대 예산 요청액)\n upper_limit_list = list(range(1, max(budgets) + 1))\n left = 0\n right = len(upper_limit_list) - 1\n\n answer = 0\n\n # 이분 탐색\n while left <= right:\n mid = int((left + right) / 2)\n upper_limit = upper_limit_list[mid] # 이분탐색을 통한 상한액 찾기\n\n # 예산 요청 리스트에 대해 상한액을 적용\n temp_total_budget = sum(list(map(lambda budget: budget if budget <= upper_limit else upper_limit, budgets)))\n\n if temp_total_budget > M: # 상한액을 적용한 예산 요청의 합 > 총 예산\n right = mid - 1 # 더 낮은 상한액 탐색\n\n elif temp_total_budget == M: # 상한액을 적용한 예산 요청의 합 == 총 예산\n answer = upper_limit\n break # 더 이상 상한액을 탐색할 필요가 없음.\n\n else: # 상한액을 적용한 예산 요청의 합 < 총 예산\n answer = upper_limit\n left = mid + 1 # 더 높은 상한액 탐색\n\n return answer" }, { "alpha_fraction": 0.4574944078922272, "alphanum_fraction": 0.46923938393592834, "avg_line_length": 27.396825790405273, "blob_id": "2e4278a9fd88e00b30748e97c4bb13bdb54aeadb", "content_id": "705cb167a2dd9aac84bce36752b62756298abd5c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1788, "license_type": "no_license", "max_line_length": 70, "num_lines": 63, "path": "/박준원/SW Expert Academy/3 week/1238.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def data_setting():\n tmp = list(map(int, input().strip().split()))\n\n index = tmp[0]\n start = tmp[1]\n\n tmp = list(map(int, input().strip().split()))\n\n data_list = {}\n for i in range(0, len(tmp)):\n if i % 2 == 0:\n if tmp[i] in data_list:\n data_list[tmp[i]].append(tmp[i+1])\n else:\n data_list[tmp[i]] = [tmp[i+1]]\n\n return index, start, data_list\n\ndef there_is_next_node(node, data_list):\n return node in data_list\n\n\ndef main():\n for n in range(0, 10):\n index, start, data_list = data_setting()\n result = -1\n\n if start in data_list:\n q_list = data_list[start]\n visit_list = {}\n current_step = 1\n\n visit_list[start] = current_step\n current_step += 1\n for node in q_list:\n visit_list[node] = current_step\n\n while len(q_list) is not 0:\n previous_nodes_count = len(q_list)\n current_step += 1\n\n for i in range(0, previous_nodes_count):\n node = q_list.pop(0) # remove first node in queue\n\n if there_is_next_node(node, data_list):\n next_nodes = data_list[node]\n for next_node in next_nodes:\n if next_node not in visit_list:\n q_list.append(next_node)\n visit_list[next_node] = current_step\n\n for value in visit_list:\n if visit_list[value] is (current_step - 1):\n result = value if value > result else result\n\n else:\n result = start\n\n print('#{0} {1}'.format(n + 1, result))\n\n\nif __name__ ==\"__main__\":\n main()" }, { "alpha_fraction": 0.6065573692321777, "alphanum_fraction": 0.6229507923126221, "avg_line_length": 21.26984214782715, "blob_id": "4e48c5dbf10db5041a43d0e2209343850399df29", "content_id": "e15f8b4d8d3b69eeaf1acf797e3dfe39dee30696", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1889, "license_type": "no_license", "max_line_length": 65, "num_lines": 63, "path": "/김현묵/6주차/PG_marathon/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 프로그래머스 '완주하지 못한 선수' 문제\n# 문제링크 : https://programmers.co.kr/learn/courses/30/lessons/42576\n\n\n# 첫번재 풀이입니다. 효율성 : 0\n\n# def solution(participant, completion):\n# for completionHuman in completion:\n# for participantHuman in participant:\n# if completionHuman == participantHuman:\n# participant.remove(participantHuman)\n# break\n#\n# answer = participant[0]\n# return answer\n\n\n\n# 두번재 풀이입니다. 효율성 : 0\n\n# def solution(participant, completion):\n# for completionHuman in completion:\n# participant.remove(completionHuman)\n#\n#\n# answer = participant[0]\n# return answer\n\n\n\n\n# 세번째 풀이입니다.\n\n# 정확성 : 50\n# 효율성 : 50\n\n# 효율성의 문제로 해쉬를 써야 합니다.\n# 리스트로 비교하며 remove 하는 과정은 O(n) 의 시간복잡도를 지니므로\n# 해쉬로 key를 줘서 직접 찾는 O(1) 를 사용해야 효율성이 증가합니다.\n\n# 파이썬에서 해쉬는 딕셔너리로 사용가능합니다.\n# 참가자 이름을 key로 하여 딕셔너리를 만듭니다.\n# value는 key의 이름을 가진 사람의 수입니다.[동명이인이 존재할 경우 2 이상]\n\ndef solution(participant, completion):\n\n partDict = dict()\n\n # 참가자 리스트에서 참가자 이름 수 만큼 딕셔너리의 value를 설정합니다.\n for part in participant:\n if part not in partDict:\n partDict[part] = 1\n else:\n partDict[part] = partDict[part] + 1\n\n # 완주자 목록 리스트를 key로 하여 value를 1씩 줄여줍니다.\n for comp in completion:\n partDict[comp] = partDict[comp] -1\n\n # 그러면 value를 1로 가지는 key가 답이 됩니다.\n for key, value in partDict.items():\n if value == 1:\n return key\n" }, { "alpha_fraction": 0.49240607023239136, "alphanum_fraction": 0.5099920034408569, "avg_line_length": 26.217391967773438, "blob_id": "7d5bd05591394e285f7e96907d877098f4b03587", "content_id": "1cf0f5cd47107197a322bbf9eac70be9d3775381", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1341, "license_type": "no_license", "max_line_length": 69, "num_lines": 46, "path": "/김창희/7주차/02_target_number.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 문제 url -> https://programmers.co.kr/learn/courses/30/lessons/43165\nclass Tree:\n def __init__(self, target_number):\n self.tree_body = [0]\n self.target_number = target_number\n self.count = 1 # 이진 트리 만들때 사용\n\n # 이진 트리 만들기 \n def make_tree(self, numbers):\n for number in numbers:\n for i in range(0, self.count):\n self.tree_body.append(number)\n self.tree_body.append(-number)\n \n self.count = self.count * 2\n \n # dfs 탐색\n def dfs(self, now_index, now_sum):\n now_sum = now_sum + self.tree_body[now_index]\n \n left_index = 2 * now_index + 1\n right_index = 2 * now_index + 2\n \n # now_index가 리프노드\n # 모든 노드의 자식이 0 또는 2이므로, left만 검사해도 됨\n if len(self.tree_body) - 1 < left_index:\n if now_sum == self.target_number:\n return 1\n else:\n return 0\n \n \n left = self.dfs(left_index, now_sum)\n right = self.dfs(right_index, now_sum)\n \n return left + right\n \n\n\ndef solution(numbers, target):\n tree = Tree(target)\n tree.make_tree(numbers)\n \n answer = tree.dfs(0, 0)\n \n return answer" }, { "alpha_fraction": 0.5469448566436768, "alphanum_fraction": 0.5782414078712463, "avg_line_length": 19.044776916503906, "blob_id": "ca0faae1785d2159ed41c253b82592af2fac166a", "content_id": "cdca7a46f87c6d82bdf0992abfafc5505ed12f60", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 1606, "license_type": "no_license", "max_line_length": 112, "num_lines": 67, "path": "/김창희/2주차/01_route.cpp", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "//Problem URL -> https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV14geLqABQCFAYD&&\n#include <cstdio>\n\nusing namespace std;\n\n\nvoid forward(const int *, const int *, int, bool&);\t\t\t// 경로를 탐색하여, 목적지 까지의 길이 존재하는지 확인하는 함수\n\nint main(){\n\tint test_number;\t\t\t\t\t// 테스트 번호\n\tint number_of_order_pair;\t\t\t// 순서쌍 개수\n\n\tfor(int i = 1; i <= 10; i++){\n\t\tbool find = false;\n\n\t\tint route1[100] = {0, };\t\t// 순서쌍 배열 1\n\t\tint route2[100] = {0, };\t\t// 순서쌍 배열 2\n\n\t\tscanf(\"%d %d\", &test_number, &number_of_order_pair);\n\n\t\tint start;\t\t// 순서쌍에서 시작 점\n\t\tint end;\t\t// 순서쌍에서 도착 점\n\n\n\t\t// 순서쌍 정보들을 순서쌍 배열 1과 2에 저장\n\t\tfor(int i = 0; i < number_of_order_pair; i++){\n\t\t\tscanf(\"%d %d\", &start, &end);\n\n\t\t\tif(route1[start] == 0){\n\t\t\t\troute1[start] = end;\n\t\t\t}else{\n\t\t\t\troute2[start] = end;\n\t\t\t}\n\t\t}\n\n\n\t\t// dynamic도 가능??\t\n\t\tforward(route1, route2, 0, find);\t\t\t\t// 출발점에서부터 탐색 시작\n\n\t\tprintf(\"#%d %d\\n\", test_number, find);\n\t\t}\n\n\t\treturn 0;\n\t}\n\n\n\nvoid forward(const int * route1, const int * route2, int vertex, bool& find){\n\tif(find == true){\t\t\t\t// 시간 절약 가능?\n\t\treturn ;\n\t}\n\n\tif(vertex == 99){\t\t\t\t// 목적지 까지의 길이 존재\n\t\tfind = true;\n\t\treturn;\n\t}\n\n\n\tif(route1[vertex] != 0){\t\t\t\t\t\t\t\t\t// 첫 번째 경로가 존재하는 경우\n\t\tforward(route1, route2, route1[vertex], find);\n\t}\n\n\tif(route2[vertex] != 0){\t\t\t\t\t\t\t\t\t// 두 번째 경로가 존재하는 경우\n\t\tforward(route1, route2, route2[vertex], find);\n\t}\n\n}" }, { "alpha_fraction": 0.3190730810165405, "alphanum_fraction": 0.3591800332069397, "avg_line_length": 23.955554962158203, "blob_id": "0968bb493448a5559ddf6dbb4f37f6b3b8de96f6", "content_id": "f6d22ad6c9f21abd7553146515f9e35de3a615c6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1122, "license_type": "no_license", "max_line_length": 59, "num_lines": 45, "path": "/임성근/4주차/bracket/bracket.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def solution():\n f = open('bracket_input.txt', 'r')\n\n problem_number = 1\n while True:\n index = f.readline()\n data = f.readline()\n if not index:\n break\n\n array = []\n for k in range(int(index)):\n array.append(data[k])\n\n a1 = a2 = a3 = a4 = a5 = a6 = a7 = a8 = 0\n\n for i in range(len(array)):\n if array[i] == '{':\n a1 += 1\n elif array[i] == '[':\n a2 += 1\n elif array[i] == '(':\n a3 += 1\n elif array[i] == '<':\n a4 += 1\n elif array[i] == '}':\n a5 += 1\n elif array[i] == ']':\n a6 += 1\n elif array[i] == ')':\n a7 += 1\n elif array[i] == '>':\n a8 += 1\n #print(a1, a2, a3, a4, a5, a6, a7, a8)\n\n if a1 == a5 and a2 == a6 and a3 == a7 and a4 == a8:\n print('#' + str(problem_number), 1)\n else:\n print('#' + str(problem_number), 0)\n\n problem_number += 1\n\n\nif __name__ == \"__main__\":\n solution()" }, { "alpha_fraction": 0.43557170033454895, "alphanum_fraction": 0.45916515588760376, "avg_line_length": 21.95833396911621, "blob_id": "83b0fb0f407594df1b362629f2bae32d8932db71", "content_id": "a31521f9d9f1e1e7366b7215a10686476292749b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 551, "license_type": "no_license", "max_line_length": 143, "num_lines": 24, "path": "/배상웅/1206_view python/1206_CodingTest.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "f = open(\"input.txt\", 'r')\nb = []\nfinal_result = 0\nnum = 1\nwhile True:\n line = f.readline()\n if not line:\n break\n a = line\n line = f.readline()\n b = line.split(' ')\n i = 0\n print('#', num)\n num = num + 1\n for i in range(2, int(a)-2):\n c = min(int(int(b[i]) - int(b[i - 2])), int(int(b[i]) - int(b[i - 1])), int(int(b[i]) - int(b[i + 1])), int(int(b[i]) - int(b[i + 2])))\n if c > 0:\n final_result = final_result + c\n i = i+2\n print(final_result)\n final_result = 0\n\n\nf.close()\n" }, { "alpha_fraction": 0.4093567132949829, "alphanum_fraction": 0.4227234721183777, "avg_line_length": 26.837209701538086, "blob_id": "3c5c7fa3b8f64566b357fae55a7fb965cbb47ac4", "content_id": "0eed75d6606e881a1e9b11be4e2c7b3a192446d3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1197, "license_type": "no_license", "max_line_length": 84, "num_lines": 43, "path": "/이병만/SW expert Academy/1218. 괄호 짝짓기/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def solution(arr):\n # variable\n stack = []\n compare = 0\n result = 0\n\n for idx in range(len(arr)):\n # If opening parentheses, push from stack\n if arr[idx] == '{':\n stack.append(0)\n elif arr[idx] == '[':\n stack.append(1)\n elif arr[idx] == '(':\n stack.append(2)\n elif arr[idx] == '<':\n stack.append(3)\n\n # If closing parentheses, pop from stack\n if arr[idx] == '}' or arr[idx] == ']' or arr[idx] == ')' or arr[idx] == '>':\n if arr[idx] == '}':\n compare = 0\n elif arr[idx] == ']':\n compare = 1\n elif arr[idx] == ')':\n compare = 2\n elif arr[idx] == '>':\n compare = 3\n\n # If the value of the parentheses is the same as the value of pop\n # result is 1\n if compare == stack.pop():\n result = 1\n else:\n return 0\n\n return result\n\n\nif __name__ == '__main__':\n for i in range(10):\n case_len = int(input().strip())\n data = list(input().strip())\n print(\"#\" + str(i + 1) + \" \" + str(solution(data)))\n" }, { "alpha_fraction": 0.39840638637542725, "alphanum_fraction": 0.45551130175590515, "avg_line_length": 15.042552947998047, "blob_id": "266d77ecfb4b387d3b0bb5588332a8157eecda03", "content_id": "dbcf1b5a6e03c532e0bb1ba53f2b84dc3e69cc36", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "C++", "length_bytes": 805, "license_type": "no_license", "max_line_length": 35, "num_lines": 47, "path": "/한진영/2주/swe_1219.cpp", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UHC", "text": "#include <stdio.h>\n\nint edge[100][2]; // 정적배열 2개\nint visit[100];\n\nint dfs(int num){\n\tint ret = 0;\n\tvisit[num] = 1;\n\tif (num == 99) { // 도착점\n\t\treturn 1;\n\t}\n\tfor (int i = 0; i < 2; i++) {\n\t\tint nv = edge[num][i];\n\t\tif (visit[nv] == 0) {\n\t\t\tret += dfs(nv);\n\t\t}\n\t}\n\treturn ret;\n}\n\nint solve(){\n\tfor (int i = 0; i < 100; i++) {\n\t\tedge[i][0] = edge[i][1] = 0;\n\t\tvisit[i] = 0;\n\t}\n\tint tc, N; // 테스트케이스, 길이 \n\tscanf(\"%d %d\", &tc, &N);\n\n\tfor (int i = 0; i < N; i++){\n\t\tint v1, v2;\n\t\tscanf(\"%d %d\", &v1, &v2);\n\t\tif (edge[v1][0] == 0) { //첫번째 배열\n\t\t\tedge[v1][0] = v2; \n\t\t}\n\t\telse {\t\t\t\t //두번째 배열\n\t\t\tedge[v1][1] = v2;\n\t\t}\n\t}\n\treturn dfs(0);\n}\n\nint main(int argc, char* argv[]){\n\tfor (int tc = 1; tc <= 10; tc++) {\n\t\tprintf(\"#%d %d\\n\", tc, solve());\n\t}\n\treturn 0;\n}" }, { "alpha_fraction": 0.6340996026992798, "alphanum_fraction": 0.6858237385749817, "avg_line_length": 21.7391300201416, "blob_id": "33b3425f2e4097ffbc282e77ef52a3e56711d21f", "content_id": "a174987d1f2dd7bc31800c216ca6ccb0c88f6933", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 896, "license_type": "no_license", "max_line_length": 124, "num_lines": 23, "path": "/이병만/SW expert Academy/1238. Contact/README.md", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "[SW Expert Academy 1238](<https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV15B1cKAKwCFAYD&>). \n\nProblem : Contact **D4**\n\nFlow :\n\n1. 연락 인원 : 최대 100명, 부여될 수 있는 번호 1 ~ 100.\n2. 단, 중간에 비어있는 번호가 있을 수 있음.\n3. 연락이 퍼지는 속도는 항상 일정.\n4. 같이 연락을 받을 수 없는 사람도 존재 가능.\n\n\n\nSolution :\n\n1. 배열 세팅\n2. BFS를 이용하여 문제를 해결하려고 했다.\n3. 큐로 사용하기 위해 deque를 선언, 방문한 노드를 체크하기 위한 배열을 선언한다.\n4. 노드의 번호와 Depth를 같이 Queue에 넣어주었다.\n5. 인접한 노드를 찾는다. \n6. 방문하지 않은 노드이면 큐와 방문 체크 배열에 값을 넣는다.\n7. depth를 기준으로 오름차순으로 정렬한다.\n8. 배열의 맨 뒤에 있는 값을 반환한다." }, { "alpha_fraction": 0.6023706793785095, "alphanum_fraction": 0.6217672228813171, "avg_line_length": 28, "blob_id": "e62d1a0e4e2a30dcb3b048ff0cdbc5721b25f655", "content_id": "ec4be62efda40a1427540474341fe085b71adc11", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1428, "license_type": "no_license", "max_line_length": 78, "num_lines": 32, "path": "/김현묵/8주차/PG_PhoneNumberList/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 프로그래머스 '전화번호 목록' 문제\n# 문제링크 : https://programmers.co.kr/learn/courses/30/lessons/42577\n\n\n# 정확성 : 84.6\n# 효율성 : 15.4\n\n\n# 해쉬 카테고리에 있는 문제이지만 어떻게 해쉬로 하는지는 잘 모르겠습니다.\n# 리스트에 있는 번호 중 다른 번호의 접두어인 경우가 있으면 False고 그렇지 않으면 True를 리턴합니다.\ndef solution(phone_book):\n\n # 답으로 리턴될 answer 입니다. 초기값은 True로 줍니다.\n answer = True\n\n # phone_book 리스트의 각 인덱스에 위치한 반호를 오름차순 길이로 정렬해줍니다.\n phone_book.sort(key=len)\n\n # 길이가 짧은 번호부터 for문을 돌려줍니다.\n # 2중 for문이 돌아갈텐데 내부의 for문의 번호들은 현재 기준이 되는 번호보다 길이가 같거나 긴 경우 입니다.\n # 내부 for문의 번호를 기준이 되는 번호길이만큼 앞 부분을 봐서 같으면 answer를 False로 만들어 주고 break 합니다.\n # answer가 False가 되었으면 바깥 for문도 break 해줍니다.\n for num in range(len(phone_book)):\n for num2 in range(num+1, len(phone_book)):\n if phone_book[num2][0:len(phone_book[num])] == phone_book[num]:\n answer = False\n break\n if answer == False:\n break\n\n # 답을 return 해줍니다.\n return answer\n" }, { "alpha_fraction": 0.4572930335998535, "alphanum_fraction": 0.4691195785999298, "avg_line_length": 27.185184478759766, "blob_id": "654abe41d998b9182a11739ca6f2c05fa2da86c2", "content_id": "90c7bb818a5710fe53cdb91a64b65f3ade397d8f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 811, "license_type": "no_license", "max_line_length": 83, "num_lines": 27, "path": "/이병만/SW expert Academy/1233. 사칙연산 유효성 검사/solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def check(operator):\n return operator == \"+\" or operator == \"-\" or operator == \"*\" or operator == \"/\"\n\n\nif __name__ == '__main__':\n for n in range(1, 11):\n node = int(input())\n\n # 부모 노드, 자식 노드\n parent_node = int(node / 2)\n leaf_node = node - parent_node\n result = 1\n\n # 리프 노드를 제외하고 숫자가 있는지 확인\n for i in range(parent_node):\n node_info = input().strip().split()\n node_value = node_info[1]\n if not check(node_value):\n result = 0\n\n for i in range(leaf_node):\n node_info = input().strip().split()\n node_value = node_info[1]\n if check(node_value):\n result = 0\n\n print('#' + str(n) + \" \" + str(result))\n" }, { "alpha_fraction": 0.649754524230957, "alphanum_fraction": 0.6677577495574951, "avg_line_length": 42.71428680419922, "blob_id": "573a52964f8a07867a90216d1577589cb4a5cba0", "content_id": "1a141fc9512e12cb5c11a7ce6897d72966a43091", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 757, "license_type": "no_license", "max_line_length": 90, "num_lines": 14, "path": "/김창희/6주차/01_hash_marathon/solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# Problem URL -> https://programmers.co.kr/learn/courses/30/lessons/42576\ndef solution(participant, completion):\n completion_dict = dict() # 완주자 딕셔너리 (해시맵)\n\n # 완주자 딕셔너리 완성하는 코드 (참가자명 : 동명이인 수) 로 완성됨\n # 참가자 리스트 뿐만아니라, 완주자 리스트에도 동명이인이 포함될 수 있음\n for completion_person in completion:\n completion_dict[completion_person] = completion_dict.get(completion_person, 0) + 1\n\n for person in participant:\n if person not in completion_dict or completion_dict[person] < 1:\n return person\n else: # 동명이인 case를 고려\n completion_dict[person] = completion_dict[person] - 1" }, { "alpha_fraction": 0.5566331744194031, "alphanum_fraction": 0.5957741737365723, "avg_line_length": 69.41463470458984, "blob_id": "76ffb8081d90d0d6d80a47f19ed84d5e0bfa7385", "content_id": "2455cb5e8edfd311f77773741af78d744ec86967", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 3413, "license_type": "no_license", "max_line_length": 321, "num_lines": 41, "path": "/README.md", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 노인정? 어 인정 :computer:\n\n동아리 4RG0S에서 활동하는 팀인 **노인정? 어 인정**의 Git 저장소이다.\n\n### 진행 개요\n\n- 입사 지원 시 필요한 코딩 테스트를 준비하는 팀이다.\n- [SW Expert Academy](https://www.swexpertacademy.com/) 사이트에서 문제 풀이를 진행한다.\n- [Programmers](<https://programmers.co.kr/>) 사이트에서 문제 풀이를 진행한다.\n- 매주 2문제 푸는 것을 목표로 한다.\n\n### 참가자\n\n김창희(팀장), 김현묵, 박준원, 배상웅, 이수정, 이병만, 이지현, 임성근, 오은진, 한진영\n\n### 진행 방식\n\n1. 매 주 한 번씩 모여 문제 풀이를 공유 및 스터디를 진행한다. (매주 목요일 16:00~)\n2. 폴더의 구조 자신이 원하는 방식으로 한다.\n3. 사용 언어는 문제 풀이자가 원하는 언어를 사용한다.\n\n### Problem List\n\n##### SW Expert Academy\n\n| | Problem 1 | Problem 2 |\n| :----: | :----------------------------------------------------------: | :----------------------------------------------------------: |\n| 1 week | [View](https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV134DPqAA8CFAYh) | [Ladder1](https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV14ABYKADACFAYh) |\n| 2 week | [길찾기](https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV14geLqABQCFAYD) | [미로1](https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV14vXUqAGMCFAYD) |\n| 3 week | [Contact](https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV15B1cKAKwCFAYD) | [최적 경로](https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV15OZ4qAPICFAYD) |\n| 4 week | [괄호 짝짓기](https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV14eWb6AAkCFAYD) | [단순 2진 암호코드](<https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV15FZuqAL4CFAYD>) |\n| 5 week | [사칙연산 유효성 검사](<https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV141176AIwCFAYD&categoryId=AV141176AIwCFAYD&categoryType=CODE>) | [공통조상](<https://swexpertacademy.com/main/code/problem/problemDetail.do?contestProbId=AV15PTkqAPYCFAYD&categoryId=AV15PTkqAPYCFAYD&categoryType=CODE>) |\n\n##### Programmers\n\n| | Problem 1 | Problem 2 |\n| :----: | :----------------------------------------------------------: | :----------------------------------------------------------: |\n| 6 week | [완주하지 못한 선수](<https://programmers.co.kr/learn/courses/30/lessons/42576>) | X |\n| 7 week | [타겟 넘버](<https://programmers.co.kr/learn/courses/30/lessons/43165>) | [예산](<https://programmers.co.kr/learn/courses/30/lessons/43237>) |\n| 8week | [타겟 넘버](<https://programmers.co.kr/learn/courses/30/lessons/43165>) | [예산](<https://programmers.co.kr/learn/courses/30/lessons/43237>) |\n| 9week | [전화번호 목록](<https://programmers.co.kr/learn/courses/30/lessons/42577>) | [더 맵게](<https://programmers.co.kr/learn/courses/30/lessons/42626>) |\n" }, { "alpha_fraction": 0.503722071647644, "alphanum_fraction": 0.5334987640380859, "avg_line_length": 16.31818199157715, "blob_id": "4a310ef73c881f7f175d9d35f61208b6c20ca344", "content_id": "cda766b129c08ff3120bbf45f5afdf2b5fa759c9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 431, "license_type": "no_license", "max_line_length": 42, "num_lines": 22, "path": "/오은진/Hanoi.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "N = int(input())\r\n\r\nprint(\"이동 횟수 : \",2**N-1)\r\n\r\nfirst = 1\r\nsecond = 2\r\nthird = 3\r\n\r\n\r\ndef hanoi_tower(N,first,second,third):\r\n if N > 20:\r\n print(\"원판 갯수는 20개까지 가능\")\r\n if N == 1:\r\n print(first,third,\" \")\r\n return;\r\n hanoi_tower(N-1, first, second, third)\r\n print(first, third, \" \")\r\n hanoi_tower(N-1, second, third, first)\r\n\r\n\r\n\r\nhanoi_tower(N, first, second, third)\r\n" }, { "alpha_fraction": 0.3879472613334656, "alphanum_fraction": 0.4237288236618042, "avg_line_length": 17.964284896850586, "blob_id": "591043f19e9c036c78ad80e6f1fc4b9fa025cd0f", "content_id": "b9b41bf78025ef3e27d5c336aaab26d95214879d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 531, "license_type": "no_license", "max_line_length": 44, "num_lines": 28, "path": "/박준원/HackerRank/New_Year_Chaos.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "q = list(map(int, input().rstrip().split()))\n\ncount = 0\nis_chaotic = False\n\nfor i in range(len(q) - 1, 0, -1):\n if q[i] == i+1:\n continue\n elif q[i-1] == i+1:\n tmp = q[i-1]\n q[i-1] = q[i]\n q[i] = tmp\n count += 1\n elif q[i-2] == i+1:\n tmp = q[i-2]\n q[i-2] = q[i-1]\n q[i-1] = q[i]\n q[i] = tmp\n count += 2\n else:\n is_chaotic = True\n print(i, q[i-10:])\n break\n\nif is_chaotic is True:\n print('Too chaotic')\nelse:\n print(count)\n" }, { "alpha_fraction": 0.5565789341926575, "alphanum_fraction": 0.571052610874176, "avg_line_length": 20.742856979370117, "blob_id": "4003d468928ed80a89eb63db1f994a2847f09aaa", "content_id": "e8abe42f5a8f62afdc110871d745cb6d8b73fd25", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 760, "license_type": "no_license", "max_line_length": 99, "num_lines": 35, "path": "/박준원/etc/TargetNumber.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "class Node:\n def __init__(self, num):\n self.value = num\n self.left = None\n self.right = None\n\ndef buildTree(node, num):\n if node.left == None and node.right == None:\n node.left = Node(num)\n node.right = Node(-num)\n return\n\n buildTree(node.left, num)\n buildTree(node.right, num)\n\ndef count(node, sum, target):\n if node.left == None and node.right == None:\n temp = sum + node.value\n if temp == target:\n return 1\n else:\n return 0\n\n return count(node.left, node.value + sum, target) + count(node.right, node.value + sum, target)\n\n\nnumbers = [1, 2, 3, 4, 5]\ntarget = 15\n\nroot = Node(0)\n\nfor num in numbers:\n buildTree(root, num)\n\nprint(count(root, 0, target))" }, { "alpha_fraction": 0.49427610635757446, "alphanum_fraction": 0.5218855142593384, "avg_line_length": 22.21875, "blob_id": "26bae21bedbfeb444460b82c81263b46602497cf", "content_id": "03344cdedffc5395387698c91a8c48d9a3f8c32d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1485, "license_type": "no_license", "max_line_length": 86, "num_lines": 64, "path": "/박준원/SW Expert Academy/5 week/1248.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def compare_route(route1, route2):\n length = len(route1) if len(route1) < len(route2) else len(route2)\n\n result = 1\n\n for i in range(length):\n if route1[len(route1)-1-i] != route2[len(route2)-1-i]:\n result = route1[len(route1)-i]\n break\n\n return result\n\ndef build(dict, node):\n current = node\n route = []\n while current != 1:\n route.append(dict[current])\n current = dict[current]\n\n return route\n\ndef subtree_size(dict, node):\n size = 0\n\n stack = [node]\n\n while len(stack) != 0:\n current = stack.pop()\n size += 1\n\n count_check_child = 0\n for child, mother in dict.items():\n if mother == current:\n stack.append(child)\n count_check_child += 1\n if count_check_child == 2:\n break\n\n return size;\n\ndef main():\n case = int(input())\n\n for n in range(case):\n tmp = list(map(int, input().strip().split()))\n\n count_vertex, count_edge, node1, node2 = tmp[0], tmp[1], tmp[2], tmp[3]\n\n tmp = list(map(int, input().strip().split()))\n\n dict = {1: 0}\n\n for i in range(0, count_edge * 2, 2):\n dict[tmp[i + 1]] = tmp[i]\n\n route1 = build(dict, node1)\n route2 = build(dict, node2)\n\n result_node = compare_route(route1, route2)\n\n print('#{} {} {}'.format(n + 1, result_node, subtree_size(dict, result_node)))\n\nif __name__ ==\"__main__\":\n main()" }, { "alpha_fraction": 0.5608504414558411, "alphanum_fraction": 0.5784457325935364, "avg_line_length": 27.4375, "blob_id": "cab1537d8492d4667034f118b06aa2ab1005148c", "content_id": "edc0cb1e090f29b0417ce0c079ce933eac0300a3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2118, "license_type": "no_license", "max_line_length": 72, "num_lines": 48, "path": "/김현묵/8주차/PG_spicy/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "# 프로그래머스 '더 맵게' 문제\n# 문제링크 : https://programmers.co.kr/learn/courses/30/lessons/42626\n\n\n# 정확성 : 76.2\n# 효율성 : 23.8\n\n# 이 문제는 heap 자료구조를 사용해서 최소값에 주목해야 합니다.\n# category가 heap 이라서 알아냈지, 그것이 아니었다면 틀렸을 겁니다.\nimport heapq\n\n# scoville의 모든 요소가 K 이상이 되어야 합니다.[최소값이 K 이상이면 된다.]\n# 그렇지 않다면, 연산 : [최소값 + ( 2 * 최소에서 2번째 값 )] 을 계산해서 다시 리스트에 넣어 비교합니다.\ndef solution(scoville, K):\n\n # answer는 최소값이 K 이상이 되게 하기 위해 필요한 연산의 수를 뜻합니다.\n answer = 0\n\n # scoville 를 오름차순으로 정렬합니다.\n scoville.sort()\n # heapq.heapify(scoville)\n\n # 리스트의 최소값이 K 이상인지 확인하고, 그렇지 않다면 연산을 하고 연산한 값을 다시 리스트에 넣어줍니다.\n # 최소값이 K 이상이 될 때까지 반복합니다.\n # 이 때, 리스트는 항상 최소 heap의 구조를 유지해야 합니다.\n while True:\n if scoville[0] < K:\n\n # 리스트의 최소값이 K보다 작을 때 요소가 1개 뿐이면 이것은 최소값이 K 보다 커질 수 없는 경우입니다.\n # 이럴 때는 answer를 -1로 만들어 주고 while문을 빠져나가 줍시다.\n if len(scoville) == 1:\n answer = -1\n break\n\n # 연산의 수가 1번 더 추가됩니다.\n answer = answer + 1\n # 최소값과 그 다음 최소값을 리스트에서 빼내어 연산 후에 새로운 값을 넣어줍니다.\n firstElement = heapq.heappop(scoville)\n secondElement = heapq.heappop(scoville)\n newElement = firstElement + ( 2 * secondElement)\n heapq.heappush(scoville, newElement)\n\n # 최소값이 K 보다 크다면 while문을 빠져나가 줍시다.\n else:\n break\n\n # 연산의 수를 return 해줍니다.\n return answer" }, { "alpha_fraction": 0.47374847531318665, "alphanum_fraction": 0.4871794879436493, "avg_line_length": 28.25, "blob_id": "52f3609ff10d4f7e9542a8601493c23df6ea600d", "content_id": "b43b0f4bc3694a72fd0c2e030af69f8b40253484", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1001, "license_type": "no_license", "max_line_length": 65, "num_lines": 28, "path": "/이병만/SW expert Academy/1206. View/Solution.py", "repo_name": "4RG0S/2019_Spring_Coding_Test", "src_encoding": "UTF-8", "text": "def solution(arr):\n count = 0\n for i in range(2, len(arr) - 2):\n current_height = arr[i]\n # 왼쪽 2개 빌딩 중 가장 큰 거\n left = max(arr[i - 2:i])\n # 현재 빌딩보다 왼쪽이 크면 다음 빌딩으로\n if current_height < left:\n continue\n # 오른쪽 2개 빌딩 중 가장 큰 거\n right = max(arr[i + 1:i + 3])\n # 현재 빌딩보다 왼쪽이 크면 다음 빌딩으로\n if current_height < right:\n continue\n\n # 왼쪽, 오른쪽에서 가장 큰 빌딩 고르기\n max_height = max(left, right)\n # 현재의 빌딩 높이에서 가장 큰 높이를 가진 빌딩 빼기\n count += current_height - max_height\n return count\n\n\nif __name__ == '__main__':\n for i in range(10):\n size = int(input().strip())\n arr = input().strip().split(\" \")\n int_to_arr = [int(i) for i in arr]\n print(\"#\" + str(i + 1) + \" \" + str(solution(int_to_arr)))\n" } ]
92
markdoliner/code-challenge
https://github.com/markdoliner/code-challenge
bd587605937cc6b64a92ac112657b3ec66846650
3927e7ecc48b9871e6c309676a01f7e00daa2ebc
fe219dd5622313a840349f4b0e9a8f97f4146a21
refs/heads/main
2022-09-07T22:29:00.827529
2019-06-26T01:09:49
2019-06-26T01:26:16
193,805,399
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6012077331542969, "alphanum_fraction": 0.6210144758224487, "avg_line_length": 38.42856979370117, "blob_id": "24c8f72a9e7da5b5ba397a7343834c09dadd3866", "content_id": "00c94cb0a16568fcdc197157d2e10ca86272ecac", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4140, "license_type": "no_license", "max_line_length": 96, "num_lines": 105, "path": "/find_store_test.py", "repo_name": "markdoliner/code-challenge", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python3\n\nimport json\nimport subprocess\nimport unittest\n\nimport responses\n\n\ndef _mock_api_request():\n \"\"\"Set a mock response from the geocode API.\n\n It's nice to avoid external dependencies/network requests in\n unit tests. Also Microsoft might frown upon having tests hammer\n their dev/test environment.\n\n TODO: All tests currently use the same mock response. It would be\n good to add tests that use different mock responses to test the\n robustness of the find_store script's API response parsing code.\n \"\"\"\n with open('mock_api_response.json') as f:\n response = json.load(f)\n responses.add(responses.GET, json=response)\n\n\nclass FindStoreTest(unittest.TestCase):\n @responses.activate\n def test_lookup_by_zip_with_text_output(self):\n _mock_api_request()\n proc = subprocess.run(['./find_store', '--zip=27513'], capture_output=True)\n self.assertEqual(b'', proc.stderr)\n self.assertEqual(\n b'The nearest store to 27513 is the Morrisville store, ' +\n b'located at SWC NC Hwy 54 & Cary Parkway.\\n' +\n b'It\\'s 2.0 mi away.\\n' +\n b'Address: 3001 Market Center Dr\\n' +\n b' Morrisville, NC 27560\\n', proc.stdout)\n\n @responses.activate\n def test_json_output(self):\n _mock_api_request()\n proc = subprocess.run(\n ['./find_store', '--zip=27513', '--output=json'], capture_output=True)\n self.assertEqual(b'', proc.stderr)\n json_output = json.loads(proc.stdout)\n self.assertFalse('error' in json_output)\n self.assertEqual('Morrisville', json_output['Store Name'])\n self.assertEqual('SWC NC Hwy 54 & Cary Parkway', json_output['Store Location'])\n self.assertEqual('3001 Market Center Dr', json_output['Address'])\n self.assertEqual('Morrisville', json_output['City'])\n self.assertEqual('NC', json_output['State'])\n self.assertEqual('27560', json_output['Zip Code'])\n self.assertEqual('35.8052198', json_output['Latitude'])\n self.assertEqual('-78.8154332', json_output['Longitude'])\n self.assertEqual('Wake County', json_output['County'])\n self.assertEqual('1.9614 mi', json_output['Distance'])\n\n @responses.activate\n def test_lookup_by_address(self):\n _mock_api_request()\n proc = subprocess.run([\n './find_store',\n '--address=\"1600 Pennsylvania Ave NW, Washington, DC\"',\n '--output=json'\n ], capture_output=True)\n self.assertEqual(b'', proc.stderr)\n json_output = json.loads(proc.stdout)\n self.assertFalse('error' in json_output)\n self.assertEqual('Rosslyn', json_output['Store Name'])\n self.assertEqual('2.2968 mi', json_output['Distance'])\n\n @responses.activate\n def test_kilometers(self):\n _mock_api_request()\n proc = subprocess.run(\n ['./find_store', '--zip=27513', '--output=json', '--units=km'], capture_output=True)\n self.assertEqual(b'', proc.stderr)\n json_output = json.loads(proc.stdout)\n self.assertFalse('error' in json_output)\n self.assertEqual('3.1563 km', json_output['Distance'])\n\n @responses.activate\n def test_no_geocode_results_with_text_output(self):\n _mock_api_request()\n proc = subprocess.run(\n ['./find_store', '--address=A'], capture_output=True)\n self.assertEqual(b'', proc.stdout)\n self.assertEqual(\n b'Error: Could not locate that address on a map. You ' +\n b'may wish to verify that it is correct.\\n', proc.stderr)\n\n @responses.activate\n def test_no_geocode_results_with_json_output(self):\n _mock_api_request()\n proc = subprocess.run(\n ['./find_store', '--address=A', '--output=json'], capture_output=True)\n self.assertEqual(b'', proc.stdout)\n json_output = json.loads(proc.stderr)\n self.assertEqual(\n 'Could not locate that address on a map. You ' +\n 'may wish to verify that it is correct.', json_output['error'])\n\n\nif __name__ == '__main__':\n unittest.main()\n" }, { "alpha_fraction": 0.6328153014183044, "alphanum_fraction": 0.6411199569702148, "avg_line_length": 33.97510528564453, "blob_id": "d3b23d0458391e24e728b6b1fb6d6d1365152fca", "content_id": "0a9eb5935cd7c34d336ddadfb88d1b9248c704e6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 8429, "license_type": "no_license", "max_line_length": 97, "num_lines": 241, "path": "/find_store", "repo_name": "markdoliner/code-challenge", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python3\n\n\"\"\"\nA command line tool that shows the store closest to a given address.\n\nControl flow is \"bottom up.\"\n\nThe program is pretty straightforward:\n* Parses command line arguments.\n* Looks up the latitude and longitude of the address or zip code using the Bing Maps API.\n* Reads the store-locations.csv file.\n* Loops through all the locations in the file to find the closest one.\n* Great-circle distance is used to determine \"closeness.\"\n* Prints the result.\n\"\"\"\n\nimport argparse\nimport csv\nimport json\nimport math\nimport sys\n\nimport requests\n\n\n_BING_MAPS_API_URL = 'https://dev.virtualearth.net/REST/v1/Locations'\n_BING_MAPS_API_KEY = 'Avgq_TUfPDHa5kfPorsGz3KI8meXdAmr3h-10PRGzOAJ1qRt6fHiDiIc7NorRAH6'\n_DATA_FILENAME = 'store-locations.csv'\n\n\ndef _exit_with_error(want_json_output, message):\n if want_json_output:\n # Avoid printing a trailing newline with JSON in case\n # it makes it easier for another script to consume it.\n print(json.dumps({'error': message}), file=sys.stderr, end='')\n else:\n print('Error: %s' % message, file=sys.stderr)\n\n sys.exit(1)\n\n\ndef _parse_args():\n \"\"\"Parse command line arguments.\n\n Returns:\n argparse.Namespace: An object holding command line arguments as\n attributes.\n \"\"\"\n parser = argparse.ArgumentParser(\n description='Locate the store nearest to an address (as the crow ' +\n 'flies) and print the distance to the store and the store\\'s address')\n\n # Either address or zip must be provided but not both, so use an\n # option group.\n group = parser.add_mutually_exclusive_group(required=True)\n group.add_argument(\n '--address',\n help='Find nearest store to this address. If there are multiple ' +\n 'best-matches, return the first.')\n group.add_argument(\n '--zip',\n help='Find nearest store to this zip code. If there are multiple ' +\n 'best-matches, return the first.')\n\n parser.add_argument(\n '--output',\n choices=['json', 'text'],\n default='text',\n help='Output in human-readable text, or in JSON (e.g. machine-readable) [default: text]')\n parser.add_argument(\n '--units',\n choices=['km', 'mi'],\n default='mi',\n help='Display units in miles or kilometers [default: mi]')\n\n return parser.parse_args()\n\n\ndef _look_up_lat_long_for_location(location_query_string):\n \"\"\"Geocode an address and return the latitude and longitude.\n\n Args:\n location_query_string (str): A free-form address or zip code\n that will be looked up using a geocoding API.\n Returns:\n Tuple[float, float]: A 2-item tuple containing the latitude and\n longitude. If the latitude and longitude could not be\n determined for the location_query_string then (None, None)\n is returned.\n \"\"\"\n # Use the Bing Maps API for geocoding. The API is documented at\n # https://docs.microsoft.com/en-us/bingmaps/rest-services/locations/find-a-location-by-query\n r = requests.get(_BING_MAPS_API_URL, {\n 'query': location_query_string,\n 'maxResults': '1',\n 'key': _BING_MAPS_API_KEY,\n })\n response = r.json()\n resource_set = response['resourceSets'][0]\n if resource_set['estimatedTotal'] <= 0:\n # No matches.\n return (None, None)\n coordinates = resource_set['resources'][0]['point']['coordinates']\n return (coordinates[0], coordinates[1])\n\n\ndef _load_store_locations(args):\n \"\"\"Load the store locations data.\n\n Currently this reads from a CSV file, but it could be modified to\n load from a database.\n\n Returns:\n List[OrderedDict]\n \"\"\"\n try:\n with open(_DATA_FILENAME, newline='') as f:\n return [row for row in csv.DictReader(f)]\n except FileNotFoundError:\n _exit_with_error(args, 'Data file %s does not exist.' % _DATA_FILENAME)\n\n\ndef _haversine_distance(lat1, lon1, lat2, lon2, in_kilometers):\n \"\"\"Calculate the great-circle distance between two points on\n Earth (specified in decimal degrees).\n\n There are multiple ways to calculate the distance between two points\n on Earth. Great-circle distance assumes the Earth is a perfect\n sphere (it's not, but the difference is minor) and calculates the\n distance across the surface of the sphere.\n\n And apparently there are multiple great-circle distance formulas?\n Wikipedia (https://en.wikipedia.org/wiki/Great-circle_distance) and\n https://www.movable-type.co.uk/scripts/latlong.html discuss this in\n a little more detail.\n\n Args:\n lat1 (float)\n lon1 (float)\n lat2 (float)\n lon2 (float)\n in_kilometers (bool): True if the return value should be a\n distance in kilometers. Otherwise False for miles.\n \"\"\"\n # TODO: If this program was going to be used for something\n # meaningful I'd want to make sure this equation is the best choice\n # and that the implementation is correct. --Mark Doliner\n\n # The body of this function is from\n # https://stackoverflow.com/a/4913653/1634007\n\n # convert decimal degrees to radians\n lon1, lat1, lon2, lat2 = map(math.radians, [lon1, lat1, lon2, lat2])\n\n # haversine formula\n dlon = lon2 - lon1\n dlat = lat2 - lat1\n a = math.sin(dlat/2)**2 + math.cos(lat1) * math.cos(lat2) * math.sin(dlon/2)**2\n c = 2 * math.asin(math.sqrt(a))\n # Radius of Earth in the desired units.\n r = 6371 if in_kilometers else 3959\n return c * r\n\n\ndef _find_nearest_store(store_locations, lat, lon, in_kilometers):\n \"\"\"Loop through the list of all stores and return the one that is\n closest (as the crow flies) to the specified latitude and longitude.\n\n Returns:\n OrderedDict\n \"\"\"\n # TODO: This list is large and looping through it isn't super fast.\n # There are more efficient ways to do this search if performance is\n # an issue. I don't know what they are, but I know they exist. Maybe\n # a quadtree or octree.\n nearest_store = None\n nearest_store_distance = None\n for loc in store_locations:\n lat2 = float(loc['Latitude'])\n lon2 = float(loc['Longitude'])\n distance = _haversine_distance(lat, lon, lat2, lon2, in_kilometers)\n if not nearest_store or distance < nearest_store_distance:\n nearest_store = loc\n nearest_store_distance = distance\n return nearest_store\n\n\ndef main():\n args = _parse_args()\n want_json_output = (args.output == 'json')\n\n # Geocode address.\n (lat, lon) = _look_up_lat_long_for_location(args.address or args.zip)\n if not lat or not lon:\n address_or_zip = 'address' if args.address else 'zip code'\n _exit_with_error(\n want_json_output,\n 'Could not locate that %s on a map. You may wish to verify that it is correct.'\n % address_or_zip)\n\n # Load store locations.\n store_locations = _load_store_locations(want_json_output)\n if not store_locations:\n _exit_with_error(\n want_json_output, '%s does not contain any store locations.' % _DATA_FILENAME)\n\n # Find nearest store.\n in_kilometers = (args.units == 'km')\n nearest_store = _find_nearest_store(store_locations, lat, lon, in_kilometers)\n lat2 = float(nearest_store['Latitude'])\n lon2 = float(nearest_store['Longitude'])\n distance = _haversine_distance(lat, lon, lat2, lon2, in_kilometers)\n\n # Display result.\n if want_json_output:\n output = nearest_store.copy()\n output['Distance'] = '%s %s' % (round(distance, 4), args.units)\n # Avoid printing a trailing newline with JSON in case\n # it makes it easier for another script to consume it.\n print(json.dumps(output), end='')\n else:\n print('The nearest store to %s is the %s store, located at %s.' % (\n (args.address or args.zip),\n nearest_store['Store Name'],\n nearest_store['Store Location']))\n print('It\\'s %s %s away.' % (round(distance, 1), args.units))\n print('Address: %s' % (nearest_store['Address']))\n print(' %s, %s %s' % (\n nearest_store['City'],\n nearest_store['State'],\n nearest_store['Zip Code']))\n\n\nif __name__ == '__main__':\n try:\n main()\n except KeyboardInterrupt:\n # KeyboardInterrupt is caught in order for the output to be less\n # ugly when the user interrupts the program.\n print()\n sys.exit(1)\n" }, { "alpha_fraction": 0.7734883427619934, "alphanum_fraction": 0.7772092819213867, "avg_line_length": 92.47826385498047, "blob_id": "471ed6c8d8942e62809fb8518eb436e0285255bd", "content_id": "e924bdc06dce6be2b1cf36e5915c298827a73276", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2150, "license_type": "no_license", "max_line_length": 379, "num_lines": 23, "path": "/README.md", "repo_name": "markdoliner/code-challenge", "src_encoding": "UTF-8", "text": "# Overview\n\nSteps to use this:\n\n1. `virtualenv venv`\n2. `. venv/bin/activate`\n3. `pip install -r requirements.txt`\n4. `./find_store --help` and other commands\n5. `make check`\n\n# Notes\n\n* I didn't use many third party libraries. See requirements.txt for the list.\n* I somewhat arbitrary chose the Bing Maps API for geocoding. It showed up near the top of a search, seemed easy to use, and the license seemed to allow this type of usage. If this was a real project I would want to spend a little more time comparing the major geocoding options, make sure their license allowed the anticipated usage, and check that their pricing was acceptible.\n* The zip and address command line arguments are handled identically by the program (they're both handed off to the Bing Maps API to figure out), so the command line could be simplified by getting rip of \"--zip.\" But I kept it as described in the problem statement.\n* I didn't want to spend too much time on error handling or response validation when calling the Geocoding API. There are probably many more potential exception-raising scenarios that should be guarded against: Network errors, API server down, API server responds with an HTTP error code, malformed JSON response, etc.\n* I used Python's built-in argparse library for parsing command line arguments because I was familiar with it. In hindsight I wish I'd use docopt because I think the output looks better and because you mentioned it in the problem statement, obviously. But it doesn't seem worth spending time changing it now.\n* I didn't put my code in a class--just a bunch of top level functions. I think that's fine for a one-off command line script but if this were to be run as some sort of service then it would be good to move the bulk of the code into a class and avoid reading the data file for each request.\n* My unit test execs the command line program. If the end product is a command line, that's good. But it's a bit heavy. If the functionality is accessed as a service or as a Python library then it would be better for the tests to import the code and call Python functions directly.\n\n# Time spent\n\nAbout 5 hr 15 min total.\n" }, { "alpha_fraction": 0.7848101258277893, "alphanum_fraction": 0.7848101258277893, "avg_line_length": 16.55555534362793, "blob_id": "ad7991fc07aa09d3adea93331a927042faf6252f", "content_id": "786f752932603afc17ebf234374a0bf757f80b94", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 158, "license_type": "no_license", "max_line_length": 63, "num_lines": 9, "path": "/requirements.txt", "repo_name": "markdoliner/code-challenge", "src_encoding": "UTF-8", "text": "# Two linters.\npycodestyle\npylint\n\n# For making https requests to the Bing Maps API for geocoding.\nrequests\n\n# For mocking Bing Maps API responses.\nresponses\n" }, { "alpha_fraction": 0.7311320900917053, "alphanum_fraction": 0.7311320900917053, "avg_line_length": 17.434782028198242, "blob_id": "c0d6b4c58295a681aa6e5b188a1022620a748ae0", "content_id": "98a36b9dd60f3617ffad50d8b01beb13816c7a13", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "INI", "length_bytes": 424, "license_type": "no_license", "max_line_length": 68, "num_lines": 23, "path": "/.pylintrc", "repo_name": "markdoliner/code-challenge", "src_encoding": "UTF-8", "text": "[MESSAGES CONTROL]\n\ndisable=\n duplicate-code,\n fixme,\n invalid-name,\n missing-docstring,\n too-few-public-methods,\n too-many-branches,\n too-many-locals,\n too-many-return-statements,\n\n[REPORTS]\n\nscore=no\n\n\n[TYPECHECK]\n\n# Responses adds some things to its namespace dynamically which\n# confuses pylint. This workaround tells pylint to skip the relevant\n# checks for responses.\nignored-classes=responses\n" }, { "alpha_fraction": 0.7661290168762207, "alphanum_fraction": 0.7661290168762207, "avg_line_length": 23.799999237060547, "blob_id": "cf173af6acd6011b64ae63232989b45cde2ceba1", "content_id": "38c45a6da4ac61df9554496e58a957905d93df1d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Makefile", "length_bytes": 124, "license_type": "no_license", "max_line_length": 42, "num_lines": 5, "path": "/Makefile", "repo_name": "markdoliner/code-challenge", "src_encoding": "UTF-8", "text": ".PHONY: check\ncheck:\n\tpycodestyle find_store find_store_test.py\n\tpylint find_store find_store_test.py\n\t./find_store_test.py\n" } ]
6
richardtbrownjr/vector-victor
https://github.com/richardtbrownjr/vector-victor
3a9a46ea1a5546ee89263b1b0fe10d466e4dfe44
41d24921867579091c1da2acd441e9f123527635
68e39db2a2ae2dcb188d7fb1e4e6ce106025a3fb
refs/heads/master
2021-01-09T20:12:10.664245
2016-07-21T12:39:59
2016-07-21T12:39:59
63,802,034
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5677111148834229, "alphanum_fraction": 0.5751460194587708, "avg_line_length": 25.15277862548828, "blob_id": "5e190e1c241b84007ce51f5e4673dfefb90c1777", "content_id": "bce59beb4d11b9a961b1ce2efa1d57f76abd1e82", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1883, "license_type": "no_license", "max_line_length": 78, "num_lines": 72, "path": "/linear_algebra.py", "repo_name": "richardtbrownjr/vector-victor", "src_encoding": "UTF-8", "text": "from math import sqrt\n\nclass ShapeError(Exception):\n pass\n\ndef compare_shapes(*args):\n if len(set([shape(arg) for arg in args])) == 1:\n return shape\n #else:\n #if shape(a) != shape(b):\n # raise ShapeError\n\ndef shape(vector):\n return (len(vector),)\n\ndef vector_add(a, b):\n vectorsum =[]\n if shape(a) == shape(b):\n return [a[index] + b[index] for index, value in enumerate(a)]\n else:\n raise ShapeError\n # assert shape([1]) == (1,)\n # assert shape(m) == (2,)\n # assert shape(v) == (3,)\n #assert vector_add(x, y) == [1, 5, 4]\n # for index, value in enumerate(a):\n # vectorsum.append(a[index] + b[index])\n # return vectorsum\n\n\ndef vector_sub(a, b):\n vectorsub =[]\n if shape(a) != shape(b):\n raise ShapeError\n else:\n return [a[index] - b[index] for index, value in enumerate(a)]\n\n #return [a[index] - b[index] for index, value in enumerate(a)]\n\ndef vector_sum(*args):\n if len(set([shape(arg) for arg in args])) == 1:\n return [sum(args) for args in zip(*args)]\n else:\n raise ShapeError\n\ndef dot(x, y):\n #compare_shapes(a, b)\n if shape(x) == shape(y):\n return sum([(a) * (b) for a, b in zip(x, y)])\n# <your operation> for x, y in zip(first_argument, second_argument)\n else:\n raise ShapeError\n\ndef vector_multiply(a, b):\n return [x * b for x in (a)]\n\ndef vector_mean(*args):\n #vector_mean(m, n) == [4, 2]\n return([b/len([x for x in args]) for b in vector_sum(*[x for x in args])])\n\n\ndef magnitude(b):\n return sqrt(sum([a**2 for a in b]))\n\n\n#def compare_shapes(*args):\n #shapes - [shape(item) for item in args]\n #first_shape = shapes[0]\n #some_shapes =[first_shape == shape for shape in shapes]\n #return all(same_shapes)\n#def comare_shapes(*args):\n# return len(set[shape(item) for item in args])) == 1\n" }, { "alpha_fraction": 0.7906137108802795, "alphanum_fraction": 0.7906137108802795, "avg_line_length": 31.58823585510254, "blob_id": "9243eab80d533862cf17ec1f192d21de9c9752e8", "content_id": "d6a08d05963edb633631a0900ddebc5eedf41e67", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 554, "license_type": "no_license", "max_line_length": 159, "num_lines": 17, "path": "/README.md", "repo_name": "richardtbrownjr/vector-victor", "src_encoding": "UTF-8", "text": "Start Up\nstart victor vector in python shell from\n MAC from terminal example: $python stick.py\n windows from command shell: C:\\Python python stick.py\n\nDescription\nImplement linear algebra functions using linear comprehension:\n\nvector shape in shape()\nvector addition in vector_add()\nvector subtraction in vector_sub()\nvector sum in vector_sum()\ndot product in dot()\n\nFuture Add Ons\n\nUsing test driven development, implement the same functionality as the Normal and Advanced Modes in Vector and Matrix classes with methods instead of functions\n" } ]
2
fernando-jascovich/dotfiles
https://github.com/fernando-jascovich/dotfiles
4a582f14e4375090915459d0e651857cac39afde
6c22f2cf3508997f189d1d40dc583c94a9ccdfab
e74d8e3685fa6c2e5499252bb57a97a6a06fc1a9
refs/heads/master
2020-05-22T07:57:11.137439
2020-05-04T23:49:47
2020-05-04T23:49:47
56,515,190
1
0
null
null
null
null
null
[ { "alpha_fraction": 0.5284450054168701, "alphanum_fraction": 0.5701643228530884, "avg_line_length": 31.95833396911621, "blob_id": "698ab1649fd1f18a740dc290360578f06f45bb39", "content_id": "7543d6587acfcf819710b6f066287d1b6fb4c343", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 791, "license_type": "no_license", "max_line_length": 83, "num_lines": 24, "path": "/scripts/xfel-volume.sh", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Arbitrary but unique message id\nmsgId=\"991049\"\namixerCmd='amixer -D pulse'\n\n$amixerCmd sset \"$@\" > /dev/null\n\nvolume=\"$($amixerCmd get $1 | tail -1 | awk '{print $5}' | sed 's/[^0-9]*//g')\"\nmute=\"$($amixerCmd get $1 | tail -1 | awk '{print $6}' | sed 's/[^a-z]*//g')\"\n\n# Handle monoaural sink/source\nif [[ -z \"$volume\" ]]; then\n volume=\"$($amixerCmd get $1 | tail -1 | awk '{print $4}' | sed 's/[^0-9]*//g')\"\n mute=\"$($amixerCmd get $1 | tail -1 | awk '{print $5}' | sed 's/[^a-z]*//g')\"\nfi\n\nif [[ $volume == 0 || \"$mute\" == \"off\" ]]; then\n dunstify -a \"changeVolume\" -u low -t 1500 -r \"$msgId\" \"$1\" \"Volume muted\"\nelse\n dunstify -a \"changeVolume\" -u low -t 1500 -r \"$msgId\" \"$1\" \"Volume: ${volume}%\"\nfi\n\ncanberra-gtk-play -i audio-volume-change -d \"changeVolume\"\n" }, { "alpha_fraction": 0.6619718074798584, "alphanum_fraction": 0.8028169274330139, "avg_line_length": 34.5, "blob_id": "2a876391f0b97c4eef051f827df3d69f842df8e4", "content_id": "49fdc9339485fdce0e554e2f4e8f89900a420122", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 71, "license_type": "no_license", "max_line_length": 42, "num_lines": 2, "path": "/scripts/xfel-wifi-restart.sh", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "sudo modprobe -rv rtl8723ae\nsudo modprobe -v rtl8723ae swenc=1 fwlps=0\n" }, { "alpha_fraction": 0.6478365659713745, "alphanum_fraction": 0.6526442170143127, "avg_line_length": 22.11111068725586, "blob_id": "91e64f0e907c75e01f3d773f2de594879e3eeb75", "content_id": "316a026ce2f658094e48f92e85ef94c8d07d6802", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 832, "license_type": "no_license", "max_line_length": 92, "num_lines": 36, "path": "/scripts/xfel-minifier.sh", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nshould_munge=false\nminify_suffix=\".min\"\ngzip_suffix=\".gz\"\n\nwhile getopts \":i:m\" opt; do\n case $opt in\n i) input_file=\"$OPTARG\"\n ;;\n m) should_munge=true\n ;;\n \\?) echo \"Invalid option -$OPTARG\" >&2\n ;;\n esac\ndone\n\n[ -z \"$input_file\" ] && echo \"Input file empty, should pass -i param.\" && exit 1\n[ ! -f \"$input_file\" ] && echo \"Input file is invalid, please check provided path\" && exit 1\n\n\nprintf \"Input file: %s\\n\" \"$input_file\"\nprintf \"Should Munge: %s\\n\" \"$should_munge\"\n\necho \"Minifying...\"\nif $should_munge; then\n yui-compressor $input_file -o $input_file$minify_suffix\nelse\n yui-compressor --nomunge $input_file -o $input_file$minify_suffix\nfi\n\necho \"Gzipping...\"\ngzip -9c $input_file$minify_suffix > $input_file$minify_suffix$gzip_suffix\n\necho \"Cleaning...\"\nrm $input_file$minify_suffix\n" }, { "alpha_fraction": 0.6076066493988037, "alphanum_fraction": 0.6196660399436951, "avg_line_length": 24.66666603088379, "blob_id": "ee18d7ca6ce7a21c8fd3a2691cbb6ed61986bc76", "content_id": "bd470cef7f761fedf62268b6470e1c66d50a7f48", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1078, "license_type": "no_license", "max_line_length": 101, "num_lines": 42, "path": "/scripts/xfel-s3-uploader.sh", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nacl=\"--acl-public\"\ninvalidate=\"--cf-invalidate\"\ncache=\"--add-header=Cache-Control:max-age=2592000\"\ngzip=\"--add-header=Content-Encoding:gzip\"\ntype_css=\"-m text/css\"\ntype_js=\"-m application/x-javascript\"\n\n\nwhile getopts \":i:b:\" opt; do\n case $opt in\n i) input_file=\"$OPTARG\"\n ;;\n b) bucket=\"$OPTARG\"\n ;;\n \\?) echo \"Invalid option -$OPTARG\" >&2\n ;;\n esac\ndone\n\n[ -z \"$input_file\" ] && echo \"Input file empty, should pass -i param.\" && exit 1\n[ ! -f \"$input_file\" ] && echo \"Input file is invalid, please check provided path\" && exit 1\n[ -z \"$bucket\" ] && echo \"Please specify bucket with -b param.\" && exit 1\n\n\nprintf \"Input file: %s\\n\" \"$input_file\"\n\ngzip_param=\"\"\nif [[ $input_file =~ \\.gz$ ]]; then\n gzip_param=$gzip\nfi\n\ntype_param=\"--guess-mime-type\"\nif [[ $input_file =~ \\.css(.min)*(.gz)*$ ]]; then\n type_param=$type_css\nelif [[ $input_file =~ \\.js(.min)*(.gz)*$ ]]; then\n type_param=$type_js\nfi\n\nprintf \"Uploading to %s...\\n\" \"$bucket\"\ns3cmd $type_param $acl $invalidate $cache $args $gzip_param sync $input_file s3://$bucket/$input_file\n" }, { "alpha_fraction": 0.6758241653442383, "alphanum_fraction": 0.6813187003135681, "avg_line_length": 25, "blob_id": "76631f3f56462bc3de2583180c2673b7fe66c718", "content_id": "0c9216a86e4dee4291dcd0863c23f6ae46c61e13", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 182, "license_type": "no_license", "max_line_length": 116, "num_lines": 7, "path": "/scripts/xfel-emacs.sh", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nemacsclient -nc -a \"\"\n\nif [ \"$?\" -ne \"0\" ]; then\n notify-send 'Emacs' 'There were errors during emacsclient initialization, please check system logs for details.'\nfi\n" }, { "alpha_fraction": 0.5464803576469421, "alphanum_fraction": 0.5604513883590698, "avg_line_length": 25.211267471313477, "blob_id": "f59d3c55049e3cd76f0858ad19c3d6bd3258d982", "content_id": "27ccc7758e098aebeb48a836f6ef982e7ffd5073", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1879, "license_type": "no_license", "max_line_length": 91, "num_lines": 71, "path": "/scripts/xfel-bat.sh", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nlow=30\ncritical=10\nlow_notification_interval=120\ncritical_notification_interval=60\nacpi_out=$(acpi)\npercent=$(echo $acpi_out | awk 'gsub(/,|%/, \"\", $4) {print $4}')\nstate=$(echo $acpi_out | awk 'sub(/,/, \"\", $3) {print $3}')\nstate_discharging=\"Discharging\"\nlow_ts_fname=\"/tmp/xfel-bat-low-ts\"\ncritical_ts_fname=\"/tmp/xfel-bat-critical-ts\"\ndischarging=false\nunicode=false\n\nwhile getopts \":f:\" opt; do\n case $opt in\n f)\n case $OPTARG in\n unicode) unicode=true;;\n esac\n ;;\n esac\ndone\n\nif [ ${#state} -gt 8 ]; then\n discharging=true\nfi\n\nif [ $percent -lt $critical ] && [ $discharging = true ]; then\n last_ts=$(if [ ! -f $critical_ts_fname ]; then echo 0; else cat $critical_ts_fname; fi)\n ts=$(date +%s)\n diff=$(expr $ts - $last_ts)\n if [ $diff -gt $critical_notification_interval ]; then\n notify-send -u critical \"Critical battery warning!\" \"$percent% and $state\"\n fi\nelif [ $percent -lt $low ] && [ $discharging = true ]; then\n last_ts=$(if [ ! -f $low_ts_fname ]; then echo 0; else cat $low_ts_fname; fi)\n ts=$(date +%s)\n diff=$(expr $ts - $last_ts)\n if [ $diff -gt $low_notification_interval ]; then\n notify-send -u critical \"Low battery warning!\" \"$percent% and $state\"\n echo \"$(date +%s)\" > $low_ts_fname\n fi\nfi\n\nif [ $unicode = true ]; then\n output=\"\"\n if [ $percent -gt 90 ]; then\n output=\"\"\n elif [ $percent -gt 74 ]; then\n output=\"\"\n elif [ $percent -gt 49 ]; then\n output=\"\"\n elif [ $percent -gt 24 ]; then\n output=\"\"\n else\n output=\" \"\n fi\n\n if [ $discharging = true ]; then\n output=\"$output \"\n elif [ $percent -gt 99 ]; then\n output=\"$output \"\n else\n output=\"$output \"\n fi\n echo $output\nelse\n echo \"$percent% $state\"\nfi\n" }, { "alpha_fraction": 0.7575757503509521, "alphanum_fraction": 0.7979797720909119, "avg_line_length": 98, "blob_id": "c2260adc6d080ad208c188c0db06c724175961b7", "content_id": "e3b2c2ab01f513b97a5acfbdab4e5e8f8fa72dcc", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 99, "license_type": "no_license", "max_line_length": 98, "num_lines": 1, "path": "/scripts/xfel-dynamodb.sh", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "java -Djava.library.path=./DynamoDBLocal_lib -jar /home/xfel/programs/DynamoDBLocal.jar -port 8925\n" }, { "alpha_fraction": 0.3720930218696594, "alphanum_fraction": 0.41860464215278625, "avg_line_length": 41, "blob_id": "0fc3e1dab8fcb950fd60deb21d0d4169c2c2eb2e", "content_id": "22b5799053b6123eb76a64c6ec36da6d79fc07bc", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 43, "license_type": "no_license", "max_line_length": 41, "num_lines": 1, "path": "/zsh/xfel.zsh-theme", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "PROMPT='%B[%F{blue}%n@%m%f %20<..<%~]%b '\n\n" }, { "alpha_fraction": 0.7142857313156128, "alphanum_fraction": 0.7142857313156128, "avg_line_length": 25.600000381469727, "blob_id": "ec1113dec9c63cd4faf3e7416e250d87fd6fdfe3", "content_id": "95660d00e55fd5361287538621fc12e29d139ec6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 133, "license_type": "no_license", "max_line_length": 64, "num_lines": 5, "path": "/scripts/xfel-mail-check.sh", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nnotify-send \"Checking emails...\"\nresult=$(notmuch new)\nnotify-send \"$(notmuch count tag:unread) new messages\" \"$result\"\n" }, { "alpha_fraction": 0.7330096960067749, "alphanum_fraction": 0.7330096960067749, "avg_line_length": 24.75, "blob_id": "1714061ad14196a3d9c6d2777007a4a453e46d01", "content_id": "0c9f0f83f189f50afef33abc527bdc67245e579f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 206, "license_type": "no_license", "max_line_length": 85, "num_lines": 8, "path": "/scripts/xfel-cast.sh", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nOUT=/tmp/record\n\nnotify-send \"Recording window\" \"Stop recording with C-A-s\"\nrecordmydesktop --windowid $(xdotool getactivewindow) --no-frame --no-sound -o \"$OUT\"\n\nnotify-send \"Record finished\"\n" }, { "alpha_fraction": 0.45538461208343506, "alphanum_fraction": 0.48307693004608154, "avg_line_length": 31.5, "blob_id": "30b10b2293f331de5b1343bdee5b64eb93abfccb", "content_id": "5280de23b801ab83c6be4d630d7e4e2b09354513", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 325, "license_type": "no_license", "max_line_length": 68, "num_lines": 10, "path": "/scripts/xfel-sway-bar.sh", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nsep=\" | \"\nmem_data=$(free -h)\nram=$(echo $mem_data | awk ' {printf(\"%s/%s\", $9, $8)}')\nswap=$(echo $mem_data | awk ' {printf(\"%s/%s\", $16, $15)}')\ndate=$(date +'%Y-%m-%d %l:%M %p')\nbat=$(acpi -i | head -1 | awk -F \"[ ,]\" '{printf(\"%s %s\", $5, $3)}')\n\necho \"RAM: $ram $sep SWAP: $swap $sep BAT: $bat $sep $date \"\n" }, { "alpha_fraction": 0.6080748438835144, "alphanum_fraction": 0.7035942673683167, "avg_line_length": 19.515151977539062, "blob_id": "0b8166921c10bb3bedfb0d7e7b1438a6557876a9", "content_id": "1123fb0bb7ce75ca15257cf9194ecac3da55dc7e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "INI", "length_bytes": 2031, "license_type": "no_license", "max_line_length": 67, "num_lines": 99, "path": "/termite/config", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "[options]\n#allow_bold = true\n#audible_bell = false\n#bold_is_bright = true\ncell_height_scale = 1.0\n#cell_width_scale = 1.0\n#clickable_url = true\ndynamic_title = false\n# font = Iosevka Term 13.5\nfont = Iosevka Term Slab 13.5\n#fullscreen = true\n#icon_name = terminal\n#mouse_autohide = false\n#scroll_on_output = false\n#scroll_on_keystroke = true\n# Length of the scrollback buffer, 0 disabled the scrollback buffer\n# and setting it to a negative value means \"infinite scrollback\"\nscrollback_lines = 1000\n#search_wrap = true\n#urgent_on_bell = true\n#hyperlinks = false\n\n# $BROWSER is used by default if set, with xdg-open as a fallback\n#browser = xdg-open\n\n# \"system\", \"on\" or \"off\"\n#cursor_blink = system\n\n# \"block\", \"underline\" or \"ibeam\"\n#cursor_shape = block\n\n# Hide links that are no longer valid in url select overlay mode\n#filter_unmatched_urls = true\n\n# Emit escape sequences for extra modified keys\n#modify_other_keys = false\n\n# set size hints for the window\n#size_hints = false\n\n# \"off\", \"left\" or \"right\"\n#scrollbar = off\n\n[colors]\n# Monokai\nforeground = #f8f8f2\nbackground = #272822\ncursor = #f8f8f2\ncolor0 = #272822\ncolor1 = #f92672\ncolor2 = #a6e22e\ncolor3 = #f4bf75\ncolor4 = #66d9ef\ncolor5 = #ae81ff\ncolor6 = #a1efe4\ncolor7 = #f8f8f2\ncolor8 = #75715e\ncolor9 = #f92672\ncolor10 = #a6e22e\ncolor11 = #f4bf75\ncolor12 = #66d9ef\ncolor13 = #ae81ff\ncolor14 = #a1efe4\ncolor15 = #f9f8f5\n\n# Defaults\n#cursor = #dcdccc\n#cursor_foreground = #dcdccc\n#foreground_bold = #ffffff\n#background = #3f3f3f\n# color0 = #3f3f3f\n# color1 = #705050\n# color2 = #60b48a\n# color3 = #dfaf8f\n# color4 = #506070\n# color5 = #dc8cc3\n# color6 = #8cd0d3\n# color7 = #dcdccc\n# color8 = #709080\n# color9 = #dca3a3\n# color10 = #c3bf9f\n# color11 = #f0dfaf\n# color12 = #94bff3\n# color13 = #ec93d3\n# color14 = #93e0e3\n# color15 = #ffffff\n\n[hints]\n#font = Monospace 12\n#foreground = #dcdccc\n#background = #3f3f3f\n#active_foreground = #e68080\n#active_background = #3f3f3f\n#padding = 2\n#border = #3f3f3f\n#border_width = 0.5\n#roundness = 2.0\n\n# vim: ft=dosini cms=#%s\n" }, { "alpha_fraction": 0.5190712809562683, "alphanum_fraction": 0.5538972020149231, "avg_line_length": 24.125, "blob_id": "f6cca9ea92a08957d4d8cb144983810695f65c82", "content_id": "69c7fefe4327f3301bdcc5e6a64a6868148c007c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 603, "license_type": "no_license", "max_line_length": 80, "num_lines": 24, "path": "/scripts/xfel-backup.sh", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "#!/bin/bash\n# Based on https://wiki.archlinux.org/index.php/Sync_laptop_desktop#rdiff-backup\n\nudisksctl mount -b /dev/sdb1\n\nBACK_DIR=/run/media/xfel/c7074ade-9e5d-45de-b6ab-83b8f6c73786\n\nrsync -uaAX --info=progress2 \\\n --exclude \"lost+found\" \\\n --exclude \".*\" \\\n --exclude \"*/.gvf\" \\\n --exclude \"Downloads/*\" \\\n --delete --delete-excluded \\\n /home/xfel/ $BACK_DIR\n\necho \"\"\necho \"----------------------------------------\"\necho \" * Disk usage after backup\"\necho \"----------------------------------------\"\ndf -h\n\nudisksctl unmount -b /dev/sdb1\n\necho \"You're safe now, enjoy.\"\n" }, { "alpha_fraction": 0.7214644551277161, "alphanum_fraction": 0.7286432385444641, "avg_line_length": 35.657894134521484, "blob_id": "cae48657f9d6e21f1923c92e8e69102a48812949", "content_id": "1fd65a6852c27194b5f661ba3de665381489f0e3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1393, "license_type": "no_license", "max_line_length": 69, "num_lines": 38, "path": "/zsh/.zprofile", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "export PATH=\"${PATH}:/home/xfel/android/sdk/tools\"\nexport PATH=\"${PATH}:/home/xfel/android/sdk/tools/bin\"\nexport PATH=\"${PATH}:/home/xfel/android/sdk/platform-tools\"\nexport PATH=\"${PATH}:/home/xfel/.composer/vendor/bin\"\nexport PATH=\"${PATH}:/home/xfel/.node_modules/bin\"\nexport PATH=\"${PATH}:/home/xfel/.rbenv/bin\"\nexport PATH=\"${PATH}:/home/xfel/.pyenv/bin:/home/xfel/.pyenv/shims\"\nexport PATH=\"${PATH}:/home/xfel/.nodenv/bin\"\nexport PATH=\"${PATH}:/home/xfel/programs/gradle/gradle-4.3.1/bin\"\nexport PATH=\"${PATH}:/home/xfel/programs/flutter/bin\"\nexport PATH=\"${PATH}:/home/xfel/programs/terraform\"\nexport PATH=\"${PATH}:/snap/bin\"\nexport LD_LIBRARY_PATH=\"${LD_LIBRARY_PATH}:/usr/local/cuda-9.2/lib64\"\nexport npm_config_prefix=\"/home/xfel/.node_modules\"\nexport LANG=en_US.UTF-8\nexport LC_CTYPE=\"en_US.UTF-8\"\nexport JAVA_HOME=\"/usr/lib/jvm/default\"\nexport ANDROID_SDK_ROOT=\"/home/xfel/android/sdk\"\nexport ANDROID_HOME=\"/home/xfel/android/sdk\"\nexport ANDROID_TMP=\"/home/xfel/android/tmp\"\nexport ANDROID_EMULATOR_HOME=\"/home/xfel/android\"\nexport ANDROID_AVD_HOME=\"/home/xfel/android/avd\"\nexport TERMINAL=\"alacritty\"\nexport PASSWORD_STORE_ENABLE_EXTENSIONS=true\n\n#rbenv\neval \"$(rbenv init -)\"\n\n#pyenv\neval \"$(pyenv init -)\"\neval \"$(pyenv virtualenv-init -)\"\nexport PYTHONDONTWRITEBYTECODE=1\n\n#nodenv\neval \"$(nodenv init -)\"\n\n#fzf\nexport FZF_DEFAULT_COMMAND='ag -l --hidden --ignore \".git/\" -g \"\"'\n" }, { "alpha_fraction": 0.7165284156799316, "alphanum_fraction": 0.725710928440094, "avg_line_length": 29.14285659790039, "blob_id": "819448d50b4ecf417829887633e73246e538ac0c", "content_id": "9874af605245efc45ad893b5c6d35a7184f4aae1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 3376, "license_type": "no_license", "max_line_length": 88, "num_lines": 112, "path": "/zsh/.zshrc", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "# Path to your oh-my-zsh installation.\nexport ZSH=/home/xfel/.oh-my-zsh\n\nautoload -U colors && colors\n#unsetopt alwayslastprompt\n\n# Set name of the theme to load.\n# Look in ~/.oh-my-zsh/themes/\n# Optionally, if you set this to \"random\", it'll load a random theme each\n# time that oh-my-zsh is loaded.\n#ZSH_THEME=\"xfel\"\n#ZSH_THEME=\"xfel-gallois\"\nZSH_THEME=\"robbyrussell\"\n\n# Uncomment the following line to use case-sensitive completion.\n# CASE_SENSITIVE=\"true\"\n\n# Uncomment the following line to use hyphen-insensitive completion. Case\n# sensitive completion must be off. _ and - will be interchangeable.\n# HYPHEN_INSENSITIVE=\"true\"\n\n# Uncomment the following line to disable bi-weekly auto-update checks.\n# DISABLE_AUTO_UPDATE=\"true\"\n\n# Uncomment the following line to change how often to auto-update (in days).\n# export UPDATE_ZSH_DAYS=13\n\n# Uncomment the following line to disable colors in ls.\n# DISABLE_LS_COLORS=\"true\"\n\n# Uncomment the following line to disable auto-setting terminal title.\nDISABLE_AUTO_TITLE=\"true\"\n\n# Uncomment the following line to enable command auto-correction.\n# ENABLE_CORRECTION=\"true\"\n\n# Uncomment the following line to display red dots whilst waiting for completion.\n# COMPLETION_WAITING_DOTS=\"true\"\n\n# Uncomment the following line if you want to disable marking untracked files\n# under VCS as dirty. This makes repository status check for large repositories\n# much, much faster.\n# DISABLE_UNTRACKED_FILES_DIRTY=\"true\"\n\n# Uncomment the following line if you want to change the command execution time\n# stamp shown in the history command output.\n# The optional three formats: \"mm/dd/yyyy\"|\"dd.mm.yyyy\"|\"yyyy-mm-dd\"\n# HIST_STAMPS=\"mm/dd/yyyy\"\n\n# Would you like to use another custom folder than $ZSH/custom?\n# ZSH_CUSTOM=/path/to/new-custom-folder\n\n# Which plugins would you like to load? (plugins can be found in ~/.oh-my-zsh/plugins/*)\n# Custom plugins may be added to ~/.oh-my-zsh/custom/plugins/\n# Example format: plugins=(rails git textmate ruby lighthouse)\n# Add wisely, as too many plugins slow down shell startup.\nplugins=(git pass docker docker-compose fzf)\nexport DEFAULT_USER=\"xfel\"\n\n# User configuration\nexport EDITOR=vim\nexport TERM=xterm-256color\nexport ALSA_CARD=PCH\nexport SSH_AUTH_SOCK=\"$XDG_RUNTIME_DIR/ssh-agent.socket\"\n\nalias emacs='emacsclient -a \"\" -t -c'\nalias plantuml='java -jar ~/programs/plantuml.jar -tpng'\nalias javarepl='java -jar ~/programs/javarepl.jar'\n\nsource $ZSH/oh-my-zsh.sh\n\n#gtags\nexport GTAGSLABEL=native-pygments\n\n# Compilation flags\n# export ARCHFLAGS=\"-arch x86_64\"\n\n\n# Workaround for echoti errors -> https://bbs.archlinux.org/viewtopic.php?id=151738\nfunction zle-line-init () {\n\tif (( ${+terminfo[smkx]} )); then\n\t\techoti smkx\n\tfi\n}\nfunction zle-line-finish () {\n\tif (( ${+terminfo[rmkx]} )); then\n\t\techoti rmkx\n\tfi\n}\n\nif [ -n \"$INSIDE_EMACS\" ]; then\n chpwd() { print -P \"\\033AnSiTc %d\" }\n print -P \"\\033AnSiTu %n\"\n print -P \"\\033AnSiTc %d\"\n export TERM=eterm-color\nelse\n export TERM=screen-256color-bce\nfi\n\n# If not running interactively, do not do anything\n[[ $- != *i* ]] && return\n\n# Autostart X on tty1\n[[ -z $DISPLAY && $XDG_VTNR -eq 1 ]] && exec startx\n\nif [[ $DISPLAY ]]; then\n # TMUX\n if which tmux >/dev/null 2>&1; then\n #if not inside a tmux session, and if no session is started, start a new session\n test -z \"$TMUX\" && (tmux attach || tmux new-session)\n fi\nfi\n" }, { "alpha_fraction": 0.6410501003265381, "alphanum_fraction": 0.6620525121688843, "avg_line_length": 22.80681800842285, "blob_id": "ebef0dcd96f2d5d9d0f1fb1718ead6c0591bc773", "content_id": "c1a320bc9cdaecf87937d9a4b05e051725ed1a36", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 2095, "license_type": "no_license", "max_line_length": 82, "num_lines": 88, "path": "/xorg/.xbindkeysrc-dvorak", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "# For the benefit of emacs users: -*- shell-script -*-\n###########################\n# xbindkeys configuration #\n###########################\n#\n# Version: 1.8.6\n#\n# If you edit this file, do not forget to uncomment any lines\n# that you change.\n# The pound(#) symbol may be used anywhere for comments.\n#\n# To specify a key, you can use 'xbindkeys --key' or\n# 'xbindkeys --multikey' and put one of the two lines in this file.\n#\n# The format of a command line is:\n# \"command to start\"\n# associated key\n#\n#\n# A list of keys is in /usr/include/X11/keysym.h and in\n# /usr/include/X11/keysymdef.h\n# The XK_ is not needed.\n#\n# List of modifier:\n# Release, Control, Shift, Mod1 (Alt), Mod2 (NumLock),\n# Mod3 (CapsLock), Mod4, Mod5 (Scroll).\n#\n\n# The release modifier is not a standard X modifier, but you can\n# use it if you want to catch release events instead of press events\n\n# By defaults, xbindkeys does not pay attention with the modifiers\n# NumLock, CapsLock and ScrollLock.\n# Uncomment the lines above if you want to pay attention to them.\n\n#keystate_numlock = enable\n#keystate_capslock = enable\n#keystate_scrolllock= enable\n\n# Examples of commands:\n\n\"termite\"\n Mod4+t\n\n\"~/dotfiles/scripts/xfel-emacs.sh\"\n Mod4+e\n\n\"amixer -D pulse set Master 1+ toggle; ~/dotfiles/scripts/xfel-volume.sh Master\"\n Mod4+f\n\n\"~/dotfiles/scripts/xfel-volume.sh Master 5%-\"\n Mod4+g\n\n\"~/dotfiles/scripts/xfel-volume.sh Master 5%+\"\n Mod4+c\n\n\"~/dotfiles/scripts/xfel-brightness.sh -U 2\"\n Mod4+r\n\n\"~/dotfiles/scripts/xfel-brightness.sh -A 2\"\n Mod4+l\n\n\"amixer -D pulse set Capture 1+ toggle; ~/dotfiles/scripts/xfel-volume.sh Capture\"\n Mod4+x\n\n\"~/dotfiles/scripts/xfel-volume.sh Capture 5%-\"\n Mod4+j\n\n\"~/dotfiles/scripts/xfel-volume.sh Capture 5%+\"\n Mod4+x\n\n\"scrot -q 100 /tmp/screenshot.jpg\"\n Mod4+w\n\n\"scrot -q 100 -u /tmp/screenshot.jpg\"\n Mod4+v\n\n\"scrot -q 100 -s /tmp/screenshot.jpg\"\n Mod4+z\n\n\"~/dotfiles/scripts/xfel-conky.sh\"\n Mod4+space\n\n\"~/dotfiles/scripts/xfel-conky-dvorak.sh\"\n Mod4+a\n##################################\n# End of xbindkeys configuration #\n##################################\n" }, { "alpha_fraction": 0.6878306865692139, "alphanum_fraction": 0.6878306865692139, "avg_line_length": 16.18181800842285, "blob_id": "a8358a0d905301e55ec8e3404517b268f07ca86f", "content_id": "5dca75a8baa87c2d6f065493f5fedbb81c39edfa", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 189, "license_type": "no_license", "max_line_length": 51, "num_lines": 11, "path": "/scripts/xfel-conky.sh", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Try to get a list of PIDs for appropriate conky's\nrunningConkys=$(pgrep -x conky)\necho $runnungConkys\n\nif [[ -z \"$runningConkys\" ]]; then\n conky\nelse\n killall conky\nfi\n" }, { "alpha_fraction": 0.6035503149032593, "alphanum_fraction": 0.6627218723297119, "avg_line_length": 20.125, "blob_id": "5725e7ffd755915bbb94e5276599bb8934653b5d", "content_id": "5a4ead14c83526ebc29404ee5bd5d93ac48a2588", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 169, "license_type": "no_license", "max_line_length": 81, "num_lines": 8, "path": "/scripts/xfel-brightness.sh", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Arbitrary but unique message id\nmsgId=\"991049\"\n\nlight \"$@\" > /dev/null\n\ndunstify -a \"changeBrigthness\" -u low -t 1500 -r \"$msgId\" \"Brightness: $(light)%\"\n" }, { "alpha_fraction": 0.6784313917160034, "alphanum_fraction": 0.679215669631958, "avg_line_length": 42.965518951416016, "blob_id": "2294d7e704214d999cb7d03c9a51d89c047fa1ab", "content_id": "1f4014aa7c23fe94694cb7126cf79ad9770c53de", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1275, "license_type": "no_license", "max_line_length": 104, "num_lines": 29, "path": "/scripts/xfel-aws-sts.py", "repo_name": "fernando-jascovich/dotfiles", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\nimport boto.sts\n\nvar_access = \"AWS_ACCESS_KEY_ID\"\nvar_secret = \"AWS_SECRET_ACCESS_KEY\"\nvar_session = \"AWS_SESSION_TOKEN\"\nfile_tmpl = \"AWSAccessKeyId=%s\\nAWSSecretKey=%s\"\naws_file_tmpl = \"[profile eb-cli]\\naws_access_key_id=%s\\naws_secret_access_key=%s\\naws_session_token=%s\"\n\ncredentials = boto.sts.connect_to_region('us-east-1').get_session_token()\noutput = \"%s: '%s'\\n\" % (var_access, credentials.access_key)\noutput += \"%s: '%s'\\n\" % (var_secret, credentials.secret_key)\noutput += \"%s: '%s'\\n\" % (var_session, credentials.session_token)\noutput += \"\\nExpires: %s\\n\" % credentials.expiration\noutput += \"\\nCommand for set env vars: '\"\noutput += \"export %s=%s \" % (var_access, credentials.access_key)\noutput += \"&& export %s=%s \" % (var_secret, credentials.secret_key)\noutput += \"&& export %s=%s'\\n\" % (var_session, credentials.session_token)\noutput += \"\\nCommand for set git aws.config vars: '\"\noutput += \"echo \\\"\"\noutput += file_tmpl % (credentials.access_key, credentials.secret_key)\noutput += \"\\\" > ~/.elasticbeanstalk/aws_credential_file'\\n\"\noutput += \"\\nCommand for eb cli: '\"\noutput += \"echo \\\"\"\noutput += aws_file_tmpl % (credentials.access_key, credentials.secret_key, credentials.session_token)\noutput += \"\\\" > ~/.aws/config'\\n\"\n\nprint(output)\n" } ]
19
Estafius/homework3.1
https://github.com/Estafius/homework3.1
995f385b790b9979f4192f55a445b9904d178a58
7242ad45bc3b98058f04998c182efa81583b2051
3566b9c04e05afad7f04f4c7474ca61fa711f537
refs/heads/master
2021-01-23T02:23:06.574358
2017-04-03T17:20:34
2017-04-03T17:20:34
85,988,267
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.4317573606967926, "alphanum_fraction": 0.44513827562332153, "avg_line_length": 35.36666488647461, "blob_id": "fb64dd28e9a485025a0fbb77b695ac3e9e97dbd3", "content_id": "ba7ccdc9519a9c046537347a779266f910bd3d54", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1155, "license_type": "no_license", "max_line_length": 78, "num_lines": 30, "path": "/json_read.py", "repo_name": "Estafius/homework3.1", "src_encoding": "UTF-8", "text": "import json\r\nimport collections\r\n\r\n\r\nd = collections.defaultdict(int)\r\n\r\nlist_file = ['newsafr.json', 'newscy.json', 'newsfr.json', 'newsit.json']\r\n\r\nfor file in list_file:\r\n with open(file, encoding='utf-8') as json_content:\r\n data_file = json.load(json_content)\r\n dictlist_file = []\r\n if file != 'newsit.json':\r\n for key, value in data_file.items():\r\n for c in value['channel']['item']:\r\n for i in c['description']['__cdata'].split(\" \"):\r\n if len(i) > 6:\r\n d[i] += 1\r\n else:\r\n continue\r\n else:\r\n for key, value in data_file.items():\r\n for key_under, name in value['channel'].items():\r\n for i in name:\r\n if len(i) > 6:\r\n d[i] += 1\r\n else:\r\n continue\r\ntop_10 = sorted(d.items(), key=lambda x: x[1], reverse=True)[0:10]\r\nprint('10 самых часто употребляемых слов из файла ', file, ': ', top_10, '\\n')\r\n" } ]
1
tyz910/aij-2019
https://github.com/tyz910/aij-2019
f92d8d5fd1a71554a33b2c9c8eb8e5a7fabbcf49
7d010361ee2c9b9b5a705ccd0b23c64e4799c86c
f8d5741cde64202961ce0d0b65d5203bf87545f3
refs/heads/master
2023-05-28T05:00:03.013214
2019-11-06T18:38:07
2019-11-06T18:38:07
219,064,743
1
0
null
2019-11-01T21:24:16
2020-04-07T06:16:02
2023-05-22T22:32:13
Python
[ { "alpha_fraction": 0.3849099278450012, "alphanum_fraction": 0.386753648519516, "avg_line_length": 22.94227409362793, "blob_id": "23d674134ce79fd79163fa396ed01d3ab4b9a6b3", "content_id": "9a0149d93a2ee2829a2aa76b892c1337b46cedac", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 16808, "license_type": "no_license", "max_line_length": 119, "num_lines": 589, "path": "/lib/solver/task09.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task import Task, Task09\nfrom lib.solver.base import BaseSolver\nfrom lib.util.speller import Speller\nfrom lib.util.stress import Stress\n\nfrom typing import List, Dict, Any, Optional\n\n\nclass Task09Solver(BaseSolver):\n VERIFABLE = [\n 'анал..гичн',\n 'аргум..нтиров',\n 'архит..ктурн',\n 'б..евик',\n 'б..жа',\n 'б..зирова',\n 'б..режок',\n 'б..снописец',\n 'благосл..вен',\n 'в..рона',\n 'возвр..ща',\n 'вопл..ти',\n 'впеч..тлен',\n 'вы..влен',\n 'вык..си',\n 'выст..вка',\n 'выт..чи',\n 'г..ниал',\n 'г..рделив',\n 'г..рева',\n 'г..рист',\n 'д..ревья',\n 'д..ревянн',\n 'д..ржа',\n 'д..рование',\n 'дек..ративн',\n 'др..жа',\n 'зад..ржа',\n 'зак..снел',\n 'зал..чи',\n 'зам..ря',\n 'зам..ча',\n 'зан..сённ',\n 'зап..вал',\n 'запр..си',\n 'зас..ва',\n 'зас..дание',\n 'зат..ва',\n 'зат..ну',\n 'затв..рдел',\n 'землетр..сение',\n 'изм..рительн',\n 'изм..ря',\n 'иск..са',\n 'к..робочка',\n 'к..сички',\n 'к..смонавт',\n 'к..сые',\n 'кол..бание',\n 'л..гичн',\n 'л..нейка',\n 'л..тательн',\n 'м..крица',\n 'м..лодой',\n 'м..скарад',\n 'м..скулатура',\n 'м..тинго',\n 'м..тингу',\n 'многозн..чительн',\n 'монт..жёр',\n 'мот..вирова',\n 'н..зина',\n 'наперег..нки',\n 'напр..вление',\n 'насм..ха',\n 'непозв..лительн',\n 'неприм..рим',\n 'об..рега',\n 'обн..жи',\n 'обог..щен',\n 'обр..млен',\n 'ог..рч',\n 'од..ва',\n 'од..ча',\n 'одр..хл',\n 'оз..ленен',\n 'оз..мь',\n 'озл..блен',\n 'ол..нина',\n 'оп..зда',\n 'оп..лчение',\n 'орх..дея',\n 'осв..титель',\n 'осл..плённ',\n 'отв..ри',\n 'отпл..ти',\n 'отр..вление',\n 'оч..рован',\n 'п..стух',\n 'пер..одическ',\n 'передв..жение',\n 'перекл..ка',\n 'перефр..зирова',\n 'пл..вление',\n 'пл..нительн',\n 'пл..чист',\n 'поб..ли',\n 'погл..щ',\n 'под..конник',\n 'подб..родок',\n 'подт..ну',\n 'позн..вательн',\n 'пок..ра',\n 'пок..ри',\n 'пок..сивш',\n 'пок..ти',\n 'пок..яние',\n 'пол..мичн',\n 'пол..ска',\n 'получ..сов',\n 'посв..ти',\n 'пот..рял',\n 'пот..рять',\n 'поч..ни',\n 'пр..лестн',\n 'предназн..чение',\n 'предск..зание',\n 'предст..вление',\n 'препод..ва',\n 'приб..ре',\n 'приг..рюни',\n 'приз..мли',\n 'прик..рми',\n 'прим..рение',\n 'прим..ря',\n 'прим..чат',\n 'прис..га',\n 'прис..гн',\n 'прит..жение',\n 'притв..рить',\n 'прогн..зирова',\n 'прогр..ммирова',\n 'прогр..ссивн',\n 'продв..га',\n 'прож..ва',\n 'прон..ка',\n 'просв..ща',\n 'р..брист',\n 'р..скошн',\n 'р..торика',\n 'р..торическ',\n 'разв..ва',\n 'разв..твл',\n 'развл..к',\n 'развл..чение',\n 'разг..да',\n 'разд..ли',\n 'разм..сти',\n 'разр..ди',\n 'раск..ли',\n 'раск..ло',\n 'раск..рми',\n 'раскр..и',\n 'рассвир..певш',\n 'раст..ну',\n 'рекл..мирова',\n 'рец..нзент',\n 'с..делка',\n 'с..мволика',\n 'сб..жавш',\n 'сб..рега',\n 'сбл..жение',\n 'св..сток',\n 'ск..птическ',\n 'скр..пач',\n 'см..рил',\n 'сод..ржимое',\n 'сож..ле',\n 'созд..ва',\n 'сост..за',\n 'сп..собн',\n 'ст..лиз',\n 'ст..лист',\n 'ст..лов',\n 'ст..мулир',\n 'ст..рожил',\n 'стр..жайш',\n 'сувер..нитет',\n 'т..жёл',\n 'т..инствен',\n 'т..ргов',\n 'т..рпе',\n 'тв..рож',\n 'тр..сти',\n 'треп..та',\n 'ув..дающ',\n 'ув..жение',\n 'увл..кательн',\n 'уг..са',\n 'уд..в',\n 'ук..ря',\n 'укр..ш',\n 'укр..щ',\n 'ум..ля',\n 'упл..тн',\n 'упр..вля',\n 'упр..сти',\n 'упр..щение',\n 'ур..ни',\n 'усм..ря',\n 'ут..пическ',\n 'ут..шение',\n 'ф..рмат',\n 'х..лодильник',\n 'х..мическ',\n 'хр..брец',\n 'цв..ток',\n 'ч..рти',\n 'ч..ртёж',\n 'ч..столюбие',\n 'ш..повник',\n 'шт..мпова',\n 'щ..бета',\n 'энциклоп..дич',\n ]\n\n UNVERIFABLE = [\n '..рнамент',\n 'авиак..мпания',\n 'алг..ритм',\n 'ап..лляция',\n 'апп..рат',\n 'ар..стократ',\n 'б..дон',\n 'б..лагур',\n 'б..рабан',\n 'б..рюз',\n 'б..тон',\n 'б..чёвка',\n 'бюлл..тень',\n 'в..негрет',\n 'в..нтилятор',\n 'в..ртуоз',\n 'в..траж',\n 'в..трина',\n 'в..трушка',\n 'велос..пед',\n 'вест..бюль',\n 'вет..ринар',\n 'г..мназия',\n 'г..потеза',\n 'г..ризонт',\n 'г..строном',\n 'д..агональ',\n 'д..ван',\n 'д..лег',\n 'д..летант',\n 'д..ректива',\n 'д..риж',\n 'д..скусс',\n 'д..сциплина',\n 'декл..р',\n 'дел..катес',\n 'дерм..тин',\n 'десп..т',\n 'деф..цит',\n 'доск..нальн',\n 'ижд..вен',\n 'импр..виз',\n 'инж..нер',\n 'исп..щрённ',\n 'к..бинет',\n 'к..бура',\n 'к..валерия',\n 'к..вар',\n 'к..вычки',\n 'к..лач',\n 'к..леба',\n 'к..мпан',\n 'к..мпонент',\n 'к..мфорт',\n 'к..ндидат',\n 'к..питан',\n 'к..рзина',\n 'к..русель',\n 'к..сатка',\n 'к..стюм',\n 'к..таклизм',\n 'кульм..нац',\n 'л..зур',\n 'л..ле',\n 'м..даль',\n 'м..карон',\n 'м..кет',\n 'м..кулатура',\n 'м..лин',\n 'м..рков',\n 'н..стальги',\n 'н..тюрморт',\n 'нав..ждение',\n 'об..няние',\n 'об..яние',\n 'об..ятельн',\n 'од..колон',\n 'оз..рни',\n 'ок..лдова',\n 'опп..нент',\n 'ор..гинал',\n 'ор..ентир',\n 'ор..ол',\n 'орх..дея',\n 'п..анино',\n 'п..анист',\n 'п..вильон',\n 'п..лисад',\n 'п..рила',\n 'п..ролон',\n 'п..триот',\n 'пан..рама',\n 'пар..докс',\n 'пост..мент',\n 'пр..вет',\n 'пр..зидент',\n 'прец..дент',\n 'предв..рительн',\n 'преп..рат',\n 'при..ритет',\n 'прив..лег',\n 'прид..рожн',\n 'проз..рлив',\n 'проп..ганда',\n 'прост..ра',\n 'р..гулиров',\n 'р..зультат',\n 'реж..ссёр',\n 'с..крет',\n 'с..луэт',\n 'с..рен',\n 'с..рказм',\n 'с..яние',\n 'сп..раль',\n 'ст..ллаж',\n 'ст..пендия',\n 'сув..ренитет',\n 'сув..ренн',\n 'т..бурет',\n 'т..вар',\n 'т..лант',\n 'т..ор',\n 'т..ран',\n 'т..реби',\n 'т..рпеда',\n 'т..тальн',\n 'таб..рет',\n 'темп..рамент',\n 'тр..дици',\n 'трансп..рант',\n 'ун..верситет',\n 'ур..ган',\n 'ф..культет',\n 'фил..рмония',\n 'фл..мастер',\n 'хам..леон',\n 'ц..клоп',\n 'ц..ремони',\n 'ч..шу',\n 'ш..блон',\n 'ш..девр',\n 'ш..роховат',\n 'ш..ссе',\n 'шимп..нзе',\n 'эксп..римент',\n 'экспер..мент',\n 'эл..ментарн',\n 'эп..зод',\n 'эп..демия',\n 'ярм..р',\n ]\n\n def __init__(self, speller: Optional[Speller] = None, stress: Optional[Stress] = None):\n if speller is None:\n speller = Speller()\n self.speller: Speller = speller\n\n if stress is None:\n stress = Stress()\n self.stress: Stress = stress\n\n def get_task_type(self) -> str:\n return Task.TYPE_09\n\n def solve(self, task: Task09) -> Any:\n if task.rule == Task09.RULE_CG:\n answer = []\n for i, line in enumerate(task.lines):\n if self.is_alternate_line(line):\n answer.append(str(i+1))\n\n return answer\n\n if task.rule == Task09.RULE_PG:\n answer = []\n for i, line in enumerate(task.lines):\n if self.is_verifable_line(line):\n answer.append(str(i+1))\n\n return answer\n\n if task.rule == Task09.RULE_NG:\n answer = []\n for i, line in enumerate(task.lines):\n if self.is_unverifable_line(line):\n answer.append(str(i+1))\n\n return answer\n\n return []\n\n def is_unverifable_line(self, line):\n for word in line:\n if self.is_unverifiable(word):\n continue\n\n if self.is_alternate(word):\n return False\n\n if self.is_verifiable(word):\n return False\n\n if self.is_stress(word):\n return False\n\n return True\n\n def is_verifable_line(self, line):\n for word in line:\n if self.is_verifiable(word):\n continue\n\n if self.is_alternate(word):\n return False\n\n if self.is_unverifiable(word):\n return False\n\n if self.is_stress(word):\n return False\n\n return True\n\n def is_alternate_line(self, line):\n for word in line:\n if not self.is_alternate(word):\n return False\n\n if self.is_unverifiable(word):\n return False\n\n if self.is_verifiable(word):\n return False\n\n return True\n\n def is_verifiable(self, word: str):\n for start in self.VERIFABLE:\n if word.startswith(start):\n return True\n\n return False\n\n def is_unverifiable(self, word):\n for start in self.UNVERIFABLE:\n if word.startswith(start):\n return True\n\n for char in 'аоеи':\n word_with_char = word.replace('..', char)\n if self.speller.in_dict_words(word_with_char):\n return True\n\n return False\n\n def is_stress(self, word, chars='аоеи'):\n for char in chars:\n word_with_char = word.replace('..', char)\n if self.speller.is_known(word_with_char):\n char_pos = word.find('..')\n stress_pos = self.stress.from_vocab(word_with_char)\n if stress_pos is None:\n stress_pos = self.stress.from_model(word_with_char)\n\n return stress_pos[0] == char_pos\n\n return False\n\n def is_alternate(self, word):\n if word in {\n 'р..сток', 'р..стовщик', 'выр..стковый', 'р..стов', 'р..стислав', 'отр..сль', 'ск..чок', 'соч..тание',\n 'ск..чу', 'утв..рь', 'з..ревать', 'пл..вец', 'пл..вчиха', 'пл..вцы', 'выг..рки', 'приг..рь', 'отр..слевой',\n 'р..весник', 'ур..вень', 'сл..жа', 'прокл..ная'\n }:\n return True\n\n rules = {\n 'р..с': 'о',\n 'р..щ': 'а',\n 'р..ст': 'а',\n 'ск..к': 'а',\n }\n\n for part, char in rules.items():\n if part in word:\n word_with_char = word.replace('..', char)\n if self.speller.is_known(word_with_char):\n return not self.is_stress(word, chars=char)\n\n if 'ск..ч' in word:\n for char in ['о', 'а']:\n word_with_char = word.replace('..', char)\n if self.speller.is_known(word_with_char):\n return not self.is_stress(word, chars=char)\n\n rules = {\n 'г..р': ('о', ('а',)),\n 'з..р': ('а', ('а', 'о')),\n 'кл..н': ('о', ('а', 'о')),\n 'тв..р': ('о', ('а', 'о')),\n 'пл..в': ('а', ('а', 'о')),\n }\n\n for part, chars in rules.items():\n if part in word:\n word_with_char = word.replace('..', chars[0])\n if self.speller.is_known(word_with_char):\n return not self.is_stress(word, chars=chars[0])\n\n rules = {\n 'б..р', 'бл..ст', 'д..р', 'ж..г', 'м..р', 'п..р', 'ст..л', 'т..р', 'ч..т',\n 'ч..н', 'м..н', 'ж..м', 'н..м', 'кл..н'\n }\n\n for part in rules:\n if part in word:\n after = word.split(part)[1]\n if len(after) > 0 and after[0] == 'а':\n char = 'и'\n else:\n char = 'е'\n\n word_with_char = word.replace('..', char)\n if self.speller.is_known(word_with_char):\n return not self.is_stress(word, chars=char)\n\n rules = {'к..с', 'л..г', 'л..ж'}\n\n for part in rules:\n if part in word:\n after = word.split(part)[1]\n if len(after) > 0 and after[0] == 'а':\n char = 'а'\n else:\n char = 'о'\n\n word_with_char = word.replace('..', char)\n if self.speller.is_known(word_with_char):\n return not self.is_stress(word, chars=char)\n\n if 'м..к' in word or 'м..ч':\n known = False\n for char in ['а', 'о']:\n word_with_char = word.replace('..', char)\n if self.speller.is_known(word_with_char):\n known = True\n break\n\n if known:\n if 'м..кн' in word:\n return True\n\n if 'м..кае' in word or 'м..кат' in word:\n return True\n\n if 'м..чи' in word:\n return True\n\n if 'р..вн' in word:\n return True\n\n return False\n" }, { "alpha_fraction": 0.598870038986206, "alphanum_fraction": 0.6059321761131287, "avg_line_length": 23.413793563842773, "blob_id": "3f00ac88c93dfad5a2fb651a4508e0494895d18a", "content_id": "38473556998273a97a325f8579d68ece9cf874b1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 708, "license_type": "no_license", "max_line_length": 55, "num_lines": 29, "path": "/dev/validate_submission.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import sys\nsys.path.append('.')\n\nimport json\nfrom lib.ololosh import OloloshAI\nfrom lib.task import create_tasks\nfrom lib.sberbank.utils import rus_tok\n\nai = OloloshAI()\nscores = []\n\nfor i in range(10):\n with open(f'var/data/check/test_0{i}.json') as fin:\n exam = json.load(fin)\n tasks = create_tasks(exam['tasks'])\n answers = ai.solve(tasks)\n\n score = 0\n max_score = 0\n for task in tasks:\n answer = answers[task.id]\n score += task.get_score(answer)\n max_score += task.score\n\n print(f'Score: {score} / {max_score}')\n scores.append(score)\n\ntotal_score = sum(scores) / len(scores)\nprint(f'Total score: {total_score}')\n" }, { "alpha_fraction": 0.4687010943889618, "alphanum_fraction": 0.47535210847854614, "avg_line_length": 29.428571701049805, "blob_id": "43687299ab71e9e2aec0d14b8fe86c1b8f7c60a8", "content_id": "48b69391db17b5dfda4c35f406e3e557e55425c2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2852, "license_type": "no_license", "max_line_length": 114, "num_lines": 84, "path": "/lib/task/task02.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task.base import Task, TextTask\nfrom typing import Dict, List, Optional\n\n\nclass Task02(TextTask):\n WORD_TYPES = {\n 'союзное слово': 0,\n 'подчинительный союз': 1,\n 'сочинительный союз': 2,\n 'местоимение': 3,\n 'частицу': 4,\n 'наречие': 5,\n 'unknown': 6,\n }\n\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_02\n\n self.candidates = []\n\n match = re.search(r'Какое из приведённых [^?]+\\?([^(]+)\\(', self.text)\n if match is not None:\n line = match.group(1).replace('Выпишите это слово', '').strip()\n line = re.sub(r'[^-А-Яа-яЁё ]', '', line)\n self.candidates = re.findall(r'[А-ЯЁ][-а-яё ]+', line)\n\n self.word_type: str = self.__get_word_type(self.text)\n self.missed_text: str = ''\n\n lines = self.get_numbered_lines()\n missed_idx = -1\n\n for i, line in enumerate(lines):\n if '<...>' in line:\n missed_idx = i\n lines[i] = line.replace('<...>', '[MASK]')\n break\n\n if '<…>' in line:\n missed_idx = i\n lines[i] = line.replace('<…>', '[MASK]')\n break\n\n if missed_idx == -1:\n for i, line in enumerate(lines):\n if '...' in line and not line.endswith('...'):\n missed_idx = i\n lines[i] = line.replace('...', '[MASK]')\n break\n\n if '…' in line and not line.endswith('…'):\n missed_idx = i\n lines[i] = line.replace('…', '[MASK]')\n break\n\n if missed_idx != -1:\n if missed_idx > 0:\n self.missed_text = ' '.join(['[CLS]', lines[missed_idx - 1], '[SEP]', lines[missed_idx], '[SEP]'])\n else:\n self.missed_text = ' '.join(['[CLS]', lines[missed_idx], '[SEP]'])\n\n @staticmethod\n def __get_word_type(text: str) -> str:\n if 'союзное слово' in text or 'относительное местоимение' in text:\n return 'союзное слово'\n\n if 'подчинительный' in text and 'союз' in text:\n return 'подчинительный союз'\n\n if 'сочинительный' in text and 'союз' in text:\n return 'сочинительный союз'\n\n if 'местоимение' in text:\n return 'местоимение'\n\n if 'частицу' in text:\n return 'частицу'\n\n if 'наречие' in text:\n return 'наречие'\n\n return 'unknown'\n" }, { "alpha_fraction": 0.5439985990524292, "alphanum_fraction": 0.5512312650680542, "avg_line_length": 33.57143020629883, "blob_id": "e989253b2aa815d9b4df3a75b8baa78c0a24fead", "content_id": "3ebac5f913ce7860db2571740415768dd954f829", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5821, "license_type": "no_license", "max_line_length": 136, "num_lines": 168, "path": "/lib/sberbank/solvers/solver5.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from ufal.udpipe import Model, Pipeline\nfrom difflib import get_close_matches\nfrom string import punctuation\nimport pickle\nimport pymorphy2\nimport re\nimport random\nfrom lib.sberbank.utils import sber_path, sber_encode, sber_decode\n\n\nclass Solver(object):\n\n def __init__(self, seed=42):\n\n self.morph = pymorphy2.MorphAnalyzer()\n self.model = Model.load(sber_encode(sber_path('/var/sberbank/udpipe_syntagrus.model')))\n self.process_pipeline = Pipeline(self.model, sber_encode('tokenize'), Pipeline.DEFAULT, Pipeline.DEFAULT, sber_encode('conllu'))\n self.seed = seed\n self.init_seed()\n self.paronyms = self.get_paronyms()\n self.freq_bigrams = self.open_freq_grams()\n\n def init_seed(self):\n return random.seed(self.seed)\n\n def open_freq_grams(selfself):\n with open(sber_path('/var/sberbank/bigrams_lemmas.pickle'), 'rb') as inputfile:\n counts = pickle.load(inputfile)\n return counts\n\n def get_paronyms(self):\n paronyms = []\n with open(sber_path('/var/sberbank/paronyms.csv'), 'r', encoding='utf-8') as in_file:\n for line in in_file.readlines():\n pair = line.strip(punctuation).split('\\t')\n paronyms.append(pair)\n return paronyms\n\n def lemmatize(self, token):\n token_all = self.morph.parse(token.lower().rstrip('.,/;!:?'))[0]\n lemma = token_all.normal_form\n return lemma\n\n def find_closest_paronym(self, par):\n paronyms = set()\n for par1, par2 in self.paronyms:\n paronyms.add(par1)\n paronyms.add(par2)\n try:\n closest = get_close_matches(par, list(paronyms))[0]\n except IndexError:\n closest = None\n return closest\n\n def check_pair(self, token_norm):\n paronym = None\n for p1, p2 in self.paronyms:\n if token_norm == p1:\n paronym = p2\n break\n if token_norm == p2:\n paronym = p1\n break\n return paronym\n\n def find_paronyms(self, token):\n token_all = self.morph.parse(token.lower().rstrip('.,/;!:?'))[0]\n token_norm = token_all.normal_form\n paronym = self.check_pair(token_norm)\n\n if paronym is None:\n paronym_close = self.find_closest_paronym(token_norm)\n paronym = self.check_pair(paronym_close)\n\n if paronym is not None:\n paronym_parse = self.morph.parse(paronym)[0]\n try:\n str_grammar = str(token_all.tag).split()[1]\n except IndexError:\n str_grammar = str(token_all.tag)\n\n gr = set(str_grammar.replace(\"Qual \", \"\").replace(' ',',').split(','))\n try:\n final_paronym = paronym_parse.inflect(gr).word\n except AttributeError:\n final_paronym = paronym\n else:\n final_paronym = ''\n return final_paronym\n\n def syntax_parse(self, some_text, token):\n processed = self.process_pipeline.process(sber_encode(some_text.lower()))\n content = [l for l in sber_decode(processed).split('\\n') if not l.startswith('#')]\n tagged = [w.split('\\t') for w in content if w]\n\n linked_word = ''\n for analysis in tagged:\n if analysis[1] == token:\n head = analysis[6]\n if head == '0':\n root_id = analysis[0]\n for analysis in tagged:\n if analysis[6] == root_id:\n linked_word = analysis[1]\n break\n else:\n for analysis in tagged:\n if analysis[0] == head:\n linked_word = analysis[1]\n break\n return linked_word\n\n def check_frequencies(self, sentences):\n examples = []\n for token, second_tok, line in sentences:\n token = token.lower().rstrip('.,;:!?')\n token_lemma = self.lemmatize(token)\n second_lemma = self.lemmatize(second_tok)\n\n collocation_word = self.syntax_parse(line, token)\n collocation_lemma = self.lemmatize(collocation_word)\n\n first = (collocation_lemma, token_lemma)\n second = (collocation_lemma, second_lemma)\n\n freq1 = self.freq_bigrams[first]\n freq2 = self.freq_bigrams[second]\n\n first = (token_lemma, collocation_lemma)\n second = (second_lemma, collocation_lemma)\n freq3 = self.freq_bigrams[first]\n freq4 = self.freq_bigrams[second]\n\n freq_first = freq1 + freq3\n freq_second = freq2 + freq4\n\n if freq_second > freq_first:\n return second_tok\n if freq_first == freq_second:\n examples.append((0, freq_first, freq_second, token, second_tok))\n\n good_paronym = ''\n if examples:\n good_paronym = examples[0][4]\n return good_paronym\n\n def predict(self, task):\n return self.predict_from_model(task)\n\n def fit(self, tasks):\n pass\n \n def load(self, path=\"data/models/solver5.pkl\"):\n pass\n\n def save(self, path=\"data/models/solver5.pkl\"):\n pass\n\n def predict_from_model(self, task):\n description = task[\"text\"].replace('НЕВЕРНО ', \"неверно \")\n sents = []\n for line in description.split(\"\\n\"):\n for token in line.split():\n if token.isupper() and len(token) > 2: # get CAPS paronyms\n second_pair = self.find_paronyms(token)\n sents.append((token, second_pair, line))\n result = self.check_frequencies(sents)\n return result.strip(punctuation+'\\n')" }, { "alpha_fraction": 0.4967924654483795, "alphanum_fraction": 0.5062264204025269, "avg_line_length": 29.45977020263672, "blob_id": "8681bd67199e37c41be0b7945519aba7a5004855", "content_id": "9e64887f9089c80ac0a0571e15e66425e455f121", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5300, "license_type": "no_license", "max_line_length": 163, "num_lines": 174, "path": "/lib/util/esse.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import os\nimport re\nimport glob\nimport unicodedata\nimport faiss\nimport numpy as np\nfrom lib.util.sentence_encoder import SentenceEncoder\nfrom typing import List, Dict, Optional\n\n\nclass Esse:\n def __init__(self, data: Dict[str, str]):\n self.id: str = ''\n self.title: str = ''\n self.text: str = ''\n self.problem: str = ''\n self.conclusion: str = ''\n self.position1: str = ''\n self.position2: str = ''\n self.reference: str = ''\n self.examples: List[str] = []\n\n if 'id' in data:\n self.id = data['id']\n\n if 'title' in data:\n self.title = data['title']\n\n if 'text' in data:\n self.text = data['text']\n\n if 'problem' in data:\n self.problem = data['problem']\n\n if 'conclusion' in data:\n self.conclusion = data['conclusion']\n\n if 'position1' in data:\n self.position1 = data['position1']\n\n if 'position2' in data:\n self.position2 = data['position2']\n\n if 'reference' in data:\n self.reference = data['reference']\n\n if 'example1' in data:\n self.examples.append(data['example1'])\n\n if 'example2' in data:\n self.examples.append(data['example2'])\n\n if 'example3' in data:\n self.examples.append(data['example3'])\n\n def get_index_text(self) -> str:\n if self.text != '':\n return ''\n return self.text\n else:\n # if self.problem == '' or (self.position1 == '' and self.position2 == '' and self.conclusion == ''):\n # return ''\n\n text = ' '.join([\n self.problem,\n self.conclusion,\n self.position1,\n self.position2,\n self.reference,\n ])\n\n text = text.replace('\\n', ' ')\n text = re.sub(r'[\\s]+', ' ', text).strip()\n\n return text\n\n def __repr__(self) -> str:\n return {\n 'id': self.id,\n 'title': self.title,\n 'problem': self.problem,\n 'position1': self.position1,\n 'position2': self.position2,\n 'conclusion': self.conclusion,\n 'examples': self.examples,\n }.__repr__()\n\n\nclass EsseLoader:\n def __init__(self, sentence_encoder: Optional[SentenceEncoder] = None):\n self.esses: List[Esse] = []\n self.__load_esses()\n\n if sentence_encoder is None:\n sentence_encoder = SentenceEncoder()\n self.sentence_encoder: SentenceEncoder = sentence_encoder\n\n self.index: faiss.IndexFlatIP = faiss.IndexFlatIP(512)\n self.__load_index()\n\n def make_esse(self, text: str) -> Esse:\n esse = Esse({})\n positions = []\n examples = []\n\n for e in self.search(text):\n if e.problem != '' and esse.problem == '':\n esse.problem = e.problem\n\n if e.conclusion != '' and esse.conclusion == '':\n esse.conclusion = e.conclusion\n\n if e.position1 != '':\n positions.append(e.position1)\n\n if e.position2 != '':\n positions.append(e.position2)\n\n examples += e.examples\n\n if len(positions) > 1:\n esse.position1 = positions[0]\n\n if len(positions) > 2:\n esse.position2 = positions[1]\n\n esse.examples = examples[:2]\n\n return esse\n\n def search(self, text: str, top_n: int = 3) -> List[Esse]:\n text_emb = self.sentence_encoder.encode([text])\n score, idx = self.index.search(text_emb, top_n)\n return [self.esses[i] for i in idx[0]]\n\n def update_index(self):\n path = os.path.abspath(os.path.dirname(__file__) + '/../../var/model/esse/embeddings.npy')\n embeddings = self.sentence_encoder.encode([esse.get_index_text() for esse in self.esses])\n np.save(path, embeddings)\n\n self.index = faiss.IndexFlatIP(512)\n self.index.add(embeddings)\n\n def __load_esses(self):\n path = os.path.abspath(os.path.dirname(__file__) + '/../../var/data/esse')\n for filepath in sorted(glob.glob(f\"{path}/*.txt\")):\n with open(filepath) as f:\n esse_tpl = {}\n block = None\n\n for part in re.split(r'\\[([a-z0-9]{4,})\\]', f.read()):\n part = unicodedata.normalize(\"NFKD\", part).strip()\n if part != '':\n if part in ['title', 'text', 'problem', 'conclusion', 'position1', 'position2', 'example1', 'example2', 'example3', 'reference', 'ignore']:\n block = part\n else:\n esse_tpl[block] = part\n\n if 'ignore' in esse_tpl:\n continue\n\n esse_tpl['id'] = filepath.split('/')[-1]\n\n esse = Esse(esse_tpl)\n if esse.get_index_text() != '':\n self.esses.append(esse)\n\n def __load_index(self):\n path = os.path.abspath(os.path.dirname(__file__) + '/../../var/model/esse/embeddings.npy')\n if os.path.isfile(path):\n embeddings = np.load(path)\n self.index.add(embeddings)\n else:\n self.update_index()\n" }, { "alpha_fraction": 0.6181267499923706, "alphanum_fraction": 0.6516775488853455, "avg_line_length": 30.328466415405273, "blob_id": "276b7555bc88eb13791c8513b3fa8065e3bd2e35", "content_id": "ae771469f010f8bac14ab9eeb6bbea8c01ce7bfd", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5159, "license_type": "no_license", "max_line_length": 122, "num_lines": 137, "path": "/lib/task/__init__.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task.base import Task, TextTask, ChoiceTask, MultipleChoiceTask, MatchingTask\nfrom lib.task.task01 import Task01\nfrom lib.task.task02 import Task02\nfrom lib.task.task03 import Task03\nfrom lib.task.task04 import Task04\nfrom lib.task.task05 import Task05\nfrom lib.task.task06 import Task06\nfrom lib.task.task07 import Task07\nfrom lib.task.task08 import Task08\nfrom lib.task.task09 import Task09\nfrom lib.task.task10 import Task10, Task10Text, Task10MultipleChoice\nfrom lib.task.task13 import Task13\nfrom lib.task.task14 import Task14\nfrom lib.task.task15 import Task15\nfrom lib.task.task16 import Task16\nfrom lib.task.task17 import Task17\nfrom lib.task.task21 import Task21\nfrom lib.task.task22 import Task22\nfrom lib.task.task23 import Task23\nfrom lib.task.task24 import Task24\nfrom lib.task.task25 import Task25\nfrom lib.task.task26 import Task26\nfrom lib.task.task27 import Task27\nfrom typing import Dict, List\n\n\ndef create_task(data: Dict) -> Task:\n task = Task(data)\n text = task.text.lower()\n text = ' '.join(text.split())\n\n if task.question['type'] == 'text':\n if 'напишите сочинение' in text:\n return Task27(data)\n\n if 'допущена ошибка в постановке ударения' in text:\n return Task04(data)\n\n if 'неверно употреблено' in text:\n return Task05(data)\n\n if 'исправьте лексическую ошибку' in text:\n return Task06(data)\n\n if 'ошибка в образовании формы слова' in text:\n return Task07(data)\n\n if 'пропущена одна и та же буква' in text or 'на месте пропуска пишется' in text:\n return Task10Text(data)\n\n if 'словом пишется слитно' in text:\n return Task13(data)\n\n if 'слова пишутся слитно' in text:\n return Task14(data)\n\n if 'выпишите' in text and 'из предложени' in text:\n return Task24(data)\n\n if 'самостоятельно подберите' in text or 'на месте пропуска' in text:\n return Task02(data)\n\n return TextTask(data)\n\n if task.question['type'] == 'choice':\n if 'значения слова' in text and 'предложении текста' in text:\n return Task03(data)\n\n return ChoiceTask(data)\n\n if task.question['type'] == 'multiple_choice':\n if 'в соответствии с одним и тем же правилом пунктуации' in text:\n return Task21(data)\n\n if 'соответствуют содержанию текста' in text or 'соответствует содержанию текста' in text:\n return Task22(data)\n\n if 'противоречат содержанию текста' in text:\n return Task22(data)\n\n if 'утверждений являются верными' in text or 'утверждений являются ошибочными' in text:\n return Task23(data)\n\n if 'реди предложений' in text and 'найдите' in text:\n return Task25(data)\n\n if 'пишется н.' in text or 'пишется нн.' in text or 'пишется одна буква н' in text:\n return Task15(data)\n\n if 'расставьте' in text and 'знаки препинания' in text:\n if 'укажите предложение' in text or 'укажите два предложения' in text or 'укажите номера предложений' in text:\n return Task16(data)\n\n if 'запятая' in text or 'запятые' in text:\n return Task17(data)\n\n if 'передана главная информация' in text:\n return Task01(data)\n\n if 'пропущена одна и та же буква' in text or 'на месте пропуска пишется' in text:\n return Task10MultipleChoice(data)\n\n if 'пропущена' in text and 'гласная корня' in text:\n return Task09(data)\n\n return MultipleChoiceTask(data)\n\n if task.question['type'] == 'matching':\n if 'соответствие между грамматическими ошибками' in text:\n return Task08(data)\n\n if 'соответствие между грамматической ошибкой' in text:\n return Task08(data)\n\n if 'допущенными в них грамматическими ошибками' in text:\n return Task08(data)\n\n if 'прочитайте фрагмент рецензии' in text:\n return Task26(data)\n\n return MatchingTask(data)\n\n return task\n\n\ndef create_tasks(data: List[Dict]) -> List[Task]:\n tasks = []\n\n for d in data:\n try:\n task = create_task(d)\n except Exception:\n task = Task(d)\n\n tasks.append(task)\n\n return tasks\n" }, { "alpha_fraction": 0.6328600645065308, "alphanum_fraction": 0.6430020332336426, "avg_line_length": 29.8125, "blob_id": "b1f3a50008df48390da96848f0d3d0454733f851", "content_id": "2e91ff09f0005cec122a44bb57f5bc906183670f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 986, "license_type": "no_license", "max_line_length": 104, "num_lines": 32, "path": "/lib/solver/task03.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import numpy as np\nfrom lib.task import Task, Task03\nfrom lib.solver.base import BaseSolver\nfrom lib.util.bert import Bert\nfrom lib.util.sentence_encoder import SentenceEncoder\n\nfrom typing import Optional, Any\n\n\nclass Task03Solver(BaseSolver):\n def __init__(self, bert: Optional[Bert] = None, sentence_encoder: Optional[SentenceEncoder] = None):\n if bert is None:\n bert = Bert()\n self.bert: Bert = bert\n\n if sentence_encoder is None:\n sentence_encoder = SentenceEncoder()\n self.sentence_encoder: SentenceEncoder = sentence_encoder\n\n def get_task_type(self) -> str:\n return Task.TYPE_03\n\n def solve(self, task: Task03) -> Any:\n text = task.lines[task.line_num]\n\n sims = []\n for i, choice in enumerate(task.choices):\n sim = self.sentence_encoder.get_similarity(choice['text'], text)[0]\n sims.append(sim)\n\n max_idx = int(np.argmax(sims))\n return [str(max_idx + 1)]\n" }, { "alpha_fraction": 0.628664493560791, "alphanum_fraction": 0.6547231078147888, "avg_line_length": 20.928571701049805, "blob_id": "d83b447c269f0bccec6cf174a9b1f90c3418d68a", "content_id": "a4dc4116de1818548672474f35b7ecb7e5b9c6f2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 307, "license_type": "no_license", "max_line_length": 41, "num_lines": 14, "path": "/lib/solver/task24.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task import Task, Task24\nfrom lib.solver.base import BaseSolver\nfrom typing import List, Dict, Any\n\n\nclass Task24Solver(BaseSolver):\n def __init__(self):\n pass\n\n def get_task_type(self) -> str:\n return Task.TYPE_24\n\n def solve(self, task: Task24) -> Any:\n return None\n" }, { "alpha_fraction": 0.5736553072929382, "alphanum_fraction": 0.5815587043762207, "avg_line_length": 45.02020263671875, "blob_id": "bf707791ebca5c10507335119d6762e036613d12", "content_id": "62bafe4815f343b0fd555381ff6a71034be6b2d1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4577, "license_type": "no_license", "max_line_length": 107, "num_lines": 99, "path": "/lib/sberbank/solvers/solver15.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nimport random\nimport pickle\nfrom fuzzywuzzy import fuzz\nfrom string import punctuation\nfrom operator import itemgetter\nfrom lib.sberbank.solvers.utils import BertEmbedder\nfrom sklearn.metrics.pairwise import cosine_similarity\n\n\nclass Solver(BertEmbedder):\n\n def __init__(self, seed=42):\n super(Solver, self).__init__()\n self.seed = seed\n self.init_seed()\n self.representatives = {\"n\": {}, \"nn\": {}}\n\n def init_seed(self):\n return random.seed(self.seed)\n\n def get_target(self, task):\n solution = task[\"solution\"][\"correct_variants\"][0] if \"correct_variants\" in task[\"solution\"] else \\\n task[\"solution\"][\"correct\"]\n return solution\n\n def process_task(self, task):\n text = task[\"text\"].replace(\"?\", \".\").replace(\"\\xa0\", \"\")\n placeholders = [choice[\"placeholder\"] for choice in task[\"question\"][\"choices\"]]\n words = [re.sub(\"[^а-яё]+\", \"0\", word.strip(punctuation)) for word in text.split() if \")\" in word\n and any([n in word for n in placeholders])]\n n_number = text.split(\".\")[0].split()[-1].lower()\n return text, words, n_number\n\n def get_representatives(self, word, representatives, threshold=70):\n representatives = [rep for rep in representatives if fuzz.ratio(word, rep) >= threshold]\n return representatives\n\n def get_similarity(self, x, representatives):\n y = [self.representatives[\"n\"][rep] if rep in self.representatives[\"n\"]\n else self.representatives[\"nn\"][rep] for rep in representatives]\n similarity = max([cosine_similarity(x, y_.reshape(1, -1))[0][0] for y_ in y])\n return similarity\n \n def parse_representatives(self, task):\n text, words, n_number = self.process_task(task)\n solution = self.get_target(task)\n if len(n_number) == 1:\n n_words = [re.sub(\"[^а-яё]+\", \"н\", word.strip(punctuation)) for word in text.split()\n if any([d in word for d in solution]) and \")\" in word]\n for word in n_words:\n if word not in self.representatives[\"n\"]:\n self.representatives[\"n\"][word] = self.token_embedding([word])\n for word in words:\n n_replacement = word.replace(\"0\", \"н\")\n nn_replacement = word.replace(\"0\", \"нн\")\n if n_replacement not in n_words and nn_replacement not in self.representatives[\"nn\"]:\n self.representatives[\"nn\"][nn_replacement] = self.token_embedding([nn_replacement])\n elif len(n_number) == 2:\n nn_words = [re.sub(\"[^а-яё]+\", \"нн\", word.strip(punctuation)) for word in text.split()\n if any([d in word for d in solution]) and \")\" in word]\n for word in nn_words:\n if word not in self.representatives[\"nn\"]:\n self.representatives[\"nn\"][word] = self.token_embedding([word]) \n for word in words:\n n_replacement = word.replace(\"0\", \"н\")\n nn_replacement = word.replace(\"0\", \"нн\")\n if nn_replacement not in nn_words and n_replacement not in self.representatives[\"n\"]:\n self.representatives[\"n\"][n_replacement] = self.token_embedding([n_replacement])\n\n def fit(self, tasks):\n for task in tasks:\n self.parse_representatives(task)\n \n def save(self, path=\"data/models/solver15.pkl\"):\n with open(path, \"wb\") as f:\n pickle.dump(self.representatives, f)\n \n def load(self, path=\"data/models/solver15.pkl\"):\n with open(path, \"rb\") as f:\n self.representatives = pickle.load(f)\n\n def predict_from_model(self, task):\n prediction = []\n text, words, n_number = self.process_task(task)\n for i, word in enumerate([word.replace(\"0\", \"н\") for word in words]):\n representatives = {}\n x = self.token_embedding([word]).reshape(1, -1)\n c1 = self.get_representatives(word, self.representatives[\"n\"])\n c2 = self.get_representatives(word, self.representatives[\"nn\"])\n if c1:\n representatives[\"н\"] = self.get_similarity(x, c1)\n if c2:\n representatives[\"нн\"] = self.get_similarity(x, c2)\n if representatives:\n answer = max(representatives.items(), key=itemgetter(1))[0]\n if answer == n_number:\n prediction.append(str(i + 1))\n return sorted(prediction) if prediction else [\"1\"]" }, { "alpha_fraction": 0.5743772387504578, "alphanum_fraction": 0.5871886014938354, "avg_line_length": 28.893617630004883, "blob_id": "a73dd7254fbe3d6a92204110be7f3f8171492a17", "content_id": "40d9672df89e76c570f0493c78885f7e4925b17c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1405, "license_type": "no_license", "max_line_length": 108, "num_lines": 47, "path": "/lib/solver/task13.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import numpy as np\nfrom lib.task import Task, Task13\nfrom lib.solver.base import BaseSolver\nfrom lib.util.bert import Bert\nfrom lib.util.speller import Speller\n\nfrom typing import Any, Optional\n\n\nclass Task13Solver(BaseSolver):\n def __init__(self, bert: Optional[Bert] = None, speller: Optional[Speller] = None):\n if bert is None:\n bert = Bert()\n self.bert: Bert = bert\n\n if speller is None:\n speller = Speller()\n self.speller: Speller = speller\n\n def get_task_type(self) -> str:\n return Task.TYPE_13\n\n def solve(self, task: Task13) -> Any:\n lines = []\n line_words = []\n\n for line, words in zip(task.lines, task.words):\n is_known_spelled = self.speller.is_known(words[0])\n is_known_separated = self.speller.is_known(words[1].split(' ')[1])\n\n if is_known_spelled and not is_known_separated:\n return words[0]\n\n if is_known_separated and not is_known_spelled:\n continue\n\n lines.append(line)\n line_words.append(words)\n\n scores = []\n for line, words in zip(lines, line_words):\n scores.append(self.bert.get_replace_proba(line.replace('[MASK]', words[0]), words[0], words[1]))\n\n if scores:\n return line_words[int(np.argmin(scores))][0]\n else:\n return task.words[0][0]\n" }, { "alpha_fraction": 0.5807228684425354, "alphanum_fraction": 0.5903614163398743, "avg_line_length": 26.66666603088379, "blob_id": "a2035ac517294de927af147ced4dd66e9353cae5", "content_id": "6c220839dec2bca8c5e00300e4f8ca07ae13cc4a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 457, "license_type": "no_license", "max_line_length": 57, "num_lines": 15, "path": "/lib/task/task26.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task.base import Task, MatchingTask\nfrom typing import Dict\n\n\nclass Task26(MatchingTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_26\n\n lines = self.get_numbered_lines(blacklist=[\n 'Прочитайте фрагмент рецензии',\n 'Прочитайте текст',\n '.«',\n ])\n question_text = self.remove_numbered_lines(lines)\n" }, { "alpha_fraction": 0.5953620672225952, "alphanum_fraction": 0.601514458656311, "avg_line_length": 32.015625, "blob_id": "dceee0b7000f865da6af3d24e5957a27b45f2802", "content_id": "cd601ad1c6826b2d3b685f8742cd04f708c611ad", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2113, "license_type": "no_license", "max_line_length": 89, "num_lines": 64, "path": "/lib/solver/base.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import os\nimport pickle\nimport numpy as np\nfrom lib.task.base import Task\nfrom typing import List, Tuple, Any\nfrom sklearn.model_selection import train_test_split, KFold\n\n\nclass BaseSolver:\n def get_task_type(self) -> str:\n raise NotImplementedError(\"Task type not specified\")\n\n def solve(self, task: Task) -> Any:\n raise NotImplementedError(\"Solve method not implemented\")\n\n def train(self, tasks: List[Task], save: bool = True):\n pass\n\n def validate(self, tasks: List[Task]) -> Tuple[float, float]:\n score = 0.0\n max_score = 0.0\n\n for task in tasks:\n answer = self.solve(task)\n score += task.get_score(answer)\n max_score += task.score\n\n return score, max_score\n\n def cross_validate(self, tasks: List[Task], n_splits=3) -> Tuple[float, float]:\n tasks = np.array(tasks)\n total_score = 0\n total_max_score = 0\n\n kf = KFold(n_splits=n_splits, random_state=42, shuffle=True)\n for train_idx, test_idx in kf.split(tasks):\n self.train(list(tasks[train_idx]), save=False)\n score, max_score = self.validate(list(tasks[test_idx]))\n total_score += score\n total_max_score += max_score\n\n return total_score, total_max_score\n\n def train_and_validate(self, tasks: List[Task]) -> Tuple[float, float]:\n tasks_train, tasks_test = train_test_split(tasks, test_size=0.1, random_state=42)\n self.train(tasks_train, save=False)\n return self.validate(tasks_test)\n\n def save_pkl(self, name: str, model):\n model_file = self.__get_pkl_path(name)\n with open(model_file, 'wb') as f:\n pickle.dump(model, f)\n\n def load_pkl(self, name: str):\n model_file = self.__get_pkl_path(name)\n if os.path.isfile(model_file):\n with open(model_file, 'rb') as f:\n return pickle.load(f)\n\n return None\n\n def __get_pkl_path(self, name: str) -> str:\n pkl_dir = os.path.abspath(os.path.dirname(__file__) + '/../../var/model/pkl')\n return f'{pkl_dir}/{name}.pkl'\n" }, { "alpha_fraction": 0.5411714911460876, "alphanum_fraction": 0.5462648272514343, "avg_line_length": 32.18309783935547, "blob_id": "4de439589b0d22a5985f55e6e2a470f9970804dd", "content_id": "c89c37eba5eb56a609705e21cccaa30c356c46a1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2362, "license_type": "no_license", "max_line_length": 101, "num_lines": 71, "path": "/lib/solver/task15.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task import Task, Task15\nfrom lib.solver.base import BaseSolver\nfrom lib.util.bert import Bert\nfrom lib.util.speller import Speller\n\nfrom typing import List, Optional\n\n\nclass Task15Solver(BaseSolver):\n INVERSE_CHARS = {\n 'н': 'нн',\n 'нн': 'н',\n }\n\n def __init__(self, bert: Optional[Bert] = None, speller: Optional[Speller] = None):\n if bert is None:\n bert = Bert()\n self.bert: Bert = bert\n\n if speller is None:\n speller = Speller()\n self.speller: Speller = speller\n\n def get_task_type(self) -> str:\n return Task.TYPE_15\n\n def solve(self, task: Task15) -> List[str]:\n answer = []\n chars = []\n unknown = []\n tokens = task.tokens[:]\n\n inverse_char = self.INVERSE_CHARS[task.char]\n\n for i, pos in enumerate(task.positions):\n word = tokens[pos]\n word_with_char = word.replace('__', task.char)\n word_with_inverse_char = word.replace('__', inverse_char)\n\n known_with_char = self.speller.is_known(word_with_char)\n known_with_inverse_char = self.speller.is_known(word_with_inverse_char)\n\n if known_with_char and not known_with_inverse_char:\n chars.append(task.char)\n answer.append(str(i + 1))\n tokens[pos] = tokens[pos].replace('__', task.char)\n elif known_with_inverse_char and not known_with_char:\n chars.append(inverse_char)\n tokens[pos] = tokens[pos].replace('__', inverse_char)\n else:\n unknown.append((str(i + 1), pos))\n\n for a, pos in unknown:\n word = tokens[pos]\n word_with_char = word.replace('__', task.char)\n word_with_inverse_char = word.replace('__', inverse_char)\n\n tokens[pos] = word_with_char\n text = ' '.join(tokens).replace('__', task.char)\n for line in task.split_lines(text):\n if word_with_char in line:\n text = line\n break\n\n replace_proba = self.bert.get_replace_proba(text, word_with_char, word_with_inverse_char)\n if replace_proba < 1.0:\n answer.append(a)\n else:\n tokens[pos] = word_with_inverse_char\n\n return list(sorted(answer))\n" }, { "alpha_fraction": 0.49040767550468445, "alphanum_fraction": 0.5059952139854431, "avg_line_length": 31.076923370361328, "blob_id": "a38d27d401b73ddf0717847daffd439c750c8bd3", "content_id": "870cfb4823eb6f838cb345d8aa2e44977d7ebb03", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 857, "license_type": "no_license", "max_line_length": 79, "num_lines": 26, "path": "/lib/task/task13.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task.base import Task, TextTask\n\nfrom typing import Dict, List, Tuple\n\n\nclass Task13(TextTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_13\n\n self.words: List[Tuple[str, str]] = []\n self.lines: List[str] = []\n\n for line in self.split_lines():\n if 'пишется слитно' in line:\n continue\n\n if '(не)' in line.lower() or '(ни)' in line.lower():\n match = re.search(r'\\((Н[ЕИ])\\)([А-ЯЁ]+)', line, re.IGNORECASE)\n if match:\n self.lines.append(line.replace(match.group(0), '[MASK]'))\n\n part1 = match.group(1).lower()\n part2 = match.group(2).lower()\n self.words.append((part1 + part2, part1 + ' ' + part2))\n" }, { "alpha_fraction": 0.628664493560791, "alphanum_fraction": 0.6547231078147888, "avg_line_length": 20.928571701049805, "blob_id": "753e84400854651b4f61343551672441697c5258", "content_id": "139d2540477d4a09eeb68e85122260f2b20c6e85", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 307, "license_type": "no_license", "max_line_length": 41, "num_lines": 14, "path": "/lib/solver/task23.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task import Task, Task23\nfrom lib.solver.base import BaseSolver\nfrom typing import List, Dict, Any\n\n\nclass Task23Solver(BaseSolver):\n def __init__(self):\n pass\n\n def get_task_type(self) -> str:\n return Task.TYPE_23\n\n def solve(self, task: Task23) -> Any:\n return None\n" }, { "alpha_fraction": 0.5997069478034973, "alphanum_fraction": 0.6030371785163879, "avg_line_length": 30.27916717529297, "blob_id": "625264df0f6ff0018ccae873dab04e730227cbeb", "content_id": "95737501e9ce829671073f6c731c77eb9abbe26b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7507, "license_type": "no_license", "max_line_length": 115, "num_lines": 240, "path": "/lib/sberbank/solvers/utils.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import os\nimport random\nfrom functools import wraps\nfrom abc import ABC, abstractmethod\nimport pickle\n\nimport torch\nimport ufal.udpipe\nfrom pytorch_pretrained_bert import BertModel, BertTokenizer, BertConfig\nfrom lib.sberbank.utils import sber_path\n\nwdir = os.path.dirname(os.path.abspath(__file__))\n\n\ndef singleton(cls):\n instance = None\n\n @wraps(cls)\n def inner(*args, **kwargs):\n nonlocal instance\n if instance is None:\n instance = cls(*args, **kwargs)\n return instance\n\n return inner\n\n\nclass AbstractSolver(ABC):\n def __init__(self, seed=42):\n self.seed = seed\n self._init_seed()\n\n def _init_seed(self):\n random.seed(self.seed)\n\n def fit(self, tasks):\n pass\n\n @classmethod\n def load(cls, path):\n with open(path, \"rb\") as f:\n temp = pickle.load(f)\n assert isinstance(temp, cls)\n return temp\n\n def save(self, path):\n with open(path, \"wb\") as f:\n pickle.dump(self, f, protocol=pickle.HIGHEST_PROTOCOL)\n\n @abstractmethod\n def predict_from_model(self, task):\n pass\n\n\nclass BertEmbedder(object):\n \"\"\"\n Embedding Wrapper on Bert Multilingual Cased\n \"\"\"\n\n def __init__(self):\n self.model_file = sber_path('/var/sberbank/bert-base-multilingual-cased.tar.gz')\n self.vocab_file = sber_path('/var/sberbank/bert-base-multilingual-cased-vocab.txt')\n self.model = self.bert_model()\n self.tokenizer = self.bert_tokenizer()\n self.embedding_matrix = self.get_bert_embed_matrix()\n\n @singleton\n def bert_model(self):\n model = BertModel.from_pretrained(self.model_file).eval()\n return model\n\n @singleton\n def bert_tokenizer(self):\n tokenizer = BertTokenizer.from_pretrained(self.vocab_file, do_lower_case=False)\n return tokenizer\n\n @singleton\n def get_bert_embed_matrix(self):\n bert_embeddings = list(self.model.children())[0]\n bert_word_embeddings = list(bert_embeddings.children())[0]\n matrix = bert_word_embeddings.weight.data.numpy()\n return matrix\n\n def sentence_embedding(self, text_list):\n embeddings = []\n for text in text_list:\n token_list = self.tokenizer.tokenize(\"[CLS] \" + text + \" [SEP]\")\n segments_ids, indexed_tokens = [1] * len(token_list), self.tokenizer.convert_tokens_to_ids(token_list)\n segments_tensors, tokens_tensor = torch.tensor([segments_ids]), torch.tensor([indexed_tokens])\n with torch.no_grad():\n encoded_layers, _ = self.model(tokens_tensor, segments_tensors)\n sent_embedding = torch.mean(encoded_layers[11], 1)\n embeddings.append(sent_embedding)\n return embeddings\n\n def token_embedding(self, token_list):\n token_embedding = []\n for token in token_list:\n ontoken = self.tokenizer.tokenize(token)\n segments_ids, indexed_tokens = [1] * len(ontoken), self.tokenizer.convert_tokens_to_ids(ontoken)\n segments_tensors, tokens_tensor = torch.tensor([segments_ids]), torch.tensor([indexed_tokens])\n with torch.no_grad():\n encoded_layers, _ = self.model(tokens_tensor, segments_tensors)\n ontoken_embeddings = []\n for subtoken_i in range(len(ontoken)):\n hidden_layers = []\n for layer_i in range(len(encoded_layers)):\n vector = encoded_layers[layer_i][0][subtoken_i]\n hidden_layers.append(vector)\n ontoken_embeddings.append(hidden_layers)\n cat_last_4_layers = [torch.cat((layer[-4:]), 0) for layer in ontoken_embeddings]\n token_embedding.append(cat_last_4_layers)\n token_embedding = torch.stack(token_embedding[0], 0) if len(token_embedding) > 1 else token_embedding[0][0]\n return token_embedding\n\n\nclass UDPipeError(Exception):\n def __init__(self, err):\n self.err = err\n\n def __str__(self):\n return self.err\n\n\ndef iter_words(sentences):\n for s in sentences:\n for w in s.words[1:]:\n yield w\n\n\nclass Pipeline(object):\n def __init__(self, input_format='conllu', model=None, output_format=None, output_stream=None,\n tag=False, parse=True):\n self.model = model\n\n # if model:\n # self.input_format = model.newTokenizer(model.DEFAULT)\n # else:\n self.input_format = ufal.udpipe.InputFormat.newInputFormat(input_format)\n\n self.pipes = []\n\n self.pipes.append(self.read_input)\n\n if tag:\n self.pipes.append(self.tag)\n if parse:\n self.pipes.append(self.parse)\n if output_format:\n self.output_format = ufal.udpipe.OutputFormat.newOutputFormat(output_format)\n self.output_stream = output_stream\n self.pipes.append(self.write_output)\n\n def read_input(self, data):\n # Input text\n self.input_format.setText(data)\n\n # Errors will show up here\n error = ufal.udpipe.ProcessingError()\n\n # Create empty sentence\n sentence = ufal.udpipe.Sentence()\n\n # Fill sentence object\n while self.input_format.nextSentence(sentence, error):\n # Check for error\n if error.occurred():\n raise UDPipeError(error.message)\n\n yield sentence\n\n sentence = ufal.udpipe.Sentence()\n\n def tag(self, sentences):\n \"\"\"Tag sentences adding lemmas, pos tags and features for each token.\"\"\"\n\n for sentence in sentences:\n self.model.tag(sentence, self.model.DEFAULT)\n yield sentence\n\n def parse(self, sentences):\n \"\"\"Tag sentences adding lemmas, pos tags and features for each token.\"\"\"\n\n for sentence in sentences:\n self.model.parse(sentence, self.model.DEFAULT)\n yield sentence\n\n def write_output(self, sentences):\n output = \"\"\n\n for sentence in sentences:\n output += self.output_format.writeSentence(sentence)\n\n output += self.output_format.finishDocument()\n\n return output\n\n def process(self, inputs):\n for fn in self.pipes:\n inputs = fn(inputs)\n\n return inputs\n\n\ndef standardize_task(task):\n if \"choices\" not in task:\n if \"question\" in task and \"choices\" in task[\"question\"]:\n task[\"choices\"] = task[\"question\"][\"choices\"]\n else:\n parts = task[\"text\"].split(\"\\n\")\n task[\"text\"] = parts[0]\n task[\"choices\"] = []\n for i in range(1, len(parts)):\n task[\"choices\"].append({\"id\": str(i), \"text\": parts[i]})\n for i in range(len(task[\"choices\"])):\n parts = [x.strip() for x in task[\"choices\"][i][\"text\"].split(\",\")]\n task[\"choices\"][i][\"parts\"] = parts\n return task\n\n\ndef check_solution(task, solution):\n if \"correct_variants\" in task[\"solution\"]:\n correct = set(task[\"solution\"][\"correct_variants\"][0])\n elif \"correct\" in task[\"solution\"]:\n correct = set(task[\"solution\"][\"correct\"])\n else:\n raise ValueError(\"Unknown task format!\")\n return float(set([str(x) for x in solution]) == correct)\n\n\ndef random_solve_task(task):\n \"\"\"\n :param task: standardized task\n :return: list of string labels\n \"\"\"\n choice_decisions = []\n for ch in task[\"choices\"]:\n if random.randint(0, 1):\n choice_decisions.append(ch[\"id\"])\n return choice_decisions\n" }, { "alpha_fraction": 0.5372631549835205, "alphanum_fraction": 0.5478947162628174, "avg_line_length": 35.2557258605957, "blob_id": "8ddc0a397ccfe66454b9874bbed150f1a55f45d5", "content_id": "703d10cac2594bde7144ecd3ded62c1d03016b99", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 9950, "license_type": "no_license", "max_line_length": 160, "num_lines": 262, "path": "/lib/solver/task27.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nimport numpy as np\nfrom summa import summarizer\nfrom lib.task import Task, Task27\nfrom lib.solver.base import BaseSolver\nfrom lib.solver.sberbank import SberbankSolver\nfrom lib.util.esse import EsseLoader, Esse\nfrom lib.util.ner import NER\nfrom lib.util.syntax import SyntaxParser\nfrom nltk import sent_tokenize\n\nfrom typing import Optional, Any, List\n\n\nclass Task27Solver(BaseSolver):\n def __init__(\n self,\n esse: Optional[EsseLoader] = None,\n ner: Optional[NER] = None,\n sberbank_solver: Optional[SberbankSolver] = None,\n syntax: Optional[SyntaxParser] = None\n ):\n if ner is None:\n ner = NER()\n self.ner: NER = ner\n\n if esse is None:\n esse = EsseLoader()\n self.esse: EsseLoader = esse\n\n if sberbank_solver is None:\n sberbank_solver = SberbankSolver()\n self.sberbank_solver: SberbankSolver = sberbank_solver\n\n if syntax is None:\n syntax = SyntaxParser()\n self.syntax: SyntaxParser = syntax\n\n def get_task_type(self) -> str:\n return Task.TYPE_27\n\n def solve(self, task: Task27) -> Any:\n author_name = self.get_author_name(task)\n esse_text = self.generate_esse(task.lines, author_name)\n\n if len(esse_text.split(' ')) < 150:\n return self.solve_sberbank(task)\n else:\n return esse_text\n\n def generate_esse(self, lines: List[str], author_name: str) -> str:\n text = ' '.join(lines)\n short_text = summarizer.summarize(text)\n\n esse = self.esse.make_esse(short_text)\n\n position_quote = self.get_position_quote(esse.position1, lines)\n reference_quote = self.get_reference_quote(esse.problem, position_quote, lines)\n\n problem_text = self.get_problem_text(esse.problem, author_name)\n position_text = self.get_position(esse.position1, esse.position2, position_quote)\n examples_text = self.get_examples_text(esse.examples)\n conclusion_text = self.get_conclusion_text(esse.conclusion)\n reference_text = self.get_reference_text(esse.problem, text, short_text, reference_quote)\n\n return f'{problem_text} {reference_text}\\n\\n{position_text}\\n\\n{examples_text}\\n\\n{conclusion_text}.'\n\n def solve_sberbank(self, task: Task27) -> Any:\n return self.sberbank_solver.ai.solvers[26].predict_from_model({\n 'text': task.text,\n })\n\n def get_position_quote(self, position: str, lines: List[str]) -> str:\n best_line = ''\n best_score = 0\n\n for i, line in enumerate(lines):\n if i < len(lines) - 1:\n double_line = line + ' ' + lines[i + 1]\n if (200 > len(double_line) > 70) and '«' not in double_line and '»' not in double_line:\n score = self.esse.sentence_encoder.get_similarity(position, double_line) ** 2\n if score > best_score:\n best_score = score\n best_line = double_line\n\n if (200 > len(line) > 70) and '«' not in line and '»' not in line:\n score = self.esse.sentence_encoder.get_similarity(position, line) ** 2\n if score > best_score:\n best_score = score\n best_line = line\n\n return best_line\n\n def get_reference_quote(self, problem: str, position_quote: str, lines: List[str]) -> str:\n best_line = ''\n best_score = 0\n\n for i, line in enumerate(lines):\n if line in position_quote:\n continue\n\n if i < len(lines) - 1:\n double_line = line + ' ' + lines[i + 1]\n if (150 > len(double_line) > 30) and '«' not in double_line and '»' not in double_line:\n score = self.esse.sentence_encoder.get_similarity(problem, double_line) ** 2\n if score > best_score:\n best_score = score\n best_line = double_line\n\n if (150 > len(line) > 30) and '«' not in line and '»' not in line:\n score = self.esse.sentence_encoder.get_similarity(problem, line) ** 2\n if score > best_score:\n best_score = score\n best_line = line\n\n return best_line\n\n def get_position(self, position1: str, position2: str, position_quote: str) -> str:\n position_text = f'Позиция автора в данном тексте такова: {position1}.'\n\n if position_quote != '':\n position_text += f' Эта позиция прослеживается в отрывке: «{position_quote}».'\n\n if position2 != '':\n position_text += f' Я полностью согласен с мнением автора: {position2}.'\n else:\n position_text += f' Я полностью согласен с мнением автора.'\n\n return position_text\n\n def get_reference_text(self, problem, text, short_text, reference_quote) -> str:\n names = self.get_top_names(text)\n if len(names) > 1:\n name = names[0]\n name_morph = self.syntax.speller.parse_morph(name)\n name_cased = name_morph.inflect({'loct'}).word\n\n if name[0].isupper() or 'Name' in name_morph.tag or 'Surn' in name_morph.tag:\n name_cased = name_cased[0].upper() + name_cased[1:]\n\n start = 'Для того чтобы полнее раскрыть данную проблему, автор рассказывает о ' + name_cased\n else:\n start = 'Для того чтобы полнее раскрыть данную проблему, автор рассказывает'\n\n retries = 0\n while True:\n gen_text = self.complete_text(short_text + ' ' + problem + ' ' + start)\n num_sent = len(sent_tokenize(gen_text))\n if ('xxbos' in gen_text or num_sent < 3) and retries < 3:\n retries += 1\n continue\n\n break\n\n text = start + ' ' + ' '.join(sent_tokenize(gen_text)[:2])\n\n if reference_quote != '':\n ref = f' Чувствуется заинтересованность автора в поднятой им проблеме: «{reference_quote}».'\n else:\n ref = ''\n\n retries = 0\n while True:\n gen_text2 = self.complete_text(problem + '. ' + ref)\n num_sent = len(sent_tokenize(gen_text2))\n if ('xxbos' in gen_text or num_sent < 3) and retries < 3:\n retries += 1\n continue\n\n break\n\n return text + ref + ' ' + ' '.join(sent_tokenize(gen_text2)[:2])\n\n @staticmethod\n def get_problem_text(problem: str, author_name: str) -> str:\n problem = problem.capitalize()\n return f'{problem} – вот проблема, над которой размышляет {author_name}.'\n\n @staticmethod\n def get_conclusion_text(conclusion: str) -> str:\n return f'Таким образом, могу сделать вывод, что {conclusion}'\n\n @staticmethod\n def get_examples_text(examples: List[str]):\n if len(examples) == 0:\n return ''\n\n examples_text = 'В подтверждение своих слов приведу примеры из художественной литературы. '\n examples_text += ' '.join(examples[:2])\n\n return examples_text\n\n def get_author_name(self, task: Task27) -> str:\n if task.author == '':\n return 'автор'\n\n author_name = self.ner.get_name(task.author)\n if len(author_name.split(' ')) < 3:\n author_name = 'автор'\n\n return author_name\n\n def get_top_names(self, text):\n nsubjs = {}\n next_sents = {}\n\n for sent in sent_tokenize(text):\n syntax = self.syntax.get_syntax(sent)\n for node in syntax.nodes:\n if node.link is None:\n for node2 in syntax.nodes:\n if node2.link == node.id and node2.link_type == 'nsubj':\n\n if 'Tense=Past' in node.morph:\n next_sents[node2.normal_form] = sent\n\n if node2.normal_form not in nsubjs:\n nsubjs[node2.normal_form] = 0\n nsubjs[node2.normal_form] += 1\n\n scores = []\n names = []\n\n max_upper_idx = -1\n max_upper_score = 0\n\n idx = 0\n for name, score in nsubjs.items():\n morph = self.syntax.speller.parse_morph(name)\n if morph.tag.POS not in {'NOUN'}:\n continue\n\n names.append(name)\n scores.append(score)\n\n if 'Name' in morph.tag:\n if score > max_upper_score:\n max_upper_score = score\n max_upper_idx = idx\n\n idx += 1\n\n if max_upper_idx != -1:\n scores[max_upper_idx] += 100\n\n top_names_idx = np.argsort(-np.array(scores))[:3]\n return np.array(names)[top_names_idx]\n\n def complete_text(self, seed, n_words=100, temperature=0.9):\n text = self.sberbank_solver.ai.solvers[26].learn.predict(seed, n_words=n_words, no_unk=True, temperature=temperature)\n return self.clear_text(text[len(seed):])\n\n def clear_text(self, text):\n text = re.sub(\"[\\t\\r]+\", \"\", text)\n text = re.sub(\"[ ]+[:]\", \":\", re.sub(\"[ ]+[.]\", \".\", re.sub(\"[«][ ]+\", \"«\", re.sub(\"[ ]+[»]\", \"»\", re.sub(\"[ ]+[,]\", \",\", re.sub(\"[ ]+\", \" \", text))))))\n text = re.sub(\"[ ]+[?]\", \"?\", text)\n text = re.sub(\"[ ]+[!]\", \"!\", text)\n text = re.sub(\"\\n+\", \"\\n\", text)\n text = [line.strip() for line in text.split(\"\\n\")]\n text = \"\\n\".join(text)\n\n return text.replace(\"\\n\", \" \")\n\n" }, { "alpha_fraction": 0.47434884309768677, "alphanum_fraction": 0.5848460793495178, "avg_line_length": 32.31578826904297, "blob_id": "c82199b798c8c907ac2e8dad43707213bcb61f0d", "content_id": "23244b998e2412bc4ea0e3c8b0f56967c27516ef", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1267, "license_type": "no_license", "max_line_length": 81, "num_lines": 38, "path": "/dev/train.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import sys\nsys.path.append('..')\n\nfrom dev.loader import *\nfrom lib.task import *\nfrom lib.solver import *\nfrom lib.sberbank.utils import rus_tok\n\nsolvers = [\n # (Task01, Task01Solver, ['01']),\n # (Task02, Task02Solver, ['02']),\n # (Task03, Task03Solver, ['03']),\n # (Task04, Task04Solver, ['04']),\n # (Task05, Task05Solver, ['05']),\n # (Task06, Task06Solver, ['06']),\n # (Task07, Task07Solver, ['07']),\n # (Task08, Task08Solver, ['08']),\n # (Task09, Task09Solver, ['09']),\n # (Task10, Task10Solver, ['10', '11', '12']),\n # (Task13, Task13Solver, ['13']),\n # (Task14, Task14Solver, ['14']),\n # (Task15, Task15Solver, ['15']),\n # (Task16, Task16Solver, ['16']),\n (Task17, Task17Solver, ['17', '18', '19', '20']),\n # (Task21, Task21Solver, ['21']),\n # (Task22, Task22Solver, ['22']),\n # (Task23, Task23Solver, ['23']),\n # (Task24, Task24Solver, ['24']),\n # (Task25, Task25Solver, ['25']),\n # (Task26, Task26Solver, ['26']),\n]\n\nfor taskType, solverType, whitelist in solvers:\n print(taskType)\n # tasks = get_tasks_from_yandex(taskType, whitelist, ignore_ids=['35', '36'])\n tasks = get_tasks_from_yandex(taskType, whitelist)\n solver: BaseSolver = solverType()\n solver.train(tasks, save=True)\n\n" }, { "alpha_fraction": 0.4441989064216614, "alphanum_fraction": 0.4480662941932678, "avg_line_length": 28.672130584716797, "blob_id": "96376dafefdb0a45acebafdf38fd33eb7f567c1b", "content_id": "ce5c12541d7b32d98d7b724d329872c816e45f6e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1810, "license_type": "no_license", "max_line_length": 81, "num_lines": 61, "path": "/dev/loader.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import os\nimport json\nfrom lib.task import create_tasks\n\n\ndef get_data_path(rel_path):\n return os.path.abspath(os.path.dirname(__file__) + '/../var/data') + rel_path\n\n\ndef get_tasks_from_check(taskType, whitelist):\n tasks = []\n\n for i in range(10):\n with open(get_data_path(f'/check/test_0{i}.json')) as fin:\n exam = json.load(fin)\n for t in create_tasks(exam['tasks']):\n task_id = t.id\n if len(task_id) == 1:\n task_id = '0' + task_id\n\n if isinstance(t, taskType):\n if task_id not in whitelist:\n print('FAIL wrong task converted!!!')\n print(type(t).__name__)\n print(t)\n exit()\n tasks.append(t)\n elif task_id in whitelist:\n print('FAIL task not converted !!!')\n print(type(t).__name__)\n print(t)\n exit()\n\n for i, t in enumerate(tasks):\n t.id = t.data['id'] = str(i)\n\n return tasks\n\n\ndef get_tasks_from_yandex(taskType, whitelist, ignore_ids=None):\n tasks = []\n\n tid = 0\n for i in whitelist:\n with open(get_data_path(f'/yandex/task{i}.json')) as fin:\n exam = json.load(fin)\n for t in create_tasks(exam['tasks']):\n tid += 1\n t.id = t.data['id'] = str(tid)\n if ignore_ids is not None and t.id in ignore_ids:\n continue\n\n if isinstance(t, taskType):\n tasks.append(t)\n else:\n print('FAIL!!!')\n print(type(t).__name__)\n print(t)\n exit()\n\n return tasks\n" }, { "alpha_fraction": 0.5868544578552246, "alphanum_fraction": 0.5877934098243713, "avg_line_length": 29.428571701049805, "blob_id": "6d471519dac9b72544a3f6233ca1ef2e08141105", "content_id": "b57be197475f3add41bb5458ed42b56e21d6bcfe", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1065, "license_type": "no_license", "max_line_length": 94, "num_lines": 35, "path": "/lib/util/stress.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import os\nimport warnings\nimport pickle\n\nfrom typing import List, Dict, Optional\nVocab = Dict[str, List[int]]\n\nwith warnings.catch_warnings():\n warnings.filterwarnings(\"ignore\")\n from russtress import Accent\n\n\nclass Stress:\n def __init__(self, vocab: Optional[Vocab] = None, accent: Optional[Accent] = None):\n if vocab is None:\n vocab_dir = os.path.abspath(os.path.dirname(__file__) + '/../../var/model/stress')\n with open(vocab_dir + '/vocab.pickle', 'rb') as f:\n vocab = pickle.load(f)\n self.vocab: Vocab = vocab\n\n if accent is None:\n accent = Accent()\n self.accent: Accent = accent\n\n def from_vocab(self, word: str) -> Optional[List[int]]:\n word = word.lower()\n if word in self.vocab:\n return self.vocab[word]\n else:\n return None\n\n def from_model(self, word: str) -> List[int]:\n word = word.lower()\n stressed_word = self.accent.put_stress(word, stress_symbol=\"|!|\")\n return [stressed_word.rfind(\"|!|\") - 1]\n" }, { "alpha_fraction": 0.542639434337616, "alphanum_fraction": 0.5544747114181519, "avg_line_length": 31.463157653808594, "blob_id": "60fb27cdbbcb6eef964084591098cfbab9d0944b", "content_id": "2989b3688db87fa4c42c1c46bdf4c99cd005328e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6168, "license_type": "no_license", "max_line_length": 112, "num_lines": 190, "path": "/lib/util/classifier.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import os\nimport pickle\nimport lightgbm as lgb\nimport numpy as np\nfrom sklearn.model_selection import KFold\nfrom sklearn.preprocessing import LabelEncoder as SklearnLabelEncoder\nfrom catboost import CatBoostClassifier\nfrom typing import List, Optional\n\n\nclass LgbClassifier:\n NUM_FOLDS = 5\n\n def __init__(self, model_name: str):\n self.model: Optional[lgb.Booster] = None\n self.model_name: str = model_name\n\n model_file = self.__get_model_path(model_name)\n if os.path.isfile(model_file):\n self.model = lgb.Booster(model_file=model_file)\n\n def train(self, X: np.array, y: np.array, num_folds: int = None, num_class: int = None) -> lgb.Booster:\n if num_class is None:\n num_class = 2\n\n params = {\n 'task': 'train',\n 'boosting_type': 'gbdt',\n 'objective': 'multiclass',\n 'num_class': num_class,\n 'metric': 'multi_logloss',\n \"learning_rate\": 0.01,\n \"num_leaves\": 200,\n \"feature_fraction\": 0.70,\n \"bagging_fraction\": 0.70,\n 'bagging_freq': 4,\n \"max_depth\": -1,\n \"verbosity\": -1,\n \"reg_alpha\": 0.3,\n \"reg_lambda\": 0.1,\n \"min_child_weight\": 10,\n 'zero_as_missing': True,\n 'num_threads': 4,\n 'seed': 1,\n }\n\n if num_folds is None:\n num_folds = self.NUM_FOLDS\n\n iterations = []\n scores = []\n\n kf = KFold(n_splits=num_folds, random_state=1, shuffle=True)\n for train_index, test_index in kf.split(X):\n model = lgb.train(\n params,\n lgb.Dataset(X[train_index], label=y[train_index]),\n 5000,\n lgb.Dataset(X[test_index], label=y[test_index]),\n early_stopping_rounds=15,\n verbose_eval=500\n )\n\n iterations.append(model.best_iteration)\n scores.append(model.best_score['valid_0']['multi_logloss'])\n\n best_iteration = int(np.mean(iterations))\n print(iterations)\n print(best_iteration)\n print()\n print(scores)\n print(np.mean(scores))\n\n self.model = lgb.train(\n params,\n lgb.Dataset(X, label=y),\n best_iteration,\n )\n\n return self.model\n\n def predict(self, X: np.array) -> np.array:\n return self.model.predict(X)\n\n def save(self, model_name: Optional[str] = None):\n if model_name is None:\n model_name = self.model_name\n\n self.model.save_model(self.__get_model_path(model_name))\n\n def __get_model_path(self, name: str) -> str:\n model_dir = os.path.abspath(os.path.dirname(__file__) + '/../../var/model/lgb')\n return f'{model_dir}/{name}.txt'\n\n\nclass CtbClassifier:\n NUM_FOLDS = 5\n\n def __init__(self, model_name: str):\n self.model: Optional[CatBoostClassifier] = None\n self.model_name: str = model_name\n\n model_file = self.__get_model_path(model_name)\n if os.path.isfile(model_file):\n self.model = CatBoostClassifier().load_model(model_file)\n\n def train(self, X: np.array, y: np.array, num_folds: int = None, num_class=None) -> CatBoostClassifier:\n if num_folds is None:\n num_folds = self.NUM_FOLDS\n\n learning_rate = 0.1\n iterations = []\n scores = []\n\n if self.model_name == 'task08':\n learning_rate = 0.1\n best_iteration = 350\n #best_iteration = 256\n elif self.model_name == 'task17':\n learning_rate = 0.1\n best_iteration = 110\n elif self.model_name == 'task25--':\n learning_rate = 0.1\n best_iteration = 16\n else:\n kf = KFold(n_splits=num_folds, random_state=1, shuffle=True)\n for train_index, test_index in kf.split(X):\n model = CatBoostClassifier(iterations=5000, learning_rate=learning_rate, task_type=\"GPU\")\n model.fit(\n X[train_index], y[train_index], eval_set=(X[test_index], y[test_index]),\n metric_period=15,\n early_stopping_rounds=15,\n )\n\n iterations.append(model.best_iteration_)\n validation = model.best_score_['validation']\n scores.append(list(validation.values())[0])\n\n best_iteration = int(np.mean(iterations))\n print(iterations)\n print(best_iteration)\n print()\n print(scores)\n print(np.mean(scores))\n\n self.model = CatBoostClassifier(iterations=best_iteration, learning_rate=learning_rate, task_type=\"GPU\")\n self.model.fit(X, y)\n\n return self.model\n\n def predict(self, X: np.array) -> np.array:\n return self.model.predict_proba(X)\n\n def save(self, model_name: Optional[str] = None):\n if model_name is None:\n model_name = self.model_name\n\n self.model.save_model(self.__get_model_path(model_name))\n\n def __get_model_path(self, name: str) -> str:\n model_dir = os.path.abspath(os.path.dirname(__file__) + '/../../var/model/ctb')\n return f'{model_dir}/{name}.bin'\n\n\nclass LabelEncoder:\n def __init__(self, encoder_name: str):\n self.encoder: Optional[SklearnLabelEncoder] = None\n self.encoder_name: str = encoder_name\n\n model_file = self.__get_encoder_path(encoder_name)\n if os.path.isfile(model_file):\n with open(model_file, 'rb') as f:\n self.encoder = pickle.load(f)\n\n def fit(self, y: List[str]):\n self.encoder = SklearnLabelEncoder()\n self.encoder.fit(y + ['UNKNOWN'])\n\n def transform(self, y: str) -> int:\n if y not in self.encoder.classes_:\n y = 'UNKNOWN'\n\n return self.encoder.transform([y])[0]\n\n def get_num_class(self) -> int:\n return len(self.encoder.classes_)\n\n def __get_encoder_path(self, name: str) -> str:\n encoder_dir = os.path.abspath(os.path.dirname(__file__) + '/../../var/model/encoder')\n return f'{encoder_dir}/{name}.pkl'\n" }, { "alpha_fraction": 0.5531034469604492, "alphanum_fraction": 0.565517246723175, "avg_line_length": 25.851852416992188, "blob_id": "0be067dfde91d953409af3e9df4e54ce9c488258", "content_id": "6a03bffdbb23b7a8ea88ca8147b95953fa9e07b3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 756, "license_type": "no_license", "max_line_length": 95, "num_lines": 27, "path": "/lib/task/task16.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task.base import Task, MultipleChoiceTask\nfrom typing import Dict, List\n\n\nclass Task16(MultipleChoiceTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_16\n\n self.num_choices: int = 1\n if re.search(r'(номера\\sпредложений|два\\sпредложения)', self.text.lower()) is not None:\n self.num_choices = 2\n\n self.lines: List[str] = [c['text'] for c in self.choices]\n\n def get_score(self, answer: List[str]) -> float:\n a = set(self.answer)\n b = set(answer)\n\n u = len(a.union(b))\n i = len(a.intersection(b))\n\n if u > 0:\n return self.score * (i / u)\n else:\n return 0.0\n" }, { "alpha_fraction": 0.5950473546981812, "alphanum_fraction": 0.6139839887619019, "avg_line_length": 28.212766647338867, "blob_id": "f4c1aff0b518c7712604f47272c335f56976f2df", "content_id": "0934dea5bedf6879659774f25cbcaaf2e77f08fe", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Dockerfile", "length_bytes": 1373, "license_type": "no_license", "max_line_length": 118, "num_lines": 47, "path": "/Dockerfile", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "FROM ubuntu:18.04\n\nENV LANG=C.UTF-8 \\\n ENV_DOCKER=1\n\n# Common packages\nRUN apt-get update && \\\n apt-get install -y --no-install-recommends \\\n software-properties-common \\\n build-essential \\\n vim \\\n wget \\\n curl \\\n git \\\n swig \\\n libomp-dev \\\n libopenblas-dev \\\n zip \\\n unzip && \\\n rm -rf /var/lib/apt/lists/*\n\n# Python 3.6\nRUN add-apt-repository -y ppa:deadsnakes/ppa && \\\n apt-get update && \\\n apt-get install -y --no-install-recommends \\\n python3-pip \\\n python3-setuptools \\\n python3.6 \\\n python3.6-dev \\\n python3.6-venv && \\\n pip3 install --no-cache-dir --upgrade pip && \\\n rm -rf /var/lib/apt/lists/* && \\\n ln -s /usr/bin/python3 /usr/bin/python\n\n# Python packages\nCOPY requirements.txt /tmp/requirements.txt\nRUN pip3 install --no-cache-dir --upgrade -r /tmp/requirements.txt && rm -rf /tmp/requirements.txt\n\nRUN curl -sL https://github.com/dangerink/udpipe/archive/load_binary.zip -o /tmp/udpipe.zip && cd /tmp && \\\n unzip -qo /tmp/udpipe.zip && cd /tmp/udpipe-load_binary/releases/pypi && ./gen.sh 1.2.0.1.0 && cd ufal.udpipe && \\\n python3 setup.py install && cd /tmp && rm -rf /tmp/udpipe*\n\nCOPY dev/install.py /var/install.py\nRUN python3 /var/install.py\n\nCOPY var/model/bert /var/model/bert\nCOPY var/sberbank /var/sberbank\n" }, { "alpha_fraction": 0.5585536956787109, "alphanum_fraction": 0.5650296807289124, "avg_line_length": 28.41269874572754, "blob_id": "1320e01f5852411dc6b47528381755fb9cecece8", "content_id": "2ce300f8057220012900895f91bdb529ad34cf97", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1868, "license_type": "no_license", "max_line_length": 132, "num_lines": 63, "path": "/lib/sberbank/solvers/solver4.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nimport os\nimport random\nfrom string import punctuation\nfrom lib.sberbank.utils import sber_path\n\n\nclass Solver(object):\n\n def __init__(self, seed=42):\n self.is_train_task = False\n self.seed = seed\n self.init_seed()\n self.stress = open(os.path.join(sber_path('/var/sberbank'), 'agi_stress.txt'), 'r', encoding='utf8').read().split('\\n')[:-1]\n\n def init_seed(self):\n random.seed(self.seed)\n\n def predict(self, task):\n return self.predict_from_model(task)\n\n def compare_text_with_variants(self, variants, task_type='incorrect'):\n result = ''\n if task_type == 'incorrect':\n for variant in variants:\n if variant not in self.stress:\n result = variant\n else:\n for variant in variants:\n if variant in self.stress:\n result = variant\n if not variants:\n return ''\n if not result:\n result = random.choice(variants)\n return result.lower().strip(punctuation)\n\n def process_task(self, task):\n task_text = re.split(r'\\n', task['text'])\n variants = task_text[1:-1]\n if 'Выпишите' in task_text[-1]:\n task = task_text[0] + task_text[-1]\n else:\n task = task_text[0]\n if 'неверно' in task.lower():\n task_type = 'incorrect'\n else:\n task_type = 'correct'\n return task_type, task, variants\n\n def fit(self, tasks):\n pass\n\n def load(self, path=\"data/models/solver4.pkl\"):\n pass\n\n def save(self, path=\"data/models/solver4.pkl\"):\n pass\n\n def predict_from_model(self, task):\n task_type, task, variants = self.process_task(task)\n result = self.compare_text_with_variants(variants, task_type)\n return result.strip()\n" }, { "alpha_fraction": 0.6108490824699402, "alphanum_fraction": 0.6202830076217651, "avg_line_length": 29.285715103149414, "blob_id": "8ed913840e444b7a30b91f0afffee29e811a33e5", "content_id": "196fe0f9b1bd7d7ffa35f25a7adc0d10d9851f77", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 496, "license_type": "no_license", "max_line_length": 67, "num_lines": 14, "path": "/lib/task/task01.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task.base import Task, MultipleChoiceTask\nfrom typing import Dict, List\n\n\nclass Task01(MultipleChoiceTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_01\n\n self.lines: List[str] = self.get_numbered_lines(blacklist=[\n 'Запишите номера этих предложений',\n 'Укажите два предложения',\n 'Укажите варианты ответов',\n ])\n" }, { "alpha_fraction": 0.5594377517700195, "alphanum_fraction": 0.563052237033844, "avg_line_length": 31.337661743164062, "blob_id": "bc3eebb09948408d21033fb06fff9fdf09b3afb3", "content_id": "368f0d00b78b259c4e9b6373eb697a5e67332797", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2494, "license_type": "no_license", "max_line_length": 106, "num_lines": 77, "path": "/lib/util/speller.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import os\nimport pymorphy2\nfrom deeppavlov import build_model, configs\n\nfrom typing import Set, Dict\n\n\nclass Speller:\n def __init__(self):\n self.model = None\n self.morph = None\n self.dict_words: Set[str] = set()\n self.vocab: Set[str] = set()\n self.examples: Dict[str, Set[str]] = {}\n\n self.__load_vocab()\n\n def __load_vocab(self):\n model_dir = os.path.abspath(os.path.dirname(__file__) + '/../../var/model/spell')\n with open(model_dir + '/vocab.txt', 'r') as f:\n for line in f:\n parts = line.split(' ')\n word = parts[0].lower().replace('ё', 'е').strip()\n char = ''\n if len(parts) > 1:\n char = parts[1].lower().replace('ё', 'е').strip()\n\n self.vocab.add(word.replace('..', char))\n if word not in self.examples:\n self.examples[word] = set()\n self.examples[word].add(char)\n\n with open(model_dir + '/dict_words.txt', 'r') as f:\n for line in f:\n self.dict_words.add(line.lower().strip())\n\n def correct(self, word: str) -> str:\n if self.model is None:\n self.model = build_model(configs.spelling_correction.levenshtein_corrector_ru, download=False)\n\n return self.model([word])[0]\n\n def is_correct(self, word: str) -> bool:\n return self.correct(word) == word\n\n def is_known(self, word: str) -> bool:\n if self.morph is None:\n self.morph = pymorphy2.MorphAnalyzer()\n\n return self.morph.word_is_known(word)\n\n def in_vocab(self, word: str) -> bool:\n return word in self.vocab\n\n def in_dict_words(self, word: str) -> bool:\n return word in self.dict_words\n\n def parse_morph(self, word: str) -> pymorphy2.analyzer.Parse:\n if self.morph is None:\n self.morph = pymorphy2.MorphAnalyzer()\n\n return self.morph.parse(word)[0]\n\n def try_inflect(self, word: str, tag: str) -> str:\n try:\n return self.parse_morph(word).inflect({tag}).word\n except:\n return word\n\n def inflect_like(self, original_word: str, inflect_word: str) -> str:\n tag = self.parse_morph(original_word).tag\n\n inflect_word = self.try_inflect(inflect_word, tag.gender)\n inflect_word = self.try_inflect(inflect_word, tag.number)\n inflect_word = self.try_inflect(inflect_word, tag.case)\n\n return inflect_word\n" }, { "alpha_fraction": 0.5148452520370483, "alphanum_fraction": 0.52558434009552, "avg_line_length": 30.346534729003906, "blob_id": "1fe539666ec2e0432c15c979eb37223b18c5a19c", "content_id": "879f3ba6a791a3f090d236ef419e4ba16c02b35e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3166, "license_type": "no_license", "max_line_length": 88, "num_lines": 101, "path": "/lib/solver/task17.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import numpy as np\nfrom lib.task import Task, Task17\nfrom lib.solver.base import BaseSolver\nfrom lib.util.bert import Bert\nfrom lib.util.classifier import LgbClassifier, CtbClassifier\nfrom typing import List, Set, Tuple, Optional\n\n\nclass Task17Solver(BaseSolver):\n def __init__(self, bert: Optional[Bert] = None):\n if bert is not None:\n self.bert = bert\n else:\n self.bert = Bert()\n\n self.model = LgbClassifier('task17')\n # self.model = CtbClassifier('task17')\n\n def get_task_type(self) -> str:\n return Task.TYPE_17\n\n def solve(self, task: Task17) -> List[str]:\n X, _ = self.get_Xy([task])\n preds = self.model.predict(X)[:, 1]\n\n return [str(i + 1) for i, score in enumerate(preds) if preds[i] > 0.5]\n\n def train(self, tasks: List[Task17], save: bool = True):\n X, y = self.get_Xy(tasks)\n self.model.train(X, y)\n\n if save:\n self.model.save()\n\n def get_Xy(self, tasks: List[Task17]) -> Tuple[np.array, Optional[np.array]]:\n X = []\n y = []\n\n for task in tasks:\n emb = self.bert.eval(task.sentence)\n token_positions = self.__get_token_positions(emb.token_ids, task.mask)\n token_embeddings = emb.get_token_embeddings(token_positions)\n # scores = self.get_comma_scores(task)\n\n for i, token_embedding in enumerate(token_embeddings):\n X.append(np.concatenate((\n token_embedding,\n # np.array(scores[i]),\n )))\n if y is not None and task.labels is not None:\n y.append(task.labels[i])\n else:\n y = None\n\n if y is not None:\n y = np.array(y)\n\n return np.array(X), y\n\n def __get_token_positions(self, token_ids: np.array, mask: List[bool]) -> List[int]:\n mask_num = 0\n token_positions = []\n\n for i, token_id in enumerate(token_ids):\n if token_id == 128:\n if mask[mask_num]:\n token_positions.append(i)\n mask_num += 1\n if len(mask) < mask_num:\n break\n\n return token_positions\n\n def nth_repl(self, s, sub, repl, nth):\n find = s.find(sub)\n # if find is not p1 we have found at least one match for the substring\n i = find != -1\n # loop util we find the nth or we find no match\n while find != -1 and i != nth:\n # find + 1 means we start at the last match start index + 1\n find = s.find(sub, find + 1)\n i += 1\n # if i is equal to nth we found nth matches so replace\n if i == nth:\n return s[:find] + repl + s[find + len(sub):]\n return s\n\n def get_comma_scores(self, task):\n n = 0\n scores = []\n\n for mask in task.mask:\n n += 1\n if not mask:\n continue\n\n text = self.nth_repl(task.sentence, ',', ' [MASK] ', n)\n score = self.bert.get_word_in_text_scores(text, ',')\n scores.append(score)\n\n return scores\n" }, { "alpha_fraction": 0.5363636612892151, "alphanum_fraction": 0.5545454621315002, "avg_line_length": 28.512195587158203, "blob_id": "34d4efa6d1e97bc40e34846c3e9dc68f9e9ea9b0", "content_id": "a2d0bad8946c45452194533ec544263ac9e81d33", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1210, "license_type": "no_license", "max_line_length": 82, "num_lines": 41, "path": "/lib/solver/task16.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import numpy as np\nfrom lib.task import Task, Task16\nfrom lib.solver.base import BaseSolver\nfrom lib.util.bert import Bert\n\nfrom typing import List, Optional\n\n\nclass Task16Solver(BaseSolver):\n def __init__(self, bert: Optional[Bert] = None):\n if bert is None:\n bert = Bert()\n self.bert: Bert = bert\n\n def get_task_type(self) -> str:\n return Task.TYPE_16\n\n def solve(self, task: Task16) -> List[str]:\n scores = np.array([self.get_one_comma_score(line) for line in task.lines])\n return [str(i + 1) for i in np.argsort(-scores)[:task.num_choices]]\n\n def get_one_comma_score(self, text: str) -> float:\n words = text.split(' ')\n\n scores = []\n num_commas = 0\n for i in range(1, len(words)):\n candidate = ' '.join(words[:i]) + ' [MASK] ' + ' '.join(words[i:])\n score = self.bert.get_word_in_text_scores(candidate, ',')[0]\n if score > 0.95:\n num_commas += 1\n scores.append(score)\n\n max_score = max(scores)\n\n if num_commas == 0:\n return max_score\n elif num_commas == 1:\n return 1.0 + max_score\n else:\n return 0.0\n" }, { "alpha_fraction": 0.5726027488708496, "alphanum_fraction": 0.5780822038650513, "avg_line_length": 36.92207717895508, "blob_id": "541e6d2a7b83fce5ae192ec4e819e1d06d83746e", "content_id": "4bd88229f70450831c51f9f43f9d28e7b2f8f4ac", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3787, "license_type": "no_license", "max_line_length": 103, "num_lines": 77, "path": "/lib/task/task08.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task.base import Task, MatchingTask\nfrom typing import Dict, List\n\n\nclass Task08(MatchingTask):\n CLASSES = {\n 'error_connection подлежащим и сказуемым': 0,\n 'error_form сущ': 1,\n 'error_other': 2,\n 'error_struct деепричастным оборотом': 3,\n 'error_struct косвенной речью': 4,\n 'error_struct несогласованным приложением': 5,\n 'error_struct однородными членами': 6,\n 'error_struct причастным оборотом': 7,\n 'error_struct сложного предложения': 8,\n 'error_time глагольных форм': 9,\n # 'correct': 10,\n }\n\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_08\n\n self.left_labels: Dict[str, int] = {l['id']: self.get_left_class(l['text']) for l in self.left}\n\n def get_left_class(self, text: str) -> int:\n error_types = {\n 'нарушение в построении предложения с': 'error_struct',\n 'нарушение в построении': 'error_struct',\n 'неправильное построение предложения с': 'error_struct',\n 'ошибка в построении предложения с': 'error_struct',\n 'нарушение в предложении с': 'error_struct',\n 'неправильное построение': 'error_struct',\n 'ошибка в построении': 'error_struct',\n 'нарушение построения предложения с': 'error_struct',\n\n 'неверный выбор падежной формы': 'error_form',\n 'неверный выбор предложно-падежной формы': 'error_form',\n 'неправильное употребление падежной формы': 'error_form',\n 'неправильный выбор падежной формы': 'error_form',\n 'неправильный выбор предложно-падежной формы': 'error_form',\n\n 'нарушение видо-временной соотнесённости': 'error_time',\n 'нарушение видовременной соотнесённости': 'error_time',\n 'нарушение временной соотнесённости': 'error_time',\n\n 'нарушение связи между': 'error_connection',\n }\n\n error_replaces = {\n 'error_form': {\n 'имени существительного': 'сущ',\n 'имени существительного с предлогом': 'сущ',\n 'существительного': 'сущ',\n 'существительного с предлогом': 'сущ',\n 'сущ с предлогом': 'сущ',\n },\n\n 'error_struct': {\n 'однородными членами предложения': 'однородными членами',\n 'сложноподчинённого предложения': 'сложного предложения',\n }\n }\n\n text = text.lower().strip('. ')\n\n for e, r in error_types.items():\n text = text.replace(e, r)\n\n for error_type, replaces in error_replaces.items():\n for replace_from, replace_to in replaces.items():\n text = text.replace(replace_from, replace_to)\n\n if 'error' not in text or text not in self.CLASSES:\n text = 'error_other'\n\n return self.CLASSES[text]\n" }, { "alpha_fraction": 0.6066176295280457, "alphanum_fraction": 0.623774528503418, "avg_line_length": 19.923076629638672, "blob_id": "461a4b058eb672c20c4eb13a05c9efaedf5d8247", "content_id": "09b9d96f411ba31194b8fc8f23a178d4566d298b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 816, "license_type": "no_license", "max_line_length": 45, "num_lines": 39, "path": "/dev/validate.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import sys\nsys.path.append('..')\n\nimport json\nfrom lib.ololosh import OloloshAI\nfrom lib.task import create_tasks, Task1Task\n\nai = OloloshAI()\n#exam_path = 'var/data/check/test_05.json'\n#exam_path = 'var/data/yandex/04-stress.json'\nexam_path = 'var/data/yandex/01-task.json'\n\nwith open(exam_path) as fin:\n exam = json.load(fin)\n\ntasks = create_tasks(exam['tasks'])\nanswers = ai.solve(tasks)\n\nscore = 0\nmax_score = 0\n\nfor task in tasks:\n if not isinstance(task, Task1Task):\n print(task)\n print('FAIL!!!')\n exit(1)\n\n answer = answers[task.id]\n score += task.get_score(answer)\n max_score += task.score\n\n print('===========================')\n print(task.id)\n print(task.text[:100])\n print(task.answer)\n print(answer)\n print()\n\nprint(f'Score: {score} / {max_score}')\n" }, { "alpha_fraction": 0.5191256999969482, "alphanum_fraction": 0.5318761467933655, "avg_line_length": 33.3125, "blob_id": "b9b8b2a3cb46d2683b6560422d10dc1d8780526e", "content_id": "800d1809e6f17caf3ba4e11e4bbc321861c5444f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 549, "license_type": "no_license", "max_line_length": 73, "num_lines": 16, "path": "/lib/task/task04.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task.base import Task, TextTask\nfrom typing import Dict, List, Tuple\n\n\nclass Task04(TextTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_04\n\n self.words: List[Tuple[str, int]] = []\n for line in self.text.split('\\n'):\n line = line.strip()\n if len(line.split(' ')) == 1:\n stresses = [i for i, c in enumerate(line) if c.isupper()]\n if len(stresses) == 1:\n self.words.append((line.lower(), stresses[0]))\n" }, { "alpha_fraction": 0.6441471576690674, "alphanum_fraction": 0.6468227505683899, "avg_line_length": 33.76744079589844, "blob_id": "aee3f6c2e070c5c50b8f7b142d8b3668114b3f8d", "content_id": "82e2b4428dec06f93f268a4ada48c4a017d020cf", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1495, "license_type": "no_license", "max_line_length": 100, "num_lines": 43, "path": "/lib/util/sentence_encoder.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import numpy as np\nimport warnings\nfrom sklearn.metrics.pairwise import cosine_similarity\nfrom typing import Optional, Sequence\n\nwith warnings.catch_warnings():\n warnings.filterwarnings(\"ignore\")\n import tensorflow as tf\n import tensorflow_hub as hub\n import tf_sentencepiece\n\n\nclass SentenceEncoder:\n def __init__(self):\n self.session: Optional[tf.Session] = None\n self.embedded_text: Optional[tf.Tensor] = None\n self.text_input: Optional[tf.Tensor] = None\n\n def encode(self, sentences: Sequence[str]) -> np.array:\n if self.session is None:\n self.__session_init()\n\n return self.session.run(self.embedded_text, feed_dict={self.text_input: sentences})\n\n def get_similarity(self, sentence_a: str, sentence_b: str) -> np.array:\n emb = self.encode([sentence_a, sentence_b])\n return cosine_similarity([emb[0]], [emb[1]])[0]\n\n def __session_init(self):\n g = tf.Graph()\n with g.as_default():\n text_input = tf.placeholder(dtype=tf.string, shape=[None])\n embed = hub.Module(\"https://tfhub.dev/google/universal-sentence-encoder-multilingual/1\")\n embedded_text = embed(text_input)\n init_op = tf.group([tf.global_variables_initializer(), tf.tables_initializer()])\n g.finalize()\n\n session = tf.Session(graph=g)\n session.run(init_op)\n\n self.session = session\n self.embedded_text = embedded_text\n self.text_input = text_input\n" }, { "alpha_fraction": 0.5796812772750854, "alphanum_fraction": 0.5936254858970642, "avg_line_length": 30.375, "blob_id": "f47a95a74258ca5cc1b25e93549a91df33bd4bad", "content_id": "a0ed2ddbeea174ee321c9886757b5ddde409ad15", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 543, "license_type": "no_license", "max_line_length": 72, "num_lines": 16, "path": "/lib/task/task24.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task.base import Task, TextTask\nfrom typing import Dict, List\n\n\nclass Task24(TextTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_24\n\n self.lines: List[str] = self.get_numbered_lines(blacklist=[\n 'из предложений',\n 'из предложения',\n 'прочитайте текст'\n ])\n self.question_text: str = self.remove_numbered_lines(self.lines)\n self.lines[-1] = self.split_lines(self.lines[-1])[0]\n" }, { "alpha_fraction": 0.5551798343658447, "alphanum_fraction": 0.5671687722206116, "avg_line_length": 32.52577209472656, "blob_id": "a5c42e70fc28f112b3073ecf196d190937ae9032", "content_id": "8145236d4b652d99cd7ec44b6115836fc5135e90", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3470, "license_type": "no_license", "max_line_length": 105, "num_lines": 97, "path": "/lib/sberbank/solvers/solver22.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import operator\nimport random\nimport re\nfrom sklearn.metrics.pairwise import cosine_similarity\nfrom lib.sberbank.solvers.utils import BertEmbedder\n\n\nclass Solver(BertEmbedder):\n\n def __init__(self, seed=42):\n super(Solver, self).__init__()\n self.seed = seed\n self.init_seed()\n self.has_model = True\n\n def init_seed(self):\n random.seed(self.seed)\n\n def compare_text_with_variants(self, text, variants, label, num=2):\n text_choices = [re.sub(\"[0-9]\\\\)\\s?\", \"\", choice[\"text\"]) for choice in variants ]\n # CHECK MAX OF TEXT TO EMBEDDER\n # token_list = self.tokenizer.tokenize(\"[CLS] \" + text + \" [SEP]\")\n # ending = \" \".join(token_list[:512][-5:]).replace(\" ##\", \"\").replace('##', \"\")\n # text = \"\".join(text.split(ending)[0])\n\n text_vector = self.sentence_embedding([text[:1100]])\n variant_vectors = self.sentence_embedding(text_choices)\n \n predictions = {}\n i = 0\n for j in variant_vectors:\n sim = cosine_similarity(text_vector[0].reshape(1, -1), j.reshape(1, -1)).flatten()[0]\n predictions[i] = sim\n i += 1\n\n if label == 'pro':\n indexes = sorted(predictions.items(), key=operator.itemgetter(1), reverse=True)[:num]\n else:\n indexes = sorted(predictions.items(), key=operator.itemgetter(1), reverse=True)[-num:]\n\n return sorted([str(i[0] + 1) for i in indexes])\n\n def fit(self, tasks):\n pass\n \n def load(self, path='data/models/solver22.pkl'):\n pass\n\n def save(self, path='data/models/solver22.pkl'):\n pass\n\n\n def parse_task(self, task):\n assert task[\"question\"][\"type\"] == \"multiple_choice\"\n\n choices = task[\"question\"][\"choices\"]\n description = task[\"text\"]\n\n label = \"pro\" # against\n if \"противоречат\" in description:\n label = \"against\"\n elif \"не соответствуют\" in description:\n label = \"against\"\n\n bad_strings = [\"Какие из высказываний соответствуют содержанию текста?\",\n \"Какие из высказываний не соответствуют содержанию текста?\",\n \"Укажите номера ответов.\", \"Какие из высказываний противоречат содержанию текста?\"\n \"Источник текста не определён.\"]\n if \"(1)\" in description:\n text = \"(1)\" + \" \".join(description.split(\"(1)\")[1:])\n else:\n text = \"(1)\" + \" \".join(description.split(\"1)\")[1:])\n for bad in bad_strings:\n text = re.sub(bad, \"\", text)\n\n return text, choices, label\n\n def predict(self, task):\n if not self.has_model:\n return self.predict_random(task)\n else:\n return self.predict_from_model(task)\n\n def predict_from_model(self, task):\n text, choices, label = self.parse_task(task)\n result = self.compare_text_with_variants(text, choices, label)\n return result\n\n\n def predict_random(self, task):\n choices = task[\"question\"][\"choices\"]\n pred = []\n for _ in range(random.choice([2, 3])):\n choice = random.choice(choices)\n pred.append(choice[\"id\"])\n choices.remove(choice)\n return pred\n\n" }, { "alpha_fraction": 0.5017035007476807, "alphanum_fraction": 0.5033583045005798, "avg_line_length": 30.13030242919922, "blob_id": "c43823a45e6d095520c316637e039e041e79dee3", "content_id": "c3922606beba75524cd0548d04e945801434bc2a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 12554, "license_type": "no_license", "max_line_length": 115, "num_lines": 330, "path": "/lib/solver/task07.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom nltk.tokenize import word_tokenize\nfrom lib.task import Task, Task07\nfrom lib.solver.base import BaseSolver\nfrom lib.util.speller import Speller\n\nfrom typing import List, Tuple, Optional\n\n\nclass Task07Solver(BaseSolver):\n SUFFIX_STRIP = ['ов', 'нул']\n NUMR_WORDS = {\n 'ст': 'ста',\n 'дв': 'двести',\n 'тр': 'триста',\n 'че': 'четыреста',\n 'пя': 'пятьсот',\n 'ше': 'шестьсот',\n 'се': 'семьсот',\n 'во': 'восемьсот',\n 'девять': 'девятьсот',\n 'по': 'полтораста',\n 'девяно': 'девяносто',\n }\n\n VOCAB_WORDS = {\n 'ихний': 'их',\n 'ихние': 'их',\n 'езжай': 'поезжай',\n 'недры': 'недра',\n 'тюлью': 'тюлем',\n 'махает': 'машет',\n 'здоровше': 'здоровее',\n 'кренделя': 'крендели',\n 'ездиют': 'ездят',\n 'поклади': 'положи',\n 'ехайте': 'поезжайте',\n 'съездиет': 'съездит',\n 'повидлой': 'повидлом',\n 'попробоваем': 'попробуем',\n 'зажгешь': 'зажжешь',\n 'испекёт': 'испечёт',\n }\n\n PLUR_WORDS = {\n \"инструктора\": \"инструкторы\",\n \"редактора\": \"редакторы\",\n \"ректора\": \"ректоры\",\n \"конструктора\": \"конструкторы\",\n \"прожектора\": \"прожекторы\",\n \"сектора\": \"секторы\",\n \"инженера\": \"инженеры\",\n \"шофёра\": \"шофёры\",\n \"бухгалтера\": \"бухгалтеры\",\n \"диспетчера\": \"диспетчеры\",\n \"договора\": \"договоры\",\n \"приговора\": \"приговоры\",\n \"плейера\": \"плейеры\",\n \"драйвера\": \"драйверы\",\n \"принтера\": \"принтеры\",\n \"возраста\": \"возрасты\",\n \"крема\": \"кремы\",\n \"супа\": \"супы\",\n \"грунта\": \"грунты\",\n \"лифта\": \"лифты\",\n \"порта\": \"порты\",\n \"склада\": \"склады\",\n \"торта\": \"торты\",\n \"флота\": \"флоты\",\n \"фронта\": \"фронты\",\n \"штаба\": \"штабы\",\n \"штурмана\": \"штурманы\",\n\n \"директоры\": \"директора\",\n \"профессоры\": \"профессора\",\n \"инспекторы\": \"инспектора\",\n \"докторы\": \"доктора\",\n \"катеры\": \"катера\",\n \"ордеры\": \"ордера\",\n \"теноры\": \"тенора\",\n \"фельдшеры\": \"фельдшера\",\n \"флюгеры\": \"флюгера\",\n \"хуторы\": \"хутора\",\n \"шулеры\": \"шулера\",\n \"буферы\": \"буфера\",\n \"вееры\": \"веера\",\n \"буеры\": \"буера\",\n \"повары\": \"повара\",\n \"шомполы\": \"шомпола\",\n \"колоколы\": \"колокола\",\n \"куполы\": \"купола\",\n \"адресы\": \"адреса\",\n \"борты\": \"борта\",\n \"желобы\": \"желоба\",\n \"жемчуги\": \"жемчуга\",\n \"жерновы\": \"жернова\",\n \"кузовы\": \"кузова\",\n \"окороки\": \"окорока\",\n \"округи\": \"округа\",\n \"островы\": \"острова\",\n \"отпуски\": \"отпуска\",\n \"парусы\": \"паруса\",\n \"паспорты\": \"паспорта\",\n \"погребы\": \"погреба\",\n \"потрохи\": \"потроха\",\n \"стоги\": \"стога\",\n \"сорты\": \"сорта\",\n \"сторожи\": \"сторожа\",\n \"тетеревы\": \"тетерева\",\n \"черепы\": \"черепа\",\n\n \"апельсин\": \"апельсинов\",\n \"банан\": \"бананов\",\n \"огурец\": \"огурцов\",\n \"томат\": \"томатов\",\n \"помидор\": \"помидоров\",\n \"гранат\": \"гранатов\",\n \"абрикос\": \"абрикосов\",\n \"ананас\": \"ананасов\",\n \"лимон\": \"лимонов\",\n \"мандарин\": \"мандаринов\",\n \"баклажан\": \"баклажанов\",\n\n \"казах\": \"казахов\",\n \"калмык\": \"калмыков\",\n \"киргиз\": \"киргизов\",\n \"монгол\": \"монголов\",\n \"семит\": \"семитов\",\n \"таджик\": \"таджиков\",\n \"тунгус\": \"тунгусов\",\n \"узбек\": \"узбеков\",\n \"хорват\": \"хорватов\",\n \"якут\": \"якутов\",\n \"носок\": \"носков\",\n \"гольф\": \"гольфов\",\n \"рельс\": \"рельсов\",\n \"бронх\": \"бронхов\",\n \"джинс\": \"джинсов\",\n \"кед\": \"кедов\",\n\n \"дебат\": \"дебатов\",\n \"заморозок\": \"заморозков\",\n \"кулуар\": \"кулуаров\",\n \"мускул\": \"мускулов\",\n \"нард\": \"нардов\",\n \"очисток\": \"очистков\",\n \"сот\": \"сотов\",\n \"чипс\": \"чипсов\",\n \"нерв\": \"нервов\",\n\n \"болотец\": \"болотцев\",\n \"кружевец\": \"кружевцев\",\n \"деревец\": \"деревцев\",\n \"оконецв\": \"оконцев\",\n\n \"блюдцев\": \"блюдец\",\n \"заркальцев\": \"зеркалец\",\n \"копытцев\": \"копытец\",\n \"одеяльцев\": \"одеялец\",\n \"полотенцев\": \"полотенец\",\n \"сердцев\": \"сердец\",\n \"солнцев\": \"солнц\",\n\n \"ботинков\": \"ботинок\",\n \"чулков\": \"чулок\",\n \"шароваров\": \"шаровар\",\n \"шортов\": \"шорт\",\n \"сапогов\": \"сапог\",\n \"тапков\": \"тапок\",\n \"бахилов\": \"бахил\",\n \"бутсов\": \"бутс\",\n \"валенков\": \"валенок\",\n \"манжетов\": \"манжет\",\n\n \"гуляньев\": \"гуляний\",\n \"застольев\": \"застолий\",\n \"кушаньев\": \"кушаний\",\n \"надгробьев\": \"надгробий\",\n \"новосельев\": \"новоселий\",\n \"ожерельев\": \"ожерелий\",\n \"раздумьев\": \"раздумий\",\n \"сидениев\": \"сидений\",\n \"снадобиев\": \"снадобий\",\n \"соленьев\": \"солений\",\n \"ущельев\": \"ущелий\",\n }\n\n def __init__(self, speller: Optional[Speller] = None):\n if speller is None:\n speller = Speller()\n self.speller: Speller = speller\n\n def get_task_type(self) -> str:\n return Task.TYPE_07\n\n def solve(self, task: Task07) -> str:\n lines = task.lines\n\n lines, answer = self.solve_vocab(lines)\n if answer is not None:\n return answer\n\n lines, answer = self.solve_ann(lines)\n if answer is not None:\n return answer\n\n lines, answer = self.solve_suffix_strip(lines)\n if answer is not None:\n return answer\n\n lines, answer = self.solve_two(lines)\n if answer is not None:\n return answer\n\n lines, answer = self.solve_numr(lines)\n if answer is not None:\n return answer\n\n lines, answer = self.solve_more(lines)\n if answer is not None:\n return answer\n\n lines, answer = self.solve_plur(lines)\n if answer is not None:\n return answer\n\n return ''\n\n def solve_more(self, lines: List[str]) -> Tuple[List[str], Optional[str]]:\n filtered_lines = []\n\n for line in lines:\n match = re.search(r'более\\s([а-яё]+)ее([^а-яё]+|$)', line.lower())\n if match is not None:\n return lines, match.group(1) + 'о'\n\n match = re.search(r'более\\s([а-яё]+(ейш|айш)[а-яё]+)', line.lower())\n if match is not None:\n return lines, match.group(1)\n\n if 'более' not in line:\n filtered_lines.append(line)\n\n return filtered_lines, None\n\n def solve_ann(self, lines: List[str]) -> Tuple[List[str], Optional[str]]:\n for line in lines:\n match = re.search(r'(обгрызанн[а-я]+)', line.lower())\n if match is not None:\n return lines, match.group(1).replace('обгрызанн', 'обгрызенн')\n\n return lines, None\n\n def solve_vocab(self, lines: List[str]) -> Tuple[List[str], Optional[str]]:\n for line in lines:\n for word, correct in self.VOCAB_WORDS.items():\n for line_word in word_tokenize(line.lower()):\n if word == line_word:\n return lines, correct\n\n return lines, None\n\n def solve_plur(self, lines: List[str]) -> Tuple[List[str], Optional[str]]:\n for line in lines:\n for word, correct in self.PLUR_WORDS.items():\n for line_word in word_tokenize(line.lower()):\n if word == line_word:\n return lines, correct\n\n return lines, None\n\n def solve_suffix_strip(self, lines: List[str]) -> Tuple[List[str], Optional[str]]:\n for line in lines:\n for suffix in self.SUFFIX_STRIP:\n match = re.search(r'([а-яё]+)(' + re.escape(suffix) + r')(\\s|$)', line.lower())\n if match is not None:\n word = match.group(0).strip()\n if not self.speller.is_known(word):\n word_no_suffix = match.group(1).strip()\n if self.speller.is_known(word_no_suffix):\n return lines, word_no_suffix\n\n return lines, None\n\n def solve_two(self, lines: List[str]) -> Tuple[List[str], Optional[str]]:\n filtered_lines = []\n\n for line in lines:\n match = re.search(r'(обоих|обеих|обоим|обеим)\\s', line.lower())\n if match is not None:\n word = match.group(0).strip()\n word_morph = self.speller.parse_morph(word)\n\n next_word = line.lower().split(word)[1]\n next_word_morph = self.speller.parse_morph(next_word)\n\n if 'masc' in next_word_morph.tag and 'masc' not in word_morph.tag:\n return filtered_lines, self.speller.parse_morph('оба').inflect({next_word_morph.tag.case}).word\n\n if 'femn' in next_word_morph.tag and 'femn' not in word_morph.tag:\n return filtered_lines, self.speller.parse_morph('обе').inflect({next_word_morph.tag.case}).word\n else:\n filtered_lines.append(line)\n\n return filtered_lines, None\n\n def solve_numr(self, lines: List[str]) -> Tuple[List[str], Optional[str]]:\n filtered_lines = []\n\n for line in lines:\n match = re.search(r'[а-я]*(ста|стах|стами|стам|сот|сотым)\\s', line.lower())\n if match is not None:\n word = match.group(0).strip()\n\n normal_form = ''\n for start, numr in self.NUMR_WORDS.items():\n if word.startswith(start):\n normal_form = numr\n break\n\n if 'NUMR' not in self.speller.parse_morph(word).tag:\n next_word = line.lower().split(word)[1]\n next_word_case = self.speller.parse_morph(next_word).tag.case\n correct_word = self.speller.parse_morph(normal_form).inflect({next_word_case}).word\n\n return filtered_lines, correct_word\n else:\n filtered_lines.append(line)\n\n return filtered_lines, None\n" }, { "alpha_fraction": 0.615322470664978, "alphanum_fraction": 0.6227573752403259, "avg_line_length": 38.40764236450195, "blob_id": "71ae6d19276235f55ab1297451b55ac0ad3c67f1", "content_id": "f64b94d4242326a709ff97d8e3dba4e305e219d6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6187, "license_type": "no_license", "max_line_length": 122, "num_lines": 157, "path": "/lib/util/bert.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import os\nimport torch\nimport numpy as np\nfrom sklearn.metrics.pairwise import cosine_similarity\nfrom pytorch_transformers import BertConfig, BertModel, BertForMaskedLM, BertTokenizer\nfrom typing import List, Tuple, Optional\n\n\nclass BertOutput:\n def __init__(self, token_ids: np.array, clf: np.array, token_embeddings: np.array):\n self.token_ids: np.array = token_ids\n self.clf: np.array = clf\n self.token_embeddings: np.array = token_embeddings\n self.sentence_embeddings: Optional[np.array] = None\n\n def get_clf_output(self) -> np.array:\n return self.clf\n\n def get_token_embeddings(self, token_positions: List[int], num_layers: int = 4, pool_mean: bool = False) -> np.array:\n emb = np.hstack(self.token_embeddings[-num_layers:, token_positions, :])\n if pool_mean:\n emb = np.mean(emb, axis=0)\n\n return emb\n\n def get_sentence_embeddings(self) -> np.array:\n if self.sentence_embeddings is None:\n self.sentence_embeddings = np.mean(self.token_embeddings, axis=1)\n\n return self.sentence_embeddings\n\n def get_similarity(self, other: 'BertOutput') -> np.array:\n self_embeddings = self.get_sentence_embeddings()\n other_embeddings = other.get_sentence_embeddings()\n\n return np.array([\n cosine_similarity([self_embeddings[i]], [other_embeddings[i]])[0, 0] for i, _ in enumerate(self_embeddings)\n ])\n\n\nclass Bert:\n def __init__(self):\n model_dir = '/var/model/bert'\n if not os.path.isdir(model_dir):\n model_dir = os.path.abspath(os.path.dirname(__file__) + '/../../var/model/bert')\n\n self.use_gpu: bool = torch.cuda.is_available()\n self.config: BertConfig = BertConfig.from_json_file(model_dir + '/config.json')\n self.tokenizer: BertTokenizer = BertTokenizer.from_pretrained(model_dir + '/vocab.txt', do_lower_case=False)\n\n self.model_masked: BertForMaskedLM = BertForMaskedLM.from_pretrained(model_dir + '/model.bin', config=self.config)\n self.model: BertModel = self.model_masked.bert\n\n # freeze bert encoder\n for param in self.model.parameters():\n param.requires_grad = False\n for param in self.model_masked.parameters():\n param.requires_grad = False\n\n self.model.encoder.output_hidden_states = True\n self.model.eval()\n self.model_masked.eval()\n\n if self.use_gpu:\n self.model.cuda()\n self.model_masked.cuda()\n\n def eval(self, sentence_a: str, sentence_b: Optional[str] = None) -> BertOutput:\n token_ids, token_type_ids = self.tokenize(sentence_a, sentence_b)\n if self.use_gpu:\n token_ids, token_type_ids = token_ids.cuda(), token_type_ids.cuda()\n\n _, clf, encoded_layers = self.model(token_ids, token_type_ids)\n token_embeddings = []\n for layer in encoded_layers:\n token_embeddings.append(layer.cpu().numpy()[0])\n\n return BertOutput(\n token_ids.cpu().numpy()[0],\n clf.cpu().numpy()[0],\n np.array(token_embeddings)\n )\n\n def tokenize(self, sentence_a: str, sentence_b: Optional[str] = None) -> Tuple[torch.Tensor, torch.Tensor]:\n t = self.tokenizer\n\n tokens_a = [t.cls_token] + t.tokenize(sentence_a) + [t.sep_token]\n token_type_ids = [0] * len(tokens_a)\n\n if sentence_b is not None:\n tokens_b = t.tokenize(sentence_b) + [t.sep_token]\n token_type_ids += [1] * len(tokens_b)\n else:\n tokens_b = []\n\n token_ids = t.convert_tokens_to_ids(tokens_a + tokens_b)\n return torch.tensor([token_ids[:512]]), torch.tensor([token_type_ids[:512]])\n\n def get_token_positions(self, sentence: str, word: str) -> List[int]:\n start_idx = len(self.tokenizer.tokenize(sentence.split(word)[0]))\n end_idx = start_idx + len(self.tokenizer.tokenize(word))\n\n return list(range(start_idx, end_idx))\n\n def predict_masked_token(self, text: str, num_words: int = 10) -> List[str]:\n tokens = self.tokenizer.tokenize(text)\n token_ids = self.tokenizer.convert_tokens_to_ids(tokens)\n segments_ids = [0] * len(tokens)\n\n tokens_tensor = torch.tensor([token_ids[:512]])\n segments_tensors = torch.tensor([segments_ids[:512]])\n\n if self.use_gpu:\n tokens_tensor, segments_tensors = tokens_tensor.cuda(), segments_tensors.cuda()\n\n predictions = self.model_masked(tokens_tensor, segments_tensors)\n\n masked_index = tokens.index('[MASK]')\n tokens_idx = torch.argsort(predictions[0][0][masked_index])[-num_words:].cpu().numpy()\n\n return self.tokenizer.convert_ids_to_tokens(np.flip(tokens_idx))\n\n def get_word_in_text_scores(self, text: str, word: str) -> np.array:\n word_tokens = self.tokenizer.convert_tokens_to_ids(self.tokenizer.tokenize(word))\n text = '[CLS] ' + text + ' [SEP]'\n text = text.replace('[MASK]', '[MASK]' * len(word_tokens))\n\n tokens = self.tokenizer.tokenize(text)\n token_ids = self.tokenizer.convert_tokens_to_ids(tokens)\n segments_ids = [0] * len(tokens)\n\n tokens_tensor = torch.tensor([token_ids[:512]])\n segments_tensors = torch.tensor([segments_ids[:512]])\n\n if self.use_gpu:\n tokens_tensor, segments_tensors = tokens_tensor.cuda(), segments_tensors.cuda()\n\n predictions = self.model_masked(tokens_tensor, segments_tensors)\n\n mask_idx = tokens.index('[MASK]')\n scores = []\n for token in word_tokens:\n scores.append(torch.nn.functional.softmax(predictions[0][0][mask_idx])[token].item())\n mask_idx += 1\n\n return np.array(scores)\n\n def get_replace_proba(self, text: str, original_word: str, replace_word: str) -> float:\n text = text.replace(original_word, '[MASK]')\n proba_original = self.get_word_in_text_scores(text, original_word)\n proba_replace = self.get_word_in_text_scores(text, replace_word)\n\n for proba1, proba2 in zip(proba_original, proba_replace):\n if proba1 != proba2:\n return proba2 / proba1\n\n return 0.0\n" }, { "alpha_fraction": 0.5429880023002625, "alphanum_fraction": 0.5553206205368042, "avg_line_length": 40.735294342041016, "blob_id": "6b9c5742dc470739e5b13001e1a875307763a600", "content_id": "60e6729e05a88c3999af035ba6e0592b20dedbcf", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3115, "license_type": "no_license", "max_line_length": 101, "num_lines": 68, "path": "/lib/task/task25.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task.base import Task, MultipleChoiceTask\n\nfrom typing import Dict, List, Optional, Tuple\n\n\nclass Task25(MultipleChoiceTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_25\n\n self.lines: List[str] = self.get_numbered_lines(blacklist=[\n 'среди предложений',\n 'прочитайте текст',\n ])\n self.question_text: str = self.remove_numbered_lines(self.lines)\n\n last_parts = self.split_lines(self.lines[-1])\n self.lines[-1] = last_parts[0]\n if len(last_parts) > 1:\n self.question_text += ' '.join(last_parts[1:])\n\n self.line_range: Optional[Tuple[int, int]] = None\n search_range = re.findall(r'предложений\\s([0-9]{1,2})[-–−—]([0-9]{1,2})', self.question_text)\n if len(search_range) == 1:\n self.line_range = (int(search_range[0][0]), int(search_range[0][1]))\n\n self.connection_features: List[int] = [\n int('личного' in self.question_text),\n int('притяжательного' in self.question_text),\n int('указательного' in self.question_text),\n int('определительного' in self.question_text),\n int('местоимения' in self.question_text or 'местоимений' in self.question_text),\n int('местоименного' in self.question_text),\n int('наречия' in self.question_text),\n int('усилительной' in self.question_text),\n int('указательной' in self.question_text),\n int('частицы' in self.question_text),\n int('однокоренных' in self.question_text),\n int('форм' in self.question_text),\n int('противительного' in self.question_text),\n int('сочинительного' in self.question_text),\n int('союза' in self.question_text),\n int('лексического повтора' in self.question_text),\n int('синоним' in self.question_text),\n ]\n\n self.line_pairs: List[Tuple[str, str]] = []\n if self.line_range is not None and len(self.lines) >= self.line_range[1]:\n for i in range(self.line_range[0] - 1, self.line_range[1]):\n self.line_pairs.append((self.lines[i - 1], self.lines[i]))\n\n if self.answer:\n if len(self.answer) > 1:\n fixed_answer = []\n\n if 'Мой отец и исправник были поражены' in self.text:\n return\n\n while len(self.answer) > 0:\n if int(self.answer[0]) < self.line_range[1]:\n fixed_answer.append(''.join(self.answer[:2]))\n self.answer = self.answer[2:]\n else:\n fixed_answer.append(self.answer[0])\n self.answer = self.answer[1:]\n\n self.answer = fixed_answer\n" }, { "alpha_fraction": 0.6021276712417603, "alphanum_fraction": 0.6085106134414673, "avg_line_length": 33.39024353027344, "blob_id": "658a094e333b749728cd8328e1112d5f54d51ff4", "content_id": "9549dac05a3ce3c914e1bdf13d4ec2a51a965f05", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1410, "license_type": "no_license", "max_line_length": 101, "num_lines": 41, "path": "/lib/solver/task05.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import os\nimport pickle\nfrom lib.task import Task, Task05\nfrom lib.solver.base import BaseSolver\nfrom lib.util.bert import Bert\nfrom lib.util.speller import Speller\n\nfrom typing import Optional, Any, Dict\n\n\nclass Task05Solver(BaseSolver):\n def __init__(self, bert: Optional[Bert] = None, speller: Optional[Speller] = None):\n if bert is None:\n bert = Bert()\n self.bert: Bert = bert\n\n if speller is None:\n speller = Speller()\n self.speller: Speller = speller\n\n model_dir = os.path.abspath(os.path.dirname(__file__) + '/../../var/model')\n with open(model_dir + '/paronyms.pickle', 'rb') as f:\n self.paronyms: Dict[str, str] = pickle.load(f)\n\n def get_task_type(self) -> str:\n return Task.TYPE_05\n\n def solve(self, task: Task05) -> Any:\n best_replace_proba = 0\n best_replace = ''\n\n for line, word in task.variants:\n word_morph = self.speller.parse_morph(word)\n if word_morph.normal_form in self.paronyms:\n paronym_word = self.speller.inflect_like(word, self.paronyms[word_morph.normal_form])\n replace_proba = self.bert.get_replace_proba(line, word, paronym_word)\n if replace_proba > best_replace_proba:\n best_replace_proba = replace_proba\n best_replace = paronym_word\n\n return best_replace\n" }, { "alpha_fraction": 0.5322033762931824, "alphanum_fraction": 0.5423728823661804, "avg_line_length": 28.5, "blob_id": "3361362e95bf7ee84198d21c9b8db0ae25bb73e0", "content_id": "1ccb1056aad5563d88b12ef63d8b087e392b45ff", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 590, "license_type": "no_license", "max_line_length": 73, "num_lines": 20, "path": "/lib/util/ner.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from deeppavlov import build_model, configs\n\n\nclass NER:\n def __init__(self):\n self.model = None\n\n def get_name(self, text: str) -> str:\n if self.model is None:\n self.model = build_model(configs.ner.ner_rus, download=False)\n\n ner_result = self.model([text])\n name_tokens = []\n for token, token_type in zip(ner_result[0][0], ner_result[1][0]):\n if token_type in ['B-PER', 'I-PER']:\n name_tokens.append(token)\n elif len(name_tokens) > 0:\n break\n\n return ' '.join(name_tokens[-3:])\n" }, { "alpha_fraction": 0.5872933864593506, "alphanum_fraction": 0.5893595218658447, "avg_line_length": 43, "blob_id": "ce63c9e62b68aee0da0432d52904d8c5dbcfda50", "content_id": "a0ee1f5672484f6351ac58c2af823f1abf8877b7", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2454, "license_type": "no_license", "max_line_length": 110, "num_lines": 44, "path": "/lib/solver/dummy.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task import Task\nfrom lib.solver.base import BaseSolver\nfrom typing import List, Dict, Any\n\n\nclass DummySolver(BaseSolver):\n def get_task_type(self) -> str:\n return Task.TYPE_UNKNOWN\n\n def solve(self, task: Task) -> Any:\n question = task.data['question']\n\n if question['type'] == 'choice':\n answer = question['choices'][0]['id']\n\n elif question['type'] == 'multiple_choice':\n answer = [choice['id'] for choice in question['choices']][:3]\n\n elif question['type'] == 'matching':\n answer = {left['id']: choice['id'] for left, choice in zip(question['left'], question['choices'])}\n\n elif question['type'] == 'text':\n if question.get('restriction') == 'word':\n words = [word for word in task.data['text'].split() if len(word) > 1]\n answer = words[0]\n\n else:\n # random text generated with https://fish-text.ru\n answer = (\n 'Для современного мира реализация намеченных плановых заданий позволяет '\n 'выполнить важные задания по разработке новых принципов формирования '\n 'материально-технической и кадровой базы. Господа, реализация намеченных '\n 'плановых заданий играет определяющее значение для модели развития. '\n 'Сложно сказать, почему сделанные на базе интернет-аналитики выводы призывают '\n 'нас к новым свершениям, которые, в свою очередь, должны быть в равной степени '\n 'предоставлены сами себе. Ясность нашей позиции очевидна: базовый вектор '\n 'развития однозначно фиксирует необходимость существующих финансовых и '\n 'административных условий.'\n )\n\n else:\n raise RuntimeError('Unknown question type: {}'.format(question['type']))\n\n return answer\n" }, { "alpha_fraction": 0.5115728378295898, "alphanum_fraction": 0.5239347815513611, "avg_line_length": 33.880733489990234, "blob_id": "f580184b5e10a0e5c9dc2dd05478ba764e78c742", "content_id": "1df3f5b5e711052f412add39783c5349dcb1d3b9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3802, "license_type": "no_license", "max_line_length": 109, "num_lines": 109, "path": "/lib/sberbank/solvers/solver17.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nimport pymorphy2\nfrom catboost import CatBoostClassifier\nfrom sklearn.model_selection import train_test_split\nfrom lib.sberbank.solvers.utils import AbstractSolver\nimport joblib\n\n\nclass Solver(AbstractSolver):\n def __init__(self, seed=42, train_size=0.85):\n self.has_model = False\n self.is_train_task = False\n self.morph = pymorphy2.MorphAnalyzer()\n self.pos2n = {None: 0}\n self.n2pos = [None, ]\n self.train_size = train_size\n self.seed = seed\n self.model = CatBoostClassifier(loss_function=\"Logloss\",\n eval_metric='Accuracy',\n use_best_model=True, random_seed=self.seed)\n super().__init__(seed)\n\n def get_placeholder(self, token):\n if len(token) < 5 and token[0] == '(' and token[-1] == ')':\n return token[1:-1]\n return ''\n\n def save(self, path=\"data/models/solver17.pkl\"):\n joblib.dump(self.model, path)\n\n def load(self, path=\"data/models/solver17.pkl\"):\n self.model = joblib.load(path)\n\n def get_target(self, task):\n if 'solution' not in task:\n return []\n y_true = task['solution']['correct_variants'] if 'correct_variants' in task['solution'] \\\n else [task['solution']['correct']]\n return list(y_true[0])\n\n def clear_token(self, token):\n for char in '?.!/;:':\n token = token.replace(char, '')\n return token\n\n def get_feat(self, token):\n if self.get_placeholder(token):\n return 'PHDR'\n else:\n p = self.morph.parse(self.clear_token(token))[0]\n return str(p.tag.POS)\n\n def encode_feats(self, feats):\n res = []\n for feat in feats:\n if feat not in self.pos2n and self.is_train_task:\n self.pos2n[feat] = len(self.pos2n)\n self.n2pos.append(feat)\n elif feat not in self.pos2n:\n feat = None\n res.append(self.pos2n[feat])\n return res\n\n def correct_spaces(self, text):\n text = re.sub(r'(\\(\\d\\))', r' \\1 ', text)\n text = re.sub(r' *', r' ', text)\n return text\n\n def parse_task(self, task):\n feat_ids = [-3, -2, -1, 1, 2, 3]\n tokens = self.correct_spaces(task['text']).split()\n targets = self.get_target(task)\n X, y = [], []\n for i, token in enumerate(tokens):\n placeholder = self.get_placeholder(token)\n if not placeholder:\n continue\n if placeholder in targets:\n y.append(1)\n else:\n y.append(0)\n feats = []\n for feat_idx in feat_ids:\n if i + feat_idx < 0 or i + feat_idx >= len(tokens):\n feats.append('PAD')\n else:\n feats.append(self.get_feat(tokens[i + feat_idx]))\n X.append(self.encode_feats(feats))\n return X, y\n\n def fit(self, tasks):\n self.is_train_task = True\n X, y = [], []\n for task in tasks:\n task_x, task_y = self.parse_task(task)\n X += task_x\n y += task_y\n X_train, X_dev, Y_train, Y_dev = train_test_split(X, y, shuffle=True,\n train_size=self.train_size, random_state=self.seed)\n cat_features = [0, 1, 2, 3, 4, 5]\n self.model = self.model.fit(X_train, Y_train, cat_features, eval_set=(X_dev, Y_dev))\n self.has_model = True\n\n def predict_from_model(self, task):\n self.is_train_task = False\n X, y = self.parse_task(task)\n pred = self.model.predict(X)\n pred = [str(i+1) for i, p in enumerate(pred) if p >= 0.5]\n return pred if pred else [\"1\"]\n" }, { "alpha_fraction": 0.5998475551605225, "alphanum_fraction": 0.5998475551605225, "avg_line_length": 27.521739959716797, "blob_id": "73f798c148c86a047299a57d19a668b9c60cc1fe", "content_id": "f49897037b0ff184705a11a354279e117d448161", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1312, "license_type": "no_license", "max_line_length": 84, "num_lines": 46, "path": "/lib/solver/zero.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task import Task\nfrom lib.solver.base import BaseSolver\nfrom lib.solver.sberbank import SberbankSolver\nfrom typing import List, Dict, Any\n\n\nclass ZeroSolver(BaseSolver):\n def get_task_type(self) -> str:\n return Task.TYPE_UNKNOWN\n\n def solve(self, task: Task) -> Any:\n question = task.data['question']\n\n if question['type'] == 'choice':\n answer = 'UNK'\n\n elif question['type'] == 'multiple_choice':\n answer = ['UNK']\n\n elif question['type'] == 'matching':\n answer = {left['id']: 'UNK' for left in question['left']}\n\n elif question['type'] == 'text':\n answer = 'UNK'\n\n else:\n raise RuntimeError('Unknown question type: {}'.format(question['type']))\n\n return answer\n\n\nclass ZeroSberbankSolver(BaseSolver):\n def __init__(self, task_types: List[type]):\n self.task_types: List[type] = task_types\n self.zero: ZeroSolver = ZeroSolver()\n self.sberbank: SberbankSolver = SberbankSolver()\n\n def get_task_type(self) -> str:\n return Task.TYPE_UNKNOWN\n\n def solve(self, task: Task) -> Any:\n for task_type in self.task_types:\n if isinstance(task, task_type):\n return self.sberbank.solve(task)\n\n return self.zero.solve(task)\n" }, { "alpha_fraction": 0.774193525314331, "alphanum_fraction": 0.7956989407539368, "avg_line_length": 22.5, "blob_id": "56e47416532e60cf0bc087a583550af3a8114e0c", "content_id": "c8f8b46bf03d75208fcd45f766148ea10ecb665f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 93, "license_type": "no_license", "max_line_length": 48, "num_lines": 4, "path": "/lib/sberbank/debug_esse.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.sberbank.solvers.solver27 import Solver\n\nsolver = Solver(is_load=False)\nsolver.fit()" }, { "alpha_fraction": 0.5300740599632263, "alphanum_fraction": 0.5385185480117798, "avg_line_length": 44.3020133972168, "blob_id": "5ef8333156b43972e22aaf5c262f1dd00ed234cc", "content_id": "817ddf5a9610bc5cb8f8c8cfdc25191a42731fab", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6839, "license_type": "no_license", "max_line_length": 115, "num_lines": 149, "path": "/lib/sberbank/solvers/solver26.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import random\nimport re\nimport time\nimport joblib\nimport numpy as np\nfrom nltk.tokenize import sent_tokenize\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.preprocessing import LabelEncoder\nfrom lib.sberbank.solvers.utils import BertEmbedder\nfrom lib.sberbank.utils import read_config, sber_path\n\n\nclass Solver(BertEmbedder):\n\n def __init__(self, seed=42):\n super(Solver, self).__init__()\n self.seed = seed\n self.init_seed()\n self.model_config = sber_path('/var/sberbank/models/model_26.json')\n self.config = read_config(self.model_config)\n self.unified_substrings = self.config[\"unified_substrings\"]\n self.replacements = self.config[\"replacements\"]\n self.duplicates = self.config[\"duplicates\"]\n self.classifier = LogisticRegression(verbose=10)\n self.label_encoder = LabelEncoder()\n\n def init_seed(self):\n return random.seed(self.seed)\n\n def predict_from_model(self, task):\n decisions, phrases = dict(), self.extract_phrases(task)\n used_answers, choices = set(), [self.unify_type(choice[\"text\"]) for choice in task[\"question\"][\"choices\"]]\n for letter in \"ABCD\":\n if len(phrases[letter]) == 0:\n decisions[letter] = \"1\"\n else:\n embedding = np.mean(np.vstack(self.sentence_embedding(phrases[letter])), 0)\n proba = self.classifier.predict_proba(embedding.reshape((1, -1)))[0]\n options = list(self.label_encoder.inverse_transform(np.argsort(proba)))[::-1]\n try:\n answer = next(option for option in options if option in choices and option not in used_answers)\n except StopIteration:\n decisions[letter] = \"1\"\n continue\n used_answers.add(answer)\n answer_id = str(choices.index(answer) + 1)\n decisions[letter] = answer_id\n return decisions\n\n def unify_type(self, type_):\n type_ = re.split(r\"\\s\", type_, 1)[-1]\n type_ = type_.strip(\" \\t\\n\\v\\f\\r-–—−()\").replace(\"и \", \"\")\n for key, value in self.unified_substrings.items():\n if key in type_:\n return value\n for key, value in self.replacements.items():\n type_ = re.sub(key + r\"\\b\", value, type_)\n for duplicate_list in self.duplicates:\n if type_ in duplicate_list:\n return duplicate_list[0]\n return type_\n\n @staticmethod\n def get_sent_num(sent: str):\n match = re.search(r\"\\(([\\dЗбOО]{1,2})\\)\", sent)\n if match:\n num = match.group(1)\n table = str.maketrans(\"ЗбОO\", \"3600\")\n num = num.translate(table)\n num = int(num)\n return num\n match = re.search(r\"([\\dЗбOО]{1,2})\\)\", sent)\n if match:\n num = match.group(1)\n table = str.maketrans(\"ЗбОO\", \"3600\")\n num = num.translate(table)\n num = int(num)\n return num\n\n def extract_phrases(self, task):\n result, text = {key: list() for key in \"ABCD\"}, task[\"text\"]\n text = text.replace(\"\\xa0\", \" \")\n citations = [sent for sent in sent_tokenize(text.split(\"Список терминов\")[0])\n if re.search(r\"\\([А-Г]\\)|\\(?[А-Г]\\)?_{2,}\", sent)]\n text = [x for x in re.split(r\"[АA]БВГ\\.?\\s*\", text) if x != \"\"][-1]\n text = re.sub(r\"(\\([\\dЗбOО]{1,2}\\))\", r\" \\1 \", text)\n sents = sent_tokenize(text)\n sents = [x.strip() for sent in sents for x in re.split(r\"…|\\.\\.\\.\", sent)]\n sents = [x.strip() for sent in sents for x in re.split(\" (?=\\([\\dЗбОO])\", sent)]\n sents = [sent for sent in sents if re.match(r\"\\s*\\(?[\\dЗбОO]{1,2}\\)\", sent)]\n assert all(re.search(r\"\\({}\\)|\\(?{}\\)?_{2,}\".replace(\"{}\", letter), ' '.join(citations))\n for letter in \"АБВГ\"), \"Not all letters found in {}\".format(citations)\n citations = \" \".join(citations)\n citations = re.split(\"\\([А-Г]\\)|\\(?[А-Г]\\)?_{2,}\", citations)[1:]\n assert len(citations) == 4, \"Expected 4 (not {}) citations: {}\".format(len(citations), citations)\n for citation, letter in zip(citations, \"ABCD\"):\n sent_nums = list()\n matches = re.finditer(r\"предложени\\w{,3}\\s*(\\d[\\d\\-— ,]*)\", citation)\n for match in matches:\n sent_nums_str = match.group(1)\n for part in re.split(r\",\\s*\", sent_nums_str):\n part = part.strip(\" \\t\\n\\v\\f\\r-–—−\")\n if len(part) > 0:\n if part.isdigit():\n sent_nums.append(int(part))\n else:\n from_, to = re.split(r\"[-–—−]\", part)\n extension = range(int(from_), int(to) + 1)\n sent_nums.extend(extension)\n sents_ = [sent for sent in sents if self.get_sent_num(sent) in sent_nums]\n sents_ = [re.sub(r\"(\\([\\dЗбOО]{1,2}\\))\\s*\", \"\", sent) for sent in sents_]\n result[letter].extend(sents_)\n matches = re.finditer(r\"[«\\\"](.*?)[»\\\"]\", citation)\n for match in matches:\n result[letter].append(match.group(1))\n result = {key: list(set(value)) for key, value in result.items()}\n return result\n\n def fit(self, tasks):\n self.corpus, self.types = list(), list()\n for task in tasks:\n letters_to_phrases = self.extract_phrases(task)\n for key in \"ABCD\":\n questions = letters_to_phrases[key]\n answer_number = task[\"solution\"][\"correct\"][key]\n answer = next(\n answ[\"text\"] for answ in task[\"question\"][\"choices\"] if\n answ[\"id\"] == answer_number)\n if answer.isdigit():\n continue\n answer = self.unify_type(answer)\n self.corpus.extend(questions)\n self.types.extend([answer] * len(questions))\n start = time.time()\n print(\"Encoding sentences with bert...\")\n X = np.vstack(self.sentence_embedding(self.corpus))\n print(\"Encoding finished. This took {} seconds\".format(time.time() - start))\n y = self.label_encoder.fit_transform(self.types)\n self.classifier.fit(X, y)\n\n def load(self, path=\"data/models/solver26.pkl\"):\n model = joblib.load(path)\n self.classifier = model[\"classifier\"]\n self.label_encoder = model[\"label_encoder\"]\n\n def save(self, path=\"data/models/solver26.pkl\"):\n model = {\"classifier\": self.classifier,\n \"label_encoder\": self.label_encoder}\n joblib.dump(model, path)\n" }, { "alpha_fraction": 0.5356485247612, "alphanum_fraction": 0.5427519083023071, "avg_line_length": 32.637168884277344, "blob_id": "9ed3fdf6eb49821befdf054168e555527b8f6e23", "content_id": "04532ab9cf4475ea72344ae6348605d608f49a67", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7668, "license_type": "no_license", "max_line_length": 99, "num_lines": 226, "path": "/lib/solver/task10.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import numpy as np\nfrom lib.task import Task, Task10, Task10Text, Task10MultipleChoice\nfrom lib.solver.base import BaseSolver\nfrom lib.util.speller import Speller\nfrom lib.util.classifier import LgbClassifier\nfrom sklearn.linear_model import LogisticRegression\n\nfrom typing import Optional, Union, List, Dict, Tuple\n\n\nclass Task10Solver(BaseSolver):\n CHARS = ['а', 'о', 'е', 'и', 'у', 'ю', 'ы', 'я', 'с', 'з', 'т', 'д', 'ч', 'щ', 'ь', 'ъ', '']\n INVERSE_CHARS = {\n 'а': {'о', 'у', 'ю', 'я'},\n 'о': {'а', 'у', 'ю'},\n 'е': {'и', 'о'},\n 'и': {'е', 'ы'},\n 'у': {'а', 'ю', 'я'},\n 'ю': {'я', 'у', 'а'},\n 'ы': {'и', 'о'},\n 'я': {'ю', 'а', 'у'},\n 'с': {'з'},\n 'з': {'с'},\n 'т': {'д'},\n 'д': {'т'},\n 'ч': {'щ'},\n 'щ': {'ч'},\n 'ь': {'', 'ъ'},\n 'ъ': {'', 'ь'},\n '': {'ь', 'ъ'}\n }\n\n def __init__(self, speller: Optional[Speller] = None):\n if speller is None:\n speller = Speller()\n self.speller: Speller = speller\n\n self.model: LgbClassifier = LgbClassifier('task10')\n self.model_linear = self.load_pkl('task10')\n if self.model_linear is None:\n self.model_linear = LogisticRegression(C=1.0)\n\n self.word_cache: Dict = {}\n\n def get_task_type(self) -> str:\n return Task.TYPE_10\n\n def solve(self, task: Task10) -> Union[str, List[str]]:\n if isinstance(task, Task10Text):\n if task.char is None:\n return self.solve_text_without_char(task)\n else:\n return self.solve_text_with_char(task)\n\n if isinstance(task, Task10MultipleChoice):\n if task.char is None:\n return self.solve_multiple_without_char(task)\n else:\n return self.solve_multiple_with_char(task)\n\n return None\n\n def solve_text_with_char(self, task: Task10Text) -> str:\n word_line_scores = []\n\n for word_line in task.word_lines:\n chars, scores = self.predict_chars_for_words(word_line)\n scores_by_char = {char: score for char, score in zip(chars, scores)}\n word_line_scores.append(scores_by_char[task.char])\n\n max_idx = int(np.argmax(word_line_scores))\n max_word_line = task.word_lines[max_idx]\n\n return ''.join([word.replace('..', task.char) for word in max_word_line])\n\n def solve_text_without_char(self, task: Task10Text) -> str:\n word_line_scores = []\n word_line_chars = []\n\n for word_line in task.word_lines:\n chars, scores = self.predict_chars_for_words(word_line)\n word_line_scores.append(scores[0])\n word_line_chars.append(chars[0])\n\n max_idx = int(np.argmax(word_line_scores))\n max_word_line = task.word_lines[max_idx]\n max_char = word_line_chars[max_idx]\n\n return ''.join([word.replace('..', max_char) for word in max_word_line])\n\n def solve_multiple_without_char(self, task: Task10MultipleChoice) -> List[str]:\n word_line_scores = []\n\n for word_line in task.word_lines:\n chars, scores = self.predict_chars_for_words(word_line)\n word_line_scores.append(scores[0])\n\n return [str(task.choices[idx]['id']) for idx in self.pick_idx(word_line_scores)]\n\n def solve_multiple_with_char(self, task: Task10MultipleChoice) -> List[str]:\n word_line_scores = []\n\n for word_line in task.word_lines:\n chars, scores = self.predict_chars_for_words(word_line)\n scores_by_char = {char: score for char, score in zip(chars, scores)}\n word_line_scores.append(scores_by_char[task.char])\n\n return [str(task.choices[idx]['id']) for idx in self.pick_idx(word_line_scores)]\n\n def pick_idx(self, word_line_scores: List[float]) -> List[int]:\n answer_idx = []\n\n word_line_scores = np.array(word_line_scores)\n sorted_idx = np.argsort(-word_line_scores)\n\n answer_idx.append(sorted_idx[0])\n sorted_idx = sorted_idx[1:]\n\n for idx in sorted_idx:\n if word_line_scores[idx] > 0.7:\n answer_idx.append(idx)\n\n return list(sorted(answer_idx))\n\n def train(self, tasks: List[Task10], save: bool = True):\n X, y = self.get_Xy_for_train()\n #self.model.train(X, y)\n self.model_linear.fit(X, y)\n\n if save:\n self.save_pkl('task10', self.model_linear)\n # self.model.save()\n\n def predict_chars_for_words(self, words: List[str]) -> Tuple[List[str], List[float]]:\n total_char_scores = {char: 0.0 for char in self.CHARS}\n\n for word in words:\n chars, scores = self.predict_chars(word)\n for char, score in zip(chars, scores):\n total_char_scores[char] += score\n\n chars = []\n scores = []\n for char, score in total_char_scores.items():\n chars.append(char)\n scores.append(score / len(words))\n\n scores = np.array(scores)\n idx = np.argsort(-scores)\n\n return np.array(chars)[idx].tolist(), scores[idx].tolist()\n\n def predict_chars(self, word: str) -> Tuple[List[str], List[float]]:\n scores = []\n for char in self.CHARS:\n # score = self.model_linear.predict([self.get_X(word, char, use_vocab=True)])[0][1]\n score = self.model_linear.predict_proba([self.get_X(word, char, use_vocab=True)])[0][1]\n scores.append(score)\n\n scores = np.array(scores)\n idx = np.argsort(-scores)\n\n return np.array(self.CHARS)[idx].tolist(), scores[idx].tolist()\n\n def get_Xy_for_train(self) -> Tuple[np.array, Optional[np.array]]:\n X = []\n y = []\n\n for word, chars in self.speller.examples.items():\n for char in chars:\n X.append(self.get_X(word, char))\n y.append(1)\n\n for inverse_char in self.INVERSE_CHARS[char]:\n if inverse_char not in chars:\n X.append(self.get_X(word, inverse_char))\n y.append(0)\n\n return np.array(X), np.array(y)\n\n def get_X(self, word: str, char: str, use_vocab: bool = False) -> np.array:\n word = word.lower().replace('ё', 'е').strip()\n word_chars = self.get_word_chars(word)\n\n correct =int(word_chars[char]['correct'])\n known = int(word_chars[char]['known'])\n\n if use_vocab and self.speller.in_vocab(word.replace('..', char)):\n correct = known = 1\n\n features = [\n correct,\n known,\n ]\n\n total_correct = 0\n total_known = 0\n for c, info in word_chars.items():\n correct = int(info['correct'])\n known = int(info['known'])\n\n if use_vocab and self.speller.in_vocab(word.replace('..', c)):\n correct = known = 1\n\n total_correct += correct\n total_known += known\n\n features.append(total_correct)\n features.append(total_known)\n\n return np.array(features)\n\n def get_word_chars(self, word: str) -> Dict:\n if word not in self.word_cache:\n result = {}\n for char in self.CHARS:\n word_with_char = word.replace('..', char)\n result[char] = {\n # 'correct': self.speller.is_correct(word_with_char),\n 'correct': 1,\n 'known': self.speller.is_known(word_with_char),\n }\n\n self.word_cache[word] = result\n\n return self.word_cache[word]\n" }, { "alpha_fraction": 0.5193830728530884, "alphanum_fraction": 0.5268862247467041, "avg_line_length": 32.31944274902344, "blob_id": "468b8b6f3d3f7ece226337efed4b45afa5a44348", "content_id": "d4fbe25b477344c5197d59386104a2eef7f81a41", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2417, "license_type": "no_license", "max_line_length": 91, "num_lines": 72, "path": "/lib/solver/task14.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import numpy as np\nfrom lib.task import Task, Task14\nfrom lib.solver.base import BaseSolver\nfrom lib.util.bert import Bert\nfrom lib.util.speller import Speller\n\nfrom typing import Optional, Any, List, Tuple\n\n\nclass Task14Solver(BaseSolver):\n def __init__(self, bert: Optional[Bert] = None, speller: Optional[Speller] = None):\n if bert is None:\n bert = Bert()\n self.bert: Bert = bert\n\n if speller is None:\n speller = Speller()\n self.speller: Speller = speller\n\n def get_task_type(self) -> str:\n return Task.TYPE_14\n\n def solve(self, task: Task14) -> Any:\n lines = []\n line_word_pairs = []\n\n for line, word_pair in zip(task.lines, task.word_pairs):\n is_candidate = True\n for word_parts in word_pair:\n word_spelled = ''.join(word_parts)\n is_known = self.speller.is_known(word_spelled)\n\n if not is_known:\n if word_parts[0] == 'полу':\n is_known = True\n\n if word_parts[0] == 'пол':\n if self.speller.parse_morph(word_parts[1]).tag.POS == 'NOUN':\n if word_parts[1] not in 'лаоиеёэыуюя':\n is_known = True\n\n is_candidate = is_candidate and is_known\n\n if is_candidate:\n lines.append(line)\n line_word_pairs.append(word_pair)\n\n scores = []\n for line, word_pair in zip(lines, line_word_pairs):\n total_score = 0\n for word_parts in word_pair:\n word_spelled = ''.join(word_parts)\n word_spaced = ' '.join(word_parts)\n word_hyphen = ' '.join(word_parts)\n\n score_spaced = self.bert.get_replace_proba(line, word_spelled, word_spaced)\n score_hyphen = self.bert.get_replace_proba(line, word_spelled, word_hyphen)\n score = max(score_spaced, score_hyphen)\n if score > 1.0:\n score = 1.0\n\n total_score += score\n\n scores.append(total_score)\n\n if scores:\n answer_idx = int(np.argmin(scores))\n else:\n answer_idx = 0\n line_word_pairs = task.word_pairs\n\n return ''.join([''.join(word_parts) for word_parts in line_word_pairs[answer_idx]])\n" }, { "alpha_fraction": 0.5661375522613525, "alphanum_fraction": 0.5784832239151001, "avg_line_length": 34.4375, "blob_id": "1840771592adc8e36832e459c2b229f662c28548", "content_id": "441a0f4ad75d2e46fb99d55b0060c28395bd62d0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 577, "license_type": "no_license", "max_line_length": 98, "num_lines": 16, "path": "/lib/task/task05.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task.base import Task, TextTask\nfrom typing import Dict, List, Tuple\n\n\nclass Task05(TextTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_05\n\n self.variants: List[Tuple[str, str]] = []\n for line in self.split_lines():\n cap_words = re.findall(r'[А-ЯЁ]{3,}', line)\n if len(cap_words) == 1 and 'НЕВЕРНО' not in cap_words:\n cap_word = cap_words[0]\n self.variants.append((line.replace(cap_word, cap_word.lower()), cap_word.lower()))\n" }, { "alpha_fraction": 0.6900584697723389, "alphanum_fraction": 0.6994152069091797, "avg_line_length": 21.5, "blob_id": "77fc939e95e3c3d93f956e49b92b032ee08991f5", "content_id": "cc1995a75c35539fffb42a9f921af4b096cf6d8b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 855, "license_type": "no_license", "max_line_length": 93, "num_lines": 38, "path": "/server.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from flask import Flask, request, jsonify\nfrom lib.util.bert import Bert\nfrom lib.util.sentence_encoder import SentenceEncoder\nfrom lib.solver import SberbankSolver\nfrom lib.ololosh import OloloshAI\nfrom lib.sberbank.utils import rus_tok\n\n\nbert = Bert()\nbert.eval('warmup')\n\nsentence_encoder = SentenceEncoder()\nsentence_encoder.encode(['warmup'])\n\nsberbank_solver = SberbankSolver()\n\nai = OloloshAI(bert=bert, sentence_encoder=sentence_encoder, sberbank_solver=sberbank_solver)\napp = Flask(__name__)\n\n\[email protected]('/ready')\ndef http_ready():\n return 'OK'\n\n\[email protected]('/take_exam', methods=['POST'])\ndef http_take_exam():\n request_data = request.get_json()\n tasks = request_data['tasks']\n answers = ai.take_exam(tasks)\n\n return jsonify({\n 'answers': answers\n })\n\n\nif __name__ == '__main__':\n app.run(host='0.0.0.0', port=8000)\n" }, { "alpha_fraction": 0.52173912525177, "alphanum_fraction": 0.529644250869751, "avg_line_length": 30.625, "blob_id": "8a6fb485609bec0c8b29d9db270ab061140d4b65", "content_id": "950f9308f60dad0c30b23de993ebcd926731172e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 762, "license_type": "no_license", "max_line_length": 85, "num_lines": 24, "path": "/lib/task/task14.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task.base import Task, TextTask\nfrom typing import Dict, List, Tuple\n\n\nclass Task14(TextTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_14\n\n self.lines: List[str] = []\n self.word_pairs: List[Tuple[List[str, ...], ...]] = []\n\n for line in self.split_lines():\n words = re.findall(r'([А-ЯЁ()]{5,})', line)\n if len(words) != 2:\n continue\n\n word_pair = tuple(re.sub(r'[()]', ' ', w.lower()).split() for w in words)\n self.word_pairs.append(word_pair)\n\n for word, word_parts in zip(words, word_pair):\n line = line.replace(word, ''.join(word_parts))\n self.lines.append(line)\n" }, { "alpha_fraction": 0.5710862874984741, "alphanum_fraction": 0.5782747864723206, "avg_line_length": 34.771427154541016, "blob_id": "c25784851c6ebb53cbe06a58bd1bc82cf2f18218", "content_id": "9bb382a3d0e9032d83b2ff621f98353016f73488", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1291, "license_type": "no_license", "max_line_length": 94, "num_lines": 35, "path": "/lib/task/task17.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task.base import Task, MultipleChoiceTask\nfrom typing import Dict, List, Optional\n\n\nclass Task17(MultipleChoiceTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_17\n\n self.sentence: str = self._to_line(self.text)\n\n res = re.search(r'.+знаки препинания[^.]*\\.(.+)$', self.sentence, re.MULTILINE)\n if res is not None:\n self.sentence = self._to_line(res.group(1))\n\n parts = self.sentence.split('Цифры запишите')\n if len(parts) > 1:\n self.sentence = parts[0].strip()\n\n parts = self.sentence.split('Укажите цифр')\n if len(parts) > 1:\n self.sentence = parts[0].strip()\n\n self.sentence = self.sentence.replace(',', '__')\n for c in self.choices:\n self.sentence = self.sentence.replace(c['placeholder'], ',')\n\n self.sentence = self.sentence.replace(' ,', ',')\n self.mask: List[bool] = [m.group() == ',' for m in re.finditer(',|__', self.sentence)]\n self.sentence = self.sentence.replace('__', ',')\n\n self.labels: Optional[List[int]] = None\n if self.answer is not None:\n self.labels = [int(c['id'] in self.answer) for c in self.choices]\n" }, { "alpha_fraction": 0.7236255407333374, "alphanum_fraction": 0.7890044450759888, "avg_line_length": 45.41379165649414, "blob_id": "f96193e76641457e7a9087ad9d54a45b73350368", "content_id": "baff6b67809a8d7bf6d67ec963f7e7e1ffc3a4cf", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1346, "license_type": "no_license", "max_line_length": 62, "num_lines": 29, "path": "/lib/solver/__init__.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import warnings\nwith warnings.catch_warnings():\n warnings.filterwarnings(\"ignore\", category=FutureWarning)\n from lib.solver.base import BaseSolver\n from lib.solver.dummy import DummySolver\n from lib.solver.zero import ZeroSolver, ZeroSberbankSolver\n from lib.solver.sberbank import SberbankSolver\n from lib.solver.task01 import Task01Solver\n from lib.solver.task02 import Task02Solver\n from lib.solver.task03 import Task03Solver\n from lib.solver.task04 import Task04Solver\n from lib.solver.task05 import Task05Solver\n from lib.solver.task06 import Task06Solver\n from lib.solver.task07 import Task07Solver\n from lib.solver.task08 import Task08Solver\n from lib.solver.task09 import Task09Solver\n from lib.solver.task10 import Task10Solver\n from lib.solver.task13 import Task13Solver\n from lib.solver.task14 import Task14Solver\n from lib.solver.task15 import Task15Solver\n from lib.solver.task16 import Task16Solver\n from lib.solver.task17 import Task17Solver\n from lib.solver.task21 import Task21Solver\n from lib.solver.task22 import Task22Solver\n from lib.solver.task23 import Task23Solver\n from lib.solver.task24 import Task24Solver\n from lib.solver.task25 import Task25Solver\n from lib.solver.task26 import Task26Solver\n from lib.solver.task27 import Task27Solver\n" }, { "alpha_fraction": 0.5070374608039856, "alphanum_fraction": 0.5153117775917053, "avg_line_length": 35.867923736572266, "blob_id": "b8ec117381f090c4b39f00cedb262de03069e88d", "content_id": "667f9466ebdb3b42599b3f7efb02bbf4c8e741a7", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 12390, "license_type": "no_license", "max_line_length": 136, "num_lines": 318, "path": "/lib/sberbank/solvers/solver8.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from ufal.udpipe import Model, Pipeline\nfrom difflib import SequenceMatcher\nfrom string import punctuation\nimport pymorphy2\nimport random\nimport re\nimport sys\nfrom lib.sberbank.utils import sber_path, sber_encode, sber_decode\n\n\ndef get_gerund(features):\n \"\"\"деепричастие \"\"\"\n hypothesys = []\n\n for feature in features:\n for row in feature:\n if row[4] == \"VERB\":\n if \"VerbForm=Conv\" in row[5]:\n hypothesys.append(\" \".join([row[2] for row in feature]))\n\n return hypothesys\n\ndef get_indirect_speech(features):\n \"\"\" косвенная речь \"\"\"\n hypothesys = []\n for feature in features:\n for row in feature:\n if row[8] == '1':\n hypothesys.append(\" \".join([row[2] for row in feature]))\n return hypothesys\n\ndef get_app(features):\n \"\"\" Приложение \"\"\"\n hypothesys = []\n for feature in features:\n for row1, row2, row3 in zip(feature, feature[1:], feature[2:]):\n if row1[2] == \"«\" and row3[2] == \"»\" and row2[1] == '1':\n hypothesys.append(\" \".join([row[2] for row in feature]))\n if \"«\" in row1[2]:\n if row1[2][1:][0].isupper():\n hypothesys.append(\" \".join([row[2] for row in feature]))\n return hypothesys\n\ndef get_predicates(features):\n \"\"\" связь подлежащее сказуемое root + subj = number \"\"\"\n hypothesys = set()\n\n for feature in features:\n head, number = None, None\n for row in feature:\n if row[7] == 'root':\n head = row[0]\n for s in row[5].split('|'):\n if \"Number\" in s:\n number = s.replace(\"Number=\", \"\")\n for row in feature:\n row_number = None\n for s in row[5].split('|'):\n if \"Number\" in s:\n row_number = s.replace(\"Number=\", \"\")\n if row[0] == head and number != row_number:\n hypothesys.add(\" \".join([row[2] for row in feature]))\n return hypothesys\n\ndef get_clause(features):\n \"\"\" сложные предложения \"\"\"\n hypothesys = set()\n for feature in features:\n for row in feature:\n if row[3] == 'который':\n hypothesys.add(\" \".join([row[2] for row in feature]))\n return hypothesys\n\n\ndef get_participle(features):\n \"\"\"причастие \"\"\"\n hypothesys = []\n for feature in features:\n for row in feature:\n if row[4] == \"VERB\":\n if \"VerbForm=Part\" in row[5]:\n hypothesys.append(\" \".join([row[2] for row in feature]))\n return hypothesys\n\ndef get_verbs(features):\n \"\"\" вид и время глаголов \"\"\"\n hypothesys = set()\n for feature in features:\n head, aspect, tense = None, None, None\n for row in feature:\n if row[7] == 'root':\n # head = row[0]\n for s in row[5].split('|'):\n if \"Aspect\" in s:\n aspect = s.replace(\"Aspect=\", \"\")\n if \"Tense\" in s:\n tense = s.replace(\"Tense=\", \"\")\n\n for row in feature:\n row_aspect, row_tense = None, None\n for s in row[5].split('|'):\n if \"Aspect\" in s:\n row_aspect = s.replace(\"Aspect=\", \"\")\n for s in row[5].split('|'):\n if \"Tense\" in s:\n row_tense = s.replace(\"Tense=\", \"\")\n if row[4] == \"VERB\" and row_aspect != aspect: # head ?\n hypothesys.add(\" \".join([row[2] for row in feature]))\n\n if row[4] == \"VERB\" and row_tense != tense:\n hypothesys.add(\" \".join([row[2] for row in feature]))\n return hypothesys\n\ndef get_nouns(features):\n \"\"\" формы существительных ADP + NOUN\"\"\"\n hypothesys = set()\n apds = [\"благодаря\", \"согласно\", \"вопреки\", \"подобно\", \"наперекор\",\n \"наперерез\", \"ввиду\", \"вместе\", \"наряду\", \"по\"]\n for feature in features:\n for row1, row2 in zip(feature, feature[1:]):\n if row1[3] in apds:\n if row2[4] == 'NOUN':\n hypothesys.add(\" \".join([row[2] for row in feature]))\n return hypothesys\n\ndef get_numerals(features):\n hypothesys = []\n for feature in features:\n for row in feature:\n if row[4] == \"NUM\":\n hypothesys.append(\" \".join([row[2] for row in feature]))\n return hypothesys\n\n\ndef get_homogeneous(features):\n hypothesys = set()\n for feature in features:\n sent = \" \".join([token[2] for token in feature]).lower()\n for double_conj in [\"если не\", \"не столько\", \"не то чтобы\"]:\n if double_conj in sent:\n hypothesys.add(sent)\n return hypothesys\n\n\nclass Solver():\n\n def __init__(self, seed=42):\n self.morph = pymorphy2.MorphAnalyzer()\n self.categories = set()\n self.has_model = True\n self.model = Model.load(sber_encode(sber_path('/var/sberbank/udpipe_syntagrus.model')))\n self.process_pipeline = Pipeline(self.model, sber_encode('tokenize'), Pipeline.DEFAULT, Pipeline.DEFAULT, sber_encode('conllu'))\n self.seed = seed\n self.label_dict = {\n 'деепричастный оборот': \"get_gerund\",\n 'косвенный речь': \"get_indirect_speech\",\n 'несогласованный приложение': \"get_app\",\n 'однородный член': \"get_homogeneous\",\n 'причастный оборот': \"get_participle\",\n 'связь подлежащее сказуемое': \"get_predicates\",\n 'сложноподчинённый': \"get_clause\",\n 'сложный': \"get_clause\",\n 'соотнесённость глагольный форма': \"get_verbs\",\n 'форма существительное': \"get_nouns\",\n 'числительное': \"get_numerals\"\n }\n self.init_seed()\n\n def init_seed(self):\n return random.seed(self.seed)\n\n def get_syntax(self, text):\n processed = self.process_pipeline.process(sber_encode(text))\n content = [l for l in sber_decode(processed).split('\\n') if not l.startswith('#')]\n tagged = [w.split('\\t') for w in content if w]\n return tagged\n\n def tokens_features(self, some_sent):\n\n tagged = self.get_syntax(some_sent)\n features = []\n for token in tagged:\n _id, token, lemma, pos, _, grammar, head, synt, _, _, = token #tagged[n]\n capital, say = \"0\", \"0\"\n if lemma[0].isupper():\n capital = \"1\"\n if lemma in [\"сказать\", \"рассказать\", \"спросить\", \"говорить\"]:\n say = \"1\"\n feature_string = [_id, capital, token, lemma, pos, grammar, head, synt, say]\n features.append(feature_string)\n return features\n\n def normalize_category(self, cond):\n \"\"\" {'id': 'A', 'text': 'ошибка в построении сложного предложения'} \"\"\"\n condition = cond[\"text\"].lower().strip(punctuation)\n condition = re.sub(\"[a-дabв]\\)\\s\", \"\", condition).replace('членами.', \"член\")\n norm_cat = \"\"\n for token in condition.split():\n lemma = self.morph.parse(token)[0].normal_form\n if lemma not in [\n \"неправильный\", \"построение\", \"предложение\", \"с\", \"ошибка\", \"имя\",\n \"видовременной\", \"видо-временной\", \"предложно-падежный\", \"падежный\",\n \"неверный\", \"выбор\", \"между\", \"нарушение\", \"в\", \"и\", \"употребление\",\n \"предлог\", \"видовременный\", \"временной\"\n ]:\n norm_cat += lemma + ' '\n self.categories.add(norm_cat[:-1])\n return norm_cat\n\n def parse_task(self, task):\n\n assert task[\"question\"][\"type\"] == \"matching\"\n\n conditions = task[\"question\"][\"left\"]\n choices = task[\"question\"][\"choices\"]\n\n good_conditions = []\n X = []\n for cond in conditions: # LEFT\n good_conditions.append(self.normalize_category(cond))\n \n for choice in choices:\n choice = re.sub(\"[0-9]\\\\s?\\)\", \"\", choice[\"text\"])\n X.append(choice)\n return X, choices, good_conditions\n\n def match_choices(self, label2hypothesys, choices):\n final_pred_dict = {}\n for key, value in label2hypothesys.items():\n if len(value) == 1:\n variant = list(value)[0]\n variant = variant.replace(' ,', ',')\n for choice in choices:\n ratio = SequenceMatcher(None, variant, choice[\"text\"]).ratio()\n if ratio > 0.9:\n final_pred_dict[key] = choice[\"id\"]\n choices.remove(choice)\n\n for key, value in label2hypothesys.items():\n if key not in final_pred_dict.keys():\n variant = []\n for var in value:\n for choice in choices:\n ratio = SequenceMatcher(None, var, choice[\"text\"]).ratio()\n if ratio > 0.9:\n variant.append(var)\n if variant:\n for choice in choices:\n ratio = SequenceMatcher(None, variant[0], choice[\"text\"]).ratio()\n if ratio > 0.9:\n final_pred_dict[key] = choice[\"id\"]\n choices.remove(choice)\n else:\n variant = [choice for choice in choices]\n if variant:\n final_pred_dict[key] = variant[0][\"id\"]\n for choice in choices:\n ratio = SequenceMatcher(None, variant[0][\"text\"], choice[\"text\"]).ratio()\n if ratio > 0.9:\n choices.remove(choice)\n\n for key, value in label2hypothesys.items():\n if key not in final_pred_dict.keys():\n variant = [choice for choice in choices]\n if variant:\n final_pred_dict[key] = variant[0][\"id\"]\n for choice in choices:\n ratio = SequenceMatcher(None, variant[0][\"text\"], choice[\"text\"]).ratio()\n if ratio > 0.9:\n choices.remove(choice)\n return final_pred_dict\n\n def predict_random(self, task):\n \"\"\" Test a random choice model \"\"\"\n conditions = task[\"question\"][\"left\"]\n choices = task[\"question\"][\"choices\"]\n pred = {}\n for cond in conditions:\n pred[cond[\"id\"]] = random.choice(choices)[\"id\"]\n return pred\n\n def predict(self, task):\n if not self.has_model:\n return self.predict_random(task)\n else:\n return self.predict_from_model(task)\n\n def fit(self, tasks):\n pass\n\n def load(self, path=\"data/models/solver8.pkl\"):\n pass\n\n def save(self, path=\"data/models/solver8.pkl\"):\n pass\n\n def predict_from_model(self, task):\n x, choices, conditions = self.parse_task(task)\n all_features = []\n for row in x:\n all_features.append(self.tokens_features(row))\n\n label2hypothesys = {}\n for label in self.label_dict.keys():\n func = self.label_dict[label.rstrip()]\n hypotesis = getattr(sys.modules[__name__], func)(all_features)\n label2hypothesys[label] = hypotesis\n\n final_pred_dict = self.match_choices(label2hypothesys, choices)\n \n pred_dict = {}\n for cond, key in zip(conditions, [\"A\", \"B\", \"C\", \"D\", \"E\"]):\n cond = cond.rstrip()\n try:\n pred_dict[key] = final_pred_dict[cond]\n except KeyError:\n pred_dict[key] = \"1\"\n return pred_dict" }, { "alpha_fraction": 0.5898942351341248, "alphanum_fraction": 0.5945945978164673, "avg_line_length": 31.730770111083984, "blob_id": "3fa0919aabf7fcb772104cc4b62489e85987ab93", "content_id": "4320c07f1826c4bfad7d4b51400eb783f33d3b80", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 931, "license_type": "no_license", "max_line_length": 98, "num_lines": 26, "path": "/lib/task/task21.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task.base import Task, MultipleChoiceTask\nfrom typing import Dict, List, Optional\n\n\nclass Task21(MultipleChoiceTask):\n def __init__(self, data: Dict):\n data['text'] = data['text'].replace('—', '–')\n super().__init__(data)\n self.type = Task.TYPE_21\n\n self.lines: List[str] = self.get_numbered_lines(blacklist=[\n 'Запишите',\n 'Найдите',\n ])\n self.question_text: str = self.remove_numbered_lines(self.lines)\n\n self.question_type: Optional[str] = None\n\n if 'в которых тире' in self.question_text:\n self.question_type = '–'\n\n if 'в которых запятая' in self.question_text or 'в которых запятые' in self.question_text:\n self.question_type = ','\n\n if 'в которых двоеточие' in self.question_text:\n self.question_type = ':'\n" }, { "alpha_fraction": 0.4816434979438782, "alphanum_fraction": 0.5022652745246887, "avg_line_length": 29.05164337158203, "blob_id": "1ef89430ed3651ece85e06f145f4f9944de9379b", "content_id": "46cccbdca5ad8cd1b169b375c9b042e7961ac2a9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6436, "license_type": "no_license", "max_line_length": 106, "num_lines": 213, "path": "/lib/task/base.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nimport nltk\nimport unicodedata\nfrom typing import Dict, List, Optional, Any\n\n\nclass Task:\n TYPE_UNKNOWN = 'unknown'\n TYPE_01 = '01'\n TYPE_02 = '02'\n TYPE_03 = '03'\n TYPE_04 = '04'\n TYPE_05 = '05'\n TYPE_06 = '06'\n TYPE_07 = '07'\n TYPE_08 = '08'\n TYPE_09 = '09'\n TYPE_10 = '10'\n TYPE_13 = '13'\n TYPE_14 = '14'\n TYPE_15 = '15'\n TYPE_16 = '16'\n TYPE_17 = '17'\n TYPE_21 = '21'\n TYPE_22 = '22'\n TYPE_23 = '23'\n TYPE_24 = '24'\n TYPE_25 = '25'\n TYPE_26 = '26'\n TYPE_27 = '27'\n\n def __init__(self, data: Dict):\n self.id: str = data['id']\n self.type: str = Task.TYPE_UNKNOWN\n self.text: str = data['text']\n self.question: Dict = data['question']\n self.score: float = float(data['score'])\n\n self.solution = None\n self.answer = None\n if 'solution' in data:\n self.solution = data['solution']\n\n self.data = data\n\n def __fix_numbered_lines_text(self, text: str) -> str:\n text = re.sub(r'([^,а-я]) ([0-9ЗО]{1,2}\\))', r'\\g<1>(\\g<2>', self._to_line(text))\n return text\n\n def get_numbered_lines(self, text: Optional[str] = None, blacklist: List[str] = None) -> List[str]:\n if text is None:\n text = self.text\n\n text = self.__fix_numbered_lines_text(text)\n lines = re.split(r'\\([0-9ЗО]{1,2}\\)', text)\n lines = list(filter(None, map(str.strip, lines)))\n\n if blacklist is not None:\n for i, line in enumerate(lines):\n cut = False\n for stopword in blacklist:\n if stopword.lower() in line.lower():\n cut = True\n break\n\n if not cut:\n lines = lines[i:]\n break\n\n while True:\n if len(lines) == 0:\n break\n\n last = lines[-1]\n for stopword in blacklist:\n parts = re.split(r'(' + re.escape(stopword) + ')(?i)', last)\n if len(parts) > 1:\n last = parts[0].strip()\n\n if last != '':\n lines[-1] = last\n break\n else:\n lines = lines[:-1]\n\n return lines\n\n def remove_numbered_lines(self, lines: List[str], text: Optional[str] = None):\n if text is None:\n text = self.text\n text = self.__fix_numbered_lines_text(text)\n\n for line in lines:\n text = re.sub(r'\\([0-9ЗО]{1,2}\\) *' + re.escape(line), '', text)\n\n return self._to_line(text)\n\n def split_lines(self, text: Optional[str] = None) -> List[str]:\n if text is None:\n text = self.text\n text = re.sub(r'(\\.|!|\\?)([А-ЯЁ])', r'\\g<1> \\g<2>', text) # Слипшиеся предложения\n\n lines = []\n for line in text.split('\\n'):\n lines += nltk.sent_tokenize(line, language='russian')\n\n return list(map(str.strip, lines))\n\n def _to_line(self, text: str) -> str:\n text = text.replace('\\n', ' ').replace('\\t', ' ').strip()\n return ' '.join(text.split())\n\n def get_score(self, answer: Any) -> float:\n return 0.0\n\n def __repr__(self) -> str:\n return {\n 'id': self.id,\n 'type': self.type,\n 'text': self.text,\n 'question': self.question,\n 'score': self.score,\n }.__repr__()\n\n\nclass TextTask(Task):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.answer: List[str] = []\n\n if self.solution is not None:\n if 'correct' in self.solution:\n self.answer = [self.solution['correct']]\n elif 'correct_variants' in self.solution:\n self.answer = self.solution['correct_variants']\n\n def get_score(self, answer: str) -> float:\n if answer in self.answer:\n return 1.0 * self.score\n\n return 0.0\n\n\nclass MultipleChoiceTask(Task):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.answer: List[str] = []\n self.choices: List[Dict] = self.question['choices']\n self.__fix_choices()\n\n if self.solution is not None:\n if 'correct' in self.solution:\n self.answer = self.solution['correct']\n elif 'correct_variants' in self.solution:\n self.answer = self.solution['correct_variants'][0]\n\n def __fix_choices(self):\n for i, choice in enumerate(self.question['choices']):\n if 'text' in choice:\n self.choices[i]['text'] = re.sub(r'^[0-9A-ZА-Я]+\\)', '', choice['text']).strip()\n\n def get_score(self, answer: List[str]) -> float:\n y_true = set(self.answer)\n y_pred = set(answer)\n return 1.0 * self.score * int(len(set.intersection(y_true, y_pred)) == len(y_true) == len(y_pred))\n\n\nclass ChoiceTask(MultipleChoiceTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.answer: str\n\n if self.solution is not None:\n if 'correct' in self.solution:\n self.answer = self.solution['correct'][0]\n\n def get_score(self, answer: str) -> float:\n # TODO Sber hack\n if isinstance(answer, list):\n return int(self.answer in answer) * self.score\n\n if answer == self.answer:\n return 1.0 * self.score\n\n return 0.0\n\n\nclass MatchingTask(MultipleChoiceTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.answer: Dict[str, str] = {}\n self.left: List[Dict] = self.question['left']\n self.__fix_left()\n\n if self.solution is not None:\n if 'correct' in self.solution:\n self.answer = {str(k): str(v) for k, v in self.solution['correct'].items()}\n\n def __fix_left(self):\n for i, left in enumerate(self.question['left']):\n if 'text' in left:\n self.left[i]['text'] = re.sub(r'^[0-9A-ZА-Я]+\\)', '', left['text']).strip()\n\n def get_score(self, answer: Dict[str, str]) -> float:\n scores: List[float] = []\n\n for k, v in self.answer.items():\n if k in answer and answer[k] == v:\n scores.append(1.0)\n else:\n scores.append(0.0)\n\n return (sum(scores) / len(scores)) * self.score\n" }, { "alpha_fraction": 0.5767419934272766, "alphanum_fraction": 0.5823917388916016, "avg_line_length": 30.235294342041016, "blob_id": "672027338ad68d1ca21162879ba3f30a6b43b6b9", "content_id": "6f300ede5eef274b8b59bca592fa4eb04498ce7a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2124, "license_type": "no_license", "max_line_length": 124, "num_lines": 68, "path": "/lib/util/syntax.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from ufal.udpipe import Model, Pipeline\nfrom lib.sberbank.utils import sber_path, sber_encode, sber_decode\nfrom lib.util.speller import Speller\n\nfrom typing import Optional\n\n\nclass SyntaxNode:\n def __init__(self, tree, data, speller):\n self.tree = tree\n\n self.id = int(data[0]) - 1\n self.word = data[1]\n self.normal_form = data[2]\n self.POS = data[3]\n self.morph = data[5]\n self.morph2 = speller.parse_morph(self.word)\n self.link = None\n if data[6] != '0':\n self.link = int(data[6]) - 1\n\n self.link_type = data[7]\n\n def get_link(self, ignore_types=None):\n node = self\n\n while True:\n if node.link is None:\n return None\n\n node = self.tree.nodes[node.link]\n\n if ignore_types is not None and node.link_type in ignore_types:\n continue\n\n return node\n\n def __repr__(self):\n return f'#{self.id}, {self.link_type} -> #{self.link}, \"{self.word}\" [{self.normal_form}, {self.POS}, {self.morph}]'\n\n\nclass SyntaxTree:\n def __init__(self, syntax, speller):\n self.nodes = []\n\n for token in syntax:\n node = SyntaxNode(self, token, speller)\n self.nodes.append(node)\n\n def __repr__(self):\n return '\\n'.join([str(node) for node in self.nodes])\n\n\nclass SyntaxParser:\n def __init__(self, speller: Optional[Speller] = None):\n self.udpipe_model = Model.load(sber_encode(sber_path('/var/sberbank/udpipe_syntagrus.model')))\n self.process_pipeline = Pipeline(self.udpipe_model, sber_encode('tokenize'), Pipeline.DEFAULT, Pipeline.DEFAULT,\n sber_encode('conllu'))\n\n if speller is None:\n speller = Speller()\n self.speller: Speller = speller\n\n def get_syntax(self, text):\n processed = self.process_pipeline.process(sber_encode(text))\n content = [l for l in sber_decode(processed).split('\\n') if not l.startswith('#')]\n tagged = [w.split('\\t') for w in content if w]\n return SyntaxTree(tagged, self.speller)\n" }, { "alpha_fraction": 0.5724743604660034, "alphanum_fraction": 0.5783308744430542, "avg_line_length": 28.69565200805664, "blob_id": "9ddb68f1e89a26a5d80700d8eb81813bae87d149", "content_id": "1be6df0409d7d7b0a12bf2389358599d41cfb6df", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 731, "license_type": "no_license", "max_line_length": 111, "num_lines": 23, "path": "/lib/task/task09.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task.base import Task, MultipleChoiceTask\nfrom typing import Dict, List\n\n\nclass Task09(MultipleChoiceTask):\n RULE_PG = 'ПГ'\n RULE_NG = 'НГ'\n RULE_CG = 'ЧГ'\n\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_09\n\n self.lines = [re.findall(r'([а-яё]+\\.\\.[а-яё]+)', c['text'].lower()) for c in self.question['choices']]\n\n self.rule = None\n if 'непроверяемая' in self.text.lower():\n self.rule = self.RULE_NG\n elif 'проверяемая' in self.text.lower():\n self.rule = self.RULE_PG\n elif 'чередующаяся' in self.text.lower():\n self.rule = self.RULE_CG\n" }, { "alpha_fraction": 0.599690854549408, "alphanum_fraction": 0.6259660124778748, "avg_line_length": 21.310344696044922, "blob_id": "205b78e0579a444080359855752be53c8a883149", "content_id": "42c646a97d02beb982c74df85a88bf5ae7e3bcc0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 647, "license_type": "no_license", "max_line_length": 57, "num_lines": 29, "path": "/dev/task.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import sys\nsys.path.append('..')\n\nfrom dev.loader import *\nfrom lib.task import *\nfrom lib.solver import *\nfrom lib.sberbank.utils import rus_tok\n\ntasks = get_tasks_from_yandex(Task10, ['10', '11', '12'])\n\nsolver = Task10Solver()\n# solver = SberbankSolver(solver_ids=[15])\n\nscore = 0\nmax_score = 0\nfor task in tasks:\n answer = solver.solve(task)\n answer_score = task.get_score(answer)\n score += answer_score\n max_score += task.score\n\n print('===========================')\n print(task.id)\n print(task.text[:100])\n print('correct', task.answer)\n print('answer', answer)\n print()\n\nprint(f'Score: {score} / {max_score}')\n" }, { "alpha_fraction": 0.5380710363388062, "alphanum_fraction": 0.5541455149650574, "avg_line_length": 29.30769157409668, "blob_id": "149f25beb1cb836fc24aec62af8c6227eb4b9a87", "content_id": "53a4879bfab205dd2a8ed61337b1568c9dbd01bf", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1315, "license_type": "no_license", "max_line_length": 76, "num_lines": 39, "path": "/lib/task/task03.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task.base import Task, ChoiceTask\nfrom typing import Dict, List, Optional\n\n\nclass Task03(ChoiceTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_03\n\n parts = self.text.split('предложении текста')\n blacklist = [\n 'Выпишите цифру',\n 'Определите значение',\n 'Прочитайте фрагмент',\n 'Прочитайте текст',\n 'в каком значении это слово',\n ]\n\n lines1 = self.get_numbered_lines(parts[0], blacklist)\n lines2 = self.get_numbered_lines(parts[1], blacklist)\n\n self.lines: List[str] = []\n if len(lines1) > len(lines2):\n self.lines = lines1\n else:\n self.lines = lines2\n\n question_text = self.remove_numbered_lines(self.lines)\n\n self.word: str = ''\n res = re.findall(r'значения слова (\\w+)', question_text, re.UNICODE)\n if len(res) == 1:\n self.word = res[0].lower()\n\n self.line_num: Optional[int] = None\n res = re.findall(r'([1-9])\\) предложении текста', question_text)\n if len(res) == 1:\n self.line_num = int(res[0]) - 1\n" }, { "alpha_fraction": 0.6166365146636963, "alphanum_fraction": 0.629294753074646, "avg_line_length": 33.5625, "blob_id": "2c41a991330e08936f7b6a4633d34ee4e2139172", "content_id": "37c508f3be1591320684c1ddc5a8aa25d6d27f77", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 652, "license_type": "no_license", "max_line_length": 88, "num_lines": 16, "path": "/lib/task/task23.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task.base import Task, MultipleChoiceTask\nfrom typing import Dict\n\n\nclass Task23(MultipleChoiceTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_23\n\n self.inverse_task: bool = 'утверждений являются ошибочными' in self.text.lower()\n self.lines = self.get_numbered_lines(blacklist=[\n 'утверждений являются верными',\n 'утверждений являются ошибочными',\n 'Прочитайте текст',\n ])\n self.lines[-1] = self.split_lines(self.lines[-1])[0]\n" }, { "alpha_fraction": 0.528296709060669, "alphanum_fraction": 0.5351648330688477, "avg_line_length": 32.39449691772461, "blob_id": "5cc8c3a69284e67fa51c8bc55beda26a3c3c1c7c", "content_id": "fae76f25642511f58abf3432f2b1bef0574f6b7f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3718, "license_type": "no_license", "max_line_length": 125, "num_lines": 109, "path": "/lib/solver/task21.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task import Task, Task21\nfrom lib.solver.base import BaseSolver\nfrom lib.solver.sberbank import SberbankSolver\nfrom lib.util.syntax import SyntaxParser\nfrom typing import List, Dict, Any, Optional\n\n\nclass Task21Solver(BaseSolver):\n def __init__(self, syntax: Optional[SyntaxParser] = None, sberbank_solver: Optional[SberbankSolver] = None):\n if syntax is None:\n syntax = SyntaxParser()\n self.syntax: SyntaxParser = syntax\n\n if sberbank_solver is None:\n sberbank_solver = SberbankSolver()\n self.sberbank_solver: SberbankSolver = sberbank_solver\n\n def get_task_type(self) -> str:\n return Task.TYPE_21\n\n def solve(self, task: Task21) -> Any:\n lines = task.lines\n\n if task.question_type == '–':\n lines = self.dash_not_in_line(lines)\n\n filters = [\n (self.dash_has_number_range, 1),\n (self.dash_has_nsubj_over, 1),\n (self.dash_has_talk, 1),\n (self.dash_is_insert, 2),\n (self.dash_and, 1),\n ]\n\n for f, check_chars in filters:\n lines, group = self.filter_group('–', lines, f, check_chars)\n if group:\n return self.to_answer(task, group)\n\n if len(lines) > 1:\n filtered_data = task.data.copy()\n filtered_data['text'] = task.question_text + ' ' + ' '.join([f'({i}) {line}' for i, line in enumerate(lines, 1)])\n filtered_data['question']['choices'] = [{\n \"id\": str(i),\n \"link\": f\"({i})\"\n } for i, line in enumerate(lines, 1)]\n\n\n sberbank_answer = self.sberbank_solver.solve(Task(filtered_data))\n sberbank_lines = [lines[int(i) - 1] for i in sberbank_answer]\n\n return self.to_answer(task, sberbank_lines)\n else:\n return self.sberbank_solver.solve(task)\n\n def to_answer(self, task, lines):\n return [str(i + 1) for i, line in enumerate(task.lines) if line in lines]\n\n def filter_group(self, char, lines, func, check_chars=1):\n in_group = []\n not_in_group = []\n\n for line in lines:\n if func(line):\n in_group.append(line)\n else:\n not_in_group.append(line)\n\n if len(in_group) > 1:\n return lines, in_group\n\n for line in in_group:\n if len(re.findall(re.escape(char), line)) > check_chars:\n not_in_group.append(line)\n\n return not_in_group, []\n\n def dash_not_in_line(self, lines):\n return [line for line in lines if '–' in line]\n\n # Тире для обозначения количественных пределов.\n def dash_has_number_range(self, line):\n return bool(re.search(r'[0-9]+\\s*–\\s*[0-9]+', line))\n\n def dash_has_nsubj_over(self, line):\n syntax = self.syntax.get_syntax(line)\n for node in syntax.nodes:\n if node.word == '–':\n first = node.get_link(ignore_types=['nmod'])\n\n if first and first.link_type == 'nsubj':\n second = first.get_link()\n if second.POS == 'VERB':\n continue\n\n return (first.id < node.id) and (second.id > node.id)\n\n return False\n\n def dash_has_talk(self, line):\n return bool(re.search(r'«[А-ЯЁ][^!?.»]+(!»|\\?»|\\.»|»,)\\s–\\s', line))\n\n def dash_is_insert(self, line):\n line = re.sub(r'«[^»]+»', '', line)\n return bool(re.search(r'[^–]{5,}– [-а-яё ]+[,!? ]*–[^–]+', line))\n\n def dash_and(self, line):\n return '– и ' in line\n" }, { "alpha_fraction": 0.48832741379737854, "alphanum_fraction": 0.49658364057540894, "avg_line_length": 31.373271942138672, "blob_id": "f2752ba28162a0bd7b468c6e443517393aa01853", "content_id": "7b46edd5f9dc464b1685f62b8d0fba65a69fa258", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 14386, "license_type": "no_license", "max_line_length": 126, "num_lines": 434, "path": "/lib/solver/task08.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nimport numpy as np\nimport pandas as pd\nfrom nltk.tokenize import word_tokenize, sent_tokenize\nfrom lib.task import Task, Task08\nfrom lib.solver.base import BaseSolver\nfrom lib.util.bert import Bert\nfrom lib.util.speller import Speller\nfrom lib.util.syntax import SyntaxParser\nfrom lib.util.classifier import CtbClassifier\nfrom lib.sberbank.utils import sber_encode, sber_decode\n\nfrom typing import List, Dict, Tuple, Optional\n\n\nclass Task08Solver(BaseSolver):\n def __init__(self, bert: Optional[Bert] = None, speller: Optional[Speller] = None, syntax: Optional[SyntaxParser] = None):\n if bert is None:\n bert = Bert()\n self.bert: Bert = bert\n\n if speller is None:\n speller = Speller()\n self.speller: Speller = speller\n\n if syntax is None:\n syntax = SyntaxParser(self.speller)\n self.syntax: SyntaxParser = syntax\n\n self.model = CtbClassifier('task08')\n\n def get_task_type(self) -> str:\n return Task.TYPE_08\n\n def solve(self, task: Task08) -> Dict[str, str]:\n df = self.get_preds_df(task)\n\n return self.preds_df_to_answer(task, df)\n\n def get_preds_df(self, task: Task08):\n X, _ = self.get_Xy([task])\n preds = self.model.predict(X)\n\n left_ids = []\n left_labels = []\n\n for left_id, label in task.left_labels.items():\n left_ids.append(left_id)\n left_labels.append(label)\n\n return pd.DataFrame(preds[:, left_labels], columns=left_ids, index=[c['id'] for c in task.choices])\n\n def get_hard_answers(self, task):\n answer = {}\n\n for i, c in enumerate(task.choices):\n text_id = str(i+1)\n text = c['text']\n\n if self.match1(text):\n answer[text_id] = 1\n\n return answer\n\n def match1(self, text):\n if self.prep_po(text) > 0:\n return True\n\n elif self.prep_case(text) > 0:\n return True\n\n return False\n\n def preds_df_to_answer(self, task, df) -> Dict[str, str]:\n answer = {}\n\n # hard_answer = self.get_hard_answers(task)\n # class_id_labels = {v: k for k, v in task.left_labels.items()}\n # for text_id, class_id in hard_answer.items():\n # if class_id in class_id_labels:\n # label = class_id_labels[class_id]\n # answer[label] = text_id\n # df = df.drop(text_id, axis=0).drop(label, axis=1)\n # else:\n # df = df.drop(text_id, axis=0)\n\n while len(df.columns) > 0:\n max_column = df.max().idxmax()\n df, answer = self.pick_label(df, max_column, answer)\n\n return answer\n\n def pick_label(self, df: pd.DataFrame, max_column: str, answer: Dict[str, str]) \\\n -> Tuple[pd.DataFrame, Dict[str, str]]:\n max_choice = df[max_column].idxmax()\n answer[max_column] = max_choice\n df = df.drop(max_choice, axis=0).drop(max_column, axis=1)\n return df, answer\n\n def train(self, tasks: List[Task08], save: bool = True):\n X, y = self.get_Xy(tasks, is_train=True)\n\n unq, idx = np.unique(X, axis=0, return_index=True)\n X = X[idx]\n y = y[idx]\n\n self.model.train(X, y, num_class=len(Task08.CLASSES))\n\n if save:\n self.model.save()\n\n def get_features(self, text):\n emb = self.bert.eval(text)\n\n return np.concatenate((\n emb.get_sentence_embeddings()[-4:].flatten(),\n np.array([\n self.starts_with_grnd(text),\n self.prep_po(text),\n self.prep_case(text),\n self.title_case(text),\n self.talk_word(text),\n *self.verb_forms(text),\n self.has_comma(text),\n *self.has_prtf(text),\n self.has_quote(text),\n self.has_and(text),\n self.has_not_only(text),\n *self.chto_li(text),\n self.multiple_sent(text),\n self.chto_ya(text),\n *self.get_number_gender_changed(text),\n *self.conj_mismatch(text),\n ]),\n ))\n\n def get_Xy_for_train(self, tasks: List[Task08], label_idx):\n X = []\n y = []\n\n for task in tasks:\n answer = {v: k for k, v in task.answer.items()}\n if label_idx in task.left_labels.values():\n for choice in task.choices:\n if choice['id'] in answer:\n label = task.left_labels[answer[choice['id']]]\n label = int(label == label_idx)\n else:\n label = 0\n\n X.append(self.get_features(choice['text']))\n y.append(label)\n\n return np.array(X), np.array(y)\n\n def get_Xy(self, tasks: List[Task08], is_train: bool = False) -> Tuple[np.array, Optional[np.array]]:\n X = []\n y = []\n\n for task in tasks:\n if task.answer is not None:\n answer = {v: k for k, v in task.answer.items()}\n else:\n answer = None\n\n for choice in task.choices:\n if is_train and choice['id'] not in answer:\n continue\n\n X.append(self.get_features(choice['text']))\n\n if y is not None and answer is not None:\n if choice['id'] in answer:\n y.append(task.left_labels[answer[choice['id']]])\n else:\n y = None\n # y.append(10)\n else:\n y = None\n\n if y is not None:\n y = np.array(y)\n\n return np.array(X), y\n\n def starts_with_grnd(self, text):\n if ',' in text:\n for word in text.split(',')[0].split(' '):\n # GRND - деепричастие\n if self.speller.parse_morph(word).tag.POS == 'GRND':\n return 1\n\n return 0\n\n def prep_po(self, text):\n match_po = False\n\n for word in word_tokenize(text.lower()):\n if word == 'по':\n match_po = True\n continue\n\n if match_po:\n if word in ['приезду', 'прилёту', 'прилету']:\n return 1\n\n if word.endswith('ию') and word not in ['отношению', 'мнению']:\n return 1\n\n match_po = False\n\n return 0\n\n def prep_case(self, text):\n prep_cases = {\n 'благодаря': 'datv',\n 'сродни': 'datv',\n 'подобно': 'datv',\n 'вопреки': 'datv',\n 'навстречу': 'datv',\n 'вслед': 'datv',\n 'наперерез': 'datv',\n 'наперекор': 'datv',\n 'согласно': 'datv',\n 'взамен': 'gent',\n\n 'вблизи': 'gent',\n 'ввиду': 'gent',\n 'вглубь': 'gent',\n 'вдоль': 'gent',\n 'вместо': 'gent',\n 'вне': 'gent',\n 'внутрь': 'gent',\n 'возле': 'gent',\n 'вследствие': 'gent',\n 'средь': 'gent',\n 'среди': 'gent',\n 'напротив': 'gent',\n 'посредством': 'gent',\n 'посредине': 'gent',\n 'посреди': 'gent',\n 'после': 'gent',\n 'помимо': 'gent',\n 'около': 'gent',\n 'кроме': 'gent',\n 'наподобие': 'gent',\n }\n\n syntax = self.syntax.get_syntax(text)\n for i, node in enumerate(syntax.nodes):\n if node.normal_form in prep_cases:\n if node.link_type in {'case', 'advmod'} and syntax.nodes[i+1].link_type not in {'case', 'advmod'}:\n node2 = node.get_link()\n case = node2.morph2.tag.case\n if case is not None:\n if case != prep_cases[node.normal_form]:\n word = node2.morph2.word\n word2 = node2.morph2.inflect({prep_cases[node.normal_form]}).word\n\n if word != word2:\n return 1\n\n return 0\n\n def title_case(self, text):\n for line in re.findall(r'«([^»]+)»', text):\n before = word_tokenize(text.split('«' + line)[0])\n if len(before) > 0:\n word_before = before[-1]\n prep_before = self.speller.parse_morph(word_before).tag.POS == 'PREP'\n else:\n prep_before = False\n\n if line[0].isupper():\n words = word_tokenize(line)\n if len(words) <= 5:\n for word in words:\n case = self.speller.parse_morph(word).tag.case\n if case is not None:\n if prep_before and case == 'nomn':\n return 1\n\n if not prep_before and case != 'nomn':\n return 1\n\n break\n\n return 0\n\n def talk_word(self, text):\n for word in word_tokenize(text):\n if self.speller.parse_morph(word).normal_form in ['говорить', 'спросить', 'сказать']:\n return 1\n\n return 0\n\n def verb_forms(self, text):\n tenses = set()\n aspects = set()\n\n for word in word_tokenize(text):\n tag = self.speller.parse_morph(word).tag\n if tag.POS == 'VERB':\n tenses.add(tag.tense)\n aspects.add(tag.aspect)\n\n return len(tenses), len(aspects)\n\n def has_comma(self, text):\n return int(',' in text)\n\n def has_quote(self, text):\n return int('«' in text)\n\n def has_prtf(self, text):\n tags = []\n for word in word_tokenize(text):\n tag = self.speller.parse_morph(word).tag\n tags.append(tag)\n # PRTF - причастие\n if tag.POS == 'PRTF':\n case_fail = 0\n if len(tags) > 2 and 'PNCT' in tags[-2] and 'NOUN' in tags[-3]:\n case_fail = int(tags[-3].case != tag.case)\n\n return 1, case_fail\n\n return 0, 0\n\n def has_and(self, text):\n return int(' и ' in text or 'не только' in text.lower() or 'не столько' in text.lower())\n\n def has_not_only(self, text):\n return int('не только' in text.lower() or 'не столько' in text.lower())\n\n def chto_li(self, text):\n return int(' что ' in text), int(' ли ' in text)\n\n def multiple_sent(self, text):\n text = re.sub(r'(\\.)(\\w\\.)', r'\\1 \\2', text)\n return int(len(sent_tokenize(text)) > 1)\n\n def chto_ya(self, text):\n return int(re.search(r'что\\s.*[я|]\\s', text) is not None)\n\n def get_number_gender_changed(self, text):\n number_changed = 0\n gender_changed = 0\n\n for first, second in self.get_nsubj_pair(text):\n first_tag = self.speller.parse_morph(first[1]).tag\n second_tag = self.speller.parse_morph(second[1]).tag\n\n first_match = re.search(r'Number=(Sing|Plur)', first[5])\n second_match = re.search(r'Number=(Sing|Plur)', second[5])\n if first_match is not None and second_match is not None:\n if first_match.group(1) != second_match.group(1):\n number_changed += 1\n\n first_match = re.search(r'Gender=(Fem|Masc|Neut)', first[5])\n second_match = re.search(r'Gender=(Fem|Masc|Neut)', second[5])\n if first_match is not None and second_match is not None:\n if first_match.group(1) != second_match.group(1):\n gender_changed += 1\n\n if first[3] not in {'NOUN', 'NPRO'}:\n continue\n\n if second_tag.POS not in {'VERB', 'PRTS'}:\n continue\n\n if 'nomn' not in first_tag:\n continue\n\n if first_tag.number is not None and second_tag.number is not None and first_tag.number != second_tag.number:\n number_changed += 1\n\n if first_tag.gender is not None and second_tag.gender is not None and first_tag.gender != second_tag.gender:\n gender_changed += 1\n\n return number_changed, gender_changed\n\n def conj_mismatch(self, text):\n pos_mismatch = 0\n voice_mismatch = 0\n\n for first, second in self.get_and_conj_pair(text):\n first_tag = self.speller.parse_morph(first[1]).tag\n second_tag = self.speller.parse_morph(second[1]).tag\n\n if first[3] != second[3]:\n pos_mismatch += 1\n\n if first_tag.POS != second_tag.POS:\n pos_mismatch += 1\n\n first_match = re.search(r'Voice=([A-Za-z]+)', first[5])\n second_match = re.search(r'Voice=([A-Za-z]+)', second[5])\n if first_match is not None and second_match is not None:\n if first_match.group(1) != second_match.group(1):\n voice_mismatch += 1\n\n return pos_mismatch, voice_mismatch\n\n def get_syntax(self, text):\n processed = self.syntax.process_pipeline.process(sber_encode(text))\n content = [l for l in sber_decode(processed).split('\\n') if not l.startswith('#')]\n tagged = [w.split('\\t') for w in content if w]\n return tagged\n\n def get_nsubj_pair(self, text):\n syntax = self.get_syntax(text)\n\n pairs = []\n for syn in syntax:\n ref = int(syn[6]) - 1\n if 'nsubj' in syn[7]:\n pairs.append((syn, syntax[ref]))\n\n return pairs\n\n def get_and_conj_pair(self, text):\n syntax = self.get_syntax(text)\n\n pairs = []\n for syn in syntax:\n ref = int(syn[6]) - 1\n if syn[1] == 'и' and syn[7] == 'cc':\n first = syntax[ref]\n first_ref = int(first[6]) - 1\n if first[7] == 'conj':\n pairs.append((first, syntax[first_ref]))\n\n return pairs\n" }, { "alpha_fraction": 0.628664493560791, "alphanum_fraction": 0.6547231078147888, "avg_line_length": 20.928571701049805, "blob_id": "e3c9cd52e3b5c8dead49268f3e327042d31ff4e6", "content_id": "5203c18378ebe5d363c4b14bc54101edb901386b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 307, "license_type": "no_license", "max_line_length": 41, "num_lines": 14, "path": "/lib/solver/task26.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task import Task, Task26\nfrom lib.solver.base import BaseSolver\nfrom typing import List, Dict, Any\n\n\nclass Task26Solver(BaseSolver):\n def __init__(self):\n pass\n\n def get_task_type(self) -> str:\n return Task.TYPE_26\n\n def solve(self, task: Task26) -> Any:\n return None\n" }, { "alpha_fraction": 0.6161531805992126, "alphanum_fraction": 0.6328060030937195, "avg_line_length": 35.39393997192383, "blob_id": "d47ff9ecc3c5c92b03ba4cbb1bd2402b06d1b716", "content_id": "dc444367f8ee4806e2dc5034367699330aa6bfc6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1201, "license_type": "no_license", "max_line_length": 104, "num_lines": 33, "path": "/lib/solver/task01.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import numpy as np\nfrom lib.task import Task, Task01\nfrom lib.solver.base import BaseSolver\nfrom lib.util.bert import Bert\nfrom lib.util.sentence_encoder import SentenceEncoder\nfrom typing import List, Optional\n\n\nclass Task01Solver(BaseSolver):\n def __init__(self, bert: Optional[Bert] = None, sentence_encoder: Optional[SentenceEncoder] = None):\n if bert is None:\n bert = Bert()\n self.bert: Bert = bert\n\n if sentence_encoder is None:\n sentence_encoder = SentenceEncoder()\n self.sentence_encoder: SentenceEncoder = sentence_encoder\n\n def get_task_type(self) -> str:\n return Task.TYPE_01\n\n def solve(self, task: Task01) -> List[str]:\n text = ' '.join(task.lines)\n text_emb = self.bert.eval(text)\n\n sims = []\n for i, choice in enumerate(task.choices):\n choice_emb = self.bert.eval(choice['text'])\n sim1 = text_emb.get_similarity(choice_emb)\n sim2 = self.sentence_encoder.get_similarity(choice['text'], text)[0]\n sims.append(0.8 * np.mean(sim1[-5:-2]) + 0.2 * sim2)\n\n return list(sorted([str(task.choices[i]['id']) for i in np.argsort(-np.array(sims))[:2]]))\n" }, { "alpha_fraction": 0.5879732966423035, "alphanum_fraction": 0.5968819856643677, "avg_line_length": 27.0625, "blob_id": "dbf122f203a0b576965e4105c21691bda41b9ace", "content_id": "5088d5639d0be89d44a9f5d0d4a866518a8c48f7", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 497, "license_type": "no_license", "max_line_length": 101, "num_lines": 16, "path": "/lib/task/task06.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task.base import Task, TextTask\nfrom typing import Dict, List, Tuple\n\n\nclass Task06(TextTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_06\n\n self.sentence: str = ''\n for line in self.split_lines():\n if re.match(r'.*(отредактируйте|выпишите|запишите|исправьте|исключите).*', line.lower()):\n continue\n\n self.sentence += line\n" }, { "alpha_fraction": 0.6349480748176575, "alphanum_fraction": 0.6349480748176575, "avg_line_length": 26.5238094329834, "blob_id": "aa9a410d7c70af790731ab003c2ef014e8e6cc1a", "content_id": "0bb20ab7f131ff2d8e9ecf81a8839147d70b8851", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 578, "license_type": "no_license", "max_line_length": 63, "num_lines": 21, "path": "/lib/solver/sberbank.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task import Task\nfrom lib.solver.base import BaseSolver\nfrom lib.sberbank.solution import CuttingEdgeStrongGeneralAI\nfrom typing import Any, Optional, List\n\n\nclass SberbankSolver(BaseSolver):\n def __init__(self, solver_ids: Optional[List[int]] = None):\n self.ai = CuttingEdgeStrongGeneralAI(solver_ids)\n\n def get_task_type(self) -> str:\n return Task.TYPE_UNKNOWN\n\n def solve(self, task: Task) -> Any:\n answers = self.ai.take_exam({\n 'tasks': [\n task.data\n ]\n })\n\n return answers[task.id]\n" }, { "alpha_fraction": 0.542646050453186, "alphanum_fraction": 0.5533915162086487, "avg_line_length": 28.780000686645508, "blob_id": "d975e65cf976aa9d9c7336fa02bfef9a33eb7e5c", "content_id": "3108ab83b5070492a32f89af7b79a63f158ca69b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1514, "license_type": "no_license", "max_line_length": 96, "num_lines": 50, "path": "/lib/task/task10.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task.base import Task, TextTask, MultipleChoiceTask\nfrom typing import Dict, List, Optional\n\n\nclass Task10(Task):\n def __init__(self, data: Dict):\n data['text'] = self._fix_dots(data['text'])\n super().__init__(data)\n self.type = Task.TYPE_10\n\n self.char: Optional[str] = None\n self.word_lines: List[List[str]] = []\n\n @staticmethod\n def _fix_dots(s: str) -> str:\n return s.replace('…', '..').replace('‥', '..')\n\n def _set_question_details(self, question_text: str, lines: List[str]):\n for line in lines:\n words = re.findall(r'[а-яё]*\\.{2,}[а-яё]*', line.lower())\n if len(words) > 0:\n self.word_lines.append(words)\n\n result = re.findall(r'буква ([эоуаыеёюяи])', question_text.lower())\n if len(result) == 1:\n self.char = result[0]\n\n\nclass Task10Text(Task10, TextTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n\n question_text: str = ''\n lines: List[str] = []\n\n for line in self.text.split('\\n'):\n if '..' in line:\n lines.append(line)\n else:\n question_text += ' ' + line\n\n self._set_question_details(question_text, lines)\n\n\nclass Task10MultipleChoice(Task10, MultipleChoiceTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n\n self._set_question_details(self.text, [self._fix_dots(c['text']) for c in self.choices])\n" }, { "alpha_fraction": 0.5554298758506775, "alphanum_fraction": 0.5633484125137329, "avg_line_length": 25, "blob_id": "da499f84ddfcf7cfed7e7688064b5124e877a5ff", "content_id": "ec345ad3dbd4b74fd268ef403030c4e27b6d6fe7", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 897, "license_type": "no_license", "max_line_length": 95, "num_lines": 34, "path": "/lib/task/task15.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom nltk.tokenize import word_tokenize\nfrom lib.task.base import Task, MultipleChoiceTask\nfrom typing import Dict, List\n\n\nclass Task15(MultipleChoiceTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_15\n\n self.tokens: List[str] = get_tokens(self.text)\n self.positions: List[int] = [i for i, token in enumerate(self.tokens) if '__' in token]\n\n self.char: str = 'нн'\n match = re.search(r'пишется\\s(н|нн)[^н]', self.text.lower())\n if match:\n self.char = match.group(1)\n\n\ndef get_tokens(text: str) -> List[str]:\n i = 1\n mark = f'({i})'\n words = []\n\n for word in text.split(' '):\n if mark in word:\n word = word.replace(mark, '__')\n i += 1\n mark = f'({i})'\n\n words.append(word)\n\n return word_tokenize(' '.join(words))\n" }, { "alpha_fraction": 0.6196160912513733, "alphanum_fraction": 0.6285112500190735, "avg_line_length": 35.20338821411133, "blob_id": "c26ac3fa702c1a3e04d3101937af0aa5ed41b22a", "content_id": "61323a851ed5d15b0000886129d3ce064bdbdb47", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4272, "license_type": "no_license", "max_line_length": 93, "num_lines": 118, "path": "/lib/ololosh.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task import *\nfrom lib.solver import *\nfrom lib.util.bert import Bert\nfrom lib.util.speller import Speller\nfrom lib.util.stress import Stress\nfrom lib.util.sentence_encoder import SentenceEncoder\nfrom lib.util.esse import EsseLoader\nfrom lib.util.ner import NER\nfrom lib.util.syntax import SyntaxParser\n\nfrom typing import Dict, List, Any, Optional\n\n\nclass OloloshAI:\n def __init__(\n self,\n solvers: List[BaseSolver] = None,\n bert: Optional[Bert] = None,\n speller: Optional[Speller] = None,\n stress: Optional[Stress] = None,\n sentence_encoder: Optional[SentenceEncoder] = None,\n esse: Optional[EsseLoader] = None,\n ner: Optional[NER] = None,\n syntax: Optional[SyntaxParser] = None,\n sberbank_solver: Optional[SberbankSolver] = None,\n ):\n self.bert: Bert = bert\n self.speller: Speller = speller\n self.stress: Stress = stress\n self.sentence_encoder: SentenceEncoder = sentence_encoder\n self.esse: EsseLoader = esse\n self.ner: NER = ner\n self.syntax: SyntaxParser = syntax\n self.sberbank_solver: SberbankSolver = sberbank_solver\n self.solvers: Dict[str, BaseSolver] = {}\n\n if solvers is None:\n self.__add_default_solvers()\n else:\n for solver in solvers:\n if self.sberbank_solver is None and isinstance(solver, SberbankSolver):\n self.sberbank_solver = solver\n\n self.add_solver(solver)\n\n def __add_default_solvers(self):\n if self.bert is None:\n self.bert = Bert()\n\n if self.speller is None:\n self.speller = Speller()\n\n if self.stress is None:\n self.stress = Stress()\n\n if self.sentence_encoder is None:\n self.sentence_encoder = SentenceEncoder()\n\n if self.esse is None:\n self.esse = EsseLoader(sentence_encoder=self.sentence_encoder)\n\n if self.ner is None:\n self.ner = NER()\n\n if self.syntax is None:\n self.syntax = SyntaxParser(self.speller)\n\n if self.sberbank_solver is None:\n self.sberbank_solver = SberbankSolver()\n\n # self.add_solver(ZeroSolver())\n # self.add_solver(DummySolver())\n # self.add_solver(ZeroSberbankSolver(task_types=[\n # Task24,\n # ]))\n\n self.add_solver(self.sberbank_solver)\n self.add_solver(Task01Solver(self.bert, self.sentence_encoder))\n self.add_solver(Task02Solver(self.bert, self.speller))\n self.add_solver(Task03Solver(self.bert, self.sentence_encoder))\n self.add_solver(Task04Solver(self.stress))\n self.add_solver(Task05Solver(self.bert, self.speller))\n self.add_solver(Task06Solver(self.bert, self.speller, self.sberbank_solver))\n self.add_solver(Task07Solver(self.speller))\n self.add_solver(Task08Solver(self.bert, self.speller, self.syntax))\n self.add_solver(Task09Solver(self.speller, self.stress))\n self.add_solver(Task10Solver(self.speller))\n self.add_solver(Task13Solver(self.bert, self.speller))\n self.add_solver(Task14Solver(self.bert, self.speller))\n self.add_solver(Task15Solver(self.bert, self.speller))\n self.add_solver(Task16Solver(self.bert))\n self.add_solver(Task17Solver(self.bert))\n self.add_solver(Task21Solver(self.syntax, self.sberbank_solver))\n self.add_solver(Task25Solver(self.bert, self.speller))\n self.add_solver(Task27Solver(self.esse, self.ner, self.sberbank_solver, self.syntax))\n\n def add_solver(self, solver: BaseSolver):\n self.solvers[solver.get_task_type()] = solver\n\n def take_exam(self, exam) -> Dict[str, Any]:\n tasks = create_tasks(exam)\n return self.solve(tasks)\n\n def solve(self, tasks: List[Task]) -> Dict[str, Any]:\n answers = {}\n\n for task in tasks:\n if task.type in self.solvers:\n solver = self.solvers[task.type]\n else:\n solver = self.solvers[Task.TYPE_UNKNOWN]\n\n try:\n answers[task.id] = solver.solve(task)\n except Exception:\n answers[task.id] = self.sberbank_solver.solve(task)\n\n return answers\n" }, { "alpha_fraction": 0.5158271193504333, "alphanum_fraction": 0.5263785123825073, "avg_line_length": 31.82681655883789, "blob_id": "7ce0da1099f053c111db8340ccffd00ee96eb2dc", "content_id": "215df5822783dd5037e239b89e62bccd974ffa3c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6187, "license_type": "no_license", "max_line_length": 115, "num_lines": 179, "path": "/lib/solver/task25.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import numpy as np\nfrom lib.task import Task, Task25\nfrom lib.solver.base import BaseSolver\nfrom lib.util.bert import Bert\nfrom lib.util.speller import Speller\nfrom lib.util.classifier import LgbClassifier, CtbClassifier\nfrom nltk.tokenize import word_tokenize\n\nfrom typing import List, Optional, Any, Tuple\n\n\nclass Task25Solver(BaseSolver):\n def __init__(self, bert: Optional[Bert] = None, speller: Optional[Speller] = None):\n if bert is None:\n bert = Bert()\n self.bert: Bert = bert\n\n if speller is None:\n speller = Speller()\n self.speller: Speller = speller\n\n # self.model = LgbClassifier('task25')\n self.model = CtbClassifier('task25')\n\n def get_task_type(self) -> str:\n return Task.TYPE_25\n\n def solve(self, task: Task25) -> Any:\n X, _ = self.get_Xy([task])\n preds = self.model.predict(X)[:, 1]\n\n preds_sorted = np.argsort(-preds)\n variants = list(range(task.line_range[0], task.line_range[1] + 1))\n\n answer = [\n str(variants[preds_sorted[0]]),\n ]\n\n return answer\n\n def train(self, tasks: List[Task25], save: bool = True):\n X, y = self.get_Xy(tasks)\n self.model.train(X, y)\n\n if save:\n self.model.save()\n\n def get_Xy(self, tasks: List[Task25]) -> Tuple[np.array, Optional[np.array]]:\n X = []\n y = []\n\n for task in tasks:\n num = task.line_range[0]\n for line_a, line_b in task.line_pairs:\n emb1 = self.bert.eval(line_a, line_b)\n # emb2 = self.bert.eval(line_b)\n\n X.append(np.concatenate((\n task.connection_features,\n # emb1.get_clf_output(),\n emb1.get_sentence_embeddings()[-1:].flatten(),\n # emb2.get_sentence_embeddings()[-1:].flatten(),\n np.array([\n # self.get_words_intersection(line_a, line_b, task.question_text),\n *self.check_pronoun(line_b, task.question_text),\n self.check_advb(line_b, task.question_text),\n self.check_conj(line_b, task.question_text),\n self.check_prcl(line_b, task.question_text),\n ])\n )))\n\n if y is not None and task.answer is not None:\n y.append(int(str(num) in task.answer))\n else:\n y = None\n\n num += 1\n\n if y is not None:\n y = np.array(y)\n\n return np.array(X), y\n\n def get_words(self, text, pos_blacklist):\n words = set()\n\n for word in word_tokenize(text):\n morph = self.speller.parse_morph(word)\n\n pos_in_bl = False\n for pos in pos_blacklist:\n if pos in morph.tag:\n pos_in_bl = True\n break\n\n if pos_in_bl:\n continue\n\n words.add(morph.normal_form)\n\n return words\n\n def get_words_intersection(self, line1, line2, question_text):\n if 'лексического повтора' not in question_text:\n return 0\n\n pos_blacklist = ['PNCT', 'PRCL', 'CONJ', 'PREP']\n words1 = self.get_words(line1, pos_blacklist)\n words2 = self.get_words(line2, pos_blacklist)\n\n common_words = words1 & words2\n return len(common_words)\n\n def check_pronoun(self, text, question_text):\n has_pronoun = 0\n match_pronoun_type = 0\n\n PRONOUNS = {\n 'личного': {'я', 'ты', 'он', 'она', 'оно', 'мы', 'вы', 'они'},\n 'притяжательного': {'мой', 'твой', 'ваш', 'наш', 'свой', 'его', 'ее', 'их'},\n 'указательного': {'это', 'тот', 'этот', 'такой', 'таков', 'столько'},\n 'определительного': {'весь', 'всякий', 'каждый', 'сам', 'самый', 'иной', 'другой'},\n }\n\n total_types = 0\n matched_types = 0\n\n if 'местоимения' in question_text or 'местоимений' in question_text:\n words = {word.replace('ё', 'е').lower() for word in word_tokenize(text)}\n words |= {self.speller.parse_morph(word).normal_form for word in words}\n\n for pronoun_type, pronouns in PRONOUNS.items():\n has_pronoun = max(has_pronoun, int(len(words & pronouns) > 0))\n if pronoun_type in question_text:\n total_types += 1\n matched_types += int(len(words & pronouns) > 0)\n\n if total_types > 0:\n match_pronoun_type = matched_types / total_types\n\n return has_pronoun, match_pronoun_type\n\n def check_advb(self, text, question_text):\n has_advb = 0\n\n ADVERBS = {'здесь', 'там', 'тут', 'туда', 'так', 'оттуда', 'тогда', 'затем', 'оттого', 'потому', 'поэтому',\n 'где', 'куда', 'когда', 'зачем', 'как', 'почему', 'откуда', 'отчего'}\n\n if 'наречия' in question_text:\n words = {word.lower() for word in word_tokenize(text)}\n words |= {self.speller.parse_morph(word).normal_form for word in words}\n has_advb = int(len(words & ADVERBS) > 0)\n\n return has_advb\n\n def check_conj(self, text, question_text):\n if 'союза' in question_text:\n first_word = word_tokenize(text)[0]\n return int(self.speller.parse_morph(first_word).tag.POS == 'CONJ')\n\n return 0\n\n def check_prcl(self, text, question_text):\n score = 0.0\n\n if 'частицы' in question_text:\n words = word_tokenize(text)[:2]\n first_word = self.speller.parse_morph(words[0])\n\n if first_word.tag.POS == 'PRCL':\n score = 1.0\n\n if first_word.tag.POS == 'CONJ':\n score = 0.5\n\n if words[1] == 'ведь':\n score = 1.0\n\n return score\n" }, { "alpha_fraction": 0.6054750680923462, "alphanum_fraction": 0.6167472004890442, "avg_line_length": 31.6842098236084, "blob_id": "4442dcb84fe535721620943abe56b86e34ecefb8", "content_id": "7bec2cecb633ccfe956a0143b865592ac9927a3a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 696, "license_type": "no_license", "max_line_length": 69, "num_lines": 19, "path": "/lib/task/task22.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.task.base import Task, MultipleChoiceTask\nfrom typing import Dict, List, Optional\n\n\nclass Task22(MultipleChoiceTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_22\n\n self.correct = True\n if 'противоречат содержанию текста' in self.text.lower():\n self.correct = False\n if 'не соответствуют содержанию текста' in self.text.lower():\n self.correct = False\n\n self.lines = self.get_numbered_lines(blacklist=[\n 'содержанию текста',\n ])\n self.lines[-1] = self.split_lines(self.lines[-1])[0]\n" }, { "alpha_fraction": 0.5490009784698486, "alphanum_fraction": 0.5623216032981873, "avg_line_length": 28.19444465637207, "blob_id": "c1dc5fffd0814279bd637790cf90a89b44daad57", "content_id": "85cf01e38e3cc3c8a50eb5bab40766387d76e985", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1051, "license_type": "no_license", "max_line_length": 56, "num_lines": 36, "path": "/lib/solver/task04.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "from lib.solver.base import BaseSolver\nfrom lib.task import Task, Task04\nfrom lib.util.stress import Stress\n\nfrom typing import Optional, List, Tuple\n\n\nclass Task04Solver(BaseSolver):\n def __init__(self, stress: Optional[Stress] = None):\n if stress is None:\n stress = Stress()\n self.stress: Stress = stress\n\n def get_task_type(self) -> str:\n return Task.TYPE_04\n\n def solve(self, task: Task04) -> str:\n unknown: List[Tuple[str, int]] = []\n for word, stress in task.words:\n stresses = self.stress.from_vocab(word)\n if stresses is not None:\n if len(stresses) > 1:\n unknown.append((word, stress))\n\n if stress not in stresses:\n return word\n\n for word, stress in unknown:\n stresses = self.stress.from_model(word)\n if stress not in stresses:\n return word\n\n if len(unknown) > 0:\n return unknown[0][0]\n else:\n return task.words[0][0]\n" }, { "alpha_fraction": 0.6679104566574097, "alphanum_fraction": 0.6856343150138855, "avg_line_length": 34.733333587646484, "blob_id": "c330e90adf9d2d930d903b4e6fb70de2fd4f9011", "content_id": "4f6f5c0e5d4f70497431470243e5ed4256199291", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Makefile", "length_bytes": 1072, "license_type": "no_license", "max_line_length": 387, "num_lines": 30, "path": "/Makefile", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "IMAGE=tyz910/aij-2019\n\nifeq ($(OS), Windows_NT)\n\tDOCKER_BUILD=docker build -t ${IMAGE} .\nelse\n\tDOCKER_BUILD=docker build -t ${IMAGE} . && (docker ps -q -f status=exited | xargs docker rm) && (docker images -qf dangling=true | xargs docker rmi) && docker images\nendif\n\nDOCKER_RUN=docker run --rm --network none -it -v ${CURDIR}:/app -w /app -p 8000:8000 ${IMAGE}\n\nexec:\n\t${DOCKER_RUN} /bin/bash\n\nrun:\n\t${DOCKER_RUN} python3 server.py\n\ndocker-build:\n\t${DOCKER_BUILD}\n\ndocker-push:\n\tdocker push ${IMAGE}\n\nvalidate-submission:\n\t${DOCKER_RUN} /bin/bash -c \"python3 dev/validate_submission.py\"\n\nsberbank:\n\t${DOCKER_RUN} /bin/bash -c \"python3 lib/sberbank/evaluation_script.py\"\n\nsubmission:\n\t${DOCKER_RUN} /bin/bash -c \"sed -i.bak 's~{image}~${IMAGE}~g' metadata.json && zip -9 -r var/submissions/submission_`date '+%Y%m%d_%H%M%S'`.zip server.py lib/*.py lib/**/*.py lib/**/**/*.py var/model/lgb/* var/model/ctb/* var/model/stress/* var/model/esse/* var/model/pkl/* var/data/esse/* var/model/spell/* var/model/paronyms.pickle metadata.json && mv metadata.json.bak metadata.json\"\n" }, { "alpha_fraction": 0.5909980535507202, "alphanum_fraction": 0.5988258123397827, "avg_line_length": 30.9375, "blob_id": "fa143767bf1fb84e8181018cb68924b019e4e1e2", "content_id": "01a3b0cfdbe210b59c11ba89a3c1acee11f513d9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 564, "license_type": "no_license", "max_line_length": 111, "num_lines": 16, "path": "/lib/task/task07.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task.base import Task, TextTask\nfrom typing import Dict, List, Tuple\n\n\nclass Task07(TextTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_07\n\n self.lines: List[str] = []\n for line in self.split_lines():\n line = line.replace('ё', 'е').replace('Ё', 'Е').strip()\n\n if re.search(r'(допущена\\sошибка|исправьте\\sошибку|запишите\\sисправленное)', line.lower()) is None:\n self.lines.append(line)\n" }, { "alpha_fraction": 0.476666659116745, "alphanum_fraction": 0.49222221970558167, "avg_line_length": 27.125, "blob_id": "9e01ae8099ee0c2a46b88e06b2ea5869ba564869", "content_id": "79968bca3a95127ea556fd600ea8231beac5c6b6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 935, "license_type": "no_license", "max_line_length": 58, "num_lines": 32, "path": "/lib/task/task27.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom lib.task.base import Task, TextTask\n\nfrom typing import Dict, List, Tuple\n\n\nclass Task27(TextTask):\n def __init__(self, data: Dict):\n super().__init__(data)\n self.type = Task.TYPE_27\n\n self.author: str = ''\n self.lines = self.get_numbered_lines(blacklist=[\n 'Прочитайте текст',\n 'Напишите сочинение'\n ])\n\n last = self.lines[-1]\n parts = re.split(r'\\([пП]о\\s[^)]+\\)', last)\n if len(parts) > 1:\n self.lines[-1] = parts[0]\n self.author = parts[1]\n else:\n parts = self.split_lines(last)\n if len(parts) > 1:\n self.lines[-1] = parts[0]\n self.author = ' '.join(parts[1:])\n else:\n self.lines = self.lines[:-1]\n self.author = last\n\n self.author = self.author.replace('*', '').strip()\n" }, { "alpha_fraction": 0.7385542392730713, "alphanum_fraction": 0.742168664932251, "avg_line_length": 27.620689392089844, "blob_id": "ebf281aa6e58fea2dea72f0c3701ee8890de72e7", "content_id": "28f46157fe213ad5b9804618e55e27c2a0420f14", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 830, "license_type": "no_license", "max_line_length": 92, "num_lines": 29, "path": "/dev/install.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import pymystem3.mystem\nimport nltk\nfrom deeppavlov import build_model, configs\nimport tensorflow as tf\nimport tensorflow_hub as hub\nimport tf_sentencepiece\n\npymystem3.mystem.autoinstall()\n\nnltk.download('stopwords')\nnltk.download('punkt')\n\nCONFIG_PATH = configs.ner.ner_rus\nmodel = build_model(CONFIG_PATH, download=True)\n\ng = tf.Graph()\nwith g.as_default():\n text_input = tf.placeholder(dtype=tf.string, shape=[None])\n embed = hub.Module(\"https://tfhub.dev/google/universal-sentence-encoder-multilingual/1\")\n embedded_text = embed(text_input)\n init_op = tf.group([tf.global_variables_initializer(), tf.tables_initializer()])\ng.finalize()\n\nsession = tf.Session(graph=g)\nsession.run(init_op)\n\nprint(session.run(embedded_text, feed_dict={text_input: [\n \"I enjoy taking long walks along the beach with my dog.\",\n]}))\n" }, { "alpha_fraction": 0.5766458511352539, "alphanum_fraction": 0.5838539004325867, "avg_line_length": 33.68333435058594, "blob_id": "e7f381978a03b8a9501221af51451be7006fbedf", "content_id": "6b6e032ec68b258700a1c9206b368c3bacef8813", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2321, "license_type": "no_license", "max_line_length": 107, "num_lines": 60, "path": "/lib/solver/task02.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import numpy as np\nfrom lib.task import Task, Task02\nfrom lib.solver.base import BaseSolver\nfrom lib.util.bert import Bert\nfrom lib.util.speller import Speller\n\nfrom typing import Optional, Any\n\n\nclass Task02Solver(BaseSolver):\n\n\n CANDIDATES = {\n 'сочинительный союз': ['а', 'и', 'но', 'однако', 'тоже', 'также', 'зато', 'однако', 'или', 'либо'],\n 'подчинительный союз': ['если', 'что', 'потому что', 'как', 'когда', 'чтобы'],\n 'частицу': ['даже', 'только', 'именно'],\n 'наречие': ['теперь', 'поэтому', 'отсюда', 'сначала', 'настолько'],\n 'местоимение': ['это', 'эта', 'этот', 'эти', 'все'],\n 'союзное слово': ['которой', 'которому', 'который', 'которым', 'которых'],\n }\n\n def __init__(self, bert: Optional[Bert] = None, speller: Optional[Speller] = None):\n if bert is None:\n bert = Bert()\n self.bert: Bert = bert\n\n if speller is None:\n speller = Speller()\n self.speller: Speller = speller\n\n def get_task_type(self) -> str:\n return Task.TYPE_02\n\n def solve(self, task: Task02) -> Any:\n if task.missed_text == '':\n return ''\n\n if task.candidates:\n word_candidates = task.candidates\n elif task.word_type in self.CANDIDATES:\n word_candidates = self.CANDIDATES[task.word_type]\n else:\n return self.solve_unknown(task)\n\n if '[SEP] [MASK]' in task.missed_text:\n word_candidates = [word[0].upper() + word[1:] for word in word_candidates]\n\n scores = []\n for candidate in word_candidates:\n scores.append(self.bert.get_word_in_text_scores(task.missed_text, candidate)[0])\n\n return word_candidates[np.argmax(scores)].replace(' ', '').lower()\n\n def solve_unknown(self, task: Task02) -> str:\n allowed_pos = {'CONJ', 'ADJF', 'ADVB', 'PRCL'}\n for word in self.bert.predict_masked_token(task.missed_text, num_words=30):\n if self.speller.parse_morph(word).tag.POS in allowed_pos:\n return word.lower()\n\n return ''\n" }, { "alpha_fraction": 0.5229358077049255, "alphanum_fraction": 0.7247706651687622, "avg_line_length": 19.105262756347656, "blob_id": "e41cb1f8ee4cac30d0d86c160a949b791056ce21", "content_id": "7595d907af048fdd2bf263f7700093c2a5197ef9", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 763, "license_type": "no_license", "max_line_length": 65, "num_lines": 38, "path": "/requirements.txt", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "Flask==1.1.1\nKeras-Preprocessing==1.1.0\nKeras==2.2.4\ncatboost==0.17.3\ndeeppavlov==0.6.0\nfaiss==1.5.3\nfastai==1.0.57\nfuzzywuzzy==0.17.0\ngensim==3.8.0\ngit+https://github.com/deepmipt/fastText.git#egg=fastText==0.8.22\njellyfish==0.7.2\nkenlm==0.0.0\nlightgbm==2.2.0\nmatplotlib==3.0.3\nnltk==3.2.5\nnumpy==1.17.2\npandas==0.24.2\npybind11==2.2.3\npymorphy2-dicts-ru==2.4.404381.4453942\npymorphy2-dicts==2.4.393442.3710985\npymorphy2==0.8\npymystem3==0.2.0\npython-Levenshtein==0.12.0\npytorch-pretrained-bert==0.6.2\npytorch-transformers==1.2.0\nrequests==2.22.0\nrusstress==0.1.3\nscipy==1.3.0\nsentencepiece==0.1.83\nsklearn-crfsuite==0.3.6\nsklearn==0.0\nsortedcontainers==2.1.0\nsumma==1.2.0\ntensorflow-hub==0.7.0\ntensorflow==1.14.0\ntf-sentencepiece==0.1.83\ntorch==1.2.0\ntqdm==4.32.2" }, { "alpha_fraction": 0.5234148502349854, "alphanum_fraction": 0.5401989221572876, "avg_line_length": 30.337661743164062, "blob_id": "e364284d93380d3af49452fba1bf9d2e7d36fdb0", "content_id": "f6572dd66c526cd222697dd7b5c89d148ba6bae3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5766, "license_type": "no_license", "max_line_length": 137, "num_lines": 154, "path": "/lib/solver/task06.py", "repo_name": "tyz910/aij-2019", "src_encoding": "UTF-8", "text": "import re\nfrom nltk.util import ngrams\nfrom lib.task import Task, Task06\nfrom lib.solver.base import BaseSolver\nfrom lib.util.bert import Bert\nfrom lib.util.speller import Speller\nfrom lib.solver.sberbank import SberbankSolver\n\nfrom typing import List, Dict, Any, Optional\n\n\nclass Task06Solver(BaseSolver):\n EXAMPLES = [\n ('биография жизни', 1),\n ('более исчерпывающий', 0),\n ('большая половина', 0),\n ('весёлый мажор', 0),\n ('взаимно помогать', 0),\n ('внутренний интерьер', 0),\n ('впервые дебютировать', 0),\n ('высокомерная спесь', 0),\n ('гипотетическое предположение', 0),\n ('главная суть', 0),\n ('глубокая бездна', 0),\n ('действительные реалии', 0),\n ('династия рода', 1),\n ('другая альтернатива', 0),\n ('жесты рук', 1),\n ('колючие тернии', 0),\n ('коренной абориген', 0),\n ('лаконичный краткий', 0),\n ('медицинская медсестра', 0),\n ('мемориальный памятник', 0),\n ('надменное высокомерие', 0),\n ('народный фольклор', 0),\n ('необычный экзотический', 0),\n ('новое будущее', 0),\n ('новая инициатива', 0),\n ('ноябрь месяц', 1),\n ('первая премьера', 0),\n ('основной лейтмотив', 0),\n ('отвлечённая абстракция', 0),\n ('открытие вернисажа', 1),\n ('отступить назад', 1),\n ('очень замечательный', 0),\n ('памятный сувенир', 0),\n ('первый дебют', 0),\n ('подлинный неподдельный', 1),\n ('подниматься вверх', 1),\n ('полностью завершить', 0),\n ('положительный успех', 0),\n ('правильное правописание', 0),\n ('прейскурант цен', 1),\n ('рублей денег', 1),\n ('свободная вакансия', 0),\n ('своя автобиография', 0),\n ('свой автопортрет', 0),\n ('секунд времени', 1),\n ('спускаться вниз', 1),\n ('сочетаться вместе', 1),\n ('столичный московский', 1),\n ('улыбнуться губами', 1),\n ('успешная победа', 0),\n ('холодный мороз', 0),\n ('хороший творческий', 0),\n ('хронометраж времени', 1),\n ('часа времени', 1),\n ('истинную правду', 0),\n ('чернеющей темноте', 0),\n ('самого начала', 0),\n ('свои индивидуальные', 0),\n ]\n\n def __init__(self, bert: Optional[Bert] = None, speller: Optional[Speller] = None, sberbank_solver: Optional[SberbankSolver] = None):\n if bert is None:\n bert = Bert()\n self.bert: Bert = bert\n\n if speller is None:\n speller = Speller()\n self.speller: Speller = speller\n\n if sberbank_solver is None:\n sberbank_solver = SberbankSolver()\n self.sberbank_solver: SberbankSolver = sberbank_solver\n\n self.embs = self.load_pkl('task06')\n\n self.pos_pairs = set()\n for text, word_idx in self.EXAMPLES:\n self.pos_pairs.add(self.get_pos_pair(text))\n\n def get_task_type(self) -> str:\n return Task.TYPE_06\n\n def solve(self, task: Task06) -> Any:\n if 'лишнее слово' not in task.text:\n return self.sberbank_solver.solve(task)\n\n best_s = None\n best_score = 0\n best_idx = 0\n\n for s in self.get_bigrams(task.sentence):\n score, idx = self.get_best_match(s)\n if score > best_score:\n best_score = score\n best_s = s\n best_idx = idx\n\n if best_s is not None:\n example = self.EXAMPLES[best_idx]\n return best_s.split(' ')[example[1]]\n else:\n return self.sberbank_solver.solve(task)\n\n def train(self, tasks: List[Task06], save: bool = True):\n self.embs = []\n for text, word_idx in self.EXAMPLES:\n self.embs.append(self.bert.eval(self.norm_text(text)))\n\n if save:\n self.save_pkl('task06', self.embs)\n\n def norm_text(self, text):\n return ' '.join([self.speller.parse_morph(word).normal_form for word in text.split(' ')])\n\n def get_pos_pair(self, text):\n pos_pairs = []\n for word in text.split(' '):\n pos = self.speller.parse_morph(word).tag.POS\n if pos == 'INFN':\n pos = 'VERB'\n\n pos_pairs.append(pos)\n\n return tuple(pos_pairs)\n\n def get_best_match(self, text):\n best_score = 0\n best_idx = 0\n\n emb = self.bert.eval(self.norm_text(text))\n for i, emb2 in enumerate(self.embs):\n score = emb.get_similarity(emb2)[-2]\n if score > best_score:\n best_score = score\n best_idx = i\n\n return best_score, best_idx\n\n def get_bigrams(self, text):\n words = re.sub(r'[^а-яё ]', '', text.lower()).split(' ')\n return [' '.join(w) for w in ngrams(words, 2)]\n" } ]
78
Azure-Samples/streaming-at-scale
https://github.com/Azure-Samples/streaming-at-scale
9d565e2acfdf6c979050745948d7319d844792d6
317231f7c1284df2f7a7a7afe6aa5e5199169a0d
bda7ca0d2cc0696b96846146a212e72410ae388c
refs/heads/main
2023-08-19T11:02:18.401866
2023-07-12T08:27:16
2023-07-12T08:27:16
149,493,091
204
84
MIT
2018-09-19T18:13:23
2023-06-22T20:19:02
2023-07-12T08:27:17
C#
[ { "alpha_fraction": 0.5789287686347961, "alphanum_fraction": 0.6494308710098267, "avg_line_length": 53.7487907409668, "blob_id": "3de38e9fb4716324232a3362d7ba7a9056429f18", "content_id": "2d706addff829672bf961512a9f6b68c7b061c22", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 11333, "license_type": "permissive", "max_line_length": 488, "num_lines": 207, "path": "/eventhubskafka-flink-eventhubskafka/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - json\n - sql\nproducts:\n - azure\n - azure-container-instances\n - azure-event-hubs\n - azure-container-service\n - azure-hdinsight\nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Azure Event Hubs and Apache Flink\n\nThis sample uses Apache Flink to process streaming data from Event Hubs Kafka and uses another Event Hubs Kafka as a sink to store JSON data. This is done to analyze pure streaming performance of Flink; no aggregation is done and data is passed as fast as possible from the input to the output. Data is augmented by adding additional fields.\n\nThe sample provides a choice among options for hosting Flink: Azure Kubernetes Service, or Azure HDInsight Hadoop (using YARN).\n\nTo support very high throughput, two different Event Hubs namespaces are deployed by the template. Event Hubs capacity is limited to up to 20 units of 1 MB/s each (although this limit can be increased through a support ticket). If incoming throughput is under 10 MB/s, you could deploy two Event Hub instances under a single namespace instead.\n\nThe provided scripts will create an end-to-end solution complete with load test client.\n\n## Running the Scripts\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nThe following tools/languages are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [jq](https://stedolan.github.io/jq/)\n - Install: `sudo apt install jq`\n- [Maven](https://maven.apache.org/install.html)\n - Install: `sudo apt install maven`\n- [kubectl](https://kubernetes.io/docs/tasks/tools/install-kubectl/)\n- [helm](https://helm.sh/docs/using_helm/#installing-helm)\n\n## Setup Solution\n\nMake sure you are logged into your Azure account:\n\n az login\n\nand also make sure you have the subscription you want to use selected\n\n az account list\n\nif you want to select a specific subscription use the following command\n\n az account set --subscription <subscription_name>\n\nonce you have selected the subscription you want to use just execute the following command\n\n ./create-solution.sh -d <solution_name>\n\nthen `solution_name` value will be used to create a resource group that will contain all resources created by the script. It will also be used as a prefix for all resource create so, in order to help to avoid name duplicates that will break the script, you may want to generated a name using a unique prefix. **Please also use only lowercase letters and numbers only**, since the `solution_name` is also used to create a storage account, which has several constraints on characters usage:\n\n[Storage Naming Conventions and Limits](https://docs.microsoft.com/en-us/azure/architecture/best-practices/naming-conventions#storage)\n\nto have an overview of all the supported arguments just run\n\n ./create-solution.sh\n\n**Note**\nTo make sure that name collisions will be unlikely, you should use a random string to give name to your solution. The following script will generated a 7 random lowercase letter name for you:\n\n ./generate-solution-name.sh\n\n## Created resources\n\nThe script will create the following resources:\n\n- **Azure Container Instances** to host Spark Load Test Clients: by default one client will be created, generating a load of 1000 events/second\n- **Event Hubs** Namespace, Hub and Consumer Group: to ingest data incoming from test clients and to store data generated by Apache Flink\n- **HDInsight** or **Azure Kubernetes Service**: to host the Apache Flink job that processes event data\n- **Azure Monitor**: to monitor HDInsight, Azure Kubernetes Service and Flink\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 57.739726013343247,\n \"moreData1\": 52.230732688620829,\n \"moreData2\": 57.497518587807189,\n \"moreData3\": 81.32211656749469,\n \"moreData4\": 54.412361539409427,\n \"moreData5\": 75.36416309399911,\n \"moreData6\": 71.53407865773488,\n \"moreData7\": 45.34076957651598,\n \"moreData8\": 51.3068118685458,\n \"moreData9\": 44.44672606436184,\n [...]\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\n## Duplicate event handling\n\nThe solution does not perform event deduplication. In order to illustrate the effect of this, the event simulator is configured to randomly duplicate a small fraction of the messages (0.1% on average). Those duplicate events will be present in the destination Event Hub.\n\n## Solution customization\n\nIf you want to change some setting of the solution, like number of load test clients, event hubs TU and so on, you can do it right in the `create-solution.sh` script, by changing any of these values:\n\n export EVENTHUB_CAPACITY=2\n export EVENTHUB_PARTITIONS=1\n export FLINK_PARALLELISM=1\n export SIMULATOR_INSTANCES=1\n # settings for AKS (-p aks)\n export AKS_NODES=3\n export AKS_VM_SIZE=Standard_D2s_v3\n # settings for HDInsight YARN (-p hdinsight)\n export HDINSIGHT_HADOOP_WORKERS=3\n export HDINSIGHT_HADOOP_WORKER_SIZE=Standard_D3_V2\n\nThe above settings have been chosen to sustain a 1,000 msg/s stream. The script also contains settings for 5,000 msg/s and 10,000 msg/s.\n\n## Monitor performance\n\nThe deployment script will report performance, by default every minute for 30 minutes:\n\n```\n***** [M] Starting METRICS reporting\nEvent Hub capacity: 2 throughput units (this determines MAX VALUE below).\nReporting aggregate metrics per minute, offset by 2 minutes, for 30 minutes.\n Event Hub # IncomingMessages IncomingBytes OutgoingMessages OutgoingBytes ThrottledRequests\n ----------- ---------------- ------------- ---------------- ------------- -----------------\n MAX VALUE 120000 120000000 491520 240000000 -\n ----------- ---------------- ------------- ---------------- ------------- -----------------\n 2019-11-10T08:17:44 1 0 0 0 0 0\n 2019-11-10T08:17:44 2 0 0 0 0 0\n 2019-11-10T08:18:00 1 0 0 0 0 0\n 2019-11-10T08:18:00 2 0 0 0 0 0\n 2019-11-10T08:19:00 1 0 0 0 0 0\n 2019-11-10T08:19:00 2 0 0 0 0 0\n 2019-11-10T08:22:37 1 0 0 0 0 0\n 2019-11-10T08:22:37 2 0 0 0 0 0\n 2019-11-10T08:23:00 1 43163 40022882 43163 40365390 0\n 2019-11-10T08:23:00 2 37007 37332787 0 0 0\n 2019-11-10T08:24:00 1 59966 55621703 59966 56097577 0\n 2019-11-10T08:24:00 2 59943 60488690 0 0 0\n 2019-11-10T08:25:00 1 60258 55947759 60258 56425866 0\n 2019-11-10T08:25:00 2 60117 60728670 0 0 0\n 2019-11-10T08:26:00 1 60027 55738691 60027 56214951 0\n 2019-11-10T08:26:00 2 60003 60612850 0 0 0\n```\n\nIn column \"Event Hub #\", 1 refers to the Event Hub used as input to\nFlink, and 2 to the Event Hub used as output. After a few minutes of\nramp-up, the metrics for Event Hub 1 will show around 60k events/min\n(depending on selected event rate, here 1k events/s). As Apache Flink\nstarts, the incoming message rate on Event Hub 2 rate will also reach\naround 60k events/min.\n\n## Apache Flink\n\nThe deployed Apache Flink solution doesn't do any analytics or projection, but only populates two fields in the JSON message: the time at which the event was received in Event Hubs, and the current timestamp.\n\nThe solution includes a custom monitoring library to log Flink events and metrics to Azure Monitor. The custom monitoring library is currently only included when the Flink job is deployed in AKS. To view the monitoring data, navigate to the Log Analytics resource in the Azure Portal.\n\nThe Flink Job Manager UI shows information about the current running job. The IP address of the Job Manager UI is reported by the deployment script. Note that the solution deploys the Job Manager on a public IP address without any security. In a production deployment, you should disable public IP endpoints.\n\n![Flink Job Manager Web UI](../_doc/_images/flink-job-manager.png)\n\n### Flink deployment on AKS\n\nDeployment on Azure Kubernetes Service is done in single-job, highly available mode. The deployment includes:\n* A Zookeeper cluster for maintaining quorum\n* A pod for the (per-job) Flink Job Manager and \n* A pod for each Flink Task Manager deployed as part of the job\n\nIn HA mode, the Flink the JobManager exposes a dynamically allocated port. Together with the JobManager, we run a custom sidecar container containing a small shell script. The script calls the JobManager REST API (running on fixed port 8081) to discover the JobManager RPC port, then calls the Kubernetes API to update the port exposed in the Kubernetes Service. RBAC is used to grant the sidecar container permissions to only this specific operation in the API.\n\n### Flink deployment on HDInsight\n\nDeployment on HDInsight is done in job server, highly available mode. The deployment runs a YARN job for the Flink Job Manager, then submits a JAR job to the Job Manager. The Job Manager creates a YARN application per job.\n\nNote that deployed jobs do not survive an HDInsight cluster reboot.\n\n## Query Data\n\nData is available in the created Event Hub output. You can use the Process Data screen in the Azure portal to inspect the event data.\n\n## Clean up\n\nTo remove all the created resource, you can just delete the related resource group:\n\n```bash\naz group delete -n <resource-group-name>\n```\n" }, { "alpha_fraction": 0.7162500023841858, "alphanum_fraction": 0.7225000262260437, "avg_line_length": 52.33333206176758, "blob_id": "7b36cd17a77dfc93ede59e01fa7f602d5d30c434", "content_id": "16b8de9a256cd2e4140a7e675cf6c132eea8f94e", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1600, "license_type": "permissive", "max_line_length": 750, "num_lines": 30, "path": "/components/apache-flink/hdinsight/run-flink-job.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\ncontainer=flinkscriptaction\n\necho 'Getting SAS for script action script'\n\nscript_uri=$(az storage blob generate-sas --account-name $AZURE_STORAGE_ACCOUNT -c $container \\\n --policy-name HDInsightRead --full-uri -n run-flink-job.sh -o tsv\n)\n\necho 'uploading Flink job jar'\n\njarname=\"apps/flink/jobs/$(uuidgen).jar\"\naz storage blob upload --account-name $AZURE_STORAGE_ACCOUNT -c $HDINSIGHT_YARN_NAME \\\n -n $jarname -f flink-kafka-consumer/target/assembly/flink-kafka-consumer-$FLINK_JOBTYPE.jar \\\n -o tsv >> log.txt\n\necho 'running script action'\n\nscript_param=$(printf \"\\\"wasbs:///%q\\\" --parallelism \"$FLINK_PARALLELISM\" --kafka.in.topic %q --kafka.in.bootstrap.servers %q --kafka.in.request.timeout.ms %q --kafka.in.sasl.mechanism %q --kafka.in.security.protocol %q --kafka.in.sasl.jaas.config %q --kafka.out.topic %q --kafka.out.bootstrap.servers %q --kafka.out.request.timeout.ms %q --kafka.out.sasl.mechanism %q --kafka.out.security.protocol %q --kafka.out.sasl.jaas.config %q\" \"$jarname\" \"$KAFKA_TOPIC\" \"$KAFKA_IN_LISTEN_BROKERS\" \"60000\" \"$KAFKA_IN_LISTEN_SASL_MECHANISM\" \"$KAFKA_IN_LISTEN_SECURITY_PROTOCOL\" \"$KAFKA_IN_LISTEN_JAAS_CONFIG\" \"$KAFKA_OUT_TOPIC\" \"$KAFKA_OUT_SEND_BROKERS\" \"60000\" \"$KAFKA_OUT_SEND_SASL_MECHANISM\" \"$KAFKA_OUT_SEND_SECURITY_PROTOCOL\" \"$KAFKA_OUT_SEND_JAAS_CONFIG\")\n \naz hdinsight script-action execute -g $RESOURCE_GROUP --cluster-name $HDINSIGHT_YARN_NAME \\\n --name RunFlinkJob \\\n --script-uri \"$script_uri\" \\\n --script-parameters \"$script_param\" \\\n --roles workernode \\\n -o tsv >> log.txt\n" }, { "alpha_fraction": 0.6707978248596191, "alphanum_fraction": 0.6738961935043335, "avg_line_length": 25.89583396911621, "blob_id": "857d597ee27c277241b6703c21e717d6a1ce9714", "content_id": "d369bbc33829b8985ac8f5daeca459035ede9f81", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Java", "length_bytes": 1291, "license_type": "permissive", "max_line_length": 129, "num_lines": 48, "path": "/components/apache-flink/flink-kafka-consumer/src/main/java/com/microsoft/samples/flink/data/SampleState.java", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "package com.microsoft.samples.flink.data;\n\nimport java.io.Serializable;\nimport java.util.ArrayDeque;\nimport java.util.ArrayList;\nimport java.util.Iterator;\n\npublic class SampleState implements Serializable {\n public static transient Integer maxRecords = 10;\n public static transient Integer maxTags = 15;\n // public because of https://ci.apache.org/projects/flink/flink-docs-stable/dev/types_serialization.html#rules-for-pojo-types\n public ArrayDeque<SampleRecord> records = new ArrayDeque<SampleRecord>();\n public ArrayList<SampleTag> tags = new ArrayList<SampleTag>();\n\n public SampleState() {\n }\n\n public int recordsSize() {\n return records.size();\n }\n\n public void addRecord(SampleRecord sampleRecord) {\n if (records.size() >= maxRecords) {\n records.removeFirst();\n }\n records.addLast(sampleRecord);\n }\n\n public Iterator<SampleRecord> recordsIterator() {\n return records.iterator();\n }\n\n public SampleRecord getLastRecord() {\n return records.getLast();\n }\n\n public int tagsSize() {\n return tags.size();\n }\n\n public Boolean equivalentTagExists(SampleTag tag) {\n return tags.contains(tag);\n }\n\n public void addTag(SampleTag tag) {\n tags.add(tag);\n }\n}\n" }, { "alpha_fraction": 0.5599900484085083, "alphanum_fraction": 0.5618607997894287, "avg_line_length": 39.095001220703125, "blob_id": "6b8ec507fc5c9bffc59334fa38d16f92aac54f05", "content_id": "dd79b21ffde5fa29b25d65cb910b8787d88510e1", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 8018, "license_type": "permissive", "max_line_length": 117, "num_lines": 200, "path": "/iothub-digitaltwins-timeseriesinsights/src/EventHubToDigitalTwins/TwinsFunction.cs", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "namespace EventHubToDigitalTwins\n{\n using System;\n using System.Collections.Generic;\n using System.Diagnostics;\n using System.Linq;\n using System.Net.Http;\n using System.Text.Json;\n using System.Threading.Tasks;\n using System.Threading.Tasks.Dataflow;\n using Azure;\n using Azure.Core.Pipeline;\n using Azure.DigitalTwins.Core;\n using Azure.Identity;\n using Microsoft.Azure.EventHubs;\n using Microsoft.Azure.WebJobs;\n using Microsoft.Extensions.Logging;\n\n public class EventHubToDigitalTwins\n {\n //Your Digital Twin URL is stored in an application setting in Azure Functions\n private static readonly string AdtInstanceUrl = Environment.GetEnvironmentVariable(\"ADT_SERVICE_URL\") ??\n throw new InvalidOperationException(\n \"Application setting \\\"ADT_SERVICE_URL\\\" not set\");\n\n private static readonly bool SendTelemetry =\n Boolean.Parse(Environment.GetEnvironmentVariable(\"SEND_ADT_TELEMETRY_EVENTS\") ?? \"false\");\n\n private static readonly bool SendUpdate =\n Boolean.Parse(Environment.GetEnvironmentVariable(\"SEND_ADT_PROPERTY_UPDATES\") ?? \"true\");\n\n private static readonly HttpClient HttpClient = new HttpClient();\n private static readonly DigitalTwinsClient Client;\n private const int MaxConcurrentCalls = 128;\n\n static EventHubToDigitalTwins()\n {\n //Authenticate with Digital Twins\n var cred = new DefaultAzureCredential();\n Client = new DigitalTwinsClient(new Uri(AdtInstanceUrl), cred,\n new DigitalTwinsClientOptions {Transport = new HttpClientTransport(HttpClient)});\n }\n\n private readonly ILogger _log;\n\n public EventHubToDigitalTwins(ILogger<EventHubToDigitalTwins> log)\n {\n this._log = log;\n }\n\n [FunctionName(\"EventHubToDigitalTwins\")]\n public async Task Run([EventHubTrigger(\"\", Connection = \"EVENT_HUB\")]\n EventData[] events)\n {\n _log.LogInformation(\"Received {numEvents} events\", events.Length);\n try\n {\n var output = await events.ToAsyncEnumerable().AsyncParallelForEach(ProcessEvent, MaxConcurrentCalls)\n .ToListAsync();\n var numErrors = output.Count(_ => _.Exception is { });\n var durations = output.Select(_ => _.Duration).ToList();\n _log.LogInformation(\n \"Processed {numEvents} events with {numErrors} errors, duration {min}-{max} avg {avg} ms\",\n output.Count,\n numErrors,\n durations.Min(),\n durations.Max(),\n Convert.ToInt64(durations.Average())\n );\n }\n catch (Exception e)\n {\n _log.LogError(e, e.Message);\n }\n }\n\n private async Task<Result> ProcessEvent(EventData eventData)\n {\n Stopwatch stopwatch = new Stopwatch();\n stopwatch.Start();\n try\n {\n var body = JsonDocument.Parse(eventData.Body).RootElement;\n var eventId = body.GetProperty(\"eventId\").GetString();\n var deviceId = body.GetProperty(\"deviceId\").GetString();\n var updateType = body.GetProperty(\"type\").GetString();\n var createdAt = body.GetProperty(\"createdAt\").GetDateTimeOffset();\n var deviceSequenceNumber = body.GetProperty(\"deviceSequenceNumber\").GetInt64();\n var value = body.GetProperty(\"value\").GetDouble();\n var complexData = body.GetProperty(\"complexData\");\n\n if (SendUpdate)\n {\n _log.LogDebug(\"DeviceId:{deviceId}. UpdateType:{updateType}\", deviceId, updateType);\n\n await SendUpdateAsync(deviceId, updateType, value, complexData, deviceSequenceNumber, createdAt);\n }\n\n if (SendTelemetry)\n {\n await SendTelemetryAsync(eventId, deviceId, updateType, value, complexData, deviceSequenceNumber,\n createdAt);\n }\n\n return new Result {Duration = stopwatch.ElapsedMilliseconds};\n }\n catch (Exception e)\n {\n _log.LogError(e, e.Message);\n return new Result {Exception = e, Duration = stopwatch.ElapsedMilliseconds};\n }\n }\n\n private async Task SendTelemetryAsync(string eventId, string deviceId, string updateType, double value,\n JsonElement complexData, long deviceSequenceNumber, DateTimeOffset createdAt)\n {\n var telemetryEvent = new Dictionary<string, object>\n {\n {\"eventId\", eventId},\n {\"deviceId\", deviceId},\n {\"LastUpdate\", createdAt},\n {\"deviceSequenceNumber\", deviceSequenceNumber}\n };\n switch (updateType)\n {\n case \"TEMP\":\n telemetryEvent.Add(\"Temperature\", value);\n telemetryEvent.Add(\"TemperatureData\", complexData);\n break;\n case \"CO2\":\n telemetryEvent.Add(\"CO2\", value);\n telemetryEvent.Add(\"CO2Data\", complexData);\n break;\n default:\n _log.LogWarning(\"Unknown update type {updateType}\", updateType);\n break;\n }\n\n var payload = JsonSerializer.Serialize(telemetryEvent);\n await Client.PublishTelemetryAsync(deviceId, eventId, payload, createdAt);\n }\n\n private async Task SendUpdateAsync(string deviceId, string updateType, double value, JsonElement complexData,\n long deviceSequenceNumber, DateTimeOffset createdAt)\n {\n var updateTwinData = new JsonPatchDocument();\n updateTwinData.AppendAdd(\"/LastUpdate\", createdAt);\n updateTwinData.AppendAdd(\"/deviceSequenceNumber\", deviceSequenceNumber);\n switch (updateType)\n {\n case \"TEMP\":\n updateTwinData.AppendAdd(\"/Temperature\", value);\n updateTwinData.AppendAdd(\"/TemperatureData\", complexData);\n break;\n case \"CO2\":\n updateTwinData.AppendAdd(\"/CO2\", value);\n updateTwinData.AppendAdd(\"/CO2Data\", complexData);\n break;\n default:\n _log.LogWarning(\"Unknown update type {updateType}\", updateType);\n break;\n }\n\n await Client.UpdateDigitalTwinAsync(deviceId, updateTwinData);\n }\n }\n\n internal class Result\n {\n public Exception? Exception { get; set; }\n public long Duration { get; set; }\n }\n\n internal static class Extensions\n {\n public static async IAsyncEnumerable<TOutput> AsyncParallelForEach<TInput, TOutput>(\n this IAsyncEnumerable<TInput> source, Func<TInput, Task<TOutput>> body,\n int maxDegreeOfParallelism = DataflowBlockOptions.Unbounded, TaskScheduler? scheduler = null)\n {\n var options = new ExecutionDataflowBlockOptions\n {\n MaxDegreeOfParallelism = maxDegreeOfParallelism\n };\n if (scheduler != null)\n options.TaskScheduler = scheduler;\n var block = new TransformBlock<TInput, TOutput>(body, options);\n var nItems = 0;\n await foreach (var item in source)\n {\n block.Post(item);\n nItems++;\n }\n\n for (var i = 0; i < nItems; i++)\n {\n yield return await block.ReceiveAsync();\n }\n }\n }\n}" }, { "alpha_fraction": 0.7586206793785095, "alphanum_fraction": 0.7607758641242981, "avg_line_length": 34.69230651855469, "blob_id": "ee7eec6c855ae47fce5ef19878b4b36879ac5dad", "content_id": "c788b44962de67f562a718738c8b7ab8c87c20f2", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 464, "license_type": "permissive", "max_line_length": 137, "num_lines": 13, "path": "/components/azure-functions/configure-processing-function-storage.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'getting storage key'\nAZURE_STORAGE_CONNECTION_STRING=$(az storage account show-connection-string --name $AZURE_STORAGE_ACCOUNT_GEN2 -g $RESOURCE_GROUP -o tsv)\n\necho \". StorageConnectionString\"\naz functionapp config appsettings set --name $PROC_FUNCTION_APP_NAME \\\n --resource-group $RESOURCE_GROUP \\\n --settings StorageConnectionString=$AZURE_STORAGE_CONNECTION_STRING \\\n -o tsv >> log.txt\n" }, { "alpha_fraction": 0.6976394057273865, "alphanum_fraction": 0.7172275185585022, "avg_line_length": 42.28260803222656, "blob_id": "8e65f88ccefa5111a2a7dae35019b2cde979c7bd", "content_id": "0e0557f21726dcda7a41ee785aee6fbace13f89e", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1991, "license_type": "permissive", "max_line_length": 167, "num_lines": 46, "path": "/components/azure-kubernetes-service/create-kubernetes-service.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'creating AKS cluster, if not already existing'\necho \". name: $AKS_CLUSTER\"\n\nif ! az aks show --name $AKS_CLUSTER --resource-group $RESOURCE_GROUP >/dev/null 2>&1; then\n echo \"getting Subnet ID\"\n subnet_id=$(az network vnet subnet show -g $RESOURCE_GROUP -n streaming-subnet --vnet-name $VNET_NAME --query id -o tsv)\n\n echo \"getting Service Principal ID and password\"\n appId=$(az keyvault secret show --vault-name $SERVICE_PRINCIPAL_KEYVAULT -n $SERVICE_PRINCIPAL_KV_NAME-id --query value -o tsv)\n password=$(az keyvault secret show --vault-name $SERVICE_PRINCIPAL_KEYVAULT -n $SERVICE_PRINCIPAL_KV_NAME-password --query value -o tsv)\n\n echo \"getting Log Analytics workspace ID\"\n analytics_ws_resourceId=$(az resource show -g $RESOURCE_GROUP -n $LOG_ANALYTICS_WORKSPACE --resource-type Microsoft.OperationalInsights/workspaces --query id -o tsv)\n\n echo 'creating AKS cluster'\n echo \". name: $AKS_CLUSTER\"\n az aks create --name $AKS_CLUSTER --resource-group $RESOURCE_GROUP \\\n --node-count $AKS_NODES -s $AKS_VM_SIZE \\\n -k $AKS_KUBERNETES_VERSION \\\n --generate-ssh-keys \\\n --service-principal $appId --client-secret $password \\\n --vnet-subnet-id $subnet_id \\\n --network-plugin kubenet \\\n --enable-addons monitoring \\\n --service-cidr 192.168.0.0/16 \\\n --dns-service-ip 192.168.0.10 \\\n --pod-cidr 10.244.0.0/16 \\\n --docker-bridge-address 172.17.0.1/16 \\\n --workspace-resource-id $analytics_ws_resourceId \\\n -o tsv >> log.txt\nfi\n\naz aks get-credentials --name $AKS_CLUSTER --resource-group $RESOURCE_GROUP --overwrite-existing\n\n# Enable Prometheus metrics collection\nkubectl --context $AKS_CLUSTER apply -f ../components/azure-kubernetes-service/container-azm-ms-agentconfig.yaml \n\necho 'deploying Helm'\n\nkubectl --context $AKS_CLUSTER apply -f ../components/azure-kubernetes-service/helm/helm-rbac.yaml\nhelm --kube-context $AKS_CLUSTER init --service-account tiller --wait\n" }, { "alpha_fraction": 0.7279567718505859, "alphanum_fraction": 0.7584100365638733, "avg_line_length": 46.66244888305664, "blob_id": "d1ee4efd06d710cc32be5053fb4073b5ec007c5c", "content_id": "79fde6bb26c2a7ae610dd317309e640f09788d92", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 11296, "license_type": "permissive", "max_line_length": 610, "num_lines": 237, "path": "/eventhubs-databricks-azuresql/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - json\n - sql\n - scala\nproducts:\n - azure\n - azure-container-instances\n - azure-databricks\n - azure-event-hubs\n - azure-sql-database\nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Azure Event Hubs, Databricks and Azure SQL\n\nThis sample uses Azure SQL DB as database to store JSON data.\n\nThe provided scripts will create an end-to-end solution complete with load test client.\n\n## Running the Scripts\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nThe following tools/languages are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [jq](https://stedolan.github.io/jq/download/)\n - Install: `sudo apt install jq`\n- [python]\n - Install: `sudo apt install python python-pip`\n- [databricks-cli](https://github.com/databricks/databricks-cli)\n - Install: `pip install --upgrade databricks-cli`\n\n## Setup Solution\n\nMake sure you are logged into your Azure account:\n\n az login\n\nand also make sure you have the subscription you want to use selected\n\n az account list\n\nif you want to select a specific subscription use the following command\n\n az account set --subscription <subscription_name>\n\nonce you have selected the subscription you want to use just execute the following command\n\n ./create-solution.sh -d <solution_name>\n\nthen `solution_name` value will be used to create a resource group that will contain all resources created by the script. It will also be used as a prefix for all resource create so, in order to help to avoid name duplicates that will break the script, you may want to generate a name using a unique prefix. **Please also use only lowercase letters and numbers only**, since the `solution_name` is also used to create a storage account, which has several constraints on characters usage:\n\n[Storage Naming Conventions and Limits](https://docs.microsoft.com/en-us/azure/architecture/best-practices/naming-conventions#storage)\n\nto have an overview of all the supported arguments just run\n\n ./create-solution.sh\n\n**Note**\nTo make sure that name collisions will be unlikely, you should use a random string to give name to your solution. The following script will generated a 7 random lowercase letter name for you:\n\n ./_common/generate-solution-name.sh\n\n## Created resources\n\nThe script will create the following resources:\n\n- **Azure Container Instances** to host Spark Load Test Clients: by default one client will be created, generating a load of 1000 events/second\n- **Event Hubs** Namespace, Hub and Consumer Group: to ingest data incoming from test clients\n- **Azure Databricks**: to process data incoming from Event Hubs as a stream. Workspace, Job and related cluster will be created\n- **Azure SQL** Server and Database: to store and serve processed data\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 57.739726013343247,\n \"moreData1\": 52.230732688620829,\n \"moreData2\": 57.497518587807189,\n \"moreData3\": 81.32211656749469,\n \"moreData4\": 54.412361539409427,\n \"moreData5\": 75.36416309399911,\n \"moreData6\": 71.53407865773488,\n \"moreData7\": 45.34076957651598,\n \"moreData8\": 51.3068118685458,\n \"moreData9\": 44.44672606436184,\n [...]\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\n## Duplicate event handling\n\nIn case the Databricks job fails and recovers, it could process a second time an event from Event Hubs that has already been stored in Azure SQL Database. The solution implements an ETL process to make this operation idempotent, so that events are not duplicated in Azure SQL Database (based on the eventId attribute). The process has been engineered for performance at high throughput.\n\nData is first [bulk loaded](https://docs.microsoft.com/en-us/sql/t-sql/statements/bulk-insert-transact-sql)\ninto a staging table whose partition scheme is aligned to that of the target table. Then, a stored procedure is run within Azure SQL Database in order to first deduplicate events from the staging table, then insert only new events into the target table, and finally the staging table is cleared (see [Databricks notebook](../streaming/databricks/notebooks/eventhubs-to-azuresql.scala)).\n\nDue to lookups, performance can be expected to decrease as data accumulates in the target table, so you should perform careful measurements for your scenario. The ETL process introduces a performance bottleneck. In the chart below, processing is not keeping up with the event generation rate of 10k events per second, although the database is running at a high P6 tier (the spike around 20:54 is due to an intermittent database disconnection while running the ETL stored procedure, and demonstrates that the job seamlessly recovers from such a transient failure).\n\n![Console Performance Report](etl-performance.png)\n\nThe stored procedure code is as follows:\n\n\n\n```sql\nCREATE PROCEDURE [dbo].[stp_WriteDataBatch] \nas\n -- Move events from staging_table to rawdata table.\n -- WARNING: This procedure is non-transactional to optimize performance, and\n -- assumes no concurrent writes into the staging_table during its execution.\n declare @buid uniqueidentifier = newId();\n\n -- ETL logic: insert events if they do not already exist in destination table\nWITH staging_data_with_partition AS\n(\n\tSELECT * \n\tFROM dbo.staging_table\n)\nMERGE dbo.rawdata AS t\n USING (\n\n -- Deduplicate events from staging table\n SELECT *\n FROM (SELECT *,\n\t ROW_NUMBER() OVER (PARTITION BY PartitionId, EventId ORDER BY EnqueuedAt) AS RowNumber\n FROM staging_data_with_partition\n ) AS StagingDedup\n WHERE StagingDedup.RowNumber = 1\n\n ) AS s\n ON s.PartitionId = t.PartitionId AND s.EventId = t.EventId\n\n WHEN NOT MATCHED THEN\n INSERT (PartitionId, EventId, Type, DeviceId, DeviceSequenceNumber, CreatedAt, Value, ComplexData, EnqueuedAt, ProcessedAt, \n\t\t\tBatchId, StoredAt) \n VALUES (s.PartitionId, s.EventId, s.Type, s.DeviceId, s.DeviceSequenceNumber, s.CreatedAt, s.Value, s.ComplexData, s.EnqueuedAt, s.ProcessedAt,\n\t\t\t@buid, sysutcdatetime())\n ;\n\nTRUNCATE TABLE dbo.staging_table;\n```\n\n## Solution customization\n\nIf you want to change some setting of the solution, like number of load test clients, Azure SQL Database tier and so on, you can do it right in the `create-solution.sh` script, by changing any of these values:\n\n```bash\n export EVENTHUB_PARTITIONS=4\n export EVENTHUB_CAPACITY=2\n export SQL_SKU=P2\n export SIMULATOR_INSTANCES=1\n export DATABRICKS_NODETYPE=Standard_DS3_v2\n export DATABRICKS_WORKERS=4\n export DATABRICKS_MAXEVENTSPERTRIGGER=10000\n```\n\nThe above settings have been chosen to sustain a 1,000 msg/s stream. The script also contains settings for 5,000 msg/s and 10,000 msg/s.\n\n## Monitor performance\n\nPerformance will be monitored and displayed on the console for 30 minutes. More specifically Inputs and Outputs performance of Event Hub will be monitored. If everything is working correctly, the number of reported `IncomingMessages` and `OutgoingMessages` should be roughly the same. (Give couple of minutes for ramp-up)\n\n![Console Performance Report](../_doc/_images/console-performance-monitor.png)\n\n## Azure SQL\n\nThe solution allows you to test both row-store and column-store options. The deployed database has four tables\n\n- `rawdata`\n- `rawdata_cs`\n- `rawdata_cs_mo`\n- `rawdata_mo`\n\nThe suffix indicates which kind of storage is used for the table:\n\n- No suffix: classic row-store table\n- `cs`: column-store via clustered columnstore index\n- `mo`: memory-optimized table\n- `cs_mo`: memory-optimized clustered columnstore\n\nUse the `-k` option and set it to `rowstore` or `columnstore`. At present time the sample doesn't support using Memory-Optimized tables yet.\n\nBe aware that database log backup happens every 10 minutes circa, as described here: [Automated backups](https://docs.microsoft.com/en-us/azure/sql-database/sql-database-automated-backups#how-often-do-backups-happen). This means that additional IO overhead needs to be taken into account, which is proportional to the amount of ingested rows. That's why to move from 5000 msgs/sec to 10000 msgs/sec a bump from P4 to P6 is needed. The Premium level provides much more I/Os which are needed to allow backup to happen without impacting performances.\n\nIf you want to connect to Azure SQL to query data and/or check resources usages, here's the login and password:\n\n```\nUser ID = serveradmin\nPassword = Strong_Passw0rd!\n```\n\n## Azure Databricks\n\nTable Valued Parameters could not be used as the [`SQLServerDataTable` class](https://docs.microsoft.com/en-us/sql/connect/jdbc/using-table-valued-parameters?view=sql-server-2017#passing-a-table-valued-parameter-as-a-sqlserverdatatable-object) is not serializable and thus not usable with the `forEach` sink. The [`forEachBatch` sink](https://spark.apache.org/docs/latest/structured-streaming-programming-guide.html#foreachbatch) has been used instead, and therefore BULK INSERT has been choosed as the best solution to quickly load data into Azure SQL.\n\nBulk insert logic has been already implemented in the Azure SQL Spark Connector library, which is used in the `forEachBatch` function to perform the Bulk Load:\n\n[Spark connector for Azure SQL Databases and SQL Server](https://github.com/Azure/azure-sqldb-spark)\n\n`forEachBatch` works on all the DataFrame partitions, so `BatchId % 16` is used to spread data in all the 16 partitions available in Azure SQL.\n\nOne interesting aspect to notice is that the number of EventHubs partition is different and higher that the number of allocated Throughput Units (TU). For example, with 5000 msgs/sec 6 TU are used, but 10 partitions are needed. The 6 TU are more than enough to sustain 5000 msgs/sec (as each 1 TU supports 1 Mb and 1000 msgs/sec), but in order to process data fast enough, Databricks needs to have 10 workers to be able to deal with the incoming messages. In order to make sure each worker reads from a partition without interfering with another worker, a worker should be created for each Event Hub partition.\n\n## Query Data\n\nUsage of [sp_whoisactive](http://whoisactive.com/) is recommended to see what's going on in Azure SQL. All tables have the following schema:\n\n![RawData Table Schema](../_doc/_images/databricks-azuresql-table.png)\n\n## Clean up\n\nTo remove all the created resource, you can just delete the related resource group\n\n```bash\naz group delete -n <resource-group-name>\n```\n" }, { "alpha_fraction": 0.6959707140922546, "alphanum_fraction": 0.6996337175369263, "avg_line_length": 23.81818199157715, "blob_id": "22bcfe0391b59c29b77fff75c0132836fc97d0c7", "content_id": "8c3b108d9aec428cdabbab7b920941da932c50c5", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 273, "license_type": "permissive", "max_line_length": 72, "num_lines": 11, "path": "/components/azure-storage/create-storage-account.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'creating storage account'\necho \". name: $AZURE_STORAGE_ACCOUNT\"\n\naz storage account create -n $AZURE_STORAGE_ACCOUNT -g $RESOURCE_GROUP \\\n --kind StorageV2 --sku Standard_LRS \\\n -o tsv >> log.txt\n" }, { "alpha_fraction": 0.49345558881759644, "alphanum_fraction": 0.5780522227287292, "avg_line_length": 61.60647964477539, "blob_id": "faae579d38ef72e808f5536171c1654e3c0b4935", "content_id": "cc3ec8974a55800987b39b5418e9720250d37615", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 13523, "license_type": "permissive", "max_line_length": 487, "num_lines": 216, "path": "/iothub-digitaltwins-timeseriesinsights/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - csharp\n - json\nproducts:\n - azure\n - azure-container-instances\n - azure-iot-hub\n - azure-time-series-insights\n - azure-event-hubs\n - azure-digital-twins\n - azure-storage\nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Azure IoT Hubs, Azure Digital Twins and Azure Time Series Insights\n\nThis sample uses Azure Digital Twins to manage device model information,\nand Azure Time Series Insights as database to store JSON data.\nTime Series Insights ingests event data from Event Hubs and makes it available\nfor online querying and exploration. In addition, it stores the data in Parquet\nformat on Azure Storage, where it is available for analytics.\n\n\n![Deployment diagram](../_doc/_diagrams/iothub-digitaltwins-timeseriesinsights/diagram/deployment.svg)\n\nThe provided scripts will create an end-to-end solution complete with load test client.\n\n## Running the Scripts\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL, Mac OS or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nThe following tools/languages are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [jq](https://stedolan.github.io/jq/download/)\n - Install: `sudo apt install jq`\n- [Dotnet Core](https://dotnet.microsoft.com/download/linux-package-manager/ubuntu18-04/sdk-current)\n- [Terraform](https://www.terraform.io/downloads.html)\n\n## Setup Solution\n\nMake sure you are logged into your Azure account:\n\n az login\n\nand also make sure you have the subscription you want to use selected\n\n az account list\n\nif you want to select a specific subscription use the following command\n\n az account set --subscription <subscription_name>\n\nonce you have selected the subscription you want to use just execute the following command\n\n ./create-solution.sh -d <solution_name>\n\nthen `solution_name` value will be used to create a resource group that will contain all resources created by the script. It will also be used as a prefix for all resource create so, in order to help to avoid name duplicates that will break the script, you may want to generate a name using a unique prefix. **Please also use only lowercase letters and numbers only**, since the `solution_name` is also used to create a storage account, which has several constraints on characters usage:\n\n[Storage Naming Conventions and Limits](https://docs.microsoft.com/en-us/azure/architecture/best-practices/naming-conventions#storage)\n\nto have an overview of all the supported arguments just run\n\n ./create-solution.sh\n\n**Note**\nTo make sure that name collisions will be unlikely, you should use a random string to give name to your solution. The following script will generated a 7 random lowercase letter name for you:\n\n ../_common/generate-solution-name.sh\n\n## Created resources\n\nThe script will create the following resources:\n\n- **Azure Container Instances** to host [Load Test Clients](https://github.com/Azure-Samples/Iot-Telemetry-Simulator): by default one client will be created, generating a load of 50 events/second (in total) across 1000 simulated devices\n- **Azure IoT Hub**: to ingest data incoming from test clients\n- **Azure Function** (first instance): to process events from IoT Hub and stream them into Azure Digital Twins\n- **Azure Digital Twins**: to manage a model of each simulated device\n- **Event Hubs** (first instance) Namespace, Hub and Consumer Group: to ingest stream of updates from Azure Digital Twins\n- **Azure Function** (second instance): to process and transform Azure Digital Twins update events from Event Hubs and stream them into Time Series Insights (through Event Hubs)\n- **Event Hubs** (second instance) Namespace, Hub and Consumer Group: to ingest data into Time Series Insights\n- **Azure Time Series Insights**: to process data incoming from Event Hubs as a stream, and store and serve processed data. Environment and dat a source will be created\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 0.57739726013343247,\n \"moreData1\": 0.52230732688620829,\n \"moreData2\": 0.57497518587807189,\n \"moreData3\": 0.8132211656749469,\n \"moreData4\": 0.54412361539409427,\n \"moreData5\": 0.7536416309399911,\n \"moreData6\": 0.7153407865773488,\n \"moreData7\": 0.4534076957651598,\n \"moreData8\": 0.513068118685458,\n \"moreData9\": 0.4444672606436184,\n [...]\n },\n \"value\": 0.4902278128887753,\n \"deviceId\": \"contoso-device-id-154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\n## Models\n\nThe solution populates models in each layer of the solution to define the simulated devices identity and properties:\n\n- **Azure IoT Hub**: to manage device identities, and accept telemetry events from the simulator\n- **Azure Digital Twins**: to manage a [semantic model](models/digital_twin_types.json) in [DTDL format](https://docs.microsoft.com/en-us/azure/digital-twins/overview) of each simulated device and its properties\n- **Azure Time Series Insights**: to define a model of [types](models/time_series_insights_types.json) and [hierarchies](models/time_series_insights_hierarchies.json) in a [Time Series Model](https://docs.microsoft.com/en-us/azure/time-series-insights/concepts-model-overview) to drive the Time Series Insights UX.\n\n## Monitor performance\n\nPerformance will be monitored and displayed on the console for 30 minutes. More specifically Inputs and Outputs performance of Event Hub will be monitored. If everything is working correctly, the number of reported `IncomingMessages` and `OutgoingMessages` should be roughly the same (following a few minutes of ramp-up)\n\n```\n***** [M] Starting METRICS reporting\nEvent Hub #1 Namespace: evh-name\nEvent Hub capacity: 1 throughput units (this determines MAX VALUE below).\nReporting aggregate metrics per minute, offset by 2 minutes, for 30 minutes.\n Event Hub # IncomingMessages IncomingBytes OutgoingMessages OutgoingBytes ThrottledRequests\n ----------- ---------------- ------------- ---------------- ------------- ------------------\n MAX VALUE Event Hub 1 60000 60000000 245760 120000000 -\n ----------- ---------------- ------------- ---------------- ------------- ------------------\nEvent Hub #2 Namespace: evh-name\nEvent Hub capacity: 1 throughput units (this determines MAX VALUE below).\nReporting aggregate metrics per minute, offset by 2 minutes, for 30 minutes.\n Event Hub # IncomingMessages IncomingBytes OutgoingMessages OutgoingBytes ThrottledRequests\n ----------- ---------------- ------------- ---------------- ------------- ------------------\n MAX VALUE Event Hub 2 60000 60000000 245760 120000000 -\n ----------- ---------------- ------------- ---------------- ------------- ------------------\n 2021-01-03T07:32:38+0100 IoT Hub 0 \n 2021-01-03T07:32:40+0100 Event Hub 1 0 0 0 0 0\n 2021-01-03T07:32:43+0100 Event Hub 2 0 0 0 0 0\n 2021-01-03T07:33:04+0100 IoT Hub 0 \n 2021-01-03T07:33:06+0100 Event Hub 1 0 0 0 0 0\n 2021-01-03T07:33:08+0100 Event Hub 2 0 0 0 0 0\n 2021-01-03T07:34:03+0100 IoT Hub 0 \n 2021-01-03T07:34:05+0100 Event Hub 1 0 0 0 0 0\n 2021-01-03T07:34:09+0100 Event Hub 2 0 0 0 0 0\n 2021-01-03T07:35:02+0100 IoT Hub 0 \n 2021-01-03T07:35:04+0100 Event Hub 1 0 0 0 0 0\n 2021-01-03T07:35:06+0100 Event Hub 2 0 0 0 0 0\n 2021-01-03T07:36:02+0100 IoT Hub 3000 \n 2021-01-03T07:36:05+0100 Event Hub 1 301 390589 301 390589 0\n 2021-01-03T07:36:07+0100 Event Hub 2 722 565568 722 565568 0\n 2021-01-03T07:37:02+0100 IoT Hub 3000 \n 2021-01-03T07:37:04+0100 Event Hub 1 2826 3667217 2826 3667217 0\n 2021-01-03T07:37:06+0100 Event Hub 2 2895 2268888 2895 2268888 0\n 2021-01-03T07:38:02+0100 IoT Hub 3000 \n 2021-01-03T07:38:04+0100 Event Hub 1 2854 3703536 2854 3703536 0\n 2021-01-03T07:38:06+0100 Event Hub 2 2977 2333291 2977 2333291 0\n 2021-01-03T07:39:02+0100 IoT Hub 3000 \n 2021-01-03T07:39:04+0100 Event Hub 1 3100 4022626 3100 4022626 0\n 2021-01-03T07:39:06+0100 Event Hub 2 2880 2256762 2880 2256762 0\n 2021-01-03T07:40:02+0100 IoT Hub 3000 \n 2021-01-03T07:40:04+0100 Event Hub 1 2939 3816059 2939 3816059 0\n 2021-01-03T07:40:05+0100 Event Hub 2 3072 2409879 3072 2409879 0\n```\n\n## Azure Digital Twins\n\nThe solution allows you to test [Property updates or Telemetry events](https://docs.microsoft.com/en-us/azure/digital-twins/concepts-models#properties-vs-telemetry).\n\nUse the `-e` option and set it to `property` or `telemetry` to run the solution in the mode you are interested in testing.\n\nWith Property updates, an additional Event Hubs instance and Azure Function are deployed to transform the Azure Digital Twin property update event stream into TSI events.\n\n## Azure Time Series Insights\n\nTime Series Insights (TSI) is configured to ingest data from Event Hubs. TSI automatically parses the JSON fields into Parquet columns.\n\n## Browse Data\n\nData is available in the created Azure Time Series Insights environment. You can browse it from the portal.\n\n![Time Series Insights browser](../_doc/_images/time-series-insights.png)\n\n## Verification\n\nTo automatically verify that the solution is performing as expected, wait for the metrics output to stabilize for a few minutes, then exit the script (Ctrl-C) and rerun it with the `-s V` option:\n\n ./create-solution.sh -d <solution_name> -s V\n\nThis provisions a Databricks Workspace and runs a notebook that reads the event data collected in Time Series Insights.\n\nThe notebook computes aggregated statistics per minute and asserts that, at least for one minute of data ingestion:\n* 90% of the requested event rate has been achieved (to account for fluctuations).\n* There is less than a small amount of duplicate events, if any.\n\nIf the run is successful and the output is empty, that means that all assertions were verified. Otherwise, failed assertions are displayed. You can click on the notebook link in the console output to view the run details.\n\n## Clean up\n\nTo remove all the created resource, you can just delete the related resource group\n\n```bash\naz group delete -n <resource-group-name>\n```\n" }, { "alpha_fraction": 0.7363737225532532, "alphanum_fraction": 0.743047833442688, "avg_line_length": 35, "blob_id": "8d71bb16558d34a4e2266bd06128f1510c10f970", "content_id": "6332459458258f7417bccc006ac43f646f63e9b0", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 899, "license_type": "permissive", "max_line_length": 114, "num_lines": 25, "path": "/components/azure-iot-hub/provision-iot-hub-devices.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\niothub_provisioning_aci=\"aci-$PREFIX-provision\"\n\necho 'provisioning devices'\necho \". Azure Container Instance name: $iothub_provisioning_aci\"\npolicy_name=registryReadWrite\nregistry_key=$(az iot hub policy show --hub-name $IOTHUB_NAME --name registryReadWrite --query primaryKey -o tsv)\niothub_cs=\"HostName=$IOTHUB_NAME.azure-devices.net;SharedAccessKeyName=$policy_name;SharedAccessKey=$registry_key\"\n\naz container delete -g $RESOURCE_GROUP -n $iothub_provisioning_aci --yes \\\n -o tsv >> log.txt 2>/dev/null\naz container create \\\n --name $iothub_provisioning_aci \\\n --resource-group $RESOURCE_GROUP \\\n --image mcr.microsoft.com/oss/azure-samples/azureiot-simulatordeviceprovisioning \\\n --restart-policy Never \\\n -e \\\n IotHubConnectionString=\"$iothub_cs\" \\\n DevicePrefix=contoso-device-id- \\\n DeviceIndex=0 \\\n DeviceCount=1000 \\\n -o tsv >> log.txt" }, { "alpha_fraction": 0.7329919338226318, "alphanum_fraction": 0.7403072714805603, "avg_line_length": 51.57692337036133, "blob_id": "921316e970e645228133ffac9b69360ff2beb91f", "content_id": "2dc85b7e17f33acf5f89865f3d796ee371034ab2", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1367, "license_type": "permissive", "max_line_length": 135, "num_lines": 26, "path": "/streaming/databricks/runners/eventhubs-to-azuresql.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'getting shared access key'\nsource ../components/azure-event-hubs/get-eventhubs-connection-string.sh \"$EVENTHUB_NAMESPACE\" \"Listen\"\n\necho 'writing Databricks secrets'\ndatabricks secrets put --scope \"MAIN\" --key \"event-hubs-read-connection-string\" --string-value \"$EVENTHUB_CS;EntityPath=$EVENTHUB_NAME\"\ndatabricks secrets put --scope \"MAIN\" --key \"azuresql-pass\" --string-value \"$SQL_ADMIN_PASS\"\n\ncheckpoints_dir=dbfs:/streaming_at_scale/checkpoints/eventhubs-to-azuresql\necho \"Deleting checkpoints directory $checkpoints_dir\"\ndatabricks fs rm -r \"$checkpoints_dir\"\n\nsource ../streaming/databricks/job/run-databricks-job.sh eventhubs-to-azuresql false \"$(cat <<JQ\n .libraries += [ { \"maven\": { \"coordinates\": \"com.microsoft.azure:azure-eventhubs-spark_2.11:2.3.13\" } } ]\n | .libraries += [ { \"maven\": { \"coordinates\": \"com.microsoft.azure:azure-sqldb-spark:1.0.2\" } } ]\n | .notebook_task.base_parameters.\"eventhub-consumergroup\" = \"$EVENTHUB_CG\"\n | .notebook_task.base_parameters.\"eventhub-maxEventsPerTrigger\" = \"$DATABRICKS_MAXEVENTSPERTRIGGER\"\n | .notebook_task.base_parameters.\"azuresql-servername\" = \"$SQL_SERVER_NAME\"\n | .notebook_task.base_parameters.\"azuresql-finaltable\" = \"$SQL_TABLE_NAME\"\n | .notebook_task.base_parameters.\"azuresql-etlstoredproc\" = \"$SQL_ETL_STORED_PROC\"\nJQ\n)\"\n" }, { "alpha_fraction": 0.5893048048019409, "alphanum_fraction": 0.6106951832771301, "avg_line_length": 30.149999618530273, "blob_id": "d01054ab6498894ee437ec86042fd602e366b66c", "content_id": "222d9abc7b334f2523081e342961d61e4817ec78", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Maven POM", "length_bytes": 1870, "license_type": "permissive", "max_line_length": 102, "num_lines": 60, "path": "/components/apache-flink/flink-application-insights/pom.xml", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "\n<project xmlns=\"http://maven.apache.org/POM/4.0.0\"\n xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\"\n xsi:schemaLocation=\"http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd\">\n <modelVersion>4.0.0</modelVersion>\n\n <groupId>com.microsoft.samples</groupId>\n <artifactId>flink-application-insights</artifactId>\n <version>0.0.1-SNAPSHOT</version>\n <packaging>jar</packaging>\n\n <name>Azure Application Insights Flink</name>\n <url>http://aka.ms/application-insights</url>\n\n <properties>\n <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>\n <flink.version>1.9.1</flink.version>\n <java.version>1.8</java.version>\n <scala.binary.version>2.11</scala.binary.version>\n </properties>\n\n <dependencies>\n <dependency>\n <groupId>com.microsoft.azure</groupId>\n <artifactId>applicationinsights-web-auto</artifactId>\n <version>2.5.1</version>\n </dependency>\n \n <!-- Apache Flink dependencies -->\n <dependency>\n <groupId>org.apache.flink</groupId>\n <artifactId>flink-java</artifactId>\n <version>${flink.version}</version>\n <scope>provided</scope>\n </dependency>\n <dependency>\n <groupId>org.slf4j</groupId>\n <artifactId>slf4j-api</artifactId>\n <version>1.7.15</version>\n <scope>provided</scope>\n </dependency>\n </dependencies>\n\n <build>\n <plugins>\n <!-- Java Compiler -->\n <plugin>\n <groupId>org.apache.maven.plugins</groupId>\n <artifactId>maven-compiler-plugin</artifactId>\n <version>3.1</version>\n <configuration>\n <source>${java.version}</source>\n <target>${java.version}</target>\n </configuration>\n </plugin>\n\n </plugins>\n\n </build>\n\n</project>\n" }, { "alpha_fraction": 0.7292069792747498, "alphanum_fraction": 0.7292069792747498, "avg_line_length": 22.5, "blob_id": "9d126f2b48634f6d17c869c385dcde1ce0d282a9", "content_id": "d741b4636dc022f97d7f236f7b8ae2ca09c15260", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 517, "license_type": "permissive", "max_line_length": 74, "num_lines": 22, "path": "/simulator/run-generator-kafka.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nOUTPUT_FORMAT=\"kafka\"\nkafka_properties=$(cat <<OPTIONS\n{\n \"bootstrap.servers\": \"$KAFKA_BROKERS\",\n \"security.protocol\": \"$KAFKA_SECURITY_PROTOCOL\",\n \"sasl.mechanism\": \"${KAFKA_SASL_MECHANISM:-PLAIN}\",\n \"sasl.username\": \"$KAFKA_SASL_USERNAME\",\n \"sasl.password\": \"$KAFKA_SASL_PASSWORD\"\n}\nOPTIONS\n)\n\n\nSIMULATOR_VARIABLES=\"KafkaTopic=$KAFKA_TOPIC\"\nSIMULATOR_CONNECTION_SETTING=\"KafkaConnectionProperties=$kafka_properties\"\n\nsource ../simulator/run-simulator.sh\n" }, { "alpha_fraction": 0.7272727489471436, "alphanum_fraction": 0.7272727489471436, "avg_line_length": 37.5, "blob_id": "b445e36d365f7cab7562b78be2795b7342ad3657", "content_id": "e9b741be201ff8f94a99c92e4c5a3d4a9559f954", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 77, "license_type": "permissive", "max_line_length": 46, "num_lines": 2, "path": "/integration-tests/conftest.py", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "def pytest_addoption(parser):\n parser.addoption(\"--stage\", required=True)\n" }, { "alpha_fraction": 0.7498311400413513, "alphanum_fraction": 0.7707661390304565, "avg_line_length": 46.09187316894531, "blob_id": "7298412ee2b8b9a50985f8934fb09b8d3cc6122b", "content_id": "b09f0922c188b0bd34d87d41f9057f23f2789da7", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 13327, "license_type": "permissive", "max_line_length": 708, "num_lines": 283, "path": "/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\npage_type: sample\nlanguages:\n - azurecli\n - csharp\n - json\n - sql\n - scala\nproducts:\n - azure\n - azure-container-instances\n - azure-cosmos-db\n - azure-databricks\n - azure-data-explorer\n - azure-event-hubs\n - azure-functions \n - azure-kubernetes-service\n - azure-sql-database\n - azure-stream-analytics\n - azure-storage\n - azure-time-series-insights\nstatusNotificationTargets:\n - [email protected]\ndescription: \"How to setup an end-to-end solution to implement a streaming at scale scenario using a choice of different Azure technologies.\"\n---\n\n# Streaming at Scale\n\n![License](https://img.shields.io/badge/license-MIT-green.svg)\n\nThe samples shows how to setup an end-to-end solution to implement a streaming at scale scenario using a choice of different Azure technologies. There are *many* possible way to implement such solution in Azure, following [Kappa](https://milinda.pathirage.org/kappa-architecture.com/) or [Lambda](http://lambda-architecture.net/) architectures, a variation of them, or even custom ones. Each architectural solution can also be implemented with different technologies, each one with its own pros and cons.\n\nMore info on Streaming architectures can also be found here:\n\n- [Big Data Architectures](https://docs.microsoft.com/en-us/azure/architecture/data-guide/big-data): notes on Kappa, Lambda and IoT streaming architectures\n- [Real Time Processing](https://docs.microsoft.com/en-us/azure/architecture/data-guide/big-data/real-time-processing): details on real-time processing architectures\n\nHere's also a list of scenarios where a Streaming solution fits nicely\n\n- [Event-Driven](https://docs.microsoft.com/en-us/azure/architecture/guide/architecture-styles/event-driven)\n- [CQRS](https://docs.microsoft.com/en-us/azure/architecture/patterns/cqrs)\n- [Microservices](https://docs.microsoft.com/en-us/azure/architecture/guide/architecture-styles/microservices)\n- [Big Data](https://docs.microsoft.com/en-us/azure/architecture/guide/architecture-styles/big-data)\n- [Near-Real Time Operational Analytics](https://docs.microsoft.com/en-us/sql/relational-databases/indexes/get-started-with-columnstore-for-real-time-operational-analytics?view=sql-server-2017)\n\nA good document the describes the Stream *Technologies* available on Azure is:\n\n[Choosing a stream processing technology in Azure](https://docs.microsoft.com/en-us/azure/architecture/data-guide/technology-choices/stream-processing)\n\nThe goal of this repository is to showcase a variety of common architectural solutions and implementations, describe the pros and the cons and provide you with a sample script to deploy the whole solution with 100% automation.\n\n![Ingestion](_doc/_diagrams/_doc/overview/ingestion.svg)\n![Processing](_doc/_diagrams/_doc/overview/processing.svg)\n![Serving](_doc/_diagrams/_doc/overview/serving.svg)\n\n## Running the samples\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [Windows 10 WSL](https://docs.microsoft.com/en-us/windows/wsl/install-win10)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nJust do a `git clone` of the repo and you'll be good to go.\n\nEach sample may have additional requirements: they will be listed in the sample's README.\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 57.739726013343247,\n \"moreData1\": 52.230732688620829,\n \"moreData2\": 57.497518587807189,\n \"moreData3\": 81.32211656749469,\n \"moreData4\": 54.412361539409427,\n \"moreData5\": 75.36416309399911,\n \"moreData6\": 71.53407865773488,\n \"moreData7\": 45.34076957651598,\n \"moreData8\": 51.3068118685458,\n \"moreData9\": 44.44672606436184,\n [...]\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\n## Duplicate event handling\n\nEvent delivery guarantees are a critical aspect of streaming solutions. Azure Event Hubs provides an at-least-once event delivery guarantees. In addition, the upstream components that compose a real-world deployment will typically send events to Event Hubs with at-least-once guarantees (i.e. for reliability purposes, they should be configured to retry if they do not get an acknowledgement of message reception by the Event Hub endpoint, though the message might actually have been ingested). And finally, the stream processing system typically only has at-least-once guarantees when delivering data into the serving layer. Duplicate messages are therefore unavoidable and are better dealt with explicitly.\n\nDepending on the type of application, it might be acceptable to store and serve duplicate messages, or it might desirable to deduplicate messages. The serving layer might even have strong uniqueness guarantees (e.g. unique key in Azure SQL Database). To demonstrate effective message duplicate handling strategies, the various solution templates demonstrate, where possible, effective message duplicate handling strategies for the given combination of stream processing and serving technologies. In most solutions, the event simulator is configured to randomly duplicate a small fraction of the messages (0.1% on average).\n\n## Integration tests\n\nEnd-to-end integration tests are configured to run. You can check the [latest closed pulled requests](https://github.com/Azure-Samples/streaming-at-scale/pulls?q=is%3Aclosed) (\"View Details\") to navigate to the integration test run in Azure DevOps. The integration test suite deploys each solution and runs verification jobs in Azure Databricks that pull the data from the serving layer of the given solution and verifies the solution event processing rate and duplicate handling guarantees.\n\n## Available solutions\n\nAt present time the available solutions are\n\n### [Kafka on AKS + Azure Databricks + Cosmos DB](https://github.com/Azure-Samples/streaming-at-scale/tree/main/akskafka-databricks-cosmosdb)\n\nImplement a stream processing architecture using:\n\n- Kafka on Azure Kubernetes Service (AKS) (Ingest / Immutable Log)\n- Azure Databricks (Stream Process)\n- Cosmos DB (Serve)\n\n### [Event Hubs Capture + Azure Databricks + Delta](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubs-capture-databricks-delta)\n\nImplement stream processing architecture using:\n\n- Event Hubs (Ingest)\n- Event Hubs Capture (Store)\n- Azure Storage (Azure Data Lake Storage Gen2)\n- Azure Databricks (Stream Process)\n- [Delta Lake](https://docs.microsoft.com/en-us/azure/databricks/delta/) (Serve)\n\n### [Event Hubs + Azure Databricks + Azure SQL](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubs-databricks-azuresql)\n\nImplement a stream processing architecture using:\n\n- Event Hubs (Ingest / Immutable Log)\n- Azure Databricks (Stream Process)\n- Azure SQL (Serve)\n\n### [Event Hubs + Azure Databricks + Cosmos DB](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubs-databricks-cosmosdb)\n\nImplement a stream processing architecture using:\n\n- Event Hubs (Ingest / Immutable Log)\n- Azure Databricks (Stream Process)\n- Cosmos DB (Serve)\n\n### [Event Hubs Kafka + Azure Databricks + Cosmos DB](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubskafka-databricks-cosmosdb)\n\nImplement a stream processing architecture using:\n\n- Event Hubs (Ingest / Immutable Log) with Kafka endpoint\n- Azure Databricks (Stream Process)\n- Cosmos DB (Serve)\n\n### [Event Hubs + Azure Databricks + Delta](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubs-databricks-delta)\n\nImplement a stream processing architecture using:\n\n- Event Hubs (Ingest / Immutable Log)\n- Azure Databricks (Stream Process)\n- [Delta Lake](https://docs.microsoft.com/en-us/azure/databricks/delta/) (Serve)\n\n### [Event Hubs + Azure Functions + Azure SQL](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubs-functions-azuresql)\n\nImplement a stream processing architecture using:\n\n- Event Hubs (Ingest / Immutable Log)\n- Azure Functions (Stream Process)\n- Azure SQL (Serve)\n\n### [Event Hubs + Azure Functions + Cosmos DB](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubs-functions-cosmosdb)\n\nImplement a stream processing architecture using:\n\n- Event Hubs (Ingest / Immutable Log)\n- Azure Functions (Stream Process)\n- Cosmos DB (Serve)\n\n### [Event Hubs + Stream Analytics + Cosmos DB](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubs-streamanalytics-cosmosdb)\n\nImplement a stream processing architecture using:\n\n- Event Hubs (Ingest / Immutable Log)\n- Stream Analytics (Stream Process)\n- Cosmos DB (Serve)\n\n### [Event Hubs + Stream Analytics + Azure SQL](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubs-streamanalytics-azuresql)\n\nImplement a stream processing architecture using:\n\n- Event Hubs (Ingest / Immutable Log)\n- Stream Analytics (Stream Process)\n- Azure SQL (Serve)\n\n### [Event Hubs + Stream Analytics + Event Hubs](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubs-streamanalytics-eventhubs)\n\nImplement a stream processing architecture using:\n\n- Event Hubs (Ingest / Immutable Log)\n- Stream Analytics (Stream Process)\n- Event Hubs (Serve)\n\n### [HDInsight Kafka + Flink + HDInsight Kafka](https://github.com/Azure-Samples/streaming-at-scale/tree/main/hdinsightkafka-flink-hdinsightkafka)\n\nImplement a stream processing architecture using:\n\n- HDInsight Kafka (Ingest / Immutable Log)\n- Flink on HDInsight or Azure Kubernetes Service (Stream Process)\n- HDInsight Kafka (Serve)\n\n### [Event Hubs Kafka + Flink + Event Hubs Kafka](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubskafka-flink-eventhubskafka)\n\nImplement a stream processing architecture using:\n\n- Event Hubs Kafka (Ingest / Immutable Log)\n- Flink on HDInsight or Azure Kubernetes Service (Stream Process)\n- Event Hubs Kafka (Serve)\n\n### [Event Hubs Kafka + Azure Functions + Cosmos DB](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubskafka-functions-cosmosdb)\n\nImplement a stream processing architecture using:\n\n- Event Hubs Kafka (Ingest / Immutable Log)\n- Azure Functions (Stream Process)\n- Cosmos DB (Serve)\n\n### [HDInsight Kafka + Azure Databricks + Azure SQL](https://github.com/Azure-Samples/streaming-at-scale/tree/main/hdinsightkafka-databricks-sqldw)\n\nImplement a stream processing architecture using:\n\n- HDInsight Kafka (Ingest / Immutable Log)\n- Azure Databricks (Stream Process)\n- Azure SQL Data Warehouse (Serve)\n\n### [Event Hubs + Azure Data Explorer](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubs-dataexplorer)\n\nImplement a stream processing architecture using:\n\n- Event Hubs (Ingest / Immutable Log)\n- Azure Data Explorer (Stream Process / Serve)\n\n### [Event Hubs + Data Accelerator + Cosmos DB](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubs-dataaccelerator-cosmosdb)\n\nImplement a stream processing architecture using:\n\n- Event Hubs (Ingest / Immutable Log)\n- Microsoft Data Accelerator on HDInsight and Service Fabric (Stream Process)\n- Cosmos DB (Serve)\n\n### [Event Hubs + Time Series Insights](https://github.com/Azure-Samples/streaming-at-scale/tree/main/eventhubs-timeseriesinsights)\n\nImplement a stream processing architecture using:\n\n- Event Hubs (Ingest / Immutable Log)\n- Time Series Insights (Stream Process / Serve / Store to Parquet)\n- Azure Storage (Serve for data analytics)\n\n### [IoT Hub + Azure Functions + Azure SQL](https://github.com/Azure-Samples/streaming-at-scale/tree/main/iothub-functions-azuresql)\n\nImplement a stream processing architecture using:\n\n- IoT Hub (Ingest)\n- Azure Functions (Stream Process)\n- Azure SQL (Serve)\n\n### [Storage Blobs + Databricks + Delta](https://github.com/Azure-Samples/streaming-at-scale/tree/main/storage-databricks-delta)\n\nImplement a stream processing architecture using:\n\n- Azure Storage (Azure Data Lake Storage Gen2) (Ingest / Immutable Log)\n- Azure Databricks (Stream Process)\n- [Delta Lake](https://docs.microsoft.com/en-us/azure/databricks/delta/) (Serve)\n\n### [IoT Hub + Azure Digital Twins + Time Series Insights](https://github.com/Azure-Samples/streaming-at-scale/tree/main/iothub-digitaltwins-timeseriesinsights)\n\nImplement a stream processing architecture using:\n\n- IoT Hub (Ingest)\n- Azure Digital Twins (Model Management / Stream Process / Routing)\n- Time Series Insights (Serve / Store to Parquet)\n- Azure Storage (Serve for data analytics)\n\n## Note\n\nPerformance and Services change quickly in the cloud, so please keep in mind that all values used in the samples were tested at them moment of writing. If you find any discrepancies with what you observe when running the scripts, please create an issue and report it and/or create a PR to update the documentation and the sample. Thanks!\n" }, { "alpha_fraction": 0.7274490594863892, "alphanum_fraction": 0.733268678188324, "avg_line_length": 45.8636360168457, "blob_id": "6fcc646df116ee3f7cebc1ddbb950965d4390e9b", "content_id": "2474cc5d95ae00a46d31ce35c660d5a5ab6d9bef", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1031, "license_type": "permissive", "max_line_length": 100, "num_lines": 22, "path": "/streaming/databricks/runners/verify-azuresql.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nsource ../streaming/databricks/runners/verify-common.sh\n\necho 'writing Databricks secrets'\ndatabricks secrets put --scope \"MAIN\" --key \"azuresql-pass\" --string-value \"$SQL_ADMIN_PASS\"\n\nsource ../streaming/databricks/job/run-databricks-job.sh verify-azuresql true \"$(cat <<JQ\n .libraries += [ { \"maven\": { \"coordinates\": \"com.microsoft.azure:azure-sqldb-spark:1.0.2\" } } ]\n | .notebook_task.base_parameters.\"test-output-path\" = \"$DATABRICKS_TESTOUTPUTPATH\"\n | .notebook_task.base_parameters.\"azuresql-servername\" = \"$SQL_SERVER_NAME\"\n | .notebook_task.base_parameters.\"azuresql-finaltable\" = \"$SQL_TABLE_NAME\"\n | .notebook_task.base_parameters.\"assert-events-per-second\" = \"$(($TESTTYPE * 900))\"\n | .notebook_task.base_parameters.\"assert-duplicate-fraction\" = \"$ALLOW_DUPLICATE_FRACTION\"\n | .notebook_task.base_parameters.\"assert-outofsequence-fraction\" = \"$ALLOW_OUTOFSEQUENCE_FRACTION\"\nJQ\n)\"\n\nsource ../streaming/databricks/runners/verify-download-result.sh\n" }, { "alpha_fraction": 0.6879739761352539, "alphanum_fraction": 0.7031419277191162, "avg_line_length": 26.147058486938477, "blob_id": "12df17327abf21f170dcd7bc710d05ffd139c352", "content_id": "d816cbffc59b2d55711001dfb4f40e1614ff90bc", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 923, "license_type": "permissive", "max_line_length": 165, "num_lines": 34, "path": "/components/azure-kubernetes-service/get-aks-kafka-brokers.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho \"reading Kafka Broker IP from AKS\"\necho \"NB: the service may take up to around 10 minutes to start.\"\nTIMEOUT=120\nfor i in $(seq 1 $TIMEOUT); do\n if kafka_ip=$(kubectl --context $AKS_CLUSTER get services -n kafka $PREFIX-kafka-external-bootstrap -o=jsonpath='{.status.loadBalancer.ingress[0].ip}{\"\\n\"}'); then\n if [ \"$kafka_ip\" != \"\" ]; then\n break\n fi\n echo \"Broker deployed but IP not yet available. Retrying...\"\n else\n echo \"Broker not yet deployed. Retrying...\"\n fi\n sleep 10\ndone\nif [ \"$kafka_ip\" == \"\" ]; then\n echo \"Could not find Kafka IP\"\n exit 1\nfi\n\n\nexport KAFKA_BROKERS=\"$kafka_ip:9094\"\nexport KAFKA_SECURITY_PROTOCOL=PLAINTEXT\nexport KAFKA_SASL_MECHANISM=\nexport KAFKA_SASL_USERNAME=\nexport KAFKA_SASL_PASSWORD=\nexport KAFKA_SASL_JAAS_CONFIG=\nexport KAFKA_SASL_JAAS_CONFIG_DATABRICKS=\n\necho \". Broker: $KAFKA_BROKERS\"\n" }, { "alpha_fraction": 0.7072243094444275, "alphanum_fraction": 0.7110266089439392, "avg_line_length": 22.909090042114258, "blob_id": "204f7399dbf98d3f0c0ca07146de464719cba38c", "content_id": "64bed3cdbc4e2a6cb6910bf400954a3b4142053f", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 263, "license_type": "permissive", "max_line_length": 87, "num_lines": 11, "path": "/components/azure-common/create-resource-group.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'creating resource group'\necho \". name: $RESOURCE_GROUP\"\necho \". location: $LOCATION\"\n\naz group create -n $RESOURCE_GROUP -l $LOCATION --tags streaming_at_scale_generated=1 \\\n-o tsv >> log.txt\n" }, { "alpha_fraction": 0.7327063083648682, "alphanum_fraction": 0.7375606894493103, "avg_line_length": 56.824562072753906, "blob_id": "0f23b747e309ac91bf6ecfaa2521b7e315d542b9", "content_id": "549a8d531f5f5ade1342b934f5098514bec689fe", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 3296, "license_type": "permissive", "max_line_length": 759, "num_lines": 57, "path": "/components/apache-flink/kubernetes/provision-aks-flink-cluster.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\n# Get the Application insights key\nAPPINSIGHTS_INSTRUMENTATIONKEY=$(az monitor app-insights component show --app $APPINSIGHTS_NAME -g $RESOURCE_GROUP --query instrumentationKey -o tsv)\n\necho 'building flink-service-port-patcher docker image'\naz acr build --registry $ACR_NAME --resource-group $RESOURCE_GROUP \\\n --image $ACR_NAME.azurecr.io/flink-service-port-patcher:latest \\\n docker/flink-service-port-patcher\n\necho 'deploying storage class'\n\nkubectl --context $AKS_CLUSTER apply -f k8s/azure-file-storage-class.yaml\n\necho 'deploying Helm charts'\n\necho '. chart: zookeeper'\nhelm --kube-context $AKS_CLUSTER repo add incubator http://storage.googleapis.com/kubernetes-charts-incubator\nhelm --kube-context $AKS_CLUSTER upgrade --install zookeeper incubator/zookeeper\n\nrelease_name=\"flink-$FLINK_JOBTYPE\"\necho \". release: $release_name\"\n\necho 'building flink job image'\ntmpdir=$(mktemp -d)\ncp -R docker/flink-job $tmpdir\ncp ../flink-kafka-consumer/target/assembly/flink-kafka-consumer-$FLINK_JOBTYPE.jar $tmpdir/flink-job\naz acr build --registry $ACR_NAME --resource-group $RESOURCE_GROUP \\\n --image $ACR_NAME.azurecr.io/flink-job-$FLINK_JOBTYPE:$IMAGE_TAG \\\n --build-arg job_jar=flink-kafka-consumer-$FLINK_JOBTYPE.jar \\\n --build-arg flink_version=$FLINK_VERSION \\\n $tmpdir/flink-job\nrm -r $tmpdir\n\n#\"helm upgrade --install\" is the idempotent version of \"helm install --name\"\nhelm --kube-context $AKS_CLUSTER upgrade --install --recreate-pods \"$release_name\" helm/flink-standalone \\\n --set service.type=LoadBalancer \\\n --set image=$ACR_NAME.azurecr.io/flink-job-$FLINK_JOBTYPE \\\n --set imageTag=$IMAGE_TAG \\\n --set resources.jobmanager.serviceportpatcher.image=$ACR_NAME.azurecr.io/flink-service-port-patcher:latest \\\n --set flink.num_taskmanagers=$FLINK_PARALLELISM \\\n --set persistence.storageClass=azure-file \\\n --set flink.secrets.KAFKA_IN_LISTEN_JAAS_CONFIG=\"$KAFKA_IN_LISTEN_JAAS_CONFIG\" \\\n --set flink.secrets.KAFKA_OUT_SEND_JAAS_CONFIG=\"$KAFKA_OUT_SEND_JAAS_CONFIG\" \\\n --set flink.secrets.APPINSIGHTS_INSTRUMENTATIONKEY=\"$APPINSIGHTS_INSTRUMENTATIONKEY\" \\\n --set resources.jobmanager.args=\"{--parallelism , $FLINK_PARALLELISM , --kafka.in.topic , \\\"$KAFKA_TOPIC\\\" , --kafka.in.bootstrap.servers , \\\"$KAFKA_IN_LISTEN_BROKERS\\\" , --kafka.in.request.timeout.ms , \\\"15000\\\" , --kafka.in.sasl.mechanism , $KAFKA_IN_LISTEN_SASL_MECHANISM , --kafka.in.security.protocol , $KAFKA_IN_LISTEN_SECURITY_PROTOCOL , --kafka.in.sasl.jaas.config , '\\$(KAFKA_IN_LISTEN_JAAS_CONFIG)' , --kafka.out.topic , \\\"$KAFKA_OUT_TOPIC\\\" , --kafka.out.bootstrap.servers , \\\"$KAFKA_OUT_SEND_BROKERS\\\" , --kafka.out.request.timeout.ms , \\\"15000\\\" , --kafka.out.sasl.mechanism , $KAFKA_OUT_SEND_SASL_MECHANISM , --kafka.out.security.protocol , $KAFKA_OUT_SEND_SECURITY_PROTOCOL , --kafka.out.sasl.jaas.config , '\\$(KAFKA_OUT_SEND_JAAS_CONFIG)' }\"\n\necho \"To get the Flink Job manager UI, run:\"\necho \" kubectl --context $AKS_CLUSTER get services \"$release_name-flink-jobmanager\" -o '\"'jsonpath={\"http://\"}{.status.loadBalancer.ingress[0].ip}{\":8081/\\n\"}'\"'\"\necho \"It may take some time for the public IP to be assigned by the cloud provisioner.\"\necho\n\necho \"- To list deployed pods, run:\"\necho \" kubectl --context $AKS_CLUSTER get pods\"\n" }, { "alpha_fraction": 0.7385246157646179, "alphanum_fraction": 0.7393442392349243, "avg_line_length": 45.92307662963867, "blob_id": "bf3d04a844e0c29ad482fcfa2539c2ac35dca005", "content_id": "736cc4cf0163bf7b7f0c081e24593ab51232a0fa", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1220, "license_type": "permissive", "max_line_length": 121, "num_lines": 26, "path": "/streaming/databricks/runners/kafka-to-sqldw.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho \"retrieving storage account key\"\nAZURE_STORAGE_KEY=$(az storage account keys list -g $RESOURCE_GROUP -n $AZURE_STORAGE_ACCOUNT -o tsv --query \"[0].value\")\n\necho 'writing Databricks secrets'\ndatabricks secrets put --scope \"MAIN\" --key \"sqldw-pass\" --string-value \"$SQL_ADMIN_PASS\"\ndatabricks secrets put --scope \"MAIN\" --key \"storage-account-key\" --string-value \"$AZURE_STORAGE_KEY\"\n\ncheckpoints_dir=dbfs:/streaming_at_scale/checkpoints/kafka-to-sqldw\necho \"Deleting checkpoints directory $checkpoints_dir\"\ndatabricks fs rm -r \"$checkpoints_dir\"\n\nsource ../streaming/databricks/job/run-databricks-job.sh kafka-to-sqldw false \"$(cat <<JQ\n .notebook_task.base_parameters.\"kafka-servers\" = \"$KAFKA_BROKERS\"\n | .notebook_task.base_parameters.\"kafka-topics\" = \"$KAFKA_TOPIC\"\n | .notebook_task.base_parameters.\"sqldw-servername\" = \"$SQL_SERVER_NAME\"\n | .notebook_task.base_parameters.\"sqldw-user\" = \"serveradmin\"\n | .notebook_task.base_parameters.\"sqldw-tempstorage-account\" = \"$AZURE_STORAGE_ACCOUNT\"\n | .notebook_task.base_parameters.\"sqldw-tempstorage-container\" = \"sqldw\"\n | .notebook_task.base_parameters.\"sqldw-table\" = \"$SQL_TABLE_NAME\"\nJQ\n)\"\n" }, { "alpha_fraction": 0.6213167905807495, "alphanum_fraction": 0.6335824131965637, "avg_line_length": 25.173431396484375, "blob_id": "b8842013ebc92d270a1af00d2b6faec20bcdee99", "content_id": "66497e644a18347b0f63576404eaaaf1f853f0ae", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 7093, "license_type": "permissive", "max_line_length": 106, "num_lines": 271, "path": "/iothub-functions-azuresql/create-solution.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\non_error() {\n set +e\n echo \"There was an error, execution halted\" >&2\n echo \"Error at line $1\"\n exit 1\n}\n\ntrap 'on_error $LINENO' ERR\n\nexport PREFIX=''\nexport LOCATION=\"eastus\"\nexport TESTTYPE=\"1\"\nexport SQL_TABLE_KIND=\"rowstore\"\nexport STEPS=\"CIDPTM\"\nexport AZURE_SQL_TIER=\"BC\"\n\nusage() { \n echo \"Usage: $0 -d <deployment-name> [-s <steps>] [-t <test-type>] [-k <store-kind>] [-l <location>]\"\n echo \"-s: specify which steps should be executed. Default=$STEPS\"\n echo \" Possible values:\"\n echo \" C=COMMON\"\n echo \" I=INGESTION\"\n echo \" D=DATABASE\"\n echo \" P=PROCESSING\"\n echo \" T=TEST clients\"\n echo \" M=METRICS reporting\"\n echo \" V=VERIFY deployment\"\n echo \"-t: test 1,5,10 thousands msgs/sec. Default=$TESTTYPE\"\n echo \"-k: test rowstore or columnstore. Default=$SQL_TABLE_KIND\"\n echo \"-o: test Hyperscale (HS) or Business Critical (BC). Default=$AZURE_SQL_TIER\"\n echo \"-l: where to create the resources. Default=$LOCATION\"\n exit 1; \n}\n\n# Initialize parameters specified from command line\nwhile getopts \":d:s:t:l:k:\" arg; do\n\tcase \"${arg}\" in\n\t\td)\n\t\t\tPREFIX=${OPTARG}\n\t\t\t;;\n\t\ts)\n\t\t\tSTEPS=${OPTARG}\n\t\t\t;;\n\t\tt)\n\t\t\tTESTTYPE=${OPTARG}\n\t\t\t;;\n\t\tl)\n\t\t\tLOCATION=${OPTARG}\n\t\t\t;;\n k)\n\t\t\tSQL_TABLE_KIND=${OPTARG}\n\t\t\t;;\n o)\n AZURE_SQL_TIER=${OPTARG}\n ;;\n\t\tesac\ndone\nshift $((OPTIND-1))\n\nif [[ -z \"$PREFIX\" ]]; then\n\techo \"Enter a name for this deployment.\"\n\tusage\nfi\n\ncase $AZURE_SQL_TIER in\n HS|BC)\n ;;\n *)\n printf \"\\nError: '-o' param must be set to 'HS' or 'BC'\\n\\n\" \n usage\n ;;\nesac\n\n# 20000 messages/sec\n# more messages but smaller\nif [ \"$TESTTYPE\" == \"20\" ]; then\n export IOTHUB_SKU=S2\n export IOTHUB_UNITS=180\n export IOTHUB_PARTITIONS=16\n export PROC_FUNCTION=Test0\n export PROC_FUNCTION_SKU=EP2\n export PROC_FUNCTION_WORKERS=16\n export SQL_SKU=${AZURE_SQL_TIER}_Gen5_24\n export SIMULATOR_INSTANCES=10\n export SIMULATOR_COMPLEX_DATA_COUNT=10\nfi\n\n# 10000 messages/sec\nif [ \"$TESTTYPE\" == \"10\" ]; then\n export IOTHUB_SKU=S2\n export IOTHUB_UNITS=90\n export IOTHUB_PARTITIONS=16\n export PROC_FUNCTION=Test0\n export PROC_FUNCTION_SKU=EP2\n export PROC_FUNCTION_WORKERS=16\n export SQL_SKU=${AZURE_SQL_TIER}_Gen5_16\n export SIMULATOR_INSTANCES=5\nfi\n\n# 5000 messages/sec\nif [ \"$TESTTYPE\" == \"5\" ]; then\n export IOTHUB_SKU=S2\n export IOTHUB_UNITS=45\n export IOTHUB_PARTITIONS=8\n export PROC_FUNCTION=Test0\n export PROC_FUNCTION_SKU=EP2\n export PROC_FUNCTION_WORKERS=8\n export SQL_SKU=${AZURE_SQL_TIER}_Gen5_8\n export SIMULATOR_INSTANCES=3\nfi\n\n# 1000 messages/sec\nif [ \"$TESTTYPE\" == \"1\" ]; then\n export IOTHUB_SKU=S2\n export IOTHUB_UNITS=9\n export IOTHUB_PARTITIONS=4\n export PROC_FUNCTION=Test0\n export PROC_FUNCTION_SKU=EP2\n export PROC_FUNCTION_WORKERS=2\n export SQL_SKU=${AZURE_SQL_TIER}_Gen5_8\n export SIMULATOR_INSTANCES=1\nfi\n\n# last checks and variables setup\nif [ -z ${SIMULATOR_INSTANCES+x} ]; then\n usage\nfi\n\nexport RESOURCE_GROUP=$PREFIX\n\n# remove log.txt if exists\nrm -f log.txt\n\necho \"Checking pre-requisites...\"\n\nsource ../assert/has-local-az.sh\nsource ../assert/has-local-jq.sh\nsource ../assert/has-local-zip.sh\nsource ../assert/has-local-dotnet.sh\n\ndeclare TABLE_SUFFIX=\"\"\ncase $SQL_TABLE_KIND in\n rowstore)\n TABLE_SUFFIX=\"\"\n ;;\n rowstore-inmemory)\n TABLE_SUFFIX=\"_mo\"\n ;;\n columnstore)\n TABLE_SUFFIX=\"_cs\"\n ;;\n columnstore-inmemory)\n TABLE_SUFFIX=\"_cs_mo\"\n ;;\n *)\n echo \"'-k' param must be set to 'rowstore' or 'columnstore'\" \n usage\n ;;\nesac\n\necho\necho \"Streaming at Scale with Azure Functions and Azure SQL\"\necho \"=====================================================\"\necho\n\necho \"Steps to be executed: $STEPS\"\necho\n\necho \"Configuration: \"\necho \". Resource Group => $RESOURCE_GROUP\"\necho \". Region => $LOCATION\"\necho \". IoT Hub => SKU: $IOTHUB_SKU, Units: $IOTHUB_UNITS, Partitions: $IOTHUB_PARTITIONS\"\necho \". Function => Name: $PROC_FUNCTION, SKU: $PROC_FUNCTION_SKU, Workers: $PROC_FUNCTION_WORKERS\"\necho \". Azure SQL => SKU: $SQL_SKU, STORAGE_TYPE: $SQL_TABLE_KIND\"\necho \". Simulators => $SIMULATOR_INSTANCES\"\necho\n\necho \"Deployment started...\"\necho\n\necho \"***** [C] Setting up COMMON resources\"\n\n export AZURE_STORAGE_ACCOUNT=$PREFIX\"storage\"\n\n RUN=`echo $STEPS | grep C -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-common/create-resource-group.sh\n source ../components/azure-storage/create-storage-account.sh\n fi\necho \n\necho \"***** [I] Setting up INGESTION\"\n \n export IOTHUB_NAME=$PREFIX\"iot\" \n export EVENTHUB_CG=\"azuresql\"\n\n RUN=`echo $STEPS | grep I -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-iot-hub/create-iot-hub.sh\n source ../components/azure-iot-hub/provision-iot-hub-devices.sh\n fi\necho\n\necho \"***** [D] Setting up DATABASE\"\n\n export SQL_TYPE=\"db\"\n export SQL_SERVER_NAME=$PREFIX\"sql\" \n export SQL_DATABASE_NAME=\"streaming\" \n export SQL_ADMIN_PASS=\"Strong_Passw0rd!\" \n\n RUN=`echo $STEPS | grep D -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-sql/create-sql.sh\n fi\necho\n\necho \"***** [P] Setting up PROCESSING\"\n\n export PROC_FUNCTION_APP_NAME=$PREFIX\"process\"\n export PROC_FUNCTION_NAME=StreamingProcessor\n export PROC_PACKAGE_FOLDER=../eventhubs-functions-azuresql\n export PROC_PACKAGE_TARGET=AzureSQL \n export PROC_PACKAGE_NAME=$PROC_FUNCTION_NAME-$PROC_PACKAGE_TARGET.zip\n export PROC_PACKAGE_PATH=$PROC_PACKAGE_FOLDER/$PROC_PACKAGE_NAME\n export SQL_PROCEDURE_NAME=\"stp_WriteData$TABLE_SUFFIX\"\n\n RUN=`echo $STEPS | grep P -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-functions/create-processing-function.sh\n source ../components/azure-functions/configure-processing-function-eventhubs.sh\n source ../components/azure-functions/configure-processing-function-azuresql.sh\n fi\necho\n\necho \"***** [T] Starting up TEST clients\"\n\n export SIMULATOR_DUPLICATE_EVERY_N_EVENTS=0\n\n RUN=`echo $STEPS | grep T -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../simulator/run-generator-iothub.sh\n fi\necho\n\necho \"***** [M] Starting METRICS reporting\"\n\n RUN=`echo $STEPS | grep M -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-event-hubs/report-throughput.sh\n fi\necho\n\necho \"***** [V] Starting deployment VERIFICATION\"\n\n export ADB_WORKSPACE=$PREFIX\"databricks\" \n export ADB_TOKEN_KEYVAULT=$PREFIX\"kv\" #NB AKV names are limited to 24 characters\n export SQL_TABLE_NAME=\"[dbo].[rawdata$TABLE_SUFFIX]\"\n\n RUN=`echo $STEPS | grep V -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-databricks/create-databricks.sh\n source ../streaming/databricks/runners/verify-azuresql.sh\n fi\necho\n\necho \"***** Done\"\n" }, { "alpha_fraction": 0.7476500272750854, "alphanum_fraction": 0.7534345388412476, "avg_line_length": 43.6129035949707, "blob_id": "ef6284f9e7643de487211a78f9d60eb2c2c31769", "content_id": "fff6d8c8a92e0a14b57f97297989c0575f8e70ab", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1383, "license_type": "permissive", "max_line_length": 233, "num_lines": 31, "path": "/components/azure-hdinsight/get-hdinsight-kafka-brokers.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho \"getting HDInsight Ambari endpoint...\"\nendpoint=$(az hdinsight show -g $RESOURCE_GROUP -n $HDINSIGHT_KAFKA_NAME -o tsv --query 'properties.connectivityEndpoints[?name==`HTTPS`].location')\n\necho \"reading Kafka Broker IPs from HDInsight Ambari...\"\nkafka_hostnames=$(curl -fsS -u admin:\"$HDINSIGHT_PASSWORD\" -G https://$endpoint/api/v1/clusters/$HDINSIGHT_KAFKA_NAME/services/KAFKA/components/KAFKA_BROKER | jq -r '[\"\\(.host_components[].HostRoles.host_name)\"] | join(\" \")')\n# Convert Kafka broker hostnames to IP addresses, since ACI doesn't support internal name resolution currently\n# (https://docs.microsoft.com/en-us/azure/container-instances/container-instances-vnet#unsupported-networking-scenarios)\nkafka_brokers=\"\"\nfor host in $kafka_hostnames; do\n host_ip=$(curl -fsS -u admin:\"$HDINSIGHT_PASSWORD\" -G https://$endpoint/api/v1/clusters/$HDINSIGHT_KAFKA_NAME/hosts/$host | jq -r .Hosts.ip)\n kafka_brokers=\"$kafka_brokers,$host_ip:9092\"\ndone\n\nif [ -z \"$kafka_brokers\" ]; then\n echo \"No Kafka brokers found\"\n exit 1\nfi\n\n#remove initial comma from string\nexport KAFKA_BROKERS=${kafka_brokers:1}\nexport KAFKA_SECURITY_PROTOCOL=PLAINTEXT\nexport KAFKA_SASL_MECHANISM=\nexport KAFKA_SASL_USERNAME=\nexport KAFKA_SASL_PASSWORD=\nexport KAFKA_SASL_JAAS_CONFIG=\nexport KAFKA_SASL_JAAS_CONFIG_DATABRICKS=\n" }, { "alpha_fraction": 0.7132030129432678, "alphanum_fraction": 0.7569472193717957, "avg_line_length": 42.72674560546875, "blob_id": "c082be903c710c4df0445e293a1a5cb5f94f6ef8", "content_id": "b8c5b50640072ded525aa163556ce13fbf7537d9", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 7521, "license_type": "permissive", "max_line_length": 739, "num_lines": 172, "path": "/eventhubs-streamanalytics-cosmosdb/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - json\n - sql\nproducts:\n - azure\n - azure-container-instances\n - azure-cosmos-db\n - azure-event-hubs\n - azure-stream-analytics\nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Azure Event Hubs, Stream Analytics and Cosmos DB\n\nThis sample uses Stream Analytics to process streaming data from EventHub and uses Cosmos DB as a sink to store JSON data.\n\nThe provided scripts will create an end-to-end solution complete with load test client. \n\n## Running the Scripts\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nThe following tools/languages are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [jq](https://stedolan.github.io/jq/)\n - Install: `sudo apt install jq`\n\n## Setup Solution\n\nMake sure you are logged into your Azure account:\n\n az login\n\nand also make sure you have the subscription you want to use selected\n\n az account list\n\nif you want to select a specific subscription use the following command\n\n az account set --subscription <subscription_name>\n\nonce you have selected the subscription you want to use just execute the following command\n\n ./create-solution.sh -d <solution_name>\n\nthen `solution_name` value will be used to create a resource group that will contain all resources created by the script. It will also be used as a prefix for all resource create so, in order to help to avoid name duplicates that will break the script, you may want to generated a name using a unique prefix. **Please also use only lowercase letters and numbers only**, since the `solution_name` is also used to create a storage account, which has several constraints on characters usage:\n\n[Storage Naming Conventions and Limits](https://docs.microsoft.com/en-us/azure/architecture/best-practices/naming-conventions#storage)\n\nto have an overview of all the supported arguments just run\n\n ./create-solution.sh\n\n**Note**\nTo make sure that name collisions will be unlikely, you should use a random string to give name to your solution. The following script will generated a 7 random lowercase letter name for you:\n\n ./generate-solution-name.sh\n\n## Created resources\n\nThe script will create the following resources:\n\n- **Azure Container Instances** to host Spark Load Test Clients: by default one client will be created, generating a load of 1000 events/second\n- **Event Hubs** Namespace, Hub and Consumer Group: to ingest data incoming from test clients\n- **Stream Analytics**: to process analytics on streaming data\n- **Cosmos DB** Server, Database and Collection: to store and serve processed data\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 57.739726013343247,\n \"moreData1\": 52.230732688620829,\n \"moreData2\": 57.497518587807189,\n \"moreData3\": 81.32211656749469,\n \"moreData4\": 54.412361539409427,\n \"moreData5\": 75.36416309399911,\n \"moreData6\": 71.53407865773488,\n \"moreData7\": 45.34076957651598,\n \"moreData8\": 51.3068118685458,\n \"moreData9\": 44.44672606436184,\n [...]\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\n## Duplicate event handling\n\nIn case the Azure Stream Analytics infrastructure fails and recovers, it could process a second time an event from Event Hubs that has already been stored in Cosmos DB. The solution uses Stream Analytics functionality to [upsert into Cosmos DB](https://docs.microsoft.com/en-us/azure/stream-analytics/stream-analytics-documentdb-output#upserts-from-stream-analytics) to make this operation idempotent, so that events are not duplicated in Cosmos DB (based on the eventId attribute).\n\nIn order to illustrate the effect of this, the event simulator is configured to randomly duplicate a small fraction of the messages (0.1% on average). Those duplicates will not be present in Cosmos DB.\n\n## Solution customization\n\nIf you want to change some setting of the solution, like number of load test clients, Cosmos DB RU and so on, you can do it right in the `create-solution.sh` script, by changing any of these values:\n\n export EVENTHUB_PARTITIONS=2\n export EVENTHUB_CAPACITY=2\n export PROC_STREAMING_UNITS=6\n export COSMOSDB_RU=20000\n export SIMULATOR_INSTANCES=1\n\nThe above settings have been chosen to sustain a 1,000 msg/s stream. The script also contains settings for 5,000 msg/s and 10,000 msg/s.\n\nThe below settings are used to sustain at least 10,000 msg/sec stream. Each input event is about 1KB, so this translates to 10MB/sec throughput or higher.\n\n export EVENTHUB_PARTITIONS=12\n export EVENTHUB_CAPACITY=12\n export PROC_STREAMING_UNITS=36\n export COSMOSDB_RU=100000\n export SIMULATOR_INSTANCES=5\n\n## Monitor performance\n\nPlease use Metrics pane in Stream Analytics for \"Input/Output Events\", \"Watermark Delay\" and \"Backlogged Input Events\" metrics. The default metrics are aggregated per minute, here is a sample metrics snapshot showing 10K Events/Sec (600K+ Events/minute). Ensure that \"Watermark delay\" metric stays in single digit seconds latency. \"Watermark Delay\" is one of the key metric that will help you to understand if Stream Analytics is keeping up with the incoming data. If delay is constantly increasing, you need to take a look at the destination to see if it can keep up with the speed or check if you need to increase SU: https://azure.microsoft.com/en-us/blog/new-metric-in-azure-stream-analytics-tracks-latency-of-your-streaming-pipeline/.\n\nASA metrics showing 10K events/sec:\n\n![ASA metrics](01-stream-analytics-metrics.png \"Azure Stream Analytics 10K events/sec metrics\")\n\nYou can also use Event Hub \"Metrics\" pane and ensure there \"Throttled Requests\" don't slow down your pipeline.\n\nHowever, In Cosmos DB throttling is expected especially at higher throughput scenarios. As long as ASA metric \"Watermark delay\" is not consistently increasing, your processing is not falling behind, throttling in Cosmos DB is okay.\n\n![Cosmos DB metrics](02-cosmosdb-metrics.png \"Cosmos DB collection metrics\")\n\n## Stream Analytics\n\nNote that the solution configurations have been verified with compatibility level 1.2. The deployed Stream Analytics solution doesn't do any analytics or projection, but it just inject an additional field using a simple Javascript UDF:\n\n```sql\nselect \n *, \n UDF.GetCurrentDateTime('') AS ASAProcessedUtcTime\nfrom \n inputEventHub partition by PartitionId\n```\n\n## Query Data\n\nData is available in the created Cosmos DB database. You can query it from the portal, for example:\n\n```sql\n SELECT * FROM c WHERE c.type = 'CO2'\n```\n\n## Clean up\n\nTo remove all the created resource, you can just delete the related resource group\n\n```bash\naz group delete -n <resource-group-name>\n```\n" }, { "alpha_fraction": 0.7168674468994141, "alphanum_fraction": 0.7168674468994141, "avg_line_length": 26.66666603088379, "blob_id": "ce3cf0a71b7d73c65a89d0f11da1f6e213c72028", "content_id": "5b4e0fe0c8816300b2722e8b83ed2e7a86e8c6de", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 332, "license_type": "permissive", "max_line_length": 70, "num_lines": 12, "path": "/components/azure-functions/configure-processing-function-kafka.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'adding app settings for connection strings'\n\necho \". Kafka Brokers: $KAFKA_BROKERS\"\naz functionapp config appsettings set --name $PROC_FUNCTION_APP_NAME \\\n --resource-group $RESOURCE_GROUP \\\n --settings KafkaBrokers=$KAFKA_BROKERS \\\n -o tsv >> log.txt\n" }, { "alpha_fraction": 0.7142857313156128, "alphanum_fraction": 0.7142857313156128, "avg_line_length": 37.818180084228516, "blob_id": "ecef495c51b7a523e7028ab38d4cd9be5b0aa229", "content_id": "f58d4610c81ccc6e81c9dda9778cb8a982e988d1", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 854, "license_type": "permissive", "max_line_length": 137, "num_lines": 22, "path": "/components/azure-kubernetes-service/create-container-registry.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'creating ACR instance'\necho \". name: $ACR_NAME\"\n\naz acr create --name $ACR_NAME --resource-group $RESOURCE_GROUP --sku Basic -o tsv >> log.txt\n\n# Get the id of the service principal configured for AKS\nAKS_CLIENT_ID=$(az aks show --resource-group $RESOURCE_GROUP --name $AKS_CLUSTER --query \"servicePrincipalProfile.clientId\" --output tsv)\n\n# Get the ACR registry resource id\nACR_ID=$(az acr show --name $ACR_NAME --resource-group $RESOURCE_GROUP --query \"id\" --output tsv)\n\n# Create role assignment\nexisting_role=$(az role assignment list --assignee $AKS_CLIENT_ID --role acrpull --scope $ACR_ID -o tsv)\nif [ -z \"$existing_role\" ]; then\n echo 'assign role to SP for ACR pull'\n az role assignment create --assignee $AKS_CLIENT_ID --role acrpull --scope $ACR_ID -o tsv >> log.txt\nfi\n" }, { "alpha_fraction": 0.5849056839942932, "alphanum_fraction": 0.5924528241157532, "avg_line_length": 19.384614944458008, "blob_id": "d5433655511bd27c1144d862d00353550bfc5850", "content_id": "511e5b82462e734389887004cebc72cfe728f305", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 265, "license_type": "permissive", "max_line_length": 58, "num_lines": 13, "path": "/integration-tests/delete-resource-group.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\nRG_NAME=\"$1\"\n\nif [ -n \"${RG_NAME:-}\" ]; then\n echo \"Checking if RG $RG_NAME exists\"\n if az group show -g \"$RG_NAME\" -o none 2>/dev/null; then\n echo \"Deleting RG $RG_NAME\"\n az group delete -y -g \"$RG_NAME\" --no-wait\n fi\nfi\n" }, { "alpha_fraction": 0.6839436888694763, "alphanum_fraction": 0.6850703954696655, "avg_line_length": 40.27906799316406, "blob_id": "73f0da2cca3f44d9ca24749fb590ba82bcc08b0d", "content_id": "9fef9d10e956f1c48a49ab0fff7aea59c770f819", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1775, "license_type": "permissive", "max_line_length": 139, "num_lines": 43, "path": "/components/azure-common/create-service-principal.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Create service principal for RBAC and store it in Key Vault, so that it can be reused in idempotent script runs.\n# Run as early as possible in scripts, as principal takes time to become available for RBAC operations.\n\nset -euo pipefail\n\necho \"checking Key Vault exists\"\nif ! az keyvault show -g $RESOURCE_GROUP -n $SERVICE_PRINCIPAL_KEYVAULT -o none 2>/dev/null ; then\n echo \"creating KeyVault $SERVICE_PRINCIPAL_KEYVAULT\"\n az keyvault create -g $RESOURCE_GROUP -n $SERVICE_PRINCIPAL_KEYVAULT -o tsv >>log.txt\nfi\n\necho \"checking service principal exists\"\nif ! az keyvault secret show --vault-name $SERVICE_PRINCIPAL_KEYVAULT --name $SERVICE_PRINCIPAL_KV_NAME-password -o none 2>/dev/null ; then\n # When running in Azure DevOps pipeline (AzureCLI task with \"addSpnToEnvironment: true\"), use the provided service principal\n if [ -n \"${servicePrincipalId:-}\" ]; then\n appId=\"$servicePrincipalId\"\n password=\"$servicePrincipalKey\"\n # Otherwise create a new service principal\n else\n echo \"creating service principal\"\n password=$(az ad sp create-for-rbac \\\n --skip-assignment \\\n --name http://$SERVICE_PRINCIPAL_KV_NAME \\\n --query password \\\n --output tsv)\n echo \"getting service principal\"\n appId=$(az ad sp list --display-name http://$SERVICE_PRINCIPAL_KV_NAME --query \"[].appId\" --output tsv)\n fi\n\n echo \"storing service principal in Key Vault\"\n az keyvault secret set \\\n --vault-name $SERVICE_PRINCIPAL_KEYVAULT \\\n --name $SERVICE_PRINCIPAL_KV_NAME-id \\\n --value \"$appId\" \\\n -o tsv >>log.txt\n az keyvault secret set \\\n --vault-name $SERVICE_PRINCIPAL_KEYVAULT \\\n --name $SERVICE_PRINCIPAL_KV_NAME-password \\\n --value \"$password\" \\\n -o tsv >>log.txt\nfi\n" }, { "alpha_fraction": 0.6894297003746033, "alphanum_fraction": 0.6916091442108154, "avg_line_length": 28.923913955688477, "blob_id": "694cb5417528c81fad61bfdfdd9e92331eee064e", "content_id": "58f0f8307481a8bac8dc5795d46ca1b1d4084894", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Java", "length_bytes": 2753, "license_type": "permissive", "max_line_length": 97, "num_lines": 92, "path": "/components/apache-flink/flink-application-insights/src/main/java/com/microsoft/samples/flink/ApplicationInsightsReporter.java", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "/**\n * Copyright (c) Microsoft Corporation. Licensed under the MIT License.\n */\npackage com.microsoft.samples.flink;\n\nimport java.util.Map;\nimport org.apache.flink.metrics.Counter;\nimport org.apache.flink.metrics.Gauge;\nimport org.apache.flink.metrics.Histogram;\nimport org.apache.flink.metrics.HistogramStatistics;\nimport org.apache.flink.metrics.Meter;\nimport org.apache.flink.metrics.MetricConfig;\nimport org.apache.flink.metrics.reporter.AbstractReporter;\nimport org.apache.flink.metrics.reporter.InstantiateViaFactory;\nimport org.apache.flink.metrics.reporter.Scheduled;\nimport com.microsoft.applicationinsights.TelemetryClient;\n\n\n@InstantiateViaFactory(\n factoryClassName = \"com.microsoft.samples.flink.ApplicationInsightsReporterFactory\")\npublic class ApplicationInsightsReporter extends AbstractReporter implements Scheduled {\n private final TelemetryClient telemetry = new TelemetryClient();\n\n @Override\n public void open(final MetricConfig config) {\n // nothing to do\n }\n\n @Override\n public void close() {\n // nothing to do\n }\n\n private double fromGauge(final Gauge gauge) {\n final Object value = gauge.getValue();\n if (value == null) {\n return 0;\n }\n if (value instanceof Double) {\n return (double) value;\n }\n if (value instanceof Number) {\n return ((Number) value).doubleValue();\n }\n if (value instanceof Boolean) {\n return ((Boolean) value) ? 1 : 0;\n }\n\n return 0;\n }\n\n private static double sum(final long[] values) {\n double result = 0;\n for (int i = 0; i < values.length; i++) {\n result += values[i];\n }\n\n return result;\n }\n\n @Override\n public String filterCharacters(final String input) {\n return input.replace(\"taskmanager\", \"tm\").replace(\"jobmanager\", \"jm\").replace(\"flink\", \"flk\")\n .replace(\"Checkpoint\", \"CP\");\n }\n\n @Override\n public void report() {\n for (final Map.Entry<Counter, String> metric : counters.entrySet()) {\n telemetry.trackMetric(metric.getValue(), metric.getKey().getCount());\n }\n\n for (final Map.Entry<Gauge<?>, String> metric : gauges.entrySet()) {\n telemetry.trackMetric(metric.getValue(), fromGauge(metric.getKey()));\n }\n\n for (final Map.Entry<Meter, String> metric : meters.entrySet()) {\n telemetry.trackMetric(metric.getValue(), metric.getKey().getRate());\n }\n\n for (final Map.Entry<Histogram, String> metric : histograms.entrySet()) {\n final HistogramStatistics stats = metric.getKey().getStatistics();\n\n telemetry.trackMetric(metric.getValue(), sum(stats.getValues()),\n Long.valueOf(metric.getKey().getCount()).intValue(),\n Long.valueOf(stats.getMin()).doubleValue(), Long.valueOf(stats.getMax()).doubleValue(),\n null);\n }\n\n }\n\n}\n" }, { "alpha_fraction": 0.7297297120094299, "alphanum_fraction": 0.7357357144355774, "avg_line_length": 32.29999923706055, "blob_id": "037e6f0f6388b29ec6fb6316e31cb53d7717f45a", "content_id": "20f7fa5cd761ba4bf3064120b7b4cc93b7b817fd", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 666, "license_type": "permissive", "max_line_length": 113, "num_lines": 20, "path": "/components/azure-cosmosdb/create-cosmosdb.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\n# Using ARM template as AZ CLI does not allow setting unique keys, https://github.com/Azure/azure-cli/issues/6206\n\necho 'creating Cosmos DB instance'\necho \". account name: $COSMOSDB_SERVER_NAME\"\necho \". database name: $COSMOSDB_DATABASE_NAME\"\necho \". collection name: $COSMOSDB_COLLECTION_NAME\"\n\naz deployment group create \\\n --resource-group $RESOURCE_GROUP \\\n --template-file ../components/azure-cosmosdb/cosmosdb-arm-template.json \\\n --parameters \\\n accountName=$COSMOSDB_SERVER_NAME \\\n databaseName=$COSMOSDB_DATABASE_NAME \\\n containerName=$COSMOSDB_COLLECTION_NAME \\\n throughput=$COSMOSDB_RU \\\n -o tsv >> log.txt\n" }, { "alpha_fraction": 0.6788665652275085, "alphanum_fraction": 0.6859503984451294, "avg_line_length": 37.5, "blob_id": "01d74dbcb63408c3dae8585a76b527fca26c2f29", "content_id": "438a8bf158a7efc86157389c0e31bee00a9ce3ec", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 847, "license_type": "permissive", "max_line_length": 148, "num_lines": 22, "path": "/components/azure-sql/provision/provision.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\nfunction run_sqlcmd {\n /opt/mssql-tools/bin/sqlcmd -b -h-1 -I -S \"$SQL_SERVER_NAME.database.windows.net\" -d \"$SQL_DATABASE_NAME\" -U serveradmin -P \"$SQL_ADMIN_PASS\" \"$@\"\n}\n\nrun_sqlcmd -e -Q \"SET NOCOUNT ON; IF OBJECT_ID(N'sqlprovision', N'U') IS NULL CREATE TABLE sqlprovision(script nvarchar(4000))\"\nfor provisioning_script in /sqlprovision/*.sql; do\n echo -n \"[$provisioning_script] \"\n script_name=$(basename $provisioning_script)\n already_run=$(run_sqlcmd -Q \"SET NOCOUNT ON; SELECT count(*) FROM sqlprovision WHERE script='$script_name'\")\n echo \"runout: [$already_run]\"\n if [ \"$already_run\" -eq \"0\" ]; then\n echo \"running sqlcmd\"\n run_sqlcmd -e -i \"$provisioning_script\"\n run_sqlcmd -e -Q \"SET NOCOUNT ON; INSERT INTO sqlprovision VALUES ('$script_name')\"\n else\n echo \"already run\"\n fi\ndone\n" }, { "alpha_fraction": 0.7913278937339783, "alphanum_fraction": 0.7913278937339783, "avg_line_length": 32.54545593261719, "blob_id": "69336865a7453224abf0f7407062cb41e49b6327", "content_id": "e8b1eb0098f2f86ccb491e7617b6dbb59bb27224", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 369, "license_type": "permissive", "max_line_length": 99, "num_lines": 11, "path": "/components/azure-event-hubs/get-eventhubs-kafka-brokers-in-listen.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nsource ../components/azure-event-hubs/get-eventhubs-kafka-brokers.sh \"$EVENTHUB_NAMESPACE\" \"Listen\"\n\nKAFKA_IN_LISTEN_BROKERS=$KAFKA_BROKERS\nKAFKA_IN_LISTEN_SASL_MECHANISM=$KAFKA_SASL_MECHANISM\nKAFKA_IN_LISTEN_SECURITY_PROTOCOL=$KAFKA_SECURITY_PROTOCOL\nKAFKA_IN_LISTEN_JAAS_CONFIG=$KAFKA_SASL_JAAS_CONFIG\n" }, { "alpha_fraction": 0.753731369972229, "alphanum_fraction": 0.753731369972229, "avg_line_length": 38.08333206176758, "blob_id": "322b05acd4c962508a32b607e523f9a55f5c48d0", "content_id": "27afde6b5b238f58d203055fd756361c8fa0884a", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 938, "license_type": "permissive", "max_line_length": 114, "num_lines": 24, "path": "/components/azure-kubernetes-service/deploy-aks-kafka.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\necho 'Creating kubectl namespace'\n\n# following the repo instructions, this deploys the operator with helm\nif ! kubectl --context $AKS_CLUSTER get namespace kafka; then\n kubectl --context $AKS_CLUSTER create namespace kafka\nfi\nhelm repo add strimzi http://strimzi.io/charts/\n\n#\"helm upgrade --install\" is the idempotent version of \"helm install --name\"\nhelm --kube-context $AKS_CLUSTER upgrade --install --namespace kafka kafka-operator strimzi/strimzi-kafka-operator\n\necho 'Creating kafka inside kubernetes'\n\nhelm --kube-context $AKS_CLUSTER upgrade --install --namespace kafka kafka-cluster \\\n ../components/azure-kubernetes-service/helm/strimzi-kafka-cluster/ \\\n --set kafka.clusterName=$PREFIX \\\n --set kafka.brokers=$KAFKA_BROKERS \\\n --set topic.name=$KAFKA_TOPIC \\\n --set topic.partitions=$KAFKA_PARTITIONS\n\necho \"- To list deployed pods, run:\"\necho \" kubectl --context $AKS_CLUSTER --namespace kafka get pods\"\n" }, { "alpha_fraction": 0.7482817769050598, "alphanum_fraction": 0.7482817769050598, "avg_line_length": 40.57143020629883, "blob_id": "ff18078f7cc2a54251028a4afac9246c1810e0f0", "content_id": "d3a86ca28cac28cf19a30ac12779bcfd7c8ee2e3", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1164, "license_type": "permissive", "max_line_length": 170, "num_lines": 28, "path": "/eventhubs-streamanalytics-eventhubs/create-stream-analytics.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\necho 'getting EH shared access key'\nEVENTHUB_KEY=`az eventhubs namespace authorization-rule keys list -g $RESOURCE_GROUP --namespace-name $EVENTHUB_NAMESPACE --name Listen --query \"primaryKey\" -o tsv`\nEVENTHUB_KEY_OUT=`az eventhubs namespace authorization-rule keys list -g $RESOURCE_GROUP --namespace-name $EVENTHUB_NAMESPACE_OUT --name Send --query \"primaryKey\" -o tsv`\n\necho 'creating stream analytics job'\necho \". name: $PROC_JOB_NAME\"\naz deployment group create \\\n --name $PROC_JOB_NAME \\\n --resource-group $RESOURCE_GROUP \\\n --template-file stream-analytics-job-$STREAM_ANALYTICS_JOBTYPE-arm-template.json \\\n --parameters \\\n streamingJobName=$PROC_JOB_NAME \\\n eventHubNamespace=$EVENTHUB_NAMESPACE \\\n eventHubNamespaceOut=$EVENTHUB_NAMESPACE_OUT \\\n eventHubKey=$EVENTHUB_KEY \\\n eventHubKeyOut=$EVENTHUB_KEY_OUT \\\n eventHubName=$EVENTHUB_NAME \\\n eventHubNameOut=$EVENTHUB_NAME \\\n eventHubConsumerGroupName=$EVENTHUB_CG \\\n streamingUnits=$PROC_STREAMING_UNITS \\\n eventHubPartitionKeyOut=PartitionId \\\n -o tsv >> log.txt\n\necho 'done creating stream analytics job, check log.txt for any errors'\n" }, { "alpha_fraction": 0.5782979726791382, "alphanum_fraction": 0.6336516737937927, "avg_line_length": 57.87064743041992, "blob_id": "a405ad83fa79cf8ec30ad640ae444a93bdede1b5", "content_id": "84841bec33f613f45b4afcb1bc42eaf0268d3dd0", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 11833, "license_type": "permissive", "max_line_length": 549, "num_lines": 201, "path": "/eventhubskafka-flink-eventhubskafka/KB.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "# Event Hubs Kafka -> Apache Flink -> Event Hubs Kafka - Knowledge Base\n\nThis page is about known issues and workarounds when they exist.\n\n## AKS\n\n### Service Principal may have to be created upfront\n\nThe first time your run `create-solution.sh` for AKS without creating a service principal before, \nyou may have the following error:\n\n```\nOperation failed with status: 'Bad Request'. Details: Service principal clientID: <some GUID> not found in Active Directory tenant <some GUID>\n```\n\nworkaround: rerun the script. \n\nWhy?\n\nThere is a bug currently. \nSometimes it works, but sometimes the service principal has not been propagated, so AKS creation fails just after the creation of the service principal. \nThe better way is to do it in two steps. \nBut when you don't specify a service principal, it creates one for you and stores it into $HOME/.azure/aksServicePrincipal.json (or use it if it already exists). \nThis is also why running the command after a while works. \nFirst time, it creates the SP and fails, second time, it takes the SP from local file, and the propagation is done.\n\n### 2 client secrets created in aksServicePrincipal.json\n```\nOperation failed with status: 'Bad Request'. Details: The credentials in ServicePrincipalProfile were invalid. Please see https://aka.ms/aks-sp-help for more details. (Details: adal: Refresh request failed. Status Code = '401'. Response body: {\"error\":\"invalid_client\",\"error_description\":\"AADSTS7000215: Invalid client secret is provided.\\r\\nTrace ID: \\r\\nCorrelation ID: xxxx \\r\\nTimestamp: xxx\",\"error_codes\":[7000215],\"timestamp\":xxx\",\"trace_id\":\"xxx \",\"correlation_id\":\"xxxx\",\"error_uri\":\"https://login.microsoftonline.com/error?code=7000215\"})\n```\nIf you get this error than you ended up getting 2 client secrets:\n```\n$ cat $HOME/.azure/aksServicePrincipal.json\n{\"5763fde3-4253-480c-928f-dfe1e8888a57\": {\"client_secret\": \"xxxx\", \"service_principal\": \"3xxxx\"}, \"e3a22b46-4544-4266-b1a1-e2290f4081e9\": {\"client_secret\": \"xxxx\", \"service_principal\": \"xxxx\"}}\n```\nSolution is to remove this file or backup, and re-run the create solution script.\n```\n$ rm $HOME/.azure/aksServicePrincipal.json\nor\n$ mv $HOME/.azure/aksServicePrincipal.json $HOME/.azure/aksServicePrincipal.bkup\n```\n\n### Container image may not be found\n\nwhile running test with `create-solution.sh`, you may have an error like this\n\n```\n(...)\n***** [T] Starting up TEST clients\ncreating container registry...\ncreating generator container instances...\n. number of instances: 1\n. events/second per instance: 1000\nThe image '###obfuscated###.azurecr.io/generator:latest' in container group 'data-generator-1' is not accessible. Please check the image and registry credential.\n```\n\nworkaround: rerun the script. \n\nWhy? \n\nThis is a transient error that we need to fix.\n\n## HDInsight\n\n### HDInsight setup\n\nThe HDInsight password is hard-coded in the script `create-solution.sh`. It is only for manual access; the deployment scripts perform all cluster actions via script actions.\n\nWhen connecting to the HDInsight cluster, you will land on the first head node. The Flink deployment script action actually runs on the first worker node. To list worker nodes: `yarn node -list` (they are listed unordered, the first worker node is the one with the lowest number, usually its name starts with `wn0-`). The script installs the Flink client under `/opt/flink`. Script action logs are stored at `/var/lib/ambari-agent/data/`.\n\nThe Flink application itself (Job Manager) will run on any other of the worker nodes. To find out which, SSH into the cluster and run:\n\n```\nyarn app -list\n\nTotal number of applications (application-types: [], states: [SUBMITTED, ACCEPTED, RUNNING] and tags: []):1\n Application-Id\t Application-Name\t Application-Type\t User\t Queue\t State\t Final-State\t Progress\t Tracking-URL\napplication_1572498497480_0001\t Flink\t Apache Flink\t root\t default\t RUNNING\t UNDEFINED\t 100%\thttp://wn2-algatt.pvszxskaguqehnrfy2pxxxhewe.fx.internal.cloudapp.net:43861\n```\n\nTo connect to the Flink Job Manager Web UI, tunnel to host and port reported above:\n\n```\nssh -L 10000:wn2-algatt.pvszxskaguqehnrfy2pxxxhewe.fx.internal.cloudapp.net:43861 [email protected]\n```\n\nThe console output of the `create-solution.sh` script contains the command line above with the correct syntax for your deployment.\n\nAfter the tunnel is created, open a web browser on http://localhost/10000.\n\n### Script action error\n\nDeployment with \"-p hdinsight\" may fail with:\n\n```\nrunning script action\nCommand group 'hdinsight' is in preview. It may be changed/removed in a future release.\nDeployment failed. Correlation ID: c48b85e5-0d05-4b11-8ba0-6b65006b44ec. ErrorCode: ScriptExecutionFailed; ErrorDescription: Execution of the following scripts failed :StartFlinkCluster\n```\n\nFrom the portal, look at the script action logs to locate the worker node and path to the logs (in /var/lib/ambari-agent/data/). SSH to the node. If the error is:\n\n\n```\norg.apache.flink.client.deployment.ClusterDeploymentException: Couldn't deploy Yarn session cluster\n at org.apache.flink.yarn.AbstractYarnClusterDescriptor.deploySessionCluster(AbstractYarnClusterDescriptor.java:385)\n at org.apache.flink.yarn.cli.FlinkYarnSessionCli.run(FlinkYarnSessionCli.java:616)\n at org.apache.flink.yarn.cli.FlinkYarnSessionCli.lambda$main$3(FlinkYarnSessionCli.java:844)\n at java.security.AccessController.doPrivileged(Native Method)\n at javax.security.auth.Subject.doAs(Subject.java:422)\n at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1730)\n at org.apache.flink.runtime.security.HadoopSecurityContext.runSecured(HadoopSecurityContext.java:41)\n at org.apache.flink.yarn.cli.FlinkYarnSessionCli.main(FlinkYarnSessionCli.java:844)\nCaused by: org.apache.flink.yarn.AbstractYarnClusterDescriptor$YarnDeploymentException: Couldn't get cluster description, please check on the YarnConfiguration\n at org.apache.flink.yarn.AbstractYarnClusterDescriptor.isReadyForDeployment(AbstractYarnClusterDescriptor.java:242)\n at org.apache.flink.yarn.AbstractYarnClusterDescriptor.deployInternal(AbstractYarnClusterDescriptor.java:457)\n at org.apache.flink.yarn.AbstractYarnClusterDescriptor.deploySessionCluster(AbstractYarnClusterDescriptor.java:378)\n ... 7 more\nCaused by: java.lang.ArrayIndexOutOfBoundsException: 1\n at java.util.ArrayList.add(ArrayList.java:463)\n```\n\nThis seems to be a race condition and should be fixed in the script. In the meantime just run the `create-solution.sh` script again.\n\n### Flink failures\n\nif the metrics reporting step of `create-solution.sh` shows something like this, where events are being pushed into Event Hubs 1 (by the simulator), but not into Events Hub 2 (by the Flink job), you will need to debug the job:\n\n```\n***** [M] Starting METRICS reporting\nEvent Hub capacity: 2 throughput units (this determines MAX VALUE below).\nReporting aggregate metrics per minute, offset by 2 minutes, for 30 minutes.\n Event Hub # IncomingMessages IncomingBytes OutgoingMessages OutgoingBytes ThrottledRequests\n ----------- ---------------- ------------- ---------------- ------------- ------------------\n MAX VALUE 120000 120000000 491520 240000000 -\n ----------- ---------------- ------------- ---------------- ------------- ------------------\n 2019-10-31T11:39:21+0100 1 0 0 0 0 0\n 2019-10-31T11:39:21+0100 2 0 0 0 0 0\n 2019-10-31T11:40:00+0100 1 0 0 0 0 0\n 2019-10-31T11:40:00+0100 2 0 0 0 0 0\n 2019-10-31T11:41:00+0100 1 0 0 0 0 0\n 2019-10-31T11:41:00+0100 2 0 0 0 0 0\n 2019-10-31T11:42:00+0100 1 0 0 0 0 0\n 2019-10-31T11:42:00+0100 2 0 0 0 0 0\n 2019-10-31T11:43:00+0100 1 17804 16501080 272 253966 0\n 2019-10-31T11:43:00+0100 2 0 0 0 0 0\n 2019-10-31T11:44:00+0100 1 60240 55873234 2102 1963716 0\n 2019-10-31T11:44:00+0100 2 0 0 0 0 0\n 2019-10-31T11:45:00+0100 1 59951 55640681 3138 2931439 0\n 2019-10-31T11:45:00+0100 2 0 0 0 0 0\n```\n\nSSH into the cluster\n\n```\nyarn app -list\n\nTotal number of applications (application-types: [], states: [SUBMITTED, ACCEPTED, RUNNING] and tags: []):1\n Application-Id\t Application-Name\t Application-Type\t User\t Queue\t State\t Final-State\t Progress\t Tracking-URL\napplication_1572498497480_0001\t Flink\t Apache Flink\t root\t default\t RUNNING\t UNDEFINED\t 100%\thttp://wn2-algatt.pvszxskaguqehnrfy2pxxxhewe.fx.internal.cloudapp.net:43861\n```\n\nThen using the applicationId reported above:\n\n```\nyarn logs -applicationId application_1572498497480_0001\n```\n\n## Local run\n\nYou can try running the job locally as well:\n\nDownload Flink from https://archive.apache.org/dist/flink/flink-$flink_version/flink-1.9.1-bin-scala_2.12.tgz\n\n```\nbin/start-cluster.sh \n# check start was successful\ntail log/flink-*-standalonesession-*.log\n\nbin/flink run -jar flink-kafka-consumer/target/assembly/flink-kafka-consumer-simple-relay.jar \\\n --kafka.in.sasl.mechanism 'PLAIN' ... # args from Flink Job Manager UI -> Running job -> Configuration\n\ntail -f log/flink-*-taskexecutor-*.log\n```\n\n\n## General\n\n### Integration tests (validation job)\n\nIntegration tests of the whole streaming-at-scale repo run on any PR to master. They are run in https://algattik.visualstudio.com/streaming-at-scale/_build?definitionId=1 (public Azure DevOps project). The tests deploy each solution and run integration tests in Spark on Databricks by passing the `-sV` step to `create-solution.sh`.\n\nBy default this will spin a new Databricks workspace and ask you to create and provide a PAT. To save time on this, do the following:\n\n* Deploy Databricks in a VNET as specified in https://github.com/Azure-Samples/streaming-at-scale/tree/master/integration-tests#creating-the-integration-test-pipeline-in-azure-devops.\n* Pass the following values as environment variable to the `create-solution.sh` script:\n```\nDATABRICKS_VNET_RESOURCE_GROUP=databricks\nDATABRICKS_HOST=https://northeurope.azuredatabricks.net\nDATABRICKS_TOKEN=dapi12345678901234567890123456789012 \n```\n" }, { "alpha_fraction": 0.7874659299850464, "alphanum_fraction": 0.7874659299850464, "avg_line_length": 32.3636360168457, "blob_id": "a12cac58a328e697eccb6a8bc3f285407fa7d1f5", "content_id": "755f90e928b5174004918f84b28ea7d8b63a2393", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 367, "license_type": "permissive", "max_line_length": 101, "num_lines": 11, "path": "/components/azure-event-hubs/get-eventhubs-kafka-brokers-out-send.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nsource ../components/azure-event-hubs/get-eventhubs-kafka-brokers.sh \"$EVENTHUB_NAMESPACE_OUT\" \"Send\"\n\nKAFKA_OUT_SEND_BROKERS=$KAFKA_BROKERS\nKAFKA_OUT_SEND_SASL_MECHANISM=$KAFKA_SASL_MECHANISM\nKAFKA_OUT_SEND_SECURITY_PROTOCOL=$KAFKA_SECURITY_PROTOCOL\nKAFKA_OUT_SEND_JAAS_CONFIG=$KAFKA_SASL_JAAS_CONFIG\n" }, { "alpha_fraction": 0.7584487795829773, "alphanum_fraction": 0.7639889121055603, "avg_line_length": 35.836734771728516, "blob_id": "ff38b7f673874eabf059bca1a9bb2300e2f601ec", "content_id": "23ce42e834ffb332353b334c12599bdb1afebf56", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1805, "license_type": "permissive", "max_line_length": 152, "num_lines": 49, "path": "/eventhubs-streamanalytics-eventhubs/tools/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\npage_type: sample\nlanguages:\n- csharp\nproducts:\n- azure\n- azure-event-hubs \n- dotnet\n---\n\n# Getting started on processing received message from Event Hubs #\n\nThe `eventhubs-streamanalytics-eventhubs` sample demonstrates processing messages from Event Hubs. The `EventReceiver` will:\n\n - Connect to an existing event hub.\n - Read events from all partitions using the `EventHubConsumerClient`.\n - Process each received message and output to a `.csv` file.\n\n# Running this Sample #\nTo run this sample:\n\nIf you don't have an Azure subscription, create a [free account] before you begin.\n\t\nGo to [Azure portal], sign in with your account. You can find how to [create event hub] from here. \n\nAfter creating an event hub within the Event Hubs namespace, you can get the Event Hub-level EventHubConnectionString with following steps.\n\t1. In the list of event hubs, select your event hub.\n\t2. On the Event Hubs Instance page, select Shared Access Policies on the left menu.\n\t3. Add a policy with appropriate permissions(Listen or Manage).\n\t4. Click on added policy.\n\nHints:While running this sample, You should have an existing Azure Stream Analytics configuration(a producer sends events)\nthat publishes events to this event hub.\n\nRun the following command.\n```bash\t\ngit clone https://github.com/Azure-Samples/streaming-at-scale.git\n```\nFrom within the `eh-asa-perform` folder run:\n\n```bash\ndotnet run -- -c \"<EventHubConnectionString>\"\n```\nThe application will read from the event hub and will measure latency (difference from Enqueued and Processed time) for each batch of recevied messages.\n\n<!-- LINKS -->\n[free account]: https://azure.microsoft.com/free/?WT.mc_id=A261C142F\n[Azure portal]: https://portal.azure.com/\n[create event hub]: https://docs.microsoft.com/en-us/azure/event-hubs/event-hubs-create\n" }, { "alpha_fraction": 0.7446988821029663, "alphanum_fraction": 0.7472434043884277, "avg_line_length": 39.620689392089844, "blob_id": "48882a4146225eb15fa74f0ffb6bdfdb86e99333", "content_id": "ab369e2e38c5f52a0da37dd832b261323acad5ff", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1179, "license_type": "permissive", "max_line_length": 122, "num_lines": 29, "path": "/components/azure-functions/configure-processing-function-cosmosdb.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho \"getting cosmosdb master key\"\nCOSMOSDB_MASTER_KEY=`az cosmosdb keys list -g $RESOURCE_GROUP -n $COSMOSDB_SERVER_NAME --query \"primaryMasterKey\" -o tsv`\n\necho 'adding app settings for connection strings'\necho \". function: $PROC_FUNCTION_APP_NAME\"\n\necho \". CosmosDBDatabaseName: $COSMOSDB_DATABASE_NAME\"\naz functionapp config appsettings set --name $PROC_FUNCTION_APP_NAME \\\n --resource-group $RESOURCE_GROUP \\\n --settings CosmosDBDatabaseName=\"$COSMOSDB_DATABASE_NAME\" \\\n -o tsv >> log.txt\n\necho \". CosmosDBCollectionName: $COSMOSDB_COLLECTION_NAME\"\naz functionapp config appsettings set --name $PROC_FUNCTION_APP_NAME \\\n --resource-group $RESOURCE_GROUP \\\n --settings CosmosDBCollectionName=\"$COSMOSDB_COLLECTION_NAME\" \\\n -o tsv >> log.txt\n\nCOSMOSDB_CONNSTR=\"AccountEndpoint=https://$COSMOSDB_SERVER_NAME.documents.azure.com:443/;AccountKey=$COSMOSDB_MASTER_KEY;\"\necho \". CosmosDBConnectionString\"\naz functionapp config appsettings set --name $PROC_FUNCTION_APP_NAME \\\n --resource-group $RESOURCE_GROUP \\\n --settings CosmosDBConnectionString=$COSMOSDB_CONNSTR \\\n -o tsv >> log.txt\n\n" }, { "alpha_fraction": 0.5989673137664795, "alphanum_fraction": 0.6018359065055847, "avg_line_length": 33.86000061035156, "blob_id": "18b4f2b8e73db123ea03980b0d93a4a56fa3480e", "content_id": "3ff18ba7217d55fcf702aace05b281115b46f042", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 1745, "license_type": "permissive", "max_line_length": 160, "num_lines": 50, "path": "/eventhubs-streamanalytics-eventhubs/tools/eh-asa-perfmon/Program.cs", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "using CommandLine;\nusing System;\nusing System.Linq;\nusing System.Threading;\nusing System.Threading.Tasks;\n\nnamespace StreamingAtScale\n{\n public class Options\n {\n [Option('c', \"connectionString\", Required = true, HelpText = \"Event Hub connection string. It must be a Event Hub (not Namespace!) connection string.\")]\n public string EventHubConnectionString { get; set; }\n }\n\n public class Program\n {\n static async Task Main(string[] args)\n {\n Options options = null;\n\n var result = Parser.Default.ParseArguments<Options>(args)\n .WithParsed(opts =>\n {\n options = opts;\n });\n\n if (options == null) return;\n\n var check = new string[] { options.EventHubConnectionString };\n\n if (check.Where(e => string.IsNullOrEmpty(e)).ToList().Count() != 0)\n {\n Console.WriteLine(\"No parameters passed or environment variables set.\");\n Console.WriteLine(\"Please use --help to learn how to use the application.\");\n Console.WriteLine(\"dotnet run -- --help\");\n return;\n }\n\n // As a preventative measure, we'll specify that cancellation should occur after 60 seconds, \n // so that we don't hold indefinitely in the event receiving.\n\n using CancellationTokenSource cancellationSource = new CancellationTokenSource();\n cancellationSource.CancelAfter(TimeSpan.FromSeconds(60));\n var receiver = new EventReceiver();\n await receiver.Receive(options.EventHubConnectionString, cancellationSource.Token);\n\n Console.WriteLine(\"Done.\");\n }\n }\n}\n" }, { "alpha_fraction": 0.5493826866149902, "alphanum_fraction": 0.5802469253540039, "avg_line_length": 26, "blob_id": "9774796800e4cb04baa36addb4e5a64260138918", "content_id": "a78df4d5cd572c824410d8a8d75dfef0d3986ad9", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 162, "license_type": "permissive", "max_line_length": 96, "num_lines": 6, "path": "/_common/generate-solution-name.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho `openssl rand -base64 5 | cut -c1-7 | tr '[:upper:]' '[:lower:]' | tr -cd '[[:alnum:]]._-'`\n" }, { "alpha_fraction": 0.7343414425849915, "alphanum_fraction": 0.7675375938415527, "avg_line_length": 57.82105255126953, "blob_id": "17af0af96a5893e655894ec9925b6153a5acf5d2", "content_id": "2d55e7e3ed702bb4707e43b673cc733020f0bd43", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 11176, "license_type": "permissive", "max_line_length": 959, "num_lines": 190, "path": "/eventhubskafka-functions-cosmosdb/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - csharp\n - json\n - sql\nproducts:\n - azure\n - azure-container-instances\n - azure-cosmos-db\n - azure-event-hubs\n - azure-functions \n - azure-storage\nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Azure Event Hubs with Kafka producer, Functions with Kafka trigger and Cosmos DB\n\nThis sample uses Cosmos DB as database to store JSON data\n\nThe provided scripts will create an end-to-end solution complete with load test client. A detailed discussion on the scenario and the technical details is available here:\n\n[Serverless Streaming At Scale with Cosmos DB](https://medium.com/@mauridb/serverless-streaming-at-scale-with-cosmos-db-e0e26cacd27d)\n\nThe sample has been updated from when the article (and also Cosmos DB is constantly improved) was written so the values you'll measure may be a little different than the one documented in the article. Still the concepts explanied are still valid and valuable.\n\n## Running the Scripts\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nThe following tools/languages are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [jq](https://stedolan.github.io/jq/download/)\n - Install: `sudo apt install jq`\n- [Zip](https://askubuntu.com/questions/660846/how-to-zip-and-unzip-a-directory-and-its-files-in-linux)\n - Install : `sudo apt install zip`\n- [Dotnet Core](https://dotnet.microsoft.com/download/linux-package-manager/ubuntu18-04/sdk-current)\n\n## Setup Solution\n\nMake sure you are logged into your Azure account:\n\n az login\n\nand also make sure you have the subscription you want to use selected\n\n az account list\n\nif you want to select a specific subscription use the following command\n\n az account set --subscription <subscription_name>\n\nonce you have selected the subscription you want to use just execute the following command\n\n ./create-solution.sh -d <solution_name>\n\nthen `solution_name` value will be used to create a resource group that will contain all resources created by the script. It will also be used as a prefix for all resource create so, in order to help to avoid name duplicates that will break the script, you may want to generate a name using a unique prefix. **Please also use only lowercase letters and numbers only**, since the `solution_name` is also used to create a storage account, which has several constraints on characters usage:\n\n[Storage Naming Conventions and Limits](https://docs.microsoft.com/en-us/azure/architecture/best-practices/naming-conventions#storage)\n\nto have an overview of all the supported arguments just run\n\n ./create-solution.sh\n\n**Note**\nTo make sure that name collisions will be unlikely, you should use a random string to give name to your solution. The following script will generated a 7 random lowercase letter name for you:\n\n ./_common/generate-solution-name.sh\n\n## Created resources\n\nThe script will create the following resources:\n\n- **Azure Container Instances** to host Spark Load Test Clients: by default one client will be created, generating a load of 1000 events/second\n- **Event Hubs** Namespace, Hub and Consumer Group: to ingest data incoming from test clients\n- **Azure Function**: to process data incoming from Event Hubs as a stream\n- **Application Insight**: to monitor Azure Function performances\n- **Cosmos DB** Server, Database and Collection: to store and serve processed data\n\nThe Azure Function is created using .Net Core 2.1, so it can be compiled on any supported platform. I only tested compilation on Windows 10, though.\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 57.739726013343247,\n \"moreData1\": 52.230732688620829,\n \"moreData2\": 57.497518587807189,\n \"moreData3\": 81.32211656749469,\n \"moreData4\": 54.412361539409427,\n \"moreData5\": 75.36416309399911,\n \"moreData6\": 71.53407865773488,\n \"moreData7\": 45.34076957651598,\n \"moreData8\": 51.3068118685458,\n \"moreData9\": 44.44672606436184,\n [...]\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\n## Duplicate event handling\n\nAs a result of transient errors, events could be processed more than once (at-least-once event delivery guarantee). In case the infrastructure fails and recovers, it could process a second time an event from Event Hubs that has already been stored in Cosmos DB. The solution uses Function binding logic to [upsert into Cosmos DB](https://docs.microsoft.com/en-us/azure/azure-functions/functions-bindings-cosmosdb-v2) to make this operation idempotent, so that events are not duplicated in Cosmos DB (based on the eventId attribute).\n\nIn order to illustrate the effect of this, the event simulator is configured to randomly duplicate a small fraction of the messages (0.1% on average). Those duplicates will not be present in Cosmos DB.\n\n## Solution customization\n\nIf you want to change some setting of the solution, like number of load test clients, Cosmos DB RU and so on, you can do it right in the `create-solution.sh` script, by changing any of these values:\n\n export EVENTHUB_PARTITIONS=2\n export EVENTHUB_CAPACITY=2\n export PROC_FUNCTION_SKU=P2v2\n export PROC_FUNCTION_WORKERS=2\n export COSMOSDB_RU=20000\n export SIMULATOR_INSTANCES=1\n\nThe above settings have been chosen to sustain a 1,000 msg/s stream. The script also contains settings for 5,000 msg/s and 10,000 msg/s.\n\n## Monitor performance\n\nIn order to monitor performance of created solution you just have to open the created Application Insight resource and then open the \"Live Metric Streams\" and you'll be able to see in the \"incoming request\" the number of processed request per second. The number you'll see here is very likely to be lower than the number of messages/second sent by test clients since the Azure Function is configured to use batching\".\n\nPerformance will be monitored and displayed on the console for 30 minutes also. More specifically Inputs and Outputs performance of Event Hub will be monitored. If everything is working correctly, the number of reported `IncomingMessages` and `OutgoingMessages` should be roughly the same. (Give couple of minutes for ramp-up)\n\n![Console Performance Report](../_doc/_images/console-performance-monitor.png)\n\n## Azure Functions\n\nThe deployed Azure Function solution contains two functions\n\n- Test0\n- Test1\n\nThe first one uses Cosmos DB binding for Azure Function, while the second one uses the SDK. Only one solution will be activated during deployment. By default the activated one is \"Test0\"\n\nAs mentioned in the article [Serverless Streaming At Scale with Cosmos DB](https://medium.com/streaming-at-scale-in-azure/serverless-streaming-at-scale-with-cosmos-db-e0e26cacd27d) with Azure Functions 2.0 there is no performance difference between the two options. Usage of SDK is recommended only when you need to get more information out of Cosmos DB response, for example consumed RU, that you can't get using the native binding.\n\n## Cosmos DB\n\nAs you'll notice when using function \"Test1\", Cosmos DB reports something a bit more than 8 RU used for each written document. This is due to the fact that 1Kb document is ingested, but in the sample Azure Functions are used to augment the incoming JSON by adding some additional data, making the document a little bit bigger than 1Kb.\n\nCosmos DB index policy has been set up in order to index only the meaninful properties to avoid to waste RU in properties that will never be searched for and thus indexing won't help in any way. Keeping the indexing enabled for all properties, would raise the RU usage, per document, to 19 (100% more!). On the other hand, removing indexing from all properties will bring down RU usage to 6.\n\nBoth the decision were taken as they reflect common real-world scenarios; but if you want to play with document size, you can chance the setting `COMPLEX_DATA_COUNT` in the `run-clients.sh` script. That values sets how many `moreData` properties will be created in the generated sample document, and therefore how big the document will be. By default 23 `moreData` elements are created, so that the document sent into EventHub is around 1Kb. If you want to make sure that the document sent to Cosmos DB is within the 1 Kb limit, lower the number to 8. If you make this change while solution has been already deployed and running, make sure to deploy the Test client only but running the script with the `-s` option:\n\n ./create-solution.sh -d <solution_name> -t <test_type> -s T\n\nHaving said that, you may be wondering why, for 5K msgs/sec, up to 50K RU are needed or why for 10K msgs/sec up to 100K RU are needed. If you do that math, in fact, for 5K msgs/sec, you can find that 5000 * 8.5 = 42500 RU should be needed for the 5K msgs/sec scenario. If you analyze how many partitions are created behind the scenes (you can do that via the \"Metrics\" pane in Cosmos DB Azure Portal page) you'll that some partitions are more used than others and they quickly hit the alloted RU capacity. Documents are generated with a random `deviceId` that goes from `001` to `999` using a uniform distribution. Depending on how Cosmos DB decided to group partition keys into physical partitions and how the document are generated, received and processed, one partition (or more than one) can be used more than others. So some room for movement is needed, and thus the need of having a bit more of allocated RU to make sure performance are never throttled.\n\n## Exceptions\n\nJust after starting the Azure Function, if you immediately go to the Application Insight blade on the Azure Portal, you may see the following exception:\n\n New receiver with higher epoch of '3' is created hence current receiver with epoch '2' is getting disconnected. If you are recreating the receiver, make sure a higher epoch is used.\n\nYou can safely ignore it since it happens just during startup time when EventProcessors are created. After couple of seconds the no more exception like that one will be thrown. No messages will be lost while these exceptions are fired.\n\n## Query Data\n\nData is available in the created Cosmos DB database. You can query it from the portal, for example:\n\n```sql\nSELECT * FROM c WHERE c.type = 'CO2'\n```\n\n## Clean up\n\nTo remove all the created resource, you can just delete the related resource group\n\n```bash\naz group delete -n <resource-group-name>\n```\n" }, { "alpha_fraction": 0.6355140209197998, "alphanum_fraction": 0.6355140209197998, "avg_line_length": 14.285714149475098, "blob_id": "d1b1d5e6ab6ffa136e6c000927c6e88b6af83eda", "content_id": "eb8d2b295f68ed1b04d624f4221680714450c978", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 107, "license_type": "permissive", "max_line_length": 37, "num_lines": 7, "path": "/components/utils/create-local-settings.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\nif [ ! -e local-settings.json ]; then\n echo \"{}\" > local-settings.json\nfi\n" }, { "alpha_fraction": 0.6535714268684387, "alphanum_fraction": 0.6571428775787354, "avg_line_length": 22.33333396911621, "blob_id": "c6d084064f7e224d1e48803f3564b01f64be96fb", "content_id": "d7886f4b48a33d5b336f46e1d8d10689a16c5f7a", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 280, "license_type": "permissive", "max_line_length": 61, "num_lines": 12, "path": "/assert/has-local-mvn.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nHAS_MAVEN=$(command -v mvn || true)\nif [ -z \"$HAS_MAVEN\" ]; then\n echo \"mvn not found\"\n echo \"Please install Maven as it is needed by the script\"\n echo \"https://maven.apache.org/install.html\"\n exit 1\nfi\n" }, { "alpha_fraction": 0.6209613680839539, "alphanum_fraction": 0.6438140273094177, "avg_line_length": 40.6065559387207, "blob_id": "bdefa83465d43cff07917f0a3c93ef4cd29a5bb2", "content_id": "9d33c342e47aa8f162c8c151f4817370d37e3e62", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 2538, "license_type": "permissive", "max_line_length": 182, "num_lines": 61, "path": "/components/azure-event-hubs/report-throughput.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nREPORT_THROUGHPUT_MINUTES=${REPORT_THROUGHPUT_MINUTES:-30}\n\nEVENTHUB_NAMESPACES=${EVENTHUB_NAMESPACES:-${EVENTHUB_NAMESPACE:-}}\n\nif [ -n \"${IOTHUB_NAME:-}\" ]; then\n IOTHUB_RESOURCES=$(az iot hub show -g $RESOURCE_GROUP --name $IOTHUB_NAME --query id -o tsv)\nfi\n\nofs=2\nmetric_names=\"IncomingMessages IncomingBytes OutgoingMessages OutgoingBytes ThrottledRequests\"\niot_metric_names=\"d2c.telemetry.ingress.success\"\nfmt=\"%28s%12s%20s%20s%20s%20s%20s\\n\"\n\neh_resources=\"\"\neh_number=0\necho \"Reporting aggregate metrics per minute, offset by $ofs minutes, for $REPORT_THROUGHPUT_MINUTES minutes.\"\nfor EVENTHUB_NAMESPACE in $EVENTHUB_NAMESPACES; do\n eh_number=$((eh_number+1))\n echo \"Event Hub #$eh_number Namespace: $EVENTHUB_NAMESPACE\"\n eh_resource=$(az eventhubs namespace show -g $RESOURCE_GROUP -n \"$EVENTHUB_NAMESPACE\" --query id -o tsv)\n eh_resources=\"$eh_resources $eh_resource\"\n eh_capacity=$(az eventhubs namespace show -g $RESOURCE_GROUP -n \"$EVENTHUB_NAMESPACE\" --query sku.capacity -o tsv)\n echo \"Event Hub capacity: $eh_capacity throughput units (this determines MAX VALUE below).\"\n printf \"$fmt\" \"\" \"Event Hub #\" $metric_names\n PER_MIN=60\n MB=1000000\n printf \"$fmt\" \"\" \"-----------\" $(tr -C \" \" \"-\" <<<$metric_names)\n printf \"$fmt\" \"MAX VALUE\" \"Event Hub $eh_number\" \"$((eh_capacity*1000*PER_MIN))\" \"$((eh_capacity*1*MB*PER_MIN))\" \"$((eh_capacity*4096*PER_MIN))\" \"$((eh_capacity*2*MB*PER_MIN))\" \"-\"\n printf \"$fmt\" \"\" \"-----------\" $(tr -C \" \" \"-\" <<<$metric_names)\ndone\n\nfor i in $(seq 1 $REPORT_THROUGHPUT_MINUTES) ; do\n eh_number=0\n for iothub_resource in ${IOTHUB_RESOURCES:-}; do\n metrics=$(\n az monitor metrics list --resource \"$iothub_resource\" --interval PT1M \\\n --metrics $(tr \" \" \",\" <<< $iot_metric_names) --offset ${ofs}M \\\n --query 'value[].timeseries[0].data[0].floor(total)' -o tsv\n )\n date=$(date +%Y-%m-%dT%H:%M:%S%z)\n printf \"$fmt\" \"$date\" \"IoT Hub \" $metrics\n done\n for eh_resource in $eh_resources; do\n eh_number=$((eh_number+1))\n metrics=$(\n az monitor metrics list --resource \"$eh_resource\" --interval PT1M \\\n --metrics $(tr \" \" \",\" <<< $metric_names) --offset ${ofs}M \\\n --query 'value[].timeseries[0].data[0].floor(total)' -o tsv\n )\n date=$(date +%Y-%m-%dT%H:%M:%S%z)\n printf \"$fmt\" \"$date\" \"Event Hub $eh_number\" $metrics\n done\n\n # sleep until next full minute. \"10#\" is to force base 10 if string is e.g. \"09\"\n sleep \"$((60 - 10#$(date +%S) ))\"\ndone\n" }, { "alpha_fraction": 0.6792079210281372, "alphanum_fraction": 0.6811881065368652, "avg_line_length": 27.05555534362793, "blob_id": "ba03c07bb00b1711f981088c0819783e0affd38f", "content_id": "3f4f61c8a2596040044d96b6428033b0bd2b55c5", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 505, "license_type": "permissive", "max_line_length": 66, "num_lines": 18, "path": "/assert/has-local-kubectl.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nHAS_KUBECTL=$(command -v kubectl || true)\nif [ -z \"$HAS_KUBECTL\" ]; then\n echo \"kubectl not found. Attempting to install it...\"\n az aks install-cli --client-version \"$AKS_KUBERNETES_VERSION\"\nfi\n\nHAS_KUBECTL=$(command -v kubectl || true)\nif [ -z \"$HAS_KUBECTL\" ]; then\n echo \"Installation failed.\"\n echo \"please install kubectl as described here:\"\n echo \"https://kubernetes.io/docs/tasks/tools/install-kubectl/\"\n exit 1\nfi\n" }, { "alpha_fraction": 0.7479507923126221, "alphanum_fraction": 0.7479507923126221, "avg_line_length": 30.483871459960938, "blob_id": "b14c79ff775d9012efdf608f67196bb9dc53fca3", "content_id": "59528549f4f8a60a4371c5e61d75a665c68dd3e4", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 976, "license_type": "permissive", "max_line_length": 90, "num_lines": 31, "path": "/components/azure-timeseriesinsights/create-timeseriesinsights.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\naccessPolicyContributorObjectIds=\"\"\n\nuserType=$(az account show --query user.type -o tsv)\n\nif [ \"$userType\" == \"user\" ]; then\n\n # Get ID of current user, to grant access to TSI environment\n userId=$(az ad signed-in-user show --query objectId -o tsv)\n accessPolicyContributorObjectIds='\"'$userId'\"'\n\nfi\n\necho 'creating TSI'\naz deployment group create \\\n --resource-group $RESOURCE_GROUP \\\n --template-file ../components/azure-timeseriesinsights/tsi-eventhubs-arm-template.json \\\n --parameters \\\n environmentName=$TSI_ENVIRONMENT \\\n eventHubNamespace=$EVENTHUB_NAMESPACE \\\n eventHubName=$EVENTHUB_NAME \\\n eventSourceKeyName=Listen \\\n consumerGroupName=$EVENTHUB_CG \\\n storageAccountName=$AZURE_STORAGE_ACCOUNT \\\n environmentTimeSeriesIdProperties='[{\"name\":\"deviceId\", \"type\":\"string\"}]' \\\n eventSourceTimestampPropertyName=createdAt \\\n accessPolicyContributorObjectIds='['$accessPolicyContributorObjectIds']' \\\n -o tsv >>log.txt\n" }, { "alpha_fraction": 0.7284768223762512, "alphanum_fraction": 0.748344361782074, "avg_line_length": 17.875, "blob_id": "61eb803de2a3f580982ee1510a7f475f631fe2c1", "content_id": "090044bb1832a2123386e1bab6141ac95ad5d8ef", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Dockerfile", "length_bytes": 151, "license_type": "permissive", "max_line_length": 41, "num_lines": 8, "path": "/components/apache-flink/kubernetes/docker/flink-job/Dockerfile", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "ARG flink_version=1.8.0\n\nFROM flink:$flink_version\n\nARG job_jar=NOT_SET\n\n# Install JAR containing Flink job to run\nADD $job_jar /opt/flink/lib/job.jar\n" }, { "alpha_fraction": 0.7122302055358887, "alphanum_fraction": 0.7122302055358887, "avg_line_length": 26.799999237060547, "blob_id": "e18a1529cf2873784f5b415b1272b4312a475186", "content_id": "a8ecd919bc3d6e1fae723a5609261afa5253a3a2", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 417, "license_type": "permissive", "max_line_length": 111, "num_lines": 15, "path": "/components/apache-flink/build-flink-jobs.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'building Flink job'\n\npushd ../components/apache-flink/ > /dev/null\n mvn install -f flink-application-insights\n mvn verify -f flink-kafka-consumer -P package-$FLINK_JOBTYPE\n\n export FLINK_VERSION=$(grep '^flink.version=.*' flink-kafka-consumer/target/maven.properties | sed 's/.*=//')\n\n echo \". Flink version: $FLINK_VERSION\"\npopd > /dev/null\n" }, { "alpha_fraction": 0.6449999809265137, "alphanum_fraction": 0.6449999809265137, "avg_line_length": 25.086956024169922, "blob_id": "6d8e15e3d368457a3a9fc498f501feb0c01d4b42", "content_id": "5ce0174751409727334dfa4a0377aca62cff09c2", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 600, "license_type": "permissive", "max_line_length": 73, "num_lines": 23, "path": "/components/azure-iot-hub/create-iot-hub.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\nIOTHUB_PROVISIONING_ACI=$PREFIX\"prov\"\n\necho 'creating IoT Hub'\necho \". name: $IOTHUB_NAME\"\necho \". sku: $IOTHUB_SKU\"\necho \". units: $IOTHUB_UNITS\"\naz iot hub create -n $IOTHUB_NAME -g $RESOURCE_GROUP \\\n --sku $IOTHUB_SKU --location $LOCATION --unit $IOTHUB_UNITS \\\n --partition-count $IOTHUB_PARTITIONS \\\n -o tsv >> log.txt\n\nif [ -n \"${EVENTHUB_CG:-}\" ]; then\n echo 'creating consumer group'\n echo \". name: $EVENTHUB_CG\"\n\n az iot hub consumer-group create -n $EVENTHUB_CG -g $RESOURCE_GROUP \\\n --hub-name $IOTHUB_NAME \\\n -o tsv >> log.txt\nfi\n" }, { "alpha_fraction": 0.728205144405365, "alphanum_fraction": 0.7333333492279053, "avg_line_length": 34.45454406738281, "blob_id": "1b2b1491787e4bf3d71184d3ff9daad9fa6041c7", "content_id": "ae99404b8bb5a303793a6e6873613fc173397de0", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 390, "license_type": "permissive", "max_line_length": 111, "num_lines": 11, "path": "/components/azure-monitor/create-application-insights.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'provision Azure Application Insights'\n\nif ! az monitor app-insights component show --app $APPINSIGHTS_NAME -g $RESOURCE_GROUP >/dev/null 2>&1; then\n az extension add -n application-insights >> log.txt\n az monitor app-insights component create --app $APPINSIGHTS_NAME -l $LOCATION -g $RESOURCE_GROUP >> log.txt\nfi\n" }, { "alpha_fraction": 0.6905537247657776, "alphanum_fraction": 0.6938110589981079, "avg_line_length": 24.58333396911621, "blob_id": "8acc5b35a07e54d9b6c2e2fd48fd403c9d8eee8b", "content_id": "2e47a70af3ae8ddc4756aebeb5ea95924d750a74", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 307, "license_type": "permissive", "max_line_length": 55, "num_lines": 12, "path": "/assert/has-local-databrickscli.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nHAS_DATABRICKSCLI=$(command -v databricks || true)\nif [ -z \"$HAS_DATABRICKSCLI\" ]; then\n echo \"databricks-cli not found\"\n echo \"please install it as described here:\"\n echo \"https://github.com/databricks/databricks-cli\"\n exit 1\nfi\n" }, { "alpha_fraction": 0.5410670638084412, "alphanum_fraction": 0.5456300377845764, "avg_line_length": 35.29299545288086, "blob_id": "a752d06c59daa49b1ea27c88071d40a5edab03bd", "content_id": "552b7749a648e466e776e812ecbff9aa7e9f1d66", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 5700, "license_type": "permissive", "max_line_length": 119, "num_lines": 157, "path": "/iothub-digitaltwins-timeseriesinsights/src/PopulateDigitalTwinsModel/Program.cs", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "namespace PopulateDigitalTwinsModel\n{\n using System;\n using System.Collections.Generic;\n using System.IO;\n using System.Linq;\n using System.Net.Http;\n using System.Threading;\n using System.Threading.Tasks;\n using Azure;\n using Azure.Core;\n using Azure.Core.Pipeline;\n using Azure.DigitalTwins.Core;\n using Azure.Identity;\n using Microsoft.Azure.DigitalTwins.Parser;\n using Microsoft.Extensions.Logging;\n using Newtonsoft.Json;\n using Newtonsoft.Json.Linq;\n\n class Program\n {\n private const int NumTwins = 1000;\n\n private readonly ILogger<Program> _log;\n private readonly TokenCredential _credential;\n private readonly Uri _digitalTwinsInstanceUrl;\n private readonly string _digitalTwinsModelsFile;\n\n private Program(ILogger<Program> log, TokenCredential credential, Uri digitalTwinsInstanceUrl,\n string digitalTwinsModelsFile)\n {\n _log = log;\n _credential = credential;\n _digitalTwinsInstanceUrl = digitalTwinsInstanceUrl;\n _digitalTwinsModelsFile = digitalTwinsModelsFile;\n }\n\n static async Task Main(string[] args)\n {\n using var loggerFactory = LoggerFactory.Create(builder =>\n {\n builder\n .AddFilter(\"Microsoft\", LogLevel.Warning)\n .AddFilter(\"System\", LogLevel.Warning)\n .AddFilter(typeof(Program).Namespace, LogLevel.Information)\n .AddConsole();\n });\n var log = loggerFactory.CreateLogger<Program>()!;\n\n if (args.Length != 2)\n {\n throw new ArgumentException(\n \"Pass two parameters:\"\n + \" <Azure Digital Twins Instance URL>\"\n + \" <digital_twins_models_file.json>\"\n );\n }\n\n var (digitalTwinsInstanceUrl, digitalTwinsModelsFile)\n = (args[0], args[1]);\n\n //Authenticate with Digital Twins\n var credentialsOptions = new DefaultAzureCredentialOptions\n {\n ExcludeVisualStudioCodeCredential = true,\n ExcludeSharedTokenCacheCredential = true,\n ExcludeInteractiveBrowserCredential = true,\n ExcludeEnvironmentCredential = true,\n ExcludeVisualStudioCredential = true\n };\n var credential = new DefaultAzureCredential(credentialsOptions);\n\n try\n {\n var program = new Program(\n log,\n credential,\n new Uri(digitalTwinsInstanceUrl),\n digitalTwinsModelsFile);\n await program.RunAsync();\n }\n catch (Exception e)\n {\n log.LogError(\"{message}\", e.Message, e);\n }\n }\n\n async Task RunAsync()\n {\n var httpClient = new HttpClient();\n var digitalTwinsClient = new DigitalTwinsClient(_digitalTwinsInstanceUrl, _credential,\n new DigitalTwinsClientOptions {Transport = new HttpClientTransport(httpClient)});\n\n _log.LogInformation(\"Reading model file {modelsFile}\", _digitalTwinsModelsFile);\n var modelList = new[] {_digitalTwinsModelsFile}.Select(File.ReadAllText).ToList();\n var parser = new ModelParser();\n var parsed = await parser.ParseAsync(modelList);\n\n _log.LogInformation(\"Parsed {entityCount} entities\", parsed.Keys.Count());\n\n var models = modelList\n .SelectMany(JsonConvert.DeserializeObject<List<JObject>>)\n .ToList();\n\n var (successCount, conflictCount) = (0, 0);\n foreach (var model in models)\n {\n var modelString = JsonConvert.SerializeObject(model);\n try\n {\n await digitalTwinsClient.CreateModelsAsync(new[] {modelString});\n successCount++;\n }\n catch (RequestFailedException e) when (e.Status == 409) // Conflict\n {\n // ignore\n conflictCount++;\n }\n }\n\n _log.LogInformation(\"Uploaded {successCount} entities, skipped {conflictCount} entities\", successCount,\n conflictCount);\n\n var f = models.FirstOrDefault()?.GetValue(\"@id\");\n if (f is null)\n {\n _log.LogInformation(\"Not creating twins\");\n return;\n }\n\n DigitalTwinMetadata twinMetadata = new DigitalTwinMetadata\n {ModelId = f.ToString()};\n _log.LogInformation(\"Creating {numTwins} device twins of type {twinType}\", NumTwins, twinMetadata.ModelId);\n\n var num = 0;\n Parallel.For(0, NumTwins, new ParallelOptions\n {\n MaxDegreeOfParallelism = 50\n }, i =>\n {\n var deviceId = $\"contoso-device-id-{i.ToString(\"000000\")}\";\n digitalTwinsClient.CreateOrReplaceDigitalTwin(deviceId, new BasicDigitalTwin\n {\n Metadata = twinMetadata\n });\n\n _log.LogDebug(\"Created twin {deviceId}\", deviceId);\n var n = Interlocked.Increment(ref num);\n if (n % 100 == 0)\n {\n _log.LogInformation(\"Created twin {n} of {numTwins}\", n, NumTwins);\n }\n });\n _log.LogInformation(\"Created {numTwins} twins\", NumTwins);\n }\n }\n}\n" }, { "alpha_fraction": 0.7238371968269348, "alphanum_fraction": 0.7238371968269348, "avg_line_length": 32.290321350097656, "blob_id": "8ebfe16d5906a40c90248323e0ec8c1d4378a27b", "content_id": "687320151e7204703cb929e2539c5545bb521ef4", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1032, "license_type": "permissive", "max_line_length": 105, "num_lines": 31, "path": "/components/azure-functions/configure-processing-function-eventhubs.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'getting shared access key'\nif [ -n \"${IOTHUB_NAME:-}\" ]; then\n source ../components/azure-iot-hub/get-iothub-eventhubs-connection-string.sh \nelse\n source ../components/azure-event-hubs/get-eventhubs-connection-string.sh \"$EVENTHUB_NAMESPACE\" \"Listen\"\nfi\n\necho 'adding app settings for connection strings'\n\necho \". EventHubsConnectionString\"\naz functionapp config appsettings set --name $PROC_FUNCTION_APP_NAME \\\n --resource-group $RESOURCE_GROUP \\\n --settings EventHubsConnectionString=$EVENTHUB_CS \\\n -o tsv >> log.txt\n\necho \". EventHubPath: $EVENTHUB_NAME\"\naz functionapp config appsettings set --name $PROC_FUNCTION_APP_NAME \\\n --resource-group $RESOURCE_GROUP \\\n --settings EventHubName=$EVENTHUB_NAME \\\n -o tsv >> log.txt\n\necho \". ConsumerGroup: $EVENTHUB_CG\"\naz functionapp config appsettings set --name $PROC_FUNCTION_APP_NAME \\\n --resource-group $RESOURCE_GROUP \\\n --settings ConsumerGroup=$EVENTHUB_CG \\\n -o tsv >> log.txt\n" }, { "alpha_fraction": 0.589211642742157, "alphanum_fraction": 0.6016597747802734, "avg_line_length": 25.77777862548828, "blob_id": "e2232cea19fd5ac77f90fc3b7536f6ffbc3810d7", "content_id": "4204e682ba1cc795a0df34590ee44d4ce91a70bb", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 241, "license_type": "permissive", "max_line_length": 73, "num_lines": 9, "path": "/streaming/databricks/runners/verify-download-result.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "databricks fs cp --overwrite \"$DATABRICKS_TESTOUTPUTPATH\" test-output.txt\n\necho \"Test result downloaded to test-output.txt\"\n\necho \"Test output:\"\necho =========================\nhead -100 test-output.txt\necho \"\"\necho =========================\n" }, { "alpha_fraction": 0.6374714374542236, "alphanum_fraction": 0.6389946937561035, "avg_line_length": 35.98591613769531, "blob_id": "f461e77c18fd94a151014a5735434ba53fe04aa6", "content_id": "33f9a6f4dbbcf25d8182b9d2c342eb97d37efa9d", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 2628, "license_type": "permissive", "max_line_length": 122, "num_lines": 71, "path": "/eventhubs-functions-cosmosdb/StreamingProcessor-CosmosDB-Test1/StreamingProcessor-CosmosDB/CosmosDBClient.cs", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "using System;\nusing System.Collections.Generic;\nusing System.Linq;\nusing System.Text;\nusing System.Threading.Tasks;\nusing Microsoft.Azure.Documents;\nusing Microsoft.Azure.Documents.Client;\nusing System.Threading;\n\nnamespace StreamingProcessor\n{\n public class CosmosDBClient\n {\n private static CosmosDBClient _instance = null;\n static SemaphoreSlim semaphoreSlim = new SemaphoreSlim(1, 1);\n\n private readonly DocumentClient _client = null;\n private readonly Uri _collectionLink = null;\n\n private CosmosDBClient(DocumentClient client, Uri collectionLink)\n {\n _client = client;\n _collectionLink = collectionLink;\n }\n\n private static async Task<CosmosDBClient> CreateInstance()\n {\n string connectionString = Environment.GetEnvironmentVariable(\"CosmosDBConnectionString\");\n string[] parts = connectionString.Split(';');\n string endpoint = parts[0].Replace(\"AccountEndpoint=\", \"\");\n string accountKey = parts[1].Replace(\"AccountKey=\", \"\");\n\n var serviceEndpoint = new Uri(endpoint);\n var authKey = accountKey;\n\n var client = new DocumentClient(serviceEndpoint, authKey,\n new ConnectionPolicy\n {\n ConnectionMode = ConnectionMode.Direct,\n ConnectionProtocol = Protocol.Tcp\n });\n\n var database = new Database { Id = Environment.GetEnvironmentVariable(\"CosmosDBDatabaseName\") };\n var databaseItem = await client.CreateDatabaseIfNotExistsAsync(database);\n var databaseLink = UriFactory.CreateDatabaseUri(database.Id);\n\n var collection = new DocumentCollection { Id = Environment.GetEnvironmentVariable(\"CosmosDBCollectionName\") };\n var collectionItem = await client.CreateDocumentCollectionIfNotExistsAsync(databaseLink, collection);\n var collectionLink = UriFactory.CreateDocumentCollectionUri(database.Id, collection.Id);\n\n return new CosmosDBClient(client, collectionLink);\n }\n\n public static async Task<CosmosDBClient> GetClient()\n {\n await semaphoreSlim.WaitAsync();\n try\n {\n return _instance ?? (_instance = await CreateInstance());\n } finally\n {\n semaphoreSlim.Release();\n }\n }\n\n public async Task<ResourceResponse<Document>> CreateDocumentAsync(object payload)\n {\n return await _client.UpsertDocumentAsync(_collectionLink, payload);\n }\n }\n}\n" }, { "alpha_fraction": 0.5923141241073608, "alphanum_fraction": 0.5939849615097046, "avg_line_length": 40.27586364746094, "blob_id": "fafead2c3575aec630b7b0fa0b9ac32ce2938d24", "content_id": "b68314cce11f5296b38b374c96c319d89bbaaa64", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 3591, "license_type": "permissive", "max_line_length": 169, "num_lines": 87, "path": "/eventhubs-functions-azuresql/StreamingProcessor-AzureSQL-Test0/StreamingProcessor-AzureSQL/Test0.cs", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "using Microsoft.Azure.WebJobs;\nusing Microsoft.Azure.WebJobs.Host;\nusing System;\nusing System.Data;\nusing System.Diagnostics;\nusing System.Threading.Tasks;\nusing System.Text;\nusing System.Collections.Generic;\nusing Microsoft.Data.SqlClient;\nusing Microsoft.Extensions.Logging;\nusing Microsoft.Azure.EventHubs;\nusing Newtonsoft.Json;\nusing Newtonsoft.Json.Linq;\nusing Dapper;\nusing Microsoft.Azure.EventHubs.Processor;\n\nnamespace StreamingProcessor\n{\n public static class Test0\n {\n [FunctionName(\"Test0\")]\n public static async Task RunAsync(\n [EventHubTrigger(\"%EventHubName%\", Connection = \"EventHubsConnectionString\", ConsumerGroup = \"%ConsumerGroup%\")] EventData[] eventHubData, \n PartitionContext partitionContext, \n ILogger log)\n {\n var procedureName = Environment.GetEnvironmentVariable(\"AzureSQLProcedureName\");\n var payloadName = \"payloadType\" + (procedureName.EndsWith(\"_mo\") ? \"_mo\" : \"\");\n\n var payload = new DataTable(payloadName);\n payload.Columns.Add(\"EventId\", typeof(string));\n payload.Columns.Add(\"ComplexData\", typeof(string));\n payload.Columns.Add(\"Value\", typeof(decimal));\n payload.Columns.Add(\"DeviceId\", typeof(string));\n payload.Columns.Add(\"DeviceSequenceNumber\", typeof(long));\n payload.Columns.Add(\"Type\", typeof(string));\n payload.Columns.Add(\"CreatedAt\", typeof(string));\n payload.Columns.Add(\"EnqueuedAt\", typeof(DateTime));\n payload.Columns.Add(\"ProcessedAt\", typeof(DateTime));\n payload.Columns.Add(\"PartitionId\", typeof(int));\n\n Stopwatch sw = new Stopwatch();\n sw.Start(); \n\n foreach (var data in eventHubData)\n {\n string message = Encoding.UTF8.GetString(data.Body.Array); \n var json = JsonConvert.DeserializeObject<JObject>(message, new JsonSerializerSettings() { DateParseHandling = DateParseHandling.None } ); \n\n payload.Rows.Add(\n json[\"eventId\"].ToString(),\n JsonConvert.SerializeObject(JObject.Parse(json[\"complexData\"].ToString()), Formatting.None),\n decimal.Parse(json[\"value\"].ToString()),\n json[\"deviceId\"].ToString(),\n json[\"deviceSequenceNumber\"],\n json[\"type\"].ToString(),\n json[\"createdAt\"].ToString(),\n data.SystemProperties.EnqueuedTimeUtc,\n DateTime.UtcNow,\n partitionContext.RuntimeInformation.PartitionId\n );\n }\n\n try\n {\n var conn = new SqlConnection(Environment.GetEnvironmentVariable(\"AzureSQLConnectionString\"));\n await conn.ExecuteAsync(procedureName, new { @payload = payload.AsTableValuedParameter() }, commandType: CommandType.StoredProcedure);\n }\n catch (Exception ex)\n {\n // Retry and/or manage failure, for simplicity just logging the error now\n log.LogError($\"{ex} - {ex.Message}\");\n }\n\n sw.Stop();\n\n string logMessage = $\"[Test0] T:{eventHubData.Length} doc - E:{sw.ElapsedMilliseconds} msec\";\n if (eventHubData.Length > 0)\n {\n logMessage += $\" - AVG:{(sw.ElapsedMilliseconds / eventHubData.Length):N3} msec\";\n }\n\n log.LogInformation(logMessage);\n }\n }\n\n}\n" }, { "alpha_fraction": 0.7085106372833252, "alphanum_fraction": 0.7554827928543091, "avg_line_length": 40.84931564331055, "blob_id": "45ebf4cb12f627c8e7ddcc332aff51c9aa7bdf45", "content_id": "76b426cd0915f9ae2e7b6c1c1a62eb0933347d95", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 6110, "license_type": "permissive", "max_line_length": 487, "num_lines": 146, "path": "/eventhubs-timeseriesinsights/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - json\n - sql\n - scala\nproducts:\n - azure\n - azure-container-instances\n - azure-time-series-insights\n - azure-event-hubs\nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Azure Event Hubs and Azure Time Series Insights\n\nThis sample uses Azure Time Series Insights as database to store JSON data.\nTime Series Insights ingests event data from Event Hubs and makes it available\nfor online querying and exploration. In addition, it stores the data in Parquet\nformat on Azure Storage, where it is available for analytics.\n\nThe provided scripts will create an end-to-end solution complete with load test client.\n\n## Running the Scripts\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nThe following tools are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [jq](https://stedolan.github.io/jq/download/)\n - Install: `sudo apt install jq`\n\n## Setup Solution\n\nMake sure you are logged into your Azure account:\n\n az login\n\nand also make sure you have the subscription you want to use selected\n\n az account list\n\nif you want to select a specific subscription use the following command\n\n az account set --subscription <subscription_name>\n\nonce you have selected the subscription you want to use just execute the following command\n\n ./create-solution.sh -d <solution_name>\n\nthen `solution_name` value will be used to create a resource group that will contain all resources created by the script. It will also be used as a prefix for all resource create so, in order to help to avoid name duplicates that will break the script, you may want to generate a name using a unique prefix. **Please also use only lowercase letters and numbers only**, since the `solution_name` is also used to create a storage account, which has several constraints on characters usage:\n\n[Storage Naming Conventions and Limits](https://docs.microsoft.com/en-us/azure/architecture/best-practices/naming-conventions#storage)\n\nto have an overview of all the supported arguments just run\n\n ./create-solution.sh\n\n**Note**\nTo make sure that name collisions will be unlikely, you should use a random string to give name to your solution. The following script will generated a 7 random lowercase letter name for you:\n\n ./_common/generate-solution-name.sh\n\n## Created resources\n\nThe script will create the following resources:\n\n- **Azure Container Instances** to host Spark Load Test Clients: by default one client will be created, generating a load of 1000 events/second\n- **Event Hubs** Namespace, Hub and Consumer Group: to ingest data incoming from test clients\n- **Azure Time Series Insights**: to process data incoming from Event Hubs as a stream, and store and serve processed data. Environment and dat a source will be created\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 57.739726013343247,\n \"moreData1\": 52.230732688620829,\n \"moreData2\": 57.497518587807189,\n \"moreData3\": 81.32211656749469,\n \"moreData4\": 54.412361539409427,\n \"moreData5\": 75.36416309399911,\n \"moreData6\": 71.53407865773488,\n \"moreData7\": 45.34076957651598,\n \"moreData8\": 51.3068118685458,\n \"moreData9\": 44.44672606436184,\n [...]\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\n## Duplicate event handling\n\nTime Series Insights does not perform event deduplication. In order to illustrate the effect of this, the event simulator is configured to randomly duplicate a small fraction of the messages (0.1% on average). Those duplicate events will be present in Time Series Insights.\n\n## Solution customization\n\nIf you want to change some setting of the solution, like number of load test clients or Event Hubs settings, you can do it right in the `create-solution.sh` script, by changing any of these values:\n\n export EVENTHUB_PARTITIONS=2\n export EVENTHUB_CAPACITY=2\n export SIMULATOR_INSTANCES=1 \n\nThe above settings have been chosen to sustain a 1,000 msg/s stream. The script also contains settings for 5,000 msg/s and 8,000 msg/s.\n\nFor high throughput scenarios, it might be more cost-effective to use Azure Data Explorer to store the raw events, and/or [pre-process](https://docs.microsoft.com/en-us/azure/time-series-insights/time-series-insights-update-use-cases) the event stream using Stream Analytics.\n\n## Monitor performance\n\nPerformance will be monitored and displayed on the console for 30 minutes. More specifically Inputs and Outputs performance of Event Hub will be monitored. If everything is working correctly, the number of reported `IncomingMessages` and `OutgoingMessages` should be roughly the same. (Give couple of minutes for ramp-up)\n\n![Console Performance Report](../_doc/_images/console-performance-monitor.png)\n\n## Azure Time Series Insights\n\nTime Series Insights (TSI) is configured to ingest data from Event Hubs. TSI automatically parses the JSON fields into Parquet columns.\n\n## Browse Data\n\nData is available in the created Azure Time Series Insights environment. You can browse it from the portal.\n\n![Time Series Insights browser](../_doc/_images/time-series-insights.png)\n\n## Clean up\n\nTo remove all the created resource, you can just delete the related resource group\n\n```bash\naz group delete -n <resource-group-name>\n```\n" }, { "alpha_fraction": 0.6251748204231262, "alphanum_fraction": 0.6323426365852356, "avg_line_length": 28.035533905029297, "blob_id": "52da17387b39be0641327b6a7bc389f40dfeb423", "content_id": "1d536d31f45917fd97351f513d0dd0e9877fb281", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 5720, "license_type": "permissive", "max_line_length": 186, "num_lines": 197, "path": "/iothub-digitaltwins-timeseriesinsights/create-solution.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\non_error() {\n set +e\n echo \"There was an error, execution halted\" >&2\n echo \"Error at line $1\"\n exit 1\n}\n\ntrap 'on_error $LINENO' ERR\n\nexport PREFIX=''\nexport LOCATION=\"eastus\"\nexport TESTTYPE=\"50\"\nexport STEPS=\"IDTM\"\nexport ADT_EVENT_TYPE=\"property\"\n\nusage() { \n echo \"Usage: $0 -d <deployment-name> [-s <steps>] [-t <test-type>] [-e ADT_EVENT_TYPE] [-l <location>]\"\n echo \"-s: specify which steps should be executed. Default=$STEPS\"\n echo \" Possible values:\"\n echo \" I=INFRASTRUCTURE\"\n echo \" D=DATA\"\n echo \" T=TEST clients\"\n echo \" M=METRICS reporting\"\n echo \" V=VERIFY deployment\"\n echo \"-t: test 50,100 msgs/sec. Default=$TESTTYPE\"\n echo \"-e: Send property or telemetry events. Default=$ADT_EVENT_TYPE\"\n echo \"-l: where to create the resources. Default=$LOCATION\"\n exit 1; \n}\n\n# Initialize parameters specified from command line\nwhile getopts \":d:s:t:l:e:\" arg; do\n case \"${arg}\" in\n d)\n PREFIX=${OPTARG}\n ;;\n s)\n STEPS=${OPTARG}\n ;;\n t)\n TESTTYPE=${OPTARG}\n ;;\n l)\n LOCATION=${OPTARG}\n ;;\n e)\n ADT_EVENT_TYPE=${OPTARG}\n ;;\n esac\ndone\nshift $((OPTIND-1))\n\nif [[ -z \"$PREFIX\" ]]; then\n echo \"Enter a name for this deployment.\"\n usage\nfi\n\n\n# 50 messages/sec\nif [ \"$TESTTYPE\" == \"50\" ]; then\n export TF_VAR_iothub_sku=\"S1\"\n export TF_VAR_iothub_capacity=1\n export TF_VAR_function_sku=EP2\n export TF_VAR_function_workers=1\n export EVENTS_PER_SECOND=50\n export SIMULATOR_INSTANCES=1\nfi\n\n# 100 messages/sec\nif [ \"$TESTTYPE\" == \"100\" ]; then\n export TF_VAR_iothub_sku=\"S2\"\n export TF_VAR_iothub_capacity=3\n export TF_VAR_function_sku=EP2\n export TF_VAR_function_workers=1\n export EVENTS_PER_SECOND=100\n export SIMULATOR_INSTANCES=1\nfi\n\n# last checks and variables setup\nif [ -z ${SIMULATOR_INSTANCES+x} ]; then\n usage\nfi\n\nexport RESOURCE_GROUP=$PREFIX\n\n# remove log.txt if exists\nrm -f log.txt\n\necho \"Checking pre-requisites...\"\n\nsource ../assert/has-local-az.sh\nsource ../assert/has-local-jq.sh\nsource ../assert/has-local-dotnet.sh\nsource ../assert/has-local-terraform.sh\n\ndeclare ADT_EVENT_TYPE_DIR=\"\"\ncase $ADT_EVENT_TYPE in\n property)\n ADT_EVENT_TYPE_DIR=\"property-updates\"\n ;;\n telemetry)\n ADT_EVENT_TYPE_DIR=\"telemetry-events\"\n ;;\n *)\n echo \"'-e' param must be set to 'property' or 'telemetry'\" \n usage\n ;;\nesac\n\necho\necho \"Streaming at Scale with Azure Digital Twins and Azure Time Series Insights\"\necho \"==========================================================================\"\necho\n\necho \"Steps to be executed: $STEPS\"\necho\n\necho \"Configuration: \"\necho \". Resource Group => $RESOURCE_GROUP\"\necho \". Region => $LOCATION\"\necho \". IoT Hub => SKU: $TF_VAR_iothub_sku, Capacity: $TF_VAR_iothub_capacity\"\necho \". Function => SKU: $TF_VAR_function_sku, Workers: $TF_VAR_function_workers\"\necho \". TS Insights => PAYG\"\necho \". ADT event type => $ADT_EVENT_TYPE_DIR\"\necho \". Simulators => $SIMULATOR_INSTANCES\"\necho\n\necho \"Deployment started...\"\necho\n\nTERRAFORM=\"terraform\"\nTERRAFORM=\"terraform -chdir=$ADT_EVENT_TYPE_DIR\"\n\necho \"***** [I] Deploying INFRASTRUCTURE\"\n\n RUN=`echo $STEPS | grep I -o || true`\n if [ ! -z \"$RUN\" ]; then\n $TERRAFORM init\n $TERRAFORM plan -var appname=$RESOURCE_GROUP -var resource_group=$RESOURCE_GROUP -var location=$LOCATION -out tfplan\n $TERRAFORM apply tfplan\n fi\necho\n\necho \"***** [D] Setting up DATA\"\n\n RUN=`echo $STEPS | grep D -o || true`\n if [ ! -z \"$RUN\" ]; then\n IOTHUB_NAME=$($TERRAFORM output -raw iothub_name)\n digital_twins_service_url=$($TERRAFORM output -raw digital_twins_service_url)\n time_series_insights_data_access_fqdn=$($TERRAFORM output -raw time_series_insights_data_access_fqdn)\n\n source ../components/azure-iot-hub/provision-iot-hub-devices.sh\n dotnet run -p src/PopulateDigitalTwinsModel \"$digital_twins_service_url\" \"models/digital_twin_types.json\"\n dotnet run -p src/PopulateTimeSeriesInsightsModel \"$time_series_insights_data_access_fqdn\" \"models/time_series_insights_types.json\" \"models/time_series_insights_hierarchies.json\"\n fi\necho\n\necho \"***** [T] Starting up TEST clients\"\n\n RUN=`echo $STEPS | grep T -o || true`\n if [ ! -z \"$RUN\" ]; then\n export SIMULATOR_CONNECTION_SETTING=IotHubConnectionString=\"$($TERRAFORM output -raw iothub_telemetry_send_primary_connection_string)\"\n source ../simulator/run-simulator.sh\n fi\necho\n\necho \"***** [M] Starting METRICS reporting\"\n\n RUN=`echo $STEPS | grep M -o || true`\n if [ ! -z \"$RUN\" ]; then\n export IOTHUB_RESOURCES=$($TERRAFORM output -raw iothub_resource_id)\n export EVENTHUB_NAMESPACES=$($TERRAFORM output -raw eventhub_namespace_names)\n source ../components/azure-event-hubs/report-throughput.sh\n fi\necho\n\necho \"***** [V] Starting deployment VERIFICATION\"\n\n export ADB_WORKSPACE=\"dbw-$PREFIX\" \n export ADB_TOKEN_KEYVAULT=\"kvd$PREFIX\" #NB AKV names are limited to 24 characters\n export ALLOW_DUPLICATES=1\n export TSI_ENVIRONMENT=$($TERRAFORM output -raw time_series_insights_name)\n export AZURE_STORAGE_ACCOUNT=$($TERRAFORM output -raw time_series_insights_storage_account_name)\n\n RUN=`echo $STEPS | grep V -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-databricks/create-databricks.sh\n source ../streaming/databricks/runners/verify-timeseriesinsights.sh\n fi\necho\n\necho \"***** Done\"\n" }, { "alpha_fraction": 0.7476340532302856, "alphanum_fraction": 0.7561964988708496, "avg_line_length": 54.474998474121094, "blob_id": "e35d432950c5b2175fd46790082ed332d414526c", "content_id": "09b103e8d1916d48266af2ceadf9f08eae2141e6", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 2219, "license_type": "permissive", "max_line_length": 178, "num_lines": 40, "path": "/streaming/databricks/runners/kafka-to-cosmosdb.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho \"retrieving storage account key\"\nAZURE_STORAGE_KEY=$(az storage account keys list -g $RESOURCE_GROUP -n $AZURE_STORAGE_ACCOUNT -o tsv --query \"[0].value\")\n\necho \"getting cosmosdb master key\"\nCOSMOSDB_MASTER_KEY=$(az cosmosdb keys list -g $RESOURCE_GROUP -n $COSMOSDB_SERVER_NAME --query \"primaryMasterKey\" -o tsv)\n\necho 'writing Databricks secrets'\ndatabricks secrets put --scope \"MAIN\" --key \"kafka-sasl-jaas-config\" --string-value \"$KAFKA_SASL_JAAS_CONFIG_DATABRICKS\"\ndatabricks secrets put --scope \"MAIN\" --key \"cosmosdb-write-master-key\" --string-value \"$COSMOSDB_MASTER_KEY\"\n\ncheckpoints_dir=dbfs:/streaming_at_scale/checkpoints/kafka-to-cosmosdb\necho \"Deleting checkpoints directory $checkpoints_dir\"\ndatabricks fs rm -r \"$checkpoints_dir\"\n\necho 'importing Spark library'\n# Cosmos DB must be imported as Uber JAR and not resolved through maven coordinates,\n# see https://kb.databricks.com/data-sources/cosmosdb-connector-lib-conf.html\ncosmosdb_spark_jar_version=1.5.0\ncosmosdb_spark_jar=azure-cosmosdb-spark_2.4.0_2.11-$cosmosdb_spark_jar_version-uber.jar\njar_tempfile=$(mktemp)\ncurl -fsL -o \"$jar_tempfile\" \"https://search.maven.org/remotecontent?filepath=com/microsoft/azure/azure-cosmosdb-spark_2.4.0_2.11/$cosmosdb_spark_jar_version/$cosmosdb_spark_jar\"\ndatabricks fs cp --overwrite \"$jar_tempfile\" \"dbfs:/mnt/streaming-at-scale/$cosmosdb_spark_jar\"\nrm $jar_tempfile\n\nsource ../streaming/databricks/job/run-databricks-job.sh kafka-to-cosmosdb false \"$(cat <<JQ\n .libraries += [{\"jar\": \"dbfs:/mnt/streaming-at-scale/$cosmosdb_spark_jar\"}]\n | .notebook_task.base_parameters.\"kafka-servers\" = \"$KAFKA_BROKERS\"\n | .notebook_task.base_parameters.\"kafka-sasl-mechanism\" = \"$KAFKA_SASL_MECHANISM\"\n | .notebook_task.base_parameters.\"kafka-security-protocol\" = \"$KAFKA_SECURITY_PROTOCOL\"\n | .notebook_task.base_parameters.\"kafka-topics\" = \"$KAFKA_TOPIC\"\n | .notebook_task.base_parameters.\"cosmosdb-endpoint\" = \"https://$COSMOSDB_SERVER_NAME.documents.azure.com:443\"\n | .notebook_task.base_parameters.\"cosmosdb-database\" = \"$COSMOSDB_DATABASE_NAME\"\n | .notebook_task.base_parameters.\"cosmosdb-collection\" = \"$COSMOSDB_COLLECTION_NAME\"\nJQ\n)\"\n" }, { "alpha_fraction": 0.6998050808906555, "alphanum_fraction": 0.7017543911933899, "avg_line_length": 33.20000076293945, "blob_id": "78dba802bcaca140d2fc98580b251614bd06d079", "content_id": "eb116a69b89192aa9e08bacb20e5b6e0dacafa6b", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 513, "license_type": "permissive", "max_line_length": 151, "num_lines": 15, "path": "/components/azure-monitor/create-log-analytics.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\nif ! az resource show -g $RESOURCE_GROUP -n $LOG_ANALYTICS_WORKSPACE --resource-type Microsoft.OperationalInsights/workspaces -o none 2>/dev/null; then\n echo 'creating Log Analytics workspace'\n echo \". name: $LOG_ANALYTICS_WORKSPACE\"\n az deployment group create \\\n --resource-group $RESOURCE_GROUP \\\n --template-file \"../components/azure-monitor/template.json\" \\\n --parameters \\\n workspaceName=$LOG_ANALYTICS_WORKSPACE \\\n --verbose \\\n -o tsv >> log.txt\nfi\n" }, { "alpha_fraction": 0.7982195615768433, "alphanum_fraction": 0.7982195615768433, "avg_line_length": 29.636363983154297, "blob_id": "28e8ece75eb4c7852109183299c2bbeaba15870c", "content_id": "a28f618b4646085fbdefa00e4a1666412cf7bca9", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 337, "license_type": "permissive", "max_line_length": 67, "num_lines": 11, "path": "/components/azure-hdinsight/get-hdinsight-kafka-brokers-in-listen.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nsource ../components/azure-hdinsight/get-hdinsight-kafka-brokers.sh\n\nKAFKA_IN_LISTEN_BROKERS=$KAFKA_BROKERS\nKAFKA_IN_LISTEN_SASL_MECHANISM=$KAFKA_SASL_MECHANISM\nKAFKA_IN_LISTEN_SECURITY_PROTOCOL=$KAFKA_SECURITY_PROTOCOL\nKAFKA_IN_LISTEN_JAAS_CONFIG=$KAFKA_SASL_JAAS_CONFIG\n" }, { "alpha_fraction": 0.7432550191879272, "alphanum_fraction": 0.7432550191879272, "avg_line_length": 37.266666412353516, "blob_id": "4325538598b69894c1af184e5d8b0b299eddbe5f", "content_id": "7d4303f41004481170c6c4ed08d08211d224a2c4", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1149, "license_type": "permissive", "max_line_length": 164, "num_lines": 30, "path": "/eventhubs-streamanalytics-cosmosdb/create-stream-analytics.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\necho 'getting EH shared access key'\nEVENTHUB_KEY=`az eventhubs namespace authorization-rule keys list -g $RESOURCE_GROUP --namespace-name $EVENTHUB_NAMESPACE --name Listen --query \"primaryKey\" -o tsv`\n\necho \"getting cosmosdb master key\"\nCOSMOSDB_MASTER_KEY=`az cosmosdb keys list -g $RESOURCE_GROUP -n $COSMOSDB_SERVER_NAME --query \"primaryMasterKey\" -o tsv`\n\necho 'creating stream analytics job'\necho \". name: $PROC_JOB_NAME\"\naz deployment group create \\\n --name $PROC_JOB_NAME \\\n --resource-group $RESOURCE_GROUP \\\n --template-file \"stream-analytics-job-arm-template.json\" \\\n --parameters \\\n streamingJobName=$PROC_JOB_NAME \\\n eventHubNamespace=$EVENTHUB_NAMESPACE \\\n eventHubKey=$EVENTHUB_KEY \\\n eventHubName=$EVENTHUB_NAME \\\n eventHubConsumerGroupName=$EVENTHUB_CG \\\n streamingUnits=$PROC_STREAMING_UNITS \\\n cosmosdbAccountId=$COSMOSDB_SERVER_NAME \\\n cosmosdbAccountKey=$COSMOSDB_MASTER_KEY \\\n cosmosdbDatabase=$COSMOSDB_DATABASE_NAME \\\n cosmosdbCollectionName=$COSMOSDB_COLLECTION_NAME \\\n cosmosdbPartitionKey=deviceId \\\n cosmosdbDocumentId=eventId \\\n -o tsv >> log.txt\n\n" }, { "alpha_fraction": 0.7379261255264282, "alphanum_fraction": 0.7471590638160706, "avg_line_length": 49.28571319580078, "blob_id": "c0eb1428f249641290bc5d9d951c81d9a01b8823", "content_id": "e63e40dc3d6be70aea90d98f2da8d14067f05027", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1408, "license_type": "permissive", "max_line_length": 140, "num_lines": 28, "path": "/streaming/databricks/runners/eventhubs-to-delta.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'getting shared access key'\nsource ../components/azure-event-hubs/get-eventhubs-connection-string.sh \"$EVENTHUB_NAMESPACE\" \"Listen\"\n\necho \"getting Data Lake Storage Gen2 key\"\nSTORAGE_GEN2_KEY=$(az storage account keys list -n $AZURE_STORAGE_ACCOUNT_GEN2 -g $RESOURCE_GROUP --query '[?keyName==`key1`].value' -o tsv)\n\necho 'writing Databricks secrets'\ndatabricks secrets put --scope \"MAIN\" --key \"event-hubs-read-connection-string\" --string-value \"$EVENTHUB_CS;EntityPath=$EVENTHUB_NAME\"\ndatabricks secrets put --scope \"MAIN\" --key \"storage-account-key\" --string-value \"$STORAGE_GEN2_KEY\"\n\ndelta_table=\"events_$PREFIX\"\ncheckpoints_dir=dbfs:/streaming_at_scale/checkpoints/eventhubs-to-delta/\"$delta_table\"\necho \"Deleting checkpoints directory $checkpoints_dir\"\ndatabricks fs rm -r \"$checkpoints_dir\"\n\nsource ../streaming/databricks/job/run-databricks-job.sh eventhubs-to-delta false \"$(cat <<JQ\n .libraries += [ { \"maven\": { \"coordinates\": \"com.microsoft.azure:azure-eventhubs-spark_2.11:2.3.13\" } } ]\n | .notebook_task.base_parameters.\"eventhub-consumergroup\" = \"$EVENTHUB_CG\"\n | .notebook_task.base_parameters.\"eventhub-maxEventsPerTrigger\" = \"$DATABRICKS_MAXEVENTSPERTRIGGER\"\n | .notebook_task.base_parameters.\"storage-account\" = \"$AZURE_STORAGE_ACCOUNT_GEN2\"\n | .notebook_task.base_parameters.\"delta-table\" = \"$delta_table\"\nJQ\n)\"\n" }, { "alpha_fraction": 0.6643598675727844, "alphanum_fraction": 0.6678200960159302, "avg_line_length": 23.08333396911621, "blob_id": "8dacc29950d3ec4f12d713ee532717f8a85a7f35", "content_id": "0851653449befb057fa0e88a24b318ab6cf4c568", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 289, "license_type": "permissive", "max_line_length": 58, "num_lines": 12, "path": "/assert/has-local-dotnet.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nHAS_DOTNET=$(command -v dotnet || true)\nif [ -z \"$HAS_DOTNET\" ]; then\n echo \"dotnet SDK not found\"\n echo \"please install it as it is needed by the script\"\n echo \"https://dotnet.microsoft.com/download\"\n exit 1\nfi\n" }, { "alpha_fraction": 0.6622264385223389, "alphanum_fraction": 0.6726926565170288, "avg_line_length": 34.03333282470703, "blob_id": "a88973584d3d899aa134601fc044e7002e469c88", "content_id": "96f71ce9e950471e75f44a400cf20b74d11b9075", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1051, "license_type": "permissive", "max_line_length": 106, "num_lines": 30, "path": "/assert/has-local-az.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nHAS_AZ=$(command -v az || true)\nif [ -z \"$HAS_AZ\" ]; then\n echo \"AZ CLI not found\"\n echo \"please install it as described here:\"\n echo \"https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest\"\n exit 1\nfi\n\nfunction version_gt() { test \"$(printf '%s\\n' \"$@\" | sort -V | head -n 1)\" != \"$1\"; }\n\nREQUIRED_AZ_VERSION=2.0.72\nAZ_VERSION=$(az --version |grep ^azure-cli |head -1 |awk '{print $2}')\n\nif version_gt \"$REQUIRED_AZ_VERSION\" \"$AZ_VERSION\" ; then\n echo \"Your AZ CLI version ($AZ_VERSION) is too low, please upgrade to version >= $REQUIRED_AZ_VERSION\"\n echo \"https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest#update\"\n exit 1\nfi\n\nAZ_SUBSCRIPTION_NAME=$(az account show --query name -o tsv || true)\nif [ -z \"$AZ_SUBSCRIPTION_NAME\" ]; then\n #az account show already shows error message \"Please run 'az login' to setup account.\"\n exit 1\nfi\necho \"Using Azure subscription: $AZ_SUBSCRIPTION_NAME\"\n" }, { "alpha_fraction": 0.7233531475067139, "alphanum_fraction": 0.7589519023895264, "avg_line_length": 45.95588302612305, "blob_id": "c4c4daca6152e198473860aa7c77968a65bf8523", "content_id": "76276fedb85057d32b417bfa646c1371bf016694", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 9579, "license_type": "permissive", "max_line_length": 487, "num_lines": 204, "path": "/storage-databricks-delta/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - csharp\n - json\n - sql\n - scala\nproducts:\n - azure\n - azure-container-instances\n - azure-databricks\n - azure-event-hubs\n - azure-functions \n - azure-storage\nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Azure Storage, Databricks and Delta Lake\n\nThis sample uses Azure Databricks to ingest data from Azure Storage blobs and store data into [Delta Lake](https://docs.azuredatabricks.net/delta/index.html) storage.\n\nTo generate simulated ingestion data, the sample deploys data simulator Container Instances, another Event Hubs instance to receive the data from the simulator and an Azure Function that receives events in batch from the ingestion Event Hub and writes it in blobs to be processed by Databricks.\n\nThe provided scripts will deploy an end-to-end solution complete with load test client.\n\n## Running the Scripts\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nThe following tools/languages are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [jq](https://stedolan.github.io/jq/download/)\n - Install: `sudo apt install jq`\n- [Zip](https://askubuntu.com/questions/660846/how-to-zip-and-unzip-a-directory-and-its-files-in-linux)\n - Install : `sudo apt install zip`\n- [Dotnet Core](https://dotnet.microsoft.com/download/linux-package-manager/ubuntu18-04/sdk-current)\n- [python]\n - Install: `sudo apt install python python-pip`\n- [databricks-cli](https://docs.azuredatabricks.net/user-guide/dev-tools/databricks-cli.html#install-the-cli)\n - Install: `pip install --upgrade databricks-cli`\n\n## Setup Solution\n\nMake sure you are logged into your Azure account:\n\n az login\n\nand also make sure you have the subscription you want to use selected\n\n az account list\n\nif you want to select a specific subscription use the following command\n\n az account set --subscription <subscription_name>\n\nonce you have selected the subscription you want to use just execute the following command\n\n ./create-solution.sh -d <solution_name>\n\nthen `solution_name` value will be used to create a resource group that will contain all resources created by the script. It will also be used as a prefix for all resource create so, in order to help to avoid name duplicates that will break the script, you may want to generate a name using a unique prefix. **Please also use only lowercase letters and numbers only**, since the `solution_name` is also used to create a storage account, which has several constraints on characters usage:\n\n[Storage Naming Conventions and Limits](https://docs.microsoft.com/en-us/azure/architecture/best-practices/naming-conventions#storage)\n\nto have an overview of all the supported arguments just run\n\n ./create-solution.sh\n\n**Note**\nTo make sure that name collisions will be unlikely, you should use a random string to give name to your solution. The following script will generated a 7 random lowercase letter name for you:\n\n ./_common/generate-solution-name.sh\n\n## Created resources\n\nThe script will create the following resources:\n\n- **Azure Container Instances** to host Spark Load Test Clients: by default one client will be created, generating a load of 1000 events/second\n- **Event Hubs** Namespace, Hub and Consumer Group: to ingest data incoming from test clients\n- **Azure Function**: to process data incoming from Event Hubs as a stream, and write it to Azure Storage\n- **Application Insights**: to monitor Azure Function performances\n- **Azure Storage** (Data Lake Storage Gen2): to store event data as blobs\n- **Azure Databricks**: to process data incoming from Azure Storage as a stream, and store it using Delta Lake. An Azure databricks Workspace and Job will be created, and the job will be run for 30 minutes on a transient cluster.\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 57.739726013343247,\n \"moreData1\": 52.230732688620829,\n \"moreData2\": 57.497518587807189,\n \"moreData3\": 81.32211656749469,\n \"moreData4\": 54.412361539409427,\n \"moreData5\": 75.36416309399911,\n \"moreData6\": 71.53407865773488,\n \"moreData7\": 45.34076957651598,\n \"moreData8\": 51.3068118685458,\n \"moreData9\": 44.44672606436184,\n [...]\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\n## Duplicate event handling\n\nThe solution currently does not perform event deduplication. In order to illustrate the effect of this, the event simulator is configured to randomly duplicate a small fraction of the messages (0.1% on average). Those duplicate events will be present in Delta.\n\n## Solution customization\n\nIf you want to change some setting of the solution, like number of load test clients, Databricks workers and so on, you can do it right in the `create-solution.sh` script, by changing any of these values:\n\n export EVENTHUB_PARTITIONS=2\n export EVENTHUB_CAPACITY=2\n export PROC_FUNCTION=Storage\n export PROC_FUNCTION_SKU=EP2\n export PROC_FUNCTION_WORKERS=2\n export SIMULATOR_INSTANCES=1\n export DATABRICKS_NODETYPE=Standard_DS3_v2\n export DATABRICKS_WORKERS=2\n\nThe above settings have been chosen to sustain a 1,000 msg/s stream. The script also contains settings for 5,000 msg/s and 10,000 msg/s.\n\nYou can also edit the storage blob data generator function `StreamingProcessor-EventHubToBlob-Storage/StreamingProcessor-EventHubToBlob/host.json`:\n\n \"eventProcessorOptions\": {\n \"maxBatchSize\": 1024,\n \"prefetchCount\": 2048\n }\n\nThe `maxBatchSize` defines how many events (around 1 kB each) are used at most to generate input blob files.\n\n## Monitor performance\n\nPerformance will be monitored and displayed on the console for 30 minutes. More specifically Inputs and Outputs performance of Event Hub will be monitored.\n\nThe test clients start sending messages before the Databricks job is active, and those messages accumulate into Event Hubs for a few minutes. Then, the Databricks job starts consuming the backlog (here starting at 08:31). After a few minutes of this ramp-up, the number of reported `IncomingMessages` and `OutgoingMessages` should be roughly the same at around 60,000 messages per minute (here starting around 08:44).\n\n![Console Performance Report](../_doc/_images/databricks-performance-monitor.png)\n\n## Azure Databricks\n\nThe solution allows you to test two modes for the [Databricks Auto Loader](https://docs.microsoft.com/en-us/azure/databricks/spark/latest/structured-streaming/auto-loader) to detect new files:\n- `notification` using a storage queue populated by Event Grid\n- `listing` using periodic listing of the input directory\n\nUse the `-b` option and set it to `notification` or `listing` to run the solution against the table you are interested in testing.\n\nThe deployed Azure Databricks workspace contains a notebook stored under `Shared/streaming_at_scale`. If you plan to modify the notebook, first copy it to another location, as it will be overwritten if you run the solution again.\n\nThe solution runs a Databricks stream processing job for 30 minutes only. To sustain a stream processing job, consult the documentation on [Structured Streaming in Production](https://docs.azuredatabricks.net/spark/latest/structured-streaming/production.html).\n\nYou can log into the workspace and view the executed job by navigating to the Jobs pane:\n\n![Databricks streaming statistics](../_doc/_images/databricks-jobs.png)\n\nAfter clicking on the job, you can navigate to the run and view the executed notebook. By expanding the output of the `writeStream` cell, you can see statistics about stream processing.\n\n![Databricks streaming statistics](../_doc/_images/databricks-stream-stats.png)\n\n## Query Data\n\nData is stored in a Delta Lake Spark table in the created Azure Databricks workspace, backed by Azure Data Lake Storage Gen2. You can query the table by logging into the Databricks workspace, creating a cluster, and creating a notebook to query the data.\nFrom a Databricks notebook, connect spark to the Azure Datalake Gen2 storage:\n\n```scala\nval gen2account = \"<created-adls2-storage-account>\"\nspark.conf.set(s\"fs.azure.account.key.$gen2account.dfs.core.windows.net\", \"<created-adls2-storage-key>\")\ndbutils.fs.ls(s\"abfss://streamingatscale@$gen2account.dfs.core.windows.net/\")\n```\n\nand the you can query the table using Spark SQL for example:\n\n```\n%sql\nSELECT * FROM delta.`abfss://streamingatscale@<created-adls2-storage-account>.dfs.core.windows.net/events` LIMIT 100\n```\n\nMore info here:\n\n[Delta Lake Quickstart - Read a Table](https://docs.azuredatabricks.net/delta/quick-start.html#read-a-table)\n\n## Clean up\n\nTo remove all the created resource, you can just delete the related resource group\n\n```bash\naz group delete -n <resource-group-name>\n```\n" }, { "alpha_fraction": 0.6282671689987183, "alphanum_fraction": 0.7047434449195862, "avg_line_length": 48.19047546386719, "blob_id": "b85c1d6da4e33447e52714259c22a10897099e10", "content_id": "7538116ad1f95518eb73fe78506944e68a80cb37", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1033, "license_type": "permissive", "max_line_length": 273, "num_lines": 21, "path": "/components/apache-drill/sample-drill-queries.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "**Sample Apache Drill queries**\n\nShow all the available registered and configured data sources:\n\n show databases;\n\nShow the content of a data source:\n\n show files from azure;\n\nExtract data from the file `dmehct1ingest/dmehct1ingest-16/2018_10_02_23_01_35_1.avro` in the `azure` data source:\n\n select t.B.`deviceId`, t.B.`type`, t.B.`value` from (select convert_from(Body, 'JSON') as B from azure.`dmehct1ingest/dmehct1ingest-16/2018_10_02_23_01_35_1.avro` limit 10) as t;\"\n\nAggregate data:\n\n select t.B.`deviceId`, t.B.`type`, AVG(t.B.`value`) as `value` from (select convert_from(Body, 'JSON') as B from azure.`dmehct1ingest/dmehct1ingest-16/2018_10_02_23_01_35_1.avro` limit 10) as t group by t.B.`deviceId`, t.B.`type`;\"\n\nAggregate and order:\n\n select t.B.`deviceId`, t.B.`type`, AVG(t.B.`value`) as `value`, COUNT(t.B.deviceId) as ctn from (select convert_from(Body, 'JSON') as B from azure.`dmehct1ingest/dmehct1ingest-16/2018_10_02_23_01_*.avro`) as t group by t.B.`deviceId`, t.B.`type` order by ctn limit 10;\"\n" }, { "alpha_fraction": 0.7207158207893372, "alphanum_fraction": 0.7326464056968689, "avg_line_length": 35.880001068115234, "blob_id": "d81cf1efd84223d2445b34b6b7b7eea325cefb2b", "content_id": "176419d63850a435b2afeb0e241b6175d69e411f", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1844, "license_type": "permissive", "max_line_length": 167, "num_lines": 50, "path": "/components/apache-flink/hdinsight/provision-hdinsight-flink-cluster.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\ncontainer=flinkscriptaction\n\necho 'creating script action storage container'\necho \". name: $container\"\n\naz storage container create --account-name $AZURE_STORAGE_ACCOUNT -n $container \\\n -o tsv >> log.txt\n\naz storage container policy create --account-name $AZURE_STORAGE_ACCOUNT -c $container \\\n -n HDInsightRead --permissions r --expiry 2100-01-01 -o none\n\necho 'uploading script action scripts'\n\naz storage blob upload-batch --account-name $AZURE_STORAGE_ACCOUNT \\\n --source hdinsight/script-actions --destination $container \\\n -o tsv >> log.txt\n\nscript_uri=$(az storage blob generate-sas --account-name $AZURE_STORAGE_ACCOUNT -c $container \\\n --policy-name HDInsightRead --full-uri -n start-flink-cluster.sh -o tsv\n)\n\necho 'running script action'\n\naz hdinsight script-action execute -g $RESOURCE_GROUP --cluster-name $HDINSIGHT_YARN_NAME \\\n --name StartFlinkCluster \\\n --script-uri \"$script_uri\" \\\n --script-parameters \"'$FLINK_VERSION' '2.12'\" \\\n --roles workernode \\\n -o tsv >> log.txt\n\ntmpfile=$(mktemp)\naz storage blob download --account-name $AZURE_STORAGE_ACCOUNT -c $HDINSIGHT_YARN_NAME -n apps/flink/flink_master.txt -f $tmpfile -o none\nflink_master=$(cat $tmpfile)\nrm $tmpfile\n\nuser=$(az hdinsight show -g $RESOURCE_GROUP -n $HDINSIGHT_YARN_NAME -o tsv --query 'properties.computeProfile.roles[0].osProfile.linuxOperatingSystemProfile.username')\nendpoint=$(az hdinsight show -g $RESOURCE_GROUP -n $HDINSIGHT_YARN_NAME -o tsv --query 'properties.connectivityEndpoints[?name==`SSH`].location')\n\necho \"\"\necho \"To open the Flink JobManager Web UI, create an SSH tunnel such as:\"\necho \" ssh -L 10000:$flink_master $user@$endpoint\"\necho \" Password: $HDINSIGHT_PASSWORD\"\necho \"Then open a local web browser pointing to:\"\necho \" http://localhost:10000\"\necho \"\"\n" }, { "alpha_fraction": 0.560615599155426, "alphanum_fraction": 0.5637562870979309, "avg_line_length": 34.377777099609375, "blob_id": "d977f498b3e79698ff90432e8b5949034bdd0f38", "content_id": "60a8ed6f57e57e3ec824d51a11e456295a7b5de8", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 3184, "license_type": "permissive", "max_line_length": 200, "num_lines": 90, "path": "/eventhubskafka-functions-cosmosdb/StreamingProcessor-CosmosDB-Test1/StreamingProcessor-CosmosDB/Test1.cs", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "using Microsoft.Azure.WebJobs;\nusing Microsoft.Azure.WebJobs.Host;\nusing System;\nusing System.Diagnostics;\nusing System.Threading.Tasks;\nusing Newtonsoft.Json.Linq;\nusing System.Text;\nusing System.Collections.Generic;\nusing Microsoft.Extensions.Logging;\nusing Microsoft.Azure.WebJobs.Extensions.Kafka;\nusing Microsoft.Azure.Documents.Client;\nusing Microsoft.Azure.Documents;\n\nnamespace StreamingProcessor\n{\n public static class Test1\n {\n public static string wwwRootFolder;\n /*\n * Cosmos DB output without using binding\n */\n [FunctionName(\"Test1\")]\n public static async Task RunAsync(\n ExecutionContext ctx, \n [KafkaTrigger(\"%KafkaBrokers%\", \"%EventHubName%\",\n ConsumerGroup = \"%ConsumerGroup%\",\n EventHubConnectionString = \"EventHubsConnectionString\", \n Protocol = BrokerProtocol.SaslSsl, \n AuthenticationMode = BrokerAuthenticationMode.Plain, \n SslCaLocation = \"D:\\\\home\\\\site\\\\wwwroot\\\\cacert.pem\", // TODO: come with a better way to specify the path in KafkaTrigger\n Username = \"$ConnectionString\", \n Password = \"EventHubsConnectionString\")] KafkaEventData<string>[] kafkaEvents, \n [CosmosDB(databaseName: \"%CosmosDBDatabaseName%\", collectionName: \"%CosmosDBCollectionName%\", ConnectionStringSetting = \"CosmosDBConnectionString\")] IAsyncCollector<JObject> cosmosMessage,\n ILogger log)\n { \n var client = await CosmosDBClient.GetClient();\n\n var tasks = new List<Task<ResourceResponse<Document>>>();\n long len = 0;\n\n Stopwatch sw = new Stopwatch();\n sw.Start();\n\n double totalRUbyBatch = 0;\n int positionInBatch = 1;\n foreach (var data in kafkaEvents)\n {\n try\n {\n string message = data.Value;\n len += message.Length;\n\n var document = JObject.Parse(message);\n document[\"id\"] = document[\"eventId\"];\n document[\"enqueuedAt\"] = data.Timestamp;\n document[\"processedAt\"] = DateTime.UtcNow;\n document[\"positionInBatch\"] = positionInBatch;\n\n tasks.Add(client.CreateDocumentAsync(document));\n\n positionInBatch += 1;\n }\n catch (Exception ex)\n {\n log.LogError($\"{ex} - {ex.Message}\");\n }\n }\n\n await Task.WhenAll(tasks);\n\n foreach (var t in tasks)\n {\n totalRUbyBatch += t.GetAwaiter().GetResult().RequestCharge;\n }\n\n sw.Stop();\n\n string logMessage = $\"[Test1] T:{len} doc - E:{sw.ElapsedMilliseconds} msec\";\n if (len > 0)\n {\n logMessage += Environment.NewLine + $\"AVG:{(sw.ElapsedMilliseconds / len):N3} msec\";\n logMessage += Environment.NewLine + $\"RU:{totalRUbyBatch}. AVG RU:{(totalRUbyBatch / len):N3}\"; \n }\n\n log.LogInformation(logMessage);\n }\n }\n\n \n}\n" }, { "alpha_fraction": 0.6705504655838013, "alphanum_fraction": 0.7512664794921875, "avg_line_length": 44.89922332763672, "blob_id": "ef7ee3951e6003baec9287ce00d42cab5bfa18cc", "content_id": "008e6cc5344027092b80b94807f7b19f19c0f17c", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 5922, "license_type": "permissive", "max_line_length": 322, "num_lines": 129, "path": "/_bootstrap/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "# Boostrap Solution\n\nThis folder and its content can be used as a starting point to create a new end-to-end streaming solution sample. Following you can find the instruction to collaborate by creating new end-to-end samples.\n\n## Create a new folder\n\nCreate a new folder, following the established naming convention:\n\n```text\n<ingestion-technology>-<stream-processor-technology>-<serving-technology>\n```\n\nfor example:\n\n```text\nkafka-databricks-cosmos\n```\n\nif you're planning to create an end-to-end solution using Kafka as the ingestion technology, the Databricks Spark to do the stream processing, and then Cosmos DB to store and serve the results of processed data.\n\nCopy the content of this `_bootstrap` folder into the folder you just created.\n\n## Script content\n\n### create-solution.sh\n\n`create-solution.sh` is the script that the end user will execute to deploy the end-to-end solution. Take a look at it and change it to make sure it references the correct file. Section that you're likely to change are delimited with `BEGIN` and `END` comments.\n\nThe file does the following things:\n\n* gets and validates the argument\n* make sure required software are available\n* exports the variables used in called scripts\n* set correct values for 1, 5 and 10 msgs/sec test\n* execute the requested step by executing the related scripts \n\nCode should be self-explanatory; if not, just ask.\n\n### source ../components/azure-event-hubs/create-event-hub.sh\n\n`create-event-hub.sh`: this script creates the Event Hub used for ingestion. If you are planning to use some other technology for the ingestion phase, like Kafka, just use another component or create a new one, with a new name, that suits your need. Try to follow the same coding style to make sure samples are consistent.\n\n If you are using Event Hub, you almost surely can use this script as is, without any change.\n\n### source ../components/azure-cosmosdb/create-cosmosdb.sh\n\n`create-cosmosdb.sh`: this script creates a Cosmos DB instance for serving, again you can use another component instead, such as azure-sql.\n\n* [../components/azure-sql/create-sql.sh](../components/azure-sql/create-sql.sh)\n\nonce you have created your file, make sure you rename it so that it will be clear which technology is using.\n\n### source ../components/azure-functions/create-processing-function.sh\n### source ../components/azure-functions/configure-processing-function-eventhubs.sh\n### source ../components/azure-functions/configure-processing-function-cosmosdb.sh\n\n`create-processing-function.sh`: this script creates an Azure Function for stream processing, again you can use another component instead, such as Databricks, or provide your own script.\n\n`configure-processing-function-eventhubs.sh`: this script configures the Azure Function for input from Event Hubs, here too you can change to another variant, e.g. to input from Kafka.\n\n`configure-processing-function-cosmosdb.sh`: this script configures the Azure Function for output to Cosmos DB, here too you can change to another variant, e.g. to output to Azure SQL.\n\nYou can take a look at the following script to understand how you can create your:\n\n* [eventhubs-streamanalytics-azuresql/create-stream-analytics.sh](../eventhubs-streamanalytics-azuresql/create-stream-analytics.sh)\n\nonce you have created your file, make sure you rename it so that it will be clear which technology is using.\n\n### source ../simulator/run-generator-eventhubs.sh\n\n`run-generator-eventhubs.sh` contains the code need to setup Spark clients, using Azure Container Instances.\n\nEach client generates up to 2000 msgs/sec. Each generated message is close to 1KB and look like this:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 12.12345678901234,\n \"moreData1\": 12.12345678901234,\n \"moreData2\": 12.12345678901234,\n \"moreData3\": 12.12345678901234,\n \"moreData4\": 12.12345678901234,\n \"moreData5\": 12.12345678901234,\n \"moreData6\": 12.12345678901234,\n \"moreData7\": 12.12345678901234,\n \"moreData8\": 12.12345678901234,\n \"moreData9\": 12.12345678901234,\n \"moreData10\": 12.12345678901234,\n \"moreData11\": 12.12345678901234,\n \"moreData12\": 12.12345678901234,\n \"moreData13\": 12.12345678901234,\n \"moreData14\": 12.12345678901234,\n \"moreData15\": 12.12345678901234,\n \"moreData16\": 12.12345678901234,\n \"moreData17\": 12.12345678901234,\n \"moreData18\": 12.12345678901234,\n \"moreData19\": 12.12345678901234,\n \"moreData20\": 12.12345678901234,\n \"moreData21\": 12.12345678901234,\n \"moreData22\": 12.12345678901234\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000554\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\nand it will send data to the specified Event Hub.\n\n### source ../components/azure-event-hubs/report-throughput.sh\n\n`report-throughput.sh` queries Azure Monitor for Event Hub metrics and reports incoming and outgoing messages per minute. Ideally after a ramp-up phase those two metrics should be similar.\n\n## General Notes\n\nNothing is set in stone so if you need more than four files, just add the files you need and change the script accordingly. This has been done, for example, here:\n\n[eventhubs-functions-cosmosdb](../eventhubs-functions-cosmosdb/)\n\nIn general you can take a look at the following samples\n\n* [eventhubs-functions-cosmosdb](../eventhubs-functions-cosmosdb/)\n* [eventhubs-streamanalytics-azuresql](../eventhubs-streamanalytics-azuresql/)\n* [eventhubs-streamanalytics-cosmosdb](../eventhubs-streamanalytics-cosmosdb/)\n\nto have an idea of what you can do...which is everything needed to make sure you sample work, just try to be consistent with existing code, so that end user doesn't have the navigate through different coding style and conventions.\n\n" }, { "alpha_fraction": 0.7209797501564026, "alphanum_fraction": 0.725239634513855, "avg_line_length": 31.379310607910156, "blob_id": "f6844f064c1d865782cab15c5ac2a3782801fe1f", "content_id": "cea3ed53b4ea6cf5088eb53290af29af266b2531", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 939, "license_type": "permissive", "max_line_length": 117, "num_lines": 29, "path": "/components/azure-storage/setup-storage-event-grid.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nsubscription_name=\"streaming-at-scale\"\n\necho 'creating storage events queue and Event Grid subscription'\necho \". name: $AZURE_STORAGE_ACCOUNT_GEN2\"\necho \". queue: $STORAGE_EVENT_QUEUE\"\necho \". subscription: $subscription_name\"\n\necho 'getting storage account ID'\nstorage_account_id=$(az storage account show --name $AZURE_STORAGE_ACCOUNT_GEN2 -g $RESOURCE_GROUP --query id -o tsv)\n\naz storage queue create \\\n --name \"$STORAGE_EVENT_QUEUE\" \\\n --account-name $AZURE_STORAGE_ACCOUNT_GEN2 \\\n --only-show-errors \\\n -o tsv >>log.txt\n\nstorage_id=$(az storage account show --name $AZURE_STORAGE_ACCOUNT_GEN2 --query id -o tsv)\n\naz eventgrid event-subscription create \\\n --name \"$subscription_name\" \\\n --source-resource-id \"$storage_account_id\" \\\n --endpoint-type storagequeue \\\n --endpoint \"$storage_id/queueservices/default/queues/$STORAGE_EVENT_QUEUE\" \\\n -o tsv >>log.txt\n" }, { "alpha_fraction": 0.6464285850524902, "alphanum_fraction": 0.6499999761581421, "avg_line_length": 22.33333396911621, "blob_id": "8ef5e3938afd3512166de44bc23588a4ecdfbf61", "content_id": "8994e815098c6a16f64b7d8cb6c7d854c5d79d91", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 280, "license_type": "permissive", "max_line_length": 80, "num_lines": 12, "path": "/assert/has-local-zip.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nHAS_ZIP=$(command -v zip || true)\nif [ -z \"$HAS_ZIP\" ]; then\n echo \"zip not found\"\n echo \"please install it using your package manager, for example, on Ubuntu:\"\n echo \" sudo apt install zip\"\n exit 1\nfi\n" }, { "alpha_fraction": 0.6859956383705139, "alphanum_fraction": 0.6859956383705139, "avg_line_length": 35.52000045776367, "blob_id": "304ed9f1488ea23e8887f1917c94953dabc18648", "content_id": "b27ab779b87977ac7ec505d01ae790a415f62782", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 914, "license_type": "permissive", "max_line_length": 164, "num_lines": 25, "path": "/eventhubs-streamanalytics-azuresql/create-stream-analytics.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\necho 'getting event hubs shared access key'\nEVENTHUB_KEY=`az eventhubs namespace authorization-rule keys list -g $RESOURCE_GROUP --namespace-name $EVENTHUB_NAMESPACE --name Listen --query \"primaryKey\" -o tsv`\n\necho 'creating stream analytics job'\necho \". name: $PROC_JOB_NAME\"\naz deployment group create \\\n --name $PROC_JOB_NAME \\\n --resource-group $RESOURCE_GROUP \\\n --template-file \"stream-analytics-job-arm-template.json\" \\\n --parameters \\\n streamingJobName=$PROC_JOB_NAME \\\n eventHubNamespace=$EVENTHUB_NAMESPACE \\\n eventHubKey=$EVENTHUB_KEY \\\n eventHubName=$EVENTHUB_NAME \\\n eventHubConsumerGroupName=$EVENTHUB_CG \\\n streamingUnits=$PROC_STREAMING_UNITS \\\n azureSQLServer=$SQL_SERVER_NAME \\\n azureSQLDatabase=$SQL_DATABASE_NAME \\\n azureSQLTable=$SQL_TABLE_NAME \\\n --verbose \\\n -o tsv >> log.txt\n\n" }, { "alpha_fraction": 0.7058823704719543, "alphanum_fraction": 0.7511231899261475, "avg_line_length": 47.338382720947266, "blob_id": "7c265a8ccfcec661fd1874011e33d5e593c5c74e", "content_id": "2bedd04d5fd1b2f9494d293dc3d434fee691ebc1", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 9591, "license_type": "permissive", "max_line_length": 487, "num_lines": 198, "path": "/eventhubs-databricks-delta/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - json\n - sql\n - scala\nproducts:\n - azure\n - azure-container-instances\n - azure-databricks\n - azure-event-hubs\n - azure-storage\nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Azure Event Hubs, Databricks and Delta Lake\n\nThis sample uses Azure Databricks to process and store data into [Delta Lake](https://docs.azuredatabricks.net/delta/index.html) storage.\n\nThe provided scripts will deploy an end-to-end solution complete with load test client.\n\n## Running the Scripts\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nThe following tools/languages are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [jq](https://stedolan.github.io/jq/download/)\n - Install: `sudo apt install jq`\n- [python]\n - Install: `sudo apt install python python-pip`\n- [databricks-cli](https://docs.azuredatabricks.net/user-guide/dev-tools/databricks-cli.html#install-the-cli)\n - Install: `pip install --upgrade databricks-cli`\n\n## Setup Solution\n\nMake sure you are logged into your Azure account:\n\n az login\n\nand also make sure you have the subscription you want to use selected\n\n az account list\n\nif you want to select a specific subscription use the following command\n\n az account set --subscription <subscription_name>\n\nonce you have selected the subscription you want to use just execute the following command\n\n ./create-solution.sh -d <solution_name>\n\nthen `solution_name` value will be used to create a resource group that will contain all resources created by the script. It will also be used as a prefix for all resource create so, in order to help to avoid name duplicates that will break the script, you may want to generate a name using a unique prefix. **Please also use only lowercase letters and numbers only**, since the `solution_name` is also used to create a storage account, which has several constraints on characters usage:\n\n[Storage Naming Conventions and Limits](https://docs.microsoft.com/en-us/azure/architecture/best-practices/naming-conventions#storage)\n\nto have an overview of all the supported arguments just run\n\n ./create-solution.sh\n\n**Note**\nTo make sure that name collisions will be unlikely, you should use a random string to give name to your solution. The following script will generated a 7 random lowercase letter name for you:\n\n ./_common/generate-solution-name.sh\n\n## Created resources\n\nThe script will create the following resources:\n\n- **Azure Container Instances** to host Spark Load Test Clients: by default one client will be created, generating a load of 1000 events/second\n- **Event Hubs** Namespace, Hub and Consumer Group: to ingest data incoming from test clients\n- **Azure Databricks**: to process data incoming from Event Hubs as a stream, and store it using Delta Lake. An Azure databricks Workspace and Job will be created, and the job will be run for 30 minutes on a transient cluster.\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 57.739726013343247,\n \"moreData1\": 52.230732688620829,\n \"moreData2\": 57.497518587807189,\n \"moreData3\": 81.32211656749469,\n \"moreData4\": 54.412361539409427,\n \"moreData5\": 75.36416309399911,\n \"moreData6\": 71.53407865773488,\n \"moreData7\": 45.34076957651598,\n \"moreData8\": 51.3068118685458,\n \"moreData9\": 44.44672606436184,\n [...]\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\n## Duplicate event handling\n\nThe solution currently does not perform event deduplication. In order to illustrate the effect of this, the event simulator is configured to randomly duplicate a small fraction of the messages (0.1% on average). Those duplicate events will be present in Delta. Deduplicating events on write this is in the solution development roadmap.\n\n## Solution customization\n\nIf you want to change some setting of the solution, like number of load test clients, Databricks workers and so on, you can do it right in the `create-solution.sh` script, by changing any of these values:\n\n export EVENTHUB_PARTITIONS=2\n export EVENTHUB_CAPACITY=2\n export SIMULATOR_INSTANCES=1\n export DATABRICKS_NODETYPE=Standard_DS3_v2\n export DATABRICKS_WORKERS=2\n export DATABRICKS_MAXEVENTSPERTRIGGER=7000\n\nThe above settings have been chosen to sustain a 1,000 msg/s stream. The script also contains settings for 5,000 msg/s and 10,000 msg/s.\n\n## Monitor performance\n\nPerformance will be monitored and displayed on the console for 30 minutes. More specifically Inputs and Outputs performance of Event Hub will be monitored.\n\nThe test clients start sending messages before the Databricks job is active, and those messages accumulate into Event Hubs for a few minutes. Then, the Databricks job starts consuming the backlog (here starting at 08:31). After a few minutes of this ramp-up, the number of reported `IncomingMessages` and `OutgoingMessages` should be roughly the same at around 60,000 messages per minute (here starting around 08:44).\n\n![Console Performance Report](../_doc/_images/databricks-performance-monitor.png)\n\n## Azure Databricks\n\nThe deployed Azure Databricks workspace contains a notebook stored under `Shared/streaming_at_scale`. If you plan to modify the notebook, first copy it to another location, as it will be overwritten if you run the solution again.\n\nThe solution runs a Databricks stream processing job for 30 minutes only. To sustain a stream processing job, consult the documentation on [Structured Streaming in Production](https://docs.azuredatabricks.net/spark/latest/structured-streaming/production.html).\n\nYou can log into the workspace and view the executed job by navigating to the Jobs pane:\n\n![Databricks streaming statistics](../_doc/_images/databricks-jobs.png)\n\nAfter clicking on the job, you can navigate to the run and view the executed notebook. By expanding the output of the `writeStream` cell, you can see statistics about stream processing.\n\n![Databricks streaming statistics](../_doc/_images/databricks-stream-stats.png)\n\n## Optimizing the Structured Streaming job\n\nA good starting point for cluster configuration is to have the number of workers equal the number of Event Hubs partitions, so that all workers participate in consuming data from Event Hubs.\n\nThe limiting factor for throughput is not consuming from Event Hubs, but writing data to Delta Lake (Parquet columnar compressed data). To increase throughput if needed, you can leverage the following settings:\n\n- Having additional worker nodes, to parallelize the writing across additional processes. Note that columnar data compression gains quickly level off, and that this will result in smaller files in Delta Lake storage.\n- Increasing the maxEventsPerTrigger setting, i.e. number of events processed per Structured Streaming micro-batch, at the cost of addittional latency.\n\nHere are some measures of maximum processing rate (events/second) observed using Databricks Runtime 5.4 and Standard\\_DS3\\_v2 worker nodes (Event Hubs configured with 2 partitions and 2 throughput units):\n\n| maxEventsPerTrigger (columns) & worker nodes (rows) | 3000 | 4000 | 5000 | 6000 | 7000 |\n|--------------------|------|------|------|------|------|\n| **1** | 525 |  700 |  918 | 1090 | 1168 |\n| **2** | 700 |  898 | 1067 | 1250 | 1442 |\n| **3** | 773 | 1000 | 1250 | 1406 | 1632 |\n| **4** | 800 | 1067 | 1375 | 1502 | 1632 |\n\n\nAccordingly, in the standard solution we defined 2 worker nodes and DATABRICKS_MAXEVENTSPERTRIGGER=7000 to ensure a max ingestion rate over 40% higher than the average incoming throughput, in order to account for spikes, node failures, etc.\n\n## Query Data\n\nData is stored in a Delta Lake Spark table in the created Azure Databricks workspace, backed by Azure Data Lake Storage Gen2. You can query the table by logging into the Databricks workspace, creating a cluster, and creating a notebook to query the data.\nFrom a Databricks notebook, connect spark to the Azure Datalake Gen2 storage:\n\n```scala\nval gen2account = \"<created-adls2-storage-account>\"\nspark.conf.set(s\"fs.azure.account.key.$gen2account.dfs.core.windows.net\", \"<created-adls2-storage-key>\")\ndbutils.fs.ls(s\"abfss://streamingatscale@$gen2account.dfs.core.windows.net/\")\n```\n\nand the you can query the table using Spark SQL for example:\n\n```\n%sql\nSELECT * FROM delta.`abfss://streamingatscale@<created-adls2-storage-account>.dfs.core.windows.net/events` LIMIT 100\n```\n\nMore info here:\n\n[Delta Lake Quickstart - Read a Table](https://docs.azuredatabricks.net/delta/quick-start.html#read-a-table)\n\n## Clean up\n\nTo remove all the created resource, you can just delete the related resource group\n\n```bash\naz group delete -n <resource-group-name>\n```\n" }, { "alpha_fraction": 0.7541795372962952, "alphanum_fraction": 0.7554179430007935, "avg_line_length": 46.5, "blob_id": "264ec6d37e5df0f3646583b8e1e53b32ccaa053c", "content_id": "1b491ef9f823f94acb983283bfe941e68603e91d", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1615, "license_type": "permissive", "max_line_length": 147, "num_lines": 34, "path": "/components/azure-databricks/peer-databricks-vnet.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\ndatabricksResourceGroup=${DATABRICKS_VNET_RESOURCE_GROUP:-$RESOURCE_GROUP}\n\necho \"Getting VNET ids\"\ndatabricks_vnet_name=\"${DATABRICKS_VNET:-databricks-vnet}\"\ndatabricks_vnet_id=$(az network vnet show -g $databricksResourceGroup -n $databricks_vnet_name --query id --out tsv)\nhdinsight_vnet_id=$(az network vnet show -g $RESOURCE_GROUP -n $VNET_NAME --query id --out tsv)\nhdinsight_peering_name=\"HDInsightToDatabricks-$databricksResourceGroup-$databricks_vnet_name\"\n\nif az network vnet peering show -g $databricksResourceGroup -n \"DatabricksToHDInsight\" --vnet-name $databricks_vnet_name -o none 2> /dev/null; then\n echo \"Deleting Databricks VNet peering\"\n az network vnet peering delete -g $databricksResourceGroup -n \"DatabricksToHDInsight\" --vnet-name $databricks_vnet_name\nfi\n\nif az network vnet peering show -g $RESOURCE_GROUP -n \"$hdinsight_peering_name\" --vnet-name $VNET_NAME -o none 2> /dev/null; then\n echo \"Deleting HDInsight VNet peering\"\n az network vnet peering delete -g $RESOURCE_GROUP -n \"$hdinsight_peering_name\" --vnet-name $VNET_NAME\nfi\n\necho \"Peering Databricks VNet to HDInsight VNet\"\naz network vnet peering create -g $databricksResourceGroup -n \"DatabricksToHDInsight\" \\\n --vnet-name $databricks_vnet_name --remote-vnet $hdinsight_vnet_id \\\n --allow-vnet-access \\\n -o tsv >> log.txt\n\necho \"Peering HDInsight VNet to Databricks VNet\"\naz network vnet peering create -g $RESOURCE_GROUP -n \"$hdinsight_peering_name\" \\\n --vnet-name $VNET_NAME --remote-vnet $databricks_vnet_id \\\n --allow-vnet-access \\\n -o tsv >> log.txt\n" }, { "alpha_fraction": 0.643750011920929, "alphanum_fraction": 0.6660714149475098, "avg_line_length": 43.79999923706055, "blob_id": "277a33cf8fe3a2fbb4a9098eca967578dcc3e486", "content_id": "a55295038ea595f9cacd1b4d0a78058c4c5628ea", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1120, "license_type": "permissive", "max_line_length": 149, "num_lines": 25, "path": "/components/azure-hdinsight/report-throughput.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\nREPORT_THROUGHPUT_MINUTES=${REPORT_THROUGHPUT_MINUTES:-30}\n\nendpoint=$(az hdinsight show -g $RESOURCE_GROUP -n $HDINSIGHT_KAFKA_NAME -o tsv --query 'properties.connectivityEndpoints[?name==`HTTPS`].location')\n\nfmt=\"%28s%20.f%20.f%20.f\\n\"\n\necho \"Reporting aggregate metrics per minute, for $REPORT_THROUGHPUT_MINUTES minutes.\"\nprintf \"${fmt//.f/s}\" \"\" IncomingMessages IncomingBytes OutgoingBytes\nprintf \"${fmt//.f/s}\" \"\" ---------------- ------------- -------------\nfor i in $(seq 1 $REPORT_THROUGHPUT_MINUTES) ; do\n stats=$(curl -fsS -u admin:\"$HDINSIGHT_PASSWORD\" \\\n \"https://$endpoint/api/v1/clusters/$HDINSIGHT_KAFKA_NAME/services/KAFKA/components/KAFKA_BROKER?fields=metrics/kafka/server/BrokerTopicMetrics\" \\\n | jq '.metrics.kafka.server.BrokerTopicMetrics\n | [.AllTopicsMessagesInPerSec, .AllTopicsBytesInPerSec, .AllTopicsBytesOutPerSec]\n | .[].\"1MinuteRate._sum\"*60' \\\n )\n printf \"$fmt\" \"$(date +%Y-%m-%dT%H:%M:%S%z)\" $stats\n\n # sleep until next full minute. \"10#\" is to force base 10 if string is e.g. \"09\"\n sleep \"$((60 - 10#$(date +%S) ))\"\ndone\n" }, { "alpha_fraction": 0.6450216174125671, "alphanum_fraction": 0.6969696879386902, "avg_line_length": 14.399999618530273, "blob_id": "cb30bd44ebad81e6e75c76cfd9adf8499838ca07", "content_id": "843bfdf6e20828fb3beb864322104868501f0096", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 231, "license_type": "permissive", "max_line_length": 71, "num_lines": 15, "path": "/CHANGELOG.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "## Streaming At Scale on Azure Changelog\n\n<a name=\"1.0.0\"></a>\n# 1.0.0 (2019-07-xx)\n\nFirst release \n\n*Features*\n* Nine End-To-End samples to create stream processing solution in Azure\n\n*Bug Fixes*\n* None\n\n*Breaking Changes*\n* None\n" }, { "alpha_fraction": 0.7422303557395935, "alphanum_fraction": 0.7477148175239563, "avg_line_length": 47.264705657958984, "blob_id": "c06dfa5fce4373ee33f1f0766c5eda4b024bb9f6", "content_id": "1837ed4e5c4b773a81a55a5ce2e3e445ccadd1b1", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1641, "license_type": "permissive", "max_line_length": 129, "num_lines": 34, "path": "/streaming/databricks/runners/verify-timeseriesinsights.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nsource ../streaming/databricks/runners/verify-common.sh\n\nexpected_events_per_second=\"$((${EVENTS_PER_SECOND:-$(($TESTTYPE * 1000))} * 9 / 10))\";\n\n# TSI writes data into a storage container named after the environment ID.\n# Navigate the TSI API to retrieve the environment ID for the given TSI resource.\n\ntsi_id=$(az resource show -g $RESOURCE_GROUP -n $TSI_ENVIRONMENT \\\n --resource-type Microsoft.TimeSeriesInsights/environments \\\n --query properties.dataAccessId -o tsv)\n\ntsi_data=\"wasbs://env-$tsi_id@$AZURE_STORAGE_ACCOUNT.blob.core.windows.net/V=1/PT=Time\"\n\necho \"retrieving storage account key\"\nAZURE_STORAGE_KEY=$(az storage account keys list -g $RESOURCE_GROUP -n $AZURE_STORAGE_ACCOUNT -o tsv --query \"[0].value\")\n\ndatabricks secrets put --scope \"MAIN\" --key \"storage-account-key\" --string-value \"$AZURE_STORAGE_KEY\"\n\nsource ../streaming/databricks/job/run-databricks-job.sh verify-timeseriesinsights-parquet true \"$(cat <<JQ\n .new_cluster.spark_conf.\"spark.hadoop.fs.azure.account.key.$AZURE_STORAGE_ACCOUNT.blob.core.windows.net\" = \"$AZURE_STORAGE_KEY\"\n | .notebook_task.base_parameters.\"test-output-path\" = \"$DATABRICKS_TESTOUTPUTPATH\"\n | .notebook_task.base_parameters.\"storage-path\" = \"$tsi_data\"\n | .notebook_task.base_parameters.\"assert-events-per-second\" = \"$expected_events_per_second\"\n | .notebook_task.base_parameters.\"assert-duplicate-fraction\" = \"$ALLOW_DUPLICATE_FRACTION\"\n | .notebook_task.base_parameters.\"assert-outofsequence-fraction\" = \"$ALLOW_OUTOFSEQUENCE_FRACTION\"\nJQ\n)\"\n\nsource ../streaming/databricks/runners/verify-download-result.sh\n" }, { "alpha_fraction": 0.7381032705307007, "alphanum_fraction": 0.7673617005348206, "avg_line_length": 48.974788665771484, "blob_id": "b314b2acf4252ef4e761a6243a0842c4045c2f99", "content_id": "4a132e734e53d966816005e71ed6fd5531f1008e", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 11894, "license_type": "permissive", "max_line_length": 547, "num_lines": 238, "path": "/iothub-functions-azuresql/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - csharp\n - json\n - sql\nproducts:\n - azure\n - azure-container-instances\n - azure-iot-hub\n - azure-functions \n - azure-sql-database\n - azure-storage\nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Azure IoT Hub, Functions and Azure SQL\n\nThis sample uses Azure SQL as database to store processed data. This is especially useful when you need to create a *Near-Real Time Operational Analytics*, where streaming data has to be ingested at scale and, at the same time, also queried to execute analytical queries. The ability to ingest data into a columnstore is vital to have expected query performances:\n\n[Get started with Columnstore for real time operational analytics](https://docs.microsoft.com/en-us/sql/relational-databases/indexes/get-started-with-columnstore-for-real-time-operational-analytics?view=sql-server-2017)\n\nThe provided scripts will create an end-to-end solution complete with load test client. \n\n## Running the Scripts\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nThe following tools/languages are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [jq](https://stedolan.github.io/jq/download/)\n - Install: `sudo apt install jq`\n- [Zip](https://askubuntu.com/questions/660846/how-to-zip-and-unzip-a-directory-and-its-files-in-linux)\n - Install : `sudo apt install zip`\n- [Dotnet Core](https://dotnet.microsoft.com/download/linux-package-manager/ubuntu18-04/sdk-current)\n\n## Setup Solution\n\nMake sure you are logged into your Azure account:\n\n az login\n\nand also make sure you have the subscription you want to use selected\n\n az account list\n\nif you want to select a specific subscription use the following command\n\n az account set --subscription <subscription_name>\n\nonce you have selected the subscription you want to use just execute the following command\n\n ./create-solution.sh -d <solution_name>\n\nthen `solution_name` value will be used to create a resource group that will contain all resources created by the script. It will also be used as a prefix for all resource create so, in order to help to avoid name duplicates that will break the script, you may want to generate a name using a unique prefix. **Please also use only lowercase letters and numbers only**, since the `solution_name` is also used to create a storage account, which has several constraints on characters usage:\n\n[Storage Naming Conventions and Limits](https://docs.microsoft.com/en-us/azure/architecture/best-practices/naming-conventions#storage)\n\nto have an overview of all the supported arguments just run\n\n ./create-solution.sh\n\n**Note**\nTo make sure that name collisions will be unlikely, you should use a random string to give name to your solution. The following script will generated a 7 random lowercase letter name for you:\n\n ./_common/generate-solution-name.sh\n\n## Created resources\n\nThe script will create the following resources:\n\n- **Azure Container Instances** to host Spark Load Test Clients: by default one client will be created, generating a load of 1000 events/second\n- **Azure IoT Hub** Namespace, Hub and Consumer Group: to ingest data incoming from test clients\n- **Azure Function**: to process data incoming from IoT Hub as a stream\n- **Application Insight**: to monitor Azure Function performances\n- **Azure SQL** Server and Database: to store and serve processed data\n\nThe Azure Function is created using .Net Core 2.1, so it can be compiled on any supported platform. I only tested compilation on Windows 10, though.\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 57.739726013343247,\n \"moreData1\": 52.230732688620829,\n \"moreData2\": 57.497518587807189,\n \"moreData3\": 81.32211656749469,\n \"moreData4\": 54.412361539409427,\n \"moreData5\": 75.36416309399911,\n \"moreData6\": 71.53407865773488,\n \"moreData7\": 45.34076957651598,\n \"moreData8\": 51.3068118685458,\n \"moreData9\": 44.44672606436184,\n [...]\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\n## Duplicate event handling\n\nThe solution currently does not perform event deduplication. As there is a unique ID on the eventId field in Azure SQL Database, function invocations will fail for those duplicates and entire event batches would be discarded. Therefore, the solution is only suitable when the upstream event generation pipeline up to IoT Hub has at-most once delivery guarantees (i.e. fire and forget message delivery, where messages are not redelivered even if the IoT Hub does not acknowledge reception).\n\n\n## Solution customization\n\nIf you want to change some setting of the solution, like number of load test clients, Azure SQL Databsae tier and so on, you can do it right in the `create-solution.sh` script, by changing any of these values:\n\n export EVENTHUB_PARTITIONS=2\n export EVENTHUB_CAPACITY=2\n export PROC_FUNCTION=Test0\n export PROC_FUNCTION_SKU=EP2\n export PROC_FUNCTION_WORKERS=2\n export SQL_SKU=P1\n export SIMULATOR_INSTANCES=1\n\nThe above settings have been chosen to sustain a 1,000 msg/s stream. The script also contains settings for 5,000 msg/s and 10,000 msg/s.\n\n## Monitor performance\n\nIn order to monitor performance of created solution you just have to open the created Application Insight resource and then open the \"Live Metric Streams\" and you'll be able to see in the \"incoming request\" the number of processed request per second. The number you'll see here is very likely to be lower than the number of messages/second sent by test clients since the Azure Function is configured to use batching\".\n\nPerformance will be monitored and displayed on the console for 30 minutes also. More specifically Inputs and Outputs performance of Event Hub will be monitored. If everything is working correctly, the number of reported `IncomingMessages` and `OutgoingMessages` should be roughly the same. (Give couple of minutes for ramp-up)\n\n![Console Performance Report](../_doc/_images/console-performance-monitor.png)\n\n## Azure Functions\n\nThe deployed Azure Function solution contains one function\n\n- Test0\n\nThe function read the data incoming from Even Hub, augment the received JSON by injecting a few additional elements and then send it to Azure SQL using Dapper (https://github.com/StackExchange/Dapper). Dapper has been chooses as it provides the best performance and is widespreadly used.\n\n## Azure SQL\n\nThe solution allows you to test both row-store and column-store options. The deployed database has four tables\n\n- `rawdata`\n- `rawdata_cs`\n- `rawdata_cs_mo`\n- `rawdata_mo`\n\nThe suffix indicates which kind of storage is used for the table:\n\n- No suffix: classic row-store table\n- `cs`: column-store via clustered columnstore index\n- `mo`: memory-optimized table\n- `cs_mo`: memory-optimized clustered columnstore\n\nUse the `-k` option and set it to `rowstore`, `columnstore`, `rowstore-inmemory` or `columnstore-inmemory` to run the solution against the table you are interested in testing.\n\nTable Value Parameters are used to make sure data is sent to Azure SQL in the most efficient way, while keeping the latency as low as possibile\n\nBe aware that database log backup happens every 10 minutes circa, as described here: [Automated backups](https://docs.microsoft.com/en-us/azure/sql-database/sql-database-automated-backups#how-often-do-backups-happen). This means that additional IO overhead needs to be taken into account, which is proportional to the amount of ingested rows. That's why to move from 5000 msgs/sec to 10000 msgs/sec a bump from P4 to P6 is needed. The Premium level provides much more I/Os which are needed to allow backup to happen without impacting performances.\n\nIf you want to connect to Azure SQL to query data and/or check resources usages, here's the login and passoword:\n\n```\nUser ID = serveradmin\nPassword = Strong_Passw0rd!\n```\n\nA note on in-memory tables: as mentioned in the documentation:\n\n[Data size and storage cap for In-Memory OLTP](https://docs.microsoft.com/en-us/azure/sql-database/sql-database-in-memory#data-size-and-storage-cap-for-in-memory-oltp)\n\nthere is a quota on the in-memory table size. In order to keep the quota below the maximum, a script that moves data from the in-memory table to disk-table is needed. The sample doesn't provide any automation to move data between table, but it would be easily implemented using a Azure Function with a Timer Trigger and a T-SQL like the following:\n\n```sql\nwith cte as (\n select top (10000) * from dbo.rawdata_mo with (snapshot) order by ProcessedAt desc\n)\ninsert into \n dbo.rawdata\nselect * from \n(\n delete c output deleted.* from cte c\n) d\n```\n\nA more detailed discussion of this tecnique along with source code is available here:\n\n[Azure SQL Database: Ingesting 1.4 million sustained rows per second with In-Memory OLTP & Columnstore Index](https://techcommunity.microsoft.com/t5/Azure-SQL-Database/Azure-SQL-Database-Ingesting-1-4-million-sustained-rows-per/ba-p/386162)\n\n## Exceptions\n\nJust after starting the Azure Function, if you immediately go to the Application Insight blade on the Azure Portal, you may see the following exception:\n\n New receiver with higher epoch of '3' is created hence current receiver with epoch '2' is getting disconnected. If you are recreating the receiver, make sure a higher epoch is used.\n\nYou can safely ignore it since it happens just during startup time when EventProcessors are created. After couple of seconds the no more exception like that one will be thrown. No messages will be lost while these exceptions are fired.\n\n## Verification\n\nTo automatically verify that the solution is performing as expected, wait for the metrics output to stabilize for a few minutes, then exit the script (Ctrl-C) and rerun it with the `-s V` option:\n\n ./create-solution.sh -d <solution_name> -s V\n\nThis provisions a Databricks Workspace and runs a notebook that read the event data collected in Azure SQL Database.\n\nThe notebook computes aggregated statistics per minute and asserts that, at least for one minute of data ingestion:\n* 90% of the requested event rate has been achieved (to account for fluctuations).\n* The latency is not higher than 15 seconds.\n* There are no duplicate events.\n* There are no events stored out of sequence.\n\nIf the run is successful and the output is empty, that means that all assertions were verified. Otherwise, failed assertions are displayed. You can click on the notebook link in the console output to view the run details.\n\n## Additional References\n\n- [Column-oriented DBMS](https://en.wikipedia.org/wiki/Column-oriented_DBMS)\n- [Columnstore indexes - Design guidance](https://docs.microsoft.com/en-us/sql/relational-databases/indexes/columnstore-indexes-design-guidance?view=sql-server-2017)\n- [Azure Stream Analytics output to Azure SQL Database](https://docs.microsoft.com/en-us/azure/stream-analytics/stream-analytics-sql-output-perf)\n\n## Clean up\n\nTo remove all the created resource, you can just delete the related resource group\n\n```bash\naz group delete -n <resource-group-name>\n```\n" }, { "alpha_fraction": 0.7331774234771729, "alphanum_fraction": 0.7679387927055359, "avg_line_length": 49.037235260009766, "blob_id": "d03e29c92ae37835b5459d23e89240d1398397c1", "content_id": "bad540d34fb74868600c0d5c6089885897224a53", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 9407, "license_type": "permissive", "max_line_length": 677, "num_lines": 188, "path": "/hdinsightkafka-databricks-sqldw/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - json\n - sql\n - scala\nproducts:\n - azure\n - azure-container-instances\n - azure-databricks\n - azure-hdinsight\n - azure-sql-database\n - azure-sql-datawarehouse\nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Azure HDInsight Kafka, Databricks and Azure SQL Data Warehouse\n\nThis sample uses Azure SQL Data Warehouse as database to store JSON data.\n\nThe provided scripts will create an end-to-end solution complete with load test client.\n\n## Running the Scripts\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nThe following tools/languages are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [jq](https://stedolan.github.io/jq/download/)\n - Install: `sudo apt install jq`\n- [python]\n - Install: `sudo apt install python python-pip`\n- [databricks-cli](https://github.com/databricks/databricks-cli)\n - Install: `pip install --upgrade databricks-cli`\n\n## Setup Solution\n\nMake sure you are logged into your Azure account:\n\n az login\n\nand also make sure you have the subscription you want to use selected\n\n az account list\n\nif you want to select a specific subscription use the following command\n\n az account set --subscription <subscription_name>\n\nonce you have selected the subscription you want to use just execute the following command\n\n ./create-solution.sh -d <solution_name>\n\nthen `solution_name` value will be used to create a resource group that will contain all resources created by the script. It will also be used as a prefix for all resource create so, in order to help to avoid name duplicates that will break the script, you may want to generate a name using a unique prefix. **Please also use only lowercase letters and numbers only**, since the `solution_name` is also used to create a storage account, which has several constraints on characters usage:\n\n[Storage Naming Conventions and Limits](https://docs.microsoft.com/en-us/azure/architecture/best-practices/naming-conventions#storage)\n\nto have an overview of all the supported arguments just run\n\n ./create-solution.sh\n\n**Note**\nTo make sure that name collisions will be unlikely, you should use a random string to give name to your solution. The following script will generated a 7 random lowercase letter name for you:\n\n ./_common/generate-solution-name.sh\n\n## Created resources\n\nThe script will create the following resources:\n\n- **Azure Container Instances** to host Spark Load Test Clients: by default one client will be created, generating a load of 1000 events/second\n- **HDInsight Kafka** cluster: to ingest data incoming from test clients. A topic will be automatically created\n- **Azure Databricks**: to process data incoming from HDInsight Kafka as a stream. Workspace, Job and related cluster will be created\n- **Azure SQL Data Warehouse** Server and Database instance: to store and serve processed data\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 57.739726013343247,\n \"moreData1\": 52.230732688620829,\n \"moreData2\": 57.497518587807189,\n \"moreData3\": 81.32211656749469,\n \"moreData4\": 54.412361539409427,\n \"moreData5\": 75.36416309399911,\n \"moreData6\": 71.53407865773488,\n \"moreData7\": 45.34076957651598,\n \"moreData8\": 51.3068118685458,\n \"moreData9\": 44.44672606436184,\n [...]\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\n## Duplicate event handling\n\nThe Azure Databricks connector for Azure SQL Data Warehouse offers [end-to-end exactly-once guarantee for writing data in streaming mode](https://docs.azuredatabricks.net/spark/latest/data-sources/azure/sql-data-warehouse.html#fault-tolerance-semantics). This is automatically handled by the connector. This guarantees exactly-once delivery between Databricks and SQL DW, but will not resolve duplicate events arising from at-least-once delivery guarantees upstream of Event Hubs. In order to illustrate the effect of this, the event simulator is configured to randomly duplicate a small fraction of the messages (0.1% on average). Those duplicates are propagated up to SQL DW.\n\n## Solution customization\n\nIf you want to change some setting of the solution, like number of load test clients, Azure SQL Data Warehouse tier and so on, you can do it right in the `create-solution.sh` script, by changing any of these values:\n\n```bash\n export HDINSIGHT_KAFKA_WORKERS=\"4\" \n export HDINSIGHT_KAFKA_WORKER_SIZE=\"Standard_D3_V2\" \n export KAFKA_PARTITIONS=4\n export SQL_SKU=DW100c\n export SIMULATOR_INSTANCES=1 \n export DATABRICKS_NODETYPE=Standard_DS3_v2\n export DATABRICKS_WORKERS=4\n export DATABRICKS_MAXEVENTSPERTRIGGER=10000\n```\n\nThe above settings have been chosen to sustain a 1,000 msg/s stream. The script also contains settings for 5,000 msg/s and 10,000 msg/s.\n\n## Monitor performance\n\nPerformance will be monitored and displayed on the console for 30 minutes also. More specifically Inputs and Outputs performance of Event Hub will be monitored. If everything is working correctly, the number of reported `IncomingMessages` and `OutgoingMessages` should be roughly the same. (Give couple of minutes for ramp-up)\n\n![Console Performance Report](../_doc/_images/console-performance-monitor.png)\n\n## Azure HDInsight Kafka\n\nAn [HDInsight Kafka](https://docs.microsoft.com/en-us/azure/hdinsight/kafka/apache-kafka-introduction) cluster is deployed with 4 workers into a Virtual Network. For maximum availability, [choose a region containing three fault domains](https://docs.microsoft.com/en-us/azure/hdinsight/kafka/apache-kafka-get-started).\n\nThe Load Test Clients are deployed into Azure Container Instances into the HDInsight Virtual Network. [ACI doesn't support internal DNS resolution](https://docs.microsoft.com/en-us/azure/container-instances/container-instances-vnet#unsupported-networking-scenarios), thus Kafka must be configured to advertise IP addresses rather than host names](https://docs.microsoft.com/en-us/azure/hdinsight/kafka/apache-kafka-connect-vpn-gateway#configure-kafka-for-ip-advertising), and to listen to all IP addresses. The solution creation scripts automatically apply the necessary configuration using the Ambari REST API.\n\n## Azure SQL Data Warehouse\n\nThe SQL Data Warehouse is deployed by default at the lowest Gen2 tier ([DW100c](https://docs.microsoft.com/en-us/azure/sql-data-warehouse/memory-and-concurrency-limits)) which is sufficient for the ingestion scenario alone, but only offers very limited resources and supports up to 4 parallel queries. In a production scenario, a higher tier should usually be used.\n\nThe solution allows you to test both row-store and column-store options. The deployed database contains two tables:\n\n- `rawdata`\n- `rawdata_cs`\n\nThe suffix indicates which kind of storage is used for the table:\n\n- No suffix: classic row-store table\n- `cs`: column-store via clustered columnstore index\n\nUse the `-k` option and set it to `rowstore` or `columnstore`.\n\nIf you want to connect to Azure SQL Data Warehouse to query data and/or check resources usages, here's the login and password:\n\n```\nUser ID = serveradmin\nPassword = Strong_Passw0rd!\n```\n\n## Azure Databricks\n\nAzure Databricks is deployed into a Virtual Network that is [peered](https://docs.azuredatabricks.net/administration-guide/cloud-configurations/azure/vnet-peering.html#virtual-network-peering) to the HDInsight virtual network.\n\nThe [Azure Databricks SQL Data Warehouse connector](https://docs.azuredatabricks.net/spark/latest/data-sources/azure/sql-data-warehouse.html) is used to stream data into SQL DW. This is optimally implemented through parallel writes and read in a temporary storage account (Polybase connector).\n\nOne interesting aspect to notice is that the number of EventHubs partition is different and higher that the number of allocated Throughput Units (TU). For example, with 5000 msgs/sec 6 TU are used, but 10 partitions are needed. The 6 TU are more than enough to sustain 5000 msgs/sec (as each 1 TU supports 1 Mb and 1000 msgs/sec), but in order to process data fast enough, Databricks needs to have 10 workers to be able to deal with the incoming messages. In order to make sure each worker reads from a partition without interfering with another worker, a worker should be created for each Event Hub partition.\n\n## Query Data\n\nAll tables have the following schema:\n\n![RawData Table Schema](../_doc/_images/databricks-azuresql-table.png)\n\n## Clean up\n\nTo remove all the created resource, you can just delete the related resource group\n\n```bash\naz group delete -n <resource-group-name>\n```\n" }, { "alpha_fraction": 0.7497472167015076, "alphanum_fraction": 0.7603639960289001, "avg_line_length": 53.94444274902344, "blob_id": "ac1d52d2afe25984d2a710bdee98b4c6290fac3b", "content_id": "d8085daa74964ac9107841653af20fed70f917b3", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1978, "license_type": "permissive", "max_line_length": 178, "num_lines": 36, "path": "/streaming/databricks/runners/verify-cosmosdb.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nsource ../streaming/databricks/runners/verify-common.sh\n\necho \"getting cosmosdb read-only master key\"\nCOSMOSDB_MASTER_KEY=$(az cosmosdb keys list -g $RESOURCE_GROUP -n $COSMOSDB_SERVER_NAME --query \"primaryReadonlyMasterKey\" -o tsv)\n\necho 'writing Databricks secrets'\ndatabricks secrets put --scope \"MAIN\" --key \"cosmosdb-write-master-key\" --string-value \"$COSMOSDB_MASTER_KEY\"\n\necho 'importing Spark library'\n# Cosmos DB must be imported as Uber JAR and not resolved through maven coordinates,\n# see https://kb.databricks.com/data-sources/cosmosdb-connector-lib-conf.html\ncosmosdb_spark_jar_version=1.5.0\ncosmosdb_spark_jar=azure-cosmosdb-spark_2.4.0_2.11-$cosmosdb_spark_jar_version-uber.jar\njar_tempfile=$(mktemp)\ncurl -fsL -o \"$jar_tempfile\" \"https://search.maven.org/remotecontent?filepath=com/microsoft/azure/azure-cosmosdb-spark_2.4.0_2.11/$cosmosdb_spark_jar_version/$cosmosdb_spark_jar\"\ndatabricks fs cp --overwrite \"$jar_tempfile\" \"dbfs:/mnt/streaming-at-scale/verify/$cosmosdb_spark_jar\"\nrm $jar_tempfile\n\nsource ../streaming/databricks/job/run-databricks-job.sh verify-cosmosdb true \"$(cat <<JQ\n .libraries += [{\"jar\": \"dbfs:/mnt/streaming-at-scale/verify/$cosmosdb_spark_jar\"}]\n | .notebook_task.base_parameters.\"test-output-path\" = \"$DATABRICKS_TESTOUTPUTPATH\"\n | .notebook_task.base_parameters.\"cosmosdb-endpoint\" = \"https://$COSMOSDB_SERVER_NAME.documents.azure.com:443\"\n | .notebook_task.base_parameters.\"cosmosdb-database\" = \"$COSMOSDB_DATABASE_NAME\"\n | .notebook_task.base_parameters.\"cosmosdb-collection\" = \"$COSMOSDB_COLLECTION_NAME\"\n | .notebook_task.base_parameters.\"assert-events-per-second\" = \"$(($TESTTYPE * 900))\"\n | .notebook_task.base_parameters.\"assert-duplicate-fraction\" = \"$ALLOW_DUPLICATE_FRACTION\"\n | .notebook_task.base_parameters.\"assert-outofsequence-fraction\" = \"$ALLOW_OUTOFSEQUENCE_FRACTION\"\nJQ\n)\"\n\nsource ../streaming/databricks/runners/verify-download-result.sh\n" }, { "alpha_fraction": 0.6217577457427979, "alphanum_fraction": 0.6308234930038452, "avg_line_length": 22.7784423828125, "blob_id": "0b5ad10c9fe4ce5112c5c6ebfd5c8395d66d89d2", "content_id": "c952399cf295f623d03cea172f744471d9a4a446", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 3971, "license_type": "permissive", "max_line_length": 87, "num_lines": 167, "path": "/eventhubs-timeseriesinsights/create-solution.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nexport PREFIX=''\nexport LOCATION=\"eastus\"\nexport TESTTYPE=\"1\"\nexport STEPS=\"CIDTM\"\n\nusage() { \n echo \"Usage: $0 -d <deployment-name> [-s <steps>] [-t <test-type>] [-l <location>]\"\n echo \"-s: specify which steps should be executed. Default=$STEPS\"\n echo \" Possible values:\"\n echo \" C=COMMON\"\n echo \" I=INGESTION\"\n echo \" D=DATABASE\"\n echo \" T=TEST clients\"\n echo \" M=METRICS reporting\"\n echo \" V=VERIFY deployment\"\n echo \"-t: test 1,5,8 thousands msgs/sec. Default=$TESTTYPE\"\n echo \"-l: where to create the resources. Default=$LOCATION\"\n exit 1; \n}\n\n# Initialize parameters specified from command line\nwhile getopts \":d:s:t:l:\" arg; do\n\tcase \"${arg}\" in\n\t\td)\n\t\t\tPREFIX=${OPTARG}\n\t\t\t;;\n\t\ts)\n\t\t\tSTEPS=${OPTARG}\n\t\t\t;;\n\t\tt)\n\t\t\tTESTTYPE=${OPTARG}\n\t\t\t;;\n\t\tl)\n\t\t\tLOCATION=${OPTARG}\n\t\t\t;;\n\t\tesac\ndone\nshift $((OPTIND-1))\n\nif [[ -z \"$PREFIX\" ]]; then\n\techo \"Enter a name for this deployment.\"\n\tusage\nfi\n\n# 8000 messages/sec\nif [ \"$TESTTYPE\" == \"8\" ]; then\n export EVENTHUB_PARTITIONS=12\n export EVENTHUB_CAPACITY=12\n export SIMULATOR_INSTANCES=5\nfi\n\n# 5000 messages/sec\nif [ \"$TESTTYPE\" == \"5\" ]; then\n export EVENTHUB_PARTITIONS=8\n export EVENTHUB_CAPACITY=6\n export SIMULATOR_INSTANCES=3\nfi\n\n# 1000 messages/sec\nif [ \"$TESTTYPE\" == \"1\" ]; then\n export EVENTHUB_PARTITIONS=2\n export EVENTHUB_CAPACITY=2\n export SIMULATOR_INSTANCES=1 \nfi\n\n# last checks and variables setup\nif [ -z ${SIMULATOR_INSTANCES+x} ]; then\n usage\nfi\n\nexport RESOURCE_GROUP=$PREFIX\n\n# remove log.txt if exists\nrm -f log.txt\n\necho \"Checking pre-requisites...\"\n\nsource ../assert/has-local-az.sh\nsource ../assert/has-local-jq.sh\n\necho\necho \"Streaming at Scale with Azure Time Series Insights\"\necho \"==================================================\"\necho\n\necho \"Steps to be executed: $STEPS\"\necho\n\necho \"Configuration: \"\necho \". Resource Group => $RESOURCE_GROUP\"\necho \". Region => $LOCATION\"\necho \". EventHubs => TU: $EVENTHUB_CAPACITY, Partitions: $EVENTHUB_PARTITIONS\"\necho \". TS Insights => PAYG\"\necho \". Simulators => $SIMULATOR_INSTANCES\"\necho\n\necho \"Deployment started...\"\necho\n\necho \"***** [C] Setting up COMMON resources\"\n\n export AZURE_STORAGE_ACCOUNT=$PREFIX\"storage\"\n\n RUN=`echo $STEPS | grep C -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-common/create-resource-group.sh\n source ../components/azure-storage/create-storage-account.sh\n fi\necho \n\necho \"***** [I] Setting up INGESTION\"\n \n export EVENTHUB_NAMESPACE=$PREFIX\"eventhubs\" \n export EVENTHUB_NAME=$PREFIX\"in-\"$EVENTHUB_PARTITIONS\n export EVENTHUB_CG=\"tsi\"\n\n RUN=`echo $STEPS | grep I -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-event-hubs/create-event-hub.sh\n fi\necho\n\necho \"***** [D] Setting up DATABASE\"\n\n export TSI_ENVIRONMENT=$PREFIX\"tsi\" \n\n RUN=`echo $STEPS | grep D -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-timeseriesinsights/create-timeseriesinsights.sh\n fi\necho\n\necho \"***** [T] Starting up TEST clients\"\n\n RUN=`echo $STEPS | grep T -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../simulator/run-generator-eventhubs.sh\n fi\necho\n\necho \"***** [M] Starting METRICS reporting\"\n\n RUN=`echo $STEPS | grep M -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-event-hubs/report-throughput.sh\n fi\necho\n\necho \"***** [V] Starting deployment VERIFICATION\"\n\n export ADB_WORKSPACE=$PREFIX\"databricks\" \n export ADB_TOKEN_KEYVAULT=$PREFIX\"kv\" #NB AKV names are limited to 24 characters\n export ALLOW_DUPLICATES=1\n\n RUN=`echo $STEPS | grep V -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-databricks/create-databricks.sh\n source ../streaming/databricks/runners/verify-timeseriesinsights.sh\n fi\necho\n\necho \"***** Done\"\n" }, { "alpha_fraction": 0.7934131622314453, "alphanum_fraction": 0.7934131622314453, "avg_line_length": 29.272727966308594, "blob_id": "1fd707eeb0abb4367a6ac54bd4aede79ebb53cd2", "content_id": "ab22f304d86164f684e5d336d8b631da3adc76fd", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 334, "license_type": "permissive", "max_line_length": 67, "num_lines": 11, "path": "/components/azure-hdinsight/get-hdinsight-kafka-brokers-out-send.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nsource ../components/azure-hdinsight/get-hdinsight-kafka-brokers.sh\n\nKAFKA_OUT_SEND_BROKERS=$KAFKA_BROKERS\nKAFKA_OUT_SEND_SASL_MECHANISM=$KAFKA_SASL_MECHANISM\nKAFKA_OUT_SEND_SECURITY_PROTOCOL=$KAFKA_SECURITY_PROTOCOL\nKAFKA_OUT_SEND_JAAS_CONFIG=$KAFKA_SASL_JAAS_CONFIG\n\n" }, { "alpha_fraction": 0.7321428656578064, "alphanum_fraction": 0.7415966391563416, "avg_line_length": 44.33333206176758, "blob_id": "8b52ecc47c6107f10507a009269b599aee2cba75", "content_id": "5249b858e84635eb0f943466b1c7df61bae1f53c", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 952, "license_type": "permissive", "max_line_length": 118, "num_lines": 21, "path": "/components/azure-monitor/generate-workspace-name.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\n# When deleting a Log Analytics workspace, its name remains unavailable for 14 days.\n# This scripts generates a name with a time-based suffix in order to support automated test scenarios.\n# See https://docs.microsoft.com/en-us/azure/azure-monitor/platform/delete-workspace\n\nsource ../components/utils/create-local-settings.sh\n\nLOG_ANALYTICS_WORKSPACE=$(jq -r .'\"'$PREFIX'\"'.LOG_ANALYTICS_WORKSPACE local-settings.json)\n\nif [ \"$LOG_ANALYTICS_WORKSPACE\" == \"\" ] || [ \"$LOG_ANALYTICS_WORKSPACE\" == \"null\" ]; then\n echo 'generate Log Analytics workspace name'\n export LOG_ANALYTICS_WORKSPACE=$PREFIX$(( $(date +%s) % 1000000 ))\n echo \". name: $LOG_ANALYTICS_WORKSPACE\"\n jq '.\"'$PREFIX'\".LOG_ANALYTICS_WORKSPACE=\"'$LOG_ANALYTICS_WORKSPACE'\"' local-settings.json > local-settings.json.tmp\n mv local-settings.json.tmp local-settings.json\nelse\n echo \"Reusing Log Analytics workspace name stored in local-settings.json\"\nfi\n" }, { "alpha_fraction": 0.6336022615432739, "alphanum_fraction": 0.6487897634506226, "avg_line_length": 38.01852035522461, "blob_id": "5bcfdd899ba1bf5862fd86df32e09c3461c56a4f", "content_id": "850b3a07622fc23a88e6e27845edf9379a69fd7d", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 2107, "license_type": "permissive", "max_line_length": 215, "num_lines": 54, "path": "/simulator/run-simulator.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nEVENTS_PER_SECOND=${EVENTS_PER_SECOND:-$(($TESTTYPE * 1000))}\nEVENTS_PER_SECOND_PER_INSTANCE=\"$(($EVENTS_PER_SECOND / $SIMULATOR_INSTANCES))\"\n\nnumber_of_devices=1000\ninterval=\"$((1000 * $number_of_devices / $EVENTS_PER_SECOND_PER_INSTANCE))\"\n\nimage_name=\"mcr.microsoft.com/oss/azure-samples/azureiot-telemetrysimulator\"\n\nif [ -n \"${VNET_NAME:-}\" ]; then\n vnet_options=\"--vnet $VNET_NAME --subnet producers-subnet\"\nelse\n vnet_options=\"\"\nfi\n\ncomplex_data_template=\"\"\ncomplex_data_variables=\"\"\nfor i in $(seq 1 ${SIMULATOR_COMPLEX_DATA_COUNT:-23}); do\n variable_num=$(printf \"%06d\" $i)\n complex_data_template=\"$complex_data_template, \\\"moreData$i\\\": 0.$.var$variable_num\"\n complex_data_variables=\"$complex_data_variables, {\\\"name\\\": \\\"var$variable_num\\\", \\\"random\\\": true}\"\ndone\n\necho \"creating generator container instances...\"\necho \". number of instances: $SIMULATOR_INSTANCES\"\necho \". events/second per instance: $EVENTS_PER_SECOND_PER_INSTANCE\"\nfor i in $(seq 1 $SIMULATOR_INSTANCES); do\n name=\"aci-$PREFIX-simulator-$i\"\n az container delete -g $RESOURCE_GROUP -n \"$name\" --yes \\\n -o tsv >> log.txt 2>/dev/null\n az container create -g $RESOURCE_GROUP -n \"$name\" \\\n --image $image_name \\\n $vnet_options \\\n -e \\\n DeviceCount=$number_of_devices \\\n DeviceIndex=0 \\\n Template='{ \"eventId\": \"$.Guid\", \"value\": 0.$.value, \"deviceId\": \"$.DeviceId\", \"deviceSequenceNumber\": $.Counter, \"type\": \"$.type\", \"createdAt\": \"$.Time\", \"complexData\": { '\"${complex_data_template:2}\"' } }' \\\n Interval=\"$interval\" \\\n DevicePrefix=contoso-device-id- \\\n MessageCount=0 \\\n Variables='[ {\"name\": \"value\", \"random\": true}, {\"name\": \"Counter\", \"min\": 0}, {\"name\": \"type\", \"values\": [\"TEMP\", \"CO2\"]}'\"$complex_data_variables\"' ]' \\\n DuplicateEvery=\"${SIMULATOR_DUPLICATE_EVERY_N_EVENTS:-1000}\" \\\n PartitionKey=\"$.DeviceId\" \\\n ${SIMULATOR_VARIABLES:-} \\\n --secure-environment-variables \\\n \"$SIMULATOR_CONNECTION_SETTING\" \\\n --cpu 4 --memory 4 \\\n --no-wait \\\n -o tsv >> log.txt\ndone\n" }, { "alpha_fraction": 0.6307562589645386, "alphanum_fraction": 0.6383607983589172, "avg_line_length": 31.424657821655273, "blob_id": "4c12941279b3fb88cb651d063b572618b59e597a", "content_id": "cf44f1804a1e30659a0852f0fc1e075c290ee53d", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 2367, "license_type": "permissive", "max_line_length": 111, "num_lines": 73, "path": "/streaming/databricks/job/run-databricks-job.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nnotebook_name=\"$1\"\nwait_for_completion=\"$2\"\njob_jq_command=\"$3\"\n\nwait_for_run () {\n # See here: https://docs.azuredatabricks.net/api/latest/jobs.html#jobsrunresultstate\n declare run_id=$1\n echo -n \"Waiting for run ${run_id} to finish...\"\n while : ; do\n run_info=$(databricks runs get --run-id $run_id)\n state=$(jq -r \".state.life_cycle_state\" <<< \"$run_info\") \n if [[ $state == \"TERMINATED\" || $state == \"SKIPPED\" || $state == \"INTERNAL_ERROR\" ]]; then\n echo \" $state\"\n break;\n else \n echo -n .\n sleep 10\n fi\n done\n echo\n\n result_state=$(jq -r \".state.result_state\" <<< \"$run_info\") \n state_message=$(jq -r \".state.state_message\" <<< \"$run_info\")\n echo \"[$result_state] $state_message\"\n\n if [ $result_state != \"SUCCESS\" ]; then\n echo \"Unsuccessful run\"\n exit 1\n fi\n}\n\n# It is recommended to run each streaming job on a dedicated cluster.\n\ncluster_jq_command=\"$(cat <<JQ\n .name = \"Streaming at scale job $notebook_name\"\n | .notebook_task.notebook_path = \"/Shared/streaming-at-scale/$notebook_name\"\n | .new_cluster.spark_version = \"${DATABRICKS_SPARKVERSION:-5.5.x-scala2.11}\"\n | .new_cluster.node_type_id = \"$DATABRICKS_NODETYPE\"\n | .new_cluster.num_workers = $DATABRICKS_WORKERS\n | .timeout_seconds = $((${REPORT_THROUGHPUT_MINUTES:-30} * 60))\nJQ\n)\"\n\nif [ -n \"${DATABRICKS_CLUSTER:-}\" ]; then\n echo \"Using existing cluster $DATABRICKS_CLUSTER (use for development only!)\"\n cluster_jq_command=\"$cluster_jq_command | del(.new_cluster) | .existing_cluster_id = \\\"$DATABRICKS_CLUSTER\\\"\"\nfi\n\necho \"starting Databricks notebook job for $notebook_name\" | tee -a log.txt\n\njob_def=$(cat ../streaming/databricks/job/job-config.json | jq \"$cluster_jq_command\" | jq \"$job_jq_command\")\n\nif ! job=$(databricks jobs create --json \"$job_def\"); then\n #Databricks CLI outputs any error message to stdout rather than stderr, intercept that\n echo $job >&2\n exit 1\nfi\njob_id=$(echo $job | jq .job_id)\n\nrun=$(databricks jobs run-now --job-id $job_id)\n\n# Echo job web page URL to task output to facilitate debugging\nrun_id=$(echo $run | jq .run_id)\ndatabricks runs get --run-id \"$run_id\" | jq -r .run_page_url | tee -a log.txt\n\nif \"$wait_for_completion\"; then\n wait_for_run \"$run_id\"\nfi\n" }, { "alpha_fraction": 0.6967399716377258, "alphanum_fraction": 0.7065958976745605, "avg_line_length": 57.19117736816406, "blob_id": "fe4b6bc6f877c0b3c9dd70c66654ea7825cd52cd", "content_id": "7b5fb036f647fbdbfe21b91a83d6aae416ce5c2d", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 3957, "license_type": "permissive", "max_line_length": 798, "num_lines": 68, "path": "/components/azure-hdinsight/create-hdinsight-kafka.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\necho 'creating HDInsight cluster'\necho \". name: $HDINSIGHT_KAFKA_NAME\"\n\nconfig=$(cat<<JSON\n{\n \"kafka-broker\": {\n \"auto.create.topics.enable\": \"true\",\n \"num.partitions\": \"$KAFKA_PARTITIONS\"\n }\n}\nJSON\n)\n\naz hdinsight create -t kafka -g $RESOURCE_GROUP -n $HDINSIGHT_KAFKA_NAME \\\n -p \"$HDINSIGHT_PASSWORD\" \\\n --version 3.6 --component-version Kafka=1.1 \\\n --zookeepernode-size Standard_D2_V2 \\\n --headnode-size Standard_E2_V3 \\\n --workernode-size $HDINSIGHT_KAFKA_WORKER_SIZE --workernode-count $HDINSIGHT_KAFKA_WORKERS \\\n --workernode-data-disks-per-node 2 \\\n --vnet-name $VNET_NAME --subnet ingestion-subnet \\\n --cluster-configurations \"$config\" \\\n --storage-account $AZURE_STORAGE_ACCOUNT \\\n -o tsv >> log.txt\n\nendpoint=$(az hdinsight show -g $RESOURCE_GROUP -n $HDINSIGHT_KAFKA_NAME -o tsv --query 'properties.connectivityEndpoints[?name==`HTTPS`].location')\n\nkafka_config_changed=\"\"\n\necho 'checking Kafka IP advertising status'\nkafka_env_tag=$(curl -fsS -u admin:\"$HDINSIGHT_PASSWORD\" \"https://$endpoint/api/v1/clusters/$HDINSIGHT_KAFKA_NAME?fields=Clusters/desired_configs\" | jq -r '.Clusters.desired_configs.\"kafka-env\".tag')\nif [ \"$kafka_env_tag\" != \"IP_ADV\" ]; then\n echo 'Enabling Kafka IP advertising'\n curl -fsS -u admin:\"$HDINSIGHT_PASSWORD\" \"https://$endpoint/api/v1/clusters/$HDINSIGHT_KAFKA_NAME/configurations?type=kafka-env&tag=$kafka_env_tag\" | jq '[{\"Clusters\": {\"desired_config\": [.items[0] | .tag=\"IP_ADV\" | .service_config_version_note=\"IP Advertising\" | .properties.content += \"\\n# Configure Kafka to advertise IP addresses instead of FQDN\\nIP_ADDRESS=$(hostname -i)\\necho advertised.listeners=$IP_ADDRESS\\nsed -i.bak -e \\\"/advertised/{/advertised@/!d;}\\\" /usr/hdp/current/kafka-broker/conf/server.properties\\necho \\\"advertised.listeners=PLAINTEXT://$IP_ADDRESS:9092\\\" >> /usr/hdp/current/kafka-broker/conf/server.properties\\n\"] } } ]' | curl -fsS -u admin:\"$HDINSIGHT_PASSWORD\" -X PUT -H 'X-Requested-By: ambari' -d@- https://$endpoint/api/v1/clusters/$HDINSIGHT_KAFKA_NAME >> log.txt\n kafka_config_changed=1\nfi\n\necho 'checking Kafka IP listening addresses'\nkafka_broker_tag=$(curl -fsS -u admin:\"$HDINSIGHT_PASSWORD\" \"https://$endpoint/api/v1/clusters/$HDINSIGHT_KAFKA_NAME?fields=Clusters/desired_configs\" | jq -r '.Clusters.desired_configs.\"kafka-broker\".tag')\nif [ \"$kafka_broker_tag\" != \"IP_ADV\" ]; then\n echo 'Enabling Kafka IP listening on all interfaces'\n curl -fsS -u admin:\"$HDINSIGHT_PASSWORD\" \"https://$endpoint/api/v1/clusters/$HDINSIGHT_KAFKA_NAME/configurations?type=kafka-broker&tag=$kafka_broker_tag\" | jq '[{\"Clusters\": {\"desired_config\": [.items[0] | .tag=\"IP_ADV\" | .service_config_version_note=\"IP Advertising\" | .properties.listeners = \"PLAINTEXT://0.0.0.0:9092\" ] } } ]' | curl -fsS -u admin:\"$HDINSIGHT_PASSWORD\" -X PUT -H 'X-Requested-By: ambari' -d@- https://$endpoint/api/v1/clusters/$HDINSIGHT_KAFKA_NAME >> log.txt\n kafka_config_changed=1\nfi\n\nif [ -n \"$kafka_config_changed\" ]; then\n echo 'Stopping Kafka service'\n curl -fsS -u admin:\"$HDINSIGHT_PASSWORD\" -H 'X-Requested-By: ambari' -X PUT -d '{\"Body\": {\"ServiceInfo\": {\"state\": \"INSTALLED\"}}}' https://$endpoint/api/v1/clusters/$HDINSIGHT_KAFKA_NAME/services/KAFKA >> log.txt\n TIMEOUT=600\n for i in $(seq 1 $TIMEOUT); do\n if [ \"$(curl -fsS -u admin:$HDINSIGHT_PASSWORD https://$endpoint/api/v1/clusters/$HDINSIGHT_KAFKA_NAME/services/KAFKA | jq -r .ServiceInfo.state)\" == \"INSTALLED\" ]; then\n break\n fi\n sleep 1\n done\n echo 'Starting Kafka service'\n curl -fsS -u admin:\"$HDINSIGHT_PASSWORD\" -H 'X-Requested-By: ambari' -X PUT -d '{\"Body\": {\"ServiceInfo\": {\"state\": \"STARTED\"}}}' https://$endpoint/api/v1/clusters/$HDINSIGHT_KAFKA_NAME/services/KAFKA >> log.txt\nfi\n\necho 'Enable HDInsight monitoring'\necho \". workspace: $LOG_ANALYTICS_WORKSPACE\"\n\naz hdinsight monitor enable -g $RESOURCE_GROUP -n $HDINSIGHT_KAFKA_NAME --workspace $LOG_ANALYTICS_WORKSPACE \\\n -o tsv >> log.txt\n" }, { "alpha_fraction": 0.6498194932937622, "alphanum_fraction": 0.6534296274185181, "avg_line_length": 22.08333396911621, "blob_id": "147cb6e1eb1696c7156c1634ea146ad87dc92ce0", "content_id": "5af2582ea9bd7dc3752c126fcdcc1e0a7955af0b", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 277, "license_type": "permissive", "max_line_length": 59, "num_lines": 12, "path": "/assert/has-local-helm.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nHAS_HELM=$(command -v helm || true)\nif [ -z \"$HAS_HELM\" ]; then\n echo \"helm not found\"\n echo \"please install it as described here:\"\n echo \"https://helm.sh/docs/using_helm/#installing-helm\"\n exit 1\nfi\n" }, { "alpha_fraction": 0.7535295486450195, "alphanum_fraction": 0.7623833417892456, "avg_line_length": 43.45744705200195, "blob_id": "64b34ea031777f9063d22f8c7d4fd779b11757f5", "content_id": "1a5e136bcde19be4bfb6598c9f2071cb5b2fb41e", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 4186, "license_type": "permissive", "max_line_length": 389, "num_lines": 94, "path": "/eventhubs-dataaccelerator-cosmosdb/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "ISO-8859-1", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - json\n - sql\n - scala\nproducts:\n - azure\n - azure-cosmos-db\n - azure-iot-hubs\n - azure-event-hubs\n - azure-hdinsights\n - data-accelerator\nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Azure Event Hubs (or IoT Hub or Kafka), Data Accelerator and Cosmos DB or (Blobs/Hubs/AzureSQL)\n\nThe provided scripts will enable a data pipeline solution using Data Accelerator for Apache Spark (on Azure HDInsight) complete with a load test service. The code is provided as-is and resources are to be managed by the owner of the subscription.\n\nThis sample enables various inputs, including Event Hub, Iot Hub and Kafka, as well as various outputs, including a built-in dashboard, CosmosDB, Event Hub or Azure Blob. It uses Cosmos DB as a database to store JSON configuration data\n\n## Running the Scripts\n\nPlease note that the scripts have been tested on Windows 10. The following tools are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [Data Accelerator](https://github.com/Microsoft/data-accelerator)\n - Clone the repo or download the DeploymentCloud folder\n\n## Setup Solution\n\nAfter downloading Data Accelerator Deployments scripts, per https://github.com/Microsoft/data-accelerator/wiki/Cloud-deployment, edit the \ncommon.parameters.txt under DeploymentCloud/Deployment.DataX, and provide TenantId and SubscriptionId. \n\nopen a command prompt as an admin under the downloaded folder DeploymentCloud/Deployment.DataX and run :\n\n deploy.bat\n\n## Created resources\n\nThe script will create the following resources in your subscriptions\n\n- **Azure HDInsight**: to process data incoming from Event Hubs as a stream. Workspace, Job and related cluster will be created\n- **Service Fabric cluster** Hosts the services that configures Flows, handle permissions and manages the metrics\n- **Cosmos DB** Server, Database and Collection: to store configurations\n- **App Service** Web site to host the Data Accelerator Portal where users create, configure and manage Flows\n- **Cache for Redis** Stores metrics to display on the Data Accelerator Portal\n- **Storage account** Store runtime configurations, sample data and user content\n- **Vnet** Hdinsight and Service Fabric clusters will be hosted inside a vnet\n- **Keyvault** Stores secrets for the system as well as any input from the user \n- **Application Insights Collects telemetry from the system to help diagnose issues\n- **Event Hubs** Namespace, Hub and Consumer Group: to ingest data incoming from test clients as well as an instance to process metrics\n- **IoT Hub** Namespace, Hub and Consumer Group: to ingest data incoming from test clients \n \n\n## Streamed Data\n\nStreamed data simulates several IoT device sending the following JSON data:\n\n```json\n {\n \"eventTimeStamp\": \"2019-07-22T15:24:38.000Z\",\n \"deviceDetails\": {\n \"deviceId\": 8,\n \"deviceType\": \"GarageDoorLock\",\n \"eventTime\": \"07/22/2019 15:24:38\",\n \"homeId\": 84,\n \"status\": 0\n }\n [...]\n }\n```\n\n## Solution customization\n\nIf you want to change settings of the solution, please see the ARM customization file (common.parameters.txt under DeploymentCloud\\Deployment.DataX) and the matching documentation here: https://github.com/Microsoft/data-accelerator/wiki/Arm-Parameters\n\n## Monitoring\n\nAfter starting the sample Flow, you can view metrics on the Metrics page of the web portal of the instantiated solution. This will give you metrics on the number of events going through the system as well as visualization of the data.\n\nIn order to monitor the system health, you can view the App Insight data of the created solution by opening the created Application Insight resource and then open the \"Live Metric Streams\". You'll be able to see in the \"incoming request\" as well as any errors in requests. You can read more on this here: https://github.com/Microsoft/data-accelerator/wiki/Diagnose-issues-using-Telemetry\n\n## Clean up\n\nTo remove all the created resource, you can delete the related resource group (DataX)\n\n```bash\naz group delete -n DataX\n```\n" }, { "alpha_fraction": 0.7692307829856873, "alphanum_fraction": 0.7692307829856873, "avg_line_length": 53.3636360168457, "blob_id": "e0d6f49f44cfa95c165510c66107cf5414eaec6b", "content_id": "35083704a0ba6800b921fee02227fc15e7839613", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 598, "license_type": "permissive", "max_line_length": 135, "num_lines": 11, "path": "/components/azure-iot-hub/get-iothub-eventhubs-connection-string.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\neventhub_endpoint=$(az iot hub show -g $RESOURCE_GROUP --name $IOTHUB_NAME --query properties.eventHubEndpoints.events.endpoint -o tsv)\neventhub_hub_name=$(az iot hub show -g $RESOURCE_GROUP --name $IOTHUB_NAME --query properties.eventHubEndpoints.events.path -o tsv)\npolicy_name=\"service\"\naccess_key=$(az iot hub policy show --hub-name $IOTHUB_NAME --name $policy_name --query primaryKey -o tsv)\nEVENTHUB_CS=\"Endpoint=$eventhub_endpoint;SharedAccessKeyName=$policy_name;SharedAccessKey=$access_key\"\nEVENTHUB_NAME=$eventhub_hub_name\n" }, { "alpha_fraction": 0.6181856393814087, "alphanum_fraction": 0.7027994394302368, "avg_line_length": 45.80788040161133, "blob_id": "153e9640724c44222eed765448a23a485b572ef5", "content_id": "9fb236c53fa2efb5d02da5b8eeef746b7861d6b3", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 9502, "license_type": "permissive", "max_line_length": 487, "num_lines": 203, "path": "/akskafka-databricks-cosmosdb/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - json\n - sql\n - scala\nproducts:\n - azure\n - azure-container-instances\n - azure-cosmos-db\n - azure-databricks\n - azure-kubernetes-service\nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Kafka on Azure Kubernetes Service (AKS), Databricks and Cosmos DB\n\nThis sample uses Cosmos DB as database to store JSON data.\n\nThe provided scripts will create an end-to-end solution complete with load test client.\n\n## Running the Scripts\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nThe following tools/languages are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [jq](https://stedolan.github.io/jq/download/)\n - Install: `sudo apt install jq`\n- [python](https://www.python.org/)\n - Install: `sudo apt install python python-pip`\n- [databricks-cli](https://github.com/databricks/databricks-cli)\n - Install: `pip install --upgrade databricks-cli`\n- [helm](https://helm.sh/)\n - Install: `https://github.com/helm/helm`\n- [kubectl](https://kubernetes.io/docs/reference/kubectl/overview/)\n - Install: `sudo apt-get install -y kubectl`\n\n## Setup Solution\n\nMake sure you are logged into your Azure account:\n\n az login\n\nand also make sure you have the subscription you want to use selected\n\n az account list\n\nif you want to select a specific subscription use the following command\n\n az account set --subscription <subscription_name>\n\nonce you have selected the subscription you want to use just execute the following command\n\n ./create-solution.sh -d <solution_name>\n\nthen `solution_name` value will be used to create a resource group that will contain all resources created by the script. It will also be used as a prefix for all resource create so, in order to help to avoid name duplicates that will break the script, you may want to generate a name using a unique prefix. **Please also use only lowercase letters and numbers only**, since the `solution_name` is also used to create a storage account, which has several constraints on characters usage:\n\n[Storage Naming Conventions and Limits](https://docs.microsoft.com/en-us/azure/architecture/best-practices/naming-conventions#storage)\n\nto have an overview of all the supported arguments just run\n\n ./create-solution.sh\n\n**Note**\nTo make sure that name collisions will be unlikely, you should use a random string to give name to your solution. The following script will generated a 7 random lowercase letter name for you:\n\n ./_common/generate-solution-name.sh\n\n## Created resources\n\nThe script will create the following resources:\n\n- **Azure Container Instances** to host Spark Load Test Clients: by default one client will be created, generating a load of 1000 events/second\n- **Azure Kubernetes Service (AKS)** Kafka Cluster and Consumer Group: to ingest data incoming from test clients\n- **Azure Databricks**: to process data incoming from Kafka on Azure Kubernetes Service (AKS) as a stream. Workspace, Job and related cluster will be created\n- **Cosmos DB** Server, Database and Collection: to store and serve processed data\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 57.739726013343247,\n \"moreData1\": 52.230732688620829,\n \"moreData2\": 57.497518587807189,\n \"moreData3\": 81.32211656749469,\n \"moreData4\": 54.412361539409427,\n \"moreData5\": 75.36416309399911,\n \"moreData6\": 71.53407865773488,\n \"moreData7\": 45.34076957651598,\n \"moreData8\": 51.3068118685458,\n \"moreData9\": 44.44672606436184,\n [...]\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\n## Duplicate event handling\n\nIn case the infrastructure fails and recovers, it could process a second time an event from Kafka on Azure Kubernetes Service (AKS) that has already been stored in Cosmos DB. The solution uses Cosmos DB Upsert functionality to make this operation idempotent, so that events are not duplicated in Cosmos DB (based on the eventId attribute).\n\nIn order to illustrate the effect of this, the event simulator is configured to randomly duplicate a small fraction of the messages (0.1% on average). Those duplicate will not be present in Cosmos DB.\n\n## Solution customization\n\nIf you want to change some setting of the solution, like the number of load test clients, Cosmos DB RU and so on, you can do it right in the `create-solution.sh` script, by changing any of these values:\n\n export AKS_NODES=3\n export KAFKA_BROKERS=4\n export KAFKA_PARTITIONS=4\n export COSMOSDB_RU=20000\n export SIMULATOR_INSTANCES=1\n export DATABRICKS_NODETYPE=Standard_DS3_v2\n export DATABRICKS_WORKERS=4\n export DATABRICKS_MAXEVENTSPERTRIGGER=10000\n\nThe above settings have been chosen to sustain a 1,000 msg/s stream. The script also contains settings for 5,000 msg/s and 10,000 msg/s.\n\n## Monitor performance\n\nIn order to monitor performance of created solution you just have to open the created Application Insight resource and then open the \"Live Metric Streams\" and you'll be able to see in the \"incoming request\" the number of processed request per second. The number you'll see here is very likely to be lower than the number of messages/second sent by test clients since the Azure Function is configured to use batching\".\n\nPerformance will be monitored and displayed on the console for 30 minutes also. The script queries Log Analytics for the latest metrics from Kafka (note that because of ingestion latency in Log Analytics, the data may be updated at a less frequent interval.\nIf everything is working correctly, the number of reported `IncomingBytes` and `OutgoingBytes` should be roughly the same, after a few minutes of ramp-up.\n\n```\n 2019-11-13T20:03:07Z 60127 0 0\n 2019-11-13T20:03:07Z 60127 0 0\n 2019-11-13T20:03:07Z 60127 0 0\n 2019-11-13T20:05:05Z 59456 55872597 39192676\n 2019-11-13T20:07:05Z 61095 55859006 39454893\n 2019-11-13T20:05:05Z 59456 55872597 39192676\n 2019-11-13T20:08:06Z 58667 54928162 38560536\n 2019-11-13T20:08:06Z 58667 54928162 38560536\n 2019-11-13T20:08:06Z 58667 54928162 38560536\n 2019-11-13T20:08:06Z 58667 54928162 38560536\n 2019-11-13T20:13:06Z 59077 54944942 39192676\n 2019-11-13T20:13:06Z 59077 54944942 39192676\n 2019-11-13T20:13:06Z 59077 54944942 39192676\n 2019-11-13T20:14:05Z 60825 54954506 39845888\n 2019-11-13T20:14:05Z 60825 54954506 39845888\n```\n\n## Azure Databricks\n\nAt present time the Cosmos DB Spark Connector *does not* suport `timestamp` data type. If you try to send to Cosmos DB a dataframe containing a timestamp, in fact, you'll get the followin error:\n\n```\njava.lang.ClassCastException: java.lang.Long cannot be cast to java.sql.Timestamp\n```\n\nAs a workaround the `timestamp` columns are sent to Cosmos DB as Strings.\n\n## Cosmos DB\n\nWhen scaling up you may have noticed that you need more RU that would you could expect. Assuming that Cosmos DB consume 7 RU per write, to stream 5000 msgs/sec you can expect to use up to 35000 RU. Instead the sample is using 50000. There are three main reasons that explain what that is happening:\n\n1. indexing\n2. document size\n3. physical data distribution\n\nLook at the details of the [Azure Functions sample](../eventhubs-functions-cosmosdb#cosmos-db) to see a detailed description of mentioned concepts.\n\n## Strimzi Kafka Operator\n\nThis sample is using the strimzi operator to deploy Kafka on top of Kubernetes. To learn\nmore about this operator, you can go to the [official website](https://strimzi.io/), which\nhas documentation, tutorials and etc.\nAlso, there is the [Fabrikate Repo](https://github.com/microsoft/fabrikate-definitions/tree/master/samples/kafka-strimzi-portworx) that has an end to end example of running\na secure stateful workload using kafka.\n\n## Query Data\n\nData is available in the created Cosmos DB database. You can query it from the portal, for example:\n\n```sql\nSELECT * FROM c WHERE c.type = 'CO2'\n```\n\n## Clean up\n\nTo remove all the created resource, you can just delete the related resource group\n\n```bash\naz group delete -n <resource-group-name>\n```\n" }, { "alpha_fraction": 0.7453774809837341, "alphanum_fraction": 0.7555854916572571, "avg_line_length": 49.3980598449707, "blob_id": "9813f79b5a9cb1cfc5023f84777f2f4e45fb44f2", "content_id": "aeeea6eac4f2c6ba84c50b4e5ceb45c0360923ad", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 5192, "license_type": "permissive", "max_line_length": 149, "num_lines": 103, "path": "/integration-tests/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "# Streaming at Scale integration tests\n\n## Integration test suite\n\nThe suite is designed to run in a fully automated manner in Azure DevOps. It\ndeploys each scenario from the streaming-at-scale project in a new resource\ngroup, then runs a verification job in Azure Databricks that reads the entire\nset of events generated by the scenario, and tests assertions on the throughput\nand latency. For instance, after running the eventhubs-functions-cosmosdb\nscenario at 5000 events/second, the verification job downloads the output data\nstored in CosmosDB and computes the end-to-end latency and throughput\naggregated at one-minute interval. To account for some runtime variability, the\ntest asserts that a throughput of at least 90% of the expected throughput (in\nthat case, 270,000 events in a one-minute interval) was reached at least once.\n\nSince the provisioning of an Azure Databricks workspace cannot be fully\nautomated at present, you must generate a PAT token of a preexisting workspace\nand supply it to the pipeline.\n\n## Installing the build agent\n\nAs the integration tests can run for more than 6 hours, they must be run on self-hosted Azure DevOps agents.\n\nCreate a project in Azure DevOps. Create an agent pool named \"streaming-at-scale\".\n\nIn the Azure portal, create an Azure VM with Ubuntu 18.04 LTS.\n\nSSH to the VM and run the following commands interactively one a time.\n\n```bash\n# Install Azure DevOps agent. When prompted enter the Azure DevOps host and a PAT token with Agent Pool management permissions.\nmkdir agent\ncd agent\nwget https://vstsagentpackage.azureedge.net/agent/2.155.1/vsts-agent-linux-x64-2.155.1.tar.gz\ntar zxvf vsts-agent-linux-x64-2.155.1.tar.gz \n./config.sh \nsudo ./svc.sh install\nsudo ./svc.sh start\n# Install jq\nsudo apt update\nsudo apt install jq\n# Install zip\nsudo apt install zip\n# Install az (Azure CLI)\ncurl -sL https://aka.ms/InstallAzureCLIDeb | sudo bash\n# Install dotnet SDK\nwget -q https://packages.microsoft.com/config/ubuntu/18.04/packages-microsoft-prod.deb -O packages-microsoft-prod.deb\nsudo dpkg -i packages-microsoft-prod.deb\nsudo add-apt-repository universe\nsudo apt-get install apt-transport-https\nsudo apt-get update\nsudo apt-get install dotnet-sdk-2.2\n# Install maven\nsudo apt install maven\n```\n\n\n## Creating the integration test pipeline in Azure DevOps\n\n* Create a Databricks workspace in the Azure region of your choice:\n * tier: standard\n * make sure the workspace is deployed with a custom VNET (as the HDInsight\n Kafka setup will need to peer VNETs).\n * You can use the [Databricks VNET\n template](https://azure.microsoft.com/en-us/resources/templates/101-databricks-all-in-one-template-for-vnet-injection/),\n changing the tier to standard on the deployment screen.\n* Install a build agent (instructions below).\n* In Azure AD, create a service principal. Grant the service principal\n *Owner* permission on your subscription (we can't use the automatic\n service connection dialog in Azure DevOps, as that would only grant\n *Contributor* permissions. We need *Owner* in order to grant Azure Kubernetes\n Service permissions to pull containers from Azure Container Registry).\n* In your Azure DevOps project settings, navigate to service connection and\n create an ARM service connection to your Azure subscription named\n 'ARMConnection'. *Use the full version* of the dialog to use your service\n principal.\n* Create a build pipeline:\n * As pipeline source, use https://github.com/Azure-Samples/streaming-at-scale.git.\n * As pipeline content, reference integration-tests/azure-pipelines.yaml.\n * Define the following pipeline variables:\n\n| Variable name | Description | Required? | Example |\n| -------------------- | ---------------------------------------------- | --------- | ---------- |\n| LOCATION | Azure region in which to deploy infrastructure | required | eastus |\n| DATABRICKS_PAT_TOKEN | (secret variable) Databricks PAT token for a Databricks workspace deployed in $LOCATION | required | dapi012345... |\n| DATABRICKS_VNET | Databricks VNET name (default value: 'databricks-vnet') | optional | databricks-vnet |\n| DATABRICKS_VNET_RESOURCE_GROUP | Resource Group containing the Databricks VNET | required | streamingitests |\n| RESOURCE_GROUP_PREFIX | Prefix used to name deployed resources. Must be globally unique, use a sufficiently unique string | required | xyzzy0x4 |\n| AGENT_VM_RESOURCE_GROUP | Resource group of the build agent VM | required | streamingitests |\n| AGENT_VM_NAME | Name of the build agent VM | required | streamingbuildagent |\n\n\n## Running the integration tests\n\nRunning the pipeline will generate multiple runner jobs, and execute them in\nsequence. Each scenario is deployed in a newly created resource group, that is\nimmediately deleted after the test is run.\n\nAt the end of the job output of the 'Run test' task is a link to the Databricks\njob run URL for the verification job. You can open this URL to view the run\nnotebook output. At the end of the main notebook is a call to the\n'verify-common' notebook job, open that notebook run to view detailed\nstatistics collected by the verification job.\n\n" }, { "alpha_fraction": 0.735052764415741, "alphanum_fraction": 0.7420867681503296, "avg_line_length": 34.54166793823242, "blob_id": "c0f18ef1b1693ab9943c7f3ebab21fcc2a65055b", "content_id": "393abb21ba8de87e20f851beccd0a516e94577f1", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 853, "license_type": "permissive", "max_line_length": 259, "num_lines": 24, "path": "/components/azure-functions/configure-processing-function-azuresql.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'adding app settings for connection strings'\necho \". function: $PROC_FUNCTION_APP_NAME\"\n\nACS=\"Server=tcp:$SQL_SERVER_NAME.database.windows.net,1433;Initial Catalog=$SQL_DATABASE_NAME;Persist Security Info=False;User ID=serveradmin;Password=Strong_Passw0rd!;MultipleActiveResultSets=False;Encrypt=True;TrustServerCertificate=False;Connection Timeout=30;\"\necho \". AzureSQLConnectionString\"\n\naz functionapp config appsettings set \\\n -n $PROC_FUNCTION_APP_NAME \\\n -g $RESOURCE_GROUP \\\n --settings AzureSQLConnectionString=\"$ACS\" \\\n -o tsv >> log.txt\n\necho \". Stored Procedure: $SQL_PROCEDURE_NAME\"\n\naz functionapp config appsettings set \\\n -n $PROC_FUNCTION_APP_NAME \\\n -g $RESOURCE_GROUP \\\n --settings AzureSQLProcedureName=\"$SQL_PROCEDURE_NAME\" \\\n -o tsv >> log.txt\n" }, { "alpha_fraction": 0.5804166793823242, "alphanum_fraction": 0.5808333158493042, "avg_line_length": 34.29411697387695, "blob_id": "29053ccfa7d0ae13640b7e3f82138e8fe33b7efe", "content_id": "c2ff1c3f3ac848b8aa16d15ed473d2cf3fd986a5", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2400, "license_type": "permissive", "max_line_length": 86, "num_lines": 68, "path": "/integration-tests/test_solutions.py", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "import os\nimport json\nimport subprocess\nimport glob\n\nimport pytest\nfrom flaky import flaky\n\n\n# Generate parametric tests by parsing test_spec.json files in each solution directory\ndef pytest_generate_tests(metafunc):\n stage = metafunc.config.getoption(\"stage\")\n test_spec_files = glob.glob(\"../*/test_spec.json\")\n test_specs = []\n test_ids = []\n for f in sorted(test_spec_files):\n with open(f) as fd:\n new_specs = json.load(fd)\n for spec in new_specs:\n if spec[\"stage\"] == stage:\n spec[\"folder\"] = os.path.basename(os.path.dirname(f))\n test_specs.append(spec)\n test_id = \"{} {} ({})\".format(\n spec[\"short\"], spec[\"folder\"], \" \".join(spec[\"extra_args\"]))\n test_ids.append(test_id)\n argnames = [\"enabled\", \"folder\", \"short\", \"steps\",\n \"minutes\", \"throughput\", \"extra_args\"]\n metafunc.parametrize(\n argnames,\n [[spec[name] for name in argnames] for spec in test_specs],\n ids=test_ids\n )\n\n\nclass TestSolutions():\n\n # Test the creation of a solution.\n # Flaky is used to rerun tests that may fail because of transient cloud issues.\n @flaky(max_runs=3)\n def test_solution(self, folder, steps, minutes, throughput, extra_args):\n\n print(self, folder, steps, minutes, throughput, extra_args)\n\n cmd = [\"./create-solution.sh\",\n \"-d\", self.rg,\n \"-s\", steps,\n \"-l\", os.environ['LOCATION'],\n *extra_args]\n env = dict(os.environ, REPORT_THROUGHPUT_MINUTES=minutes)\n cwd = \"../\" + folder\n subprocess.run(cmd, env=env, cwd=cwd, check=True)\n with open(cwd + '/test-output.txt', 'r') as test_output_file:\n test_output = test_output_file.read()\n assert test_output == \"\"\n\n @pytest.fixture(autouse=True)\n def run_around_tests(self, short, enabled):\n\n if not enabled:\n pytest.skip(\"Disabled in test_spec.json\")\n\n self.rg = os.environ['RESOURCE_GROUP_PREFIX'] + short\n # Delete solution resource group if already exists\n subprocess.run([\"./check-resource-group.sh\", self.rg], check=True)\n # Run test function\n yield\n # Delete solution resource group\n subprocess.run([\"./delete-resource-group.sh\", self.rg], check=True)\n" }, { "alpha_fraction": 0.7407407164573669, "alphanum_fraction": 0.746512770652771, "avg_line_length": 55.18918991088867, "blob_id": "47bedda69da54c5351732dc62ae6b96ec83f113c", "content_id": "4eb377a52048434ea9febc9db370fa05146745a6", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 2079, "license_type": "permissive", "max_line_length": 136, "num_lines": 37, "path": "/streaming/databricks/runners/verify-dataexplorer.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nsource ../streaming/databricks/runners/verify-common.sh\n\necho \"getting Data Explorer URL\"\nkustoURL=$(az kusto cluster show -g $RESOURCE_GROUP -n $DATAEXPLORER_CLUSTER --query uri -o tsv)\n\necho \"getting Storage key\"\nAZURE_STORAGE_KEY=$(az storage account keys list -g $RESOURCE_GROUP -n $AZURE_STORAGE_ACCOUNT -o tsv --query \"[0].value\")\n\necho \"getting Service Principal ID and password\"\nappId=$(az keyvault secret show --vault-name $SERVICE_PRINCIPAL_KEYVAULT -n $SERVICE_PRINCIPAL_KV_NAME-id --query value -o tsv)\npassword=$(az keyvault secret show --vault-name $SERVICE_PRINCIPAL_KEYVAULT -n $SERVICE_PRINCIPAL_KV_NAME-password --query value -o tsv)\n\necho 'writing Databricks secrets'\ndatabricks secrets put --scope \"MAIN\" --key \"dataexplorer-client-password\" --string-value \"$password\"\ndatabricks secrets put --scope \"MAIN\" --key \"dataexplorer-storage-key\" --string-value \"$AZURE_STORAGE_KEY\"\n\nsource ../streaming/databricks/job/run-databricks-job.sh verify-dataexplorer true \"$(cat <<JQ\n .libraries += [ { \"maven\": { \"coordinates\": \"com.microsoft.azure.kusto:kusto-spark_3.0_2.12:2.3.0\" } } ]\n | .notebook_task.base_parameters.\"test-output-path\" = \"$DATABRICKS_TESTOUTPUTPATH\"\n | .notebook_task.base_parameters.\"dataexplorer-cluster\" = \"$kustoURL\"\n | .notebook_task.base_parameters.\"dataexplorer-database\" = \"$DATAEXPLORER_DATABASE\"\n | .notebook_task.base_parameters.\"dataexplorer-query\" = \"EventTable\"\n | .notebook_task.base_parameters.\"dataexplorer-client-id\" = \"$appId\"\n | .notebook_task.base_parameters.\"dataexplorer-storage-account\" = \"$AZURE_STORAGE_ACCOUNT\"\n | .notebook_task.base_parameters.\"dataexplorer-storage-container\" = \"dataexplorer\"\n | .notebook_task.base_parameters.\"assert-events-per-second\" = \"$(($TESTTYPE * 900))\"\n | .notebook_task.base_parameters.\"assert-duplicate-fraction\" = \"$ALLOW_DUPLICATE_FRACTION\"\n | .notebook_task.base_parameters.\"assert-outofsequence-fraction\" = \"$ALLOW_OUTOFSEQUENCE_FRACTION\"\nJQ\n)\"\n\nsource ../streaming/databricks/runners/verify-download-result.sh\n" }, { "alpha_fraction": 0.7982456088066101, "alphanum_fraction": 0.7982456088066101, "avg_line_length": 22, "blob_id": "81b4f64f3845027ef0ca6803b03851df08275656", "content_id": "79d05b3babbde93145c14c6c8240cf4893846917", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 114, "license_type": "permissive", "max_line_length": 63, "num_lines": 5, "path": "/cosmos-db/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "# Redirection Notice\n\nSample has been moved here:\n\n[eventhubs-functions-cosmosdb](../eventhubs-functions-cosmosdb)" }, { "alpha_fraction": 0.6426593065261841, "alphanum_fraction": 0.6454293727874756, "avg_line_length": 24.785715103149414, "blob_id": "09807f62d348e711fef3dcaa106ba8ef015cf5c7", "content_id": "821a32bf6754d6815fda04ca9b0234406d4ef2e7", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 361, "license_type": "permissive", "max_line_length": 80, "num_lines": 14, "path": "/assert/has-local-jq.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nHAS_JQ=$(command -v jq || true)\nif [ -z \"$HAS_JQ\" ]; then\n echo \"jq not found\"\n echo \"please install it using your package manager, for example, on Ubuntu:\"\n echo \" sudo apt install jq\"\n echo \"or as described here:\"\n echo \" https://stedolan.github.io/jq/download/\"\n exit 1\nfi\n" }, { "alpha_fraction": 0.6490455269813538, "alphanum_fraction": 0.6754772663116455, "avg_line_length": 27.978723526000977, "blob_id": "076ef7887b0bf2c4872a4a51690246dc541623f6", "content_id": "abc64850d16f12fc8ce6c99d0e50a479c8e83480", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Java", "length_bytes": 1362, "license_type": "permissive", "max_line_length": 61, "num_lines": 47, "path": "/components/apache-flink/flink-kafka-consumer/src/main/java/com/microsoft/samples/flink/data/SampleRecord.java", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "package com.microsoft.samples.flink.data;\n\nimport java.io.Serializable;\nimport java.time.Instant;\n\npublic class SampleRecord implements Serializable {\n public String eventId;\n public ComplexData complexData;\n public Double value;\n public String type;\n public String deviceId;\n public Long deviceSequenceNumber;\n public Instant createdAt;\n public Instant enqueuedAt;\n public Instant processedAt;\n\n public SampleRecord() {\n Instant now = Instant.now();\n createdAt = now;\n }\n\n public static class ComplexData implements Serializable {\n public double moreData0;\n public double moreData1;\n public double moreData2;\n public double moreData3;\n public double moreData4;\n public double moreData5;\n public double moreData6;\n public double moreData7;\n public double moreData8;\n public double moreData9;\n public double moreData10;\n public double moreData11;\n public double moreData12;\n public double moreData13;\n public double moreData14;\n public double moreData15;\n public double moreData16;\n public double moreData17;\n public double moreData18;\n public double moreData19;\n public double moreData20;\n public double moreData21;\n public double moreData22;\n }\n}\n" }, { "alpha_fraction": 0.6534667611122131, "alphanum_fraction": 0.6631879806518555, "avg_line_length": 28.76595687866211, "blob_id": "5c4ff1bb6a6ebc201a020c4682bfab020a9fe013", "content_id": "a3ca8e2df23ba9ae9e0fff6df4cd3296b793f1d6", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 6995, "license_type": "permissive", "max_line_length": 129, "num_lines": 235, "path": "/hdinsightkafka-flink-hdinsightkafka/create-solution.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nexport PREFIX=''\nexport LOCATION=\"eastus\"\nexport TESTTYPE=\"1\"\nexport STEPS=\"CIPTM\"\nexport FLINK_PLATFORM='aks'\nexport FLINK_JOBTYPE='simple-relay'\n\nusage() {\n echo \"Usage: $0 -d <deployment-name> [-s <steps>] [-t <test-type>] [-l <location>] [-p <platform>]\"\n echo \"-s: specify which steps should be executed. Default=$STEPS\"\n echo \" Possible values:\"\n echo \" C=COMMON\"\n echo \" I=INGESTION\"\n echo \" P=PROCESSING\"\n echo \" T=TEST clients\"\n echo \" M=METRICS reporting\"\n echo \" V=VERIFY deployment\"\n echo \"-t: test 1,5,10 thousands msgs/sec. Default=$TESTTYPE\"\n echo \"-p: platform: aks or hdinsight. Default=$FLINK_PLATFORM\"\n echo \"-a: type of job: 'simple-relay' or 'complex-processing'. Default=$FLINK_JOBTYPE\"\n echo \"-l: where to create the resources. Default=$LOCATION\"\n exit 1;\n}\n\n# Initialize parameters specified from command line\nwhile getopts \":d:s:t:l:p:a:\" arg; do\n\tcase \"${arg}\" in\n\t\td)\n\t\t\tPREFIX=${OPTARG}\n\t\t\t;;\n\t\ts)\n\t\t\tSTEPS=${OPTARG}\n\t\t\t;;\n\t\tt)\n\t\t\tTESTTYPE=${OPTARG}\n\t\t\t;;\n\t\tl)\n\t\t\tLOCATION=${OPTARG}\n\t\t\t;;\n\t\tp)\n\t\t\tFLINK_PLATFORM=${OPTARG}\n\t\t\t;;\n\t\ta)\n\t\t\tFLINK_JOBTYPE=${OPTARG}\n\t\t\t;;\n\t\tesac\ndone\nshift $((OPTIND-1))\n\nif [[ -z \"$PREFIX\" ]]; then\n\techo \"Enter a name for this deployment.\"\n\tusage\nfi\n\nexport AKS_KUBERNETES_VERSION=1.14.7\n\n# 10000 messages/sec\nif [ \"$TESTTYPE\" == \"10\" ]; then\n export HDINSIGHT_KAFKA_WORKERS=4\n export HDINSIGHT_KAFKA_WORKER_SIZE=Standard_D3_V2\n export KAFKA_PARTITIONS=8\n export FLINK_PARALLELISM=8\n export SIMULATOR_INSTANCES=5\n # settings for AKS (-p aks)\n export AKS_NODES=4\n export AKS_VM_SIZE=Standard_D4s_v3\n # settings for HDInsight YARN (-p hdinsight)\n export HDINSIGHT_HADOOP_WORKERS=3\n export HDINSIGHT_HADOOP_WORKER_SIZE=Standard_D3_V2\nfi\n\n# 5000 messages/sec\nif [ \"$TESTTYPE\" == \"5\" ]; then\n export HDINSIGHT_KAFKA_WORKERS=4\n export HDINSIGHT_KAFKA_WORKER_SIZE=Standard_D3_V2\n export KAFKA_PARTITIONS=4\n export FLINK_PARALLELISM=4\n export SIMULATOR_INSTANCES=3\n # settings for AKS (-p aks)\n export AKS_NODES=5\n export AKS_VM_SIZE=Standard_D2s_v3\n # settings for HDInsight YARN (-p hdinsight)\n export HDINSIGHT_HADOOP_WORKERS=3\n export HDINSIGHT_HADOOP_WORKER_SIZE=Standard_D3_V2\nfi\n\n# 1000 messages/sec\nif [ \"$TESTTYPE\" == \"1\" ]; then\n export HDINSIGHT_KAFKA_WORKERS=4\n export HDINSIGHT_KAFKA_WORKER_SIZE=Standard_D3_V2\n export KAFKA_PARTITIONS=1\n export FLINK_PARALLELISM=1\n export SIMULATOR_INSTANCES=1\n # settings for AKS (-p aks)\n export AKS_NODES=3\n export AKS_VM_SIZE=Standard_D2s_v3\n # settings for HDInsight YARN (-p hdinsight)\n export HDINSIGHT_HADOOP_WORKERS=3\n export HDINSIGHT_HADOOP_WORKER_SIZE=Standard_D3_V2\nfi\n\n# last checks and variables setup\nif [ -z ${SIMULATOR_INSTANCES+x} ]; then\n usage\nfi\n\nexport RESOURCE_GROUP=$PREFIX\nexport IMAGE_TAG=$PREFIX$(date +%s)\n\n# remove log.txt if exists\nrm -f log.txt\n\necho \"Checking pre-requisites...\"\n\nsource ../assert/has-local-az.sh\nsource ../assert/has-local-jq.sh\nsource ../assert/has-local-helm.sh\nsource ../assert/has-local-kubectl.sh\nsource ../assert/has-local-mvn.sh\n\necho\necho \"Streaming at Scale with Flink\"\necho \"=============================\"\necho\n\necho \"Steps to be executed: $STEPS\"\necho\n\necho \"Configuration: \"\necho \". Resource Group => $RESOURCE_GROUP\"\necho \". Region => $LOCATION\"\necho \". HDInsight Kafka => VM: $HDINSIGHT_KAFKA_WORKER_SIZE, Workers: $HDINSIGHT_KAFKA_WORKERS\"\nif [ \"$FLINK_PLATFORM\" == \"hdinsight\" ]; then\n echo \". HDInsight YARN => VM: $HDINSIGHT_HADOOP_WORKER_SIZE, Workers: $HDINSIGHT_HADOOP_WORKERS\"\nelse\n echo \". AKS => VM: $AKS_VM_SIZE, Workers: $AKS_NODES\"\nfi\necho \". Flink => AKS nodes: $AKS_NODES x $AKS_VM_SIZE, Parallelism: $FLINK_PARALLELISM\"\necho \". Simulators => $SIMULATOR_INSTANCES\"\nif [[ -n ${AD_SP_APP_ID:-} && -n ${AD_SP_SECRET:-} ]]; then\n echo \". Service Principal => $AD_SP_APP_ID\"\nfi\necho\n\necho \"Deployment started...\"\necho\n\necho \"***** [C] Setting up COMMON resources\"\n\n export AZURE_STORAGE_ACCOUNT=$PREFIX\"storage\"\n export VNET_NAME=$PREFIX\"-vnet\"\n\n RUN=`echo $STEPS | grep C -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-common/create-resource-group.sh\n source ../components/azure-storage/create-storage-account.sh\n source ../components/azure-common/create-virtual-network.sh\n fi\necho\n\necho \"***** [I] Setting up INGESTION\"\n\n export KAFKA_TOPIC=\"in\"\n export KAFKA_OUT_TOPIC=\"out\"\n export HDINSIGHT_KAFKA_NAME=$PREFIX\"hdikafka\"\n export HDINSIGHT_PASSWORD=\"Strong_Passw0rd!\"\n\n source ../components/azure-monitor/generate-workspace-name.sh\n\n RUN=`echo $STEPS | grep I -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-monitor/create-log-analytics.sh\n source ../components/azure-hdinsight/create-hdinsight-kafka.sh\n fi\necho\n\necho \"***** [P] Setting up PROCESSING\"\n\n export APPINSIGHTS_NAME=$PREFIX\"appmon\"\n # Creating multiple HDInsight clusters in the same Virtual Network requires each cluster to have unique first six characters.\n export HDINSIGHT_YARN_NAME=\"yarn\"$PREFIX\"hdi\"\n export HDINSIGHT_PASSWORD=\"Strong_Passw0rd!\"\n export AKS_CLUSTER=$PREFIX\"aks\"\n export SERVICE_PRINCIPAL_KV_NAME=$AKS_CLUSTER\n export SERVICE_PRINCIPAL_KEYVAULT=$PREFIX\"spkv\"\n export ACR_NAME=$PREFIX\"acr\"\n\n RUN=`echo $STEPS | grep P -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/apache-flink/build-flink-jobs.sh\n source ../components/azure-hdinsight/get-hdinsight-kafka-brokers-in-listen.sh\n source ../components/azure-hdinsight/get-hdinsight-kafka-brokers-out-send.sh\n source ../components/apache-flink/$FLINK_PLATFORM/run-flink.sh \n fi\necho\n\necho \"***** [T] Starting up TEST clients\"\n\n RUN=`echo $STEPS | grep T -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-hdinsight/get-hdinsight-kafka-brokers.sh\n source ../simulator/run-generator-kafka.sh\n fi\necho\n\necho \"***** [M] Starting METRICS reporting\"\n\n RUN=`echo $STEPS | grep M -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-hdinsight/get-hdinsight-kafka-brokers.sh\n source ../components/azure-hdinsight/report-throughput.sh\n fi\necho\n\necho \"***** [V] Starting deployment VERIFICATION\"\n\n export ADB_WORKSPACE=$PREFIX\"databricks\" \n export ADB_TOKEN_KEYVAULT=$PREFIX\"kv\" #NB AKV names are limited to 24 characters\n export ALLOW_DUPLICATES=1\n\n RUN=`echo $STEPS | grep V -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-databricks/create-databricks.sh\n source ../components/azure-databricks/peer-databricks-vnet.sh\n source ../components/azure-hdinsight/get-hdinsight-kafka-brokers.sh\n source ../streaming/databricks/runners/verify-kafka.sh\n fi\necho\n\necho \"***** Done\"\n" }, { "alpha_fraction": 0.7413680553436279, "alphanum_fraction": 0.743973970413208, "avg_line_length": 48.51612854003906, "blob_id": "24415a1af040b3eb252700245fad1fcd544e91bd", "content_id": "6826484664af232333ec885cc59e6408b60e9a8b", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1535, "license_type": "permissive", "max_line_length": 121, "num_lines": 31, "path": "/streaming/databricks/runners/verify-sqldw.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nsource ../streaming/databricks/runners/verify-common.sh\n\necho \"retrieving storage account key\"\nAZURE_STORAGE_KEY=$(az storage account keys list -g $RESOURCE_GROUP -n $AZURE_STORAGE_ACCOUNT -o tsv --query \"[0].value\")\n\necho \"creating Polybase container\"\naz storage container create --account-name $AZURE_STORAGE_ACCOUNT -n sqldw -o tsv >> log.txt\n\necho 'writing Databricks secrets'\ndatabricks secrets put --scope \"MAIN\" --key \"sqldw-pass\" --string-value \"$SQL_ADMIN_PASS\"\ndatabricks secrets put --scope \"MAIN\" --key \"storage-account-key\" --string-value \"$AZURE_STORAGE_KEY\"\n\nsource ../streaming/databricks/job/run-databricks-job.sh verify-sqldw true \"$(cat <<JQ\n .notebook_task.base_parameters.\"test-output-path\" = \"$DATABRICKS_TESTOUTPUTPATH\"\n | .notebook_task.base_parameters.\"sqldw-servername\" = \"$SQL_SERVER_NAME\"\n | .notebook_task.base_parameters.\"sqldw-user\" = \"serveradmin\"\n | .notebook_task.base_parameters.\"sqldw-tempstorage-account\" = \"$AZURE_STORAGE_ACCOUNT\"\n | .notebook_task.base_parameters.\"sqldw-tempstorage-container\" = \"sqldw\"\n | .notebook_task.base_parameters.\"sqldw-table\" = \"$SQL_TABLE_NAME\"\n | .notebook_task.base_parameters.\"assert-events-per-second\" = \"$(($TESTTYPE * 900))\"\n | .notebook_task.base_parameters.\"assert-duplicate-fraction\" = \"$ALLOW_DUPLICATE_FRACTION\"\n | .notebook_task.base_parameters.\"assert-outofsequence-fraction\" = \"$ALLOW_OUTOFSEQUENCE_FRACTION\"\nJQ\n)\"\n\nsource ../streaming/databricks/runners/verify-download-result.sh\n" }, { "alpha_fraction": 0.6505823731422424, "alphanum_fraction": 0.662229597568512, "avg_line_length": 21.259260177612305, "blob_id": "a1225682bbdd1da7b9023505aabff4adc80d6b54", "content_id": "2eeaee42a14cc6a04c0825fb4863c69ae9849082", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 601, "license_type": "permissive", "max_line_length": 98, "num_lines": 27, "path": "/components/apache-flink/hdinsight/script-actions/run-flink-job.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -x\nset -euo pipefail\n\nsource /opt/flink/HDInsightUtilities.sh \n\n# Only run on first data node (to run only once in entire cluster)\nif [ $(test_is_first_datanode) == 0 ] ; then\n exit 0\nfi\n\ntmpdir=$(mktemp -d)\njobjar=\"$tmpdir/job.jar\"\nhdfs dfs -copyToLocal \"$1\" \"$jobjar\"\n\nshift\n\nflink_master=$(yarn app -list -appTypes \"Apache Flink\" | sed -rn 's!.*http://(.*)!\\1!p' | head -1)\n\nif [ -z \"$flink_master\" ]; then\n echo \"Couldn't find Flink JobManager in YARN. Is Flink running?\" >&2\n exit 1\nfi\n\ncd /opt/flink/flink\n./bin/flink run --jobmanager \"$flink_master\" --detached $jobjar \"$@\"\n" }, { "alpha_fraction": 0.7857142686843872, "alphanum_fraction": 0.7857142686843872, "avg_line_length": 39, "blob_id": "cf6585d120aca91fbdb8561025f029219ee49a80", "content_id": "8c708e0e8b323f3139525acf56de68216108b143", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 280, "license_type": "permissive", "max_line_length": 63, "num_lines": 7, "path": "/components/apache-flink/hdinsight/run-flink.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "source ../components/azure-monitor/create-log-analytics.sh\nsource ../components/azure-hdinsight/create-hdinsight-hadoop.sh\n\npushd ../components/apache-flink > /dev/null\n source hdinsight/provision-hdinsight-flink-cluster.sh\n source hdinsight/run-flink-job.sh\npopd > /dev/null\n" }, { "alpha_fraction": 0.6614431738853455, "alphanum_fraction": 0.6749271154403687, "avg_line_length": 45.50847625732422, "blob_id": "9da6ee3487b4f5709068e09af19d9146aeed8681", "content_id": "caa8239327544660fa69ee2a7d36d5c8917b92d7", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 2745, "license_type": "permissive", "max_line_length": 181, "num_lines": 59, "path": "/components/azure-kubernetes-service/aks-kafka-report-throughput.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\naz extension add --name log-analytics\n\nanalytics_ws_id=$(az resource show -g $RESOURCE_GROUP -n $LOG_ANALYTICS_WORKSPACE --resource-type Microsoft.OperationalInsights/workspaces --query properties.customerId -o tsv)\n\nREPORT_THROUGHPUT_MINUTES=${REPORT_THROUGHPUT_MINUTES:-30}\n\nfmt=\"%28s%20.f%20.f%20.f\\n\"\n\necho \"Reporting aggregate metrics per minute, for $REPORT_THROUGHPUT_MINUTES minutes.\"\nprintf \"${fmt//.f/s}\" \"\" IncomingMessages IncomingBytes OutgoingBytes\nprintf \"${fmt//.f/s}\" \"\" ---------------- ------------- -------------\nfor i in $(seq 1 $REPORT_THROUGHPUT_MINUTES) ; do\n stats=$(\n az monitor log-analytics query -w \"$analytics_ws_id\" --analytics-query \"\n InsightsMetrics\n | where Namespace == 'prometheus'\n | extend tags = parse_json(Tags)\n | filter tags.topic == '$KAFKA_TOPIC'\n | filter Name in (\n 'kafka_server_brokertopicmetrics_messagesin_total',\n 'kafka_server_brokertopicmetrics_messagesin_total',\n 'kafka_server_brokertopicmetrics_bytesin_total',\n 'kafka_server_brokertopicmetrics_bytesout_total')\n // NB only up to 64 different partition key values are supported, so this query will only scale to 64/4=16 nodes\n | extend partition_key = strcat(Name, tags.pod_name)\n | partition by partition_key (\n sort by TimeGenerated\n | project\n Name,\n latest_timestamp = TimeGenerated,\n previous_timestamp = next(TimeGenerated),\n latest_value = Val,\n previous_value = next(Val),\n increment_per_second = (Val - next(Val)) / datetime_diff('Millisecond', TimeGenerated, next(TimeGenerated)) * 60000\n | limit 1\n )\n | summarize\n latest_timestamp = max(latest_timestamp),\n previous_timestamp = max(previous_timestamp),\n latest_value = sum(latest_value),\n previous_value = sum(previous_value),\n increment_per_second = sum(increment_per_second)\n by Name\n | sort by Name\n \")\n ts=$(jq -r '.[] | select(.Name == \"kafka_server_brokertopicmetrics_messagesin_total\").latest_timestamp' <<< \"$stats\")\n messagesIn=$(jq -r '.[] | select(.Name == \"kafka_server_brokertopicmetrics_messagesin_total\").increment_per_second | if . == \"None\" then 0 else tonumber end | floor' <<< \"$stats\")\n bytesIn=$(jq -r '.[] | select(.Name == \"kafka_server_brokertopicmetrics_bytesin_total\").increment_per_second | if . == \"None\" then 0 else tonumber end | floor' <<< \"$stats\")\n bytesOut=$(jq -r '.[] | select(.Name == \"kafka_server_brokertopicmetrics_bytesout_total\").increment_per_second | if . == \"None\" then 0 else tonumber end | floor' <<< \"$stats\")\n\n printf \"$fmt\" \"${ts:--}\" \"$messagesIn\" \"$bytesIn\" \"$bytesOut\"\n\n # sleep until next full minute. \"10#\" is to force base 10 if string is e.g. \"09\"\n sleep \"$((60 - 10#$(date +%S) ))\"\ndone\n" }, { "alpha_fraction": 0.7126935124397278, "alphanum_fraction": 0.727554202079773, "avg_line_length": 34.10869598388672, "blob_id": "84ec0ffbe49ca66793e6c7533af10869871acd57", "content_id": "def1945b448c112f7f8fe973b85e69b9382bbf5d", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1615, "license_type": "permissive", "max_line_length": 146, "num_lines": 46, "path": "/components/apache-flink/hdinsight/script-actions/start-flink-cluster.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\nflink_version=$1\nflink_scala_version=$2\n\n# Import the helper method module.\n# See https://docs.microsoft.com/en-us/azure/hdinsight/hdinsight-hadoop-script-actions-linux#helpermethods\nmkdir -p /opt/flink\ncurl -sfL -o /opt/flink/HDInsightUtilities.sh https://hdiconfigactions.blob.core.windows.net/linuxconfigactionmodulev01/HDInsightUtilities-v01.sh \nsource /opt/flink/HDInsightUtilities.sh \n\n# Only run on first data node (to run only once in entire cluster)\nif [ $(test_is_first_datanode) == 0 ] ; then\n exit 0\nfi\n\n# Stop if Flink is already running\nflink_master=$(yarn app -list -appTypes \"Apache Flink\" | sed -rn 's!.*http://(.*)!\\1!p' | head -1)\nif [ -n \"$flink_master\" ]; then\n echo \"Flink is already running\" >&2\n exit 0\nfi\n\n# Download Flink runtime\ncd /opt/flink\ncurl -sfL -o flink.tgz \"https://archive.apache.org/dist/flink/flink-$flink_version/flink-$flink_version-bin-scala_$flink_scala_version.tgz\"\ntar zxvf flink.tgz\nrm -f flink\nln -s flink-$flink_version flink\ncd flink\n\n# Start Flink as YARN application\nexport HADOOP_CLASSPATH=$(hadoop classpath)\n./bin/yarn-session.sh --jobManagerMemory 1024m --taskManagerMemory 4096m --detached --name Flink --applicationType \"Apache Flink\"\n\n# Check Flink has started\nflink_master=$(yarn app -list -appTypes \"Apache Flink\" | sed -rn 's!.*http://(.*)!\\1!p' | head -1)\nif [ -z \"$flink_master\" ]; then\n echo \"Flink failed to start\" >&2\n exit 1\nfi\n\n# Write Flink master host and port to HDFS (Azure Storage), so the caller can use them to set up an SSH tunnel\necho \"$flink_master\" | hdfs dfs -put -f - /apps/flink/flink_master.txt\n" }, { "alpha_fraction": 0.6088151335716248, "alphanum_fraction": 0.6746742725372314, "avg_line_length": 50.16666793823242, "blob_id": "0019e150c773b1d8a48b7db7a0a0822c76ddf80c", "content_id": "3a0c1585865a18371e0351bfa58116bc47d64699", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 9824, "license_type": "permissive", "max_line_length": 708, "num_lines": 192, "path": "/eventhubs-streamanalytics-eventhubs/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - json\n - sql\nproducts:\n - azure\n - azure-container-instances\n - azure-event-hubs\n - azure-stream-analytics \nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Azure Event Hubs and Stream Analytics\n\nThis sample uses Stream Analytics to process streaming data from EventHub and uses another Event Hub as a sink to store JSON data. This is done to analyze pure streaming performances of Stream Analytics; no aggregation is done and data is passed as fast as possible from the input to the output. Data is augmented by adding additional fields.\n\nTo support very high throughput, two different Event Hubs namespaces are deployed by the template. Event Hubs can support streaming workloads from a few MB/s to several GB/s scale. Therefore, you need to choose the appropriate SKU and create the namespace as per your data volume needs.\n\n\nThe provided scripts will create an end-to-end solution complete with load test client. \n\n## Running the Scripts\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nThe following tools/languages are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [jq](https://stedolan.github.io/jq/)\n - Install: `sudo apt install jq`\n\n## Setup Solution\n\nMake sure you are logged into your Azure account:\n\n az login\n\nand also make sure you have the subscription you want to use selected\n\n az account list\n\nif you want to select a specific subscription use the following command\n\n az account set --subscription <subscription_name>\n\nonce you have selected the subscription you want to use just execute the following command\n\n ./create-solution.sh -d <solution_name>\n\nthen `solution_name` value will be used to create a resource group that will contain all resources created by the script. It will also be used as a prefix for all resource create so, in order to help to avoid name duplicates that will break the script, you may want to generated a name using a unique prefix. **Please also use only lowercase letters and numbers only**, since the `solution_name` is also used to create a storage account, which has several constraints on characters usage:\n\n[Storage Naming Conventions and Limits](https://docs.microsoft.com/en-us/azure/architecture/best-practices/naming-conventions#storage)\n\nto have an overview of all the supported arguments just run\n\n ./create-solution.sh\n\n**Note**\nTo make sure that name collisions will be unlikely, you should use a random string to give name to your solution. The following script will generated a 7 random lowercase letter name for you:\n\n ./generate-solution-name.sh\n\n## Created resources\n\nThe script will create the following resources:\n\n- **Azure Container Instances** to host Spark Load Test Clients: by default one client will be created, generating a load of 1000 events/second\n- **Event Hubs** Namespace, Hub and Consumer Group: to ingest data incoming from test clients and to store data generated by Stream Analytics\n- **Stream Analytics**: to process analytics on streaming data\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 57.739726013343247,\n \"moreData1\": 52.230732688620829,\n \"moreData2\": 57.497518587807189,\n \"moreData3\": 81.32211656749469,\n \"moreData4\": 54.412361539409427,\n \"moreData5\": 75.36416309399911,\n \"moreData6\": 71.53407865773488,\n \"moreData7\": 45.34076957651598,\n \"moreData8\": 51.3068118685458,\n \"moreData9\": 44.44672606436184,\n [...]\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n\n## Duplicate event handling\n\nThe solution does not perform event deduplication. In order to illustrate the effect of this, the event simulator is configured to randomly duplicate a small fraction of the messages (0.1% on average). Those duplicate events will be present in the destination Event Hub.\n\n## Anomaly detection\n\nBy default, the solution will set up a simple data movement job. Optionally, you can configure the job to perform anomaly detection:\n\n ./create-solution.sh -a anomalydetection\n\nThe sample uses Stream Analytics to perform anomaly detection on the streaming data.\n\nThe deployed Stream Analytics solution performs spike and dip detection using the built-in AnomalyDetection_SpikeAndDip function.\nYou can also change the anomaly detection function to AnomalyDetection_ChangePoint by editing the query in stream-analytics-job-anomalydetection-arm-template.json.\n\nData is made available in the created Event Hub output. \n\n## Solution customization\n\nIf you want to change some setting of the solution, like number of load test clients, event hubs TU and so on, you can do it right in the `create-solution.sh` script, by changing any of these values:\n\n export EVENTHUB_PARTITIONS=2\n export EVENTHUB_CAPACITY=2\n export PROC_STREAMING_UNITS=3\n export SIMULATOR_INSTANCES=1\n\nThe above settings have been chosen to sustain a 1,000 msg/s stream. The script also contains settings for 5,000 msg/s and 10,000 msg/s.\n\n## Monitor performance\n\nPlease use Metrics pane in Stream Analytics, see \"Input/Output Events\" for throughput and \"Watermark Delay\" metric to see if the job is keeping up with the input rate. You can also use Event Hub \"Metrics\" pane to see if there are any \"Throttled Requests\" and adjust the Threshold Units accordingly. \"Watermark Delay\" is one of the key metric that will help you to understand if Stream Analytics is keeping up with the incoming data. If delay is constantly increasing, you need to take a look at the destination to see if it can keep up with the speed or check if you need to increase SU: https://azure.microsoft.com/en-us/blog/new-metric-in-azure-stream-analytics-tracks-latency-of-your-streaming-pipeline/.\n\n\nThe deployment script will also report performance, by default every minute for 30 minutes:\n\n```\n***** [M] Starting METRICS reporting\nEvent Hub capacity: 2 throughput units (this determines MAX VALUE below).\nReporting aggregate metrics per minute, offset by 2 minutes, for 30 minutes.\n Event Hub # IncomingMessages IncomingBytes OutgoingMessages OutgoingBytes ThrottledRequests\n ----------- ---------------- ------------- ---------------- ------------- -----------------\n MAX VALUE 120000 120000000 491520 240000000 -\n ----------- ---------------- ------------- ---------------- ------------- -----------------\n 2019-10-03T07:57:00 1 0 0 0 0 0\n 2019-10-03T07:57:00 2 0 0 0 0 0\n 2019-10-03T07:58:00 1 24050 22809797 24050 22809797 0\n 2019-10-03T07:58:00 2 0 0 0 0 0\n 2019-10-03T07:59:01 1 60037 56940526 60037 56940526 0\n 2019-10-03T07:59:01 2 341 62393762 0 0 0\n 2019-10-03T08:00:00 1 60090 56989878 60090 56989878 0\n 2019-10-03T08:00:00 2 375 65683281 0 0 0\n 2019-10-03T08:01:00 1 60036 56940643 60036 56940643 0\n 2019-10-03T08:01:00 2 376 65708824 0 0 0\n```\n\nIn column \"Event Hub #\", 1 refers to the Event Hub used as input to Stream\nAnalytics, and 2 to the Event Hub used as output. After a few minutes of\nramp-up, the metrics for Event Hub 1 will show around 60k events/min\n(depending on selected event rate, here 1k events/s). As Stream Analytics\nbatches up messages when outputting to Event Hubs, the rate in events/minute\non Event Hub 2 will be much lower, but you can see from the Incoming Bytes\nmetric that the data rate on both event hubs is similar.\n\n## Stream Analytics\n\nNote that the solution configurations have been verified with compatibility level 1.2. The deployed Stream Analytics solution doesn't do any analytics or projection, but it just inject an additional field using a simple Javascript UDF:\n\n```sql\nselect \n *, \n UDF.GetCurrentDateTime('') AS ASAProcessedUtcTime\nfrom \n inputEventHub partition by PartitionId\n```\n\n## Query Data\n\nData is available in the created Event Hub output. You can use the tool available in `./tools/eh-asa-perfmon` to measure the performance in terms of latency between data received and data sent to the output.\n\n## Clean up\n\nTo remove all the created resource, you can just delete the related resource group\n\n```bash\naz group delete -n <resource-group-name>\n```\n" }, { "alpha_fraction": 0.5564738512039185, "alphanum_fraction": 0.6873278021812439, "avg_line_length": 33.52381134033203, "blob_id": "af53a2ffea805737edc353228d945247abe5ba98", "content_id": "2bdd367c22a876db89f85bf057884a6855791a7d", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Java", "length_bytes": 726, "license_type": "permissive", "max_line_length": 77, "num_lines": 21, "path": "/components/apache-flink/flink-kafka-consumer/src/test/java/com/microsoft/samples/flink/data/SampleData.java", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "package com.microsoft.samples.flink.data;\n\nimport java.time.Instant;\n\npublic class SampleData {\n\n public static SampleRecord record() {\n\n SampleRecord sampleRecord = new SampleRecord();\n sampleRecord.eventId = \"4fa25e6c-50d3-4189-9613-d486b71412df\";\n sampleRecord.value = 45.80967678165356d;\n sampleRecord.type = \"CO2\";\n sampleRecord.deviceId = \"contoso-device-id-428\";\n sampleRecord.deviceSequenceNumber = 3L;\n sampleRecord.createdAt = Instant.parse(\"2019-10-15T12:43:27.748Z\");\n sampleRecord.enqueuedAt = Instant.parse(\"2019-10-16T12:43:27.748Z\");\n sampleRecord.processedAt = Instant.parse(\"2019-10-17T12:43:27.748Z\");\n return sampleRecord;\n\n }\n}\n\n" }, { "alpha_fraction": 0.7404580116271973, "alphanum_fraction": 0.7442747950553894, "avg_line_length": 42.66666793823242, "blob_id": "3a060ed4c9936de495cc33592999a82f23bd17cb", "content_id": "8b988ec0a99b12c7c008ff0c7274c792430c217f", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 786, "license_type": "permissive", "max_line_length": 100, "num_lines": 18, "path": "/streaming/databricks/runners/verify-kafka.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nsource ../streaming/databricks/runners/verify-common.sh\n\nsource ../streaming/databricks/job/run-databricks-job.sh verify-kafka true \"$(cat <<JQ\n .notebook_task.base_parameters.\"test-output-path\" = \"$DATABRICKS_TESTOUTPUTPATH\"\n | .notebook_task.base_parameters.\"kafka-servers\" = \"$KAFKA_BROKERS\"\n | .notebook_task.base_parameters.\"kafka-topics\" = \"$KAFKA_OUT_TOPIC\"\n | .notebook_task.base_parameters.\"assert-events-per-second\" = \"$(($TESTTYPE * 900))\"\n | .notebook_task.base_parameters.\"assert-duplicate-fraction\" = \"$ALLOW_DUPLICATE_FRACTION\"\n | .notebook_task.base_parameters.\"assert-outofsequence-fraction\" = \"$ALLOW_OUTOFSEQUENCE_FRACTION\"\nJQ\n)\"\n\nsource ../streaming/databricks/runners/verify-download-result.sh\n" }, { "alpha_fraction": 0.6861826777458191, "alphanum_fraction": 0.6908665299415588, "avg_line_length": 29.5, "blob_id": "1cfacd7bcb954ee7d2f3fa6291c6a3d4394301b0", "content_id": "4230ecee1191b4b373cc8feaecf731a3879fc472", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 427, "license_type": "permissive", "max_line_length": 100, "num_lines": 14, "path": "/integration-tests/check-resource-group.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\nRG_NAME=\"$1\"\n\nif group_info=$(az group show -n $RG_NAME --query 'tags.streaming_at_scale_generated' -o tsv); then\n if [ -z \"$group_info\" ]; then\n echo \"ERROR: Resource group $RG_NAME exists, and does not have tag streaming_at_scale_generated\"\n exit 1\n fi\n echo \"Deleting existing resource group $RG_NAME (as it has tag streaming_at_scale_generated)\"\n az group delete -y -g $RG_NAME\nfi\n" }, { "alpha_fraction": 0.7514451146125793, "alphanum_fraction": 0.8053950071334839, "avg_line_length": 26.3157901763916, "blob_id": "8bc8d9ba521a86bc93cd53d4ced91309777a0447", "content_id": "b90c38f6d6c96c5d7b1e4accf38ba0078a6b9abd", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 519, "license_type": "permissive", "max_line_length": 74, "num_lines": 19, "path": "/streaming/databricks/runners/verify-common.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "export DATABRICKS_NODETYPE=Standard_F4s\nexport DATABRICKS_WORKERS=2\nexport DATABRICKS_SPARKVERSION=${DATABRICKS_SPARKVERSION:-5.5.x-scala2.11}\nexport DATABRICKS_MAXEVENTSPERTRIGGER=10000\n\nexport DATABRICKS_TESTOUTPUTPATH=dbfs:/test-output/$(uuidgen)\n\n#Databricks job timeout\nexport REPORT_THROUGHPUT_MINUTES=40\n\nif [ -n \"${ALLOW_DUPLICATES:-}\" ]; then\n ALLOW_DUPLICATE_FRACTION=0.0011\nelse\n ALLOW_DUPLICATE_FRACTION=0\nfi\n\nALLOW_OUTOFSEQUENCE_FRACTION=1.00\n\nMAX_LATENCY_MILLISECONDS=${MAX_LATENCY_MILLISECONDS:-15000}\n" }, { "alpha_fraction": 0.6736111044883728, "alphanum_fraction": 0.6770833134651184, "avg_line_length": 23, "blob_id": "0cf76740afc70a2eefe555730e23724daedc63ed", "content_id": "7017fc2fdc88837110b10c226e61db9e5f05c206", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 288, "license_type": "permissive", "max_line_length": 50, "num_lines": 12, "path": "/assert/has-local-terraform.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nHAS_TERRAFORM=$(command -v terraform || true)\nif [ -z \"$HAS_TERRAFORM\" ]; then\n echo \"terraform not found\"\n echo \"please install it as described here:\"\n echo \"https://www.terraform.io/downloads.html\"\n exit 1\nfi\n" }, { "alpha_fraction": 0.7324016690254211, "alphanum_fraction": 0.7684264779090881, "avg_line_length": 49.842105865478516, "blob_id": "2931828c308b4c1270fef5da72b1c4b8df209221", "content_id": "5a7f68813df5f79c89bb0cb53d2083718954d39c", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 9660, "license_type": "permissive", "max_line_length": 799, "num_lines": 190, "path": "/eventhubs-streamanalytics-azuresql/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "---\ntopic: sample\nlanguages:\n - azurecli\n - json\n - sql\nproducts:\n - azure\n - azure-container-instances\n - azure-event-hubs\n - azure-sql-database\n - azure-stream-analytics\nstatusNotificationTargets:\n - [email protected]\n---\n\n# Streaming at Scale with Azure Event Hubs, Stream Analytics and Azure SQL\n\nThis sample uses Stream Analytics to process streaming data from EventHub and uses Azure SQL as a sink to store processed data. This is especially useful when you need to create a *Near-Real Time Operational Analytics*, where streaming data has to be ingested at scale and, at the same time, also queried to execute analytical queries. The ability to ingest data into a columnstore is vital to have expected query performances:\n\n[Get started with Columnstore for real time operational analytics](https://docs.microsoft.com/en-us/sql/relational-databases/indexes/get-started-with-columnstore-for-real-time-operational-analytics?view=sql-server-2017)\n\nThe provided scripts will create an end-to-end solution complete with load test client. \n\n[![IoT with Azure SQL YouTube Video](./iot-with-azure-sql-youtube.png)](https://www.youtube.com/watch?v=vVrqa0H_rQA)\n\n## Purpose of this solution\n\nProvide a complete, end-to-end, balanced baseline and starting point for creating a stream processing solution. Everything is done in the simplest and easiest way possible so that you can use it to build up your custom solution.\n\nFor example if you know you have to process 5000 messages per second, you can start using the provided configuration option that will make sure you can reach that performances. Once you are confident you can start to add your own business logic that will likely increase the resource usage, depending on how much complex the business logic is, but at least you have a consistent and solid starting point that helps to significantly reduce development and testing times.\n\n## Running the Scripts\n\nPlease note that the scripts have been tested on [Ubuntu 18 LTS](http://releases.ubuntu.com/18.04/), so make sure to use that environment to run the scripts. You can run it using Docker, WSL or a VM:\n\n- [Ubuntu Docker Image](https://hub.docker.com/_/ubuntu/)\n- [Windows 10 WSL](https://docs.microsoft.com/en-us/windows/wsl/install-win10)\n- [WSL Ubuntu 18.04 LTS](https://www.microsoft.com/en-us/p/ubuntu-1804-lts/9n9tngvndl3q?activetab=pivot:overviewtab)\n- [Ubuntu 18.04 LTS Azure VM](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/Canonical.UbuntuServer1804LTS)\n\nThe following tools/languages are also needed:\n\n- [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-apt?view=azure-cli-latest)\n - Install: `sudo apt install azure-cli`\n- [jq](https://stedolan.github.io/jq/)\n - Install: `sudo apt install jq`\n\nAzure Cloud Shell is also supported and already has all the required dependencies:\n\n[Azure Cloud Shell](https://shell.azure.com/)\n\nJust do a `git clone` of the repo and you'll be good to go.\n\n## Setup Solution\n\nMake sure you are logged into your Azure account (you are automatically logged it if you're using Azure Cloud Shell):\n\n az login\n\nand also make sure you have the subscription you want to use selected\n\n az account list\n\nif you want to select a specific subscription use the following command\n\n az account set --subscription <subscription_name>\n\nonce you have selected the subscription you want to use just execute the following command\n\n ./create-solution.sh -d <solution_name>\n\nthen `solution_name` value will be used to create a resource group that will contain all resources created by the script. It will also be used as a prefix for all resource create so, in order to help to avoid name duplicates that will break the script, you may want to generated a name using a unique prefix. **Please also use only lowercase letters and numbers only**, since the `solution_name` is also used to create a storage account, which has several constraints on characters usage:\n\n[Storage Naming Conventions and Limits](https://docs.microsoft.com/en-us/azure/architecture/best-practices/naming-conventions#storage)\n\nto have an overview of all the supported arguments just run\n\n ./create-solution.sh\n\n**Note**\n\nTo make sure that name collisions will be unlikely, you should use a random string to give name to your solution. The following script will generated a 7 random lowercase letter name for you:\n\n ../_common/generate-solution-name.sh\n\n## Created resources\n\nThe script will create the following resources:\n\n- **Azure Container Instances** to host Spark Load Test Clients: by default one client will be created, generating a load of 1000 events/second\n- **Event Hubs** Namespace, Hub and Consumer Group: to ingest data incoming from test clients\n- **Stream Analytics** to process analytics on streaming data\n- **Azure SQL** Server and Database: to store and serve processed data\n\n## Streamed Data\n\nStreamed data simulates an IoT device sending the following JSON data:\n\n```json\n{\n \"eventId\": \"b81d241f-5187-40b0-ab2a-940faf9757c0\",\n \"complexData\": {\n \"moreData0\": 57.739726013343247,\n \"moreData1\": 52.230732688620829,\n \"moreData2\": 57.497518587807189,\n \"moreData3\": 81.32211656749469,\n \"moreData4\": 54.412361539409427,\n \"moreData5\": 75.36416309399911,\n \"moreData6\": 71.53407865773488,\n \"moreData7\": 45.34076957651598,\n \"moreData8\": 51.3068118685458,\n \"moreData9\": 44.44672606436184,\n [...]\n },\n \"value\": 49.02278128887753,\n \"deviceId\": \"contoso-device-id-000154\",\n \"deviceSequenceNumber\": 0,\n \"type\": \"CO2\",\n \"createdAt\": \"2019-05-16T17:16:40.000003Z\"\n}\n```\n## Duplicate event handling\n\nThe solution currently does not perform event de-duplication in-flight. \n\n## Solution customization\n\nIf you want to change some setting of the solution, like number of load test clients, Azure SQL SKU and so on, you can do it right in the `create-solution.sh` script, by changing any of these values:\n\n```bash\nexport EVENTHUB_PARTITIONS=2\nexport EVENTHUB_CAPACITY=2\nexport PROC_JOB_NAME=streamingjob\nexport PROC_STREAMING_UNITS=6 # must be 1, 3, 6 or a multiple or 6\nexport SQL_SKU=HS_Gen5_2\nexport SQL_TABLE_KIND=\"rowstore\" # or \"columnstore\"\nexport SIMULATOR_INSTANCES=1\n```\n\nThe above settings have been chosen to sustain a 1,000 msg/s stream. The script also contains settings for 5,000 msg/s and 10,000 msg/s.\n\n## Scaling the solution\n\nIn the `create-solution.sh` script values to test\n\n- 1000 msgs/sec\n- 5500 msgs/sec\n- 10000 msgs/sec\n\nare already set, use the parameter `-t`, and then run the script.\n\n## Monitor performance\n\nPlease use Metrics pane in Stream Analytics for \"Input/Output Events\", \"Watermark Delay\" metrics. This last is especially important to understand if the processing engine is keeping up with the incoming data or is falling behind:\n\n[New metric in Azure Stream Analytics tracks latency of your streaming pipeline](https://azure.microsoft.com/en-us/blog/new-metric-in-azure-stream-analytics-tracks-latency-of-your-streaming-pipeline/)\n\nYou can also use Event Hub \"Metrics\" pane:\n\n[Understand Stream Analytics job monitoring and how to monitor queries](https://docs.microsoft.com/en-us/azure/stream-analytics/stream-analytics-monitoring)\n\n## Stream Analytics\n\nAt present time Azure Stream Analytics cannot send `record` data types to Azure SQL, as documented here: [Type mapping when writing to structured data stores](https://docs.microsoft.com/en-us/stream-analytics-query/data-types-azure-stream-analytics?toc=https%3A%2F%2Fdocs.microsoft.com%2Fen-us%2Fazure%2Fstream-analytics%2FTOC.json&bc=https%3A%2F%2Fdocs.microsoft.com%2Fen-us%2Fazure%2Fbread%2Ftoc.json#type-mapping-when-writing-to-structured-data-stores). For this reason an UDF function has been created in order to convert a `record` into a `string`. This allows JSON data to be stored into Azure SQL\n\n## Azure SQL\n\nThe solution allows you to test both row-store and column-store options. The deployed database has two tables\n\n- `rawdata`\n- `rawdata_cs`\n\nThe `rawdata_cs` table is then one using a clustered column-store index. Both tables also have a non-clustered primary key on the eventId column. Use the `-k` option and set it to `rowstore` or `columnstore` to run the solution against the table you are interested in testing.\n\nIF you are not using the Hyperscale tier, be aware that database log backup happens every 10 minutes circa, as described here: [Automated backups](https://docs.microsoft.com/en-us/azure/sql-database/sql-database-automated-backups#how-often-do-backups-happen). This means that additional IO overhead needs to be taken into account, which is proportional to the amount of ingested rows. That's why to move from 5000 msgs/sec to 10000 msgs/sec a bump from P4 to P6 is needed. The Premium/Business Critical level provides much more I/Os which are needed to allow backup to happen without impacting performances. [Hyperscale](https://docs.microsoft.com/en-us/azure/sql-database/sql-database-service-tier-hyperscale) does not suffer of this issue due to the different and distributed storage architecture.\n\n## Additional References\n\n- [Column-oriented DBMS](https://en.wikipedia.org/wiki/Column-oriented_DBMS)\n- [Columnstore indexes - Design guidance](https://docs.microsoft.com/en-us/sql/relational-databases/indexes/columnstore-indexes-design-guidance?view=sql-server-2017)\n- [Azure Stream Analytics output to Azure SQL Database](https://docs.microsoft.com/en-us/azure/stream-analytics/stream-analytics-sql-output-perf)\n\n## Clean up\n\nTo remove all the created resource, you can just delete the related resource group\n\n```bash\naz group delete -n <resource-group-name>\n```\n" }, { "alpha_fraction": 0.7887579202651978, "alphanum_fraction": 0.7941976189613342, "avg_line_length": 46.956520080566406, "blob_id": "e012dc04728de56d64b48427d91aa4c7b96c855b", "content_id": "7a7690e6d99ec3124ac84ed381a126daa85ac442", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1103, "license_type": "permissive", "max_line_length": 134, "num_lines": 23, "path": "/components/azure-event-hubs/get-eventhubs-kafka-brokers.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nnamespace=$1\npolicy=$2\n\nsource ../components/azure-event-hubs/get-eventhubs-connection-string.sh \"$namespace\" \"$policy\"\n\neh_resource=$(az resource show -g $RESOURCE_GROUP --resource-type Microsoft.EventHub/namespaces -n \"$namespace\" --query id -o tsv)\nexport KAFKA_BROKERS=\"$namespace.servicebus.windows.net:9093\"\nexport KAFKA_SECURITY_PROTOCOL=SASL_SSL\nexport KAFKA_SASL_MECHANISM=PLAIN\nexport KAFKA_SASL_USERNAME='$ConnectionString'\nexport KAFKA_SASL_PASSWORD=\"$EVENTHUB_CS\"\n\n# For running outside of Databricks: org.apache.kafka.common.security.plain.PlainLoginModule\n# For running within Databricks: kafkashaded.org.apache.kafka.common.security.plain.PlainLoginModule\nloginModule=\"org.apache.kafka.common.security.plain.PlainLoginModule\"\nloginModuleDatabricks=\"kafkashaded.$loginModule\"\nexport KAFKA_SASL_JAAS_CONFIG=\"$loginModule required username=\\\"$KAFKA_SASL_USERNAME\\\" password=\\\"$KAFKA_SASL_PASSWORD\\\";\"\nexport KAFKA_SASL_JAAS_CONFIG_DATABRICKS=\"$loginModuleDatabricks required username=\\\"$KAFKA_SASL_USERNAME\\\" password=\\\"$KAFKA_SASL_PASSWORD\\\";\"\n" }, { "alpha_fraction": 0.8026981353759766, "alphanum_fraction": 0.8026981353759766, "avg_line_length": 44.61538314819336, "blob_id": "b82b0cd1417e64930ddf538a09c32c1f72be4096", "content_id": "58738984579a7418306b13874149d17e0449b18e", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 593, "license_type": "permissive", "max_line_length": 102, "num_lines": 13, "path": "/components/apache-flink/aks/run-flink.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "# Create service principal for AKS.\n# Run as early as possible in script, as principal takes time to become available for RBAC operations.\nsource ../components/azure-common/create-service-principal.sh\n\nsource ../components/azure-monitor/create-log-analytics.sh\nsource ../components/azure-monitor/create-application-insights.sh\n\nsource ../components/azure-kubernetes-service/create-kubernetes-service.sh\nsource ../components/azure-kubernetes-service/create-container-registry.sh\n\npushd ../components/apache-flink/kubernetes/ > /dev/null\n source provision-aks-flink-cluster.sh\npopd > /dev/null\n" }, { "alpha_fraction": 0.6961950063705444, "alphanum_fraction": 0.7030320763587952, "avg_line_length": 36.377777099609375, "blob_id": "0bbe1968ba6d28469950d463dcec119eea4b4ed5", "content_id": "3178b6aa788f2ccda3e93ad41e871a1c40c1f04a", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 3364, "license_type": "permissive", "max_line_length": 132, "num_lines": 90, "path": "/components/azure-sql/create-sql.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\necho \"retrieving storage connection string\"\nAZURE_STORAGE_CONNECTION_STRING=$(az storage account show-connection-string --name $AZURE_STORAGE_ACCOUNT -g $RESOURCE_GROUP -o tsv)\nAZURE_STORAGE_KEY=$(az storage account keys list -g $RESOURCE_GROUP -n $AZURE_STORAGE_ACCOUNT -o tsv --query \"[0].value\")\n\necho \"deploying azure sql\"\necho \". server: $SQL_SERVER_NAME\"\necho \". database: $SQL_DATABASE_NAME\"\n\n# Create a logical server in the resource group\necho \"creating logical server\"\naz sql server create \\\n --name $SQL_SERVER_NAME \\\n --resource-group $RESOURCE_GROUP \\\n --admin-user serveradmin \\\n --admin-password \"$SQL_ADMIN_PASS\" \\\n -o json >> log.txt\n\necho \"enabling access from Azure\"\n# Configure a firewall rule for the server\naz sql server firewall-rule create \\\n --resource-group $RESOURCE_GROUP \\\n --server $SQL_SERVER_NAME \\\n -n AllowAllWindowsAzureIps \\\n --start-ip-address 0.0.0.0 \\\n --end-ip-address 0.0.0.0 \\\n -o json >> log.txt\n\necho \"deploying database $SQL_TYPE\"\naz sql $SQL_TYPE create --resource-group \"$RESOURCE_GROUP\" \\\n --server $SQL_SERVER_NAME \\\n --name $SQL_DATABASE_NAME \\\n --service-objective $SQL_SKU \\\n -o json >> log.txt\n\necho 'creating file share'\naz storage share create -n sqlprovision --connection-string $AZURE_STORAGE_CONNECTION_STRING \\\n -o json >> log.txt\n\necho 'uploading provisioning scripts'\necho 'uploading provision.sh...'\naz storage file upload --source ../components/azure-sql/provision/provision.sh \\\n --share-name sqlprovision --connection-string $AZURE_STORAGE_CONNECTION_STRING \\\n -o json >> log.txt\necho \"uploading $SQL_TYPE/provision.sql...\"\naz storage file upload --source ../components/azure-sql/provision/$SQL_TYPE/provision.sql \\\n --share-name sqlprovision --connection-string $AZURE_STORAGE_CONNECTION_STRING \\\n -o json >> log.txt\n\necho 'running provisioning scripts in container instance'\ninstanceName=\"sqlprovision-$(openssl rand -base64 8 | cut -c1-8 | tr '[:upper:]' '[:lower:]' | tr -cd '[[:alnum:]]._-')\"\naz container create -g $RESOURCE_GROUP -n \"$instanceName\" \\\n --image mcr.microsoft.com/mssql-tools:v1 \\\n --azure-file-volume-account-name $AZURE_STORAGE_ACCOUNT --azure-file-volume-account-key $AZURE_STORAGE_KEY \\\n --azure-file-volume-share-name sqlprovision --azure-file-volume-mount-path /sqlprovision \\\n --command-line \"bash ./sqlprovision/provision.sh\" \\\n --environment-variables SQL_SERVER_NAME=$SQL_SERVER_NAME SQL_DATABASE_NAME=$SQL_DATABASE_NAME \\\n --secure-environment-variables SQL_ADMIN_PASS=\"$SQL_ADMIN_PASS\" \\\n --cpu 1 --memory 1 \\\n --restart-policy Never \\\n -o json >> log.txt\n\necho \"waiting for sql provisioning to finish...\"\n\nTIMEOUT=180\nfor i in $(seq 1 $TIMEOUT); do\n containerState=$(az container show -g $RESOURCE_GROUP -n \"$instanceName\" --query instanceView.state -o tsv)\n echo \"container state: $containerState\"\n case \"state_$containerState\" in\n state_Pending|state_Running): sleep 5s;;\n *) break;;\n esac\ndone\n\necho \"sql provisioning state: $containerState\"\n\nif [ \"$containerState\" != \"Succeeded\" ]; then\n az container logs -g $RESOURCE_GROUP -n \"$instanceName\"\nfi\n\necho 'deleting container instance'\naz container delete -g $RESOURCE_GROUP -n \"$instanceName\" --yes \\\n -o json >> log.txt\n\nif [ \"$containerState\" != \"Succeeded\" ]; then \n exit 1\nfi\n" }, { "alpha_fraction": 0.7562674283981323, "alphanum_fraction": 0.7562674283981323, "avg_line_length": 27.719999313354492, "blob_id": "17077327b18bbf6e348a70af9b17ab3274e02004", "content_id": "800cedd9840922d697dd6f6b5b48c6f8802eb9bd", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 718, "license_type": "permissive", "max_line_length": 101, "num_lines": 25, "path": "/simulator/run-generator-eventhubs.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\n# Optional variable for protocol used by generator: \"eventhubs\" (default) or \"kafka\"\nmode=${GENERATOR_MODE:-eventhubs}\n\nif [ \"$mode\" == \"kafka\" ]; then\n\n source ../components/azure-event-hubs/get-eventhubs-kafka-brokers.sh \"$EVENTHUB_NAMESPACE\" \"Send\"\n\n export KAFKA_TOPIC=\"$EVENTHUB_NAME\"\n source ../simulator/run-generator-kafka.sh\n\n return\nfi\n\necho 'getting Event Hub connection string'\nsource ../components/azure-event-hubs/get-eventhubs-connection-string.sh \"$EVENTHUB_NAMESPACE\" \"Send\"\n\nSIMULATOR_VARIABLES=\"\"\nSIMULATOR_CONNECTION_SETTING=\"EventHubConnectionString=$EVENTHUB_CS;EntityPath=$EVENTHUB_NAME\"\n\nsource ../simulator/run-simulator.sh\n" }, { "alpha_fraction": 0.7225130796432495, "alphanum_fraction": 0.7303664684295654, "avg_line_length": 28.30769157409668, "blob_id": "08ad88ba89e7aa95c353acdcee693e8a26991fcd", "content_id": "48b0ef4c615409770829e129686b06a582d3ba7e", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 382, "license_type": "permissive", "max_line_length": 77, "num_lines": 13, "path": "/components/azure-storage/create-storage-hfs.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'creating ADLS Gen2 storage account'\necho \". name: $AZURE_STORAGE_ACCOUNT_GEN2\"\naz deployment group create \\\n --resource-group $RESOURCE_GROUP \\\n --template-file ../components/azure-storage/storage-hfs-arm-template.json \\\n --parameters \\\n storageAccountName=$AZURE_STORAGE_ACCOUNT_GEN2 \\\n -o tsv >>log.txt\n\n" }, { "alpha_fraction": 0.718639075756073, "alphanum_fraction": 0.7269230484962463, "avg_line_length": 44.06666564941406, "blob_id": "f38c72db303ba202087723acbaa9c3a03c7389e9", "content_id": "f3439bf0987b499b14e8373623c2c5a9cbd85b12", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 3380, "license_type": "permissive", "max_line_length": 192, "num_lines": 75, "path": "/components/azure-databricks/create-databricks.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nif [ -n \"${DATABRICKS_TOKEN:-}\" ]; then\n\n echo 'Not creating Databricks workspace. Using environment DATABRICKS_TOKEN setting'\n\n if [ -z \"${DATABRICKS_HOST:-}\" ]; then\n export DATABRICKS_HOST=\"https://$LOCATION.azuredatabricks.net\"\n fi\n\nelse\n\nif ! az resource show -g $RESOURCE_GROUP --resource-type Microsoft.Databricks/workspaces -n $ADB_WORKSPACE -o none 2>/dev/null; then\necho 'creating databricks workspace'\necho \". name: $ADB_WORKSPACE\"\naz deployment group create \\\n --name $ADB_WORKSPACE \\\n --resource-group $RESOURCE_GROUP \\\n --template-uri https://raw.githubusercontent.com/Azure/azure-quickstart-templates/master/quickstarts/microsoft.databricks/databricks-all-in-one-template-for-vnet-injection/azuredeploy.json \\\n --parameters \\\n workspaceName=$ADB_WORKSPACE \\\n pricingTier=standard \\\n -o tsv >>log.txt\nfi\n\ndatabricks_metainfo=$(az resource show -g $RESOURCE_GROUP --resource-type Microsoft.Databricks/workspaces -n $ADB_WORKSPACE -o json)\n\n# Databricks CLI automatically picks up configuration from $DATABRICKS_HOST and $DATABRICKS_TOKEN.\nexport DATABRICKS_HOST=$(jq -r '\"https://\" + .location + \".azuredatabricks.net\"' <<<\"$databricks_metainfo\")\n\necho 'creating Key Vault to store Databricks PAT token'\naz keyvault create -g $RESOURCE_GROUP -n $ADB_TOKEN_KEYVAULT -o tsv >>log.txt\n\necho 'checking PAT token secret presence in Key Vault'\ndatabricks_token_secret_name=\"DATABRICKS-TOKEN\"\npat_token_secret=$(az keyvault secret list --vault-name $ADB_TOKEN_KEYVAULT --query \"[?ends_with(id, '/$databricks_token_secret_name')].id\" -o tsv)\nif [[ -z \"$pat_token_secret\" ]]; then\n echo 'generating PAT token'\n wsId=$(jq -r .id <<<\"$databricks_metainfo\")\n\n # Get a token for the global Databricks application.\n # The resource name is fixed and never changes.\n token_response=$(az account get-access-token --resource 2ff814a6-3304-4ab8-85cb-cd0e6f879c1d)\n token=$(jq .accessToken -r <<< \"$token_response\")\n\n # Get a token for the Azure management API\n token_response=$(az account get-access-token --resource https://management.core.windows.net/)\n azToken=$(jq .accessToken -r <<< \"$token_response\")\n\n api_response=$(curl -sf \"$DATABRICKS_HOST/api/2.0/token/create\" \\\n -H \"Authorization: Bearer $token\" \\\n -H \"X-Databricks-Azure-SP-Management-Token:$azToken\" \\\n -H \"X-Databricks-Azure-Workspace-Resource-Id:$wsId\" \\\n -d '{ \"lifetime_seconds\": 864000, \"comment\": \"streaming-at-scale generated token\" }')\n pat_token=$(jq .token_value -r <<< \"$api_response\")\n\n az keyvault secret set --vault-name \"$ADB_TOKEN_KEYVAULT\" --name \"$databricks_token_secret_name\" --value \"$pat_token\" -o tsv >>log.txt\nfi\n\necho 'getting PAT token from Key Vault'\nexport DATABRICKS_TOKEN=$(az keyvault secret show --vault-name $ADB_TOKEN_KEYVAULT -n \"$databricks_token_secret_name\" --query value -o tsv)\n\nfi\necho 'checking Databricks secrets scope exists'\ndeclare SECRETS_SCOPE=$(databricks secrets list-scopes --output JSON | jq -e \".scopes[]? | select (.name == \\\"MAIN\\\") | .name\") &>/dev/null\nif [ -z \"$SECRETS_SCOPE\" ]; then\n echo 'creating Databricks secrets scope'\n databricks secrets create-scope --scope \"MAIN\" --initial-manage-principal \"users\"\nfi\n\necho 'importing Databricks notebooks'\ndatabricks workspace import_dir ../streaming/databricks/notebooks /Shared/streaming-at-scale --overwrite\n" }, { "alpha_fraction": 0.5889724493026733, "alphanum_fraction": 0.5904762148857117, "avg_line_length": 39.73469543457031, "blob_id": "6d57beb9d1cc5af2fc221dc3bbb386bdf271c4cd", "content_id": "3ed25e29d96598ee508b7a63354f101d4cc8cf57", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 1995, "license_type": "permissive", "max_line_length": 111, "num_lines": 49, "path": "/iothub-digitaltwins-timeseriesinsights/src/DigitalTwinsUpdatesToTimeSeriesInsightsEvents/DigitalTwinsUpdatesToTimeSeriesInsightsEvents.cs", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "using Microsoft.Azure.EventHubs;\nusing Microsoft.Azure.WebJobs;\nusing Microsoft.Extensions.Logging;\nusing Newtonsoft.Json;\nusing Newtonsoft.Json.Linq;\nusing System.Threading.Tasks;\nusing System.Text;\nusing System.Collections.Generic;\n\nnamespace DigitalTwinsToTSI\n{\n public static class DigitalTwinsUpdatesToTimeSeriesInsightsEvents\n {\n [FunctionName(\"DigitalTwinsUpdatesToTimeSeriesInsightsEvents\")]\n public static async Task Run(\n [EventHubTrigger(\"\", Connection = \"EVENT_HUB_ADT\")]\n EventData eventData,\n [EventHub(\"\", Connection = \"EVENT_HUB_TSI\")]\n IAsyncCollector<string> outputEvents,\n ILogger log)\n {\n JObject message = (JObject) JsonConvert.DeserializeObject(Encoding.UTF8.GetString(eventData.Body));\n log.LogInformation(\"Reading event: {}\", message);\n\n // Read values that are replaced or added\n Dictionary<string, object> tsiUpdate = new Dictionary<string, object>();\n foreach (var operation in message[\"patch\"])\n {\n if (operation[\"op\"].ToString() == \"replace\" || operation[\"op\"].ToString() == \"add\")\n {\n // Convert from JSON patch path to a flattened property for TSI\n // Example input: /Front/Temperature\n // output: Front.Temperature\n string path = operation[\"path\"].ToString().Substring(1);\n path = path.Replace(\"/\", \".\");\n tsiUpdate.Add(path, operation[\"value\"]);\n }\n }\n\n // Send an update if updates exist\n if (tsiUpdate.Count > 0)\n {\n tsiUpdate.Add(\"deviceId\", eventData.Properties[\"cloudEvents:subject\"]);\n tsiUpdate.Add(\"eventId\", eventData.Properties[\"cloudEvents:id\"]);\n await outputEvents.AddAsync(JsonConvert.SerializeObject(tsiUpdate));\n }\n }\n }\n}" }, { "alpha_fraction": 0.705773651599884, "alphanum_fraction": 0.7127020955085754, "avg_line_length": 35.08333206176758, "blob_id": "f8ff553dd33463094d2cbe8b9bfa60e8edb3aedb", "content_id": "4d233605caacf2df2dc6fc0550ae936f62c0b65f", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 2165, "license_type": "permissive", "max_line_length": 120, "num_lines": 60, "path": "/components/azure-event-hubs/create-event-hub.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\nEVENTHUB_CAPTURE=${EVENTHUB_CAPTURE:-False}\nEVENTHUB_NAMESPACES=${EVENTHUB_NAMESPACES:-$EVENTHUB_NAMESPACE}\nEVENTHUB_NAMES=${EVENTHUB_NAMES:-$EVENTHUB_NAME}\n\nfor eventHubsNamespace in $EVENTHUB_NAMESPACES; do\n\necho 'creating eventhubs namespace'\necho \". name: $eventHubsNamespace\"\necho \". capacity: $EVENTHUB_CAPACITY\"\necho \". capture: $EVENTHUB_CAPTURE\"\necho \". auto-inflate: false\"\n\nif ! az eventhubs namespace show -n $eventHubsNamespace -g $RESOURCE_GROUP -o none 2>/dev/null; then\n az eventhubs namespace create -n $eventHubsNamespace -g $RESOURCE_GROUP \\\n --sku Standard --location $LOCATION --capacity $EVENTHUB_CAPACITY \\\n --enable-kafka \"${EVENTHUB_ENABLE_KAFKA:-false}\" \\\n --enable-auto-inflate false \\\n -o tsv >> log.txt\nfi\n\nfor eventHubName in $EVENTHUB_NAMES; do\n\necho 'creating eventhub instance'\necho \". name: $eventHubName\"\necho \". partitions: $EVENTHUB_PARTITIONS\"\n\naz eventhubs eventhub create -n $eventHubName -g $RESOURCE_GROUP \\\n --message-retention 1 --partition-count $EVENTHUB_PARTITIONS --namespace-name $eventHubsNamespace \\\n --enable-capture \"$EVENTHUB_CAPTURE\" --capture-interval 300 --capture-size-limit 314572800 \\\n --archive-name-format 'capture/{Namespace}/{EventHub}/{Year}_{Month}_{Day}_{Hour}_{Minute}_{Second}_{PartitionId}' \\\n --blob-container streamingatscale \\\n --destination-name 'EventHubArchive.AzureBlockBlob' \\\n --storage-account ${AZURE_STORAGE_ACCOUNT_GEN2:-$AZURE_STORAGE_ACCOUNT} \\\n -o tsv >> log.txt\n\naz eventhubs namespace authorization-rule create -g $RESOURCE_GROUP \\\n --namespace-name $eventHubsNamespace \\\n --name Listen --rights Listen \\\n -o tsv >> log.txt\n\naz eventhubs namespace authorization-rule create -g $RESOURCE_GROUP \\\n --namespace-name $eventHubsNamespace \\\n --name Send --rights Send \\\n -o tsv >> log.txt\n\nif [ -n \"${EVENTHUB_CG:-}\" ]; then\n echo 'creating consumer group'\n echo \". name: $EVENTHUB_CG\"\n\n az eventhubs eventhub consumer-group create -n $EVENTHUB_CG -g $RESOURCE_GROUP \\\n --eventhub-name $eventHubName --namespace-name $eventHubsNamespace \\\n -o tsv >> log.txt\n fi\ndone\n\ndone\n" }, { "alpha_fraction": 0.7171189785003662, "alphanum_fraction": 0.7233820557594299, "avg_line_length": 32.034481048583984, "blob_id": "9da1230c686d8d5186c3894a0346b41b635d4539", "content_id": "2a473a5c89430c2180cf86d3e41db5c3a01ead8d", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 958, "license_type": "permissive", "max_line_length": 109, "num_lines": 29, "path": "/components/azure-hdinsight/create-hdinsight-hadoop.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\necho 'creating storage container'\necho \". name: $HDINSIGHT_YARN_NAME\"\n\naz storage container create --account-name $AZURE_STORAGE_ACCOUNT -n $HDINSIGHT_YARN_NAME \\\n -o tsv >> log.txt\n\necho 'creating HDInsight cluster'\necho \". name: $HDINSIGHT_YARN_NAME\"\n\naz hdinsight create -t hadoop -g $RESOURCE_GROUP -n $HDINSIGHT_YARN_NAME \\\n -p \"$HDINSIGHT_PASSWORD\" \\\n --version 4.0 \\\n --zookeepernode-size Standard_D2_V2 \\\n --headnode-size Standard_E2_V3 \\\n --workernode-size $HDINSIGHT_HADOOP_WORKER_SIZE --workernode-count $HDINSIGHT_HADOOP_WORKERS \\\n --vnet-name $VNET_NAME --subnet ingestion-subnet \\\n --storage-account $AZURE_STORAGE_ACCOUNT \\\n --storage-container $HDINSIGHT_YARN_NAME \\\n -o tsv >> log.txt\n\necho 'Enable HDInsight monitoring'\necho \". workspace: $LOG_ANALYTICS_WORKSPACE\"\n\naz hdinsight monitor enable -g $RESOURCE_GROUP -n $HDINSIGHT_YARN_NAME --workspace $LOG_ANALYTICS_WORKSPACE \\\n -o tsv >> log.txt\n" }, { "alpha_fraction": 0.5598559975624084, "alphanum_fraction": 0.5706570744514465, "avg_line_length": 20.784313201904297, "blob_id": "6d7dbe139e023c4278e54416086610ac8df75551", "content_id": "29df6eb48da5cb66342d972a884fb6d7f698de82", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1111, "license_type": "permissive", "max_line_length": 123, "num_lines": 51, "path": "/components/apache-flink/kubernetes/docker/flink-service-port-patcher/docker-entrypoint.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/sh\n\n# setup handler\ntrap 'exit 1' TERM\n\nold_rpc_port=\"\"\n\nwhile [ 1 ]\n do\n\n rpc_port=\"\"\n while [ -z \"$rpc_port\" ]; do\n rpc_port=$(curl -fs http://localhost:8081/jobmanager/config | jq -r '.[] | select (.key==\"jobmanager.rpc.port\").value')\n sleep 1 & wait $!\n done\n\n if [ \"$rpc_port\" != \"$old_rpc_port\" ]; then\n\n echo \"$(date) Updating service jobmanager RPC port to '$rpc_port'\"\n\n patchfile=$(mktemp)\n cat > \"$patchfile\" <<EOF\n[\n {\n \"op\": \"replace\",\n \"path\": \"/spec/ports/0/targetPort\",\n \"value\": $rpc_port\n },\n {\n \"op\": \"replace\",\n \"path\": \"/spec/ports/0/port\",\n \"value\": $rpc_port\n }\n]\nEOF\n\n curl -fs \\\n -H \"Authorization: Bearer $(cat /var/run/secrets/kubernetes.io/serviceaccount/token)\" \\\n --cacert /var/run/secrets/kubernetes.io/serviceaccount/ca.crt \\\n -X PATCH \\\n -H 'Content-Type: application/json-patch+json' \\\n -d @\"$patchfile\" \\\n \"https://$KUBERNETES_SERVICE_HOST:$KUBERNETES_SERVICE_PORT/api/v1/namespaces/$1/services/$2\"\n\n old_rpc_port=\"$rpc_port\"\n\n rm \"$patchfile\"\n\n fi\n\ndone\n" }, { "alpha_fraction": 0.6515151262283325, "alphanum_fraction": 0.6666666865348816, "avg_line_length": 13.666666984558105, "blob_id": "4e201ff5130b400fac405aa62dfd9ef37292b9d8", "content_id": "8cac550005beb9c7de04bf194f3f93498b648d58", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Dockerfile", "length_bytes": 132, "license_type": "permissive", "max_line_length": 36, "num_lines": 9, "path": "/components/apache-flink/kubernetes/docker/flink-service-port-patcher/Dockerfile", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "FROM alpine:3.7\n\nRUN set -x \\\n\t&& apk add --no-cache \\\n\t\tcurl jq\n\nCOPY docker-entrypoint.sh /\n\nENTRYPOINT [\"/docker-entrypoint.sh\"]\n" }, { "alpha_fraction": 0.5390625, "alphanum_fraction": 0.540019154548645, "avg_line_length": 55.5045051574707, "blob_id": "cef9a445dabb03c8fa8841b703787365628151be", "content_id": "e1198cc9ecdb1a98a8d8dfae66df443de183287e", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 6274, "license_type": "permissive", "max_line_length": 167, "num_lines": 111, "path": "/eventhubs-streamanalytics-eventhubs/tools/eh-asa-perfmon/EventReceiver.cs", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "using Azure.Messaging.EventHubs.Consumer;\nusing System;\nusing System.Collections.Generic;\nusing System.IO;\nusing System.Linq;\nusing System.Text;\nusing System.Text.Json;\nusing System.Threading;\nusing System.Threading.Tasks;\n\nnamespace StreamingAtScale\n{\n public class EventReceiver\n {\n public async Task Receive(string connectionString, CancellationToken cancellationToken)\n {\n // In here, our consumer will read from the latest position instead of the earliest. As a result, it won't see events that\n // have previously been published. \n //\n // Each partition of an Event Hub represents a potentially infinite stream of events. When a consumer is reading, there is no definitive\n // point where it can assess that all events have been read and no more will be available. As a result, when the consumer reaches the end of\n // the available events for a partition, it will continue to wait for new events to arrive so that it can surface them to be processed. During this\n // time, the iterator will block.\n //\n // In order to prevent the consumer from waiting forever for events, and blocking other code, there is a method available for developers to\n // control this behavior. It's signaling the cancellation token passed when reading will cause the consumer to stop waiting and end iteration\n // immediately. This is desirable when you have decided that you are done reading and do not wish to continue. \n\n await using (var consumerClient = new EventHubConsumerClient(EventHubConsumerClient.DefaultConsumerGroupName, connectionString))\n {\n Console.WriteLine(\"The application will now start to listen for incoming message.\");\n\n // Each time the consumer looks to read events, we'll ask that it waits only a short time before emitting\n // an empty event, so that our code has the chance to run without indefinite blocking.\n\n ReadEventOptions readOptions = new ReadEventOptions\n {\n MaximumWaitTime = TimeSpan.FromMilliseconds(500)\n };\n\n using (var csvOutput = File.CreateText(\"./result.csv\"))\n {\n csvOutput.WriteLine(\"EventCount,BatchCount,BatchFrom,BatchTo,MinLatency,MaxLatency,AvgLatency\");\n try\n {\n // The client is safe and intended to be long-lived.\n\n await foreach (PartitionEvent currentEvent in consumerClient.ReadEventsAsync(readOptions, cancellationToken))\n {\n var eventData = currentEvent.Data;\n\n // Because publishing and receiving events is asynchronous, the events that published may not\n // be immediately available for our consumer to see, so we'll have to guard against an empty event being sent\n if (eventData == null) continue;\n\n int eventCount = 0;\n var listTimeSpan = new List<TimeSpan>();\n var listDateTime = new List<DateTimeOffset>();\n\n var eventBody = Encoding.UTF8.GetString(eventData.Body.ToArray()).Split('\\n');\n\n foreach (var bodyInfo in eventBody)\n {\n try\n {\n var message = JsonSerializer.Deserialize<Dictionary<string, object>>(bodyInfo);\n eventCount++;\n\n var timeCreated = DateTime.Parse(message[\"createdAt\"].ToString());\n var timeIn = DateTime.Parse(message[\"EventEnqueuedUtcTime\"].ToString());\n var timeProcessed = DateTime.Parse(message[\"EventProcessedUtcTime\"].ToString());\n var timeAsaProcessed = DateTime.Parse(message[\"ASAProcessedUtcTime\"].ToString());\n var timeOut = eventData.EnqueuedTime.UtcDateTime.ToLocalTime();\n\n listDateTime.Add(timeIn);\n var elapsed = timeOut - timeIn;\n listTimeSpan.Add(elapsed);\n }\n catch (Exception ex)\n {\n Console.WriteLine(\"Error while parsing event body.\");\n Console.WriteLine(\"Error:\" + ex.Message);\n Console.WriteLine(\"Message:\" + bodyInfo);\n }\n }\n\n var batchFrom = listDateTime.Min();\n var batchTo = listDateTime.Min();\n var minLatency = listTimeSpan.Min().TotalMilliseconds;\n var maxLatency = listTimeSpan.Max().TotalMilliseconds;\n var avgLatency = Math.Round(listTimeSpan.Average(ts => ts.TotalMilliseconds), 0);\n\n Console.Write($\"Received {eventCount} events.\");\n Console.Write($\"\\tBatch (From/To): {batchFrom.ToString(\"HH:mm:ss.ffffff\")}/{batchTo.ToString(\"HH:mm:ss.ffffff\")}\");\n Console.Write($\"\\tElapsed msec (Min/Max/Avg): {minLatency}/{maxLatency}/{avgLatency}\");\n Console.WriteLine();\n\n csvOutput.WriteLine($\"{eventCount},{eventCount},{batchFrom.ToString(\"o\")},{batchTo.ToString(\"o\")},{minLatency},{maxLatency},{avgLatency}\");\n }\n }\n catch (TaskCanceledException)\n {\n // This is okay because the task was cancelled.\n }\n }\n }\n // At this point, our clients have passed their \"using\" scope and have safely been disposed of. We\n // have no further obligations.\n }\n }\n}\n" }, { "alpha_fraction": 0.73384028673172, "alphanum_fraction": 0.7414448857307434, "avg_line_length": 28.22222137451172, "blob_id": "2bc78927b588ae933ad2efa3ef56f7b8cdf1f283", "content_id": "f56dbafe43a66be58ca45da41e4587d22b0cd67d", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 263, "license_type": "permissive", "max_line_length": 173, "num_lines": 9, "path": "/components/azure-event-hubs/get-eventhubs-connection-string.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nnamespace=$1\npolicy=$2\n\nEVENTHUB_CS=$(az eventhubs namespace authorization-rule keys list -g $RESOURCE_GROUP --namespace-name \"$namespace\" --name \"$policy\" --query \"primaryConnectionString\" -o tsv)\n" }, { "alpha_fraction": 0.7396098375320435, "alphanum_fraction": 0.7480915784835815, "avg_line_length": 48.125, "blob_id": "5361b3503a0cf395077d7e9ade1bbd57c7fdb25e", "content_id": "a040f0901646c8442b4917f77f1560dc297ae8f2", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1179, "license_type": "permissive", "max_line_length": 137, "num_lines": 24, "path": "/streaming/databricks/runners/verify-eventhubs.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nsource ../streaming/databricks/runners/verify-common.sh\n\necho 'getting shared access key'\nsource ../components/azure-event-hubs/get-eventhubs-connection-string.sh \"$EVENTHUB_NAMESPACE_OUT\" \"Listen\"\n\necho 'writing Databricks secrets'\ndatabricks secrets put --scope \"MAIN\" --key \"event-hubs-read-connection-string\" --string-value \"$EVENTHUB_CS;EntityPath=$EVENTHUB_NAME\"\n\nsource ../streaming/databricks/job/run-databricks-job.sh verify-eventhubs true \"$(cat <<JQ\n .libraries += [ { \"maven\": { \"coordinates\": \"${DATABRICKS_EVENTHUBSSPARK:-com.microsoft.azure:azure-eventhubs-spark_2.11:2.3.13}\" } } ]\n | .notebook_task.base_parameters.\"test-output-path\" = \"$DATABRICKS_TESTOUTPUTPATH\"\n | .notebook_task.base_parameters.\"eventhub-consumergroup\" = \"$EVENTHUB_CG\"\n | .notebook_task.base_parameters.\"assert-events-per-second\" = \"$(($TESTTYPE * 900))\"\n | .notebook_task.base_parameters.\"assert-duplicate-fraction\" = \"$ALLOW_DUPLICATE_FRACTION\"\n | .notebook_task.base_parameters.\"assert-outofsequence-fraction\" = \"$ALLOW_OUTOFSEQUENCE_FRACTION\"\nJQ\n)\"\n\nsource ../streaming/databricks/runners/verify-download-result.sh\n" }, { "alpha_fraction": 0.7400398254394531, "alphanum_fraction": 0.7460159659385681, "avg_line_length": 40.83333206176758, "blob_id": "dbbc39a6cedc22d26108609d8f408901a45c441d", "content_id": "607700c3a92f2f77ffd6349e93939c4950119dd3", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1004, "license_type": "permissive", "max_line_length": 140, "num_lines": 24, "path": "/streaming/databricks/runners/blob-json-to-delta.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\n# $STORAGE_EVENT_QUEUE may be blank, in this case, directory listing is used\n\necho \"getting Data Lake Storage Gen2 key\"\nSTORAGE_GEN2_KEY=$(az storage account keys list -n $AZURE_STORAGE_ACCOUNT_GEN2 -g $RESOURCE_GROUP --query '[?keyName==`key1`].value' -o tsv)\n\necho 'writing Databricks secrets'\ndatabricks secrets put --scope \"MAIN\" --key \"storage-account-key\" --string-value \"$STORAGE_GEN2_KEY\"\n\ndelta_table=\"events_$PREFIX\"\ncheckpoints_dir=dbfs:/streaming_at_scale/checkpoints/blob-json-to-delta/\"$delta_table\"\necho \"Deleting checkpoints directory $checkpoints_dir\"\ndatabricks fs rm -r \"$checkpoints_dir\"\n\nsource ../streaming/databricks/job/run-databricks-job.sh blob-json-to-delta false \"$(cat <<JQ\n .notebook_task.base_parameters.\"storage-account\" = \"$AZURE_STORAGE_ACCOUNT_GEN2\"\n | .notebook_task.base_parameters.\"notification-queue\" = \"$STORAGE_EVENT_QUEUE\"\n | .notebook_task.base_parameters.\"delta-table\" = \"$delta_table\"\nJQ\n)\"\n" }, { "alpha_fraction": 0.6671642065048218, "alphanum_fraction": 0.6917910575866699, "avg_line_length": 37.28571319580078, "blob_id": "9eb6dc7e400ee6793d5444215ff3e5d8b186b350", "content_id": "bb932d64f3c382709e363a381208f14ee287b0fd", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 1340, "license_type": "permissive", "max_line_length": 120, "num_lines": 35, "path": "/components/azure-common/create-virtual-network.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'creating virtual network'\necho \". name: $VNET_NAME\"\n\naz group create -n $RESOURCE_GROUP -l $LOCATION --tags streaming_at_scale_generated=1 \\\n-o tsv >> log.txt\n\nif ! az network vnet show -n $VNET_NAME -g $RESOURCE_GROUP -o none 2>/dev/null; then\n az network vnet create -n $VNET_NAME -g $RESOURCE_GROUP \\\n --address-prefix 10.0.0.0/16 \\\n -o tsv >> log.txt\nfi\n\nif ! az network vnet subnet show -g $RESOURCE_GROUP --vnet-name $VNET_NAME -n producers-subnet -o none 2>/dev/null; then\n az network vnet subnet create -g $RESOURCE_GROUP --vnet-name $VNET_NAME \\\n -n producers-subnet --address-prefixes 10.0.0.0/24 \\\n --delegations Microsoft.ContainerInstance/containerGroups \\\n -o tsv >> log.txt\nfi\n\nif ! az network vnet subnet show -g $RESOURCE_GROUP --vnet-name $VNET_NAME -n ingestion-subnet -o none 2>/dev/null; then\n az network vnet subnet create -g $RESOURCE_GROUP --vnet-name $VNET_NAME \\\n -n ingestion-subnet --address-prefixes 10.0.1.0/24 \\\n -o tsv >> log.txt\nfi\n\nif ! az network vnet subnet show -g $RESOURCE_GROUP --vnet-name $VNET_NAME -n streaming-subnet -o none 2>/dev/null; then\n az network vnet subnet create -g $RESOURCE_GROUP --vnet-name $VNET_NAME \\\n -n streaming-subnet --address-prefixes 10.0.2.0/24 \\\n -o tsv >> log.txt\nfi\n" }, { "alpha_fraction": 0.5970149040222168, "alphanum_fraction": 0.599311113357544, "avg_line_length": 30.14285659790039, "blob_id": "08f5afde2b2976371ba3b04c28e58d842ff226ab", "content_id": "a1d643e217a9aeb57ec9c0e886ff6103d0968995", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 871, "license_type": "permissive", "max_line_length": 126, "num_lines": 28, "path": "/storage-databricks-delta/StreamingProcessor-EventHubToBlob-Storage/StreamingProcessor-EventHubToBlob/EventHubToBlob.cs", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "namespace StreamingProcessor\n{\n using System;\n using System.IO;\n using System.Text;\n using Microsoft.Azure.EventHubs;\n using Microsoft.Azure.WebJobs;\n using Microsoft.Extensions.Logging;\n\n public static class EventHubToBlob\n {\n [FunctionName(\"EventHubToBlob\")]\n public static void Run(\n [EventHubTrigger(\"%EventHubName%\", Connection = \"EventHubsConnectionString\",\n ConsumerGroup = \"%ConsumerGroup%\")]\n EventData[] eventHubData,\n [Blob(\"streamingatscale/ingestion/{sys.randguid}.json\", FileAccess.Write, Connection = \"StorageConnectionString\")]\n Stream output,\n ILogger log)\n {\n foreach (var message in eventHubData)\n {\n output.Write(message.Body);\n output.WriteByte(0x0a);\n }\n }\n }\n}" }, { "alpha_fraction": 0.6730390787124634, "alphanum_fraction": 0.6786618232727051, "avg_line_length": 45.80263137817383, "blob_id": "28c6549754fbde40f756ef20633e7135ca140d27", "content_id": "ff542db9010fa3572bc000195c5d42cde0d31212", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 3557, "license_type": "permissive", "max_line_length": 618, "num_lines": 76, "path": "/components/azure-dataexplorer/create-dataexplorer.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\nset -euo pipefail\n\necho 'creating Data Explorer cluster'\necho \". name: $DATAEXPLORER_CLUSTER\"\nif ! az kusto cluster show -g $RESOURCE_GROUP -n $DATAEXPLORER_CLUSTER -o none 2>/dev/null; then\n az kusto cluster create -g $RESOURCE_GROUP -n $DATAEXPLORER_CLUSTER --sku $DATAEXPLORER_SKU --capacity $DATAEXPLORER_CAPACITY \\\n -o tsv >> log.txt\nfi\n\necho 'creating Data Explorer database'\necho \". name: $DATAEXPLORER_DATABASE\"\nif ! az kusto database show -g $RESOURCE_GROUP -n $DATAEXPLORER_DATABASE --cluster-name $DATAEXPLORER_CLUSTER -o none 2>/dev/null; then\naz kusto database create -g $RESOURCE_GROUP -n $DATAEXPLORER_DATABASE --cluster-name $DATAEXPLORER_CLUSTER \\\n --soft-delete-period P365D --hot-cache-period P31D \\\n -o tsv >> log.txt\nfi\n\nkustoURL=$(az kusto cluster show -g $RESOURCE_GROUP -n $DATAEXPLORER_CLUSTER --query uri -o tsv)\n\nfunction kustoQuery() {\nuri=$1\ncsl=$2\nj=\"{}\";\nj=$(jq \".db=\\\"$DATAEXPLORER_DATABASE\\\"\" <<< \"$j\")\nj=$(jq \".csl=\\\"$csl\\\"\" <<< \"$j\")\n\naz rest --method \"POST\" \\\n --uri \"$kustoURL$uri\" \\\n --body \"$j\" \\\n --resource \"$kustoURL\" \\\n -o tsv >>log.txt\n}\n\necho 'creating Data Explorer table'\nkustoQuery \"/v1/rest/mgmt\" \".create table EventTable ( eventId: string, complexData: dynamic, value: string, type: string, deviceId: string, deviceSequenceNumber: long, createdAt: datetime)\"\necho 'creating Data Explorer table mapping'\nif ! kustoQuery \"/v1/rest/mgmt\" \".show table EventTable ingestion json mapping \\\\\\\"EventMapping\\\\\\\"\" 2>/dev/null; then\n kustoQuery \"/v1/rest/mgmt\" \".create table EventTable ingestion json mapping 'EventMapping' '[ { \\\\\\\"column\\\\\\\": \\\\\\\"eventId\\\\\\\", \\\\\\\"path\\\\\\\": \\\\\\\"$.eventId\\\\\\\" }, { \\\\\\\"column\\\\\\\": \\\\\\\"complexData\\\\\\\", \\\\\\\"path\\\\\\\": \\\\\\\"$.complexData\\\\\\\" }, { \\\\\\\"column\\\\\\\": \\\\\\\"value\\\\\\\", \\\\\\\"path\\\\\\\": \\\\\\\"$.value\\\\\\\" }, { \\\\\\\"column\\\\\\\": \\\\\\\"type\\\\\\\", \\\\\\\"path\\\\\\\": \\\\\\\"$.type\\\\\\\" }, { \\\\\\\"column\\\\\\\": \\\\\\\"deviceId\\\\\\\", \\\\\\\"path\\\\\\\": \\\\\\\"$.deviceId\\\\\\\" }, { \\\\\\\"column\\\\\\\": \\\\\\\"deviceSequenceNumber\\\\\\\", \\\\\\\"path\\\\\\\": \\\\\\\"$.deviceSequenceNumber\\\\\\\" }, { \\\\\\\"column\\\\\\\": \\\\\\\"createdAt\\\\\\\", \\\\\\\"path\\\\\\\": \\\\\\\"$.createdAt\\\\\\\" } ]'\"\nfi\n\necho \"getting Service Principal ID\"\nappId=$(az keyvault secret show --vault-name $SERVICE_PRINCIPAL_KEYVAULT -n $SERVICE_PRINCIPAL_KV_NAME-id --query value -o tsv)\n\n# Grant service principal permissions to read Data Explorer data (used by Databricks verification job).\necho \"granting service principal Data Explorer database Viewer permissions\"\nMAXRETRY=60\nfor i in $(seq 1 $MAXRETRY); do\n if kustoQuery \"/v1/rest/mgmt\" \".add database $DATAEXPLORER_DATABASE viewers ('aadapp=$appId')\"; then\n break\n fi\n if [ \"$i\" == \"$MAXRETRY\" ]; then\n echo \"Failed granting permissions\" >&2\n exit 1\n fi \n echo \"Kusto permission grant failed, probably because the service principal is not yet active. Retrying ($i/$MAXRETRY)...\"\n sleep 5\ndone\n\nDATAEXPLORER_CONNECTION=\"eventhub\"\necho 'creating Data Explorer Event Hub connection'\necho \". name: $DATAEXPLORER_CONNECTION\"\naz deployment group create \\\n --resource-group $RESOURCE_GROUP \\\n --template-file ../components/azure-dataexplorer/eventhub-connection-arm-template.json \\\n --parameters \\\n eventHubNamespace=$EVENTHUB_NAMESPACE \\\n eventHubName=$EVENTHUB_NAME \\\n eventHubConsumerGroupName=$EVENTHUB_CG \\\n dataExplorerConnectionName=$DATAEXPLORER_CONNECTION \\\n dataExplorerClusterName=$DATAEXPLORER_CLUSTER \\\n dataExplorerDatabaseName=$DATAEXPLORER_DATABASE \\\n dataExplorerTableName=EventTable \\\n dataExplorerMappingRuleName=EventMapping \\\n -o tsv >>log.txt\n" }, { "alpha_fraction": 0.7829787135124207, "alphanum_fraction": 0.7829787135124207, "avg_line_length": 32.57143020629883, "blob_id": "ddcf21cc2022d9295916e86f0e7d324b9e4febb2", "content_id": "2af86c91443ddbf963457dfa511e06306b1cac2f", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 470, "license_type": "permissive", "max_line_length": 114, "num_lines": 14, "path": "/simulator/run-generator-iothub.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\necho 'getting IoT Hub connection string'\npolicy_name=device\nregistry_key=$(az iot hub policy show --hub-name $IOTHUB_NAME --name device --query primaryKey -o tsv)\niothub_cs=\"HostName=$IOTHUB_NAME.azure-devices.net;SharedAccessKeyName=$policy_name;SharedAccessKey=$registry_key\"\n\nSIMULATOR_VARIABLES=\"\"\nSIMULATOR_CONNECTION_SETTING=\"IoTHubConnectionString=$iothub_cs\"\n\nsource ../simulator/run-simulator.sh\n" }, { "alpha_fraction": 0.5631494522094727, "alphanum_fraction": 0.5671463012695312, "avg_line_length": 32.81081008911133, "blob_id": "1433bead34b5a02484b273cc5b1cbe7d4e5343ca", "content_id": "969f6e6cf490edf7ee073c219f2dc05ca393f63f", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 2502, "license_type": "permissive", "max_line_length": 190, "num_lines": 74, "path": "/eventhubs-functions-cosmosdb/StreamingProcessor-CosmosDB-Test1/StreamingProcessor-CosmosDB/Test1.cs", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "using Microsoft.Azure.WebJobs;\nusing Microsoft.Azure.WebJobs.Host;\nusing System;\nusing System.Diagnostics;\nusing System.Threading.Tasks;\nusing Newtonsoft.Json.Linq;\nusing System.Text;\nusing System.Collections.Generic;\nusing Microsoft.Extensions.Logging;\nusing Microsoft.Azure.EventHubs;\nusing Microsoft.Azure.Documents.Client;\nusing Microsoft.Azure.Documents;\n\nnamespace StreamingProcessor\n{\n public static class Test1\n {\n /*\n * Cosmos DB output without using binding\n */\n [FunctionName(\"Test1\")]\n public static async Task RunAsync([EventHubTrigger(\"%EventHubName%\", Connection = \"EventHubsConnectionString\", ConsumerGroup=\"%ConsumerGroup%\")]EventData[] eventHubData, ILogger log)\n {\n var client = await CosmosDBClient.GetClient();\n\n var tasks = new List<Task<ResourceResponse<Document>>>();\n\n Stopwatch sw = new Stopwatch();\n sw.Start();\n\n double totalRUbyBatch = 0;\n int positionInBatch = 1;\n foreach (var data in eventHubData)\n {\n try\n {\n string message = Encoding.UTF8.GetString(data.Body.Array);\n\n var document = JObject.Parse(message);\n document[\"id\"] = document[\"eventId\"];\n document[\"enqueuedAt\"] = data.SystemProperties.EnqueuedTimeUtc;\n document[\"processedAt\"] = DateTime.UtcNow;\n document[\"positionInBatch\"] = positionInBatch;\n\n tasks.Add(client.CreateDocumentAsync(document));\n\n positionInBatch += 1;\n }\n catch (Exception ex)\n {\n log.LogError($\"{ex} - {ex.Message}\");\n }\n }\n\n await Task.WhenAll(tasks);\n\n foreach (var t in tasks)\n {\n totalRUbyBatch += t.GetAwaiter().GetResult().RequestCharge;\n }\n\n sw.Stop();\n\n string logMessage = $\"[Test1] T:{eventHubData.Length} doc - E:{sw.ElapsedMilliseconds} msec\";\n if (eventHubData.Length > 0)\n {\n logMessage += Environment.NewLine + $\"AVG:{(sw.ElapsedMilliseconds / eventHubData.Length):N3} msec\";\n logMessage += Environment.NewLine + $\"RU:{totalRUbyBatch}. AVG RU:{(totalRUbyBatch / eventHubData.Length):N3}\"; \n }\n\n log.LogInformation(logMessage);\n }\n }\n}\n" }, { "alpha_fraction": 0.8395061492919922, "alphanum_fraction": 0.8395061492919922, "avg_line_length": 81, "blob_id": "deeead956d6c585bcdcab167c10e34bd04c2bfc1", "content_id": "707ec1e7562834d41fe8d8bea8f89aed682c1979", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 81, "license_type": "permissive", "max_line_length": 81, "num_lines": 1, "path": "/_common/README.md", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "Common scripts and resources used to setup end to end streaming solution at scale" }, { "alpha_fraction": 0.7121407389640808, "alphanum_fraction": 0.7151437401771545, "avg_line_length": 31.83098602294922, "blob_id": "6ebd41c6fcb8c1231a25133e5634ac1dda6c637e", "content_id": "8d6d313be68b942ab9588a439146cdae2fa98d22", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 2331, "license_type": "permissive", "max_line_length": 135, "num_lines": 71, "path": "/components/azure-functions/create-processing-function.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\nPLAN_NAME=$PROC_FUNCTION_APP_NAME\"plan\"\n\necho 'creating function app plan'\necho \". name: $PLAN_NAME\"\n\nif [ \"${PROC_FUNCTION_SKU:0:1}\" == \"E\" ]; then\n echo \". max burst: $PROC_FUNCTION_WORKERS\"\n workers_argname=\"max-burst\"\nelse\n echo \". workers: $PROC_FUNCTION_WORKERS\"\n workers_argname=\"number-of-workers\"\nfi\n\naz functionapp plan create -g $RESOURCE_GROUP -n $PLAN_NAME \\\n --$workers_argname $PROC_FUNCTION_WORKERS --sku $PROC_FUNCTION_SKU --location $LOCATION \\\n -o tsv >> log.txt\n\necho 'creating function app'\necho \". name: $PROC_FUNCTION_APP_NAME\"\naz functionapp create -g $RESOURCE_GROUP -n $PROC_FUNCTION_APP_NAME \\\n --plan $PLAN_NAME \\\n --storage-account $AZURE_STORAGE_ACCOUNT \\\n --functions-version 2 \\\n -o tsv >> log.txt\n\necho 'generating build path'\nACTIVE_TEST=$PROC_FUNCTION\nFUNCTION_SRC_PATH=\"$PROC_PACKAGE_FOLDER/$PROC_FUNCTION_NAME-$PROC_PACKAGE_TARGET-$ACTIVE_TEST/$PROC_FUNCTION_NAME-$PROC_PACKAGE_TARGET\"\necho \". path: $FUNCTION_SRC_PATH\"\n\necho 'cleaning build path'\nif [ -d \"$FUNCTION_SRC_PATH/bin\" ]; then rm -Rf \"$FUNCTION_SRC_PATH/bin\"; fi\nif [ -d \"$FUNCTION_SRC_PATH/obj\" ]; then rm -Rf \"$FUNCTION_SRC_PATH/obj\"; fi\n\necho 'building function app'\ndotnet build $FUNCTION_SRC_PATH --configuration Release >> log.txt\n\necho 'finding release folder'\nRELFOLDER=`ls $FUNCTION_SRC_PATH/bin/Release | grep .`\necho \". release folder: $RELFOLDER\"\n\necho 'creating zip file'\nCURDIR=$PWD\nZIPFOLDER=\"$FUNCTION_SRC_PATH/bin/Release/$RELFOLDER\"\necho \" .zipped folder: $ZIPFOLDER\"\nrm -f $PROC_PACKAGE_PATH\ncd $ZIPFOLDER\nzip -r $CURDIR/$PROC_PACKAGE_PATH . >> log.txt\ncd $CURDIR\n\necho 'configuring function app deployment source'\necho \". src: $PROC_PACKAGE_PATH\"\naz functionapp deployment source config-zip \\\n --resource-group $RESOURCE_GROUP \\\n --name $PROC_FUNCTION_APP_NAME --src $PROC_PACKAGE_PATH \\\n -o tsv >> log.txt\n\necho 'removing local zip file'\nrm -f $PROC_PACKAGE_PATH\n\necho \". DOTNET_SYSTEM_NET_HTTP_USESOCKETSHTTPHANDLER=false\"\necho \"(this is set because of this https://github.com/Azure/Azure-Functions/issues/1067)\"\naz functionapp config appsettings set --name $PROC_FUNCTION_APP_NAME \\\n --resource-group $RESOURCE_GROUP \\\n --settings DOTNET_SYSTEM_NET_HTTP_USESOCKETSHTTPHANDLER=false \\\n -o tsv >> log.txt\n" }, { "alpha_fraction": 0.6376524567604065, "alphanum_fraction": 0.6475609540939331, "avg_line_length": 27.15450668334961, "blob_id": "4a152754bd85e3cc602361eb6e79d9fe5df3ed8b", "content_id": "fc900490553a94e9c1a3fe074abdfa4dd9515fa6", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 6560, "license_type": "permissive", "max_line_length": 114, "num_lines": 233, "path": "/storage-databricks-delta/create-solution.sh", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n# Strict mode, fail on any error\nset -euo pipefail\n\non_error() {\n set +e\n echo \"There was an error, execution halted\" >&2\n echo \"Error at line $1\"\n exit 1\n}\n\ntrap 'on_error $LINENO' ERR\n\nexport PREFIX=''\nexport LOCATION=\"eastus\"\nexport TESTTYPE=\"1\"\nexport STEPS=\"CIPTMV\"\nexport BLOB_DETECTION_MODE=\"notification\"\n\nusage() {\n echo \"Usage: $0 -d <deployment-name> [-s <steps>] [-t <test-type>] [-b <blob-detection-mode>] [-l <location>]\"\n echo \"-s: specify which steps should be executed. Default=$STEPS\"\n echo \" Possible values:\"\n echo \" C=COMMON\"\n echo \" I=INGESTION\"\n echo \" P=PROCESSING\"\n echo \" T=TEST clients\"\n echo \" M=METRICS reporting\"\n echo \" V=VERIFY deployment\"\n echo \"-t: test 1,5,10 thousands msgs/sec. Default=$TESTTYPE\"\n echo \"-b: use Databricks listing or notification to detect blobs. Default=$BLOB_DETECTION_MODE\"\n echo \"-l: where to create the resources. Default=$LOCATION\"\n exit 1;\n}\n\n# Initialize parameters specified from command line\nwhile getopts \":d:s:t:l:b:\" arg; do\n case \"${arg}\" in\n d)\n PREFIX=${OPTARG}\n ;;\n s)\n STEPS=${OPTARG}\n ;;\n t)\n TESTTYPE=${OPTARG}\n ;;\n l)\n LOCATION=${OPTARG}\n ;;\n b)\n BLOB_DETECTION_MODE=${OPTARG}\n ;;\n esac\ndone\nshift $((OPTIND-1))\n\nif [[ -z \"$PREFIX\" ]]; then\n echo \"Enter a name for this deployment.\"\n usage\nfi\n\nexport DATABRICKS_SPARKVERSION=7.3.x-scala2.12\n\n# 10000 messages/sec\nif [ \"$TESTTYPE\" == \"10\" ]; then\n export EVENTHUB_PARTITIONS=16\n export EVENTHUB_CAPACITY=12\n export PROC_FUNCTION=Storage\n export PROC_FUNCTION_SKU=EP2\n export PROC_FUNCTION_WORKERS=16\n export SIMULATOR_INSTANCES=5\n export DATABRICKS_NODETYPE=Standard_DS3_v2\n export DATABRICKS_WORKERS=12\nfi\n\n# 5000 messages/sec\nif [ \"$TESTTYPE\" == \"5\" ]; then\n export EVENTHUB_PARTITIONS=8\n export EVENTHUB_CAPACITY=6\n export PROC_FUNCTION=Storage\n export PROC_FUNCTION_SKU=EP2\n export PROC_FUNCTION_WORKERS=8\n export SIMULATOR_INSTANCES=3\n export DATABRICKS_NODETYPE=Standard_DS3_v2\n export DATABRICKS_WORKERS=6\nfi\n\n# 1000 messages/sec\nif [ \"$TESTTYPE\" == \"1\" ]; then\n export EVENTHUB_PARTITIONS=2\n export EVENTHUB_CAPACITY=2\n export PROC_FUNCTION=Storage\n export PROC_FUNCTION_SKU=EP2\n export PROC_FUNCTION_WORKERS=2\n export SIMULATOR_INSTANCES=1\n export DATABRICKS_NODETYPE=Standard_DS3_v2\n export DATABRICKS_WORKERS=2\nfi\n\n# last checks and variables setup\nif [ -z ${SIMULATOR_INSTANCES+x} ]; then\n usage\nfi\n\nexport RESOURCE_GROUP=$PREFIX\n\n# remove log.txt if exists\nrm -f log.txt\n\necho \"Checking pre-requisites...\"\n\nsource ../assert/has-local-az.sh\nsource ../assert/has-local-jq.sh\nsource ../assert/has-local-databrickscli.sh\nsource ../assert/has-local-zip.sh\nsource ../assert/has-local-dotnet.sh\n\ndeclare STORAGE_EVENT_QUEUE=\"\"\ncase $BLOB_DETECTION_MODE in\n listing)\n STORAGE_EVENT_QUEUE=\"\"\n ;;\n notification)\n STORAGE_EVENT_QUEUE=\"blob-events\"\n ;;\n *)\n echo \"'-b' param must be set to 'listing' or 'notification'\"\n usage\n ;;\nesac\n\necho\necho \"Streaming at Scale with Azure Databricks and Delta\"\necho \"==================================================\"\necho\n\necho \"Steps to be executed: $STEPS\"\necho\n\necho \"Configuration: \"\necho \". Resource Group => $RESOURCE_GROUP\"\necho \". Region => $LOCATION\"\necho \". EventHubs => TU: $EVENTHUB_CAPACITY, Partitions: $EVENTHUB_PARTITIONS\"\necho \". Function => Name: $PROC_FUNCTION, SKU: $PROC_FUNCTION_SKU, Workers: $PROC_FUNCTION_WORKERS\"\necho \". Databricks => VM: $DATABRICKS_NODETYPE, Workers: $DATABRICKS_WORKERS\"\necho \". AutoLoader mode => $BLOB_DETECTION_MODE\"\necho \". Simulators => $SIMULATOR_INSTANCES\"\necho\n\necho \"Deployment started...\"\necho\n\necho \"***** [C] Setting up COMMON resources\"\n\n export AZURE_STORAGE_ACCOUNT=$PREFIX\"storage\"\n export AZURE_STORAGE_ACCOUNT_GEN2=$PREFIX\"storhfs\"\n\n RUN=`echo $STEPS | grep C -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-common/create-resource-group.sh\n source ../components/azure-storage/create-storage-account.sh\n source ../components/azure-storage/create-storage-hfs.sh\n if [ -n \"$STORAGE_EVENT_QUEUE\" ]; then\n source ../components/azure-storage/setup-storage-event-grid.sh\n fi\n fi\necho\n\necho \"***** [I] Setting up INGESTION EVENT HUB AND FUNCTION\"\n\n export EVENTHUB_NAMESPACE=$PREFIX\"eventhubs\"\n export EVENTHUB_NAME=\"streamingatscale-$EVENTHUB_PARTITIONS\"\n export EVENTHUB_CG=\"function\"\n\n export PROC_FUNCTION_APP_NAME=$PREFIX\"ingest\"\n export PROC_FUNCTION_NAME=StreamingProcessor\n export PROC_PACKAGE_FOLDER=.\n export PROC_PACKAGE_TARGET=EventHubToBlob\n export PROC_PACKAGE_NAME=$PROC_FUNCTION_NAME-$PROC_PACKAGE_TARGET.zip\n export PROC_PACKAGE_PATH=$PROC_PACKAGE_FOLDER/$PROC_PACKAGE_NAME\n\n RUN=`echo $STEPS | grep I -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-event-hubs/create-event-hub.sh\n source ../components/azure-functions/create-processing-function.sh\n source ../components/azure-functions/configure-processing-function-eventhubs.sh\n source ../components/azure-functions/configure-processing-function-storage.sh\n fi\necho\n\necho \"***** [P] Setting up PROCESSING\"\n\n export ADB_WORKSPACE=$PREFIX\"databricks\"\n export ADB_TOKEN_KEYVAULT=$PREFIX\"kv\" #NB AKV names are limited to 24 characters\n export BLOB_FILE_FORMAT=\"json\"\n\n RUN=`echo $STEPS | grep P -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-databricks/create-databricks.sh\n source ../streaming/databricks/runners/blob-json-to-delta.sh\n fi\necho\n\necho \"***** [T] Starting up TEST clients\"\n\n RUN=`echo $STEPS | grep T -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../simulator/run-generator-eventhubs.sh\n fi\necho\n\necho \"***** [M] Starting METRICS reporting\"\n\n RUN=`echo $STEPS | grep M -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-event-hubs/report-throughput.sh\n fi\necho\n\necho \"***** [V] Starting deployment VERIFICATION\"\n\n export ALLOW_DUPLICATES=1\n\n RUN=`echo $STEPS | grep V -o || true`\n if [ ! -z \"$RUN\" ]; then\n source ../components/azure-databricks/create-databricks.sh\n source ../streaming/databricks/runners/verify-delta.sh\n fi\necho\n\necho \"***** Done\"\n" }, { "alpha_fraction": 0.6999343633651733, "alphanum_fraction": 0.7110965251922607, "avg_line_length": 40.14864730834961, "blob_id": "d0b2e732a6910a7c4678a71b7c1575dd15ddb4bf", "content_id": "ac699d0c7113d0c73364445a1f53dc7c5ea17aba", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Java", "length_bytes": 3046, "license_type": "permissive", "max_line_length": 122, "num_lines": 74, "path": "/components/apache-flink/flink-kafka-consumer/src/main/java/com/microsoft/samples/flink/StreamingJobCommon.java", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "package com.microsoft.samples.flink;\n\nimport org.apache.flink.api.common.serialization.SerializationSchema;\nimport org.apache.flink.api.java.utils.ParameterTool;\nimport org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;\nimport org.apache.flink.streaming.connectors.kafka.FlinkKafkaConsumer011;\nimport org.apache.flink.streaming.connectors.kafka.FlinkKafkaConsumerBase;\nimport org.apache.flink.streaming.connectors.kafka.FlinkKafkaProducer011;\nimport org.apache.flink.streaming.connectors.kafka.KafkaDeserializationSchema;\nimport org.slf4j.Logger;\nimport org.slf4j.LoggerFactory;\n\nimport java.util.Properties;\n\n\nclass StreamingJobCommon {\n\n private static final Logger LOG = LoggerFactory.getLogger(StreamingJobCommon.class);\n\n static StreamExecutionEnvironment createStreamExecutionEnvironment(ParameterTool params) {\n\n // set up the execution environment\n StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();\n\n // make parameters available in the web interface, if available\n env.getConfig().setGlobalJobParameters(params);\n\n // Set Flink task parallelism\n env.setParallelism(params.getInt(\"parallelism\", 1));\n\n // start a checkpoint every 1000 ms\n env.enableCheckpointing(params.getLong(\"checkpoint.interval\", 1000L));\n\n return env;\n }\n\n static <T> FlinkKafkaConsumerBase<T> createKafkaConsumer(ParameterTool params, KafkaDeserializationSchema<T> schema) {\n // set up the execution environment\n Properties properties = new Properties();\n\n setProperties(params, \"kafka.in.\", properties);\n String topicIn = (String) properties.remove(\"topic\");\n if (topicIn == null) throw new IllegalArgumentException(\"Missing configuration value kafka.topic.in\");\n LOG.info(\"Consuming from Kafka topic: {}\", topicIn);\n\n // Create Kafka consumer deserializing from JSON.\n // Flink recommends using Kafka 0.11 consumer as Kafka 1.0 consumer is not stable.\n return new FlinkKafkaConsumer011<>(topicIn, schema, properties);\n }\n\n static <T> FlinkKafkaProducer011<T> createKafkaProducer(ParameterTool params, SerializationSchema<T> schema) {\n Properties propertiesOut = new Properties();\n setProperties(params, \"kafka.out.\", propertiesOut);\n String topicOut = (String) propertiesOut.remove(\"topic\");\n if (topicOut == null) throw new IllegalArgumentException(\"Missing configuration value kafka.topic.out\");\n LOG.info(\"Writing into Kafka topic: {}\", topicOut);\n\n FlinkKafkaProducer011<T> kafkaOut = new FlinkKafkaProducer011<>(\n topicOut,\n schema,\n propertiesOut\n );\n return kafkaOut;\n }\n\n private static void setProperties(ParameterTool params, String prefix, Properties properties) {\n params.toMap().forEach(\n (k, v) -> {\n if (k.startsWith(prefix)) properties.put(k.replace(prefix, \"\"), v);\n });\n }\n\n\n}\n\n" }, { "alpha_fraction": 0.5767650008201599, "alphanum_fraction": 0.5825676918029785, "avg_line_length": 41.860103607177734, "blob_id": "75c7be4f52cd0ca2024dacdb2a90c858fbd399e5", "content_id": "44a5100c37933b6a1d7f3eb4a064364174d46fd8", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "C#", "length_bytes": 8274, "license_type": "permissive", "max_line_length": 119, "num_lines": 193, "path": "/iothub-digitaltwins-timeseriesinsights/src/PopulateTimeSeriesInsightsModel/Program.cs", "repo_name": "Azure-Samples/streaming-at-scale", "src_encoding": "UTF-8", "text": "namespace ModelGenerator\n{\n using System;\n using System.Collections.Generic;\n using System.IO;\n using System.Linq;\n using System.Threading.Tasks;\n using Azure.Core;\n using Azure.Identity;\n using Microsoft.Azure.TimeSeriesInsights;\n using Microsoft.Azure.TimeSeriesInsights.Models;\n using Microsoft.Extensions.Logging;\n using Microsoft.Rest;\n using Microsoft.Rest.Serialization;\n using Newtonsoft.Json;\n\n class Program\n {\n private const int NumTwins = 1000;\n private const string TimeSeriesInsightsApplicationId = \"120d688d-1518-4cf7-bd38-182f158850b6\";\n\n private static readonly JsonSerializerSettings DeserializationSettings = new JsonSerializerSettings\n {\n Converters = new JsonConverter[]\n {\n new PolymorphicDeserializeJsonConverter<Variable>(\"kind\"),\n }\n };\n\n private readonly ILogger<Program> _log;\n private readonly string _timeSeriesTypesFile;\n private readonly string _timeSeriesHierarchiesFile;\n private readonly TimeSeriesInsightsClient _timeSeriesInsightsClient;\n\n private Program(ILogger<Program> log,\n string timeSeriesTypesFile, string timeSeriesHierarchiesFile,\n TimeSeriesInsightsClient timeSeriesInsightsClient)\n {\n _log = log;\n _timeSeriesTypesFile = timeSeriesTypesFile;\n _timeSeriesHierarchiesFile = timeSeriesHierarchiesFile;\n _timeSeriesInsightsClient = timeSeriesInsightsClient;\n }\n\n static async Task Main(string[] args)\n {\n using var loggerFactory = LoggerFactory.Create(builder =>\n {\n builder\n .AddFilter(\"Microsoft\", LogLevel.Warning)\n .AddFilter(\"System\", LogLevel.Warning)\n .AddFilter(typeof(Program).Namespace, LogLevel.Information)\n .AddConsole();\n });\n var log = loggerFactory.CreateLogger<Program>()!;\n\n if (args.Length != 3)\n {\n throw new ArgumentException(\n \"Pass three parameters:\"\n + \" <Azure Time Series Insights environment FQDN>\"\n + \" <time_series_insights_types_file.json>\"\n + \" <time_series_insights_hierarchies_file.json>\"\n );\n }\n\n var ( timeSeriesEnvironmentFqdn, timeSeriesTypesFile, timeSeriesHierarchiesFile)\n = (args[0], args[1], args[2]);\n\n //Authenticate with Digital Twins\n var credentialsOptions = new DefaultAzureCredentialOptions\n {\n ExcludeVisualStudioCodeCredential = true,\n ExcludeSharedTokenCacheCredential = true,\n ExcludeInteractiveBrowserCredential = true,\n ExcludeEnvironmentCredential = true,\n ExcludeVisualStudioCredential = true\n };\n var credential = new DefaultAzureCredential(credentialsOptions);\n var timeSeriesInsightsClient =\n await GetTimeSeriesInsightsClientAsync(credential, timeSeriesEnvironmentFqdn);\n\n try\n {\n var program = new Program(\n log,\n timeSeriesTypesFile,\n timeSeriesHierarchiesFile,\n timeSeriesInsightsClient);\n await program.RunAsync();\n }\n catch (Exception e)\n {\n log.LogError(\"{message}\", e.Message, e);\n }\n }\n\n async Task RunAsync()\n {\n var timeSeriesHierarchies = await CreateTimeSeriesHierarchiesAsync();\n var timeSeriesTypes = await CreateTimeSeriesTypesAsync();\n await CreateTimeSeriesInstancesAsync(timeSeriesHierarchies, timeSeriesTypes);\n }\n\n private async Task<List<TimeSeriesHierarchy>> CreateTimeSeriesHierarchiesAsync()\n {\n var hierarchies = JsonConvert.DeserializeObject<List<TimeSeriesHierarchy>>(\n await File.ReadAllTextAsync(_timeSeriesHierarchiesFile),\n DeserializationSettings)\n ?? throw new ArgumentException($\"No hierarchies found in {_timeSeriesHierarchiesFile}\");\n \n _log.LogInformation(\"Creating {n} hierarchies\", hierarchies.Count);\n \n var createHierarchiesResponse = await\n _timeSeriesInsightsClient.TimeSeriesHierarchies.ExecuteBatchWithHttpMessagesAsync(\n new HierarchiesBatchRequest(put: hierarchies));\n CheckErrors(createHierarchiesResponse, createHierarchiesResponse.Body.Put.Select(_ => _.Error));\n return hierarchies;\n }\n\n private async Task<List<TimeSeriesType>> CreateTimeSeriesTypesAsync()\n {\n var timeSeriesTypes = JsonConvert.DeserializeObject<List<TimeSeriesType>>(\n await File.ReadAllTextAsync(_timeSeriesTypesFile),\n DeserializationSettings)\n ?? throw new ArgumentException(\n $\"No types found in {_timeSeriesTypesFile}\");\n \n _log.LogInformation(\"Creating {n} types\", timeSeriesTypes.Count);\n \n var createTypesResponse =\n await _timeSeriesInsightsClient.TimeSeriesTypes.ExecuteBatchWithHttpMessagesAsync(\n new TypesBatchRequest(put: timeSeriesTypes));\n CheckErrors(createTypesResponse, createTypesResponse.Body.Put.Select(_ => _.Error));\n return timeSeriesTypes;\n }\n\n private async Task CreateTimeSeriesInstancesAsync(List<TimeSeriesHierarchy> hierarchies,\n List<TimeSeriesType> types)\n {\n var timeSeriesInstances =\n Enumerable.Range(0, NumTwins)\n .Select(i =>\n new TimeSeriesInstance(\n new object[] {$\"contoso-device-id-{i.ToString(\"000000\")}\"},\n types.First().Id,\n $\"Device #{i}\",\n \"A simulated device\",\n hierarchies.Select(_ => _.Id).ToList(),\n new Dictionary<string, object>()\n {\n {\"year\", 2020},\n {\"month\", i % 12 + 1},\n {\"vehicle\", i % 2 == 0 ? \"Car\" : \"Bus\"},\n })\n ).ToList();\n\n _log.LogInformation(\"Creating {n} instances\", timeSeriesInstances.Count);\n \n InstancesBatchRequest req = new InstancesBatchRequest(put: timeSeriesInstances);\n var createInstancesResponse =\n await _timeSeriesInsightsClient.TimeSeriesInstances.ExecuteBatchWithHttpMessagesAsync(req);\n CheckErrors(createInstancesResponse, createInstancesResponse.Body.Put.Select(_ => _.Error));\n }\n\n private static void CheckErrors(HttpOperationResponse operationResponse, IEnumerable<TsiErrorBody> errorBodies)\n {\n if (errorBodies.Any(IsError))\n {\n throw new InvalidOperationException(operationResponse.Response.AsFormattedString());\n }\n }\n\n private static bool IsError(TsiErrorBody? errorBody)\n {\n return errorBody != null;\n }\n\n private static async Task<TimeSeriesInsightsClient> GetTimeSeriesInsightsClientAsync(\n TokenCredential credential, string timeSeriesEnvironmentFqdn)\n {\n var token = await credential.GetTokenAsync(\n new TokenRequestContext(new[] {TimeSeriesInsightsApplicationId}), default);\n ServiceClientCredentials clientCredentials = new TokenCredentials(token.Token);\n\n TimeSeriesInsightsClient timeSeriesInsightsClient = new TimeSeriesInsightsClient(clientCredentials)\n {\n EnvironmentFqdn = timeSeriesEnvironmentFqdn\n };\n return timeSeriesInsightsClient;\n }\n }\n}\n" } ]
135
Energomonitor/ajeto
https://github.com/Energomonitor/ajeto
f36c4e3361533ac8b7f788f1ead8b2277d2722a6
27245dce7c995fc1b0711e8f097cf9c76bc3c1de
13b3944dc8af147b61b6983944b71c4c5ce4f4d1
refs/heads/master
2015-09-25T04:08:52.264275
2015-07-21T16:22:45
2015-07-21T16:22:45
39,445,600
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.689246416091919, "alphanum_fraction": 0.6926333904266357, "avg_line_length": 30.91891860961914, "blob_id": "d5052de2c112c5c2d7a9263c7305187ed9221d2c", "content_id": "4bc396901270ae7863edc9631782cf490ded5bd8", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1181, "license_type": "permissive", "max_line_length": 110, "num_lines": 37, "path": "/ajeto/utils.py", "repo_name": "Energomonitor/ajeto", "src_encoding": "UTF-8", "text": "import logging\nimport time\n\n\n# TODO tests!\n\n\ndef setup_main_logger(microsevice_name, handler=None, level=logging.INFO):\n template = '%(asctime)s.%(msecs).03dZ - {} - %(levelname)s - %(message)s'.format(microsevice_name)\n formatter = logging.Formatter(template, datefmt='%Y-%m-%dT%H:%M:%S')\n formatter.converter = time.gmtime\n\n if handler is None:\n handler = logging.StreamHandler()\n handler.setLevel(level)\n handler.setFormatter(formatter)\n\n logger = logging.getLogger('{}.main'.format(microsevice_name))\n logger.setLevel(level)\n logger.addHandler(handler)\n return logger\n\n\ndef setup_access_logger(microsevice_name, handler=None):\n template = '%(asctime)s.%(msecs).03dZ - {} - %(levelname)s - Access: %(message)s'.format(microsevice_name)\n formatter = logging.Formatter(template, datefmt='%Y-%m-%dT%H:%M:%S')\n formatter.converter = time.gmtime\n\n if handler is None:\n handler = logging.StreamHandler()\n handler.setLevel(logging.INFO)\n handler.setFormatter(formatter)\n\n logger = logging.getLogger('{}.access'.format(microsevice_name))\n logger.setLevel(logging.INFO)\n logger.addHandler(handler)\n return logger\n" }, { "alpha_fraction": 0.7028423547744751, "alphanum_fraction": 0.7028423547744751, "avg_line_length": 34.181819915771484, "blob_id": "50dfaca5dc2c44d7cea56a5ce315051099c8f19c", "content_id": "fc97cda16c2ea51ea43eab204bf4b92b48f776fa", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1161, "license_type": "permissive", "max_line_length": 85, "num_lines": 33, "path": "/ajeto/server.py", "repo_name": "Energomonitor/ajeto", "src_encoding": "UTF-8", "text": "from aiohttp.web import Application\nimport asyncio\nfrom functools import partial\n\n\nACCESS_LOG_FORMAT = '%(s)s \"%(r)s\" %(b)s %(h)s \"%(a)s\"'\n\n\ndef setup_router(app, routes, *, handler_params=None):\n if handler_params is None:\n handler_params = {}\n for method, path, handler in routes:\n app.router.add_route(method, path, partial(handler, **handler_params))\n\n\ndef prepare_app(loop, routes, *, handler_params=None, middlewares=None, logger=None):\n if middlewares is None:\n middlewares = []\n app = Application(loop=loop, middlewares=middlewares, logger=logger)\n setup_router(app, routes, handler_params=handler_params)\n return app\n\n\n# TODO tests!\[email protected]\ndef create_server(loop, host, port, routes, *, handler_params=None, middlewares=None,\n logger=None, access_logger=None, access_log_format=ACCESS_LOG_FORMAT):\n\n app = prepare_app(loop, routes, handler_params=handler_params,\n middlewares=middlewares, logger=logger)\n server_handler = app.make_handler(access_log_format=access_log_format,\n access_log=access_logger)\n return (yield from loop.create_server(server_handler, host, port))\n" }, { "alpha_fraction": 0.655296802520752, "alphanum_fraction": 0.6664479970932007, "avg_line_length": 32.5054931640625, "blob_id": "534f890d848a76f1d3ac20ffb17881c0740e5ed6", "content_id": "a141b4041d41edb19156fda0bcb039b69c658fd7", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3049, "license_type": "permissive", "max_line_length": 87, "num_lines": 91, "path": "/tests/test_server.py", "repo_name": "Energomonitor/ajeto", "src_encoding": "UTF-8", "text": "from aiohttp.multidict import CIMultiDict\nfrom aiohttp.protocol import HttpVersion11, RawRequestMessage\nimport asyncio\nimport pytest\nfrom unittest.mock import Mock, patch\n\nfrom ajeto import GET, POST\nfrom ajeto.server import setup_router, prepare_app\n\n\ndef test_setup_router():\n get_handler = Mock()\n post_handler = Mock()\n routes = [(GET, '/foo', get_handler), (POST, '/bar', post_handler)]\n handler_params = {'foo': 'bar'}\n app = Mock()\n setup_router(app, routes, handler_params=handler_params)\n call_1, call_2 = app.router.add_route.call_args_list\n assert call_1[0][0] == GET\n assert call_1[0][1] == '/foo'\n assert call_1[0][2].func == get_handler\n assert call_1[0][2].keywords == handler_params\n assert call_2[0][0] == POST\n assert call_2[0][1] == '/bar'\n assert call_2[0][2].func == post_handler\n assert call_2[0][2].keywords == handler_params\n\n\ndef test_prepare_app__loop(event_loop):\n app = prepare_app(event_loop, [])\n assert app.loop is event_loop\n\n\ndef test_prepare_app__logger(event_loop):\n logger = Mock()\n app = prepare_app(event_loop, [], logger=logger)\n assert app.logger is logger\n\n\ndef test_prepare_app__middlewares(event_loop):\n middlewares = (Mock(), Mock())\n app = prepare_app(event_loop, [], middlewares=middlewares)\n assert app.middlewares == middlewares\n\n\ndef test_prepare_app__routes(event_loop):\n routes = [(GET, '/', lambda x: x)]\n with patch('ajeto.server.setup_router') as mock:\n app = prepare_app(event_loop, routes)\n mock.assert_called_once_with(app, routes, handler_params=None)\n\n\ndef test_prepare_app__handler_params(event_loop):\n routes = [(GET, '/', lambda x: x)]\n handler_params = {'foo': 'bar'}\n with patch('ajeto.server.setup_router') as mock:\n app = prepare_app(event_loop, routes, handler_params=handler_params)\n mock.assert_called_once_with(app, routes, handler_params=handler_params)\n\n\[email protected]\ndef test_prepare_app__integration(event_loop):\n @asyncio.coroutine\n def handler(request):\n raise UserWarning('Called')\n\n routes = [(GET, '/', handler)]\n app = prepare_app(event_loop, routes)\n h = app.make_handler()()\n message = RawRequestMessage('GET', '/', HttpVersion11, CIMultiDict(), False, False)\n payload = Mock()\n with pytest.raises(UserWarning) as exc_info:\n yield from h.handle_request(message, payload)\n assert exc_info.value.args[0] == 'Called'\n\n\[email protected]\ndef test_prepare_app__integration__handler_params(event_loop):\n @asyncio.coroutine\n def handler(request, foo):\n raise UserWarning(foo)\n\n routes = [(GET, '/', handler)]\n handler_params = {'foo': 'bar'}\n app = prepare_app(event_loop, routes, handler_params=handler_params)\n h = app.make_handler()()\n message = RawRequestMessage('GET', '/', HttpVersion11, CIMultiDict(), False, False)\n payload = Mock()\n with pytest.raises(UserWarning) as exc_info:\n yield from h.handle_request(message, payload)\n assert exc_info.value.args[0] == 'bar'\n" }, { "alpha_fraction": 0.6615350246429443, "alphanum_fraction": 0.6697902679443359, "avg_line_length": 33.213741302490234, "blob_id": "7097367412cb467ed7ca32fdb0a75a3e044a1295", "content_id": "f3a2b55037c939dedea4973e6e549c5939fc29e2", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4482, "license_type": "permissive", "max_line_length": 88, "num_lines": 131, "path": "/tests/test_requests.py", "repo_name": "Energomonitor/ajeto", "src_encoding": "UTF-8", "text": "import asyncio\nimport pytest\nfrom unittest.mock import Mock, patch\n\nfrom ajeto.requests import (\n smart_request, get, post, GET, POST,\n TimeoutError, RequestError,\n)\n\n\ndef _mock_request_factory(*mock_args, **mock_kwargs):\n m_request = Mock(*mock_args, **mock_kwargs)\n\n @asyncio.coroutine\n def a_request(*args, **kwargs):\n return m_request(*args, **kwargs)\n\n return m_request, a_request\n\n\ndef _mock_response_factory(status, body=''):\n @asyncio.coroutine\n def text():\n return body\n\n return Mock(status=status, text=text)\n\n\[email protected]\[email protected]('headers, expected_headers', [\n (None, {'User-Agent': 'Foo'}),\n ({'a': 'b'}, {'a': 'b', 'User-Agent': 'Foo'}),\n])\ndef test_smart_request__user_agent(headers, expected_headers):\n m_request, a_request = _mock_request_factory(return_value=True)\n url = 'http://foo'\n with patch('ajeto.requests.request', a_request):\n response = yield from smart_request(GET, url, user_agent='Foo', headers=headers)\n assert response is True\n m_request.assert_called_once_with(GET, url, headers=expected_headers)\n\n\[email protected]\ndef test_smart_request__timeout():\n @asyncio.coroutine\n def a_request(*args, **kwargs):\n yield from asyncio.sleep(0.3)\n\n url = 'http://foo'\n with patch('ajeto.requests.request', a_request):\n with pytest.raises(TimeoutError):\n yield from smart_request(GET, url, timeout=0.1)\n\n\[email protected]\ndef test_smart_request__expected_status__none():\n m_response = _mock_response_factory(500)\n m_request, a_request = _mock_request_factory(return_value=m_response)\n url = 'http://foo'\n with patch('ajeto.requests.request', a_request):\n response = yield from smart_request(GET, url, expected_status=None)\n assert response == m_response\n m_request.assert_called_once_with(GET, url)\n\n\[email protected]\ndef test_smart_request__expected_status__match():\n m_response = _mock_response_factory(200)\n m_request, a_request = _mock_request_factory(return_value=m_response)\n url = 'http://foo'\n with patch('ajeto.requests.request', a_request):\n response = yield from smart_request(GET, url, expected_status=200)\n assert response == m_response\n m_request.assert_called_once_with(GET, url)\n\n\[email protected]\ndef test_smart_request__expected_status__match_list():\n m_response = _mock_response_factory(200)\n m_request, a_request = _mock_request_factory(return_value=m_response)\n url = 'http://foo'\n with patch('ajeto.requests.request', a_request):\n response = yield from smart_request(GET, url, expected_status=[200])\n assert response == m_response\n m_request.assert_called_once_with(GET, url)\n\n\[email protected]\ndef test_smart_request__expected_status__does_not_match():\n m_response = _mock_response_factory(500, 'Fail')\n m_request, a_request = _mock_request_factory(return_value=m_response)\n url = 'http://foo'\n with patch('ajeto.requests.request', a_request):\n with pytest.raises(RequestError) as exc_info:\n yield from smart_request(GET, url, expected_status=200)\n assert exc_info.value.status == 500\n assert exc_info.value.content == 'Fail'\n m_request.assert_called_once_with(GET, url)\n\n\[email protected]\ndef test_smart_request__expected_status__does_not_match_list():\n m_response = _mock_response_factory(500, 'Fail')\n m_request, a_request = _mock_request_factory(return_value=m_response)\n url = 'http://foo'\n with patch('ajeto.requests.request', a_request):\n with pytest.raises(RequestError) as exc_info:\n yield from smart_request(GET, url, expected_status=[200])\n assert exc_info.value.status == 500\n assert exc_info.value.content == 'Fail'\n m_request.assert_called_once_with(GET, url)\n\n\[email protected]\ndef test_get():\n m_request, a_request = _mock_request_factory(return_value=True)\n url = 'http://foo'\n with patch('ajeto.requests.request', a_request):\n response = yield from get(url)\n assert response is True\n m_request.assert_called_once_with(GET, url)\n\n\[email protected]\ndef test_post():\n m_request, a_request = _mock_request_factory(return_value=True)\n url = 'http://foo'\n with patch('ajeto.requests.request', a_request):\n response = yield from post(url)\n assert response is True\n m_request.assert_called_once_with(POST, url)\n" }, { "alpha_fraction": 0.6275939345359802, "alphanum_fraction": 0.6432977914810181, "avg_line_length": 33.960784912109375, "blob_id": "1e9754ea3fbc03359381ebe2d0ada12223736177", "content_id": "38b9ae50de94a214d7a894cba72872bc64b2abf4", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1783, "license_type": "permissive", "max_line_length": 72, "num_lines": 51, "path": "/tests/test_responses.py", "repo_name": "Energomonitor/ajeto", "src_encoding": "UTF-8", "text": "import ujson\n\nfrom ajeto.responses import TextResponse, JSONResponse\n\n\ndef test_textresponse_init__defaults():\n response = TextResponse('foo')\n assert response.text == 'foo'\n assert response.status == 200\n assert response.content_type == 'text/plain'\n assert response.reason == 'OK'\n assert response.headers == {'CONTENT-LENGTH': '3',\n 'CONTENT-TYPE': 'text/plain; charset=utf-8'}\n\n\ndef test_textresponse_init__custom():\n response = TextResponse('foo', status=404, content_type='text/json',\n reason='foo', headers={'x-foo': 'bar'})\n assert response.text == 'foo'\n assert response.status == 404\n assert response.content_type == 'text/json'\n assert response.reason == 'foo'\n assert response.headers == {'X-FOO': 'bar', 'CONTENT-LENGTH': '3',\n 'CONTENT-TYPE': 'text/json; charset=utf-8'}\n\n\ndef test_jsonresponse_init__defaults():\n response = JSONResponse({})\n assert response.text == '{}'\n assert response.status == 200\n assert response.content_type == 'application/json'\n assert response.reason == 'OK'\n assert response.headers == {'CONTENT-LENGTH': '2',\n 'CONTENT-TYPE': 'application/json; charset=utf-8'}\n\n\ndef test_jsonresponse_init__custom():\n response = JSONResponse({}, status=404, content_type='text/json',\n reason='bar', headers={'x-foo': 'bar'})\n assert response.text == '{}'\n assert response.status == 404\n assert response.content_type == 'text/json'\n assert response.reason == 'bar'\n assert response.headers == {'X-FOO': 'bar', 'CONTENT-LENGTH': '2',\n 'CONTENT-TYPE': 'text/json; charset=utf-8'}\n\n\ndef test_jsonresponse_init__json():\n json = {\"foo\": 1.0, \"bar\": \"xyz\"}\n response = JSONResponse(json)\n assert response.text == ujson.dumps(json)\n" }, { "alpha_fraction": 0.725806474685669, "alphanum_fraction": 0.725806474685669, "avg_line_length": 15.909090995788574, "blob_id": "d06423d14348bde2db9252aec40a17ce656e2b4e", "content_id": "e73ec8a49c8dcdb8e618430f8d86948e45cc7a61", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 186, "license_type": "permissive", "max_line_length": 41, "num_lines": 11, "path": "/ajeto/ping.py", "repo_name": "Energomonitor/ajeto", "src_encoding": "UTF-8", "text": "import asyncio\n\nfrom ajeto import GET, TextResponse\n\n\[email protected]\ndef ping_handler(request, **kwargs):\n return TextResponse('pong')\n\n\nping_route = (GET, '/ping', ping_handler)\n" }, { "alpha_fraction": 0.6944444179534912, "alphanum_fraction": 0.7008547186851501, "avg_line_length": 21.285715103149414, "blob_id": "2c67b9508040d2f5c7ee8f00e745d10e74c55b69", "content_id": "adcccff55706aa2a7094235779e386fa8a8e75a7", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 468, "license_type": "permissive", "max_line_length": 53, "num_lines": 21, "path": "/tests/test_ping.py", "repo_name": "Energomonitor/ajeto", "src_encoding": "UTF-8", "text": "import asyncio\nfrom unittest.mock import Mock\n\nfrom ajeto import GET\nfrom ajeto.ping import ping_handler, ping_route\n\n\nloop = asyncio.get_event_loop()\nrun = loop.run_until_complete\n\n\ndef test_ping_handler():\n request = Mock()\n response = run(ping_handler(request))\n assert response.text == 'pong'\n assert response.status == 200\n assert response.content_type == 'text/plain'\n\n\ndef test_ping_route():\n assert ping_route == (GET, '/ping', ping_handler)\n" }, { "alpha_fraction": 0.6021959185600281, "alphanum_fraction": 0.6072635054588318, "avg_line_length": 27.878047943115234, "blob_id": "2a701ec64bdbc4ba3da67662cf304518bec3a2da", "content_id": "57b3bdcef0398db4bb4e2d18bfe8c24c255ddb16", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1184, "license_type": "permissive", "max_line_length": 81, "num_lines": 41, "path": "/ajeto/responses.py", "repo_name": "Energomonitor/ajeto", "src_encoding": "UTF-8", "text": "from aiohttp.web import Response\nimport ujson\n\n\nclass TextResponse(Response):\n \"\"\"\n Response class for plain/text content.\n\n Use:\n TextResponse('Hello world!')\n \"\"\"\n\n def __init__(self, text, *, status=200, reason=None, headers=None,\n content_type='text/plain'):\n \"\"\"\n Parameters are the same as in the aiohttp.web.Response class.\n \"\"\"\n super().__init__(body=None, status=status, reason=reason,\n headers=headers, text=text, content_type=content_type)\n\n\nclass JSONResponse(Response):\n \"\"\"\n Response class which dumps JSON-like dict into response's BODY and sets\n right content-type.\n\n Use:\n JSONResponse({\"message\": \"Hello world!\"})\n \"\"\"\n\n def __init__(self, json, *, status=200, reason=None, headers=None,\n content_type='application/json'):\n \"\"\"\n :param json: JSON-like dict.\n :type json: dict\n\n The rest of parameters are the same as in the aiohttp.web.Response class.\n \"\"\"\n text = ujson.dumps(json)\n super().__init__(body=None, status=status, reason=reason,\n headers=headers, text=text, content_type=content_type)\n" }, { "alpha_fraction": 0.6670746803283691, "alphanum_fraction": 0.6670746803283691, "avg_line_length": 27.66666603088379, "blob_id": "ecb5c5d0ff81919b96aa2a478764185294a04337", "content_id": "a8bebaa159ddbb23617552ce6482b7e368251b34", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1634, "license_type": "permissive", "max_line_length": 78, "num_lines": 57, "path": "/ajeto/requests.py", "repo_name": "Energomonitor/ajeto", "src_encoding": "UTF-8", "text": "from aiohttp import request\nimport asyncio\nfrom collections import Sequence\nfrom functools import partial\n\nfrom ajeto import GET, POST\n\n\nclass TimeoutError(Exception):\n pass\n\n\nclass RequestError(Exception):\n def __init__(self, status, content):\n super().__init__('{}: {}'.format(status, content))\n self.status = status\n self.content = content\n\n\[email protected]\ndef smart_request(method, url, *, timeout=None, user_agent=None,\n expected_status=None, **kwargs):\n \"\"\"\n Async request with timeout.\n TODO: Optional repeats on fail.\n\n :param timeout: Request timeout in seconds.\n :param user_agent: Value for HTTP User-Agent header.\n :param expected_status: Expected status code (or list of status codes). If\n status code does not match then raises RequestError.\n :param kwargs: Kwargs passed into aiohttp request.\n \"\"\"\n if user_agent is not None:\n if 'headers' not in kwargs or kwargs['headers'] is None:\n kwargs['headers'] = {}\n kwargs['headers']['User-Agent'] = user_agent\n\n req = request(method, url, **kwargs)\n try:\n response = yield from asyncio.wait_for(req, timeout)\n except asyncio.TimeoutError as exc:\n raise TimeoutError(exc)\n\n if expected_status is None:\n return response\n\n if not isinstance(expected_status, Sequence):\n expected_status = [expected_status]\n\n if response.status in expected_status:\n return response\n else:\n raise RequestError(response.status, (yield from response.text()))\n\n\nget = partial(smart_request, GET)\npost = partial(smart_request, POST)\n" }, { "alpha_fraction": 0.7237569093704224, "alphanum_fraction": 0.7237569093704224, "avg_line_length": 19.11111068725586, "blob_id": "22f1851f16c039683639a0155075e0bac5f1adff", "content_id": "547d2076358bba7ad959a8484ff2571972afbeb7", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 181, "license_type": "permissive", "max_line_length": 54, "num_lines": 9, "path": "/ajeto/__init__.py", "repo_name": "Energomonitor/ajeto", "src_encoding": "UTF-8", "text": "from ajeto.responses import TextResponse, JSONResponse\nfrom ajeto.server import create_server\n\nGET = 'GET'\nPOST = 'POST'\nPATCH = 'PATCH'\nPUT = 'PUT'\nDELETE = 'DELETE'\nHEAD = 'HEAD'\n" } ]
10
woroko/TUNIBot
https://github.com/woroko/TUNIBot
a90ffa0f96437f38096f02e9f461d5dcf79ceed5
e53dd66b11c732e2524a5022026156990fc9702a
9bb19846eb32f1ff07b3649f2135a9f749a29d9b
refs/heads/master
2020-04-18T02:08:50.247419
2019-01-23T09:14:23
2019-01-23T09:14:23
167,149,688
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.7850821018218994, "alphanum_fraction": 0.7906200289726257, "avg_line_length": 75.58080291748047, "blob_id": "dbec595bb2893dae903acd5e0409b0332ce2ff79", "content_id": "6430f1635c2e91c11c2f8c59795a4f3f7f1d3870", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 79147, "license_type": "permissive", "max_line_length": 237, "num_lines": 1021, "path": "/rasaintentit/data/generoiduttreenidatat/out_startdate.md", "repo_name": "woroko/TUNIBot", "src_encoding": "ISO-8859-1", "text": "- When does [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](course) start\n- When does [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja sovellukset](course) start\n- When does [Filosofian historia](course) start\n- When does [Kirjallinen viestintä II / Schriftliche Kommunikation II](course) begin\n- When does [Saksa I](course) begin\n- When will [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course) begin\n- When will [Europe in transition](course) begin\n- When will [Kirjoitusviestintä / COMS](course) begin\n- When will [Musiikin perusteet / Harjoitukset - 1.vsk](course) begin\n- When does [Sosiaaliturvan ajankohtaisia kysymyksiä](course) begin\n- When will [Social Scientific Perspectives on Consumption (online course)](course) start\n- When will [Saksa III](course) start\n- When will [Arvonlisäverotus](course) start\n- When will [Embryology](course) start\n- When is [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](course)\n- [Terveyden edistämisen interventiot](course) when\n- When [Suomen kielen ja sen tutkimuksen historia][course]\n- [Kunnallisoikeus](course) start\n- [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) start date\n- [Cultural Transitions](course) starting date\n- [Sosiaalityön harjoittelu](course) begins\n- Tell me the start date of [Multi-level Governance and Europeanisation (book exam/essay)](course)\n- What day will [Käännösten suomi(course) start\n- When do I have [Teoria perhehoitotieteessä](course)\n- When do we have [Antropologian osa-alueet](course)\n- The start date of [Johdon laskentatoimen perusteet](course)\n- Start date for [Embryology](course)\n- Start of [Liike- ja työsopimukset](course)\n- I want to know when [Verkostoitunut maailma](course) starts\n- I want to know when will [Moniammatilliset oppimisyhteisöt - Luennot](course) start\n- I want to know the start date of [Software Project Management, Software Project Management (Spring term)](course)\n- I want to know when [Lesen, Verstehen, Schreiben](course) begin\n- Tell me the start date of [Pohjoismaisten kielten lähtötasokoe](course)\n- Tell me when [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course) begins\n- What day will [Advanced International Relations Research Methods (book exam/essay)](course) start- When does [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course) start\n- When does [Maisteriopintojen esittely - SDE](course) start\n- When does [Kandidaatintutkielma - Seminaari ja tutkielma](course) start\n- When does [Professional Writing (online course)](course) begin\n- When does [Monimuuttujamenetelmien perusteet](course) begin\n- When will [Introduction to Academic English (diverse learners)](course) begin\n- When will [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](course) begin\n- When will [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](course) begin\n- When will [Julkisen talousjohtamisen informaatio](course) begin\n- When does [Orientaatio tutkielman tekemiseen](course) begin\n- When will [Doctoral Studies](course) start\n- When will [Literary Theory and Methodology](course) start\n- When will [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu keväältä 2018)](course) start\n- When will [Special Issues in Design Research](course) start\n- When is [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- [History of English](course) when\n- When [Henkilöstöjohtaminen][course]\n- [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](course) start\n- [Research on Society and Organisations](course) start date\n- [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course) starting date\n- [Master´s Thesis and Seminar - for the group that started in 2017](course) begins\n- Tell me the start date of [Kasvatuksen historialliset ja filosofiset lähtökohdat - Luennot ja kirjallisuus](course)\n- What day will [Feministiset politiikat ja asiantuntijuus(course) start\n- When do I have [Business Models](course)\n- When do we have [Kuvataidekasvatus / Harjoitukset - 2.vsk](course)\n- The start date of [Opetus, ohjaus, oppiminen, monimuoto-opeus](course)\n- Start date for [Nuorten ja aikuisten mielenterveyden arviointi](course)\n- Start of [Kilpailuoikeus](course)\n- I want to know when [Tutkijan työpaja](course) starts\n- I want to know when will [Microfinance and development](course) start\n- I want to know the start date of [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](course)\n- I want to know when [Sosiaalipolitiikka (lähi- ja monimuotokurssi)](course) begin\n- Tell me the start date of [Scientific Writing - Module A - Writing Clinic](course)\n- Tell me when [Research seminar for postgraduate studies](course) begins\n- What day will [Asiantuntijan ja esimiehen työelämätaidot](course) start- When does [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](course) start\n- When does [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course) start\n- When does [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](course) start\n- When does [Nationalismi ja poliittiset ideologiat](course) begin\n- When does [Puolueet ja vaalit (kirjatentti/essee)](course) begin\n- When will [Business Writing](course) begin\n- When will [Kestävän kehityksen käytäntöjä](course) begin\n- When will [Ranska II](course) begin\n- When will [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course) begin\n- When does [Rahatalous](course) begin\n- When will [Valtio-opin teoriat (kirjatentti/essee)](course) start\n- When will [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](course) start\n- When will [Making sense of globalization - Theorizing beyond the nation-state - seminar](course) start\n- When will [Advanced course in Czech language](course) start\n- When is [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, syksy 2018](course)\n- [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](course) when\n- When [Academic Presentations][course]\n- [Valtiosääntöoikeuden syventävä jakso](course) start\n- [Väitöskirja (tutkijaseminaarit)](course) start date\n- [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](course) starting date\n- [Itsenäinen projekti: Opintopassi](course) begins\n- Tell me the start date of [Tieteellinen kommunikaatio ja bibliometriikka](course)\n- What day will [Opintojen ohjattu suunnittelu(course) start\n- When do I have [Todennäköisyyslaskenta](course)\n- When do we have [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- The start date of [Academic Presentations](course)\n- Start date for [Civil Society and Political Participation (book exam/essay)](course)\n- Start of [Riskienhallinta](course)\n- I want to know when [Lähtötasokoe](course) starts\n- I want to know when will [Espanja IV](course) start\n- I want to know the start date of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.2.2019](course)\n- I want to know when [Government and Society: Inequality](course) begin\n- Tell me the start date of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](course)\n- Tell me when [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course) begins\n- What day will [Development, Education and Lifecourse](course) start- When does [Kandidaattiseminaari ja tutkielma (taloustiede) - kevät 2019](course) start\n- When does [Henkilöstöjohtaminen](course) start\n- When does [Orientaatio yhteiskuntatutkimuksen opintoihin](course) start\n- When does [Deviance and Social Control](course) begin\n- When does [Critical theory and social ontology](course) begin\n- When will [Näkökulmia kääntämiseen - Käännös-, rakenne- ja sanastoharjoitukset I / Perspektiven auf Übersetzen](course) begin\n- When will [Comparative Education Policy](course) begin\n- When will [Orientation - Orientation to studying in the Software Development programme](course) begin\n- When will [Ympäristö ja hyvinvointi](course) begin\n- When does [Sosiaalityön peruskurssi (kirjatentti)](course) begin\n- When will [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](course) start\n- When will [Tutkimustyön perusteet (syksy)](course) start\n- When will [Laadullinen tutkimus - menetelmät ja prosessi](course) start\n- When will [The Employment Protection in Russia](course) start\n- When is [Maisteriopintojen esittely - SDE](course)\n- [Social Scientific Perspectives on Consumption (online course)](course) when\n- When [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat][course]\n- [Maailmanpolitiikan tutkimus (kirjatentti/essee)](course) start\n- [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](course) start date\n- [Äänne- ja muoto-oppi](course) starting date\n- [Methods in Human-Centered Design](course) begins\n- Tell me the start date of [Käsitteellinen mallintaminen I](course)\n- What day will [Mediakulttuurit / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7(course) start\n- When do I have [Johdatus filosofian historiaan](course)\n- When do we have [Imagining Persia/Iran: Orientalism, Revolution and Diaspora](course)\n- The start date of [Research Mobility for Doctoral Researchers](course)\n- Start date for [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course)\n- Start of [Kuluttajakäyttäytyminen](course)\n- I want to know when [Parhaat filosofiset artikkelit](course) starts\n- I want to know when will [Experimental animal course](course) start\n- I want to know the start date of [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](course)\n- I want to know when [KEB-61430 Laaja kemia 3](course) begin\n- Tell me the start date of [Liike-elämän ruotsia I](course)\n- Tell me when [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) begins\n- What day will [Tutkimusseminaari ja pro gradu -tutkielma - Tutkimusseminaari](course) start- When does [Sosiaalitieteiden kvantitatiiviset tutkimusmenetelmät (verkkokurssi)](course) start\n- When does [Agenda-Setting in Public Policy (POMLFCS1)](course) start\n- When does [EU Financial Management](course) start\n- When does [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](course) begin\n- When does [Puolueet ja vaalit (kirjatentti/essee)](course) begin\n- When will [Kvantitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](course) begin\n- When will [Seminaari (Seppänen)](course) begin\n- When will [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](course) begin\n- When will [Graduseminaari, alkava (Niemi)](course) begin\n- When does [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi](course) begin\n- When will [Pakolaisuus, tila ja hallinta](course) start\n- When will [Simultaanitulkkaus I saksa-suomi-saksa](course) start\n- When will [Opintojen ohjattu suunnittelu](course) start\n- When will [Master's Thesis Seminar in Human-Technology Interaction (Starting Spring term)](course) start\n- When is [Ethnographic Research](course)\n- [Journal club](course) when\n- When [Julkisoikeuden syventävä tutkimusjakso][course]\n- [Tieteenfilosofiaa kasvatustieteen näkökulmasta](course) start\n- [Klassinen länsimainen kertomakirjallisuus](course) start date\n- [Historian määrällisen tiedon esittäminen](course) starting date\n- [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course) begins\n- Tell me the start date of [Moniulotteinen markkinointi](course)\n- What day will [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)(course) start\n- When do I have [Käännösviestintä I - Käännösviestintä I suomi-englanti](course)\n- When do we have [COURSE CANCELLED: Islamism](course)\n- The start date of [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](course)\n- Start date for [Tieteellisen artikkelin tehokas kirjoittaminen](course)\n- Start of [Terveys ja talous](course)\n- I want to know when [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](course) starts\n- I want to know when will [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](course) start\n- I want to know the start date of [Government and Society: Inequality](course)\n- I want to know when [Poliittiset järjestelmät (kirjatentti/essee)](course) begin\n- Tell me the start date of [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](course)\n- Tell me when [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course) begins\n- What day will [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](course) start- When does [Managing e-commerce; Consumers and Community Perspective](course) start\n- When does [Julkisen talousjohtamisen vaihtuvasisältöinen opintojakso](course) start\n- When does [Valtio-opin teoriat (kirjatentti/essee)](course) start\n- When does [Tutkijan digi- ja medianäkyvyys](course) begin\n- When does [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](course) begin\n- When will [Littérature et société françaises/Ranskan kirjallisuus ja yhteiskunta](course) begin\n- When will [Ympäristöoikeus](course) begin\n- When will [Johdatus viestintään ja mediaan](course) begin\n- When will [Tietotekniikkataidot (syksy)](course) begin\n- When does [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](course) begin\n- When will [Kieli käyttöön/Språket i bruk](course) start\n- When will [Parametric and Non-Parametric Statistics](course) start\n- When will [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course) start\n- When will [Theory and practice of peaceful change: The Baltic Sea Region](course) start\n- When is [Sosiaalityön harjoittelu + kehittämistyön harjoittelu - STYS2B2 Harjoitteluseminaari](course)\n- [Principles of Programming Graphical User Interfaces](course) when\n- When [Pro gradu -tutkielma ja seminaari][course]\n- [Introduction to Programming I (Tampere Summer School 2018)](course) start\n- [Poliittiset ongelmat ja niiden muuttuvat kontekstit](course) start date\n- [Filosofian työpaja](course) starting date\n- [Business Writing](course) begins\n- Tell me the start date of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](course)\n- What day will [Perusharjoittelu A - Ohjattu opetusharjoittelu(course) start\n- When do I have [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course)\n- When do we have [Laskentatoimi ja talousjohtaminen](course)\n- The start date of [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](course)\n- Start date for [Muu valinnainen kurssi](course)\n- Start of [Master´s Thesis and Seminar - for the group that started in 2017](course)\n- I want to know when [Teaching, Pedagogical Facilitating, Learning](course) starts\n- I want to know when will [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](course) start\n- I want to know the start date of [Käännösteknologian harjoituskurssi](course)\n- I want to know when [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](course) begin\n- Tell me the start date of [Satututkimuksen lukupiiri](course)\n- Tell me when [European Integration and Disintegration (BOOK EXAM POLKVS32)](course) begins\n- What day will [Identity Conflicts in the Arab Worlds](course) start- When does [Nordic Model: Nordic Welfare Societies](course) start\n- When does [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](course) start\n- When does [Liberalismi ja demokratia](course) start\n- When does [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) begin\n- When does [Tilastollisen päättelyn perusteet, iltaryhmä](course) begin\n- When will [Tekninen ihmisyys](course) begin\n- When will [Tekstin tekemisen perusteet](course) begin\n- When will [Johdatus filosofiaan](course) begin\n- When will [Introduction to Risk Management and Insurance (spring semester)](course) begin\n- When does [Tieteellinen kirjoittaminen / LUO & COMS](course) begin\n- When will [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](course) start\n- When will [Terveystiedon sisällöt (sähköinen tentti)](course) start\n- When will [United States History, 1877-1945](course) start\n- When will [Molekyylibiologian työt](course) start\n- When is [Jatkokoulutusseminaari](course)\n- [Ranska II](course) when\n- When [Liikuntapedagogiikka varhaiskasvatuksessa / Luennot - 2.vsk][course]\n- [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](course) start\n- [Struggles on Education](course) start date\n- [Terveyden ja mielenterveyden psykologia I (avoin yliopisto)](course) starting date\n- [Individual project course](course) begins\n- Tell me the start date of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](course)\n- What day will [Re-Thinking Value Creation(course) start\n- When do I have [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course)\n- When do we have [Political Systems (book exam/essay)](course)\n- The start date of [Welfare State Theories](course)\n- Start date for [SGN-41007 Pattern Recognition and Machine Learning](course)\n- Start of [Kuva- ja mediakulttuurit - Mediakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely)](course)\n- I want to know when [Tutkielmaseminaari - Seminaari](course) starts\n- I want to know when will [Julkisoikeuden perusteet (verkkototeutus)](course) start\n- I want to know the start date of [Johdon laskentatoimen jatkokurssi](course)\n- I want to know when [Terveyttä viestinnästä- viestintää terveydestä](course) begin\n- Tell me the start date of [Johdatus logiikkaan 2](course)\n- Tell me when [Sosiaalityön teoriahistoria](course) begins\n- What day will [PhD by publication: writing integrative chapter](course) start- When does [Ympäristöpolitiikan vaikutuskeinot](course) start\n- When does [Approaches and Tools for Conflict Analysis and Peace Mediation](course) start\n- When does [Tiimi toimii - puheviestinnän syventävä kurssi (2. periodi)](course) start\n- When does [Monikielisyys ja -kulttuurisuus](course) begin\n- When does [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) begin\n- When will [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course) begin\n- When will [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaryhmä](course) begin\n- When will [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](course) begin\n- When will [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course) begin\n- When does [Semantiikka ja pragmatiikka / Semantik und Pragmatik](course) begin\n- When will [Kandidaattiseminaari (JATKAVA, Nevala)](course) start\n- When will [Tietoresurssien tuotanto ja kokoelmatyö](course) start\n- When will [Suomen kulttuuri ja yhteiskunta -lukupiiri](course) start\n- When will [Perintö-, lahja- ja varainsiirtoverotus](course) start\n- When is [Lokalisoinnin peruskurssi](course)\n- [Viestinnän ja median tutkimussuuntauksia](course) when\n- When [Managing Research Information][course]\n- [Graduseminaari / Kekäläinen](course) start\n- [Legal English](course) start date\n- [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](course) starting date\n- [Sustainable business practices (Lectures)](course) begins\n- Tell me the start date of [Kirjallinen viestintä I / Schriftliche Kommunikation I](course)\n- What day will [Scientific Writing - Module A - Writing Clinic(course) start\n- When do I have [Tuloksellisuuden arvioinnin teoria](course)\n- When do we have [Käännösviestintä venäjä-suomi](course)\n- The start date of [Tila, teknologia ja toiminta: Lukuseminaari: Julkinen toiminta teknoyhteiskunnassa](course)\n- Start date for [Media maailmassa - verkkokurssi](course)\n- Start of [Persoonallisuuspsykologia II](course)\n- I want to know when [Pohjoismaisten kielten lähtötasokoe](course) starts\n- I want to know when will [Software Project Management, Software Project Management (Fall term)](course) start\n- I want to know the start date of [Tekoäly ja vakuutustoiminta](course)\n- I want to know when [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](course) begin\n- Tell me the start date of [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](course)\n- Tell me when [Introduction to International Relations (book exam)](course) begins\n- What day will [Tekstiklinikka tutkielman kirjoittajille](course) start- When does [Tyylioppi](course) start\n- When does [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](course) start\n- When does [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](course) start\n- When does [Dialogitulkkaus / Dialogdolmetschen](course) begin\n- When does [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) begin\n- When will [Mental Health Research: Using the Knowledge and Adding to it](course) begin\n- When will [Postcolonial Literature](course) begin\n- When will [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](course) begin\n- When will [Courses in Computer Science in TUT](course) begin\n- When does [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course) begin\n- When will [Valtio-opin maisteriseminaari](course) start\n- When will [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](course) start\n- When will [Learning About Language with Corpora](course) start\n- When will [English Word Formation](course) start\n- When is [KEB-62100 Orgaaninen kemia](course)\n- [Praktikum](course) when\n- When [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari][course]\n- [Readings in Entrepreneurship](course) start\n- [Venäjän kielen rakenne - Tekstin ymmärtäminen II](course) start date\n- [Johdatus filosofian historiaan](course) starting date\n- [Klinikkaharjoittelu](course) begins\n- Tell me the start date of [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](course)\n- What day will [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4(course) start\n- When do I have [Transcultural perspectives in developing media education](course)\n- When do we have [Kontrastiivisen fonetiikan perusteet -](course)\n- The start date of [New Wars and How to Study Them (POMLFCS3)](course)\n- Start date for [Master's Thesis Seminar in Human-Technology Interaction (Starting Fall term)](course)\n- Start of [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](course)\n- I want to know when [Implementation and Evaluation of Public Policies](course) starts\n- I want to know when will [Kielioppi- ja sanastoharjoitukset / Grammatik und Wortschatzübungen](course) start\n- I want to know the start date of [Aktuelle Texte aus Presse und Studium](course)\n- I want to know when [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Diskurssianalyysi](course) begin\n- Tell me the start date of [Toiminnanohjausjärjestelmät (ERP)](course)\n- Tell me when [Yhteisöviestintä kunta- ja aluejohtamisessa](course) begins\n- What day will [Johdatus politiikan teoriaan (kirjatentti/essee)](course) start- When does [Kilpailuoikeus](course) start\n- When does [Aktuelle Texte aus Presse und Studium](course) start\n- When does [Syntaxe du français/ Ranskan syntaksi](course) start\n- When does [Sosiaalityön peruskurssi (luennot)](course) begin\n- When does [Pro gradu -seminaari ja -tutkielma (taloustiede) - Pro gradu -seminaari](course) begin\n- When will [Henkilöstöjohtaminen](course) begin\n- When will [Usean muuttujan differentiaalilaskenta](course) begin\n- When will [Yritysjuridiikan perusteet (avoin yliopisto-opetus)](course) begin\n- When will [Johdatus yhteiskuntahistoriaan](course) begin\n- When does [Orientaatio filosofian tutkinto-ohjelman opintoihin](course) begin\n- When will [Psykologiharjoittelu](course) start\n- When will [Kansainväliset vakuutusmarkkinat ja jälleenvakuutus](course) start\n- When will [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat POM-opintoihin opinto-oikeuden saaneet opiskelijat](course) start\n- When will [Kognitiivinen neurotiede I](course) start\n- When is [Kirjallinen viestintä I - Sanasto- ja rakenneharjoitukset](course)\n- [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](course) when\n- When [Suullinen ja kirjallinen esitys/Expresión oral y redacción][course]\n- [Talouselämän käännösviestinnän seminaari suomi-saksa -](course) start\n- [Projektin suunnittelu ja johtaminen](course) start date\n- [Johdatus yhteiskuntafilosofiaan](course) starting date\n- [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course) begins\n- Tell me the start date of [Hoitotieteen tohtorikoulutusseminaari](course)\n- What day will [Liikunta - Liikuntapedagogiikka perusopetuksessa A - 2. vsk(course) start\n- When do I have [Usean muuttujan integraalilaskenta](course)\n- When do we have [Käytännön opetus ja ohjaus](course)\n- The start date of [Julkisen hallinnon reformit ja muutos](course)\n- Start date for [Graduseminaari / Harviainen](course)\n- Start of [Behavioral Finance](course)\n- I want to know when [Laaja-alaistava harjoittelu - Opetus- ja koulutushallinnon luennot](course) starts\n- I want to know when will [Basics I: Basics of Czech language II](course) start\n- I want to know the start date of [Kaupunkien maankäytön pelikenttä](course)\n- I want to know when [Johdatus sosiaalitieteisiin (verkkokurssi)](course) begin\n- Tell me the start date of [Tilastollisen päättelyn perusteet, iltaryhmä](course)\n- Tell me when [Opetus, ohjaus, oppiminen - elokas ja avoimen lähiop.: pienryhmäopetus (2 op) ja kirjallisuus (2 op)](course) begins\n- What day will [Toimittajan tieto- ja viestintätekniikkataidot](course) start- When does [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](course) start\n- When does [Practical Observation and Reflection of ECEC - Observation, written tasks, report](course) start\n- When does [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 11.-12.4.2019](course) start\n- When does [Epidemiologian perusteet](course) begin\n- When does [Kuoleman sosiaali- ja kulttuurihistoriaa antiikista uuden ajan alkuun](course) begin\n- When will [Sosiaalityön harjoittelu](course) begin\n- When will [Pro gradu -seminaari](course) begin\n- When will [Nykyajan filosofia](course) begin\n- When will [Poliittiset järjestelmät (kirjatentti/essee)](course) begin\n- When does [Diskurssianalyysi](course) begin\n- When will [Deutsch im Alltag und Studium](course) start\n- When will [Emotions and Sociality in Human-Technology Interaction](course) start\n- When will [Liikuntapedagogiikka varhaiskasvatuksessa / Luennot - 2.vsk](course) start\n- When will [Suullinen viestintä / Mündliche Kommunikation](course) start\n- When is [Johdatus erikoisalojen käännösviestintään](course)\n- [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](course) when\n- When [Ympäristön ja alueiden poliittisuus][course]\n- [Statistics](course) start\n- [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](course) start date\n- [Terveys, tieto, asiantuntijuus](course) starting date\n- [Terveysteknologia](course) begins\n- Tell me the start date of [Political Systems Outside of Europe (book exam/essay)](course)\n- What day will [Graduseminaari, alkava (Niemi)(course) start\n- When do I have [Semantiikan harjoituskurssi](course)\n- When do we have [Tutkimuspraktikum](course)\n- The start date of [Latinan kielen alkeiskurssi](course)\n- Start date for [Tilastotieteen perusteet](course)\n- Start of [Conflict Resolution (book exam/essay)](course)\n- I want to know when [Planning, Managing and Completing Your Doctoral Thesis](course) starts\n- I want to know when will [Työhyvinvointi](course) start\n- I want to know the start date of [Epävarmuuden hallinta](course)\n- I want to know when [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course) begin\n- Tell me the start date of [Ammattimainen tekstintarkistus](course)\n- Tell me when [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course) begins\n- What day will [Introduction to Public Administration Research, Reforms and Trends](course) start- When does [Antiikintutkimuksen lähteet ja menetelmät](course) start\n- When does [Yhteisöllinen oppiminen ja ohjaus - Seminaari](course) start\n- When does [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](course) start\n- When does [Johdatus visuaaliseen kulttuuriin](course) begin\n- When does [Writing Scientific Journal Articles](course) begin\n- When will [Seminaari (Nikunen)](course) begin\n- When will [Introduction to Web Publishing (Tampere Summer School 2018)](course) begin\n- When will [Johdatus analyysiin](course) begin\n- When will [Media and Globalization - Seminar](course) begin\n- When does [Orientoivat opinnot - Alkuorientaatio](course) begin\n- When will [Kommunikationstraining I](course) start\n- When will [EI toteutusta 2018-19 Advanced immunology](course) start\n- When will [Espanjan kielioppi II/Gramática española II](course) start\n- When will [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](course) start\n- When is [Käännös suomi-espanja I/Traducción finés-español I](course)\n- [Preparatory Course in Communicative Skills](course) when\n- When [Talouselämän käännösviestinnän seminaari suomi-saksa -][course]\n- [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](course) start\n- [Kunnallisoikeus](course) start date\n- [Inklusiivinen pedagogiikka ja oppimisen tukeminen](course) starting date\n- [Historiankirjoituksen historia](course) begins\n- Tell me the start date of [Luontokirjoittamisen klassikot](course)\n- What day will [Tendances de la littérature française moderne/Ranskalaisen nykykirjallisuuden suuntauksia(course) start\n- When do I have [Järjestöjen rooli sosiaalipolitiikassa ja vapaaehtoistyö](course)\n- When do we have [Ranska III](course)\n- The start date of [Eheyttävä temaattinen loppuprojekti - projekti/käytännön työ ja portfolio](course)\n- Start date for [Speakers Series](course)\n- Start of [Terveyden ja mielenterveyden psykologia I (avoin yliopisto)](course)\n- I want to know when [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu syksyllä 2019)](course) starts\n- I want to know when will [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](course) start\n- I want to know the start date of [Käännös suomi-espanja I/Traducción finés-español I](course)\n- I want to know when [Terveyttä viestinnästä- viestintää terveydestä](course) begin\n- Tell me the start date of [Johdanto tietokäytäntöjen tutkimukseen](course)\n- Tell me when [Lasten monipaikkainen asuminen](course) begins\n- What day will [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) start- When does [Suullinen ja kirjallinen esitys/Expresión oral y redacción](course) start\n- When does [Cell Technology Laboratory Course](course) start\n- When does [Kuntien ja alueiden kansainväliset hallintasuhteet](course) start\n- When does [Literature and Change after 1900 (British Literature)](course) begin\n- When does [Johdatus kirjallisuuden poetiikkaan](course) begin\n- When will [Yhteiskunnallinen muutos](course) begin\n- When will [Yhteiskunnan mittaaminen](course) begin\n- When will [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](course) begin\n- When will [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course) begin\n- When does [Sidosryhmäteoria ja -johtaminen](course) begin\n- When will [Persoonallisuuspsykologia II](course) start\n- When will [Luentateatteri](course) start\n- When will [Espanja II](course) start\n- When will [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course) start\n- When is [Organisaatiokäyttäytyminen](course)\n- [Sosiaalityön peruskurssi (kirjatentti)](course) when\n- When [Pro gradu - seminaari 2018 (jatkava) (vaihe I)][course]\n- [Terveyden edistämisen interventiot, Seinäjoki](course) start\n- [Sosiologia](course) start date\n- [Johdatus vuorovaikutteiseen teknologiaan](course) starting date\n- [Rakennebiologia](course) begins\n- Tell me the start date of [Viestinnän ja median tutkimussuuntauksia](course)\n- What day will [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari(course) start\n- When do I have [Työelämän tekstitaidot](course)\n- When do we have [Structure of English II - Phonology and Pronunciation II](course)\n- The start date of [Persoonallisuuspsykologia I](course)\n- Start date for [Tutkimus ja teoria](course)\n- Start of [Kognitiivinen neurotiede I](course)\n- I want to know when [Orientoivat opinnot ja HOPS](course) starts\n- I want to know when will [Puhetekniikan ja äänenkäytön perusteet](course) start\n- I want to know the start date of [Immunologian perusteet](course)\n- I want to know when [Biologia ja ympäristötieto - Biologian kenttäkurssi (1-4 ryhmät, Arboretum ja Pyynikinharju)](course) begin\n- Tell me the start date of [Julkistalouden jatkokurssi](course)\n- Tell me when [Terveyden ja mielenterveyden psykologia I (avoin yliopisto)](course) begins\n- What day will [Organisational Change Dynamics and Management](course) start- When does [Praktikum](course) start\n- When does [Digitaalinen historia](course) start\n- When does [Johdatus tietojenkäsittelytieteisiin](course) start\n- When does [Espanjan historia ja kirjallisuus - Historia y literatura de España](course) begin\n- When does [Kielioppi II/Språkets strukturer II](course) begin\n- When will [Yritysetiikka (verkkokurssi)](course) begin\n- When will [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course) begin\n- When will [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](course) begin\n- When will [Tutkielmaseminaari](course) begin\n- When does [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course) begin\n- When will [Kirjallinen ja suullinen viestintä II: suullinen viestintä](course) start\n- When will [Graduseminaari / Kekäläinen](course) start\n- When will [Tutkimusprosessin hallinta tohtoriopinnoissa](course) start\n- When will [Biodiversity Offsetting Game](course) start\n- When is [Viron peruskurssi](course)\n- [Työelämän tekstitaidot](course) when\n- When [Sustainable business practices (Lectures)][course]\n- [Uuden ajan alun murroksia](course) start\n- [Tekninen kirjoittaminen (suomi)](course) start date\n- [Teksti, keskustelu ja vuorovaikutus](course) starting date\n- [Oppimispelien käyttö ja evaluaatio](course) begins\n- Tell me the start date of [Kielen variaatio](course)\n- What day will [Kansainväliset vakuutusmarkkinat ja jälleenvakuutus(course) start\n- When do I have [Biological data analysis with R](course)\n- When do we have [Vuorovaikutuksen perusteet - verkkokurssina II](course)\n- The start date of [Knowledge, business and work in a digital society](course)\n- Start date for [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](course)\n- Start of [Kiina I](course)\n- I want to know when [Kirjallinen ja suullinen viestintä II: suullinen viestintä](course) starts\n- I want to know when will [Professional Writing (online course)](course) start\n- I want to know the start date of [Yhteisöviestintä kunta- ja aluejohtamisessa](course)\n- I want to know when [Monikielisyys ja -kulttuurisuus](course) begin\n- Tell me the start date of [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](course)\n- Tell me when [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](course) begins\n- What day will [Saksa II](course) start- When does [KEB-62100 Orgaaninen kemia](course) start\n- When does [Kirjallisuus ja tunteet](course) start\n- When does [Maailmanpolitiikan tutkimus (kirjatentti/essee)](course) start\n- When does [Monikielinen käännöstyöpaja](course) begin\n- When does [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course) begin\n- When will [Korkeakoulut työyhteisöinä - Kehittämistehtävä](course) begin\n- When will [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](course) begin\n- When will [Neurocomputing](course) begin\n- When will [Antiikin ja keskiajan ryhmä](course) begin\n- When does [Retoriikka ja argumentaatioanalyysi/Retorik och argumentationsanalys](course) begin\n- When will [Verkkojulkaisemisen perusteet - kevät 2019](course) start\n- When will [Journalismin tulevaisuus, harjoittelun kielikritiikki](course) start\n- When will [Kandidaatintutkielmaseminaari - Seminaari](course) start\n- When will [Julkisorganisaation talouden suunnittelu ja päätöksenteko](course) start\n- When is [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](course)\n- [Implementation and Evaluation of Public Policies](course) when\n- When [Opimme lisää venäjän kielen suullisia taitoja][course]\n- [Aluetalous ja kaupunkitalous](course) start\n- [Eastern European Model: Lithuanian System of Work and Social Security](course) start date\n- [Projektinhallinnan perusteet](course) starting date\n- [Ympäristöoikeus](course) begins\n- Tell me the start date of [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course)\n- What day will [Tulkin työkalupakki(course) start\n- When do I have [Tutkimusprosessin hallinta tohtoriopinnoissa](course)\n- When do we have [Tissue biology](course)\n- The start date of [Tekstiklinikka tutkielman kirjoittajille](course)\n- Start date for [Science and Biotechnology Journal Club](course)\n- Start of [Johdatus kielitieteeseen / Initiation à la linguistique](course)\n- I want to know when [Biokemian menetelmät](course) starts\n- I want to know when will [Finnish Reading Comprehension and Conversation Course 2 (taught in Finnish)](course) start\n- I want to know the start date of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. opiskelijat](course)\n- I want to know when [Linguistics I: Introduction to Basic Concepts](course) begin\n- Tell me the start date of [Käsityö - Projektiosio - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course)\n- Tell me when [Kaunokirjallisen kääntämisen peruskurssi](course) begins\n- What day will [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi) / KTM-tutkinto](course) start- When does [European, Eurasian and Global Energy Policies](course) start\n- When does [Talous - politiikka - kulttuuri -lukupiiri](course) start\n- When does [Juridisk svenska](course) start\n- When does [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](course) begin\n- When does [Perehdyttäminen tietotekniikan alkeisiin (kevät)](course) begin\n- When will [Feministinen teoria ja metodologia](course) begin\n- When will [Kansainvälisen politiikan teoria ja menetelmät (kirjatentti)](course) begin\n- When will [Practical Programming in Python](course) begin\n- When will [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](course) begin\n- When does [Cultural Transitions](course) begin\n- When will [Bachelor's Thesis Seminar - seminar in English](course) start\n- When will [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](course) start\n- When will [Johdatus Euroopan unioniin](course) start\n- When will [Gender in Society](course) start\n- When is [Puhelääketiede](course)\n- [Digital Media Landscape and Media Policies](course) when\n- When [Sosiaaliantropologian teoreettinen ajattelu][course]\n- [Johdatus sosiaaliantropologiaan -seminaari](course) start\n- [Käännös suomi-espanja I/Traducción finés-español I](course) start date\n- [Lähtötasokoe - Kirjallinen tentti](course) starting date\n- [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 1.vsk:n monimuotoryhmien opiskelijoille](course) begins\n- Tell me the start date of [Laskentatoimen teoria ja IFRS I](course)\n- What day will [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)(course) start\n- When do I have [Graduseminaari, alkava (Kaarninen)](course)\n- When do we have [Syntaksi](course)\n- The start date of [Sosiaalitieteiden teoria I - SOS5b luennot](course)\n- Start date for [Kieli ja kielentäminen - 2 vsk (pienryhmät)](course)\n- Start of [Kvalitatiiviset menetelmät](course)\n- I want to know when [Introduction to Web Publishing (Tampere Summer School 2018)](course) starts\n- I want to know when will [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](course) start\n- I want to know the start date of [Kandidaatin tutkielma ja seminaari, (hoitotieteen opiskelijoille), Seinäjoki](course)\n- I want to know when [Ympäristöoikeus](course) begin\n- Tell me the start date of [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- Tell me when [Tulkkauksen teoria](course) begins\n- What day will [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](course) start- When does [Pro gradu -seminaari ja -tutkielma](course) start\n- When does [Kommunikationstraining II](course) start\n- When does [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](course) start\n- When does [OASIS Key Master 2018-2019](course) begin\n- When does [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](course) begin\n- When will [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course) begin\n- When will [Orientoivat opinnot - Orientoivat opinnot](course) begin\n- When will [Bachelor's Thesis Seminar - seminar in English](course) begin\n- When will [Simultaaninen konferenssitulkkaus](course) begin\n- When does [Tekstitaidot](course) begin\n- When will [Arctic Fantasies](course) start\n- When will [Introduction to Academic English (diverse learners)](course) start\n- When will [Recommender Systems](course) start\n- When will [Työmarkkinat, työvoiman käyttö ja työllisyysturva](course) start\n- When is [Tieteellinen kirjoittaminen (3. vuosikurssin opiskelijoille)](course)\n- [Ethics of Technology](course) when\n- When [Kansainvälistymistä ja verkostoitumista tukevat opinnot][course]\n- [Phylogenetics](course) start\n- [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](course) start date\n- [European Union Law](course) starting date\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course) begins\n- Tell me the start date of [Current Trends in Leadership](course)\n- What day will [Digital Media Landscape and Media Policies(course) start\n- When do I have [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- When do we have [Johdatus kääntäjän suomen opintoihin](course)\n- The start date of [Finnish Education System - Seminar](course)\n- Start date for [Markkina- ja immateriaalioikeus](course)\n- Start of [Finnish Advanced Course 1 (taught in Finnish)](course)\n- I want to know when [Orientoiva tutkielmaseminaari](course) starts\n- I want to know when will [Vero-oikeuden perusteet](course) start\n- I want to know the start date of [Asiakastyön menetelmät, luennot](course)\n- I want to know when [Verkkojulkaisemisen perusteet - kevät 2019](course) begin\n- Tell me the start date of [Työhyvinvointi](course)\n- Tell me when [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course) begins\n- What day will [Kontrastiivisen fonetiikan perusteet -](course) start- When does [Activity Theory and Formative Interventions in Educational Research](course) start\n- When does [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](course) start\n- When does [Työ- ja virkamiesoikeus](course) start\n- When does [Terveys, tieto, asiantuntijuus](course) begin\n- When does [Ainedidaktinen tutkimus ja tutkiva opettajuus](course) begin\n- When will [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](course) begin\n- When will [Kielioppi II (suomenkieliset opiskelijat)](course) begin\n- When will [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course) begin\n- When will [Sciences du langage/Kielitiede](course) begin\n- When does [Kielen käyttö I](course) begin\n- When will [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](course) start\n- When will [Contemporary Peace and Conflict Studies](course) start\n- When will [Johdatus yhteiskuntahistoriaan](course) start\n- When will [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](course) start\n- When is [Analyysi B](course)\n- [Kasvatustieteiden perusopinnot lukuvuonna 2018-2019 - yhteinen johdantoluento](course) when\n- When [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)][course]\n- [Seminaari](course) start\n- [Graduseminaari / Harviainen](course) start date\n- [Radiokääntäminen (venäjä)](course) starting date\n- [Valtio-opin maisteriseminaari](course) begins\n- Tell me the start date of [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](course)\n- What day will [Basics II: Intermediate Czech II(course) start\n- When do I have [Hoitotieteen tohtorikoulutusseminaari](course)\n- When do we have [BMT-61227 Medical Biomaterials](course)\n- The start date of [Seminaari (Ridell)](course)\n- Start date for [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](course)\n- Start of [Tiedonhankintataidot (hoitotiede)](course)\n- I want to know when [Ainedidaktiikka I](course) starts\n- I want to know when will [Sociolinguistics](course) start\n- I want to know the start date of [Sosiaalityön tutkimuksen metodologisia suunnistuksia](course)\n- I want to know when [Yritysetiikka (verkkokurssi)](course) begin\n- Tell me the start date of [Tilastomenetelmien perusteet](course)\n- Tell me when [Kiina II](course) begins\n- What day will [Terveys ja yhteiskuntapolitiikka](course) start- When does [Ruututekstikääntämisen peruskurssi](course) start\n- When does [Yritysverkoston juridinen hallinta](course) start\n- When does [Viron peruskurssi](course) start\n- When does [Pääoma-lukuseminaari](course) begin\n- When does [Riskienhallinta- ja vakuutuscaset](course) begin\n- When will [Radio Project](course) begin\n- When will [Recommender Systems](course) begin\n- When will [Terveystiedon didaktiikan perusteet](course) begin\n- When will [Ruotsin kielen valmentava kurssi](course) begin\n- When does [Kielellinen merkitys, käyttö ja konteksti](course) begin\n- When will [Sukupuoli, perhe ja yhteiskunta](course) start\n- When will [Suunnittelu ja kehittäminen hoitotyön johtamisessa](course) start\n- When will [Innovation Project (2018-I)](course) start\n- When will [Tila, teknologia ja toiminta](course) start\n- When is [Ekonometrian jatkokurssi](course)\n- [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](course) when\n- When [Tieteellinen kirjoittaminen / LUO & COMS][course]\n- [Johdatus tilastotieteeseen](course) start\n- [Scientific Writing - Module B - Thesis Writing (online)](course) start date\n- [Venäjä II](course) starting date\n- [Presentation Skills](course) begins\n- Tell me the start date of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course)\n- What day will [Master's Thesis Seminar and Master's Thesis (2nd year students)(course) start\n- When do I have [Vastuullisen liiketoiminnan case-kurssi](course)\n- When do we have [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop.](course)\n- The start date of [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](course)\n- Start date for [Terveystaloustieteen tohtorikoulutussemiaari](course)\n- Start of [Business Translation Seminar Finnish - English](course)\n- I want to know when [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](course) starts\n- I want to know when will [Tietokantojen perusteet - Näyttökoe, syksy 2018](course) start\n- I want to know the start date of [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- I want to know when [Aikuiskasvatus ja työelämä, kirjatentti, Pori](course) begin\n- Tell me the start date of [Johdatus viestinnän tutkimukseen ja analyysiin](course)\n- Tell me when [Ekoterveys, luonto ja ihminen](course) begins\n- What day will [Welfare State Theories](course) start- When does [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course) start\n- When does [Imagining Persia/Iran: Orientalism, Revolution and Diaspora](course) start\n- When does [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) start\n- When does [Pro gradu -tutkielma ja -seminaari](course) begin\n- When does [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)](course) begin\n- When will [Valtiosääntöoikeuden syventävä jakso](course) begin\n- When will [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](course) begin\n- When will [Democratic Decision-Making (BOOK EXAM)](course) begin\n- When will [Internship or work placement](course) begin\n- When does [Responsible Business and Social Accounting (Lectures)](course) begin\n- When will [Kandidaatintutkielma ja seminaari - Seminaari](course) start\n- When will [Introduction to Cultural Psychology](course) start\n- When will [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](course) start\n- When will [Contemporary Peace and Conflict Studies](course) start\n- When is [Johdatus kääntäjän suomen opintoihin](course)\n- [Inklusiivinen varhaiskasvatus / Luennot - 3.vsk + 2.vsk ryhmä 4](course) when\n- When [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti, Seinäjoki][course]\n- [Venäjän historia, kirjallisuus ja kulttuuri](course) start\n- [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](course) start date\n- [Julkisen talousjohtamisen tutkimusotteet](course) starting date\n- [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](course) begins\n- Tell me the start date of [Media and the Arctic (POMLFCS3)](course)\n- What day will [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari(course) start\n- When do I have [Käännösviestintä I - Käännösviestintä I suomi-englanti](course)\n- When do we have [Sijoitustoiminta](course)\n- The start date of [Introduction to International Relations (book exam)](course)\n- Start date for [Julkissektorin instituutioiden talous (monimuoto-opetus)](course)\n- Start of [Multidisciplinary Games and Internet Research](course)\n- I want to know when [Tutustuminen psykologin työhön](course) starts\n- I want to know when will [Käännösviestintä ruotsi-suomi/Översättning svenska-finska](course) start\n- I want to know the start date of [Tekninen työ -](course)\n- I want to know when [Orientaatio yhteiskuntatutkimuksen opintoihin](course) begin\n- Tell me the start date of [Visuaalisen journalismin perusteet, harjoitukset](course)\n- Tell me when [Keskiajan paleografia ja diplomatiikka (PERUTTU)](course) begins\n- What day will [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course) start- When does [Verkkojulkaiseminen](course) start\n- When does [Asiantuntijan puheviestintä ja vuorovaikutus, 3.-4. periodi / VIESTINTÄROHKEUDEN RYHMÄ](course) start\n- When does [Yhteiskunnan mittaaminen](course) start\n- When does [Käännösviestintä suomi-venäjä](course) begin\n- When does [Peace, Human Rights and Democracy in the Korean Peninsula and East Asia (Tampere Summer School 2018)](course) begin\n- When will [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course) begin\n- When will [Asioimistulkkaus venäjä-suomi-venäjä](course) begin\n- When will [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course) begin\n- When will [Tutkiva opiskelu (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) begin\n- When does [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) begin\n- When will [Lähtötasokoe / Schwellentest](course) start\n- When will [Kandidaattiseminaari ja tutkielma (taloustiede) - syksy 2018](course) start\n- When will [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, slk18](course) start\n- When will [The Cancer Biology Journal Club](course) start\n- When is [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](course)\n- [Academic Presentations](course) when\n- When [Laskentatoimen teoria ja IFRS I][course]\n- [Käännösviestintä I - Käännösviestintä I englanti-suomi](course) start\n- [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](course) start date\n- [Study Skills - Basics of Information Literacy](course) starting date\n- [Introduction to Political Theory (book exam/essay)](course) begins\n- Tell me the start date of [Theories of Welfare States and Comparative Social Policy: An introduction](course)\n- What day will [Opimme lisää venäjän kielen suullisia taitoja(course) start\n- When do I have [Vähittäiskaupan konseptit](course)\n- When do we have [Kielioppi II](course)\n- The start date of [Tilastotieteen johdantokurssi, syksy](course)\n- Start date for [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](course)\n- Start of [Introduction to Web Publishing (Tampere Summer School 2018)](course)\n- I want to know when [Kirjallinen viestintä I/Skriftlig kommunikation I](course) starts\n- I want to know when will [Kuva- ja mediakulttuurit - Kuvakulttuurit 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely/taidemuseot harjoitusryhmät)](course) start\n- I want to know the start date of [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](course)\n- I want to know when [Valinnainen jakso: Radioprojekti (kevät)](course) begin\n- Tell me the start date of [Työ- ja organisaatiopsykologia I](course)\n- Tell me when [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](course) begins\n- What day will [Markkinointioikeuden oikeustaloustiede](course) start- When does [Lukeminen ja kirjoittaminen oppimisen haasteena (seminaarit 1-4 ryhmät)](course) start\n- When does [Orientaatio historian tutkinto-ohjelman opintoihin](course) start\n- When does [Käännösviestintä I - Käännösviestintä I englanti-suomi](course) start\n- When does [Vertaisohjaus tietojenkäsittelytieteissä (kevät)](course) begin\n- When does [Tuutorivastaavana toimiminen](course) begin\n- When will [Historiankirjoituksen historia](course) begin\n- When will [Molekyylibiologian työt](course) begin\n- When will [Tilastotieteen johdantokurssi, kevät](course) begin\n- When will [Terveys ja yhteiskuntapolitiikka](course) begin\n- When does [Korkeakoulut ja korkeakoulutus tutkimuksen kohteena - Kirjallinen tentti](course) begin\n- When will [Suullinen viestintä II/Muntlig kommunikation II](course) start\n- When will [Taloustieteen matematiikka I](course) start\n- When will [Kandidaatintutkielma - Seminaari ja tutkielma](course) start\n- When will [SPSS:n perusteet, kevät](course) start\n- When is [Talouselämän käännösviestinnän seminaari venäjä-suomi](course)\n- [A seminar on theoretical social research: Schmitt, Arendt, and The Political](course) when\n- When [Ajankohtaisia kansanterveyskysymyksiä][course]\n- [Neurologia](course) start\n- [Ylirajaiset ilmiöt historiassa: näkökulmia tutkimukseen ja tulkintaan](course) start date\n- [Suullinen viestintä II/Muntlig kommunikation II](course) starting date\n- [Lapsuuden antropologia ja transnationaali lapsuus](course) begins\n- Tell me the start date of [Erot, jaot ja niiden rakentuminen, kirjatentti](course)\n- What day will [Jatkokoulutusseminaari(course) start\n- When do I have [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi](course)\n- When do we have [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course)\n- The start date of [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course)\n- Start date for [Littérature française I /Ranskan kirjallisuus I](course)\n- Start of [Äänen häiriöt](course)\n- I want to know when [Ruotsin kielen kirjallinen ja suullinen viestintä](course) starts\n- I want to know when will [Graduseminaari, jatkava (Markkola)](course) start\n- I want to know the start date of [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](course)\n- I want to know when [Moniulotteinen markkinointi](course) begin\n- Tell me the start date of [Tekstiklinikka tutkielman kirjoittajille](course)\n- Tell me when [Tutkielmaseminaari - Seminaari](course) begins\n- What day will [Dimensionality Reduction and Visualization](course) start- When does [Talous - politiikka - kulttuuri -lukupiiri](course) start\n- When does [Poliittiset aatteet ja ideologiat](course) start\n- When does [Teknologiakasvatus - Käsityökasvatuksen pedagogiikka ja työsuojelu](course) start\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä](course) begin\n- When does [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](course) begin\n- When will [Teknologiakasvatus - Käsityökasvatuksen pedagogiikka ja työsuojelu](course) begin\n- When will [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course) begin\n- When will [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) begin\n- When will [Organisation Theory and Analysis](course) begin\n- When does [Sustainable business practices (Lectures)](course) begin\n- When will [Viestintä ammatillisissa ja läheisissä vuorovaikutussuhteissa](course) start\n- When will [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](course) start\n- When will [Lesen, Verstehen, Schreiben](course) start\n- When will [Taiteen historia, filosofia ja kulttuurit: Populaarit esitysmuodot (avoin yliopisto)](course) start\n- When is [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](course)\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Laadullisen aineiston analyysi](course) when\n- When [Sanaston tuntemus/Ordkunskap][course]\n- [Hallinto-oikeuden harjoituskurssi](course) start\n- [Tutkimustyön perusteet - b) Tutkimusmenetelmät](course) start date\n- [Kandidaatintutkielma](course) starting date\n- [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](course) begins\n- Tell me the start date of [Eettinen johtajuus](course)\n- What day will [Markkinoinnin teoria(course) start\n- When do I have [Government and Society: Inequality](course)\n- When do we have [Intercultural Communication](course)\n- The start date of [Vanhuus ja gerontologinen sosiaalityö](course)\n- Start date for [PlayLab! Game Journalism Project](course)\n- Start of [Julkisen toiminnan tuloksellisuuden arviointi](course)\n- I want to know when [Julkisen hallinnon reformit ja muutos](course) starts\n- I want to know when will [Terveyden edistämisen interventiot, Seinäjoki](course) start\n- I want to know the start date of [Muutosjohtaminen sosiaalityössä - Sosnet verkkokurssi](course)\n- I want to know when [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course) begin\n- Tell me the start date of [Research on Public Management and Organizations](course)\n- Tell me when [Tuutorivastaavana toimiminen](course) begins\n- What day will [Maailmanpolitiikan tutkimus (kirjatentti/essee)](course) start- When does [Epävarmuuden hallinta](course) start\n- When does [Musiikki - Musiikkikasvatuksen perusteet 1- 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) start\n- When does [Rakenteinen dokumentaatio ja DITA](course) start\n- When does [Käytännön opetus ja ohjaus](course) begin\n- When does [Research seminar for postgraduate studies](course) begin\n- When will [Liikuntapedagogiikan perusteet / Harjoitukset - 1.vsk](course) begin\n- When will [Laadullisen aineiston analysointi](course) begin\n- When will [Tutkijan digi- ja medianäkyvyys](course) begin\n- When will [Kerronnan monet muodot (luentokurssi korvaa kirjatentin)](course) begin\n- When does [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](course) begin\n- When will [Environmental History and Cultural Ecology of Russia (VENS20)](course) start\n- When will [Contemporary Political Theory (book exam/essay)](course) start\n- When will [Uutisjournalismi](course) start\n- When will [Immunologian perusteet](course) start\n- When is [Visuaalisen kulttuurin teoria - lukupiiri ja essee](course)\n- [Seminaari II](course) when\n- When [Asevelvollisuus Suomessa ja kansainvälisesti][course]\n- [Perspectives in Educational Research](course) start\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course) start date\n- [Structure of English I - Grammar I](course) starting date\n- [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](course) begins\n- Tell me the start date of [Terveys ja talous](course)\n- What day will [Arjen latinaa ja kulttuurihistoriaa(course) start\n- When do I have [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](course)\n- When do we have [Kerronnan monet muodot (luentokurssi korvaa kirjatentin)](course)\n- The start date of [Espanjan kielen kirjallinen ja suullinen taito](course)\n- Start date for [Graduvauhditus](course)\n- Start of [Ohjaus yliopistossa](course)\n- I want to know when [Korkeakoulut ja korkeakoulutus tutkimuksen kohteena - Kirjallinen tentti](course) starts\n- I want to know when will [Tutkijan digi- ja medianäkyvyys](course) start\n- I want to know the start date of [Liike-elämän ruotsia I](course)\n- I want to know when [Seminaari II/Seminarium II](course) begin\n- Tell me the start date of [Toimittajan tieto- ja viestintätekniikkataidot](course)\n- Tell me when [Tekstiklinikka tutkielman kirjoittajille](course) begins\n- What day will [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](course) start- When does [Sosiaalityön toimintaympäristöt](course) start\n- When does [Filosofian tutkija- ja tohtorikoulutusseminaari](course) start\n- When does [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](course) start\n- When does [Valinnainen jakso: Toimitustyön johtaminen/ JOVVJS1 Visuaalisen työn johtaminen](course) begin\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä](course) begin\n- When will [Quantitative Research Methods and Comparative Research Design (Global Society students)](course) begin\n- When will [Vastuullisen liiketoiminnan case-kurssi](course) begin\n- When will [Fördjupad kurs i skriftlig och muntlig affärskommunikation](course) begin\n- When will [Journalistinen kieli - Kielenhuolto, lauseoppi](course) begin\n- When does [Yritysverotuksen syventävä opintojakso](course) begin\n- When will [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](course) start\n- When will [Seminaari (Nikunen)](course) start\n- When will [Yhteiskunnallinen laskentatoimi](course) start\n- When will [Kokeellinen tiedonhaku](course) start\n- When is [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](course)\n- [Kandidaattiseminaari (JATKAVA, Vuolanto)](course) when\n- When [Tutkiva ja kehittävä opettaja][course]\n- [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), kevät](course) start\n- [Maisteriopintojen esittely - SDE](course) start date\n- [Latinankielinen kirjallisuus I: klassinen latina](course) starting date\n- [Eheyttävä musiikkikasvatus - Musiikkiteknologia](course) begins\n- Tell me the start date of [Sosiaalityön toimintaympäristöt (kirjatentti)](course)\n- What day will [Fundamentals of Finance (Tampere Summer School)(course) start\n- When do I have [Pro gradu -seminaari ja -tutkielma (2018-2019)](course)\n- When do we have [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu keväältä 2018)](course)\n- The start date of [Mental Health Research: Using the Knowledge and Adding to it](course)\n- Start date for [Kliininen neuropsykologia II](course)\n- Start of [Symbols that move us - popular culture/deep culture](course)\n- I want to know when [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course) starts\n- I want to know when will [Medioitu vuorovaikutus](course) start\n- I want to know the start date of [Yritysjuridiikan case-kurssi](course)\n- I want to know when [Oman äänen analyysi ja harjoittaminen](course) begin\n- Tell me the start date of [Tietokantojen perusteet - Näyttökoe, syksy 2018](course)\n- Tell me when [Käännösviestintä venäjä-suomi](course) begins\n- What day will [Thesis seminar and Master's Thesis](course) start- When does [Terve ja turvallinen kouluyhteisö](course) start\n- When does [Johdatus vuorovaikutteiseen teknologiaan](course) start\n- When does [Työmarkkinat, työvoiman käyttö ja työllisyysturva](course) start\n- When does [Peace Research Design](course) begin\n- When does [Civil Society and Political Participation (book exam/essay)](course) begin\n- When will [Kehitys, kasvatus ja elämänkulku, verkko-opetus](course) begin\n- When will [Vanhat ja uudet klassikot (kirjatentti/essee)](course) begin\n- When will [Aikuisten mielenterveysinterventiot](course) begin\n- When will [Visuaalisen journalismin erityisalueet](course) begin\n- When does [Finnish Education System - Seminar](course) begin\n- When will [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](course) start\n- When will [Writing Scientific Journal Articles](course) start\n- When will [Addiktiot, yksilö ja yhteiskunta](course) start\n- When will [Orientation Course - General Orientation Course for International Students](course) start\n- When is [Demola-projektityö I](course)\n- [Seminaarit 1. lukukausi/2. lukukausi](course) when\n- When [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019][course]\n- [Johdatus logiikkaan 2](course) start\n- [Orientoivat opinnot - Tiedonhankintataidot](course) start date\n- [Finnish Elementary Course 2 (taught in 4. period)](course) starting date\n- [Terveys, tieto, asiantuntijuus](course) begins\n- Tell me the start date of [Introduction to Web Publishing - Spring 2019](course)\n- What day will [History, Culture and Literature: Culture and Literature(course) start\n- When do I have [Peace Research Design](course)\n- When do we have [Tragedy of the Commons? Problems and Solutions](course)\n- The start date of [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](course)\n- Start date for [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](course)\n- Start of [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](course)\n- I want to know when [Mediated Learning Experinces in Multicultural Settings](course) starts\n- I want to know when will [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course) start\n- I want to know the start date of [The Liberal Welfare State](course)\n- I want to know when [Maisteriopintojen esittely - SDE](course) begin\n- Tell me the start date of [Julkisoikeuden perusteet (verkkototeutus)](course)\n- Tell me when [Tissue biology](course) begins\n- What day will [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course) start- When does [Puhelääketiede](course) start\n- When does [Managing Research Information](course) start\n- When does [Tutkielmaseminaari - Seminaari](course) start\n- When does [Tutkimusseminaari ja pro gradu -tutkielma](course) begin\n- When does [Makrotalousteoria II](course) begin\n- When will [Introduction to leadership and management](course) begin\n- When will [Teknologiat ja materiaalisuus terveyskysymyksissä](course) begin\n- When will [Orientation - Orientation to studying in the Degree Programme](course) begin\n- When will [Vuorovaikutuksen perusteet - verkkokurssina I](course) begin\n- When does [Literature and Society in Early Modern Britain](course) begin\n- When will [Kielitaito ja kielitaidon arviointi](course) start\n- When will [Dialogue: Constructive Talk at Work (Tampere Summer School 2018)](course) start\n- When will [Euroopan unioni (kirjatentti/essee)](course) start\n- When will [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](course) start\n- When is [Comparative Education Policy](course)\n- [Orientation - Introduction to Academic Culture and Degree Studies](course) when\n- When [Environment and Well-Being][course]\n- [Johtamisen ja organisaatioiden perusteet](course) start\n- [Orientoivat opinnot - Tiedonhankintataidot I](course) start date\n- [Opetus, ohjaus, oppiminen, monimuoto-opetus](course) starting date\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](course) begins\n- Tell me the start date of [Lähtötasokoe / Schwellentest](course)\n- What day will [Venäjä III(course) start\n- When do I have [Grammaire/Kielioppi](course)\n- When do we have [Orientoivat opinnot - Orientoivat opinnot](course)\n- The start date of [Suomi ja maailman kielet](course)\n- Start date for [Feministisen ajattelun klassikot (verkkokurssi)](course)\n- Start of [Kansainvälisen historian tutkijaseminaari](course)\n- I want to know when [Rahoitusoikeus](course) starts\n- I want to know when will [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](course) start\n- I want to know the start date of [Liikunnan projekti (5 op)](course)\n- I want to know when [Terveysviestintä](course) begin\n- Tell me the start date of [Conflicts over the Use of Natural Resources and the Environment](course)\n- Tell me when [Kehittävä asiantuntijatyö organisaatioissa](course) begins\n- What day will [Kliinisen neuropsykologian perusteet](course) start- When does [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course) start\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course) start\n- When does [Johtaminen ja organisaatiot I (kirjallisuus)](course) start\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course) begin\n- When does [Literature and Urban Space](course) begin\n- When will [Venäjän kielen rakenne - Syntaksi](course) begin\n- When will [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course) begin\n- When will [Uuden ajan alun ryhmä](course) begin\n- When will [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](course) begin\n- When does [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](course) begin\n- When will [Orientoivat opinnot ja HOPS (kirjallisuustiede)](course) start\n- When will [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](course) start\n- When will [Vakuutustiede ja vakuutustutkimus](course) start\n- When will [Creative Writing in English](course) start\n- When is [International Dynamics and Policy Transfer in Education](course)\n- [Kandidaatintutkielma, seminaari](course) when\n- When [Legal English][course]\n- [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, II-periodi](course) start\n- [Asiantuntijuus ja tietopalvelujen kehittäminen](course) start date\n- [Suomen historian tutkijaseminaari](course) starting date\n- [Ranska II](course) begins\n- Tell me the start date of [Käännösviestintä ruotsi-suomi/Översättning svenska-finska](course)\n- What day will [Language and Identity(course) start\n- When do I have [Radio Project](course)\n- When do we have [Knowledge Discovery](course)\n- The start date of [Kandidaattiseminaari ja -tutkielma (hallintotiede), kevät -](course)\n- Start date for [Web-tutkimus](course)\n- Start of [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](course)\n- I want to know when [Sosiaalityön peruskurssi (kirjatentti)](course) starts\n- I want to know when will [Äkilliset traumaattiset kriisit ja niiden käsittely](course) start\n- I want to know the start date of [Työhyvinvointi](course)\n- I want to know when [Developing a Proposal for Community-Based Qualitative Research](course) begin\n- Tell me the start date of [Aineopintojen valinnainen jakso: Metso Talk - suoran lähetyksen ja yleisötilaisuuden tuottaminen](course)\n- Tell me when [Approaches and Tools for Conflict Analysis and Peace Mediation](course) begins\n- What day will [Murder and Representation](course) start- When does [Kuluttajakäyttäytyminen](course) start\n- When does [European, Eurasian and Global Energy Policy (book exam/essay)](course) start\n- When does [Shakespeare: Past and Present](course) start\n- When does [Talousviestintä / Wirtschaftskommunikation](course) begin\n- When does [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](course) begin\n- When will [Media and Cultural Industries](course) begin\n- When will [Talous ja yhteiskunta](course) begin\n- When will [Radio Project](course) begin\n- When will [Seminaari (Ridell)](course) begin\n- When does [Eurooppa-vero-oikeus](course) begin\n- When will [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](course) start\n- When will [Strateginen brändijohtaminen](course) start\n- When will [Asiantuntijan ja esimiehen työelämätaidot](course) start\n- When will [Sosiaalitieteiden kvantitatiiviset tutkimusmenetelmät (verkkokurssi)](course) start\n- When is [Tieteellinen kirjoittaminen / LUO & COMS](course)\n- [Yhteisö, terveys ja sairaus](course) when\n- When [Reportaasi][course]\n- [Representations and Identities](course) start\n- [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](course) start date\n- [Tuutorina toimiminen](course) starting date\n- [Terveyden ja mielenterveyden psykologia II](course) begins\n- Tell me the start date of [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course)\n- What day will [Gypsies in Hungary (intensive course)(course) start\n- When do I have [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)\n- When do we have [Contemporary Political Theory (book exam/essay)](course)\n- The start date of [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](course)\n- Start date for [Economic renewal of cities and regions](course)\n- Start of [Lasten arviointi](course)\n- I want to know when [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course) starts\n- I want to know when will [Julkisorganisaation talouden suunnittelu ja päätöksenteko](course) start\n- I want to know the start date of [Hoitotieteen tohtorikoulutusseminaari](course)\n- I want to know when [Julkissektorin instituutioiden talous (monimuoto-opetus)](course) begin\n- Tell me the start date of [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](course)\n- Tell me when [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](course) begins\n- What day will [Internet ja vuorovaikutteinen media](course) start- When does [Tieteellinen kirjoittaminen](course) start\n- When does [Information Visualization](course) start\n- When does [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](course) start\n- When does [Making sense of globalization - Theorizing beyond the nation-state - seminar](course) begin\n- When does [Teknologiakasvatus - Käsityökasvatuksen pedagogiikka ja työsuojelu](course) begin\n- When will [Valtio-opin maisteriseminaari](course) begin\n- When will [Variety in Present-day English](course) begin\n- When will [Merkitys](course) begin\n- When will [Nuorisokasvatuksen ja nuorisotyön teoreettisia suuntauksia (verkkokurssi)](course) begin\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä](course) begin\n- When will [BMT-70100 Kudosteknologian perusteet](course) start\n- When will [Yritysverkoston juridinen hallinta](course) start\n- When will [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](course) start\n- When will [Theory and practice of peaceful change: The Baltic Sea Region](course) start\n- When is [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi (avoin yo)](course)\n- [Valinnainen jakso: Radioprojekti (kevät)](course) when\n- When [Tuutorina toimiminen][course]\n- [Ryhmät ja ryhmien väliset suhteet](course) start\n- [Finlaysonin kielimaailmat](course) start date\n- [Second Language Acquisition](course) starting date\n- [Journalistinen kieli - Tekstinhuolto](course) begins\n- Tell me the start date of [Monikielinen käännöstyöpaja](course)\n- What day will [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori(course) start\n- When do I have [Kielen opettaminen / Fremdsprachenlehren](course)\n- When do we have [Nuorisotyön harjoittelu](course)\n- The start date of [Inklusiivinen pedagogiikka ja oppimisen tukeminen](course)\n- Start date for [Kielioppi II (venäjänkieliset opiskelijat)](course)\n- Start of [SGN-41007 Pattern Recognition and Machine Learning](course)\n- I want to know when [Psykologian tutkimusmenetelmät I (avoin yliopisto)](course) starts\n- I want to know when will [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course) start\n- I want to know the start date of [Opetus, ohjaus, oppiminen - Varhaiskasvatus: Pienryhmäopetus ja orientaatioharjoittelu (2 op) ja kirjallisuus (2 op)](course)\n- I want to know when [Orientaatio psykologiaan](course) begin\n- Tell me the start date of [Käännösviestintä suomi-ruotsi/Översättning finska-svenska](course)\n- Tell me when [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](course) begins\n- What day will [Puheviestinnän tutkimuskurssi](course) start" }, { "alpha_fraction": 0.6864399909973145, "alphanum_fraction": 0.7189266681671143, "avg_line_length": 32.945945739746094, "blob_id": "a5a7cd0809fbf192d6f9fc3e25e4f0c1b792208a", "content_id": "16d92530df51ffb69bbac9428c512c223ceffd26", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 12563, "license_type": "permissive", "max_line_length": 164, "num_lines": 370, "path": "/rasaintentit/data/tunintentit.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "<!--- Make sure to update this training data file with more training examples from https://forum.rasa.com/t/grab-the-nlu-training-dataset-and-starter-packs/903 --> \n\n\n\n## intent:bye <!--- The label of the intent --> \n- Bye \t\t\t<!--- Training examples for intent 'bye'--> \n- Goodbye\n- See you later\n- Bye bot\n- Goodbye friend\n- bye\n- bye for now\n- catch you later\n- gotta go\n- See you\n- goodnight\n- have a nice day\n- i'm off\n- see you later alligator\n- we'll speak soon\n\n## intent:greet\n- Hi\n- Hey\n- Hi bot\n- Hey bot\n- Hello\n- Good morning\n- hi again\n- hi folks\n- hi Mister\n- hi pal!\n- hi there\n- greetings\n- hello everybody\n- hello is anybody there\n- hello robot\n\n## intent:thank\n- Thanks\n- Thank you\n- Thank you so much\n- Thanks bot\n- Thanks for that\n- cheers\n- cheers bro\n- ok thanks!\n- perfect thank you\n- thanks a bunch for everything\n- thanks for the help\n- thanks a lot\n- amazing, thanks\n- cool, thanks\n- cool thank you\n\n## intent:affirm\n- yes\n- yes sure\n- absolutely\n- for sure\n- yes yes yes\n- definitely\n\n## intent:name\n- My name is [Alice](name) <!--- Square brackets contain the value of entity while the text inside the parentheses is a a label of the entity --> \n- I am [Josh](name)\n- I'm [Lucy](name)\n- People call me [Greg](name)\n- It's [David](name)\n- Usually people call me [Amy](name)\n- My name is [John](name)\n- You can call me [Sam](name)\n- Please call me [Linda](name)\n- Name name is [Tom](name)\n- I am [Richard](name)\n- I'm [Tracy](name)\n- Call me [Sally](name)\n- I am [Philipp](name)\n- I am [Charlie](name)\n\n## intent:startDate\n- When does [TIEY4](course) start\n- When does [TIEY5](course) start\n- When does [TIETA3](course) start\n- When does [FILP5A](course) begin\n- When does [KKSULUK1](course) begin\n- When will [YKYYHT4B](course) begin\n- When will [ITIP1](course) begin\n- When will [ITIP2](course) begin\n- When will [KASA10](course) begin\n- When does [PSYP2](course) begin\n- When will [KATLAP21](course) start\n- When will [BTK2020](course) start\n- When will [JOVP1](course) start\n- When will [KKSUYTK](course) start\n- When is [MTTTP1](course)\n- [DPEDUB.1B](course) when\n- When [KASVAL][course]\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [ESPFP5](course)\n- What day will [POHS5](course) start\n- When do I have [LÄÄKA460](course)\n- When do we have [BIO4440](course)\n- The start date of [BTK4663](course)\n- Start date for [MTTMA11](course)\n- Start of [TIEVA31](course)\n- I want to know when [SOS6.3.1](course) starts\n- I want to know when will [SOCYKV1](course) start\n- I want to know the start date of [FILJATKO](course)\n- I want to know when [LATAP3](course) begin\n- Tell me the start date of [LOGA9](course)\n- Tell me when [TERTIETO5](course) begins\n- What day will [TERKANA3](course) start\n\n## intent:creditsMin\n- How many points [TIEY6](course)\n- How many credits [OOPE](course)\n- How many ECTS [KKENYHT](course)\n- How many student credits [MTTMY1](course)\n- How many student points [POLPOP0](course)\n- How many student credits from [TERKANP1](course)\n- How many student points from [TIEP1](course)\n- How many ECTS from [SOS1](course)\n- How many student credits is [LUOYA200](course)\n- How many points is [TAYJ12](course)\n- How many credits is [DPIS](course)\n- How many ECTS is [JOVTETUS3](course)\n- How many student credits is [JOVTS5](course)\n- How many student points is [JMMETUS](course)\n- Student points [KASVAR12](course)\n- Student credits [KASLOH4B](course)\n- ECTS [POLKVA41](course)\n- [JKKYTUO2](course) ECTS\n- [POLKAA99](course) course points\n- [HALHAS20](course) student points\n- [TAYJ032](course) points\n- [TIETS05](course) amount of points\n- [LUOYA200](course) credits\n- [HALYAS14](course) the amount of ECTS\n- How many points [KASVAR9](course) is\n- How many ECTS [KASLOE8.1](course) will be\n- Credits [DPJKK20](course)\n- How many credits can I get from [TAYJ041](course)\n- How many ECTS can I get from [HALJTP01](course)\n- How many student points can I get from [FILP1A](course)\n- I want to know how many credits can I get from [STYP2](course)\n- I want to know how many ECTS can I get from [SOSM6.3](course)\n- I want to know how many student points can I get from [HISS2](course)\n- I want to know the amount of student points [PSYP0](course)\n\n## intent:paikka\n- Where is [TERY1](course)\n- Where is course [YKYYHT4A](course)\n- Where is class [HISJATKO](course)\n- Where is lecture [STYP1A](course)\n- Where is the classroom [HTIS54](course)\n- Where can I find [KKENMP3](course)\n- How to get to [TERKAP1](course)\n- Where [KIRA4D](course)\n- Location [PSYA8](course)\n- Find [DPCMTJ4](course)\n- How to find [SOS3]\n- How can I find [KKSUPRO](course)\n- Which classroom is [KKRUHY](course)\n- What is the classroom for [HALTVA12](course)\n- Which room is [FYSI1010](course)\n- I'd like to find [STYP1B](course)\n- Where can I find [STYA5](course)\n- [KASMULTI3](course) place\n- [DPEDUE](course) where\n- [KASLOE6.1] (course) location\n- Locate [KASLOM6](course)\n- Where is [PEDA5](course) located\n- The location of [KASERIT3](course) class\n- I can't find [PEDAYOP2](course)\n- I'm trying to find [HTIS67](course)\n- I want to know the location of [ENGS3](course)\n- I want to know where [MVKS54-56](course) is\n- I want to know the classroom for [LTLY16](course\n- I want to know how to find [MVKS18S]\n\n## intent:opetusajat\n- Schedule [KKRUNTEK](course)\n- [KKES1](course) schedule\n- [KKRUBMT](course) weekly schedule\n- [KKRA5](course) weekly\n- What is the schedule for [BTK0011](course)\n- What is the schedule [KKENPMP3](course)\n- When are classes for [LÄÄKA030](course)\n- Classes [BIO2200](course)\n- When are classes [BTK4030](course)\n- Teaching times [KEMI61350](course)\n- Teaching hours [LUOYY006](course)\n- Teaching [DPIS2](course)\n- [TAYJ12](course) teaching\n- Week [TIEH0](course)\n- Lectures [MTTMA3B](course)\n- When are lectures [TIEVA36](course)\n- Hours weekly [DPLAOPS](course)\n- When are the classes [JOVVAL](course) weekly\n- [SUKKP5B](course) teaching times\n- When are [LTLY16](course) teaching times\n- What are [SAKA11](course) teaching times\n- When are lectures [JOVTS5](course)\n- The schedule for [KIRP5](course)\n- What are the teaching times for [HTIS60](course)\n- [TRSU03](course) times\n- [DPII1](course) hours\n- I want to know when [VENS13](course) teaching times are\n- I want to know teaching times of [MEDU09](course)\n- I want to know the schedule of [ENGS13](course)\n- I want to know when the lectures in course [JOVVAL](course) are\n\n## intent:kieli\n- Teaching language [LTLY01](course)\n- Lecture language [KIRP2](course)\n- What is the teaching language in [SUOA4](course)\n- Teaching language in [RANS3](course)\n- What language is [RANSV5](course)\n- Is [IGSY004](course) in english\n- Is [KKENMP3](course) in finnish\n- [KKSU1](course) language\n- [JOVP2](course) teaching language\n- Is [KIRS1](course) taught in english\n- Is [HTIS60](course) taught in english\n- Can I pass [VIROP1](course) in english\n- Which language is [ITS25](course)\n- What is [MEJOS15](course) language\n- What is the language of [JOVPVS12](course) is\n- The teaching language of [BTK4400](course)\n- What language is used in [MTTMA10](course)\n- Which language [MTTMP1A](course) is used\n- [KASLOE8.1](course) spoken language\n- [HTIY005](course) languages\n- What are [RUST5/VENS10](course) languages\n- The [ITIS61](course) language\n- [SUKKP2](course) teaching languages\n- The language of [SUKKP2](course)\n- Teaching language in [MVKS39E/S](course)\n- [JOVTKS3](course) in which language\n- What language do they speak in [JOVA15](course)\n- I want to know which language [KIRA3G](course) is used\n- I want to know the language of [TEATP3](course)\n- I want to know what language do they speak in [ITIA11](course)\n- I want to know is [VIROP2](course) taught in english\n\n## intent:periodi\n- Period [KATTAP11](course)\n- Semester [JKKYTVP11](course)\n- Quarter [HALHAA13](course)\n- Academic term [HALJUA21](course)\n- [HALJUS99](course) semester\n- [KATMAP11](course) academic term\n- [POLKAA99](course) quarter\n- This semester [LFS04](course)\n- What period [NORDIF4](course)\n- What study period [JKKYINA15](course)\n- What study period is [VENS4](course) in\n- What period will [RANA7](course) begin\n- [MEDU01](course) period\n- Is [JOVTS5](course) this period\n- Which period is [ENGP8](course)\n- Which period will [MVKS02](course) begin\n- What period will [ITIP5](course) begin\n- [KIRA1](course) curriculum\n- When is [SAKP2](course) in the curriulum\n- The period of [TSEKP3](course)\n- Study period of [TRSU07](course)\n- Semester [TRMU2](course)\n- Which semester will [IGS006](course) start\n- Which semester is [JOUJOVTS](course)\n- Is [FONEP2](course) this semester\n- What semester is [KIRS1/A4](course)\n- Academic term [KIRA3C2](course)\n- Which academic term will [TERKANP3](course) begin\n- Which academic term is [TERY4](course)\n- [PSYP5](course) academic term\n- Which semester will [YKYYHT5](course) begin\n- The period of [LATAP2](course)\n- The semester of [YKYYV07](course)\n- The academic term of [TERHOIA6](course)\n- The quarter of [PGHMTS](course)\n- Which quarter is [TERVAL4](course)\n- What is the quarter of [SOCYKV2/RES012](course)\n- Which quarter will [KKRA1](course) begin\n- I want to know which semester will [SUOV1](course) start\n- I want to know which semester is [SUOR4/A6](course)\n- I want to know the study period of [KIRS1](course)\n- I want to know the academic term for [MVKS13E](course)\n\n## intent:poikkeusajat\n- Exceptions [HALHAA15](course)\n- Exception [JKKYORP1](course)\n- What are the exceptions for [POLPOP03](course)\n- [KATMAP11](course) exceptions\n- [DPEDUB.1B](course) exception\n- Exceptions in teaching hours [KASLOM10](course)\n- Exceptions in teaching times [MTTTS17](course)\n- Are there any exceptions in teaching [TIETS05](course)\n- What exceptions are there in [BTK2036](course)\n- Lecture exceptions [MOLI](course)\n- Does [ENGP6](course) have exceptions in teaching hours\n- Were there exceptions in lectures [VENP4/VENK2](course)\n- Teaching times exceptions for [ESPFP1](course)\n- What were the exceptions of teaching in [JOVP1](course)\n- Does the schedule for [MEDU10](course) have any exceptions\n- When were the exceptions for [RANA7](course)\n- The exceptions in lessons for [KIRP3](course)\n- Special teaching times for [SAKA5](course)\n- Is there anything special I should know about the course schedule for [ESPFP0](course)\n- [TSEKP1](course) special lecture hours\n- Special schedule [SUOA8](course)\n- Will there be lectures in holidays in [VENP2](course)\n- Holiday exceptions [SUKKP5B](course)\n- Course break teaching times [JOUJOVTS](course)\n- Do we have a lecture during holiday in [JOVVAL](course)\n- Cancelled lectures [SUOR1/A6](course)\n- Will [MEDU07](course) lectures be cancelled during holiday\n- Will [HTIY004](course) have a lecture every week\n- I want to know the exceptions in lessons for [HTIS59](course)\n- I want to know special teaching times for [TECHS5](course)\n- I want to know does the schedule for [JOVA11](course) have any exceptions\n- I want to know Teaching times exceptions for [SAKP0](course)\n\n## intent:nimi\n- What is the name of [POHA1](course)\n- [RANSV5](course) name\n- [RANA7](course) name is\n- [ITIY3](course) name full\n- [SAKA5](course) complete name\n- [LTLY07](course) name actual\n- [KIRA5](course) whole name\n- What is name [ITIP1](course)\n- The name of [TIEA4](course)\n- Name [MVKS36/31](course)\n- What is the full name of [TRSU05](course)\n- What is [DPIT1](course) called\n- What is the course code [DPLSSEM](course) called\n- What course is [MEDU07](course)\n- [ENGA10](course) named\n- What's [DPCMTJ4](course) named\n- Name of [FONEA4](course)\n- Tell me the name of [TAYJ027](course)\n- Say the name of [HALKAP01](course)\n- The whole name of [JKKYTVA13](course)\n- [POLPOP02](course) full name\n- [KATYVP11](course) entire name\n- [NORDIG2](course) whole name\n- [LFCS01](course) meaning\n- What does [KAMVRS99](course) mean\n- What means [RANS1](course)\n- I want to know what [FONEA4](course) means\n- I want to know what [IGS006](course) actually means\n- What is the meaning of [HALDIGI01](course)\n- [TERA3](course) meaning\n- True name of [KATVRS42](course)\n- Real name of [POLKVA11](course)\n- Which course is [JKKYVAL00](course)\n- What [TECHS3(course) means\n- I want to know what [JOUJOVTS](course) stands for\n- I want to know the full name of course code [HTIS64](course)\n- I want to know the whole name of [ITIS11](course)\n- I want to know the name of [JOVP4](course)\n\n<!--- lookup table list for course codes. --> \n## lookup:course <!-- no list to specify lookup table file -->\n- data/course_codes.txt" }, { "alpha_fraction": 0.7885506749153137, "alphanum_fraction": 0.7932087182998657, "avg_line_length": 81.97073364257812, "blob_id": "cae7830ea4ceca4cf3b6951221eec95c8753dab7", "content_id": "f252392383a5f183f9cb6b2d691aab23f30f0f91", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 83062, "license_type": "permissive", "max_line_length": 251, "num_lines": 991, "path": "/rasaintentit/data/generoiduttreenidatat/out_credits.md", "repo_name": "woroko/TUNIBot", "src_encoding": "ISO-8859-1", "text": "- How many points [Grammaire/Kielioppi](course)\n- How many credits [Orientaatio psykologiaan](course)\n- How many ECTS [Biostatistiikka ja tilastollinen tietojenkäsittely](course)\n- How many student credits [Sosiaalisen median yhteisöt: menetelmällisiä ratkaisuja määrällisestä laadulliseen](course)\n- How many student points [Tyylioppi](course)\n- How many student credits from [Ympäristön ja alueiden poliittisuus](course)\n- How many student points from [Ydinaseet ja kansainvälinen politiikka(course)\n- How many ECTS from [Kognitiivinen neurotiede I (avoin yliopisto)](course)\n- How many student credits is [Finnish Education System - Seminar](course)\n- How many points is [Sosiaaliturvan ajankohtaisia kysymyksiä](course)\n- How many credits is [Methods in Human-Centered Design](course)\n- How many ECTS is [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](course)\n- How many student credits is [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](course)\n- How many student points is [Suullinen viestintä I/Muntlig kommunikation I](course)\n- Student points [Tieteellinen kirjoittaminen](course)\n- Student credits [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course)\n- ECTS [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](course)\n- [Writing for Research (online course)](course) ECTS\n- [Seminaarit 1. lukukausi/2. lukukausi](course) course points\n- [Project Work (Fall term 2018)](course) student points\n- [Pohjoismaisten kielten lähtötasokoe](course) points\n- [Digital Image Processing - Self-studying](course) amount of points\n- [Pro gradu -seminaari ja -tutkielma (2018-2019)](course) credits\n- [Kielitieto ja -taito - Käännös-, rakenne- ja sanastoharjoitukset II Sprachwissen und Sprachfertigkeiten: Kontrastive Text- und Wortschatzübungen](course) the amount of ECTS\n- How many points [Kielioppi II (venäjänkieliset opiskelijat)](course) is\n- How many ECTS [Perheen vuorovaikutus](course) will be\n- Credits [Rakennebiologia](course)\n- How many credits can I get from [Introduction to Risk Management and Insurance (autumn semester)](course)\n- How many ECTS can I get from [Tuutorina toimiminen](course)\n- How many student points can I get from [Kandidaatintutkielmaseminaari - Seminaari, II-periodissa alkava nopeasti etenevä ryhmä](course)\n- I want to know how many credits can I get from [Olio-ohjelmoinnin perusteet II](course)\n- I want to know how many ECTS can I get from [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course)\n- I want to know how many student points can I get from [Kliininen neuropsykologia II](course)\n- I want to know the amount of student points [Advanced English Business Communication](course)- How many points [Tieteenfilosofia](course)\n- How many credits [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course)\n- How many ECTS [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](course)\n- How many student credits [Kirjallisuuden teoria - Kirjallisuuden teorian suuntia](course)\n- How many student points [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](course)\n- How many student credits from [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- How many student points from [Tiimi toimii - puheviestinnän syventävä kurssi (3. periodi)(course)\n- How many ECTS from [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](course)\n- How many student credits is [Visualization of Quantitative Data](course)\n- How many points is [Käännösviestintä I - Käännösviestintä I suomi-englanti](course)\n- How many credits is [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](course)\n- How many ECTS is [Talouselämän käännösviestinnän seminaari venäjä-suomi](course)\n- How many student credits is [Monimuuttujamenetelmien perusteet](course)\n- How many student points is [Yritysjuridiikan case-kurssi](course)\n- Student points [Psykiatria](course)\n- Student credits [Historian tutkimusprosessi ja historiantutkijan etiikka](course)\n- ECTS [Rahoitusoikeuden syventävä opintojakso - kirjatentti](course)\n- [Thesis seminar and Master's Thesis](course) ECTS\n- [Tietokantojen perusteet](course) course points\n- [Valinnainen jakso: Valokuva historian tekijänä - luennot](course) student points\n- [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](course) points\n- [Tuutorivastaavana toimiminen](course) amount of points\n- [Visualization of Quantitative Data](course) credits\n- [Kehittyminen johtajaksi terveydenhuollossa](course) the amount of ECTS\n- How many points [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course) is\n- How many ECTS [Väestön vanheneminen, terveys ja hyvinvointi](course) will be\n- Credits [Science and Biotechnology Journal Club](course)\n- How many credits can I get from [Kirjallisuus, kulttuuri ja yhteiskunta](course)\n- How many ECTS can I get from [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- How many student points can I get from [Dialogue: Constructive Talk at Work](course)\n- I want to know how many credits can I get from [Kontrastiivisen fonetiikan perusteet -](course)\n- I want to know how many ECTS can I get from [Perehdyttäminen tietotekniikan alkeisiin](course)\n- I want to know how many student points can I get from [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](course)\n- I want to know the amount of student points [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course)- How many points [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](course)\n- How many credits [Statistics Workshop](course)\n- How many ECTS [Espanja II](course)\n- How many student credits [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course)\n- How many student points [Kansainvälinen verotus](course)\n- How many student credits from [Improving the quality and safety of health care through outcomes research](course)\n- How many student points from [Kandidaatintutkielma - Seminaari ja tutkielma(course)\n- How many ECTS from [Lähihistorian ryhmä](course)\n- How many student credits is [Radiokääntäminen (saksa)](course)\n- How many points is [Teknologiakasvatus - Teknologia](course)\n- How many credits is [Antropologian osa-alueet](course)\n- How many ECTS is [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](course)\n- How many student credits is [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](course)\n- How many student points is [Tutkijan työpaja](course)\n- Student points [English Word Formation](course)\n- Student credits [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen OPETUS PERUUTETTU](course)\n- ECTS [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](course)\n- [Doctoral course on health policy](course) ECTS\n- [PhD by publication: writing integrative chapter](course) course points\n- [Kielellinen merkitys, käyttö ja konteksti](course) student points\n- [Praktikum](course) points\n- [Kielen käyttö I](course) amount of points\n- [Työelämän myytit ja todellisuus](course) credits\n- [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course) the amount of ECTS\n- How many points [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](course) is\n- How many ECTS [Practical Programming in Python](course) will be\n- Credits [Johdatus matematiikkaan ja tilastotieteeseen](course)\n- How many credits can I get from [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course)\n- How many ECTS can I get from [Tutkiva opiskelu](course)\n- How many student points can I get from [Tekstiklinikka tutkielman kirjoittajille](course)\n- I want to know how many credits can I get from [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](course)\n- I want to know how many ECTS can I get from [Venäjän historia, kirjallisuus ja kulttuuri](course)\n- I want to know how many student points can I get from [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- I want to know the amount of student points [Ranska III](course)- How many points [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](course)\n- How many credits [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- How many ECTS [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course)\n- How many student credits [Statistical Inference 1](course)\n- How many student points [Re-Thinking Value Creation](course)\n- How many student credits from [Yhteiskuntatutkimuksen tutkinto-ohjelman esittely](course)\n- How many student points from [Terveyden edistämisen perusteet(course)\n- How many ECTS from [Diskurssianalyysi](course)\n- How many student credits is [Perintö-, lahja- ja varainsiirtoverotus](course)\n- How many points is [Kandidaatintutkielmaseminaari - Seminaari](course)\n- How many credits is [Introduction to Finnish History](course)\n- How many ECTS is [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](course)\n- How many student credits is [Tieteenfilosofia](course)\n- How many student points is [Latinalaisen amerikan lähihistoria ja kirjallisuus/Historia y literature contemporáneas de Latinoamérica](course)\n- Student points [Tutkimusseminaari ja pro gradu -tutkielma - Tutkimusseminaari](course)\n- Student credits [Jatkokoulutusseminaari](course)\n- ECTS [Johdanto tietokäytäntöjen tutkimukseen](course)\n- [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course) ECTS\n- [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](course) course points\n- [Tieteellinen kirjoittaminen / LUO & COMS](course) student points\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](course) points\n- [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](course) amount of points\n- [Orientaatio maisteriopintoihin](course) credits\n- [Tutkimuspraktikum](course) the amount of ECTS\n- How many points [Matemaattisen tilastotieteen perusteet](course) is\n- How many ECTS [Gradu-kvantimetodit](course) will be\n- Credits [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](course)\n- How many credits can I get from [Introduction to R](course)\n- How many ECTS can I get from [Innovation Project (2018-I)](course)\n- How many student points can I get from [ABC of Scientific Communication](course)\n- I want to know how many credits can I get from [Osallistuminen opiskelijavaihtoon](course)\n- I want to know how many ECTS can I get from [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](course)\n- I want to know how many student points can I get from [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- I want to know the amount of student points [Vastuullisen liiketoiminnan case-kurssi](course)- How many points [TUTU2 Tulevaisuudentutkimuksen menetelmät](course)\n- How many credits [Media Landscape in Russia: Regional Perspective](course)\n- How many ECTS [Julkisen talousjohtamisen informaatio](course)\n- How many student credits [Vieraan kielen taito, perustaso](course)\n- How many student points [Tieteellinen kommunikaatio ja bibliometriikka](course)\n- How many student credits from [Gradu-kvantimetodit](course)\n- How many student points from [Kandidaatintutkielma(course)\n- How many ECTS from [Ympäristöpolitiikan vaikutuskeinot](course)\n- How many student credits is [Introduction to Academic English (diverse learners)](course)\n- How many points is [Tekstianalyysi - Harjoitukset](course)\n- How many credits is [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti](course)\n- How many ECTS is [History of Education - book exam](course)\n- How many student credits is [Tekninen työ -](course)\n- How many student points is [Ruotsin kielen valmentava kurssi](course)\n- Student points [Laskentatoimen teoria ja IFRS II](course)\n- Student credits [Tuutorina toimiminen](course)\n- ECTS [Johdatus seminaarityöskentelyyn](course)\n- [Organisation Theory and Analysis](course) ECTS\n- [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](course) course points\n- [Organisation Theory and Analysis](course) student points\n- [Foundations of Ecological Economics](course) points\n- [Communication Skills in English - Speaking Practice](course) amount of points\n- [Macroprudential Policy and Financial Stability](course) credits\n- [Introduction to Social Circus Pedagogy - (Tampere Summer School 2018)](course) the amount of ECTS\n- How many points [Saksa III](course) is\n- How many ECTS [New Forms of Violence, Change in Security Paradigm (book exam/essay)](course) will be\n- Credits [Julkisyhteisöjen kirjanpito ja tilinpäätös](course)\n- How many credits can I get from [Vuorovaikutuksen perusteet](course)\n- How many ECTS can I get from [Behavioral Finance](course)\n- How many student points can I get from [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](course)\n- I want to know how many credits can I get from [Biokemian menetelmät](course)\n- I want to know how many ECTS can I get from [Rahoitusoikeus](course)\n- I want to know how many student points can I get from [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](course)\n- I want to know the amount of student points [Graduseminaari, alkava (Markkola)](course)- How many points [Lasten arki suomalaisessa yhteiskunnassa / Luennot - 1.vsk](course)\n- How many credits [Tuutorivastaavana toimiminen - Projekti/käytännön työ](course)\n- How many ECTS [Julkistalous](course)\n- How many student credits [Visuaalisen journalismin perusteet, luennot](course)\n- How many student points [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- How many student credits from [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Seinäjoki](course)\n- How many student points from [Lasten arki suomalaisessa yhteiskunnassa / Luennot - 1.vsk(course)\n- How many ECTS from [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](course)\n- How many student credits is [WWW Programming](course)\n- How many points is [Kandidaattiseminaari (JATKAVA, Vuolanto)](course)\n- How many credits is [Projektin suunnittelu ja johtaminen](course)\n- How many ECTS is [Liiketoiminnan analysoinnin ja kehittämisen case-kurssi](course)\n- How many student credits is [Kunnallisoikeuden syventävä jakso](course)\n- How many student points is [Pro gradu -seminaari 2018-2019 (vaihe I)](course)\n- Student points [Terve ja sairas ihminen](course)\n- Student credits [Psykologiharjoittelu](course)\n- ECTS [Eheyttävä musiikkikasvatus - Soitinrakennus](course)\n- [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course) ECTS\n- [Intercultural Communication](course) course points\n- [Orientoivat opinnot Pori](course) student points\n- [Käännösviestintä I - Käännösviestintä I englanti-suomi](course) points\n- [Johdon laskentatoimen teoria -](course) amount of points\n- [Tutkielmapiiri: sota-ajan kirjeenvaihdon lingvistinen tutkimus](course) credits\n- [Language, Communication and Culture](course) the amount of ECTS\n- How many points [Scottish Literature](course) is\n- How many ECTS [Vanheneminen ikääntyvässä yhteiskunnassa](course) will be\n- Credits [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](course)\n- How many credits can I get from [Venäjän kielen rakenne - Syntaksi](course)\n- How many ECTS can I get from [Tietotekniikka ja yhteiskunta](course)\n- How many student points can I get from [Teknologiat ja materiaalisuus terveyskysymyksissä](course)\n- I want to know how many credits can I get from [Media and the Arctic](course)\n- I want to know how many ECTS can I get from [Käsityöilmaisu - projekti/käytännön työ ja portfolio](course)\n- I want to know how many student points can I get from [Kuvataiteen perusteet - 1.vsk](course)\n- I want to know the amount of student points [Televisiojournalismi](course)- How many points [Kommunikationstraining I](course)\n- How many credits [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](course)\n- How many ECTS [Internet ja vuorovaikutteinen media](course)\n- How many student credits [Terveyden edistämisen perusteet (hoitotieteen opiskelijoille), kirjatentti, Seinäjoki](course)\n- How many student points [History of Education - book exam](course)\n- How many student credits from [Poliittiset ongelmat ja niiden muuttuvat kontekstit](course)\n- How many student points from [Kandidaatintutkielma - Seminaari ja tutkielma(course)\n- How many ECTS from [European, Eurasian and Global Energy Policies](course)\n- How many student credits is [Current Trends in Leadership](course)\n- How many points is [Kandidaattiseminaari ja -tutkielma (hallintotiede), syksy](course)\n- How many credits is [Henkilöstöjohtaminen](course)\n- How many ECTS is [Nordic Parliaments (POMLFCS1)](course)\n- How many student credits is [Käsityömuotoilu - projekti/käytännön työ ja protfolio](course)\n- How many student points is [Finlaysonin kielimaailmat](course)\n- Student points [Puheviestintä tieteenä](course)\n- Student credits [Valinnainen jakso: Valokuva historian tekijänä - luennot](course)\n- ECTS [Legal English](course)\n- [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](course) ECTS\n- [Postcolonial Literature](course) course points\n- [Writing Scientific Journal Articles](course) student points\n- [Kansainvälinen talous](course) points\n- [English Word Formation](course) amount of points\n- [Valinnainen jakso: Tiedeviestinnän projekti](course) credits\n- [Valtiosääntöoikeus](course) the amount of ECTS\n- How many points [Valtakurssi](course) is\n- How many ECTS [Finnish Elementary Course 2 (taught in 4. period)](course) will be\n- Credits [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](course)\n- How many credits can I get from [Translation and Academic Writing - Introduction to Academic Writing](course)\n- How many ECTS can I get from [Seminaari](course)\n- How many student points can I get from [Vastuullisen liiketoiminnan case-kurssi](course)\n- I want to know how many credits can I get from [Europe in transition](course)\n- I want to know how many ECTS can I get from [Johdatus hoitotieteelliseen tutkimukseen](course)\n- I want to know how many student points can I get from [Markkinoinnin johtaminen ja organisointi](course)\n- I want to know the amount of student points [Postgraduate seminar in Interactive Technology (Surakka)](course)- How many points [Eurooppalainen, euraasialainen ja globaali energiapolitiikka (kirjatentti/essee)](course)\n- How many credits [Human Mobility in Peace and Conflict Research](course)\n- How many ECTS [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti](course)\n- How many student credits [Makrotalousteorian jatkokurssi II](course)\n- How many student points [Viestinnän ja median tutkimussuuntauksia](course)\n- How many student credits from [Minuus, identiteetti ja sosiaalinen konteksti](course)\n- How many student points from [Political Ideologies (book exam)(course)\n- How many ECTS from [Erikoiskurssi](course)\n- How many student credits is [Liikunnan projekti (5 op)](course)\n- How many points is [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course)\n- How many credits is [Tutustuminen psykologin työhön](course)\n- How many ECTS is [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti, Seinäjoki](course)\n- How many student credits is [Deutsch im Alltag und Studium](course)\n- How many student points is [Venäjä III](course)\n- Student points [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](course)\n- Student credits [Poliittinen filosofia (kirjatentti/essee)](course)\n- ECTS [Media Landscape in Russia: Regional Perspective](course)\n- [Työelämäviestinnän tutkimus- tai kehityshanke](course) ECTS\n- [Biological data analysis with R](course) course points\n- [Introduction to Programming I (Tampere Summer School 2018)](course) student points\n- [Master's Thesis Seminar / Internet and Game Studies](course) points\n- [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](course) amount of points\n- [Ympäristön ja alueiden poliittisuus (avoin yliopisto-opetus), monimuoto-opetus](course) credits\n- [Gender and wellbeing in the global South and North](course) the amount of ECTS\n- How many points [Äänne- ja muoto-oppi](course) is\n- How many ECTS [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course) will be\n- Credits [Speakers Series](course)\n- How many credits can I get from [Talous - politiikka - kulttuuri -lukupiiri](course)\n- How many ECTS can I get from [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- How many student points can I get from [Advanced International Relations Research Methods (book exam/essay)](course)\n- I want to know how many credits can I get from [Eettinen johtajuus](course)\n- I want to know how many ECTS can I get from [Political Systems (book exam/essay)](course)\n- I want to know how many student points can I get from [Poliittiset ongelmat ja niiden muuttuvat kontekstit](course)\n- I want to know the amount of student points [Tutkimuspraktikum](course)- How many points [Kiina II](course)\n- How many credits [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](course)\n- How many ECTS [Research seminar for postgraduate studies](course)\n- How many student credits [Introduction to R](course)\n- How many student points [Yhteisöllinen oppiminen ja ohjaus - Seminaari](course)\n- How many student credits from [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](course)\n- How many student points from [Tieteellinen kirjoittaminen(course)\n- How many ECTS from [Conflict Resolution (book exam/essay)](course)\n- How many student credits is [Visuaalisen journalismin perusteet, luennot](course)\n- How many points is [Everything You Wanted to Know about Political Parties - But Never Dared to Ask (POMLFCS1)](course)\n- How many credits is [Yksilö, yhteiskunta ja kulttuuri - evankelisluterilaiset uskonnon ja elämänkatsomustiedon harjoitusryhmät - 2. vsk](course)\n- How many ECTS is [Research Seminar, Doctoral Programme in Language Studies](course)\n- How many student credits is [Strategia ja yrittäjyys](course)\n- How many student points is [Talous ja yhteiskunta](course)\n- Student points [Business Writing](course)\n- Student credits [Kvalitatiiviset menetelmät](course)\n- ECTS [Terveystaloustieteen tohtorikoulutussemiaari](course)\n- [MA Thesis Seminar](course) ECTS\n- [Tutkimusetiikka](course) course points\n- [Historiankirjoituksen historia](course) student points\n- [Emotions and Sociality in Human-Technology Interaction](course) points\n- [Väittelijän puheviestintä](course) amount of points\n- [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](course) credits\n- [Terve ja turvallinen kouluyhteisö](course) the amount of ECTS\n- How many points [Kieliopin harjoitukset](course) is\n- How many ECTS [Kandidaattiseminaari ja -tutkielma (julkisoikeus), kevät -](course) will be\n- Credits [Literature and Society in Early Modern Britain](course)\n- How many credits can I get from [Current theoretical questions of educational research](course)\n- How many ECTS can I get from [Opetussuunnitelmatyö yliopistossa](course)\n- How many student points can I get from [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](course)\n- I want to know how many credits can I get from [Perusharjoittelu](course)\n- I want to know how many ECTS can I get from [Tiedonhankintataidot (hoitotiede)](course)\n- I want to know how many student points can I get from [Intercultural Communication](course)\n- I want to know the amount of student points [Studies of expansive learning: Foundations, findings and challenges](course)- How many points [Kokeellinen tiedonhaku](course)\n- How many credits [Filosofian tutkija- ja tohtorikoulutusseminaari](course)\n- How many ECTS [Julkistalouden jatkokurssi](course)\n- How many student credits [Moniammatillinen -klinikkaopetus](course)\n- How many student points [Media and the Arctic (POMLFCS3)](course)\n- How many student credits from [Genes and Genomes](course)\n- How many student points from [Kandidaatintutkielmaseminaari - Seminaari(course)\n- How many ECTS from [Usean muuttujan differentiaalilaskenta](course)\n- How many student credits is [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course)\n- How many points is [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](course)\n- How many credits is [Orientoivat opinnot - Tiedonhankintataidot I](course)\n- How many ECTS is [Äärellisten mallien teorian seminaari (Finite model theory seminar)](course)\n- How many student credits is [Foreign Policy and Diplomacy (book exam/essay)](course)\n- How many student points is [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](course)\n- Student points [Laskentatoimen perusteet](course)\n- Student credits [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- ECTS [Aktuelle Texte aus Presse und Studium](course)\n- [Kirjallisuuden opettaminen](course) ECTS\n- [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat lo-opiskelijat](course) course points\n- [Welfare State Theories](course) student points\n- [Tutkielmaseminaari - Seminaari](course) points\n- [Empiiristen tutkimusmenetelmien yleisesitykset (kirjatentti/essee)](course) amount of points\n- [Lukuteoria ja algebra opettajille -](course) credits\n- [Talouselämän käännösviestinnän seminaari suomi-saksa -](course) the amount of ECTS\n- How many points [Kandidaatin tutkielma ja seminaari, (hoitotieteen opiskelijoille), Seinäjoki](course) is\n- How many ECTS [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](course) will be\n- Credits [Seminaari II / Seminar II](course)\n- How many credits can I get from [Terveys, tieto, asiantuntijuus](course)\n- How many ECTS can I get from [Media maailmassa - verkkokurssi](course)\n- How many student points can I get from [Kirjallisuudentutkijan työkalupakki tieteellisiin kertomuksiin](course)\n- I want to know how many credits can I get from [Master's Thesis Seminar / Internet and Game Studies](course)\n- I want to know how many ECTS can I get from [Medioitu vuorovaikutus](course)\n- I want to know how many student points can I get from [Structure of English II - Grammar II](course)\n- I want to know the amount of student points [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](course)- How many points [Kääntämisen ja tulkkauksen teoria ja käytäntö - Terminologia](course)\n- How many credits [Oppimisen ja opiskelun taidot](course)\n- How many ECTS [Orientaatio filosofian tutkinto-ohjelman opintoihin](course)\n- How many student credits [Kulutuksen ja ostokäyttäytymisen teoria](course)\n- How many student points [Yritysetiikka (verkkokurssi)](course)\n- How many student credits from [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- How many student points from [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)(course)\n- How many ECTS from [Internet ja vuorovaikutteinen media (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- How many student credits is [Linguistics I: Introduction to Basic Concepts](course)\n- How many points is [Espanjan historia ja kirjallisuus - Historia y literatura de España](course)\n- How many credits is [Pro gradu -seminaari ja -tutkielma](course)\n- How many ECTS is [Julkissektorin instituutioiden talous (monimuoto-opetus)](course)\n- How many student credits is [Comparative Criminal Justice](course)\n- How many student points is [Kehittävä asiantuntijatyö organisaatioissa](course)\n- Student points [Projektiharjoittelu](course)\n- Student credits [Writing the Nation](course)\n- ECTS [Visuaalisen journalismin perusteet, harjoitukset](course)\n- [Väestön vanheneminen, terveys ja hyvinvointi](course) ECTS\n- [Lapset ympäristönsä tutkijoina - Matematiikka](course) course points\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](course) student points\n- [Moniammatillinen -klinikkaopetus](course) points\n- [Kandidaattiseminaari (JATKAVA, Katermaa)](course) amount of points\n- [Visuality, security and peace: Introduction into visual peace research and visual security studies](course) credits\n- [Minustako asiantuntijamyynnin ammattilainen?](course) the amount of ECTS\n- How many points [Tiedon rajat](course) is\n- How many ECTS [Introduction to computational biology](course) will be\n- Credits [Political Ideologies (book exam)](course)\n- How many credits can I get from [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](course)\n- How many ECTS can I get from [Protein technology Laboratory Course A](course)\n- How many student points can I get from [Tutkimustyön perusteet - a) Tieteenfilosofia](course)\n- I want to know how many credits can I get from [Pro gradu -seminaari ja -tutkielma (2018-2019)](course)\n- I want to know how many ECTS can I get from [Suullinen viestintä I/Muntlig kommunikation I](course)\n- I want to know how many student points can I get from [Seminaari (Seppänen) jatkuu keväältä](course)\n- I want to know the amount of student points [Master's Thesis Seminar in Software Development](course)- How many points [Tutkielmakurssi (periodi I)](course)\n- How many credits [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](course)\n- How many ECTS [Liiketoimintamallit](course)\n- How many student credits [Käännös suomi-espanja I/Traducción finés-español I](course)\n- How many student points [Linguistics I: Introduction to Basic Concepts](course)\n- How many student credits from [Specialised International Relations Research Methods (book exam/essay)](course)\n- How many student points from [Kielioppi I (suomenkieliset opiskelijat)(course)\n- How many ECTS from [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- How many student credits is [High-throughput data analysis](course)\n- How many points is [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](course)\n- How many credits is [Introduction to research methods in public administration](course)\n- How many ECTS is [Media and Globalization - Lectures + essay](course)\n- How many student credits is [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](course)\n- How many student points is [Johdatus logiikkaan 1](course)\n- Student points [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](course)\n- Student credits [Biostatistics](course)\n- ECTS [Syventävä projekti, syksyllä 2018 alkava](course)\n- [Nimistöntutkimus](course) ECTS\n- [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course) course points\n- [Russia beyond Russia. Case Study Finland](course) student points\n- [Lausekielinen ohjelmointi I](course) points\n- [Graduseminaari (Junkkari)](course) amount of points\n- [Venäjä IV](course) credits\n- [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](course) the amount of ECTS\n- How many points [ABC of Scientific Communication](course) is\n- How many ECTS [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](course) will be\n- Credits [Graduseminaari (Ruohonen)](course)\n- How many credits can I get from [Opetus, ohjaus, oppiminen - Luennot (1 op) EDUn opiskelijoille TAI luennot (1 op) ja kirjatentti (4 op) opintojakson valinnaisena suorittaville](course)\n- How many ECTS can I get from [Systems biology methods](course)\n- How many student points can I get from [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](course)\n- I want to know how many credits can I get from [Vaihtuva-alainen kurssi: Oppimisvaikeudet](course)\n- I want to know how many ECTS can I get from [Liikunta - Liikuntapedagogiikan perusteet - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- I want to know how many student points can I get from [Yritysverotus](course)\n- I want to know the amount of student points [Orientoivat opinnot ja HOPS](course)- How many points [Perspectives to sustainable organisational and societal change](course)\n- How many credits [Työn taloustiede](course)\n- How many ECTS [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](course)\n- How many student credits [Sosiaalityön harjoittelu + kehittämistyön harjoittelu - STYS2B2 Harjoitteluseminaari](course)\n- How many student points [Kulttuuripsykologian perusteet](course)\n- How many student credits from [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course)\n- How many student points from [Julkisyhteisöjen kirjanpito ja tilinpäätös(course)\n- How many ECTS from [Networks in Service Business](course)\n- How many student credits is [Case study: Examining leadership challenges](course)\n- How many points is [Studies of expansive learning: Foundations, findings and challenges](course)\n- How many credits is [Political Economy](course)\n- How many ECTS is [Bioinformatics tools (spring 2019)](course)\n- How many student credits is [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](course)\n- How many student points is [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi) / KTM-tutkinto](course)\n- Student points [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](course)\n- Student credits [Terveystiedon asiantuntijuus (sähköinen tentti)](course)\n- ECTS [Valokuva historian tekijänä](course)\n- [Political Systems Outside of Europe (book exam/essay)](course) ECTS\n- [PlayLab! Game Journalism Project](course) course points\n- [Finnish Society and Culture (spring)](course) student points\n- [Talous ja yhteiskunta](course) points\n- [Tieteellinen kirjoittaminen (SOC)](course) amount of points\n- [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](course) credits\n- [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](course) the amount of ECTS\n- How many points [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](course) is\n- How many ECTS [Tekninen viestintä ja informaation suunnittelu](course) will be\n- Credits [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course)\n- How many credits can I get from [Orientation - Orientation to studying in the Computational Big Data Analytics programme](course)\n- How many ECTS can I get from [Käytännön opetus ja ohjaus](course)\n- How many student points can I get from [Seminaari](course)\n- I want to know how many credits can I get from [Kansainvälinen yhteisö (kirjatentti/essee)](course)\n- I want to know how many ECTS can I get from [Introduction to Statistics (Tampere Summer School)](course)\n- I want to know how many student points can I get from [Introduction to research methods in public administration](course)\n- I want to know the amount of student points [Radiojournalismi](course)- How many points [Media and the Arctic (POMLFCS3)](course)\n- How many credits [Suunnittelu ja kehittäminen hoitotyön johtamisessa](course)\n- How many ECTS [Feministiset politiikat ja asiantuntijuus](course)\n- How many student credits [Sanastotyö](course)\n- How many student points [Seminaari](course)\n- How many student credits from [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course)\n- How many student points from [Individual project course(course)\n- How many ECTS from [Kognitiivinen neurotiede II](course)\n- How many student credits is [Children, young people, politics and participation](course)\n- How many points is [Rahoituksen jatkokurssi](course)\n- How many credits is [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- How many ECTS is [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- How many student credits is [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](course)\n- How many student points is [Dialogue: Constructive Talk at Work](course)\n- Student points [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat( luennot)](course)\n- Student credits [Johdatus hallintotieteeseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- ECTS [Case study: Examining leadership challenges](course)\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](course) ECTS\n- [Konfliktinratkaisu (kirjatentti/essee)](course) course points\n- [Peace, Security and International Institutions (book exam/essay)](course) student points\n- [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](course) points\n- [Organisational Change Dynamics and Management](course) amount of points\n- [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course) credits\n- [Valtio-opin johdantokurssi](course) the amount of ECTS\n- How many points [Eliittiteoriat ja -tutkimus](course) is\n- How many ECTS [Minuus, identiteetti ja sosiaalinen konteksti](course) will be\n- Credits [Johdatus kulttuurisosiologiaan](course)\n- How many credits can I get from [Macroprudential Policy and Financial Stability](course)\n- How many ECTS can I get from [Empiiristen tutkimusmenetelmien yleisesitykset (kirjatentti/essee)](course)\n- How many student points can I get from [Monimuuttujamenetelmien perusteet](course)\n- I want to know how many credits can I get from [Reading Waste](course)\n- I want to know how many ECTS can I get from [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](course)\n- I want to know how many student points can I get from [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course)\n- I want to know the amount of student points [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](course)- How many points [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](course)\n- How many credits [Liike-elämän ruotsia I](course)\n- How many ECTS [Sociolinguistics](course)\n- How many student credits [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course)\n- How many student points [Strategisen markkinoinnin caset](course)\n- How many student credits from [Julkisen hallinnon reformit ja muutos](course)\n- How many student points from [Software Project Management, Theory(course)\n- How many ECTS from [Digitaalinen historia](course)\n- How many student credits is [Academic Presentations](course)\n- How many points is [Kirjallinen viestintä I - Sanasto- ja rakenneharjoitukset](course)\n- How many credits is [Terveystiedon didaktiikan perusteet](course)\n- How many ECTS is [Regression analysis](course)\n- How many student credits is [Algebra 1A](course)\n- How many student points is [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](course)\n- Student points [Moniammatilliset oppimisyhteisöt - Seminaari](course)\n- Student credits [Universal Basic Income](course)\n- ECTS [Arviointimenetelmät](course)\n- [Rakennebiologia](course) ECTS\n- [Tuutorina toimiminen](course) course points\n- [Sosiaalityön toimintaympäristöt (kirjatentti)](course) student points\n- [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](course) points\n- [Political Systems Outside of Europe (book exam/essay)](course) amount of points\n- [Bachelor's Thesis Seminar - seminar in English](course) credits\n- [Johdon laskentatoimen perusteet (avoin yliopisto-opetus)](course) the amount of ECTS\n- How many points [Kehittävä asiantuntijatyö organisaatioissa](course) is\n- How many ECTS [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](course) will be\n- Credits [Accounting Information Systems](course)\n- How many credits can I get from [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](course)\n- How many ECTS can I get from [Parhaat filosofiset artikkelit](course)\n- How many student points can I get from [Medical English - Introduction to Scientific Writing](course)\n- I want to know how many credits can I get from [Espanja IV](course)\n- I want to know how many ECTS can I get from [Government and Society: Inequality](course)\n- I want to know how many student points can I get from [Terveys ja talous](course)\n- I want to know the amount of student points [Kuvataiteen vaihtuvateemainen opintojakso/Elokuva mediakasvatuksen välineenä](course)- How many points [Research seminar for postgraduate studies](course)\n- How many credits [Julkisoikeuden perusteet (järjestäjä TAMK)](course)\n- How many ECTS [Kandidaattiseminaari (JATKAVA, Nevala)](course)\n- How many student credits [Pohjoismaiden yhteiskuntaolot ja kulttuurit](course)\n- How many student points [Terveys, arki ja toimijuus, luennot](course)\n- How many student credits from [Todennäköisyyslaskenta](course)\n- How many student points from [Proseminaari (ryhmä 2)(course)\n- How many ECTS from [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](course)\n- How many student credits is [Introduction to Pharmacology and Drug Modelling](course)\n- How many points is [Media and the Arctic](course)\n- How many credits is [Venäjän kulttuuri](course)\n- How many ECTS is [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course)\n- How many student credits is [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](course)\n- How many student points is [Laskentatoimen teoria ja IFRS II](course)\n- Student points [Pohjoismaisten kielten lähtötasokoe](course)\n- Student credits [Lääketieteellisen tutkimuksen etiikka](course)\n- ECTS [Planning, Managing and Completing Your Doctoral Thesis](course)\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](course) ECTS\n- [Innovation Project (2018-I)](course) course points\n- [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](course) student points\n- [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](course) points\n- [Kansainvälisen politiikan menetelmäseminaari (kirjatentti)](course) amount of points\n- [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](course) credits\n- [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](course) the amount of ECTS\n- How many points [Becoming an Efficient Researcher](course) is\n- How many ECTS [Romanticism and Its Legacy](course) will be\n- Credits [Symbols that move us - popular culture/deep culture](course)\n- How many credits can I get from [Translating and Editing for Publication](course)\n- How many ECTS can I get from [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course)\n- How many student points can I get from [Nuorisotyö ja nuorten elämänkulku](course)\n- I want to know how many credits can I get from [Asiantuntijan puheviestintä ja vuorovaikutusosaaminen](course)\n- I want to know how many ECTS can I get from [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- I want to know how many student points can I get from [Poliittiset instituutiot ja prosessit (kirjatentti/essee)](course)\n- I want to know the amount of student points [Basics II: Intermediate Czech I](course)- How many points [Venäjä I](course)\n- How many credits [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](course)\n- How many ECTS [Terveydenhuollon koulutuspolitiikka](course)\n- How many student credits [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course)\n- How many student points [Arviointimenetelmät](course)\n- How many student credits from [Civil Society and Political Participation (book exam/essay)](course)\n- How many student points from [Laajentava harjoittelu(course)\n- How many ECTS from [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](course)\n- How many student credits is [Johdon laskentatoimen jatkokurssi](course)\n- How many points is [Responsible Business and Social Accounting (Lectures)](course)\n- How many credits is [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course)\n- How many ECTS is [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](course)\n- How many student credits is [Syntyvyys, hoiva, sukupolvi](course)\n- How many student points is [Ainedidaktiikka I](course)\n- Student points [Menetelmäopinnot / Kielentutkimuksen metodit](course)\n- Student credits [Mediatutkimuksen valinn. jakso: Ääni, teknologia ja kulttuuri](course)\n- ECTS [Immunologian perusteet](course)\n- [Orientation - Orientation to studying in the Degree Programme](course) ECTS\n- [Oikeudellisen tutkimuksen perusteet](course) course points\n- [Lapset ympäristönsä tutkijoina - Käsityö](course) student points\n- [Toisen kielen oppiminen ja opetus](course) points\n- [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](course) amount of points\n- [Introduction to Statistics](course) credits\n- [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](course) the amount of ECTS\n- How many points [Poliittinen filosofia (kirjatentti/essee)](course) is\n- How many ECTS [Liike-elämän ruotsia I](course) will be\n- Credits [Genetics and Pathogenesis of Common Killers](course)\n- How many credits can I get from [Studia generalia: Lastenkirja kääntäjän kädessä](course)\n- How many ECTS can I get from [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](course)\n- How many student points can I get from [Journalistinen kieli - Kielenhuolto, lauseoppi](course)\n- I want to know how many credits can I get from [Kielioppi II/Språkets strukturer II](course)\n- I want to know how many ECTS can I get from [Sopimusoikeus](course)\n- I want to know how many student points can I get from [Foundations of English Business Communication](course)\n- I want to know the amount of student points [Käsitteellinen mallintaminen I](course)- How many points [Puheviestinnän tutkimuskurssi](course)\n- How many credits [Monikulttuurisuus ja koulutuspolitiikka - Seminaari](course)\n- How many ECTS [Espanjan kielioppi II/Gramática española II](course)\n- How many student credits [Tekninen kirjoittaminen (englanti)](course)\n- How many student points [Tieteellinen kirjoittaminen](course)\n- How many student credits from [Seminaari](course)\n- How many student points from [Terve ja turvallinen kouluyhteisö(course)\n- How many ECTS from [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course)\n- How many student credits is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Etnografia](course)\n- How many points is [Tietojärjestelmän suunnittelun perusteet](course)\n- How many credits is [Kieli käyttöön/Språket i bruk](course)\n- How many ECTS is [Orientaatio tutkielman tekemiseen -](course)\n- How many student credits is [Johdatus länsimaiseen kirjallisuushistoriaan - luennot](course)\n- How many student points is [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](course)\n- Student points [Making sense of globalization - Theorizing beyond the nation-state - Lectures + essay](course)\n- Student credits [Tutkielmapiiri](course)\n- ECTS [Introduction to International Criminal Justice System](course)\n- [Scientific Writing - Module A - Writing Clinic](course) ECTS\n- [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](course) course points\n- [Johtaminen ja organisaatiot II](course) student points\n- [Espanja IV](course) points\n- [Tilastotieteen johdantokurssi, iltaryhmä](course) amount of points\n- [Terveys, arki ja toimijuus, luennot](course) credits\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Laadullisen aineiston analyysi](course) the amount of ECTS\n- How many points [Practical Observation and Reflection of ECEC - Observation, written tasks, report](course) is\n- How many ECTS [Johdatus vuorovaikutteiseen teknologiaan](course) will be\n- Credits [Johdatus Suomen kirjallisuushistoriaan - luennot](course)\n- How many credits can I get from [Liberalismi ja demokratia](course)\n- How many ECTS can I get from [Sosiaalipolitiikka (lähi- ja monimuotokurssi)](course)\n- How many student points can I get from [Matematiikan gradustartti](course)\n- I want to know how many credits can I get from [Tekstin tekemisen perusteet](course)\n- I want to know how many ECTS can I get from [Rahoitusekonometria](course)\n- I want to know how many student points can I get from [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](course)\n- I want to know the amount of student points [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](course)- How many points [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (2. periodi)](course)\n- How many credits [Orientation](course)\n- How many ECTS [Statistical Modeling 1](course)\n- How many student credits [Environmental History and Cultural Ecology of Russia (VENS20)](course)\n- How many student points [Valinnainen jakso: Radioprojekti (kevät)](course)\n- How many student credits from [Hallintotieteen teoriat ja käsitteet](course)\n- How many student points from [Nykyajan filosofia(course)\n- How many ECTS from [Media and Globalization - Lectures + essay](course)\n- How many student credits is [Rahoituksen perusteet](course)\n- How many points is [International Political Economy](course)\n- How many credits is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaopiskelijat](course)\n- How many ECTS is [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- How many student credits is [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - Kasvatustieteellinen luku- ja kirjoitustaito](course)\n- How many student points is [Monikielinen käännöstyöpaja](course)\n- Student points [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Student credits [Dialogitulkkaus / Dialogdolmetschen](course)\n- ECTS [Gender in Society](course)\n- [Kandidaattiseminaari (JATKAVA, Nenonen)](course) ECTS\n- [Työelämän korttipakka](course) course points\n- [Kohti matematiikan opettajuutta 2 (TTY)](course) student points\n- [Kertomuksen vaarat](course) points\n- [Bioinformatics](course) amount of points\n- [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course) credits\n- [Bioinformatics project](course) the amount of ECTS\n- How many points [European Integration and Disintegration (BOOK EXAM POLKVS32)](course) is\n- How many ECTS [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course) will be\n- Credits [Deutsch im Alltag und Studium](course)\n- How many credits can I get from [Johdatus kirjallisuuden poetiikkaan](course)\n- How many ECTS can I get from [Personal Study Planning](course)\n- How many student points can I get from [Tutkielmaseminaari (logopedia)](course)\n- I want to know how many credits can I get from [Kognitiivinen neurotiede I](course)\n- I want to know how many ECTS can I get from [Medioitu vuorovaikutus](course)\n- I want to know how many student points can I get from [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](course)\n- I want to know the amount of student points [Literature and Urban Space](course)- How many points [Postcolonial Literature](course)\n- How many credits [Sidosryhmäteoria ja -johtaminen](course)\n- How many ECTS [Pro gradu -tutkielma ja -seminaari](course)\n- How many student credits [Kandidaatintutkielma](course)\n- How many student points [Genes and Genomes](course)\n- How many student credits from [Business, Society and Nature (Independent study) Autumn 2018](course)\n- How many student points from [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers(course)\n- How many ECTS from [Sukupuoli, perhe ja yhteiskunta](course)\n- How many student credits is [Pääoma-lukuseminaari](course)\n- How many points is [Vuorovaikutuksen perusteet](course)\n- How many credits is [Speakers Series](course)\n- How many ECTS is [Markkinoinnin teoria](course)\n- How many student credits is [Regression analysis](course)\n- How many student points is [Statistics](course)\n- Student points [Terveystiedon didaktiikan perusteet](course)\n- Student credits [SPSS:n perusteet, kevät](course)\n- ECTS [EU:n ulkosuhteiden erityiskysymykset: turvallisuus, talous ja arvot (kirjatentti/essee)](course)\n- [Saksan kielen valmentava kurssi - Interkulturelles Training](course) ECTS\n- [Espanjan historia ja kirjallisuus - Historia y literatura de España](course) course points\n- [Julkisen toiminnan tuloksellisuuden arviointi](course) student points\n- [Sosiaalioikeus I](course) points\n- [Molekulaarinen solubiologia](course) amount of points\n- [Pro gradu -tutkielma ja -seminaari, tammikuussa 2018 aloittaneet ryhmät](course) credits\n- [Johdon laskentatoimen jatkokurssi](course) the amount of ECTS\n- How many points [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](course) is\n- How many ECTS [Kiina I](course) will be\n- Credits [Laskentatoimi ja talousjohtaminen](course)\n- How many credits can I get from [Moniammatilliset johtamisopinnot](course)\n- How many ECTS can I get from [Variety in Present-day English](course)\n- How many student points can I get from [Kehityspsykologia I](course)\n- I want to know how many credits can I get from [Maisteriopintojen esittely - TIM](course)\n- I want to know how many ECTS can I get from [Foundations of English Business Communication (RPL) / näyttökoe](course)\n- I want to know how many student points can I get from [Tieteellinen kirjoittaminen](course)\n- I want to know the amount of student points [Valokuva historian tekijänä](course)- How many points [Cancer Biology](course)\n- How many credits [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- How many ECTS [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](course)\n- How many student credits [Terveystieteiden tilastolliset tutkimusmenetelmät](course)\n- How many student points [Latinalaisen Amerikan historia ja kirjallisuus - Historia y literatura de Latinoamérica](course)\n- How many student credits from [Saksan kielen valmentava kurssi - Interkulturelles Training](course)\n- How many student points from [Soveltava projekti - projekti(course)\n- How many ECTS from [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- How many student credits is [Research on Society and Organisations](course)\n- How many points is [Innovation Project (2018-II)](course)\n- How many credits is [Master's Seminar and Thesis](course)\n- How many ECTS is [Laboroinnin perusteet](course)\n- How many student credits is [Journalism Start-Ups and Enterpreneurialism](course)\n- How many student points is [Moniammatilliset johtamisopinnot](course)\n- Student points [Research work](course)\n- Student credits [PlayLab! Game Journalism Project](course)\n- ECTS [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](course)\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](course) ECTS\n- [Johdatus länsimaiseen kirjallisuushistoriaan - luennot](course) course points\n- [Work and Health](course) student points\n- [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](course) points\n- [Media, Information and Democracy](course) amount of points\n- [Ohjelmistotuotannon käytännöt](course) credits\n- [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course) the amount of ECTS\n- How many points [Nordic Model: Nordic Welfare Societies](course) is\n- How many ECTS [Matematiikan peruskäsitteitä](course) will be\n- Credits [Julkistalouden valvonta ja tarkastus](course)\n- How many credits can I get from [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course)\n- How many ECTS can I get from [Perusharjoittelu](course)\n- How many student points can I get from [Tuutorivastaavana toimiminen - Projekti/käytännön työ](course)\n- I want to know how many credits can I get from [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](course)\n- I want to know how many ECTS can I get from [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](course)\n- I want to know how many student points can I get from [Kasvatushistoria, kirjatentti, Seinäjoki](course)\n- I want to know the amount of student points [Tila, teknologia ja toiminta - essee](course)- How many points [Toiminnanohjausjärjestelmät (ERP)](course)\n- How many credits [Puhetekniikan ja äänenkäytön perusteet](course)\n- How many ECTS [Espanjan kielioppi II/Gramática española II](course)\n- How many student credits [KEB-21101 Mikrobiologia](course)\n- How many student points [Research in Practice](course)\n- How many student credits from [Ammattimainen tekstintarkistus](course)\n- How many student points from [Ihmisoikeudet ja kansainvälinen yhteisö (kirjatentti/essee)(course)\n- How many ECTS from [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- How many student credits is [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](course)\n- How many points is [Yhteiskunnalliset kiistat ja niiden hallinta (esseesuoritusvaihtoehto)](course)\n- How many credits is [Kielen kehitys](course)\n- How many ECTS is [Kääntäminen äidinkieleen](course)\n- How many student credits is [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)](course)\n- How many student points is [Basics of Project Management](course)\n- Student points [Yrityksen taloustieteellisen tutkimuksen perusteet](course)\n- Student credits [Analyysi A](course)\n- ECTS [Terveys, arki ja toimijuus, luennot](course)\n- [Social Constructionism](course) ECTS\n- [Identity and Lifecourse - Lectures, reading groups and essay](course) course points\n- [Vanhat ja uudet klassikot (kirjatentti/essee)](course) student points\n- [Satututkimuksen lukupiiri](course) points\n- [Sosiaalinen maailma](course) amount of points\n- [Lapset ympäristönsä tutkijoina - Ympäristökasvatus](course) credits\n- [Rauhan- ja konfliktintutkimus (kirjatentti/essee)](course) the amount of ECTS\n- How many points [Kehittävä asiantuntijatyö organisaatioissa](course) is\n- How many ECTS [Äärellisten mallien teorian seminaari (Finite model theory seminar)](course) will be\n- Credits [Projektin suunnittelu ja johtaminen](course)\n- How many credits can I get from [Basics of Project Management](course)\n- How many ECTS can I get from [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](course)\n- How many student points can I get from [Vastuullisen liiketoiminnan case-kurssi](course)\n- I want to know how many credits can I get from [Research on Public Management and Organizations](course)\n- I want to know how many ECTS can I get from [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.3.2019](course)\n- I want to know how many student points can I get from [Viron peruskurssi](course)\n- I want to know the amount of student points [Tiedon organisointi ja informaatioarkkitehtuuri](course)- How many points [Verkostoitunut maailma](course)\n- How many credits [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (2. periodi)](course)\n- How many ECTS [Master´s Thesis and Seminar - for the group that started in 2018](course)\n- How many student credits [Academic Presentations](course)\n- How many student points [English Word Formation](course)\n- How many student credits from [Writing for Research (online course)](course)\n- How many student points from [Kandidaattiseminaari (JATKAVA, Nenonen)(course)\n- How many ECTS from [Big Data Entity Resolution](course)\n- How many student credits is [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course)\n- How many points is [Yhteisöviestintä kunta- ja aluejohtamisessa](course)\n- How many credits is [Jatkokoulutusseminaari](course)\n- How many ECTS is [Kandidaatintutkielma ja seminaari, syksy 2018](course)\n- How many student credits is [SOTEPO - Tohtorikoulutusseminaari (Sos.- ja terv.pol., tervh.tutk., terv.huollon joht.)](course)\n- How many student points is [Human-Technology Interaction Project Work](course)\n- Student points [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](course)\n- Student credits [Hoitotieteen tohtorikoulutusseminaari](course)\n- ECTS [Kääntämisen ja tulkkauksen teoria ja käytäntö - Käännösteoria](course)\n- [Orientation to study in the Programme](course) ECTS\n- [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course) course points\n- [Kandidaattiseminaari](course) student points\n- [Kehityspsykologia II](course) points\n- [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](course) amount of points\n- [Seminaari (Kunelius) jatkuu keväältä](course) credits\n- [Poverty in the world: Hunger, inequalities and action](course) the amount of ECTS\n- How many points [Venäjä III](course) is\n- How many ECTS [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course) will be\n- Credits [Keskustelunanalyysi (verkkokurssi), syksy 2018](course)\n- How many credits can I get from [Johdatus politiikan teoriaan (kirjatentti/essee)](course)\n- How many ECTS can I get from [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](course)\n- How many student points can I get from [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](course)\n- I want to know how many credits can I get from [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course)\n- I want to know how many ECTS can I get from [Ruututekstikääntämisen peruskurssi](course)\n- I want to know how many student points can I get from [SGN-53007 Computational Diagnostics](course)\n- I want to know the amount of student points [Käsityöilmaisu - projekti/käytännön työ ja portfolio](course)- How many points [Historiankirjoituksen historia](course)\n- How many credits [Speakers Series](course)\n- How many ECTS [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](course)\n- How many student credits [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course)\n- How many student points [Foundations of Games and Internet Research](course)\n- How many student credits from [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- How many student points from [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot(course)\n- How many ECTS from [Seminaari](course)\n- How many student credits is [Seminaari II](course)\n- How many points is [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course)\n- How many credits is [Työhyvinvointi (itsenäinen suoritustapa)](course)\n- How many ECTS is [Käsityömuotoilu - projekti/käytännön työ ja protfolio](course)\n- How many student credits is [Sosiaalipsykologia (verkkokurssi)](course)\n- How many student points is [Syventävä projekti, syksyllä 2018 alkava](course)\n- Student points [Kandidaattiseminaari ja tutkielma (markkinointi) - syksy 2018](course)\n- Student credits [Käännösteknologian harjoituskurssi](course)\n- ECTS [Comparative Criminal Justice](course)\n- [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](course) ECTS\n- [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](course) course points\n- [Sosiaalityön toimintaympäristöt (kirjatentti)](course) student points\n- [Ympäristökasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) points\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](course) amount of points\n- [Basics of Marketing and Sales -](course) credits\n- [Usean muuttujan differentiaalilaskenta](course) the amount of ECTS\n- How many points [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](course) is\n- How many ECTS [Ethnographic Research](course) will be\n- Credits [Developing and implementing European Public Sector Accounting modules](course)\n- How many credits can I get from [Academic Writing](course)\n- How many ECTS can I get from [Palvelut ja hyvinvointivaltion murros](course)\n- How many student points can I get from [Julkisyhteisöjen kirjanpito ja tilinpäätös](course)\n- I want to know how many credits can I get from [Research Methods in HTI](course)\n- I want to know how many ECTS can I get from [Syntax](course)\n- I want to know how many student points can I get from [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course)\n- I want to know the amount of student points [Empiirinen projekti](course)- How many points [Tekoäly ja vakuutustoiminta/ Vakuutustieteen vaihtuvasisältöinen kurssi](course)\n- How many credits [Tilintarkastusoikeus - kirjatentti](course)\n- How many ECTS [Terveystiedon didaktiikan perusteet](course)\n- How many student credits [Finnish Survival Course](course)\n- How many student points [Saksa III](course)\n- How many student credits from [Political Institutions and Processes (book exam/essay)](course)\n- How many student points from [Julkisten palvelujen johtaminen(course)\n- How many ECTS from [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course)\n- How many student credits is [Yritysjuridiikan perusteet](course)\n- How many points is [WWW Programming](course)\n- How many credits is [Lastenkirjallisuus ja draama / Luennot - 3.vsk + 1.vsk ryhmät 6 ja 7](course)\n- How many ECTS is [Tilastollisen päättelyn perusteet](course)\n- How many student credits is [Kieli käyttöön/Språket i bruk](course)\n- How many student points is [Academic Presentations](course)\n- Student points [Kulttuurien kohtaaminen](course)\n- Student credits [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](course)\n- ECTS [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](course)\n- [BMT-70100 Kudosteknologian perusteet](course) ECTS\n- [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](course) course points\n- [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course) student points\n- [Academic Presentations](course) points\n- [Tietojenkäsittelytieteiden opintojakso TTY:ltä](course) amount of points\n- [Writing Scientific Journal Articles](course) credits\n- [Lähtötasokoe - Kirjallinen tentti](course) the amount of ECTS\n- How many points [Structure of English III: Grammar and Context](course) is\n- How many ECTS [Antropologian osa-alueet](course) will be\n- Credits [Arvonlisäverotuksen syventävä opintojakso](course)\n- How many credits can I get from [Lähtötasokoe / Schwellentest](course)\n- How many ECTS can I get from [Yrityksen johtamisen perusteet](course)\n- How many student points can I get from [Maisteriopintojen esittely - CBDA](course)\n- I want to know how many credits can I get from [Matemaattiset ohjelmistot (luentokurssi)](course)\n- I want to know how many ECTS can I get from [Tietokantojen perusteet (Hervannan kampus)](course)\n- I want to know how many student points can I get from [Ryhmät ja ryhmien väliset suhteet](course)\n- I want to know the amount of student points [Scottish Literature](course)- How many points [Basics I: Basics of Czech language II](course)\n- How many credits [Verkkojulkaisemisen perusteet - kevät 2019](course)\n- How many ECTS [Mikrotalousteoria I](course)\n- How many student credits [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course)\n- How many student points [Introduction to Bayesian Analysis 1](course)\n- How many student credits from [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi)](course)\n- How many student points from [Lastenkirjallisuus ja draama / Luennot - 3.vsk + 1.vsk ryhmät 6 ja 7(course)\n- How many ECTS from [Populaarikulttuuri ja -kirjallisuus](course)\n- How many student credits is [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](course)\n- How many points is [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi (keväällä 2018 opintokokonaisuuden aloittaneille)](course)\n- How many credits is [Orientoivat opinnot - Alkuorientaatio](course)\n- How many ECTS is [Diskutera som specialist](course)\n- How many student credits is [Korkeakoulut ja korkeakoulutus tutkimuksen kohteena - Kirjallinen tentti](course)\n- How many student points is [Oman äänen analyysi ja harjoittaminen](course)\n- Student points [MED Research Day](course)\n- Student credits [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](course)\n- ECTS [Soveltava projekti - projekti](course)\n- [Study Skills and Personal Study Planning - Basics of Information Literacy](course) ECTS\n- [Projektiharjoittelu](course) course points\n- [Tieteellisen tiedonhankinnan perusteet (venäjä) -](course) student points\n- [Algebra 1A](course) points\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Design-tutkimus](course) amount of points\n- [Puheviestintä ja hyvinvointi](course) credits\n- [Vapaaehtoistyössä toimiminen](course) the amount of ECTS\n- How many points [Yhteisöllinen kehittämistehtävä](course) is\n- How many ECTS [Bioinformatics](course) will be\n- Credits [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](course)\n- How many credits can I get from [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- How many ECTS can I get from [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- How many student points can I get from [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](course)\n- I want to know how many credits can I get from [Human Mobility in Peace and Conflict Research](course)\n- I want to know how many ECTS can I get from [Tietokantojen perusteet](course)\n- I want to know how many student points can I get from [Opetusharjoittelu](course)\n- I want to know the amount of student points [Mielenterveys, yhteiskunta ja sukupuoli](course)- How many points [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](course)\n- How many credits [Julkisyhteisöjen kirjanpito ja tilinpäätös](course)\n- How many ECTS [Business Ethics (Lectures)](course)\n- How many student credits [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](course)\n- How many student points [Doctoral Studies](course)\n- How many student credits from [Tekoälyn filosofia](course)\n- How many student points from [Euroopan integraation tutkimus (kirjatentti/essee)(course)\n- How many ECTS from [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](course)\n- How many student credits is [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- How many points is [Tragedy of the Commons? Problems and Solutions](course)\n- How many credits is [Julkisen talousjohtamisen tietojärjestelmät](course)\n- How many ECTS is [[CANCELLED] Editing Project](course)\n- How many student credits is [Basics II: Intermediate Czech I](course)\n- How many student points is [Project Work (Fall term 2018)](course)\n- Student points [Orientation - Orientation to studying in the Degree Programme](course)\n- Student credits [Itsenäinen projekti: Opintopassi](course)\n- ECTS [Introduction to Political Theory (book exam/essay)](course)\n- [Introduction to Academic English (diverse learners)](course) ECTS\n- [Nuorisotutkimuksen ajankohtaisia kysymyksiä](course) course points\n- [Player and User Studies](course) student points\n- [Esiintyminen](course) points\n- [Digitaalinen historia](course) amount of points\n- [Quantitative Research Methods and Comparative Research Design (Global Society students)](course) credits\n- [Soluviljely (1. vuosikurssin opiskelijoille)](course) the amount of ECTS\n- How many points [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](course) is\n- How many ECTS [Lesen, Verstehen, Schreiben](course) will be\n- Credits [Kandidaattiseminaari (JATKAVA, Katermaa)](course)\n- How many credits can I get from [Management Accounting and Human Behaviour](course)\n- How many ECTS can I get from [Introduction to Web Publishing (Tampere Summer School 2018)](course)\n- How many student points can I get from [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)\n- I want to know how many credits can I get from [Maisteriopintojen esittely - TIM](course)\n- I want to know how many ECTS can I get from [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](course)\n- I want to know how many student points can I get from [Professional Writing (online course)](course)\n- I want to know the amount of student points [Yhteisöllinen kehittämistehtävä](course)- How many points [Vero-oikeuden perusteet](course)\n- How many credits [Psykologiharjoittelu](course)\n- How many ECTS [Kansainvälinen verotus](course)\n- How many student credits [Verkkopalvelujen informaatioarkkitehtuuri](course)\n- How many student points [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](course)\n- How many student credits from [Tekstin tekemisen perusteet](course)\n- How many student points from [Translating and Editing for Publication(course)\n- How many ECTS from [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](course)\n- How many student credits is [Biokemian työt: Proteiinit](course)\n- How many points is [Translation II Finnish-English](course)\n- How many credits is [Orientoivat opinnot ja HOPS (suomen kieli)](course)\n- How many ECTS is [Information Visualization](course)\n- How many student credits is [Esimiestyö (syksy 2018)](course)\n- How many student points is [Ruututekstikääntämisen peruskurssi](course)\n- Student points [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Student credits [Taidehistoria ja näyttelypedagogiikka -](course)\n- ECTS [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](course)\n- [Open Educational Resources - Lectures, seminars etc. in other universities or institutions](course) ECTS\n- [Ajankohtaiset ilmiöt hallintotieteissä - Itsenäinen työskentely](course) course points\n- [Saksa III](course) student points\n- [Sustainable business practices (Independent study)](course) points\n- [Yksilön työhyvinvointi](course) amount of points\n- [Personal Study Planning](course) credits\n- [Vuorovaikutuksen perusteet](course) the amount of ECTS\n- How many points [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot (kirjallinen tentti ja essee)](course) is\n- How many ECTS [Missä mennään Mead? -seminaari](course) will be\n- Credits [Yritysetiikka (verkkokurssi)](course)\n- How many credits can I get from [Saksankielisten maiden kulttuurihistoria / Kulturgeschichte der deutschsprachigen Länder](course)\n- How many ECTS can I get from [Saksa III](course)\n- How many student points can I get from [Terveydenhuollon koulutuspolitiikka](course)\n- I want to know how many credits can I get from [Viron peruskurssi](course)\n- I want to know how many ECTS can I get from [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](course)\n- I want to know how many student points can I get from [Vieraan kielen taito, jatkotaso](course)\n- I want to know the amount of student points [Simultaanitulkkaus I englanti-suomi-englanti](course)- How many points [Tulkin oikeustieto I](course)\n- How many credits [Liiketoimintaympäristön taloustiede](course)\n- How many ECTS [Äärellisten mallien teorian seminaari (Finite model theory seminar)](course)\n- How many student credits [Basics of programming and algorithms for bioinformatics](course)\n- How many student points [Tutkimustyön perusteet - b) Tutkimusmenetelmät](course)\n- How many student credits from [Gerontologian tohtorikoulutusseminaari](course)\n- How many student points from [International Political Economy (book exam/essay)(course)\n- How many ECTS from [Poliittinen kommunikaatio ja retoriikka (kirjatentti/essee)](course)\n- How many student credits is [Sisäinen valvonta ja sisäinen tarkastus](course)\n- How many points is [Uuden ajan alun ryhmä](course)\n- How many credits is [Vanhempien aikojen tutkijaseminaari](course)\n- How many ECTS is [Inklusiivinen pedagogiikka ja oppimisen tukeminen](course)\n- How many student credits is [Romanian kielen alkeet / Basic Course in Romanian](course)\n- How many student points is [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](course)\n- Student points [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course)\n- Student credits [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](course)\n- ECTS [Yhtiöoikeus](course)\n- [Sosiaalityön harjoittelu](course) ECTS\n- [Perheen vuorovaikutus](course) course points\n- [Vauvasta vaariin. Ikä feministisessä tutkimuksessa](course) student points\n- [Media and Globalization - Seminar](course) points\n- [Tekoälyn filosofia](course) amount of points\n- [Radio Project](course) credits\n- [Laboroinnin perusteet](course) the amount of ECTS\n- How many points [Syömis- ja nielemishäiriöt](course) is\n- How many ECTS [Konfliktinratkaisu (kirjatentti/essee)](course) will be\n- Credits [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](course)\n- How many credits can I get from [Histoteknologian ja valomikroskopian perusteet](course)\n- How many ECTS can I get from [Structure of English I - Phonology and Pronunciation I](course)\n- How many student points can I get from [Introduction to Pharmacology and Drug Modelling](course)\n- I want to know how many credits can I get from [Orientation - Orientation to studying in the Computational Big Data Analytics programme](course)\n- I want to know how many ECTS can I get from [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](course)\n- I want to know how many student points can I get from [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 11.-12.4.2019](course)\n- I want to know the amount of student points [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)- How many points [Liikunta pedagogisena ilmiönä - B Liikunnan vaihtevat ympäristöt](course)\n- How many credits [Kunnallistalouden kirjanpito -](course)\n- How many ECTS [New Wars and How to Study Them (POMLFCS3)](course)\n- How many student credits [Valtio-opin johdantokurssi](course)\n- How many student points [Ranska II](course)\n- How many student credits from [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](course)\n- How many student points from [Usability Evaluation Methods(course)\n- How many ECTS from [Communication Skills in English - Academic Writing II](course)\n- How many student credits is [Foundations of Games and Internet Research](course)\n- How many points is [Käsityömuotoilu - projekti/käytännön työ ja protfolio](course)\n- How many credits is [Tutkimusprosessin hallinta tohtoriopinnoissa](course)\n- How many ECTS is [Digital Image Processing - Self-studying](course)\n- How many student credits is [Käännösviestintä I - Käännösviestintä I suomi-englanti](course)\n- How many student points is [Sosiaalityö terveydenhuollossa](course)\n- Student points [Kansalaisyhteiskunta ja poliittinen osallistuminen (kirjatentti/essee)](course)\n- Student credits [Orientaatio maisteriopintoihin](course)\n- ECTS [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](course)\n- [Opetusharjoittelu](course) ECTS\n- [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course) course points\n- [Conflict Resolution (book exam/essay)](course) student points\n- [Väestön vanheneminen, terveys ja hyvinvointi](course) points\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](course) amount of points\n- [Audiovisuaalisen kääntämisen seminaari / Kuvailutulkkaus](course) credits\n- [Harjoittelu](course) the amount of ECTS\n- How many points [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](course) is\n- How many ECTS [Pro gradu -seminaari ja -tutkielma (taloustiede) - Pro gradu -seminaari](course) will be\n- Credits [Käännösviestintä suomi-ruotsi/Översättning finska-svenska](course)\n- How many credits can I get from [Tilastotieteen johdantokurssi, kevät](course)\n- How many ECTS can I get from [Biomolekyylit](course)\n- How many student points can I get from [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](course)\n- I want to know how many credits can I get from [SPSS:n perusteet, kevät](course)\n- I want to know how many ECTS can I get from [Mediadiskurssi](course)\n- I want to know how many student points can I get from [Venäjän kielen rakenne - Morfologia](course)\n- I want to know the amount of student points [Developing and implementing European Public Sector Accounting modules](course)" }, { "alpha_fraction": 0.7551249265670776, "alphanum_fraction": 0.7716131210327148, "avg_line_length": 57.8188362121582, "blob_id": "8ccac59f65f5fc308bbe357dbbefbecbbaf31141", "content_id": "4101fd81e6c9b2e887f4ecb106e2eef8e56a800c", "detected_licenses": [ "Apache-2.0", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 965778, "license_type": "permissive", "max_line_length": 275, "num_lines": 16300, "path": "/rasaintentit/data/tunintentit3.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "<!--- Make sure to update this training data file with more training examples from https://forum.rasa.com/t/grab-the-nlu-training-dataset-and-starter-packs/903 --> \n\n\n\n## intent:bye <!--- The label of the intent --> \n- Bye \t\t\t<!--- Training examples for intent 'bye'--> \n- Goodbye\n- See you later\n- Bye bot\n- Goodbye friend\n- bye\n- bye for now\n- catch you later\n- gotta go\n- See you\n- goodnight\n- have a nice day\n- i'm off\n- see you later alligator\n- we'll speak soon\n\n## intent:greet\n- Hi\n- Hey\n- Hi bot\n- Hey bot\n- Hello\n- Good morning\n- hi again\n- hi folks\n- hi Mister\n- hi pal!\n- hi there\n- greetings\n- hello everybody\n- hello is anybody there\n- hello robot\n\n## intent:thank\n- Thanks\n- Thank you\n- Thank you so much\n- Thanks bot\n- Thanks for that\n- cheers\n- cheers bro\n- ok thanks!\n- perfect thank you\n- thanks a bunch for everything\n- thanks for the help\n- thanks a lot\n- amazing, thanks\n- cool, thanks\n- cool thank you\n\n## intent:affirm\n- yes\n- yes sure\n- absolutely\n- for sure\n- yes yes yes\n- definitely\n\n## intent:name\n- My name is [Alice](name) <!--- Square brackets contain the value of entity while the text inside the parentheses is a a label of the entity --> \n- I am [Josh](name)\n- I'm [Lucy](name)\n- People call me [Greg](name)\n- It's [David](name)\n- Usually people call me [Amy](name)\n- My name is [John](name)\n- You can call me [Sam](name)\n- Please call me [Linda](name)\n- Name name is [Tom](name)\n- I am [Richard](name)\n- I'm [Tracy](name)\n- Call me [Sally](name)\n- I am [Philipp](name)\n- I am [Charlie](name)\n\n## intent:startDate\n- When does [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](course) start\n- When does [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja sovellukset](course) start\n- When does [Filosofian historia](course) start\n- When does [Kirjallinen viestintä II / Schriftliche Kommunikation II](course) begin\n- When does [Saksa I](course) begin\n- When will [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course) begin\n- When will [Europe in transition](course) begin\n- When will [Kirjoitusviestintä / COMS](course) begin\n- When will [Musiikin perusteet / Harjoitukset - 1.vsk](course) begin\n- When does [Sosiaaliturvan ajankohtaisia kysymyksiä](course) begin\n- When will [Social Scientific Perspectives on Consumption (online course)](course) start\n- When will [Saksa III](course) start\n- When will [Arvonlisäverotus](course) start\n- When will [Embryology](course) start\n- When is [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](course)\n- [Terveyden edistämisen interventiot](course) when\n- When [Suomen kielen ja sen tutkimuksen historia](course)\n- [Kunnallisoikeus](course) start\n- [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) start date\n- [Cultural Transitions](course) starting date\n- [Sosiaalityön harjoittelu](course) begins\n- Tell me the start date of [Multi-level Governance and Europeanisation (book exam/essay)](course)\n- What day will [Käännösten suomi](course) start\n- When do I have [Teoria perhehoitotieteessä](course)\n- When do we have [Antropologian osa-alueet](course)\n- The start date of [Johdon laskentatoimen perusteet](course)\n- Start date for [Embryology](course)\n- Start of [Liike- ja työsopimukset](course)\n- I want to know when [Verkostoitunut maailma](course) starts\n- I want to know when will [Moniammatilliset oppimisyhteisöt - Luennot](course) start\n- I want to know the start date of [Software Project Management, Software Project Management (Spring term)](course)\n- I want to know when [Lesen, Verstehen, Schreiben](course) begin\n- Tell me the start date of [Pohjoismaisten kielten lähtötasokoe](course)\n- Tell me when [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course) begins\n- What day will [Advanced International Relations Research Methods (book exam/essay)](course) start\n- When does [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course) start\n- When does [Maisteriopintojen esittely - SDE](course) start\n- When does [Kandidaatintutkielma - Seminaari ja tutkielma](course) start\n- When does [Professional Writing (online course)](course) begin\n- When does [Monimuuttujamenetelmien perusteet](course) begin\n- When will [Introduction to Academic English (diverse learners)](course) begin\n- When will [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](course) begin\n- When will [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](course) begin\n- When will [Julkisen talousjohtamisen informaatio](course) begin\n- When does [Orientaatio tutkielman tekemiseen](course) begin\n- When will [Doctoral Studies](course) start\n- When will [Literary Theory and Methodology](course) start\n- When will [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu keväältä 2018)](course) start\n- When will [Special Issues in Design Research](course) start\n- When is [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- [History of English](course) when\n- When [Henkilöstöjohtaminen](course)\n- [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](course) start\n- [Research on Society and Organisations](course) start date\n- [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course) starting date\n- [Master´s Thesis and Seminar - for the group that started in 2017](course) begins\n- Tell me the start date of [Kasvatuksen historialliset ja filosofiset lähtökohdat - Luennot ja kirjallisuus](course)\n- What day will [Feministiset politiikat ja asiantuntijuus](course) start\n- When do I have [Business Models](course)\n- When do we have [Kuvataidekasvatus / Harjoitukset - 2.vsk](course)\n- The start date of [Opetus, ohjaus, oppiminen, monimuoto-opeus](course)\n- Start date for [Nuorten ja aikuisten mielenterveyden arviointi](course)\n- Start of [Kilpailuoikeus](course)\n- I want to know when [Tutkijan työpaja](course) starts\n- I want to know when will [Microfinance and development](course) start\n- I want to know the start date of [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](course)\n- I want to know when [Sosiaalipolitiikka (lähi- ja monimuotokurssi)](course) begin\n- Tell me the start date of [Scientific Writing - Module A - Writing Clinic](course)\n- Tell me when [Research seminar for postgraduate studies](course) begins\n- What day will [Asiantuntijan ja esimiehen työelämätaidot](course) start\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](course) start\n- When does [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course) start\n- When does [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](course) start\n- When does [Nationalismi ja poliittiset ideologiat](course) begin\n- When does [Puolueet ja vaalit (kirjatentti/essee)](course) begin\n- When will [Business Writing](course) begin\n- When will [Kestävän kehityksen käytäntöjä](course) begin\n- When will [Ranska II](course) begin\n- When will [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course) begin\n- When does [Rahatalous](course) begin\n- When will [Valtio-opin teoriat (kirjatentti/essee)](course) start\n- When will [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](course) start\n- When will [Making sense of globalization - Theorizing beyond the nation-state - seminar](course) start\n- When will [Advanced course in Czech language](course) start\n- When is [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, syksy 2018](course)\n- [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](course) when\n- When [Academic Presentations](course)\n- [Valtiosääntöoikeuden syventävä jakso](course) start\n- [Väitöskirja (tutkijaseminaarit)](course) start date\n- [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](course) starting date\n- [Itsenäinen projekti: Opintopassi](course) begins\n- Tell me the start date of [Tieteellinen kommunikaatio ja bibliometriikka](course)\n- What day will [Opintojen ohjattu suunnittelu](course) start\n- When do I have [Todennäköisyyslaskenta](course)\n- When do we have [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- The start date of [Academic Presentations](course)\n- Start date for [Civil Society and Political Participation (book exam/essay)](course)\n- Start of [Riskienhallinta](course)\n- I want to know when [Lähtötasokoe](course) starts\n- I want to know when will [Espanja IV](course) start\n- I want to know the start date of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.2.2019](course)\n- I want to know when [Government and Society: Inequality](course) begin\n- Tell me the start date of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](course)\n- Tell me when [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course) begins\n- What day will [Development, Education and Lifecourse](course) start\n- When does [Kandidaattiseminaari ja tutkielma (taloustiede) - kevät 2019](course) start\n- When does [Henkilöstöjohtaminen](course) start\n- When does [Orientaatio yhteiskuntatutkimuksen opintoihin](course) start\n- When does [Deviance and Social Control](course) begin\n- When does [Critical theory and social ontology](course) begin\n- When will [Näkökulmia kääntämiseen - Käännös-, rakenne- ja sanastoharjoitukset I / Perspektiven auf Übersetzen](course) begin\n- When will [Comparative Education Policy](course) begin\n- When will [Orientation - Orientation to studying in the Software Development programme](course) begin\n- When will [Ympäristö ja hyvinvointi](course) begin\n- When does [Sosiaalityön peruskurssi (kirjatentti)](course) begin\n- When will [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](course) start\n- When will [Tutkimustyön perusteet (syksy)](course) start\n- When will [Laadullinen tutkimus - menetelmät ja prosessi](course) start\n- When will [The Employment Protection in Russia](course) start\n- When is [Maisteriopintojen esittely - SDE](course)\n- [Social Scientific Perspectives on Consumption (online course)](course) when\n- When [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- [Maailmanpolitiikan tutkimus (kirjatentti/essee)](course) start\n- [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](course) start date\n- [Äänne- ja muoto-oppi](course) starting date\n- [Methods in Human-Centered Design](course) begins\n- Tell me the start date of [Käsitteellinen mallintaminen I](course)\n- What day will [Mediakulttuurit / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course) start\n- When do I have [Johdatus filosofian historiaan](course)\n- When do we have [Imagining Persia/Iran: Orientalism, Revolution and Diaspora](course)\n- The start date of [Research Mobility for Doctoral Researchers](course)\n- Start date for [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course)\n- Start of [Kuluttajakäyttäytyminen](course)\n- I want to know when [Parhaat filosofiset artikkelit](course) starts\n- I want to know when will [Experimental animal course](course) start\n- I want to know the start date of [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](course)\n- I want to know when [KEB-61430 Laaja kemia 3](course) begin\n- Tell me the start date of [Liike-elämän ruotsia I](course)\n- Tell me when [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) begins\n- What day will [Tutkimusseminaari ja pro gradu -tutkielma - Tutkimusseminaari](course) start\n- When does [Sosiaalitieteiden kvantitatiiviset tutkimusmenetelmät (verkkokurssi)](course) start\n- When does [Agenda-Setting in Public Policy (POMLFCS1)](course) start\n- When does [EU Financial Management](course) start\n- When does [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](course) begin\n- When does [Puolueet ja vaalit (kirjatentti/essee)](course) begin\n- When will [Kvantitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](course) begin\n- When will [Seminaari (Seppänen)](course) begin\n- When will [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](course) begin\n- When will [Graduseminaari, alkava (Niemi)](course) begin\n- When does [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi](course) begin\n- When will [Pakolaisuus, tila ja hallinta](course) start\n- When will [Simultaanitulkkaus I saksa-suomi-saksa](course) start\n- When will [Opintojen ohjattu suunnittelu](course) start\n- When will [Master's Thesis Seminar in Human-Technology Interaction (Starting Spring term)](course) start\n- When is [Ethnographic Research](course)\n- [Journal club](course) when\n- When [Julkisoikeuden syventävä tutkimusjakso](course)\n- [Tieteenfilosofiaa kasvatustieteen näkökulmasta](course) start\n- [Klassinen länsimainen kertomakirjallisuus](course) start date\n- [Historian määrällisen tiedon esittäminen](course) starting date\n- [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course) begins\n- Tell me the start date of [Moniulotteinen markkinointi](course)\n- What day will [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)(course) start\n- When do I have [Käännösviestintä I - Käännösviestintä I suomi-englanti](course)\n- When do we have [COURSE CANCELLED: Islamism](course)\n- The start date of [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](course)\n- Start date for [Tieteellisen artikkelin tehokas kirjoittaminen](course)\n- Start of [Terveys ja talous](course)\n- I want to know when [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](course) starts\n- I want to know when will [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](course) start\n- I want to know the start date of [Government and Society: Inequality](course)\n- I want to know when [Poliittiset järjestelmät (kirjatentti/essee)](course) begin\n- Tell me the start date of [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](course)\n- Tell me when [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course) begins\n- What day will [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](course) start\n- When does [Managing e-commerce; Consumers and Community Perspective](course) start\n- When does [Julkisen talousjohtamisen vaihtuvasisältöinen opintojakso](course) start\n- When does [Valtio-opin teoriat (kirjatentti/essee)](course) start\n- When does [Tutkijan digi- ja medianäkyvyys](course) begin\n- When does [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](course) begin\n- When will [Littérature et société françaises/Ranskan kirjallisuus ja yhteiskunta](course) begin\n- When will [Ympäristöoikeus](course) begin\n- When will [Johdatus viestintään ja mediaan](course) begin\n- When will [Tietotekniikkataidot (syksy)](course) begin\n- When does [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](course) begin\n- When will [Kieli käyttöön/Språket i bruk](course) start\n- When will [Parametric and Non-Parametric Statistics](course) start\n- When will [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course) start\n- When will [Theory and practice of peaceful change: The Baltic Sea Region](course) start\n- When is [Sosiaalityön harjoittelu + kehittämistyön harjoittelu - STYS2B2 Harjoitteluseminaari](course)\n- [Principles of Programming Graphical User Interfaces](course) when\n- When [Pro gradu -tutkielma ja seminaari](course)\n- [Introduction to Programming I (Tampere Summer School 2018)](course) start\n- [Poliittiset ongelmat ja niiden muuttuvat kontekstit](course) start date\n- [Filosofian työpaja](course) starting date\n- [Business Writing](course) begins\n- Tell me the start date of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](course)\n- What day will [Perusharjoittelu A - Ohjattu opetusharjoittelu](course) start\n- When do I have [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course)\n- When do we have [Laskentatoimi ja talousjohtaminen](course)\n- The start date of [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](course)\n- Start date for [Muu valinnainen kurssi](course)\n- Start of [Master´s Thesis and Seminar - for the group that started in 2017](course)\n- I want to know when [Teaching, Pedagogical Facilitating, Learning](course) starts\n- I want to know when will [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](course) start\n- I want to know the start date of [Käännösteknologian harjoituskurssi](course)\n- I want to know when [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](course) begin\n- Tell me the start date of [Satututkimuksen lukupiiri](course)\n- Tell me when [European Integration and Disintegration (BOOK EXAM POLKVS32)](course) begins\n- What day will [Identity Conflicts in the Arab Worlds](course) start\n- When does [Nordic Model: Nordic Welfare Societies](course) start\n- When does [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](course) start\n- When does [Liberalismi ja demokratia](course) start\n- When does [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) begin\n- When does [Tilastollisen päättelyn perusteet, iltaryhmä](course) begin\n- When will [Tekninen ihmisyys](course) begin\n- When will [Tekstin tekemisen perusteet](course) begin\n- When will [Johdatus filosofiaan](course) begin\n- When will [Introduction to Risk Management and Insurance (spring semester)](course) begin\n- When does [Tieteellinen kirjoittaminen / LUO & COMS](course) begin\n- When will [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](course) start\n- When will [Terveystiedon sisällöt (sähköinen tentti)](course) start\n- When will [United States History, 1877-1945](course) start\n- When will [Molekyylibiologian työt](course) start\n- When is [Jatkokoulutusseminaari](course)\n- [Ranska II](course) when\n- When [Liikuntapedagogiikka varhaiskasvatuksessa / Luennot - 2.vsk](course)\n- [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](course) start\n- [Struggles on Education](course) start date\n- [Terveyden ja mielenterveyden psykologia I (avoin yliopisto)](course) starting date\n- [Individual project course](course) begins\n- Tell me the start date of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](course)\n- What day will [Re-Thinking Value Creation](course) start\n- When do I have [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course)\n- When do we have [Political Systems (book exam/essay)](course)\n- The start date of [Welfare State Theories](course)\n- Start date for [SGN-41007 Pattern Recognition and Machine Learning](course)\n- Start of [Kuva- ja mediakulttuurit - Mediakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely)](course)\n- I want to know when [Tutkielmaseminaari - Seminaari](course) starts\n- I want to know when will [Julkisoikeuden perusteet (verkkototeutus)](course) start\n- I want to know the start date of [Johdon laskentatoimen jatkokurssi](course)\n- I want to know when [Terveyttä viestinnästä- viestintää terveydestä](course) begin\n- Tell me the start date of [Johdatus logiikkaan 2](course)\n- Tell me when [Sosiaalityön teoriahistoria](course) begins\n- What day will [PhD by publication: writing integrative chapter](course) start\n- When does [Ympäristöpolitiikan vaikutuskeinot](course) start\n- When does [Approaches and Tools for Conflict Analysis and Peace Mediation](course) start\n- When does [Tiimi toimii - puheviestinnän syventävä kurssi (2. periodi)](course) start\n- When does [Monikielisyys ja -kulttuurisuus](course) begin\n- When does [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) begin\n- When will [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course) begin\n- When will [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaryhmä](course) begin\n- When will [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](course) begin\n- When will [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course) begin\n- When does [Semantiikka ja pragmatiikka / Semantik und Pragmatik](course) begin\n- When will [Kandidaattiseminaari (JATKAVA, Nevala)](course) start\n- When will [Tietoresurssien tuotanto ja kokoelmatyö](course) start\n- When will [Suomen kulttuuri ja yhteiskunta -lukupiiri](course) start\n- When will [Perintö-, lahja- ja varainsiirtoverotus](course) start\n- When is [Lokalisoinnin peruskurssi](course)\n- [Viestinnän ja median tutkimussuuntauksia](course) when\n- When [Managing Research Information](course)\n- [Graduseminaari / Kekäläinen](course) start\n- [Legal English](course) start date\n- [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](course) starting date\n- [Sustainable business practices (Lectures)](course) begins\n- Tell me the start date of [Kirjallinen viestintä I / Schriftliche Kommunikation I](course)\n- What day will [Scientific Writing - Module A - Writing Clinic](course) start\n- When do I have [Tuloksellisuuden arvioinnin teoria](course)\n- When do we have [Käännösviestintä venäjä-suomi](course)\n- The start date of [Tila, teknologia ja toiminta: Lukuseminaari: Julkinen toiminta teknoyhteiskunnassa](course)\n- Start date for [Media maailmassa - verkkokurssi](course)\n- Start of [Persoonallisuuspsykologia II](course)\n- I want to know when [Pohjoismaisten kielten lähtötasokoe](course) starts\n- I want to know when will [Software Project Management, Software Project Management (Fall term)](course) start\n- I want to know the start date of [Tekoäly ja vakuutustoiminta](course)\n- I want to know when [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](course) begin\n- Tell me the start date of [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](course)\n- Tell me when [Introduction to International Relations (book exam)](course) begins\n- What day will [Tekstiklinikka tutkielman kirjoittajille](course) start\n- When does [Tyylioppi](course) start\n- When does [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](course) start\n- When does [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](course) start\n- When does [Dialogitulkkaus / Dialogdolmetschen](course) begin\n- When does [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) begin\n- When will [Mental Health Research: Using the Knowledge and Adding to it](course) begin\n- When will [Postcolonial Literature](course) begin\n- When will [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](course) begin\n- When will [Courses in Computer Science in TUT](course) begin\n- When does [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course) begin\n- When will [Valtio-opin maisteriseminaari](course) start\n- When will [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](course) start\n- When will [Learning About Language with Corpora](course) start\n- When will [English Word Formation](course) start\n- When is [KEB-62100 Orgaaninen kemia](course)\n- [Praktikum](course) when\n- When [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](course)\n- [Readings in Entrepreneurship](course) start\n- [Venäjän kielen rakenne - Tekstin ymmärtäminen II](course) start date\n- [Johdatus filosofian historiaan](course) starting date\n- [Klinikkaharjoittelu](course) begins\n- Tell me the start date of [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](course)\n- What day will [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](course) start\n- When do I have [Transcultural perspectives in developing media education](course)\n- When do we have [Kontrastiivisen fonetiikan perusteet -](course)\n- The start date of [New Wars and How to Study Them (POMLFCS3)](course)\n- Start date for [Master's Thesis Seminar in Human-Technology Interaction (Starting Fall term)](course)\n- Start of [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](course)\n- I want to know when [Implementation and Evaluation of Public Policies](course) starts\n- I want to know when will [Kielioppi- ja sanastoharjoitukset / Grammatik und Wortschatzübungen](course) start\n- I want to know the start date of [Aktuelle Texte aus Presse und Studium](course)\n- I want to know when [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Diskurssianalyysi](course) begin\n- Tell me the start date of [Toiminnanohjausjärjestelmät (ERP)](course)\n- Tell me when [Yhteisöviestintä kunta- ja aluejohtamisessa](course) begins\n- What day will [Johdatus politiikan teoriaan (kirjatentti/essee)](course) start\n- When does [Kilpailuoikeus](course) start\n- When does [Aktuelle Texte aus Presse und Studium](course) start\n- When does [Syntaxe du français/ Ranskan syntaksi](course) start\n- When does [Sosiaalityön peruskurssi (luennot)](course) begin\n- When does [Pro gradu -seminaari ja -tutkielma (taloustiede) - Pro gradu -seminaari](course) begin\n- When will [Henkilöstöjohtaminen](course) begin\n- When will [Usean muuttujan differentiaalilaskenta](course) begin\n- When will [Yritysjuridiikan perusteet (avoin yliopisto-opetus)](course) begin\n- When will [Johdatus yhteiskuntahistoriaan](course) begin\n- When does [Orientaatio filosofian tutkinto-ohjelman opintoihin](course) begin\n- When will [Psykologiharjoittelu](course) start\n- When will [Kansainväliset vakuutusmarkkinat ja jälleenvakuutus](course) start\n- When will [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat POM-opintoihin opinto-oikeuden saaneet opiskelijat](course) start\n- When will [Kognitiivinen neurotiede I](course) start\n- When is [Kirjallinen viestintä I - Sanasto- ja rakenneharjoitukset](course)\n- [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](course) when\n- When [Suullinen ja kirjallinen esitys/Expresión oral y redacción](course)\n- [Talouselämän käännösviestinnän seminaari suomi-saksa -](course) start\n- [Projektin suunnittelu ja johtaminen](course) start date\n- [Johdatus yhteiskuntafilosofiaan](course) starting date\n- [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course) begins\n- Tell me the start date of [Hoitotieteen tohtorikoulutusseminaari](course)\n- What day will [Liikunta - Liikuntapedagogiikka perusopetuksessa A - 2. vsk](course) start\n- When do I have [Usean muuttujan integraalilaskenta](course)\n- When do we have [Käytännön opetus ja ohjaus](course)\n- The start date of [Julkisen hallinnon reformit ja muutos](course)\n- Start date for [Graduseminaari / Harviainen](course)\n- Start of [Behavioral Finance](course)\n- I want to know when [Laaja-alaistava harjoittelu - Opetus- ja koulutushallinnon luennot](course) starts\n- I want to know when will [Basics I: Basics of Czech language II](course) start\n- I want to know the start date of [Kaupunkien maankäytön pelikenttä](course)\n- I want to know when [Johdatus sosiaalitieteisiin (verkkokurssi)](course) begin\n- Tell me the start date of [Tilastollisen päättelyn perusteet, iltaryhmä](course)\n- Tell me when [Opetus, ohjaus, oppiminen - elokas ja avoimen lähiop.: pienryhmäopetus (2 op) ja kirjallisuus (2 op)](course) begins\n- What day will [Toimittajan tieto- ja viestintätekniikkataidot](course) start\n- When does [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](course) start\n- When does [Practical Observation and Reflection of ECEC - Observation, written tasks, report](course) start\n- When does [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 11.-12.4.2019](course) start\n- When does [Epidemiologian perusteet](course) begin\n- When does [Kuoleman sosiaali- ja kulttuurihistoriaa antiikista uuden ajan alkuun](course) begin\n- When will [Sosiaalityön harjoittelu](course) begin\n- When will [Pro gradu -seminaari](course) begin\n- When will [Nykyajan filosofia](course) begin\n- When will [Poliittiset järjestelmät (kirjatentti/essee)](course) begin\n- When does [Diskurssianalyysi](course) begin\n- When will [Deutsch im Alltag und Studium](course) start\n- When will [Emotions and Sociality in Human-Technology Interaction](course) start\n- When will [Liikuntapedagogiikka varhaiskasvatuksessa / Luennot - 2.vsk](course) start\n- When will [Suullinen viestintä / Mündliche Kommunikation](course) start\n- When is [Johdatus erikoisalojen käännösviestintään](course)\n- [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](course) when\n- When [Ympäristön ja alueiden poliittisuus](course)\n- [Statistics](course) start\n- [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](course) start date\n- [Terveys, tieto, asiantuntijuus](course) starting date\n- [Terveysteknologia](course) begins\n- Tell me the start date of [Political Systems Outside of Europe (book exam/essay)](course)\n- What day will [Graduseminaari, alkava (Niemi)(course) start\n- When do I have [Semantiikan harjoituskurssi](course)\n- When do we have [Tutkimuspraktikum](course)\n- The start date of [Latinan kielen alkeiskurssi](course)\n- Start date for [Tilastotieteen perusteet](course)\n- Start of [Conflict Resolution (book exam/essay)](course)\n- I want to know when [Planning, Managing and Completing Your Doctoral Thesis](course) starts\n- I want to know when will [Työhyvinvointi](course) start\n- I want to know the start date of [Epävarmuuden hallinta](course)\n- I want to know when [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course) begin\n- Tell me the start date of [Ammattimainen tekstintarkistus](course)\n- Tell me when [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course) begins\n- What day will [Introduction to Public Administration Research, Reforms and Trends](course) start\n- When does [Antiikintutkimuksen lähteet ja menetelmät](course) start\n- When does [Yhteisöllinen oppiminen ja ohjaus - Seminaari](course) start\n- When does [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](course) start\n- When does [Johdatus visuaaliseen kulttuuriin](course) begin\n- When does [Writing Scientific Journal Articles](course) begin\n- When will [Seminaari (Nikunen)](course) begin\n- When will [Introduction to Web Publishing (Tampere Summer School 2018)](course) begin\n- When will [Johdatus analyysiin](course) begin\n- When will [Media and Globalization - Seminar](course) begin\n- When does [Orientoivat opinnot - Alkuorientaatio](course) begin\n- When will [Kommunikationstraining I](course) start\n- When will [EI toteutusta 2018-19 Advanced immunology](course) start\n- When will [Espanjan kielioppi II/Gramática española II](course) start\n- When will [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](course) start\n- When is [Käännös suomi-espanja I/Traducción finés-español I](course)\n- [Preparatory Course in Communicative Skills](course) when\n- When [Talouselämän käännösviestinnän seminaari suomi-saksa -](course)\n- [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](course) start\n- [Kunnallisoikeus](course) start date\n- [Inklusiivinen pedagogiikka ja oppimisen tukeminen](course) starting date\n- [Historiankirjoituksen historia](course) begins\n- Tell me the start date of [Luontokirjoittamisen klassikot](course)\n- What day will [Tendances de la littérature française moderne/Ranskalaisen nykykirjallisuuden suuntauksia](course) start\n- When do I have [Järjestöjen rooli sosiaalipolitiikassa ja vapaaehtoistyö](course)\n- When do we have [Ranska III](course)\n- The start date of [Eheyttävä temaattinen loppuprojekti - projekti/käytännön työ ja portfolio](course)\n- Start date for [Speakers Series](course)\n- Start of [Terveyden ja mielenterveyden psykologia I (avoin yliopisto)](course)\n- I want to know when [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu syksyllä 2019)](course) starts\n- I want to know when will [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](course) start\n- I want to know the start date of [Käännös suomi-espanja I/Traducción finés-español I](course)\n- I want to know when [Terveyttä viestinnästä- viestintää terveydestä](course) begin\n- Tell me the start date of [Johdanto tietokäytäntöjen tutkimukseen](course)\n- Tell me when [Lasten monipaikkainen asuminen](course) begins\n- What day will [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) start\n- When does [Suullinen ja kirjallinen esitys/Expresión oral y redacción](course) start\n- When does [Cell Technology Laboratory Course](course) start\n- When does [Kuntien ja alueiden kansainväliset hallintasuhteet](course) start\n- When does [Literature and Change after 1900 (British Literature)](course) begin\n- When does [Johdatus kirjallisuuden poetiikkaan](course) begin\n- When will [Yhteiskunnallinen muutos](course) begin\n- When will [Yhteiskunnan mittaaminen](course) begin\n- When will [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](course) begin\n- When will [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course) begin\n- When does [Sidosryhmäteoria ja -johtaminen](course) begin\n- When will [Persoonallisuuspsykologia II](course) start\n- When will [Luentateatteri](course) start\n- When will [Espanja II](course) start\n- When will [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course) start\n- When is [Organisaatiokäyttäytyminen](course)\n- [Sosiaalityön peruskurssi (kirjatentti)](course) when\n- When [Pro gradu - seminaari 2018 (jatkava) (vaihe I)](course)\n- [Terveyden edistämisen interventiot, Seinäjoki](course) start\n- [Sosiologia](course) start date\n- [Johdatus vuorovaikutteiseen teknologiaan](course) starting date\n- [Rakennebiologia](course) begins\n- Tell me the start date of [Viestinnän ja median tutkimussuuntauksia](course)\n- What day will [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari](course) start\n- When do I have [Työelämän tekstitaidot](course)\n- When do we have [Structure of English II - Phonology and Pronunciation II](course)\n- The start date of [Persoonallisuuspsykologia I](course)\n- Start date for [Tutkimus ja teoria](course)\n- Start of [Kognitiivinen neurotiede I](course)\n- I want to know when [Orientoivat opinnot ja HOPS](course) starts\n- I want to know when will [Puhetekniikan ja äänenkäytön perusteet](course) start\n- I want to know the start date of [Immunologian perusteet](course)\n- I want to know when [Biologia ja ympäristötieto - Biologian kenttäkurssi (1-4 ryhmät, Arboretum ja Pyynikinharju)](course) begin\n- Tell me the start date of [Julkistalouden jatkokurssi](course)\n- Tell me when [Terveyden ja mielenterveyden psykologia I (avoin yliopisto)](course) begins\n- What day will [Organisational Change Dynamics and Management](course) start\n- When does [Praktikum](course) start\n- When does [Digitaalinen historia](course) start\n- When does [Johdatus tietojenkäsittelytieteisiin](course) start\n- When does [Espanjan historia ja kirjallisuus - Historia y literatura de España](course) begin\n- When does [Kielioppi II/Språkets strukturer II](course) begin\n- When will [Yritysetiikka (verkkokurssi)](course) begin\n- When will [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course) begin\n- When will [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](course) begin\n- When will [Tutkielmaseminaari](course) begin\n- When does [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course) begin\n- When will [Kirjallinen ja suullinen viestintä II: suullinen viestintä](course) start\n- When will [Graduseminaari / Kekäläinen](course) start\n- When will [Tutkimusprosessin hallinta tohtoriopinnoissa](course) start\n- When will [Biodiversity Offsetting Game](course) start\n- When is [Viron peruskurssi](course)\n- [Työelämän tekstitaidot](course) when\n- When [Sustainable business practices (Lectures)](course)\n- [Uuden ajan alun murroksia](course) start\n- [Tekninen kirjoittaminen (suomi)](course) start date\n- [Teksti, keskustelu ja vuorovaikutus](course) starting date\n- [Oppimispelien käyttö ja evaluaatio](course) begins\n- Tell me the start date of [Kielen variaatio](course)\n- What day will [Kansainväliset vakuutusmarkkinat ja jälleenvakuutus](course) start\n- When do I have [Biological data analysis with R](course)\n- When do we have [Vuorovaikutuksen perusteet - verkkokurssina II](course)\n- The start date of [Knowledge, business and work in a digital society](course)\n- Start date for [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](course)\n- Start of [Kiina I](course)\n- I want to know when [Kirjallinen ja suullinen viestintä II: suullinen viestintä](course) starts\n- I want to know when will [Professional Writing (online course)](course) start\n- I want to know the start date of [Yhteisöviestintä kunta- ja aluejohtamisessa](course)\n- I want to know when [Monikielisyys ja -kulttuurisuus](course) begin\n- Tell me the start date of [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](course)\n- Tell me when [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](course) begins\n- What day will [Saksa II](course) start\n- When does [KEB-62100 Orgaaninen kemia](course) start\n- When does [Kirjallisuus ja tunteet](course) start\n- When does [Maailmanpolitiikan tutkimus (kirjatentti/essee)](course) start\n- When does [Monikielinen käännöstyöpaja](course) begin\n- When does [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course) begin\n- When will [Korkeakoulut työyhteisöinä - Kehittämistehtävä](course) begin\n- When will [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](course) begin\n- When will [Neurocomputing](course) begin\n- When will [Antiikin ja keskiajan ryhmä](course) begin\n- When does [Retoriikka ja argumentaatioanalyysi/Retorik och argumentationsanalys](course) begin\n- When will [Verkkojulkaisemisen perusteet - kevät 2019](course) start\n- When will [Journalismin tulevaisuus, harjoittelun kielikritiikki](course) start\n- When will [Kandidaatintutkielmaseminaari - Seminaari](course) start\n- When will [Julkisorganisaation talouden suunnittelu ja päätöksenteko](course) start\n- When is [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](course)\n- [Implementation and Evaluation of Public Policies](course) when\n- When [Opimme lisää venäjän kielen suullisia taitoja](course)\n- [Aluetalous ja kaupunkitalous](course) start\n- [Eastern European Model: Lithuanian System of Work and Social Security](course) start date\n- [Projektinhallinnan perusteet](course) starting date\n- [Ympäristöoikeus](course) begins\n- Tell me the start date of [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course)\n- What day will [Tulkin työkalupakki](course) start\n- When do I have [Tutkimusprosessin hallinta tohtoriopinnoissa](course)\n- When do we have [Tissue biology](course)\n- The start date of [Tekstiklinikka tutkielman kirjoittajille](course)\n- Start date for [Science and Biotechnology Journal Club](course)\n- Start of [Johdatus kielitieteeseen / Initiation à la linguistique](course)\n- I want to know when [Biokemian menetelmät](course) starts\n- I want to know when will [Finnish Reading Comprehension and Conversation Course 2 (taught in Finnish)](course) start\n- I want to know the start date of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. opiskelijat](course)\n- I want to know when [Linguistics I: Introduction to Basic Concepts](course) begin\n- Tell me the start date of [Käsityö - Projektiosio - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course)\n- Tell me when [Kaunokirjallisen kääntämisen peruskurssi](course) begins\n- What day will [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi) / KTM-tutkinto](course) start\n- When does [European, Eurasian and Global Energy Policies](course) start\n- When does [Talous - politiikka - kulttuuri -lukupiiri](course) start\n- When does [Juridisk svenska](course) start\n- When does [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](course) begin\n- When does [Perehdyttäminen tietotekniikan alkeisiin (kevät)](course) begin\n- When will [Feministinen teoria ja metodologia](course) begin\n- When will [Kansainvälisen politiikan teoria ja menetelmät (kirjatentti)](course) begin\n- When will [Practical Programming in Python](course) begin\n- When will [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](course) begin\n- When does [Cultural Transitions](course) begin\n- When will [Bachelor's Thesis Seminar - seminar in English](course) start\n- When will [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](course) start\n- When will [Johdatus Euroopan unioniin](course) start\n- When will [Gender in Society](course) start\n- When is [Puhelääketiede](course)\n- [Digital Media Landscape and Media Policies](course) when\n- When [Sosiaaliantropologian teoreettinen ajattelu](course)\n- [Johdatus sosiaaliantropologiaan -seminaari](course) start\n- [Käännös suomi-espanja I/Traducción finés-español I](course) start date\n- [Lähtötasokoe - Kirjallinen tentti](course) starting date\n- [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 1.vsk:n monimuotoryhmien opiskelijoille](course) begins\n- Tell me the start date of [Laskentatoimen teoria ja IFRS I](course)\n- What day will [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)(course) start\n- When do I have [Graduseminaari, alkava (Kaarninen)](course)\n- When do we have [Syntaksi](course)\n- The start date of [Sosiaalitieteiden teoria I - SOS5b luennot](course)\n- Start date for [Kieli ja kielentäminen - 2 vsk (pienryhmät)](course)\n- Start of [Kvalitatiiviset menetelmät](course)\n- I want to know when [Introduction to Web Publishing (Tampere Summer School 2018)](course) starts\n- I want to know when will [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](course) start\n- I want to know the start date of [Kandidaatin tutkielma ja seminaari, (hoitotieteen opiskelijoille), Seinäjoki](course)\n- I want to know when [Ympäristöoikeus](course) begin\n- Tell me the start date of [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- Tell me when [Tulkkauksen teoria](course) begins\n- What day will [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](course) start\n- When does [Pro gradu -seminaari ja -tutkielma](course) start\n- When does [Kommunikationstraining II](course) start\n- When does [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](course) start\n- When does [OASIS Key Master 2018-2019](course) begin\n- When does [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](course) begin\n- When will [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course) begin\n- When will [Orientoivat opinnot - Orientoivat opinnot](course) begin\n- When will [Bachelor's Thesis Seminar - seminar in English](course) begin\n- When will [Simultaaninen konferenssitulkkaus](course) begin\n- When does [Tekstitaidot](course) begin\n- When will [Arctic Fantasies](course) start\n- When will [Introduction to Academic English (diverse learners)](course) start\n- When will [Recommender Systems](course) start\n- When will [Työmarkkinat, työvoiman käyttö ja työllisyysturva](course) start\n- When is [Tieteellinen kirjoittaminen (3. vuosikurssin opiskelijoille)](course)\n- [Ethics of Technology](course) when\n- When [Kansainvälistymistä ja verkostoitumista tukevat opinnot](course)\n- [Phylogenetics](course) start\n- [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](course) start date\n- [European Union Law](course) starting date\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course) begins\n- Tell me the start date of [Current Trends in Leadership](course)\n- What day will [Digital Media Landscape and Media Policies](course) start\n- When do I have [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- When do we have [Johdatus kääntäjän suomen opintoihin](course)\n- The start date of [Finnish Education System - Seminar](course)\n- Start date for [Markkina- ja immateriaalioikeus](course)\n- Start of [Finnish Advanced Course 1 (taught in Finnish)](course)\n- I want to know when [Orientoiva tutkielmaseminaari](course) starts\n- I want to know when will [Vero-oikeuden perusteet](course) start\n- I want to know the start date of [Asiakastyön menetelmät, luennot](course)\n- I want to know when [Verkkojulkaisemisen perusteet - kevät 2019](course) begin\n- Tell me the start date of [Työhyvinvointi](course)\n- Tell me when [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course) begins\n- What day will [Kontrastiivisen fonetiikan perusteet -](course) start\n- When does [Activity Theory and Formative Interventions in Educational Research](course) start\n- When does [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](course) start\n- When does [Työ- ja virkamiesoikeus](course) start\n- When does [Terveys, tieto, asiantuntijuus](course) begin\n- When does [Ainedidaktinen tutkimus ja tutkiva opettajuus](course) begin\n- When will [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](course) begin\n- When will [Kielioppi II (suomenkieliset opiskelijat)](course) begin\n- When will [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course) begin\n- When will [Sciences du langage/Kielitiede](course) begin\n- When does [Kielen käyttö I](course) begin\n- When will [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](course) start\n- When will [Contemporary Peace and Conflict Studies](course) start\n- When will [Johdatus yhteiskuntahistoriaan](course) start\n- When will [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](course) start\n- When is [Analyysi B](course)\n- [Kasvatustieteiden perusopinnot lukuvuonna 2018-2019 - yhteinen johdantoluento](course) when\n- When [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)](course)\n- [Seminaari](course) start\n- [Graduseminaari / Harviainen](course) start date\n- [Radiokääntäminen (venäjä)](course) starting date\n- [Valtio-opin maisteriseminaari](course) begins\n- Tell me the start date of [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](course)\n- What day will [Basics II: Intermediate Czech II](course) start\n- When do I have [Hoitotieteen tohtorikoulutusseminaari](course)\n- When do we have [BMT-61227 Medical Biomaterials](course)\n- The start date of [Seminaari (Ridell)](course)\n- Start date for [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](course)\n- Start of [Tiedonhankintataidot (hoitotiede)](course)\n- I want to know when [Ainedidaktiikka I](course) starts\n- I want to know when will [Sociolinguistics](course) start\n- I want to know the start date of [Sosiaalityön tutkimuksen metodologisia suunnistuksia](course)\n- I want to know when [Yritysetiikka (verkkokurssi)](course) begin\n- Tell me the start date of [Tilastomenetelmien perusteet](course)\n- Tell me when [Kiina II](course) begins\n- What day will [Terveys ja yhteiskuntapolitiikka](course) start\n- When does [Ruututekstikääntämisen peruskurssi](course) start\n- When does [Yritysverkoston juridinen hallinta](course) start\n- When does [Viron peruskurssi](course) start\n- When does [Pääoma-lukuseminaari](course) begin\n- When does [Riskienhallinta- ja vakuutuscaset](course) begin\n- When will [Radio Project](course) begin\n- When will [Recommender Systems](course) begin\n- When will [Terveystiedon didaktiikan perusteet](course) begin\n- When will [Ruotsin kielen valmentava kurssi](course) begin\n- When does [Kielellinen merkitys, käyttö ja konteksti](course) begin\n- When will [Sukupuoli, perhe ja yhteiskunta](course) start\n- When will [Suunnittelu ja kehittäminen hoitotyön johtamisessa](course) start\n- When will [Innovation Project (2018-I)](course) start\n- When will [Tila, teknologia ja toiminta](course) start\n- When is [Ekonometrian jatkokurssi](course)\n- [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](course) when\n- When [Tieteellinen kirjoittaminen / LUO & COMS](course)\n- [Johdatus tilastotieteeseen](course) start\n- [Scientific Writing - Module B - Thesis Writing (online)](course) start date\n- [Venäjä II](course) starting date\n- [Presentation Skills](course) begins\n- Tell me the start date of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course)\n- What day will [Master's Thesis Seminar and Master's Thesis (2nd year students)(course) start\n- When do I have [Vastuullisen liiketoiminnan case-kurssi](course)\n- When do we have [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop.](course)\n- The start date of [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](course)\n- Start date for [Terveystaloustieteen tohtorikoulutussemiaari](course)\n- Start of [Business Translation Seminar Finnish - English](course)\n- I want to know when [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](course) starts\n- I want to know when will [Tietokantojen perusteet - Näyttökoe, syksy 2018](course) start\n- I want to know the start date of [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- I want to know when [Aikuiskasvatus ja työelämä, kirjatentti, Pori](course) begin\n- Tell me the start date of [Johdatus viestinnän tutkimukseen ja analyysiin](course)\n- Tell me when [Ekoterveys, luonto ja ihminen](course) begins\n- What day will [Welfare State Theories](course) start\n- When does [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course) start\n- When does [Imagining Persia/Iran: Orientalism, Revolution and Diaspora](course) start\n- When does [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) start\n- When does [Pro gradu -tutkielma ja -seminaari](course) begin\n- When does [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)](course) begin\n- When will [Valtiosääntöoikeuden syventävä jakso](course) begin\n- When will [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](course) begin\n- When will [Democratic Decision-Making (BOOK EXAM)](course) begin\n- When will [Internship or work placement](course) begin\n- When does [Responsible Business and Social Accounting (Lectures)](course) begin\n- When will [Kandidaatintutkielma ja seminaari - Seminaari](course) start\n- When will [Introduction to Cultural Psychology](course) start\n- When will [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](course) start\n- When will [Contemporary Peace and Conflict Studies](course) start\n- When is [Johdatus kääntäjän suomen opintoihin](course)\n- [Inklusiivinen varhaiskasvatus / Luennot - 3.vsk + 2.vsk ryhmä 4](course) when\n- When [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti, Seinäjoki](course)\n- [Venäjän historia, kirjallisuus ja kulttuuri](course) start\n- [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](course) start date\n- [Julkisen talousjohtamisen tutkimusotteet](course) starting date\n- [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](course) begins\n- Tell me the start date of [Media and the Arctic (POMLFCS3)](course)\n- What day will [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](course) start\n- When do I have [Käännösviestintä I - Käännösviestintä I suomi-englanti](course)\n- When do we have [Sijoitustoiminta](course)\n- The start date of [Introduction to International Relations (book exam)](course)\n- Start date for [Julkissektorin instituutioiden talous (monimuoto-opetus)](course)\n- Start of [Multidisciplinary Games and Internet Research](course)\n- I want to know when [Tutustuminen psykologin työhön](course) starts\n- I want to know when will [Käännösviestintä ruotsi-suomi/Översättning svenska-finska](course) start\n- I want to know the start date of [Tekninen työ -](course)\n- I want to know when [Orientaatio yhteiskuntatutkimuksen opintoihin](course) begin\n- Tell me the start date of [Visuaalisen journalismin perusteet, harjoitukset](course)\n- Tell me when [Keskiajan paleografia ja diplomatiikka (PERUTTU)](course) begins\n- What day will [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course) start\n- When does [Verkkojulkaiseminen](course) start\n- When does [Asiantuntijan puheviestintä ja vuorovaikutus, 3.-4. periodi / VIESTINTÄROHKEUDEN RYHMÄ](course) start\n- When does [Yhteiskunnan mittaaminen](course) start\n- When does [Käännösviestintä suomi-venäjä](course) begin\n- When does [Peace, Human Rights and Democracy in the Korean Peninsula and East Asia (Tampere Summer School 2018)](course) begin\n- When will [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course) begin\n- When will [Asioimistulkkaus venäjä-suomi-venäjä](course) begin\n- When will [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course) begin\n- When will [Tutkiva opiskelu (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) begin\n- When does [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) begin\n- When will [Lähtötasokoe / Schwellentest](course) start\n- When will [Kandidaattiseminaari ja tutkielma (taloustiede) - syksy 2018](course) start\n- When will [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, slk18](course) start\n- When will [The Cancer Biology Journal Club](course) start\n- When is [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](course)\n- [Academic Presentations](course) when\n- When [Laskentatoimen teoria ja IFRS I](course)\n- [Käännösviestintä I - Käännösviestintä I englanti-suomi](course) start\n- [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](course) start date\n- [Study Skills - Basics of Information Literacy](course) starting date\n- [Introduction to Political Theory (book exam/essay)](course) begins\n- Tell me the start date of [Theories of Welfare States and Comparative Social Policy: An introduction](course)\n- What day will [Opimme lisää venäjän kielen suullisia taitoja](course) start\n- When do I have [Vähittäiskaupan konseptit](course)\n- When do we have [Kielioppi II](course)\n- The start date of [Tilastotieteen johdantokurssi, syksy](course)\n- Start date for [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](course)\n- Start of [Introduction to Web Publishing (Tampere Summer School 2018)](course)\n- I want to know when [Kirjallinen viestintä I/Skriftlig kommunikation I](course) starts\n- I want to know when will [Kuva- ja mediakulttuurit - Kuvakulttuurit 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely/taidemuseot harjoitusryhmät)](course) start\n- I want to know the start date of [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](course)\n- I want to know when [Valinnainen jakso: Radioprojekti (kevät)](course) begin\n- Tell me the start date of [Työ- ja organisaatiopsykologia I](course)\n- Tell me when [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](course) begins\n- What day will [Markkinointioikeuden oikeustaloustiede](course) start\n- When does [Lukeminen ja kirjoittaminen oppimisen haasteena (seminaarit 1-4 ryhmät)](course) start\n- When does [Orientaatio historian tutkinto-ohjelman opintoihin](course) start\n- When does [Käännösviestintä I - Käännösviestintä I englanti-suomi](course) start\n- When does [Vertaisohjaus tietojenkäsittelytieteissä (kevät)](course) begin\n- When does [Tuutorivastaavana toimiminen](course) begin\n- When will [Historiankirjoituksen historia](course) begin\n- When will [Molekyylibiologian työt](course) begin\n- When will [Tilastotieteen johdantokurssi, kevät](course) begin\n- When will [Terveys ja yhteiskuntapolitiikka](course) begin\n- When does [Korkeakoulut ja korkeakoulutus tutkimuksen kohteena - Kirjallinen tentti](course) begin\n- When will [Suullinen viestintä II/Muntlig kommunikation II](course) start\n- When will [Taloustieteen matematiikka I](course) start\n- When will [Kandidaatintutkielma - Seminaari ja tutkielma](course) start\n- When will [SPSS:n perusteet, kevät](course) start\n- When is [Talouselämän käännösviestinnän seminaari venäjä-suomi](course)\n- [A seminar on theoretical social research: Schmitt, Arendt, and The Political](course) when\n- When [Ajankohtaisia kansanterveyskysymyksiä](course)\n- [Neurologia](course) start\n- [Ylirajaiset ilmiöt historiassa: näkökulmia tutkimukseen ja tulkintaan](course) start date\n- [Suullinen viestintä II/Muntlig kommunikation II](course) starting date\n- [Lapsuuden antropologia ja transnationaali lapsuus](course) begins\n- Tell me the start date of [Erot, jaot ja niiden rakentuminen, kirjatentti](course)\n- What day will [Jatkokoulutusseminaari](course) start\n- When do I have [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi](course)\n- When do we have [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course)\n- The start date of [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course)\n- Start date for [Littérature française I /Ranskan kirjallisuus I](course)\n- Start of [Äänen häiriöt](course)\n- I want to know when [Ruotsin kielen kirjallinen ja suullinen viestintä](course) starts\n- I want to know when will [Graduseminaari, jatkava (Markkola)](course) start\n- I want to know the start date of [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](course)\n- I want to know when [Moniulotteinen markkinointi](course) begin\n- Tell me the start date of [Tekstiklinikka tutkielman kirjoittajille](course)\n- Tell me when [Tutkielmaseminaari - Seminaari](course) begins\n- What day will [Dimensionality Reduction and Visualization](course) start\n- When does [Talous - politiikka - kulttuuri -lukupiiri](course) start\n- When does [Poliittiset aatteet ja ideologiat](course) start\n- When does [Teknologiakasvatus - Käsityökasvatuksen pedagogiikka ja työsuojelu](course) start\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä](course) begin\n- When does [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](course) begin\n- When will [Teknologiakasvatus - Käsityökasvatuksen pedagogiikka ja työsuojelu](course) begin\n- When will [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course) begin\n- When will [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) begin\n- When will [Organisation Theory and Analysis](course) begin\n- When does [Sustainable business practices (Lectures)](course) begin\n- When will [Viestintä ammatillisissa ja läheisissä vuorovaikutussuhteissa](course) start\n- When will [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](course) start\n- When will [Lesen, Verstehen, Schreiben](course) start\n- When will [Taiteen historia, filosofia ja kulttuurit: Populaarit esitysmuodot (avoin yliopisto)](course) start\n- When is [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](course)\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Laadullisen aineiston analyysi](course) when\n- When [Sanaston tuntemus/Ordkunskap](course)\n- [Hallinto-oikeuden harjoituskurssi](course) start\n- [Tutkimustyön perusteet - b) Tutkimusmenetelmät](course) start date\n- [Kandidaatintutkielma](course) starting date\n- [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](course) begins\n- Tell me the start date of [Eettinen johtajuus](course)\n- What day will [Markkinoinnin teoria](course) start\n- When do I have [Government and Society: Inequality](course)\n- When do we have [Intercultural Communication](course)\n- The start date of [Vanhuus ja gerontologinen sosiaalityö](course)\n- Start date for [PlayLab! Game Journalism Project](course)\n- Start of [Julkisen toiminnan tuloksellisuuden arviointi](course)\n- I want to know when [Julkisen hallinnon reformit ja muutos](course) starts\n- I want to know when will [Terveyden edistämisen interventiot, Seinäjoki](course) start\n- I want to know the start date of [Muutosjohtaminen sosiaalityössä - Sosnet verkkokurssi](course)\n- I want to know when [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course) begin\n- Tell me the start date of [Research on Public Management and Organizations](course)\n- Tell me when [Tuutorivastaavana toimiminen](course) begins\n- What day will [Maailmanpolitiikan tutkimus (kirjatentti/essee)](course) start\n- When does [Epävarmuuden hallinta](course) start\n- When does [Musiikki - Musiikkikasvatuksen perusteet 1- 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) start\n- When does [Rakenteinen dokumentaatio ja DITA](course) start\n- When does [Käytännön opetus ja ohjaus](course) begin\n- When does [Research seminar for postgraduate studies](course) begin\n- When will [Liikuntapedagogiikan perusteet / Harjoitukset - 1.vsk](course) begin\n- When will [Laadullisen aineiston analysointi](course) begin\n- When will [Tutkijan digi- ja medianäkyvyys](course) begin\n- When will [Kerronnan monet muodot (luentokurssi korvaa kirjatentin)](course) begin\n- When does [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](course) begin\n- When will [Environmental History and Cultural Ecology of Russia (VENS20)](course) start\n- When will [Contemporary Political Theory (book exam/essay)](course) start\n- When will [Uutisjournalismi](course) start\n- When will [Immunologian perusteet](course) start\n- When is [Visuaalisen kulttuurin teoria - lukupiiri ja essee](course)\n- [Seminaari II](course) when\n- When [Asevelvollisuus Suomessa ja kansainvälisesti](course)\n- [Perspectives in Educational Research](course) start\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course) start date\n- [Structure of English I - Grammar I](course) starting date\n- [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](course) begins\n- Tell me the start date of [Terveys ja talous](course)\n- What day will [Arjen latinaa ja kulttuurihistoriaa](course) start\n- When do I have [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](course)\n- When do we have [Kerronnan monet muodot (luentokurssi korvaa kirjatentin)](course)\n- The start date of [Espanjan kielen kirjallinen ja suullinen taito](course)\n- Start date for [Graduvauhditus](course)\n- Start of [Ohjaus yliopistossa](course)\n- I want to know when [Korkeakoulut ja korkeakoulutus tutkimuksen kohteena - Kirjallinen tentti](course) starts\n- I want to know when will [Tutkijan digi- ja medianäkyvyys](course) start\n- I want to know the start date of [Liike-elämän ruotsia I](course)\n- I want to know when [Seminaari II/Seminarium II](course) begin\n- Tell me the start date of [Toimittajan tieto- ja viestintätekniikkataidot](course)\n- Tell me when [Tekstiklinikka tutkielman kirjoittajille](course) begins\n- What day will [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](course) start\n- When does [Sosiaalityön toimintaympäristöt](course) start\n- When does [Filosofian tutkija- ja tohtorikoulutusseminaari](course) start\n- When does [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](course) start\n- When does [Valinnainen jakso: Toimitustyön johtaminen/ JOVVJS1 Visuaalisen työn johtaminen](course) begin\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä](course) begin\n- When will [Quantitative Research Methods and Comparative Research Design (Global Society students)](course) begin\n- When will [Vastuullisen liiketoiminnan case-kurssi](course) begin\n- When will [Fördjupad kurs i skriftlig och muntlig affärskommunikation](course) begin\n- When will [Journalistinen kieli - Kielenhuolto, lauseoppi](course) begin\n- When does [Yritysverotuksen syventävä opintojakso](course) begin\n- When will [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](course) start\n- When will [Seminaari (Nikunen)](course) start\n- When will [Yhteiskunnallinen laskentatoimi](course) start\n- When will [Kokeellinen tiedonhaku](course) start\n- When is [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](course)\n- [Kandidaattiseminaari (JATKAVA, Vuolanto)](course) when\n- When [Tutkiva ja kehittävä opettaja](course)\n- [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), kevät](course) start\n- [Maisteriopintojen esittely - SDE](course) start date\n- [Latinankielinen kirjallisuus I: klassinen latina](course) starting date\n- [Eheyttävä musiikkikasvatus - Musiikkiteknologia](course) begins\n- Tell me the start date of [Sosiaalityön toimintaympäristöt (kirjatentti)](course)\n- What day will [Fundamentals of Finance (Tampere Summer School)(course) start\n- When do I have [Pro gradu -seminaari ja -tutkielma (2018-2019)](course)\n- When do we have [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu keväältä 2018)](course)\n- The start date of [Mental Health Research: Using the Knowledge and Adding to it](course)\n- Start date for [Kliininen neuropsykologia II](course)\n- Start of [Symbols that move us - popular culture/deep culture](course)\n- I want to know when [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course) starts\n- I want to know when will [Medioitu vuorovaikutus](course) start\n- I want to know the start date of [Yritysjuridiikan case-kurssi](course)\n- I want to know when [Oman äänen analyysi ja harjoittaminen](course) begin\n- Tell me the start date of [Tietokantojen perusteet - Näyttökoe, syksy 2018](course)\n- Tell me when [Käännösviestintä venäjä-suomi](course) begins\n- What day will [Thesis seminar and Master's Thesis](course) start\n- When does [Terve ja turvallinen kouluyhteisö](course) start\n- When does [Johdatus vuorovaikutteiseen teknologiaan](course) start\n- When does [Työmarkkinat, työvoiman käyttö ja työllisyysturva](course) start\n- When does [Peace Research Design](course) begin\n- When does [Civil Society and Political Participation (book exam/essay)](course) begin\n- When will [Kehitys, kasvatus ja elämänkulku, verkko-opetus](course) begin\n- When will [Vanhat ja uudet klassikot (kirjatentti/essee)](course) begin\n- When will [Aikuisten mielenterveysinterventiot](course) begin\n- When will [Visuaalisen journalismin erityisalueet](course) begin\n- When does [Finnish Education System - Seminar](course) begin\n- When will [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](course) start\n- When will [Writing Scientific Journal Articles](course) start\n- When will [Addiktiot, yksilö ja yhteiskunta](course) start\n- When will [Orientation Course - General Orientation Course for International Students](course) start\n- When is [Demola-projektityö I](course)\n- [Seminaarit 1. lukukausi/2. lukukausi](course) when\n- When [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](course)\n- [Johdatus logiikkaan 2](course) start\n- [Orientoivat opinnot - Tiedonhankintataidot](course) start date\n- [Finnish Elementary Course 2 (taught in 4. period)](course) starting date\n- [Terveys, tieto, asiantuntijuus](course) begins\n- Tell me the start date of [Introduction to Web Publishing - Spring 2019](course)\n- What day will [History, Culture and Literature: Culture and Literature](course) start\n- When do I have [Peace Research Design](course)\n- When do we have [Tragedy of the Commons? Problems and Solutions](course)\n- The start date of [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](course)\n- Start date for [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](course)\n- Start of [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](course)\n- I want to know when [Mediated Learning Experinces in Multicultural Settings](course) starts\n- I want to know when will [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course) start\n- I want to know the start date of [The Liberal Welfare State](course)\n- I want to know when [Maisteriopintojen esittely - SDE](course) begin\n- Tell me the start date of [Julkisoikeuden perusteet (verkkototeutus)](course)\n- Tell me when [Tissue biology](course) begins\n- What day will [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course) start\n- When does [Puhelääketiede](course) start\n- When does [Managing Research Information](course) start\n- When does [Tutkielmaseminaari - Seminaari](course) start\n- When does [Tutkimusseminaari ja pro gradu -tutkielma](course) begin\n- When does [Makrotalousteoria II](course) begin\n- When will [Introduction to leadership and management](course) begin\n- When will [Teknologiat ja materiaalisuus terveyskysymyksissä](course) begin\n- When will [Orientation - Orientation to studying in the Degree Programme](course) begin\n- When will [Vuorovaikutuksen perusteet - verkkokurssina I](course) begin\n- When does [Literature and Society in Early Modern Britain](course) begin\n- When will [Kielitaito ja kielitaidon arviointi](course) start\n- When will [Dialogue: Constructive Talk at Work (Tampere Summer School 2018)](course) start\n- When will [Euroopan unioni (kirjatentti/essee)](course) start\n- When will [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](course) start\n- When is [Comparative Education Policy](course)\n- [Orientation - Introduction to Academic Culture and Degree Studies](course) when\n- When [Environment and Well-Being](course)\n- [Johtamisen ja organisaatioiden perusteet](course) start\n- [Orientoivat opinnot - Tiedonhankintataidot I](course) start date\n- [Opetus, ohjaus, oppiminen, monimuoto-opetus](course) starting date\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](course) begins\n- Tell me the start date of [Lähtötasokoe / Schwellentest](course)\n- What day will [Venäjä III](course) start\n- When do I have [Grammaire/Kielioppi](course)\n- When do we have [Orientoivat opinnot - Orientoivat opinnot](course)\n- The start date of [Suomi ja maailman kielet](course)\n- Start date for [Feministisen ajattelun klassikot (verkkokurssi)](course)\n- Start of [Kansainvälisen historian tutkijaseminaari](course)\n- I want to know when [Rahoitusoikeus](course) starts\n- I want to know when will [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](course) start\n- I want to know the start date of [Liikunnan projekti (5 op)](course)\n- I want to know when [Terveysviestintä](course) begin\n- Tell me the start date of [Conflicts over the Use of Natural Resources and the Environment](course)\n- Tell me when [Kehittävä asiantuntijatyö organisaatioissa](course) begins\n- What day will [Kliinisen neuropsykologian perusteet](course) start\n- When does [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course) start\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course) start\n- When does [Johtaminen ja organisaatiot I (kirjallisuus)](course) start\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course) begin\n- When does [Literature and Urban Space](course) begin\n- When will [Venäjän kielen rakenne - Syntaksi](course) begin\n- When will [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course) begin\n- When will [Uuden ajan alun ryhmä](course) begin\n- When will [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](course) begin\n- When does [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](course) begin\n- When will [Orientoivat opinnot ja HOPS (kirjallisuustiede)](course) start\n- When will [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](course) start\n- When will [Vakuutustiede ja vakuutustutkimus](course) start\n- When will [Creative Writing in English](course) start\n- When is [International Dynamics and Policy Transfer in Education](course)\n- [Kandidaatintutkielma, seminaari](course) when\n- When [Legal English](course)\n- [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, II-periodi](course) start\n- [Asiantuntijuus ja tietopalvelujen kehittäminen](course) start date\n- [Suomen historian tutkijaseminaari](course) starting date\n- [Ranska II](course) begins\n- Tell me the start date of [Käännösviestintä ruotsi-suomi/Översättning svenska-finska](course)\n- What day will [Language and Identity](course) start\n- When do I have [Radio Project](course)\n- When do we have [Knowledge Discovery](course)\n- The start date of [Kandidaattiseminaari ja -tutkielma (hallintotiede), kevät -](course)\n- Start date for [Web-tutkimus](course)\n- Start of [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](course)\n- I want to know when [Sosiaalityön peruskurssi (kirjatentti)](course) starts\n- I want to know when will [Äkilliset traumaattiset kriisit ja niiden käsittely](course) start\n- I want to know the start date of [Työhyvinvointi](course)\n- I want to know when [Developing a Proposal for Community-Based Qualitative Research](course) begin\n- Tell me the start date of [Aineopintojen valinnainen jakso: Metso Talk - suoran lähetyksen ja yleisötilaisuuden tuottaminen](course)\n- Tell me when [Approaches and Tools for Conflict Analysis and Peace Mediation](course) begins\n- What day will [Murder and Representation](course) start\n- When does [Kuluttajakäyttäytyminen](course) start\n- When does [European, Eurasian and Global Energy Policy (book exam/essay)](course) start\n- When does [Shakespeare: Past and Present](course) start\n- When does [Talousviestintä / Wirtschaftskommunikation](course) begin\n- When does [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](course) begin\n- When will [Media and Cultural Industries](course) begin\n- When will [Talous ja yhteiskunta](course) begin\n- When will [Radio Project](course) begin\n- When will [Seminaari (Ridell)](course) begin\n- When does [Eurooppa-vero-oikeus](course) begin\n- When will [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](course) start\n- When will [Strateginen brändijohtaminen](course) start\n- When will [Asiantuntijan ja esimiehen työelämätaidot](course) start\n- When will [Sosiaalitieteiden kvantitatiiviset tutkimusmenetelmät (verkkokurssi)](course) start\n- When is [Tieteellinen kirjoittaminen / LUO & COMS](course)\n- [Yhteisö, terveys ja sairaus](course) when\n- When [Reportaasi](course)\n- [Representations and Identities](course) start\n- [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](course) start date\n- [Tuutorina toimiminen](course) starting date\n- [Terveyden ja mielenterveyden psykologia II](course) begins\n- Tell me the start date of [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course)\n- What day will [Gypsies in Hungary (intensive course)(course) start\n- When do I have [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)\n- When do we have [Contemporary Political Theory (book exam/essay)](course)\n- The start date of [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](course)\n- Start date for [Economic renewal of cities and regions](course)\n- Start of [Lasten arviointi](course)\n- I want to know when [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course) starts\n- I want to know when will [Julkisorganisaation talouden suunnittelu ja päätöksenteko](course) start\n- I want to know the start date of [Hoitotieteen tohtorikoulutusseminaari](course)\n- I want to know when [Julkissektorin instituutioiden talous (monimuoto-opetus)](course) begin\n- Tell me the start date of [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](course)\n- Tell me when [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](course) begins\n- What day will [Internet ja vuorovaikutteinen media](course) start\n- When does [Tieteellinen kirjoittaminen](course) start\n- When does [Information Visualization](course) start\n- When does [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](course) start\n- When does [Making sense of globalization - Theorizing beyond the nation-state - seminar](course) begin\n- When does [Teknologiakasvatus - Käsityökasvatuksen pedagogiikka ja työsuojelu](course) begin\n- When will [Valtio-opin maisteriseminaari](course) begin\n- When will [Variety in Present-day English](course) begin\n- When will [Merkitys](course) begin\n- When will [Nuorisokasvatuksen ja nuorisotyön teoreettisia suuntauksia (verkkokurssi)](course) begin\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä](course) begin\n- When will [BMT-70100 Kudosteknologian perusteet](course) start\n- When will [Yritysverkoston juridinen hallinta](course) start\n- When will [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](course) start\n- When will [Theory and practice of peaceful change: The Baltic Sea Region](course) start\n- When is [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi (avoin yo)](course)\n- [Valinnainen jakso: Radioprojekti (kevät)](course) when\n- When [Tuutorina toimiminen](course)\n- [Ryhmät ja ryhmien väliset suhteet](course) start\n- [Finlaysonin kielimaailmat](course) start date\n- [Second Language Acquisition](course) starting date\n- [Journalistinen kieli - Tekstinhuolto](course) begins\n- Tell me the start date of [Monikielinen käännöstyöpaja](course)\n- What day will [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](course) start\n- When do I have [Kielen opettaminen / Fremdsprachenlehren](course)\n- When do we have [Nuorisotyön harjoittelu](course)\n- The start date of [Inklusiivinen pedagogiikka ja oppimisen tukeminen](course)\n- Start date for [Kielioppi II (venäjänkieliset opiskelijat)](course)\n- Start of [SGN-41007 Pattern Recognition and Machine Learning](course)\n- I want to know when [Psykologian tutkimusmenetelmät I (avoin yliopisto)](course) starts\n- I want to know when will [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course) start\n- I want to know the start date of [Opetus, ohjaus, oppiminen - Varhaiskasvatus: Pienryhmäopetus ja orientaatioharjoittelu (2 op) ja kirjallisuus (2 op)](course)\n- I want to know when [Orientaatio psykologiaan](course) begin\n- Tell me the start date of [Käännösviestintä suomi-ruotsi/Översättning finska-svenska](course)\n- Tell me when [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](course) begins\n- What day will [Puheviestinnän tutkimuskurssi](course) start\n- When does [KATLAS27](course) start\n- When does [KKSA2](course) start\n- When does [KIRP4](course) start\n- When does [KATJOA14](course) begin\n- When does [KASLIITU](course) begin\n- When will [FILP1A](course) begin\n- When will [KATVRS51](course) begin\n- When will [KKSUVAL3](course) begin\n- When will [KKENVAL4](course) begin\n- When does [TIEA1](course) begin\n- When will [MVKS10](course) start\n- When will [KIRA3G](course) start\n- When will [KATVAA11](course) start\n- When will [HALJUA64](course) start\n- When is [SUOV3](course)\n- [TRSU01](course) when\n- When [YKYYV07](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [TIEA5](course)\n- What day will [RANA7](course) start\n- When do I have [TAYJ041](course)\n- When do we have [JOVP5](course)\n- The start date of [KKRUKK](course)\n- Start date for [POLVOA31](course)\n- Start of [SOS6.2.2](course)\n- I want to know when [ITIS11](course) starts\n- I want to know when will [KATTAS40](course) start\n- I want to know the start date of [KATYVA33](course)\n- I want to know when [POLKVA33](course) begin\n- Tell me the start date of [KATVRA00](course)\n- Tell me when [KASELOHA](course) begins\n- What day will [BTK4620](course) start\n- When does [KASA11](course) start\n- When does [ITIY3](course) start\n- When does [KKENYHT](course) start\n- When does [POLKVA41](course) begin\n- When does [KASVAR7](course) begin\n- When will [ITIS42](course) begin\n- When will [SAKA9](course) begin\n- When will [KATTAA90](course) begin\n- When will [JOVA16](course) begin\n- When does [KASA10](course) begin\n- When will [HALJUS31](course) start\n- When will [KASSM3](course) start\n- When will [TRSU01](course) start\n- When will [KKSU1](course) start\n- When is [HISA1A](course)\n- [HALJUA14](course) when\n- When [TEE4](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [FILAPRO](course)\n- What day will [PSYS12](course) start\n- When do I have [KASLOE7.1](course)\n- When do we have [RANA1](course)\n- The start date of [KASLOM10](course)\n- Start date for [POLVOA41](course)\n- Start of [HALYAA14](course)\n- I want to know when [HALTVA12](course) starts\n- I want to know when will [KATLAS17](course) start\n- I want to know the start date of [KASA12](course)\n- I want to know when [SOSM5.1](course) begin\n- Tell me the start date of [KATMAS12](course)\n- Tell me when [STYVA](course) begins\n- What day will [ITIA8](course) start\n- When does [KASKVTUT](course) start\n- When does [JOVA15](course) start\n- When does [MTTTS12](course) start\n- When does [KATTAA21](course) begin\n- When does [TAYJ11](course) begin\n- When will [KASSG](course) begin\n- When will [HALYAA14](course) begin\n- When will [ENGA4](course) begin\n- When will [KKRA3](course) begin\n- When does [KASVART2](course) begin\n- When will [ITIA11](course) start\n- When will [TRMU2](course) start\n- When will [KATLITO4](course) start\n- When will [KKENMP3](course) start\n- When is [MTTS1](course)\n- [POLVOA51](course) when\n- When [MTTA1](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [JOVA6/JMMETUS](course)\n- What day will [DPIS2](course) start\n- When do I have [JOVP1](course)\n- When do we have [MEDU10](course)\n- The start date of [KASLOE1.1](course)\n- Start date for [KASLOM10](course)\n- Start of [STYA3A](course)\n- I want to know when [KATYVS43](course) starts\n- I want to know when will [TSEKP2](course) start\n- I want to know the start date of [KKRAVAL1](course)\n- I want to know when [LOGS2](course) begin\n- Tell me the start date of [KKSAVAL3](course)\n- Tell me when [KASSM2](course) begins\n- What day will [TRSU03](course) start\n- When does [SOST10.4](course) start\n- When does [ITIY003](course) start\n- When does [TERHOIA4](course) start\n- When does [LFCS01](course) begin\n- When does [MTTTA13](course) begin\n- When will [JOVPVS3](course) begin\n- When will [RANA7](course) begin\n- When will [POLKVS33](course) begin\n- When will [KASA11](course) begin\n- When does [KATJOS21](course) begin\n- When will [JKKYTVA12](course) start\n- When will [JOVPVA7](course) start\n- When will [PSYS6E](course) start\n- When will [JOVPVS3](course) start\n- When is [PGHMTS](course)\n- [TAYJ11](course) when\n- When [TECHS3](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [HEAAE03](course)\n- What day will [TRMU1](course) start\n- When do I have [KASSM2](course)\n- When do we have [ENGS13/15-16](course)\n- The start date of [KKSUSC](course)\n- Start date for [KASLOH4B](course)\n- Start of [MVKS40/62](course)\n- I want to know when [FILA6](course) starts\n- I want to know when will [KATVAA11](course) start\n- I want to know the start date of [LATAP3](course)\n- I want to know when [POLVOS24](course) begin\n- Tell me the start date of [KKSUKK](course)\n- Tell me when [ENGA6](course) begins\n- What day will [NAM-IV](course) start\n- When does [KKENVAL2](course) start\n- When does [KATYVS27](course) start\n- When does [HALYAA15](course) start\n- When does [LTLY16](course) begin\n- When does [KASA13](course) begin\n- When will [KASJOHT3](course) begin\n- When will [DPEDUA.1B](course) begin\n- When will [SOS6.2.3](course) begin\n- When will [ITIA11](course) begin\n- When does [DPHSFC01](course) begin\n- When will [BTK2060](course) start\n- When will [TEE2](course) start\n- When will [ITIA8](course) start\n- When will [POLPOP04](course) start\n- When is [ENGS2](course)\n- [ENGP7](course) when\n- When [KASSM2](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KASVAR10](course)\n- What day will [JOVAT2](course) start\n- When do I have [KKRA2](course)\n- When do we have [JOVPVS12](course)\n- The start date of [KASP5](course)\n- Start date for [ENGS3](course)\n- Start of [HISA1A](course)\n- I want to know when [BIO4380](course) starts\n- I want to know when will [FONEP1](course) start\n- I want to know the start date of [KASA2](course)\n- I want to know when [TERKAN9](course) begin\n- Tell me the start date of [KASLOE7.2](course)\n- Tell me when [JOVA4](course) begins\n- What day will [SAKA5](course) start\n- When does [KATMAS15](course) start\n- When does [JKKYLECT](course) start\n- When does [KASSG](course) start\n- When does [KKENKTMO](course) begin\n- When does [KATLAS99](course) begin\n- When will [RANP5](course) begin\n- When will [HISP2](course) begin\n- When will [TERKAN18](course) begin\n- When will [KASP5](course) begin\n- When does [KATPAL12](course) begin\n- When will [KATVRP11](course) start\n- When will [POLPOP02](course) start\n- When will [ENGS3](course) start\n- When will [KKVE2](course) start\n- When is [HISA4](course)\n- [SAKS2](course) when\n- When [TRSU03](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KKSU7](course)\n- What day will [KASLOM11](course) start\n- When do I have [SUOV1](course)\n- When do we have [KATVAA11](course)\n- The start date of [KATYVS22](course)\n- Start date for [KKRULL](course)\n- Start of [KKENKTM](course)\n- I want to know when [KKSUHUK](course) starts\n- I want to know when will [KASLOE6.2](course) start\n- I want to know the start date of [KASVAR6](course)\n- I want to know when [FILA3](course) begin\n- Tell me the start date of [PSYS6A](course)\n- Tell me when [TERTIETO4](course) begins\n- What day will [KATJOA99](course) start\n- When does [KASVAR2](course) start\n- When does [TSEKP1](course) start\n- When does [ITIY3](course) start\n- When does [STYS3C](course) begin\n- When does [KASMULTI4](course) begin\n- When will [SOS7.1/STYA4A](course) begin\n- When will [KIRA3G](course) begin\n- When will [KATMAA99](course) begin\n- When will [KASA2](course) begin\n- When does [POLKVA21](course) begin\n- When will [TIETS19](course) start\n- When will [KKENMP3](course) start\n- When will [SOS6.1.1](course) start\n- When will [KASVAR5](course) start\n- When is [TIETS05](course)\n- [SOSM1](course) when\n- When [SOCYKV1](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [SOS6.1.1](course)\n- What day will [KKIN5](course) start\n- When do I have [ENGP2](course)\n- When do we have [KKSUOPE](course)\n- The start date of [KKKI4](course)\n- Start date for [SAKA5](course)\n- Start of [KASERIT2](course)\n- I want to know when [TERHOJ2](course) starts\n- I want to know when will [MVKS17V](course) start\n- I want to know the start date of [JOVVAL](course)\n- I want to know when [POLVOA32/S23/24](course) begin\n- Tell me the start date of [FILA3](course)\n- Tell me when [TERKAN9](course) begins\n- What day will [HALJTS02](course) start\n- When does [HISA2](course) start\n- When does [KASLOH3](course) start\n- When does [KATPAL11](course) start\n- When does [ITIY3](course) begin\n- When does [TERHOI5](course) begin\n- When will [BTK2223](course) begin\n- When will [SUOK2/A6/S8](course) begin\n- When will [KASP3](course) begin\n- When will [SOCYKV2](course) begin\n- When does [SUOT4](course) begin\n- When will [POLKVA43](course) start\n- When will [JOVVAL](course) start\n- When will [ITIS22](course) start\n- When will [KASLOM5](course) start\n- When is [HTIS85](course)\n- [MVKS39V](course) when\n- When [LOGA8](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KASA12](course)\n- What day will [KATLAP21](course) start\n- When do I have [HALYAA14](course)\n- When do we have [TAYJ027](course)\n- The start date of [KASLOM8](course)\n- Start date for [ITIA11](course)\n- Start of [HISS2](course)\n- I want to know when [HALKAA99](course) starts\n- I want to know when will [TSEKP1](course) start\n- I want to know the start date of [BTK3125](course)\n- I want to know when [KATTAA13A](course) begin\n- Tell me the start date of [KASA13](course)\n- Tell me when [YKYYHT1](course) begins\n- What day will [ENGS3](course) start\n- When does [TERTIETO5](course) start\n- When does [MVKS28](course) start\n- When does [KASA7](course) start\n- When does [KASSO6](course) begin\n- When does [LOGM1](course) begin\n- When will [KKSUPRO](course) begin\n- When will [MVKS29](course) begin\n- When will [KATJOA12](course) begin\n- When will [SOS06.1](course) begin\n- When does [ITIP3](course) begin\n- When will [HTIS87](course) start\n- When will [HALKAP01](course) start\n- When will [KATLAS15](course) start\n- When will [KASA11](course) start\n- When is [JOVPVA7](course)\n- [ITIA2](course) when\n- When [BTK4663](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [VENA5](course)\n- What day will [ITIS61](course) start\n- When do I have [KATMAA16](course)\n- When do we have [KASLOE7.2](course)\n- The start date of [SOS1](course)\n- Start date for [PSYA11](course)\n- Start of [POLPOP01](course)\n- I want to know when [ITIP2](course) starts\n- I want to know when will [BTK0030](course) start\n- I want to know the start date of [KASSY3](course)\n- I want to know when [KASA5](course) begin\n- Tell me the start date of [POLKVA11](course)\n- Tell me when [HISS2](course) begins\n- What day will [KASSY5](course) start\n- When does [KASSY1](course) start\n- When does [ITIP3](course) start\n- When does [TIEY4](course) start\n- When does [ENGP9](course) begin\n- When does [VENS3](course) begin\n- When will [KKSUTTK](course) begin\n- When will [POLKVA23](course) begin\n- When will [POLKVA41](course) begin\n- When will [VENP4](course) begin\n- When does [KASS3](course) begin\n- When will [KASS2](course) start\n- When will [POLPOP03](course) start\n- When will [BTK3115](course) start\n- When will [HALYAP01](course) start\n- When is [JOVA2](course)\n- [FILA7](course) when\n- When [DPEDUB.1B](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [DPEDUB.1A](course)\n- What day will [POLVOA41/S28](course) start\n- When do I have [KASA13](course)\n- When do we have [POLKVA43](course)\n- The start date of [HIST04](course)\n- Start date for [HALKAS12](course)\n- Start of [HEAAE03](course)\n- I want to know when [MTTMS10](course) starts\n- I want to know when will [JOVAT1](course) start\n- I want to know the start date of [KASSM2](course)\n- I want to know when [KATVAA11](course) begin\n- Tell me the start date of [SOS9](course)\n- Tell me when [ITIS61](course) begins\n- What day will [TIETS41](course) start\n- When does [PSYP4](course) start\n- When does [KATVAA11](course) start\n- When does [VENS15](course) start\n- When does [POLVOA32](course) begin\n- When does [KASA13](course) begin\n- When will [POHS1](course) begin\n- When will [KASLOM11](course) begin\n- When will [SAKP5](course) begin\n- When will [POLVOA22/A32](course) begin\n- When does [YKT6.6.4](course) begin\n- When will [TERTIETO4](course) start\n- When will [POLVOA51/52/S24](course) start\n- When will [TERTIETO2](course) start\n- When will [JOVP5](course) start\n- When is [POLKVA41](course)\n- [JOVA1](course) when\n- When [YKIEP4](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [POHP2](course)\n- What day will [TERHOIA2](course) start\n- When do I have [STYA3A2](course)\n- When do we have [JOVA18](course)\n- The start date of [VENP2](course)\n- Start date for [KKSUBMT](course)\n- Start of [POHA14](course)\n- I want to know when [KKSUVAL3](course) starts\n- I want to know when will [ITIS22](course) start\n- I want to know the start date of [KASLOM5](course)\n- I want to know when [KIRA4E](course) begin\n- Tell me the start date of [SOSKV3](course)\n- Tell me when [KKVE2](course) begins\n- What day will [KATTAS33](course) start\n- When does [DPCMTJ3](course) start\n- When does [PSYA8](course) start\n- When does [KASVAR11](course) start\n- When does [POLVOS26](course) begin\n- When does [YKTM4](course) begin\n- When will [KATJOA19](course) begin\n- When will [FIL](course) begin\n- When will [TRMU1](course) begin\n- When will [KATVAA11](course) begin\n- When does [JOVA16](course) begin\n- When will [KATSTA16](course) start\n- When will [TECHS6](course) start\n- When will [HALJUA23](course) start\n- When will [SOS6.3.2](course) start\n- When is [KKSUKTK](course)\n- [TERTIETO2](course) when\n- When [VENA12](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KKVE5](course)\n- What day will [SOS4.1](course) start\n- When do I have [ENGA1](course)\n- When do we have [JOVAT1](course)\n- The start date of [STYP1A](course)\n- Start date for [POLVOA51](course)\n- Start of [TECHS2](course)\n- I want to know when [JOUJOVTS](course) starts\n- I want to know when will [BIO4380](course) start\n- I want to know the start date of [TERVAL7](course)\n- I want to know when [JOVP4](course) begin\n- Tell me the start date of [MTTMS1](course)\n- Tell me when [YKTM6.3](course) begins\n- What day will [SOS4.5](course) start\n- When does [KASP4](course) start\n- When does [KASELOHA](course) start\n- When does [KASA2](course) start\n- When does [DPHSS206](course) begin\n- When does [POLKVA41](course) begin\n- When will [TERHOIA2](course) begin\n- When will [KASA12](course) begin\n- When will [POLKVA31](course) begin\n- When will [POLVOS40](course) begin\n- When does [ITIY003](course) begin\n- When will [ITIP2](course) start\n- When will [KASLOE6.3](course) start\n- When will [SOS10.6](course) start\n- When will [JOVTETUS3](course) start\n- When is [JOVPVA7](course)\n- [BTK2223](course) when\n- When [VENA13](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [PSYA9](course)\n- What day will [KATYVA36](course) start\n- When do I have [POHS1](course)\n- When do we have [HALJUA99](course)\n- The start date of [KASELOHA](course)\n- Start date for [POLKVA32](course)\n- Start of [STYA6](course)\n- I want to know when [JOVA2](course) starts\n- I want to know when will [COSOPN2](course) start\n- I want to know the start date of [KKSAVAL4](course)\n- I want to know when [KASMULTI3](course) begin\n- Tell me the start date of [POLVOA22/A32](course)\n- Tell me when [KASA11](course) begins\n- What day will [KKSAVAL2](course) start\n- When does [KASLOE7.1](course) start\n- When does [PEACE046](course) start\n- When does [POLKVA32](course) start\n- When does [KKES1](course) begin\n- When does [ENGP4](course) begin\n- When will [STYA1B](course) begin\n- When will [MTTA1](course) begin\n- When will [KASVAR12](course) begin\n- When will [KATYVS22](course) begin\n- When does [KKSUPRO](course) begin\n- When will [LUOYY026](course) start\n- When will [SUOT1](course) start\n- When will [VENS4](course) start\n- When will [TIETA19](course) start\n- When is [JOVA13](course)\n- [KKENYHT](course) when\n- When [BTK4665](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KATVRP11](course)\n- What day will [TAYJ041](course) start\n- When do I have [SOS4.2](course)\n- When do we have [KATMAA99](course)\n- The start date of [JKKYVP11](course)\n- Start date for [KASA7](course)\n- Start of [JOVKA4](course)\n- I want to know when [KATJOS13](course) starts\n- I want to know when will [KKENVAL2](course) start\n- I want to know the start date of [KATTAA40](course)\n- I want to know when [KKSA4](course) begin\n- Tell me the start date of [RANS4](course)\n- Tell me when [JOVA13](course) begins\n- What day will [TRSU06](course) start\n- When does [KKENVAL4](course) start\n- When does [POLKVA12](course) start\n- When does [BTK1015](course) start\n- When does [HALTVA15](course) begin\n- When does [KKRUBMT](course) begin\n- When will [KATLAA13](course) begin\n- When will [MTTMA1C](course) begin\n- When will [TRMU5](course) begin\n- When will [FONEP2](course) begin\n- When does [KATYVA51](course) begin\n- When will [PSYA7](course) start\n- When will [POLKVA44](course) start\n- When will [SUKKP0](course) start\n- When will [JOVAT1](course) start\n- When is [TIETS19](course)\n- [HALTTS13](course) when\n- When [SOSM2](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KASVAR8](course)\n- What day will [KASA13](course) start\n- When do I have [POLPOP01](course)\n- When do we have [JOVY2](course)\n- The start date of [DPJKKKS](course)\n- Start date for [JOVP4](course)\n- Start of [TIETA8](course)\n- I want to know when [POLVOS40](course) starts\n- I want to know when will [ITIS35](course) start\n- I want to know the start date of [TERHOI5](course)\n- I want to know when [BTK4663](course) begin\n- Tell me the start date of [KATVAA15](course)\n- Tell me when [ITIS33](course) begins\n- What day will [ITIY3](course) start\n- When does [SOS9](course) start\n- When does [KATYVA12](course) start\n- When does [MTTMP4](course) start\n- When does [BTK1015](course) begin\n- When does [KKSUPRO](course) begin\n- When will [TERHOI6](course) begin\n- When will [KASLOM4](course) begin\n- When will [KATMAA99](course) begin\n- When will [PEDA3](course) begin\n- When does [TSEKP3](course) begin\n- When will [KASA12](course) start\n- When will [POLVOA31](course) start\n- When will [DPCMTJ4](course) start\n- When will [KASLOM7](course) start\n- When is [POLKVS22](course)\n- [HALYAS12](course) when\n- When [STYA9](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [NORDIG3](course)\n- What day will [MTTMP4](course) start\n- When do I have [POLKVA11](course)\n- When do we have [MTTTA13](course)\n- The start date of [KIRA5](course)\n- Start date for [TERY4](course)\n- Start of [HISA2](course)\n- I want to know when [KKSAVAL2](course) starts\n- I want to know when will [JOVP4](course) start\n- I want to know the start date of [KASP5](course)\n- I want to know when [ITIP5](course) begin\n- Tell me the start date of [HIST04](course)\n- Tell me when [PSYS2](course) begins\n- What day will [TAYJ035](course) start\n- When does [KKRUKTK](course) start\n- When does [TERHOI2](course) start\n- When does [ITIS44](course) start\n- When does [JOVA1](course) begin\n- When does [KASLOM6](course) begin\n- When will [HALYAA13](course) begin\n- When will [POHP0](course) begin\n- When will [TERA2](course) begin\n- When will [TAYJ035](course) begin\n- When does [JOVA13](course) begin\n- When will [GTS3](course) start\n- When will [ENGP5](course) start\n- When will [JKKYVAP](course) start\n- When will [PCP10/NAM IV](course) start\n- When is [KATTAA40](course)\n- [KASP4](course) when\n- When [POLKVA21](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [TRMU1](course)\n- What day will [JOVA14](course) start\n- When do I have [TIETA19](course)\n- When do we have [KASLOE7.1](course)\n- The start date of [ITIS61](course)\n- Start date for [PSYS11](course)\n- Start of [POLKVS21](course)\n- I want to know when [FILJATKO](course) starts\n- I want to know when will [KASA7](course) start\n- I want to know the start date of [KASERIT3](course)\n- I want to know when [JOVVAL](course) begin\n- Tell me the start date of [TERHOIA5](course)\n- Tell me when [SUOA3](course) begins\n- What day will [JOVP5](course) start\n- When does [KASP5](course) start\n- When does [KATYVA21](course) start\n- When does [KATTAA90](course) start\n- When does [DPHSFC07](course) begin\n- When does [SOSM5.1](course) begin\n- When will [PSYS14](course) begin\n- When will [TSEKP2](course) begin\n- When will [SOS5](course) begin\n- When will [VENA6](course) begin\n- When does [PSYP2](course) begin\n- When will [PSYP1](course) start\n- When will [SOSM5.1](course) start\n- When will [STYVA](course) start\n- When will [FILS1A](course) start\n- When is [TECHS4](course)\n- [KASVAR6](course) when\n- When [KKSA2](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [BTK1061](course)\n- What day will [DPLA01](course) start\n- When do I have [POLVOS40](course)\n- When do we have [KASLOE7.2](course)\n- The start date of [KASPUHS7](course)\n- Start date for [KATLITO4](course)\n- Start of [POLKVS31](course)\n- I want to know when [SOS06.4](course) starts\n- I want to know when will [HALKOS25](course) start\n- I want to know the start date of [SOSM5.1](course)\n- I want to know when [JOVPVS5](course) begin\n- Tell me the start date of [KATYVS21](course)\n- Tell me when [KATLAA11](course) begins\n- What day will [KATVAA13](course) start\n- When does [TERKANA2](course) start\n- When does [VENP0](course) start\n- When does [KKRUVAL2](course) start\n- When does [KASA15](course) begin\n- When does [KASA7](course) begin\n- When will [KKRA3](course) begin\n- When will [FILS2A](course) begin\n- When will [SOSM5.1](course) begin\n- When will [VENA6](course) begin\n- When does [KASP5](course) begin\n- When will [PGHAS07](course) start\n- When will [TIETS19](course) start\n- When will [KASPUHP3](course) start\n- When will [TERHOIA3](course) start\n- When is [BTK2025](course)\n- [KASP4](course) when\n- When [KASS2](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [SOSM5.1](course)\n- What day will [TIETS14](course) start\n- When do I have [HISA2](course)\n- When do we have [RANP1](course)\n- The start date of [POLVOA22](course)\n- Start date for [KASS2](course)\n- Start of [KATMAS13](course)\n- I want to know when [KIRA5](course) starts\n- I want to know when will [RANP4](course) start\n- I want to know the start date of [KASLOH4B](course)\n- I want to know when [BTK1062](course) begin\n- Tell me the start date of [SAKS2](course)\n- Tell me when [RANA5](course) begins\n- What day will [HISA4](course) start\n- When does [MEDU10](course) start\n- When does [KASLOM11](course) start\n- When does [TERY6](course) start\n- When does [SUOK2/A6](course) begin\n- When does [FILS2A](course) begin\n- When will [ROMAP2](course) begin\n- When will [MTTTA14](course) begin\n- When will [KKKI4](course) begin\n- When will [JOVTS2](course) begin\n- When does [MTTMS11](course) begin\n- When will [MTTTP1](course) start\n- When will [KASP1](course) start\n- When will [POLKVA22](course) start\n- When will [KKSUSOTE](course) start\n- When is [KASA11](course)\n- [SUKKP5B](course) when\n- When [COSOPOM1](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [TERA3](course)\n- What day will [DPCMTJ2/JMMETUS](course) start\n- When do I have [POLKVA43](course)\n- When do we have [POLVOA41/S23/28](course)\n- The start date of [ENGP8](course)\n- Start date for [JOUJOVTS](course)\n- Start of [FILP2](course)\n- I want to know when [RANA5](course) starts\n- I want to know when will [FONEP1](course) start\n- I want to know the start date of [TAYJ031](course)\n- I want to know when [SUKKP4](course) begin\n- Tell me the start date of [MVKS46](course)\n- Tell me when [HTIS66](course) begins\n- What day will [KATJOA14](course) start\n- When does [KASLOM11](course) start\n- When does [POMLFCS3](course) start\n- When does [VENP2](course) start\n- When does [MVKS18S](course) begin\n- When does [KKIN5](course) begin\n- When will [HALJUA99](course) begin\n- When will [BTK4400](course) begin\n- When will [KKENYHT](course) begin\n- When will [SUOA2](course) begin\n- When does [DPHSS201](course) begin\n- When will [KASSO8](course) start\n- When will [POLVOA51/S10/24](course) start\n- When will [KASVAR10](course) start\n- When will [TAYJ031](course) start\n- When is [POLPOP05](course)\n- [HALJUA25](course) when\n- When [MTTY1](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [MTTMA2](course)\n- What day will [LFCS99](course) start\n- When do I have [DPHSM304](course)\n- When do we have [MVKS17/13S](course)\n- The start date of [JOVP5](course)\n- Start date for [SUOP2](course)\n- Start of [TERHOI6](course)\n- I want to know when [KATJOA13](course) starts\n- I want to know when will [KKSAVAL3](course) start\n- I want to know the start date of [POLHAR10](course)\n- I want to know when [HISA2](course) begin\n- Tell me the start date of [HALKOS21](course)\n- Tell me when [POHP0](course) begins\n- What day will [STYS3B](course) start\n- When does [ENGA1](course) start\n- When does [TERKAN6](course) start\n- When does [HTIS84](course) start\n- When does [POLKVA41](course) begin\n- When does [TEE9](course) begin\n- When will [ESPFA5](course) begin\n- When will [HALJUS15](course) begin\n- When will [MVKS34](course) begin\n- When will [KASVART2](course) begin\n- When does [STYS3A](course) begin\n- When will [SUOR1/A6](course) start\n- When will [SOS6.2.4](course) start\n- When will [TERKAN16](course) start\n- When will [PSYS10](course) start\n- When is [SOS6.5.2](course)\n- [HALKAS14](course) when\n- When [POLPOP04](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [ENGS46](course)\n- What day will [VENP4](course) start\n- When do I have [BTK2223](course)\n- When do we have [KATVRA15](course)\n- The start date of [HALHAA13](course)\n- Start date for [KASVAR7](course)\n- Start of [KASP1-2, KASP5](course)\n- I want to know when [ESPFP5](course) starts\n- I want to know when will [ENGS3](course) start\n- I want to know the start date of [KKRULUK](course)\n- I want to know when [BTK0030](course) begin\n- Tell me the start date of [KKRUYHT](course)\n- Tell me when [PSYA5](course) begins\n- What day will [SOS08.3](course) start\n- When does [NORDIG4](course) start\n- When does [JOVP5](course) start\n- When does [POLHAR10](course) start\n- When does [SOSM2](course) begin\n- When does [SOS6.4.4](course) begin\n- When will [KASA13](course) begin\n- When will [KASP1](course) begin\n- When will [SAKP3](course) begin\n- When will [KASVARH](course) begin\n- When does [PSYS6A](course) begin\n- When will [POHP3](course) start\n- When will [HALTVP11](course) start\n- When will [TERHOIA1](course) start\n- When will [TERY4](course) start\n- When is [LTLY16](course)\n- [KASA13](course) when\n- When [POLVOA21](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [TERHOI2](course)\n- What day will [YKT6.6.4](course) start\n- When do I have [HALKAP01](course)\n- When do we have [HISA1B](course)\n- The start date of [BTK4311](course)\n- Start date for [COSOPON1](course)\n- Start of [TIEA2.1](course)\n- I want to know when [SOS6.1.1](course) starts\n- I want to know when will [KASA11](course) start\n- I want to know the start date of [HALYAA99](course)\n- I want to know when [KASP5](course) begin\n- Tell me the start date of [POLVOA22](course)\n- Tell me when [KATYVA99](course) begins\n- What day will [MVKS39V](course) start\n- When does [ESPFA6](course) start\n- When does [TERKAN6](course) start\n- When does [MVKS42S](course) start\n- When does [COSOPON5](course) begin\n- When does [KKRUKTK](course) begin\n- When will [HALYAS13](course) begin\n- When will [HALHAS19](course) begin\n- When will [DPCMTJ2/JMMETUS](course) begin\n- When will [JOVTS5](course) begin\n- When does [TIEP3](course) begin\n- When will [KATSTA12](course) start\n- When will [MTTA1](course) start\n- When will [KASVAR9](course) start\n- When will [MVKS17V](course) start\n- When is [SOS6.2.3](course)\n- [MTTY1](course) when\n- When [KATYVA34](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [MOLI](course)\n- What day will [HTIS54](course) start\n- When do I have [KKENKTMO](course)\n- When do we have [JKKYINA15](course)\n- The start date of [LTLY16](course)\n- Start date for [SUKKP0](course)\n- Start of [KASSM2](course)\n- I want to know when [TERY4](course) starts\n- I want to know when will [HALHAP01](course) start\n- I want to know the start date of [TAYJ024](course)\n- I want to know when [POLPOP03](course) begin\n- Tell me the start date of [STYS2A](course)\n- Tell me when [ITIA11](course) begins\n- What day will [GTS2](course) start\n- When does [KKSAPRE2](course) start\n- When does [POLKVA22](course) start\n- When does [POLKVS31](course) start\n- When does [SAKP0](course) begin\n- When does [SAKS3](course) begin\n- When will [KASLOM10](course) begin\n- When will [KKVE3](course) begin\n- When will [DPIT2](course) begin\n- When will [HTIS86](course) begin\n- When does [POLPOP01](course) begin\n- When will [POLPOP01](course) start\n- When will [VENP4/VENK2](course) start\n- When will [HALHAA13](course) start\n- When will [TIETA13](course) start\n- When is [POLVOA32/S27](course)\n- [KKRAVAL1](course) when\n- When [SAKP0](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [MTTS1](course)\n- What day will [TIEY4](course) start\n- When do I have [KATJOS99](course)\n- When do we have [BIOMJ016](course)\n- The start date of [POLPOP04](course)\n- Start date for [KKSUVAL1](course)\n- Start of [FILA2](course)\n- I want to know when [KKENMP3](course) starts\n- I want to know when will [MTTY4](course) start\n- I want to know the start date of [KATLAS26](course)\n- I want to know when [ENGA12](course) begin\n- Tell me the start date of [MVKS63](course)\n- Tell me when [KATTAA37](course) begins\n- What day will [KKRUHY](course) start\n- When does [POLVOA22](course) start\n- When does [JKKYVAP](course) start\n- When does [KASLOM6](course) start\n- When does [KKSUPRO](course) begin\n- When does [JOVTKS3](course) begin\n- When will [KASSG](course) begin\n- When will [PSYA7](course) begin\n- When will [KATVAS21](course) begin\n- When will [JOVTS5](course) begin\n- When does [POHP5](course) begin\n- When will [KASMULTI4](course) start\n- When will [HALJUA25](course) start\n- When will [RUST5/VENS19/20](course) start\n- When will [KATVAS99](course) start\n- When is [KIRP3](course)\n- [SUKKP5B](course) when\n- When [TIEP1](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KKRUHY](course)\n- What day will [TERY4](course) start\n- When do I have [SOSM1](course)\n- When do we have [KKVE4](course)\n- The start date of [STYS2B](course)\n- Start date for [KASMAT2](course)\n- Start of [KASP1](course)\n- I want to know when [VENP2](course) starts\n- I want to know when will [POLPOP05](course) start\n- I want to know the start date of [KASSO1](course)\n- I want to know when [PSYP0](course) begin\n- Tell me the start date of [KASLOM6](course)\n- Tell me when [TERKAN4](course) begins\n- What day will [POLVOS32](course) start\n- When does [PEDA4](course) start\n- When does [FILS2A](course) start\n- When does [KATMAA12](course) start\n- When does [KKENVAL9](course) begin\n- When does [KATJOS31](course) begin\n- When will [TERVAL7](course) begin\n- When will [ESPFA4](course) begin\n- When will [KKES2](course) begin\n- When will [ENGA9](course) begin\n- When does [TERKAN6](course) begin\n- When will [KASSM2](course) start\n- When will [HISA2](course) start\n- When will [HIST03](course) start\n- When will [KKIN5](course) start\n- When is [KIRS5](course)\n- [KKSUHUK1](course) when\n- When [TERKANP3](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KATLITO8](course)\n- What day will [DPHSR403](course) start\n- When do I have [HALJUA14](course)\n- When do we have [POLKVA22](course)\n- The start date of [KATTAA13A](course)\n- Start date for [KKES2](course)\n- Start of [SOS6.4.1](course)\n- I want to know when [KASSO1](course) starts\n- I want to know when will [ITIA4](course) start\n- I want to know the start date of [KKSAVAL4](course)\n- I want to know when [KASA11](course) begin\n- Tell me the start date of [KASSM2](course)\n- Tell me when [DPIPEF05](course) begins\n- What day will [POLKVA43](course) start\n- When does [TERKAN4](course) start\n- When does [SAKS4/K4](course) start\n- When does [HALHAP01](course) start\n- When does [DPHSS204](course) begin\n- When does [MVKS17V](course) begin\n- When will [SOSM2](course) begin\n- When will [KATJOS99](course) begin\n- When will [SUKKP6](course) begin\n- When will [TECHS5](course) begin\n- When does [KKENYHT](course) begin\n- When will [MTTTA7](course) start\n- When will [TAYJ12](course) start\n- When will [SOS3](course) start\n- When will [TERY4](course) start\n- When is [KASERIT1](course)\n- [KAMVRS99](course) when\n- When [SOS6.3.3](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KKSAVAL3](course)\n- What day will [KKRA2](course) start\n- When do I have [KATVRA12](course)\n- When do we have [KASMULTI2C](course)\n- The start date of [PSYP4](course)\n- Start date for [LUOYA200](course)\n- Start of [JOVTS5](course)\n- I want to know when [PEDAYOP3](course) starts\n- I want to know when will [KKENVAL4](course) start\n- I want to know the start date of [KKSUVAL3](course)\n- I want to know when [HTIS81](course) begin\n- Tell me the start date of [MTTY4](course)\n- Tell me when [KASA15](course) begins\n- What day will [SOS6.4.2](course) start\n- When does [ITIS42](course) start\n- When does [POLKVA21](course) start\n- When does [JKKYTU01](course) start\n- When does [FIL](course) begin\n- When does [SOS6.2.1](course) begin\n- When will [HISS1B](course) begin\n- When will [KATRAA12](course) begin\n- When will [TERHOIA7](course) begin\n- When will [KATTAA13B](course) begin\n- When does [JOVPVS5](course) begin\n- When will [DPJKKKS](course) start\n- When will [DPIS2](course) start\n- When will [MTTMA1C](course) start\n- When will [STYA3A2](course) start\n- When is [HALVALS10](course)\n- [JOVTS5](course) when\n- When [TERY4](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [MTTMA11](course)\n- What day will [KASA3](course) start\n- When do I have [BIO4230](course)\n- When do we have [KASLOM3](course)\n- The start date of [KATTAS22B](course)\n- Start date for [SOSM5.1](course)\n- Start of [ITIS24](course)\n- I want to know when [KATMAP11](course) starts\n- I want to know when will [KIRA3G](course) start\n- I want to know the start date of [BTK0011](course)\n- I want to know when [KASA11](course) begin\n- Tell me the start date of [BIO4661](course)\n- Tell me when [KASVAR7](course) begins\n- What day will [HALJUA14](course) start\n- When does [POLVOA41](course) start\n- When does [POLVOA22](course) start\n- When does [JKKYORP1](course) start\n- When does [KATVRA30](course) begin\n- When does [KATYVA33](course) begin\n- When will [ROMAP2](course) begin\n- When will [LTLY01](course) begin\n- When will [MVKS47](course) begin\n- When will [DPIS2](course) begin\n- When does [JOVA5](course) begin\n- When will [JKKYTVA13](course) start\n- When will [JKKYTUA02](course) start\n- When will [DPHSF503](course) start\n- When will [LTLY214](course) start\n- When is [HISS2](course)\n- [KATSTA14](course) when\n- When [FILJATKO](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [JOVP5](course)\n- What day will [PSYS2](course) start\n- When do I have [KATJOA99](course)\n- When do we have [KKSUKTK](course)\n- The start date of [KASLOH3](course)\n- Start date for [ENGS1](course)\n- Start of [KASLOM4](course)\n- I want to know when [BTK1023](course) starts\n- I want to know when will [DPHSFC01](course) start\n- I want to know the start date of [KATSTA16](course)\n- I want to know when [GEN7](course) begin\n- Tell me the start date of [KASMULTI4](course)\n- Tell me when [ITIA03](course) begins\n- What day will [JOVVAL](course) start\n\n## intent:creditsMin\n- How many points [Grammaire/Kielioppi](course)\n- How many credits [Orientaatio psykologiaan](course)\n- How many ECTS [Biostatistiikka ja tilastollinen tietojenkäsittely](course)\n- How many student credits [Sosiaalisen median yhteisöt: menetelmällisiä ratkaisuja määrällisestä laadulliseen](course)\n- How many student points [Tyylioppi](course)\n- How many student credits from [Ympäristön ja alueiden poliittisuus](course)\n- How many student points from [Ydinaseet ja kansainvälinen politiikka](course)\n- How many ECTS from [Kognitiivinen neurotiede I (avoin yliopisto)](course)\n- How many student credits is [Finnish Education System - Seminar](course)\n- How many points is [Sosiaaliturvan ajankohtaisia kysymyksiä](course)\n- How many credits is [Methods in Human-Centered Design](course)\n- How many ECTS is [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](course)\n- How many student credits is [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](course)\n- How many student points is [Suullinen viestintä I/Muntlig kommunikation I](course)\n- Student points [Tieteellinen kirjoittaminen](course)\n- Student credits [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course)\n- ECTS [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](course)\n- [Writing for Research (online course)](course) ECTS\n- [Seminaarit 1. lukukausi/2. lukukausi](course) course points\n- [Project Work (Fall term 2018)](course) student points\n- [Pohjoismaisten kielten lähtötasokoe](course) points\n- [Digital Image Processing - Self-studying](course) amount of points\n- [Pro gradu -seminaari ja -tutkielma (2018-2019)](course) credits\n- [Kielitieto ja -taito - Käännös-, rakenne- ja sanastoharjoitukset II Sprachwissen und Sprachfertigkeiten: Kontrastive Text- und Wortschatzübungen](course) the amount of ECTS\n- How many points [Kielioppi II (venäjänkieliset opiskelijat)](course) is\n- How many ECTS [Perheen vuorovaikutus](course) will be\n- Credits [Rakennebiologia](course)\n- How many credits can I get from [Introduction to Risk Management and Insurance (autumn semester)](course)\n- How many ECTS can I get from [Tuutorina toimiminen](course)\n- How many student points can I get from [Kandidaatintutkielmaseminaari - Seminaari, II-periodissa alkava nopeasti etenevä ryhmä](course)\n- I want to know how many credits can I get from [Olio-ohjelmoinnin perusteet II](course)\n- I want to know how many ECTS can I get from [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course)\n- I want to know how many student points can I get from [Kliininen neuropsykologia II](course)\n- I want to know the amount of student points [Advanced English Business Communication](course)\n- How many points [Tieteenfilosofia](course)\n- How many credits [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course)\n- How many ECTS [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](course)\n- How many student credits [Kirjallisuuden teoria - Kirjallisuuden teorian suuntia](course)\n- How many student points [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](course)\n- How many student credits from [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- How many student points from [Tiimi toimii - puheviestinnän syventävä kurssi (3. periodi)(course)\n- How many ECTS from [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](course)\n- How many student credits is [Visualization of Quantitative Data](course)\n- How many points is [Käännösviestintä I - Käännösviestintä I suomi-englanti](course)\n- How many credits is [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](course)\n- How many ECTS is [Talouselämän käännösviestinnän seminaari venäjä-suomi](course)\n- How many student credits is [Monimuuttujamenetelmien perusteet](course)\n- How many student points is [Yritysjuridiikan case-kurssi](course)\n- Student points [Psykiatria](course)\n- Student credits [Historian tutkimusprosessi ja historiantutkijan etiikka](course)\n- ECTS [Rahoitusoikeuden syventävä opintojakso - kirjatentti](course)\n- [Thesis seminar and Master's Thesis](course) ECTS\n- [Tietokantojen perusteet](course) course points\n- [Valinnainen jakso: Valokuva historian tekijänä - luennot](course) student points\n- [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](course) points\n- [Tuutorivastaavana toimiminen](course) amount of points\n- [Visualization of Quantitative Data](course) credits\n- [Kehittyminen johtajaksi terveydenhuollossa](course) the amount of ECTS\n- How many points [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course) is\n- How many ECTS [Väestön vanheneminen, terveys ja hyvinvointi](course) will be\n- Credits [Science and Biotechnology Journal Club](course)\n- How many credits can I get from [Kirjallisuus, kulttuuri ja yhteiskunta](course)\n- How many ECTS can I get from [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- How many student points can I get from [Dialogue: Constructive Talk at Work](course)\n- I want to know how many credits can I get from [Kontrastiivisen fonetiikan perusteet -](course)\n- I want to know how many ECTS can I get from [Perehdyttäminen tietotekniikan alkeisiin](course)\n- I want to know how many student points can I get from [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](course)\n- I want to know the amount of student points [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course)\n- How many points [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](course)\n- How many credits [Statistics Workshop](course)\n- How many ECTS [Espanja II](course)\n- How many student credits [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course)\n- How many student points [Kansainvälinen verotus](course)\n- How many student credits from [Improving the quality and safety of health care through outcomes research](course)\n- How many student points from [Kandidaatintutkielma - Seminaari ja tutkielma](course)\n- How many ECTS from [Lähihistorian ryhmä](course)\n- How many student credits is [Radiokääntäminen (saksa)](course)\n- How many points is [Teknologiakasvatus - Teknologia](course)\n- How many credits is [Antropologian osa-alueet](course)\n- How many ECTS is [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](course)\n- How many student credits is [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](course)\n- How many student points is [Tutkijan työpaja](course)\n- Student points [English Word Formation](course)\n- Student credits [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen OPETUS PERUUTETTU](course)\n- ECTS [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](course)\n- [Doctoral course on health policy](course) ECTS\n- [PhD by publication: writing integrative chapter](course) course points\n- [Kielellinen merkitys, käyttö ja konteksti](course) student points\n- [Praktikum](course) points\n- [Kielen käyttö I](course) amount of points\n- [Työelämän myytit ja todellisuus](course) credits\n- [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course) the amount of ECTS\n- How many points [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](course) is\n- How many ECTS [Practical Programming in Python](course) will be\n- Credits [Johdatus matematiikkaan ja tilastotieteeseen](course)\n- How many credits can I get from [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course)\n- How many ECTS can I get from [Tutkiva opiskelu](course)\n- How many student points can I get from [Tekstiklinikka tutkielman kirjoittajille](course)\n- I want to know how many credits can I get from [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](course)\n- I want to know how many ECTS can I get from [Venäjän historia, kirjallisuus ja kulttuuri](course)\n- I want to know how many student points can I get from [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- I want to know the amount of student points [Ranska III](course)\n- How many points [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](course)\n- How many credits [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- How many ECTS [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course)\n- How many student credits [Statistical Inference 1](course)\n- How many student points [Re-Thinking Value Creation](course)\n- How many student credits from [Yhteiskuntatutkimuksen tutkinto-ohjelman esittely](course)\n- How many student points from [Terveyden edistämisen perusteet](course)\n- How many ECTS from [Diskurssianalyysi](course)\n- How many student credits is [Perintö-, lahja- ja varainsiirtoverotus](course)\n- How many points is [Kandidaatintutkielmaseminaari - Seminaari](course)\n- How many credits is [Introduction to Finnish History](course)\n- How many ECTS is [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](course)\n- How many student credits is [Tieteenfilosofia](course)\n- How many student points is [Latinalaisen amerikan lähihistoria ja kirjallisuus/Historia y literature contemporáneas de Latinoamérica](course)\n- Student points [Tutkimusseminaari ja pro gradu -tutkielma - Tutkimusseminaari](course)\n- Student credits [Jatkokoulutusseminaari](course)\n- ECTS [Johdanto tietokäytäntöjen tutkimukseen](course)\n- [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course) ECTS\n- [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](course) course points\n- [Tieteellinen kirjoittaminen / LUO & COMS](course) student points\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](course) points\n- [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](course) amount of points\n- [Orientaatio maisteriopintoihin](course) credits\n- [Tutkimuspraktikum](course) the amount of ECTS\n- How many points [Matemaattisen tilastotieteen perusteet](course) is\n- How many ECTS [Gradu-kvantimetodit](course) will be\n- Credits [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](course)\n- How many credits can I get from [Introduction to R](course)\n- How many ECTS can I get from [Innovation Project (2018-I)](course)\n- How many student points can I get from [ABC of Scientific Communication](course)\n- I want to know how many credits can I get from [Osallistuminen opiskelijavaihtoon](course)\n- I want to know how many ECTS can I get from [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](course)\n- I want to know how many student points can I get from [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- I want to know the amount of student points [Vastuullisen liiketoiminnan case-kurssi](course)\n- How many points [TUTU2 Tulevaisuudentutkimuksen menetelmät](course)\n- How many credits [Media Landscape in Russia: Regional Perspective](course)\n- How many ECTS [Julkisen talousjohtamisen informaatio](course)\n- How many student credits [Vieraan kielen taito, perustaso](course)\n- How many student points [Tieteellinen kommunikaatio ja bibliometriikka](course)\n- How many student credits from [Gradu-kvantimetodit](course)\n- How many student points from [Kandidaatintutkielma](course)\n- How many ECTS from [Ympäristöpolitiikan vaikutuskeinot](course)\n- How many student credits is [Introduction to Academic English (diverse learners)](course)\n- How many points is [Tekstianalyysi - Harjoitukset](course)\n- How many credits is [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti](course)\n- How many ECTS is [History of Education - book exam](course)\n- How many student credits is [Tekninen työ -](course)\n- How many student points is [Ruotsin kielen valmentava kurssi](course)\n- Student points [Laskentatoimen teoria ja IFRS II](course)\n- Student credits [Tuutorina toimiminen](course)\n- ECTS [Johdatus seminaarityöskentelyyn](course)\n- [Organisation Theory and Analysis](course) ECTS\n- [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](course) course points\n- [Organisation Theory and Analysis](course) student points\n- [Foundations of Ecological Economics](course) points\n- [Communication Skills in English - Speaking Practice](course) amount of points\n- [Macroprudential Policy and Financial Stability](course) credits\n- [Introduction to Social Circus Pedagogy - (Tampere Summer School 2018)](course) the amount of ECTS\n- How many points [Saksa III](course) is\n- How many ECTS [New Forms of Violence, Change in Security Paradigm (book exam/essay)](course) will be\n- Credits [Julkisyhteisöjen kirjanpito ja tilinpäätös](course)\n- How many credits can I get from [Vuorovaikutuksen perusteet](course)\n- How many ECTS can I get from [Behavioral Finance](course)\n- How many student points can I get from [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](course)\n- I want to know how many credits can I get from [Biokemian menetelmät](course)\n- I want to know how many ECTS can I get from [Rahoitusoikeus](course)\n- I want to know how many student points can I get from [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](course)\n- I want to know the amount of student points [Graduseminaari, alkava (Markkola)](course)\n- How many points [Lasten arki suomalaisessa yhteiskunnassa / Luennot - 1.vsk](course)\n- How many credits [Tuutorivastaavana toimiminen - Projekti/käytännön työ](course)\n- How many ECTS [Julkistalous](course)\n- How many student credits [Visuaalisen journalismin perusteet, luennot](course)\n- How many student points [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- How many student credits from [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Seinäjoki](course)\n- How many student points from [Lasten arki suomalaisessa yhteiskunnassa / Luennot - 1.vsk](course)\n- How many ECTS from [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](course)\n- How many student credits is [WWW Programming](course)\n- How many points is [Kandidaattiseminaari (JATKAVA, Vuolanto)](course)\n- How many credits is [Projektin suunnittelu ja johtaminen](course)\n- How many ECTS is [Liiketoiminnan analysoinnin ja kehittämisen case-kurssi](course)\n- How many student credits is [Kunnallisoikeuden syventävä jakso](course)\n- How many student points is [Pro gradu -seminaari 2018-2019 (vaihe I)](course)\n- Student points [Terve ja sairas ihminen](course)\n- Student credits [Psykologiharjoittelu](course)\n- ECTS [Eheyttävä musiikkikasvatus - Soitinrakennus](course)\n- [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course) ECTS\n- [Intercultural Communication](course) course points\n- [Orientoivat opinnot Pori](course) student points\n- [Käännösviestintä I - Käännösviestintä I englanti-suomi](course) points\n- [Johdon laskentatoimen teoria -](course) amount of points\n- [Tutkielmapiiri: sota-ajan kirjeenvaihdon lingvistinen tutkimus](course) credits\n- [Language, Communication and Culture](course) the amount of ECTS\n- How many points [Scottish Literature](course) is\n- How many ECTS [Vanheneminen ikääntyvässä yhteiskunnassa](course) will be\n- Credits [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](course)\n- How many credits can I get from [Venäjän kielen rakenne - Syntaksi](course)\n- How many ECTS can I get from [Tietotekniikka ja yhteiskunta](course)\n- How many student points can I get from [Teknologiat ja materiaalisuus terveyskysymyksissä](course)\n- I want to know how many credits can I get from [Media and the Arctic](course)\n- I want to know how many ECTS can I get from [Käsityöilmaisu - projekti/käytännön työ ja portfolio](course)\n- I want to know how many student points can I get from [Kuvataiteen perusteet - 1.vsk](course)\n- I want to know the amount of student points [Televisiojournalismi](course)\n- How many points [Kommunikationstraining I](course)\n- How many credits [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](course)\n- How many ECTS [Internet ja vuorovaikutteinen media](course)\n- How many student credits [Terveyden edistämisen perusteet (hoitotieteen opiskelijoille), kirjatentti, Seinäjoki](course)\n- How many student points [History of Education - book exam](course)\n- How many student credits from [Poliittiset ongelmat ja niiden muuttuvat kontekstit](course)\n- How many student points from [Kandidaatintutkielma - Seminaari ja tutkielma](course)\n- How many ECTS from [European, Eurasian and Global Energy Policies](course)\n- How many student credits is [Current Trends in Leadership](course)\n- How many points is [Kandidaattiseminaari ja -tutkielma (hallintotiede), syksy](course)\n- How many credits is [Henkilöstöjohtaminen](course)\n- How many ECTS is [Nordic Parliaments (POMLFCS1)](course)\n- How many student credits is [Käsityömuotoilu - projekti/käytännön työ ja protfolio](course)\n- How many student points is [Finlaysonin kielimaailmat](course)\n- Student points [Puheviestintä tieteenä](course)\n- Student credits [Valinnainen jakso: Valokuva historian tekijänä - luennot](course)\n- ECTS [Legal English](course)\n- [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](course) ECTS\n- [Postcolonial Literature](course) course points\n- [Writing Scientific Journal Articles](course) student points\n- [Kansainvälinen talous](course) points\n- [English Word Formation](course) amount of points\n- [Valinnainen jakso: Tiedeviestinnän projekti](course) credits\n- [Valtiosääntöoikeus](course) the amount of ECTS\n- How many points [Valtakurssi](course) is\n- How many ECTS [Finnish Elementary Course 2 (taught in 4. period)](course) will be\n- Credits [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](course)\n- How many credits can I get from [Translation and Academic Writing - Introduction to Academic Writing](course)\n- How many ECTS can I get from [Seminaari](course)\n- How many student points can I get from [Vastuullisen liiketoiminnan case-kurssi](course)\n- I want to know how many credits can I get from [Europe in transition](course)\n- I want to know how many ECTS can I get from [Johdatus hoitotieteelliseen tutkimukseen](course)\n- I want to know how many student points can I get from [Markkinoinnin johtaminen ja organisointi](course)\n- I want to know the amount of student points [Postgraduate seminar in Interactive Technology (Surakka)](course)\n- How many points [Eurooppalainen, euraasialainen ja globaali energiapolitiikka (kirjatentti/essee)](course)\n- How many credits [Human Mobility in Peace and Conflict Research](course)\n- How many ECTS [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti](course)\n- How many student credits [Makrotalousteorian jatkokurssi II](course)\n- How many student points [Viestinnän ja median tutkimussuuntauksia](course)\n- How many student credits from [Minuus, identiteetti ja sosiaalinen konteksti](course)\n- How many student points from [Political Ideologies (book exam)(course)\n- How many ECTS from [Erikoiskurssi](course)\n- How many student credits is [Liikunnan projekti (5 op)](course)\n- How many points is [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course)\n- How many credits is [Tutustuminen psykologin työhön](course)\n- How many ECTS is [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti, Seinäjoki](course)\n- How many student credits is [Deutsch im Alltag und Studium](course)\n- How many student points is [Venäjä III](course)\n- Student points [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](course)\n- Student credits [Poliittinen filosofia (kirjatentti/essee)](course)\n- ECTS [Media Landscape in Russia: Regional Perspective](course)\n- [Työelämäviestinnän tutkimus- tai kehityshanke](course) ECTS\n- [Biological data analysis with R](course) course points\n- [Introduction to Programming I (Tampere Summer School 2018)](course) student points\n- [Master's Thesis Seminar / Internet and Game Studies](course) points\n- [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](course) amount of points\n- [Ympäristön ja alueiden poliittisuus (avoin yliopisto-opetus), monimuoto-opetus](course) credits\n- [Gender and wellbeing in the global South and North](course) the amount of ECTS\n- How many points [Äänne- ja muoto-oppi](course) is\n- How many ECTS [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course) will be\n- Credits [Speakers Series](course)\n- How many credits can I get from [Talous - politiikka - kulttuuri -lukupiiri](course)\n- How many ECTS can I get from [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- How many student points can I get from [Advanced International Relations Research Methods (book exam/essay)](course)\n- I want to know how many credits can I get from [Eettinen johtajuus](course)\n- I want to know how many ECTS can I get from [Political Systems (book exam/essay)](course)\n- I want to know how many student points can I get from [Poliittiset ongelmat ja niiden muuttuvat kontekstit](course)\n- I want to know the amount of student points [Tutkimuspraktikum](course)\n- How many points [Kiina II](course)\n- How many credits [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](course)\n- How many ECTS [Research seminar for postgraduate studies](course)\n- How many student credits [Introduction to R](course)\n- How many student points [Yhteisöllinen oppiminen ja ohjaus - Seminaari](course)\n- How many student credits from [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](course)\n- How many student points from [Tieteellinen kirjoittaminen](course)\n- How many ECTS from [Conflict Resolution (book exam/essay)](course)\n- How many student credits is [Visuaalisen journalismin perusteet, luennot](course)\n- How many points is [Everything You Wanted to Know about Political Parties - But Never Dared to Ask (POMLFCS1)](course)\n- How many credits is [Yksilö, yhteiskunta ja kulttuuri - evankelisluterilaiset uskonnon ja elämänkatsomustiedon harjoitusryhmät - 2. vsk](course)\n- How many ECTS is [Research Seminar, Doctoral Programme in Language Studies](course)\n- How many student credits is [Strategia ja yrittäjyys](course)\n- How many student points is [Talous ja yhteiskunta](course)\n- Student points [Business Writing](course)\n- Student credits [Kvalitatiiviset menetelmät](course)\n- ECTS [Terveystaloustieteen tohtorikoulutussemiaari](course)\n- [MA Thesis Seminar](course) ECTS\n- [Tutkimusetiikka](course) course points\n- [Historiankirjoituksen historia](course) student points\n- [Emotions and Sociality in Human-Technology Interaction](course) points\n- [Väittelijän puheviestintä](course) amount of points\n- [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](course) credits\n- [Terve ja turvallinen kouluyhteisö](course) the amount of ECTS\n- How many points [Kieliopin harjoitukset](course) is\n- How many ECTS [Kandidaattiseminaari ja -tutkielma (julkisoikeus), kevät -](course) will be\n- Credits [Literature and Society in Early Modern Britain](course)\n- How many credits can I get from [Current theoretical questions of educational research](course)\n- How many ECTS can I get from [Opetussuunnitelmatyö yliopistossa](course)\n- How many student points can I get from [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](course)\n- I want to know how many credits can I get from [Perusharjoittelu](course)\n- I want to know how many ECTS can I get from [Tiedonhankintataidot (hoitotiede)](course)\n- I want to know how many student points can I get from [Intercultural Communication](course)\n- I want to know the amount of student points [Studies of expansive learning: Foundations, findings and challenges](course)\n- How many points [Kokeellinen tiedonhaku](course)\n- How many credits [Filosofian tutkija- ja tohtorikoulutusseminaari](course)\n- How many ECTS [Julkistalouden jatkokurssi](course)\n- How many student credits [Moniammatillinen -klinikkaopetus](course)\n- How many student points [Media and the Arctic (POMLFCS3)](course)\n- How many student credits from [Genes and Genomes](course)\n- How many student points from [Kandidaatintutkielmaseminaari - Seminaari](course)\n- How many ECTS from [Usean muuttujan differentiaalilaskenta](course)\n- How many student credits is [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course)\n- How many points is [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](course)\n- How many credits is [Orientoivat opinnot - Tiedonhankintataidot I](course)\n- How many ECTS is [Äärellisten mallien teorian seminaari (Finite model theory seminar)](course)\n- How many student credits is [Foreign Policy and Diplomacy (book exam/essay)](course)\n- How many student points is [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](course)\n- Student points [Laskentatoimen perusteet](course)\n- Student credits [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- ECTS [Aktuelle Texte aus Presse und Studium](course)\n- [Kirjallisuuden opettaminen](course) ECTS\n- [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat lo-opiskelijat](course) course points\n- [Welfare State Theories](course) student points\n- [Tutkielmaseminaari - Seminaari](course) points\n- [Empiiristen tutkimusmenetelmien yleisesitykset (kirjatentti/essee)](course) amount of points\n- [Lukuteoria ja algebra opettajille -](course) credits\n- [Talouselämän käännösviestinnän seminaari suomi-saksa -](course) the amount of ECTS\n- How many points [Kandidaatin tutkielma ja seminaari, (hoitotieteen opiskelijoille), Seinäjoki](course) is\n- How many ECTS [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](course) will be\n- Credits [Seminaari II / Seminar II](course)\n- How many credits can I get from [Terveys, tieto, asiantuntijuus](course)\n- How many ECTS can I get from [Media maailmassa - verkkokurssi](course)\n- How many student points can I get from [Kirjallisuudentutkijan työkalupakki tieteellisiin kertomuksiin](course)\n- I want to know how many credits can I get from [Master's Thesis Seminar / Internet and Game Studies](course)\n- I want to know how many ECTS can I get from [Medioitu vuorovaikutus](course)\n- I want to know how many student points can I get from [Structure of English II - Grammar II](course)\n- I want to know the amount of student points [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](course)\n- How many points [Kääntämisen ja tulkkauksen teoria ja käytäntö - Terminologia](course)\n- How many credits [Oppimisen ja opiskelun taidot](course)\n- How many ECTS [Orientaatio filosofian tutkinto-ohjelman opintoihin](course)\n- How many student credits [Kulutuksen ja ostokäyttäytymisen teoria](course)\n- How many student points [Yritysetiikka (verkkokurssi)](course)\n- How many student credits from [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- How many student points from [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)(course)\n- How many ECTS from [Internet ja vuorovaikutteinen media (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- How many student credits is [Linguistics I: Introduction to Basic Concepts](course)\n- How many points is [Espanjan historia ja kirjallisuus - Historia y literatura de España](course)\n- How many credits is [Pro gradu -seminaari ja -tutkielma](course)\n- How many ECTS is [Julkissektorin instituutioiden talous (monimuoto-opetus)](course)\n- How many student credits is [Comparative Criminal Justice](course)\n- How many student points is [Kehittävä asiantuntijatyö organisaatioissa](course)\n- Student points [Projektiharjoittelu](course)\n- Student credits [Writing the Nation](course)\n- ECTS [Visuaalisen journalismin perusteet, harjoitukset](course)\n- [Väestön vanheneminen, terveys ja hyvinvointi](course) ECTS\n- [Lapset ympäristönsä tutkijoina - Matematiikka](course) course points\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](course) student points\n- [Moniammatillinen -klinikkaopetus](course) points\n- [Kandidaattiseminaari (JATKAVA, Katermaa)](course) amount of points\n- [Visuality, security and peace: Introduction into visual peace research and visual security studies](course) credits\n- [Minustako asiantuntijamyynnin ammattilainen?](course) the amount of ECTS\n- How many points [Tiedon rajat](course) is\n- How many ECTS [Introduction to computational biology](course) will be\n- Credits [Political Ideologies (book exam)](course)\n- How many credits can I get from [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](course)\n- How many ECTS can I get from [Protein technology Laboratory Course A](course)\n- How many student points can I get from [Tutkimustyön perusteet - a) Tieteenfilosofia](course)\n- I want to know how many credits can I get from [Pro gradu -seminaari ja -tutkielma (2018-2019)](course)\n- I want to know how many ECTS can I get from [Suullinen viestintä I/Muntlig kommunikation I](course)\n- I want to know how many student points can I get from [Seminaari (Seppänen) jatkuu keväältä](course)\n- I want to know the amount of student points [Master's Thesis Seminar in Software Development](course)\n- How many points [Tutkielmakurssi (periodi I)](course)\n- How many credits [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](course)\n- How many ECTS [Liiketoimintamallit](course)\n- How many student credits [Käännös suomi-espanja I/Traducción finés-español I](course)\n- How many student points [Linguistics I: Introduction to Basic Concepts](course)\n- How many student credits from [Specialised International Relations Research Methods (book exam/essay)](course)\n- How many student points from [Kielioppi I (suomenkieliset opiskelijat)(course)\n- How many ECTS from [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- How many student credits is [High-throughput data analysis](course)\n- How many points is [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](course)\n- How many credits is [Introduction to research methods in public administration](course)\n- How many ECTS is [Media and Globalization - Lectures + essay](course)\n- How many student credits is [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](course)\n- How many student points is [Johdatus logiikkaan 1](course)\n- Student points [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](course)\n- Student credits [Biostatistics](course)\n- ECTS [Syventävä projekti, syksyllä 2018 alkava](course)\n- [Nimistöntutkimus](course) ECTS\n- [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course) course points\n- [Russia beyond Russia. Case Study Finland](course) student points\n- [Lausekielinen ohjelmointi I](course) points\n- [Graduseminaari (Junkkari)](course) amount of points\n- [Venäjä IV](course) credits\n- [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](course) the amount of ECTS\n- How many points [ABC of Scientific Communication](course) is\n- How many ECTS [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](course) will be\n- Credits [Graduseminaari (Ruohonen)](course)\n- How many credits can I get from [Opetus, ohjaus, oppiminen - Luennot (1 op) EDUn opiskelijoille TAI luennot (1 op) ja kirjatentti (4 op) opintojakson valinnaisena suorittaville](course)\n- How many ECTS can I get from [Systems biology methods](course)\n- How many student points can I get from [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](course)\n- I want to know how many credits can I get from [Vaihtuva-alainen kurssi: Oppimisvaikeudet](course)\n- I want to know how many ECTS can I get from [Liikunta - Liikuntapedagogiikan perusteet - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- I want to know how many student points can I get from [Yritysverotus](course)\n- I want to know the amount of student points [Orientoivat opinnot ja HOPS](course)\n- How many points [Perspectives to sustainable organisational and societal change](course)\n- How many credits [Työn taloustiede](course)\n- How many ECTS [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](course)\n- How many student credits [Sosiaalityön harjoittelu + kehittämistyön harjoittelu - STYS2B2 Harjoitteluseminaari](course)\n- How many student points [Kulttuuripsykologian perusteet](course)\n- How many student credits from [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course)\n- How many student points from [Julkisyhteisöjen kirjanpito ja tilinpäätös](course)\n- How many ECTS from [Networks in Service Business](course)\n- How many student credits is [Case study: Examining leadership challenges](course)\n- How many points is [Studies of expansive learning: Foundations, findings and challenges](course)\n- How many credits is [Political Economy](course)\n- How many ECTS is [Bioinformatics tools (spring 2019)](course)\n- How many student credits is [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](course)\n- How many student points is [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi) / KTM-tutkinto](course)\n- Student points [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](course)\n- Student credits [Terveystiedon asiantuntijuus (sähköinen tentti)](course)\n- ECTS [Valokuva historian tekijänä](course)\n- [Political Systems Outside of Europe (book exam/essay)](course) ECTS\n- [PlayLab! Game Journalism Project](course) course points\n- [Finnish Society and Culture (spring)](course) student points\n- [Talous ja yhteiskunta](course) points\n- [Tieteellinen kirjoittaminen (SOC)](course) amount of points\n- [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](course) credits\n- [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](course) the amount of ECTS\n- How many points [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](course) is\n- How many ECTS [Tekninen viestintä ja informaation suunnittelu](course) will be\n- Credits [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course)\n- How many credits can I get from [Orientation - Orientation to studying in the Computational Big Data Analytics programme](course)\n- How many ECTS can I get from [Käytännön opetus ja ohjaus](course)\n- How many student points can I get from [Seminaari](course)\n- I want to know how many credits can I get from [Kansainvälinen yhteisö (kirjatentti/essee)](course)\n- I want to know how many ECTS can I get from [Introduction to Statistics (Tampere Summer School)](course)\n- I want to know how many student points can I get from [Introduction to research methods in public administration](course)\n- I want to know the amount of student points [Radiojournalismi](course)\n- How many points [Media and the Arctic (POMLFCS3)](course)\n- How many credits [Suunnittelu ja kehittäminen hoitotyön johtamisessa](course)\n- How many ECTS [Feministiset politiikat ja asiantuntijuus](course)\n- How many student credits [Sanastotyö](course)\n- How many student points [Seminaari](course)\n- How many student credits from [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course)\n- How many student points from [Individual project course](course)\n- How many ECTS from [Kognitiivinen neurotiede II](course)\n- How many student credits is [Children, young people, politics and participation](course)\n- How many points is [Rahoituksen jatkokurssi](course)\n- How many credits is [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- How many ECTS is [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- How many student credits is [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](course)\n- How many student points is [Dialogue: Constructive Talk at Work](course)\n- Student points [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat]( luennot)](course)\n- Student credits [Johdatus hallintotieteeseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- ECTS [Case study: Examining leadership challenges](course)\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](course) ECTS\n- [Konfliktinratkaisu (kirjatentti/essee)](course) course points\n- [Peace, Security and International Institutions (book exam/essay)](course) student points\n- [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](course) points\n- [Organisational Change Dynamics and Management](course) amount of points\n- [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course) credits\n- [Valtio-opin johdantokurssi](course) the amount of ECTS\n- How many points [Eliittiteoriat ja -tutkimus](course) is\n- How many ECTS [Minuus, identiteetti ja sosiaalinen konteksti](course) will be\n- Credits [Johdatus kulttuurisosiologiaan](course)\n- How many credits can I get from [Macroprudential Policy and Financial Stability](course)\n- How many ECTS can I get from [Empiiristen tutkimusmenetelmien yleisesitykset (kirjatentti/essee)](course)\n- How many student points can I get from [Monimuuttujamenetelmien perusteet](course)\n- I want to know how many credits can I get from [Reading Waste](course)\n- I want to know how many ECTS can I get from [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](course)\n- I want to know how many student points can I get from [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course)\n- I want to know the amount of student points [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](course)\n- How many points [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](course)\n- How many credits [Liike-elämän ruotsia I](course)\n- How many ECTS [Sociolinguistics](course)\n- How many student credits [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course)\n- How many student points [Strategisen markkinoinnin caset](course)\n- How many student credits from [Julkisen hallinnon reformit ja muutos](course)\n- How many student points from [Software Project Management, Theory](course)\n- How many ECTS from [Digitaalinen historia](course)\n- How many student credits is [Academic Presentations](course)\n- How many points is [Kirjallinen viestintä I - Sanasto- ja rakenneharjoitukset](course)\n- How many credits is [Terveystiedon didaktiikan perusteet](course)\n- How many ECTS is [Regression analysis](course)\n- How many student credits is [Algebra 1A](course)\n- How many student points is [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](course)\n- Student points [Moniammatilliset oppimisyhteisöt - Seminaari](course)\n- Student credits [Universal Basic Income](course)\n- ECTS [Arviointimenetelmät](course)\n- [Rakennebiologia](course) ECTS\n- [Tuutorina toimiminen](course) course points\n- [Sosiaalityön toimintaympäristöt (kirjatentti)](course) student points\n- [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](course) points\n- [Political Systems Outside of Europe (book exam/essay)](course) amount of points\n- [Bachelor's Thesis Seminar - seminar in English](course) credits\n- [Johdon laskentatoimen perusteet (avoin yliopisto-opetus)](course) the amount of ECTS\n- How many points [Kehittävä asiantuntijatyö organisaatioissa](course) is\n- How many ECTS [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](course) will be\n- Credits [Accounting Information Systems](course)\n- How many credits can I get from [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](course)\n- How many ECTS can I get from [Parhaat filosofiset artikkelit](course)\n- How many student points can I get from [Medical English - Introduction to Scientific Writing](course)\n- I want to know how many credits can I get from [Espanja IV](course)\n- I want to know how many ECTS can I get from [Government and Society: Inequality](course)\n- I want to know how many student points can I get from [Terveys ja talous](course)\n- I want to know the amount of student points [Kuvataiteen vaihtuvateemainen opintojakso/Elokuva mediakasvatuksen välineenä](course)\n- How many points [Research seminar for postgraduate studies](course)\n- How many credits [Julkisoikeuden perusteet (järjestäjä TAMK)](course)\n- How many ECTS [Kandidaattiseminaari (JATKAVA, Nevala)](course)\n- How many student credits [Pohjoismaiden yhteiskuntaolot ja kulttuurit](course)\n- How many student points [Terveys, arki ja toimijuus, luennot](course)\n- How many student credits from [Todennäköisyyslaskenta](course)\n- How many student points from [Proseminaari (ryhmä 2)(course)\n- How many ECTS from [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](course)\n- How many student credits is [Introduction to Pharmacology and Drug Modelling](course)\n- How many points is [Media and the Arctic](course)\n- How many credits is [Venäjän kulttuuri](course)\n- How many ECTS is [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course)\n- How many student credits is [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](course)\n- How many student points is [Laskentatoimen teoria ja IFRS II](course)\n- Student points [Pohjoismaisten kielten lähtötasokoe](course)\n- Student credits [Lääketieteellisen tutkimuksen etiikka](course)\n- ECTS [Planning, Managing and Completing Your Doctoral Thesis](course)\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](course) ECTS\n- [Innovation Project (2018-I)](course) course points\n- [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](course) student points\n- [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](course) points\n- [Kansainvälisen politiikan menetelmäseminaari (kirjatentti)](course) amount of points\n- [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](course) credits\n- [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](course) the amount of ECTS\n- How many points [Becoming an Efficient Researcher](course) is\n- How many ECTS [Romanticism and Its Legacy](course) will be\n- Credits [Symbols that move us - popular culture/deep culture](course)\n- How many credits can I get from [Translating and Editing for Publication](course)\n- How many ECTS can I get from [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course)\n- How many student points can I get from [Nuorisotyö ja nuorten elämänkulku](course)\n- I want to know how many credits can I get from [Asiantuntijan puheviestintä ja vuorovaikutusosaaminen](course)\n- I want to know how many ECTS can I get from [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- I want to know how many student points can I get from [Poliittiset instituutiot ja prosessit (kirjatentti/essee)](course)\n- I want to know the amount of student points [Basics II: Intermediate Czech I](course)\n- How many points [Venäjä I](course)\n- How many credits [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](course)\n- How many ECTS [Terveydenhuollon koulutuspolitiikka](course)\n- How many student credits [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course)\n- How many student points [Arviointimenetelmät](course)\n- How many student credits from [Civil Society and Political Participation (book exam/essay)](course)\n- How many student points from [Laajentava harjoittelu](course)\n- How many ECTS from [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](course)\n- How many student credits is [Johdon laskentatoimen jatkokurssi](course)\n- How many points is [Responsible Business and Social Accounting (Lectures)](course)\n- How many credits is [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course)\n- How many ECTS is [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](course)\n- How many student credits is [Syntyvyys, hoiva, sukupolvi](course)\n- How many student points is [Ainedidaktiikka I](course)\n- Student points [Menetelmäopinnot / Kielentutkimuksen metodit](course)\n- Student credits [Mediatutkimuksen valinn. jakso: Ääni, teknologia ja kulttuuri](course)\n- ECTS [Immunologian perusteet](course)\n- [Orientation - Orientation to studying in the Degree Programme](course) ECTS\n- [Oikeudellisen tutkimuksen perusteet](course) course points\n- [Lapset ympäristönsä tutkijoina - Käsityö](course) student points\n- [Toisen kielen oppiminen ja opetus](course) points\n- [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](course) amount of points\n- [Introduction to Statistics](course) credits\n- [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](course) the amount of ECTS\n- How many points [Poliittinen filosofia (kirjatentti/essee)](course) is\n- How many ECTS [Liike-elämän ruotsia I](course) will be\n- Credits [Genetics and Pathogenesis of Common Killers](course)\n- How many credits can I get from [Studia generalia: Lastenkirja kääntäjän kädessä](course)\n- How many ECTS can I get from [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](course)\n- How many student points can I get from [Journalistinen kieli - Kielenhuolto, lauseoppi](course)\n- I want to know how many credits can I get from [Kielioppi II/Språkets strukturer II](course)\n- I want to know how many ECTS can I get from [Sopimusoikeus](course)\n- I want to know how many student points can I get from [Foundations of English Business Communication](course)\n- I want to know the amount of student points [Käsitteellinen mallintaminen I](course)\n- How many points [Puheviestinnän tutkimuskurssi](course)\n- How many credits [Monikulttuurisuus ja koulutuspolitiikka - Seminaari](course)\n- How many ECTS [Espanjan kielioppi II/Gramática española II](course)\n- How many student credits [Tekninen kirjoittaminen (englanti)](course)\n- How many student points [Tieteellinen kirjoittaminen](course)\n- How many student credits from [Seminaari](course)\n- How many student points from [Terve ja turvallinen kouluyhteisö](course)\n- How many ECTS from [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course)\n- How many student credits is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Etnografia](course)\n- How many points is [Tietojärjestelmän suunnittelun perusteet](course)\n- How many credits is [Kieli käyttöön/Språket i bruk](course)\n- How many ECTS is [Orientaatio tutkielman tekemiseen -](course)\n- How many student credits is [Johdatus länsimaiseen kirjallisuushistoriaan - luennot](course)\n- How many student points is [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](course)\n- Student points [Making sense of globalization - Theorizing beyond the nation-state - Lectures + essay](course)\n- Student credits [Tutkielmapiiri](course)\n- ECTS [Introduction to International Criminal Justice System](course)\n- [Scientific Writing - Module A - Writing Clinic](course) ECTS\n- [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](course) course points\n- [Johtaminen ja organisaatiot II](course) student points\n- [Espanja IV](course) points\n- [Tilastotieteen johdantokurssi, iltaryhmä](course) amount of points\n- [Terveys, arki ja toimijuus, luennot](course) credits\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Laadullisen aineiston analyysi](course) the amount of ECTS\n- How many points [Practical Observation and Reflection of ECEC - Observation, written tasks, report](course) is\n- How many ECTS [Johdatus vuorovaikutteiseen teknologiaan](course) will be\n- Credits [Johdatus Suomen kirjallisuushistoriaan - luennot](course)\n- How many credits can I get from [Liberalismi ja demokratia](course)\n- How many ECTS can I get from [Sosiaalipolitiikka (lähi- ja monimuotokurssi)](course)\n- How many student points can I get from [Matematiikan gradustartti](course)\n- I want to know how many credits can I get from [Tekstin tekemisen perusteet](course)\n- I want to know how many ECTS can I get from [Rahoitusekonometria](course)\n- I want to know how many student points can I get from [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](course)\n- I want to know the amount of student points [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](course)\n- How many points [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (2. periodi)](course)\n- How many credits [Orientation](course)\n- How many ECTS [Statistical Modeling 1](course)\n- How many student credits [Environmental History and Cultural Ecology of Russia (VENS20)](course)\n- How many student points [Valinnainen jakso: Radioprojekti (kevät)](course)\n- How many student credits from [Hallintotieteen teoriat ja käsitteet](course)\n- How many student points from [Nykyajan filosofia](course)\n- How many ECTS from [Media and Globalization - Lectures + essay](course)\n- How many student credits is [Rahoituksen perusteet](course)\n- How many points is [International Political Economy](course)\n- How many credits is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaopiskelijat](course)\n- How many ECTS is [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- How many student credits is [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - Kasvatustieteellinen luku- ja kirjoitustaito](course)\n- How many student points is [Monikielinen käännöstyöpaja](course)\n- Student points [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Student credits [Dialogitulkkaus / Dialogdolmetschen](course)\n- ECTS [Gender in Society](course)\n- [Kandidaattiseminaari (JATKAVA, Nenonen)](course) ECTS\n- [Työelämän korttipakka](course) course points\n- [Kohti matematiikan opettajuutta 2 (TTY)](course) student points\n- [Kertomuksen vaarat](course) points\n- [Bioinformatics](course) amount of points\n- [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course) credits\n- [Bioinformatics project](course) the amount of ECTS\n- How many points [European Integration and Disintegration (BOOK EXAM POLKVS32)](course) is\n- How many ECTS [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course) will be\n- Credits [Deutsch im Alltag und Studium](course)\n- How many credits can I get from [Johdatus kirjallisuuden poetiikkaan](course)\n- How many ECTS can I get from [Personal Study Planning](course)\n- How many student points can I get from [Tutkielmaseminaari (logopedia)](course)\n- I want to know how many credits can I get from [Kognitiivinen neurotiede I](course)\n- I want to know how many ECTS can I get from [Medioitu vuorovaikutus](course)\n- I want to know how many student points can I get from [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](course)\n- I want to know the amount of student points [Literature and Urban Space](course)\n- How many points [Postcolonial Literature](course)\n- How many credits [Sidosryhmäteoria ja -johtaminen](course)\n- How many ECTS [Pro gradu -tutkielma ja -seminaari](course)\n- How many student credits [Kandidaatintutkielma](course)\n- How many student points [Genes and Genomes](course)\n- How many student credits from [Business, Society and Nature (Independent study) Autumn 2018](course)\n- How many student points from [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](course)\n- How many ECTS from [Sukupuoli, perhe ja yhteiskunta](course)\n- How many student credits is [Pääoma-lukuseminaari](course)\n- How many points is [Vuorovaikutuksen perusteet](course)\n- How many credits is [Speakers Series](course)\n- How many ECTS is [Markkinoinnin teoria](course)\n- How many student credits is [Regression analysis](course)\n- How many student points is [Statistics](course)\n- Student points [Terveystiedon didaktiikan perusteet](course)\n- Student credits [SPSS:n perusteet, kevät](course)\n- ECTS [EU:n ulkosuhteiden erityiskysymykset: turvallisuus, talous ja arvot (kirjatentti/essee)](course)\n- [Saksan kielen valmentava kurssi - Interkulturelles Training](course) ECTS\n- [Espanjan historia ja kirjallisuus - Historia y literatura de España](course) course points\n- [Julkisen toiminnan tuloksellisuuden arviointi](course) student points\n- [Sosiaalioikeus I](course) points\n- [Molekulaarinen solubiologia](course) amount of points\n- [Pro gradu -tutkielma ja -seminaari, tammikuussa 2018 aloittaneet ryhmät](course) credits\n- [Johdon laskentatoimen jatkokurssi](course) the amount of ECTS\n- How many points [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](course) is\n- How many ECTS [Kiina I](course) will be\n- Credits [Laskentatoimi ja talousjohtaminen](course)\n- How many credits can I get from [Moniammatilliset johtamisopinnot](course)\n- How many ECTS can I get from [Variety in Present-day English](course)\n- How many student points can I get from [Kehityspsykologia I](course)\n- I want to know how many credits can I get from [Maisteriopintojen esittely - TIM](course)\n- I want to know how many ECTS can I get from [Foundations of English Business Communication (RPL) / näyttökoe](course)\n- I want to know how many student points can I get from [Tieteellinen kirjoittaminen](course)\n- I want to know the amount of student points [Valokuva historian tekijänä](course)\n- How many points [Cancer Biology](course)\n- How many credits [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- How many ECTS [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](course)\n- How many student credits [Terveystieteiden tilastolliset tutkimusmenetelmät](course)\n- How many student points [Latinalaisen Amerikan historia ja kirjallisuus - Historia y literatura de Latinoamérica](course)\n- How many student credits from [Saksan kielen valmentava kurssi - Interkulturelles Training](course)\n- How many student points from [Soveltava projekti - projekti](course)\n- How many ECTS from [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- How many student credits is [Research on Society and Organisations](course)\n- How many points is [Innovation Project (2018-II)](course)\n- How many credits is [Master's Seminar and Thesis](course)\n- How many ECTS is [Laboroinnin perusteet](course)\n- How many student credits is [Journalism Start-Ups and Enterpreneurialism](course)\n- How many student points is [Moniammatilliset johtamisopinnot](course)\n- Student points [Research work](course)\n- Student credits [PlayLab! Game Journalism Project](course)\n- ECTS [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](course)\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](course) ECTS\n- [Johdatus länsimaiseen kirjallisuushistoriaan - luennot](course) course points\n- [Work and Health](course) student points\n- [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](course) points\n- [Media, Information and Democracy](course) amount of points\n- [Ohjelmistotuotannon käytännöt](course) credits\n- [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course) the amount of ECTS\n- How many points [Nordic Model: Nordic Welfare Societies](course) is\n- How many ECTS [Matematiikan peruskäsitteitä](course) will be\n- Credits [Julkistalouden valvonta ja tarkastus](course)\n- How many credits can I get from [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course)\n- How many ECTS can I get from [Perusharjoittelu](course)\n- How many student points can I get from [Tuutorivastaavana toimiminen - Projekti/käytännön työ](course)\n- I want to know how many credits can I get from [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](course)\n- I want to know how many ECTS can I get from [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](course)\n- I want to know how many student points can I get from [Kasvatushistoria, kirjatentti, Seinäjoki](course)\n- I want to know the amount of student points [Tila, teknologia ja toiminta - essee](course)\n- How many points [Toiminnanohjausjärjestelmät (ERP)](course)\n- How many credits [Puhetekniikan ja äänenkäytön perusteet](course)\n- How many ECTS [Espanjan kielioppi II/Gramática española II](course)\n- How many student credits [KEB-21101 Mikrobiologia](course)\n- How many student points [Research in Practice](course)\n- How many student credits from [Ammattimainen tekstintarkistus](course)\n- How many student points from [Ihmisoikeudet ja kansainvälinen yhteisö (kirjatentti/essee)(course)\n- How many ECTS from [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- How many student credits is [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](course)\n- How many points is [Yhteiskunnalliset kiistat ja niiden hallinta (esseesuoritusvaihtoehto)](course)\n- How many credits is [Kielen kehitys](course)\n- How many ECTS is [Kääntäminen äidinkieleen](course)\n- How many student credits is [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)](course)\n- How many student points is [Basics of Project Management](course)\n- Student points [Yrityksen taloustieteellisen tutkimuksen perusteet](course)\n- Student credits [Analyysi A](course)\n- ECTS [Terveys, arki ja toimijuus, luennot](course)\n- [Social Constructionism](course) ECTS\n- [Identity and Lifecourse - Lectures, reading groups and essay](course) course points\n- [Vanhat ja uudet klassikot (kirjatentti/essee)](course) student points\n- [Satututkimuksen lukupiiri](course) points\n- [Sosiaalinen maailma](course) amount of points\n- [Lapset ympäristönsä tutkijoina - Ympäristökasvatus](course) credits\n- [Rauhan- ja konfliktintutkimus (kirjatentti/essee)](course) the amount of ECTS\n- How many points [Kehittävä asiantuntijatyö organisaatioissa](course) is\n- How many ECTS [Äärellisten mallien teorian seminaari (Finite model theory seminar)](course) will be\n- Credits [Projektin suunnittelu ja johtaminen](course)\n- How many credits can I get from [Basics of Project Management](course)\n- How many ECTS can I get from [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](course)\n- How many student points can I get from [Vastuullisen liiketoiminnan case-kurssi](course)\n- I want to know how many credits can I get from [Research on Public Management and Organizations](course)\n- I want to know how many ECTS can I get from [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.3.2019](course)\n- I want to know how many student points can I get from [Viron peruskurssi](course)\n- I want to know the amount of student points [Tiedon organisointi ja informaatioarkkitehtuuri](course)\n- How many points [Verkostoitunut maailma](course)\n- How many credits [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (2. periodi)](course)\n- How many ECTS [Master´s Thesis and Seminar - for the group that started in 2018](course)\n- How many student credits [Academic Presentations](course)\n- How many student points [English Word Formation](course)\n- How many student credits from [Writing for Research (online course)](course)\n- How many student points from [Kandidaattiseminaari (JATKAVA, Nenonen)(course)\n- How many ECTS from [Big Data Entity Resolution](course)\n- How many student credits is [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course)\n- How many points is [Yhteisöviestintä kunta- ja aluejohtamisessa](course)\n- How many credits is [Jatkokoulutusseminaari](course)\n- How many ECTS is [Kandidaatintutkielma ja seminaari, syksy 2018](course)\n- How many student credits is [SOTEPO - Tohtorikoulutusseminaari (Sos.- ja terv.pol., tervh.tutk., terv.huollon joht.)](course)\n- How many student points is [Human-Technology Interaction Project Work](course)\n- Student points [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](course)\n- Student credits [Hoitotieteen tohtorikoulutusseminaari](course)\n- ECTS [Kääntämisen ja tulkkauksen teoria ja käytäntö - Käännösteoria](course)\n- [Orientation to study in the Programme](course) ECTS\n- [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course) course points\n- [Kandidaattiseminaari](course) student points\n- [Kehityspsykologia II](course) points\n- [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](course) amount of points\n- [Seminaari (Kunelius) jatkuu keväältä](course) credits\n- [Poverty in the world: Hunger, inequalities and action](course) the amount of ECTS\n- How many points [Venäjä III](course) is\n- How many ECTS [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course) will be\n- Credits [Keskustelunanalyysi (verkkokurssi), syksy 2018](course)\n- How many credits can I get from [Johdatus politiikan teoriaan (kirjatentti/essee)](course)\n- How many ECTS can I get from [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](course)\n- How many student points can I get from [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](course)\n- I want to know how many credits can I get from [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course)\n- I want to know how many ECTS can I get from [Ruututekstikääntämisen peruskurssi](course)\n- I want to know how many student points can I get from [SGN-53007 Computational Diagnostics](course)\n- I want to know the amount of student points [Käsityöilmaisu - projekti/käytännön työ ja portfolio](course)\n- How many points [Historiankirjoituksen historia](course)\n- How many credits [Speakers Series](course)\n- How many ECTS [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](course)\n- How many student credits [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course)\n- How many student points [Foundations of Games and Internet Research](course)\n- How many student credits from [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- How many student points from [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](course)\n- How many ECTS from [Seminaari](course)\n- How many student credits is [Seminaari II](course)\n- How many points is [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course)\n- How many credits is [Työhyvinvointi (itsenäinen suoritustapa)](course)\n- How many ECTS is [Käsityömuotoilu - projekti/käytännön työ ja protfolio](course)\n- How many student credits is [Sosiaalipsykologia (verkkokurssi)](course)\n- How many student points is [Syventävä projekti, syksyllä 2018 alkava](course)\n- Student points [Kandidaattiseminaari ja tutkielma (markkinointi) - syksy 2018](course)\n- Student credits [Käännösteknologian harjoituskurssi](course)\n- ECTS [Comparative Criminal Justice](course)\n- [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](course) ECTS\n- [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](course) course points\n- [Sosiaalityön toimintaympäristöt (kirjatentti)](course) student points\n- [Ympäristökasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) points\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](course) amount of points\n- [Basics of Marketing and Sales -](course) credits\n- [Usean muuttujan differentiaalilaskenta](course) the amount of ECTS\n- How many points [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](course) is\n- How many ECTS [Ethnographic Research](course) will be\n- Credits [Developing and implementing European Public Sector Accounting modules](course)\n- How many credits can I get from [Academic Writing](course)\n- How many ECTS can I get from [Palvelut ja hyvinvointivaltion murros](course)\n- How many student points can I get from [Julkisyhteisöjen kirjanpito ja tilinpäätös](course)\n- I want to know how many credits can I get from [Research Methods in HTI](course)\n- I want to know how many ECTS can I get from [Syntax](course)\n- I want to know how many student points can I get from [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course)\n- I want to know the amount of student points [Empiirinen projekti](course)\n- How many points [Tekoäly ja vakuutustoiminta/ Vakuutustieteen vaihtuvasisältöinen kurssi](course)\n- How many credits [Tilintarkastusoikeus - kirjatentti](course)\n- How many ECTS [Terveystiedon didaktiikan perusteet](course)\n- How many student credits [Finnish Survival Course](course)\n- How many student points [Saksa III](course)\n- How many student credits from [Political Institutions and Processes (book exam/essay)](course)\n- How many student points from [Julkisten palvelujen johtaminen](course)\n- How many ECTS from [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course)\n- How many student credits is [Yritysjuridiikan perusteet](course)\n- How many points is [WWW Programming](course)\n- How many credits is [Lastenkirjallisuus ja draama / Luennot - 3.vsk + 1.vsk ryhmät 6 ja 7](course)\n- How many ECTS is [Tilastollisen päättelyn perusteet](course)\n- How many student credits is [Kieli käyttöön/Språket i bruk](course)\n- How many student points is [Academic Presentations](course)\n- Student points [Kulttuurien kohtaaminen](course)\n- Student credits [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](course)\n- ECTS [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](course)\n- [BMT-70100 Kudosteknologian perusteet](course) ECTS\n- [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](course) course points\n- [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course) student points\n- [Academic Presentations](course) points\n- [Tietojenkäsittelytieteiden opintojakso TTY:ltä](course) amount of points\n- [Writing Scientific Journal Articles](course) credits\n- [Lähtötasokoe - Kirjallinen tentti](course) the amount of ECTS\n- How many points [Structure of English III: Grammar and Context](course) is\n- How many ECTS [Antropologian osa-alueet](course) will be\n- Credits [Arvonlisäverotuksen syventävä opintojakso](course)\n- How many credits can I get from [Lähtötasokoe / Schwellentest](course)\n- How many ECTS can I get from [Yrityksen johtamisen perusteet](course)\n- How many student points can I get from [Maisteriopintojen esittely - CBDA](course)\n- I want to know how many credits can I get from [Matemaattiset ohjelmistot (luentokurssi)](course)\n- I want to know how many ECTS can I get from [Tietokantojen perusteet (Hervannan kampus)](course)\n- I want to know how many student points can I get from [Ryhmät ja ryhmien väliset suhteet](course)\n- I want to know the amount of student points [Scottish Literature](course)\n- How many points [Basics I: Basics of Czech language II](course)\n- How many credits [Verkkojulkaisemisen perusteet - kevät 2019](course)\n- How many ECTS [Mikrotalousteoria I](course)\n- How many student credits [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course)\n- How many student points [Introduction to Bayesian Analysis 1](course)\n- How many student credits from [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi)](course)\n- How many student points from [Lastenkirjallisuus ja draama / Luennot - 3.vsk + 1.vsk ryhmät 6 ja 7](course)\n- How many ECTS from [Populaarikulttuuri ja -kirjallisuus](course)\n- How many student credits is [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](course)\n- How many points is [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi (keväällä 2018 opintokokonaisuuden aloittaneille)](course)\n- How many credits is [Orientoivat opinnot - Alkuorientaatio](course)\n- How many ECTS is [Diskutera som specialist](course)\n- How many student credits is [Korkeakoulut ja korkeakoulutus tutkimuksen kohteena - Kirjallinen tentti](course)\n- How many student points is [Oman äänen analyysi ja harjoittaminen](course)\n- Student points [MED Research Day](course)\n- Student credits [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](course)\n- ECTS [Soveltava projekti - projekti](course)\n- [Study Skills and Personal Study Planning - Basics of Information Literacy](course) ECTS\n- [Projektiharjoittelu](course) course points\n- [Tieteellisen tiedonhankinnan perusteet (venäjä) -](course) student points\n- [Algebra 1A](course) points\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Design-tutkimus](course) amount of points\n- [Puheviestintä ja hyvinvointi](course) credits\n- [Vapaaehtoistyössä toimiminen](course) the amount of ECTS\n- How many points [Yhteisöllinen kehittämistehtävä](course) is\n- How many ECTS [Bioinformatics](course) will be\n- Credits [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](course)\n- How many credits can I get from [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- How many ECTS can I get from [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- How many student points can I get from [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](course)\n- I want to know how many credits can I get from [Human Mobility in Peace and Conflict Research](course)\n- I want to know how many ECTS can I get from [Tietokantojen perusteet](course)\n- I want to know how many student points can I get from [Opetusharjoittelu](course)\n- I want to know the amount of student points [Mielenterveys, yhteiskunta ja sukupuoli](course)\n- How many points [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](course)\n- How many credits [Julkisyhteisöjen kirjanpito ja tilinpäätös](course)\n- How many ECTS [Business Ethics (Lectures)](course)\n- How many student credits [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](course)\n- How many student points [Doctoral Studies](course)\n- How many student credits from [Tekoälyn filosofia](course)\n- How many student points from [Euroopan integraation tutkimus (kirjatentti/essee)(course)\n- How many ECTS from [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](course)\n- How many student credits is [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- How many points is [Tragedy of the Commons? Problems and Solutions](course)\n- How many credits is [Julkisen talousjohtamisen tietojärjestelmät](course)\n- How many ECTS is [[CANCELLED] Editing Project](course)\n- How many student credits is [Basics II: Intermediate Czech I](course)\n- How many student points is [Project Work (Fall term 2018)](course)\n- Student points [Orientation - Orientation to studying in the Degree Programme](course)\n- Student credits [Itsenäinen projekti: Opintopassi](course)\n- ECTS [Introduction to Political Theory (book exam/essay)](course)\n- [Introduction to Academic English (diverse learners)](course) ECTS\n- [Nuorisotutkimuksen ajankohtaisia kysymyksiä](course) course points\n- [Player and User Studies](course) student points\n- [Esiintyminen](course) points\n- [Digitaalinen historia](course) amount of points\n- [Quantitative Research Methods and Comparative Research Design (Global Society students)](course) credits\n- [Soluviljely (1. vuosikurssin opiskelijoille)](course) the amount of ECTS\n- How many points [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](course) is\n- How many ECTS [Lesen, Verstehen, Schreiben](course) will be\n- Credits [Kandidaattiseminaari (JATKAVA, Katermaa)](course)\n- How many credits can I get from [Management Accounting and Human Behaviour](course)\n- How many ECTS can I get from [Introduction to Web Publishing (Tampere Summer School 2018)](course)\n- How many student points can I get from [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)\n- I want to know how many credits can I get from [Maisteriopintojen esittely - TIM](course)\n- I want to know how many ECTS can I get from [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](course)\n- I want to know how many student points can I get from [Professional Writing (online course)](course)\n- I want to know the amount of student points [Yhteisöllinen kehittämistehtävä](course)\n- How many points [Vero-oikeuden perusteet](course)\n- How many credits [Psykologiharjoittelu](course)\n- How many ECTS [Kansainvälinen verotus](course)\n- How many student credits [Verkkopalvelujen informaatioarkkitehtuuri](course)\n- How many student points [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](course)\n- How many student credits from [Tekstin tekemisen perusteet](course)\n- How many student points from [Translating and Editing for Publication](course)\n- How many ECTS from [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](course)\n- How many student credits is [Biokemian työt: Proteiinit](course)\n- How many points is [Translation II Finnish-English](course)\n- How many credits is [Orientoivat opinnot ja HOPS (suomen kieli)](course)\n- How many ECTS is [Information Visualization](course)\n- How many student credits is [Esimiestyö (syksy 2018)](course)\n- How many student points is [Ruututekstikääntämisen peruskurssi](course)\n- Student points [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Student credits [Taidehistoria ja näyttelypedagogiikka -](course)\n- ECTS [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](course)\n- [Open Educational Resources - Lectures, seminars etc. in other universities or institutions](course) ECTS\n- [Ajankohtaiset ilmiöt hallintotieteissä - Itsenäinen työskentely](course) course points\n- [Saksa III](course) student points\n- [Sustainable business practices (Independent study)](course) points\n- [Yksilön työhyvinvointi](course) amount of points\n- [Personal Study Planning](course) credits\n- [Vuorovaikutuksen perusteet](course) the amount of ECTS\n- How many points [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot (kirjallinen tentti ja essee)](course) is\n- How many ECTS [Missä mennään Mead? -seminaari](course) will be\n- Credits [Yritysetiikka (verkkokurssi)](course)\n- How many credits can I get from [Saksankielisten maiden kulttuurihistoria / Kulturgeschichte der deutschsprachigen Länder](course)\n- How many ECTS can I get from [Saksa III](course)\n- How many student points can I get from [Terveydenhuollon koulutuspolitiikka](course)\n- I want to know how many credits can I get from [Viron peruskurssi](course)\n- I want to know how many ECTS can I get from [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](course)\n- I want to know how many student points can I get from [Vieraan kielen taito, jatkotaso](course)\n- I want to know the amount of student points [Simultaanitulkkaus I englanti-suomi-englanti](course)\n- How many points [Tulkin oikeustieto I](course)\n- How many credits [Liiketoimintaympäristön taloustiede](course)\n- How many ECTS [Äärellisten mallien teorian seminaari (Finite model theory seminar)](course)\n- How many student credits [Basics of programming and algorithms for bioinformatics](course)\n- How many student points [Tutkimustyön perusteet - b) Tutkimusmenetelmät](course)\n- How many student credits from [Gerontologian tohtorikoulutusseminaari](course)\n- How many student points from [International Political Economy (book exam/essay)(course)\n- How many ECTS from [Poliittinen kommunikaatio ja retoriikka (kirjatentti/essee)](course)\n- How many student credits is [Sisäinen valvonta ja sisäinen tarkastus](course)\n- How many points is [Uuden ajan alun ryhmä](course)\n- How many credits is [Vanhempien aikojen tutkijaseminaari](course)\n- How many ECTS is [Inklusiivinen pedagogiikka ja oppimisen tukeminen](course)\n- How many student credits is [Romanian kielen alkeet / Basic Course in Romanian](course)\n- How many student points is [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](course)\n- Student points [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course)\n- Student credits [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](course)\n- ECTS [Yhtiöoikeus](course)\n- [Sosiaalityön harjoittelu](course) ECTS\n- [Perheen vuorovaikutus](course) course points\n- [Vauvasta vaariin. Ikä feministisessä tutkimuksessa](course) student points\n- [Media and Globalization - Seminar](course) points\n- [Tekoälyn filosofia](course) amount of points\n- [Radio Project](course) credits\n- [Laboroinnin perusteet](course) the amount of ECTS\n- How many points [Syömis- ja nielemishäiriöt](course) is\n- How many ECTS [Konfliktinratkaisu (kirjatentti/essee)](course) will be\n- Credits [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](course)\n- How many credits can I get from [Histoteknologian ja valomikroskopian perusteet](course)\n- How many ECTS can I get from [Structure of English I - Phonology and Pronunciation I](course)\n- How many student points can I get from [Introduction to Pharmacology and Drug Modelling](course)\n- I want to know how many credits can I get from [Orientation - Orientation to studying in the Computational Big Data Analytics programme](course)\n- I want to know how many ECTS can I get from [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](course)\n- I want to know how many student points can I get from [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 11.-12.4.2019](course)\n- I want to know the amount of student points [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)\n- How many points [Liikunta pedagogisena ilmiönä - B Liikunnan vaihtevat ympäristöt](course)\n- How many credits [Kunnallistalouden kirjanpito -](course)\n- How many ECTS [New Wars and How to Study Them (POMLFCS3)](course)\n- How many student credits [Valtio-opin johdantokurssi](course)\n- How many student points [Ranska II](course)\n- How many student credits from [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](course)\n- How many student points from [Usability Evaluation Methods](course)\n- How many ECTS from [Communication Skills in English - Academic Writing II](course)\n- How many student credits is [Foundations of Games and Internet Research](course)\n- How many points is [Käsityömuotoilu - projekti/käytännön työ ja protfolio](course)\n- How many credits is [Tutkimusprosessin hallinta tohtoriopinnoissa](course)\n- How many ECTS is [Digital Image Processing - Self-studying](course)\n- How many student credits is [Käännösviestintä I - Käännösviestintä I suomi-englanti](course)\n- How many student points is [Sosiaalityö terveydenhuollossa](course)\n- Student points [Kansalaisyhteiskunta ja poliittinen osallistuminen (kirjatentti/essee)](course)\n- Student credits [Orientaatio maisteriopintoihin](course)\n- ECTS [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](course)\n- [Opetusharjoittelu](course) ECTS\n- [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course) course points\n- [Conflict Resolution (book exam/essay)](course) student points\n- [Väestön vanheneminen, terveys ja hyvinvointi](course) points\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](course) amount of points\n- [Audiovisuaalisen kääntämisen seminaari / Kuvailutulkkaus](course) credits\n- [Harjoittelu](course) the amount of ECTS\n- How many points [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](course) is\n- How many ECTS [Pro gradu -seminaari ja -tutkielma (taloustiede) - Pro gradu -seminaari](course) will be\n- Credits [Käännösviestintä suomi-ruotsi/Översättning finska-svenska](course)\n- How many credits can I get from [Tilastotieteen johdantokurssi, kevät](course)\n- How many ECTS can I get from [Biomolekyylit](course)\n- How many student points can I get from [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](course)\n- I want to know how many credits can I get from [SPSS:n perusteet, kevät](course)\n- I want to know how many ECTS can I get from [Mediadiskurssi](course)\n- I want to know how many student points can I get from [Venäjän kielen rakenne - Morfologia](course)\n- I want to know the amount of student points [Developing and implementing European Public Sector Accounting modules](course)\n- How many points [ENGS3](course)\n- How many credits [HALJUA14](course)\n- How many ECTS [SOS6.1.2](course)\n- How many student credits [TIEP3](course)\n- How many student points [JOVTKS3](course)\n- How many student credits from [ENGP5](course)\n- How many student points from [POLKVA43](course)\n- How many ECTS from [BTK4090](course)\n- How many student credits is [KATVAA14](course)\n- How many points is [KKENVAL7](course)\n- How many credits is [KKSUBMT](course)\n- How many ECTS is [FONEP2](course)\n- How many student credits is [KATLAS17](course)\n- How many student points is [HISA2](course)\n- Student points [RANA2](course)\n- Student credits [KASSO4](course)\n- ECTS [SOSM2](course)\n- [KATVRS41](course) ECTS\n- [MTTTA14](course) course points\n- [ESPFA5](course) student points\n- [SOS10.6](course) points\n- [HALKAA16](course) amount of points\n- [POLKVS33](course) credits\n- [TSEKP2](course) the amount of ECTS\n- How many points [STYP5](course) is\n- How many ECTS [KASP4](course) will be\n- Credits [BTK1099](course)\n- How many credits can I get from [TSEKP2](course)\n- How many ECTS can I get from [KASPUHA5](course)\n- How many student points can I get from [KKENYHT](course)\n- I want to know how many credits can I get from [SOSM5.1](course)\n- I want to know how many ECTS can I get from [KASA13](course)\n- I want to know how many student points can I get from [KATJOP11](course)\n- I want to know the amount of student points [MTTTA14](course)\n- How many points [RUST5/VENS19/20](course)\n- How many credits [TEE6](course)\n- How many ECTS [BTK1014](course)\n- How many student credits [SAKS3](course)\n- How many student points [TERKAN2](course)\n- How many student credits from [TEE9](course)\n- How many student points from [KASA12](course)\n- How many ECTS from [JOUJOVTS](course)\n- How many student credits is [POLVOS10](course)\n- How many points is [KASLOE8.1](course)\n- How many credits is [POLVOA51](course)\n- How many ECTS is [HIST04](course)\n- How many student credits is [KATYVS25](course)\n- How many student points is [KKSA2](course)\n- Student points [KASSA1](course)\n- Student credits [KASELOHA](course)\n- ECTS [TERTIETO5](course)\n- [SOS6.1.3](course) ECTS\n- [YKYY0](course) course points\n- [KATTAS11](course) student points\n- [POLKVA42](course) points\n- [BTK2020](course) amount of points\n- [KATLAA99](course) credits\n- [MTTTS11](course) the amount of ECTS\n- How many points [KASPUHS8](course) is\n- How many ECTS [JOVA5](course) will be\n- Credits [TERTIETO1](course)\n- How many credits can I get from [LÄÄKA460](course)\n- How many ECTS can I get from [HISOKV1](course)\n- How many student points can I get from [KASVAR11](course)\n- I want to know how many credits can I get from [ENGS1](course)\n- I want to know how many ECTS can I get from [TERA6](course)\n- I want to know how many student points can I get from [KASELOHA](course)\n- I want to know the amount of student points [JOVAT1](course)\n- How many points [KKRUVAL2](course)\n- How many credits [TERHOI2](course)\n- How many ECTS [FILA2](course)\n- How many student credits [JOVA1](course)\n- How many student points [SUKKP5A](course)\n- How many student credits from [ITIS31](course)\n- How many student points from [TERA6](course)\n- How many ECTS from [TIEP3](course)\n- How many student credits is [JOVP3](course)\n- How many points is [TAYJ035](course)\n- How many credits is [ITIS31](course)\n- How many ECTS is [SOSM5.1](course)\n- How many student credits is [HISA2](course)\n- How many student points is [LFCS02](course)\n- Student points [SOS10.2](course)\n- Student credits [KASA2](course)\n- ECTS [TERHOJ1](course)\n- [ESPFA6](course) ECTS\n- [DPYTCON](course) course points\n- [KKENKTK](course) student points\n- [VENP5/VENK2](course) points\n- [KATYVS99](course) amount of points\n- [MTTTA1](course) credits\n- [MTTTP1](course) the amount of ECTS\n- How many points [MTTTP1](course) is\n- How many ECTS [SAKA10](course) will be\n- Credits [POHP3](course)\n- How many credits can I get from [ENGA6](course)\n- How many ECTS can I get from [KATLAP21](course)\n- How many student points can I get from [LOGS9](course)\n- I want to know how many credits can I get from [KASP4](course)\n- I want to know how many ECTS can I get from [PEACE043](course)\n- I want to know how many student points can I get from [ENGP6](course)\n- I want to know the amount of student points [JKKYTVA13](course)\n- How many points [KATVRA00](course)\n- How many credits [DPEDUB.1C](course)\n- How many ECTS [SUOA8](course)\n- How many student credits [LTLY210](course)\n- How many student points [PSYS10](course)\n- How many student credits from [JOVA15](course)\n- How many student points from [KATRAS11](course)\n- How many ECTS from [KKRULUK](course)\n- How many student credits is [KKRULUK](course)\n- How many points is [JOUJOVTS](course)\n- How many credits is [KATVAA12](course)\n- How many ECTS is [TRSU01](course)\n- How many student credits is [MTTTA1](course)\n- How many student points is [HALYAS99](course)\n- Student points [SUOA3](course)\n- Student credits [BTK2060](course)\n- ECTS [ITIS32](course)\n- [KASLOM10](course) ECTS\n- [NAM-III/VI](course) course points\n- [KASLOM5](course) student points\n- [TEATP3](course) points\n- [JKKYINA11](course) amount of points\n- [SOCYKV1](course) credits\n- [SOS6.4.1](course) the amount of ECTS\n- How many points [KATLAA22](course) is\n- How many ECTS [KATYVS23](course) will be\n- Credits [SOS4.5](course)\n- How many credits can I get from [TERHOIA3](course)\n- How many ECTS can I get from [HALYAA99](course)\n- How many student points can I get from [KASVAR2](course)\n- I want to know how many credits can I get from [POLKVA43](course)\n- I want to know how many ECTS can I get from [KATMAS15](course)\n- I want to know how many student points can I get from [SOS08.2](course)\n- I want to know the amount of student points [KASA9](course)\n- How many points [KKRUYHT](course)\n- How many credits [PEACEGS1](course)\n- How many ECTS [ITIP3](course)\n- How many student credits [KKSAVAL3](course)\n- How many student points [BTK4701](course)\n- How many student credits from [HISP2](course)\n- How many student points from [LUOYY023](course)\n- How many ECTS from [KATJOA14](course)\n- How many student credits is [KASVAR7](course)\n- How many points is [KKENYHT](course)\n- How many credits is [YKT07.1](course)\n- How many ECTS is [DPIT2](course)\n- How many student credits is [LTLY210](course)\n- How many student points is [SOS6.5.3](course)\n- Student points [KATMAS15](course)\n- Student credits [HISA4](course)\n- ECTS [BTK0024](course)\n- [KASSY5](course) ECTS\n- [BTK1061](course) course points\n- [VENA5](course) student points\n- [KASA8](course) points\n- [HALKAA99](course) amount of points\n- [KASLOM4](course) credits\n- [SOS6.1.3](course) the amount of ECTS\n- How many points [YKT09.4](course) is\n- How many ECTS [JKKYTVA13](course) will be\n- Credits [POLKVA32](course)\n- How many credits can I get from [KATJOA13](course)\n- How many ECTS can I get from [SUOA8](course)\n- How many student points can I get from [STYS1B1](course)\n- I want to know how many credits can I get from [SAKS5](course)\n- I want to know how many ECTS can I get from [BTK1015](course)\n- I want to know how many student points can I get from [MTTTA1](course)\n- I want to know the amount of student points [SOS6.3.3](course)\n- How many points [FILP1A](course)\n- How many credits [VENP0](course)\n- How many ECTS [KASLOH4A](course)\n- How many student credits [HISA2](course)\n- How many student points [SOS6.1.3](course)\n- How many student credits from [LTLY16](course)\n- How many student points from [ENGA11](course)\n- How many ECTS from [TIETS21](course)\n- How many student credits is [FILS1](course)\n- How many points is [ITIA7](course)\n- How many credits is [KASSA3](course)\n- How many ECTS is [PSYP1](course)\n- How many student credits is [MTTY4](course)\n- How many student points is [LFCS02](course)\n- Student points [SUOP2](course)\n- Student credits [POHS1](course)\n- ECTS [JOVKA5](course)\n- [ITIS45](course) ECTS\n- [JOVPVS13](course) course points\n- [SOS3](course) student points\n- [LTLY212](course) points\n- [KKENVAL3](course) amount of points\n- [MEDU02](course) credits\n- [KATLITO8](course) the amount of ECTS\n- How many points [KATLAS15](course) is\n- How many ECTS [FILT10](course) will be\n- Credits [COSOPON4](course)\n- How many credits can I get from [KATVAA11](course)\n- How many ECTS can I get from [RANA5](course)\n- How many student points can I get from [TAYJ035](course)\n- I want to know how many credits can I get from [PSYP1](course)\n- I want to know how many ECTS can I get from [POLKVA33](course)\n- I want to know how many student points can I get from [MVKS39E/S](course)\n- I want to know the amount of student points [JKKYVP11](course)\n- How many points [PSYA7](course)\n- How many credits [KASSG](course)\n- How many ECTS [ENGA1](course)\n- How many student credits [JOVA13](course)\n- How many student points [SAKS2](course)\n- How many student credits from [MTTY4](course)\n- How many student points from [ITIA03](course)\n- How many ECTS from [TERY4](course)\n- How many student credits is [LOGA5](course)\n- How many points is [SOS10.1.4](course)\n- How many credits is [POHP3](course)\n- How many ECTS is [KKSUOPE](course)\n- How many student credits is [KASSO8](course)\n- How many student points is [KASA13](course)\n- Student points [DPCMTJ4](course)\n- Student credits [RANS5](course)\n- ECTS [KASVAR8](course)\n- [KASSM2](course) ECTS\n- [LOGA9](course) course points\n- [SAKS5](course) student points\n- [KAMYVS99](course) points\n- [KKRUYHT](course) amount of points\n- [ITIS32](course) credits\n- [KASP4](course) the amount of ECTS\n- How many points [MTTTA6](course) is\n- How many ECTS [KKES4](course) will be\n- Credits [KASA13](course)\n- How many credits can I get from [SOSM5.1](course)\n- How many ECTS can I get from [PEDA2](course)\n- How many student points can I get from [KKSU1](course)\n- I want to know how many credits can I get from [JOVA3](course)\n- I want to know how many ECTS can I get from [KATLAA22](course)\n- I want to know how many student points can I get from [SOSM5.1](course)\n- I want to know the amount of student points [STYS3A](course)\n- How many points [HEAAE03](course)\n- How many credits [JKKYINA11](course)\n- How many ECTS [KASERIT4](course)\n- How many student credits [BIO4380](course)\n- How many student points [PEDA3](course)\n- How many student credits from [POHP6](course)\n- How many student points from [LOGS4](course)\n- How many ECTS from [KATTAS40](course)\n- How many student credits is [TERHOI4](course)\n- How many points is [MVKS48/58](course)\n- How many credits is [HEAAE03](course)\n- How many ECTS is [KKENMP3](course)\n- How many student credits is [STYA3B2](course)\n- How many student points is [RANP0](course)\n- Student points [SOSM5.2](course)\n- Student credits [LTLY16](course)\n- ECTS [TAYJ035](course)\n- [HALKOS27](course) ECTS\n- [VENA16](course) course points\n- [TAYJ042](course) student points\n- [HALYHT](course) points\n- [LOGS9](course) amount of points\n- [POLKVA43](course) credits\n- [KATLAA15](course) the amount of ECTS\n- How many points [NAM-IV](course) is\n- How many ECTS [POLVOA51/52/S24](course) will be\n- Credits [KKSUPRO](course)\n- How many credits can I get from [KASA9](course)\n- How many ECTS can I get from [LFCS03](course)\n- How many student points can I get from [LOGP2](course)\n- I want to know how many credits can I get from [LUOYA200](course)\n- I want to know how many ECTS can I get from [GTS8](course)\n- I want to know how many student points can I get from [TAYJ12](course)\n- I want to know the amount of student points [ENGA11](course)\n- How many points [KIRS5](course)\n- How many credits [TERY5B](course)\n- How many ECTS [KKENVAL1](course)\n- How many student credits [KASLOE6.2](course)\n- How many student points [BTK2040](course)\n- How many student credits from [SOS6.4.1](course)\n- How many student points from [HIST03](course)\n- How many ECTS from [FILS1E](course)\n- How many student credits is [KKSU5](course)\n- How many points is [KASP4](course)\n- How many credits is [YKTM6.3](course)\n- How many ECTS is [BTK2036](course)\n- How many student credits is [LUOYA200](course)\n- How many student points is [ENGS3](course)\n- Student points [NORDIG4](course)\n- Student credits [HALKAS13](course)\n- ECTS [HALJUA65](course)\n- [VENA11](course) ECTS\n- [LOGA1](course) course points\n- [KASLOM9](course) student points\n- [KKENYHT](course) points\n- [BIO2310](course) amount of points\n- [HALJTS99](course) credits\n- [JOVA18](course) the amount of ECTS\n- How many points [IGS005](course) is\n- How many ECTS [RUST5/VENS19/20](course) will be\n- Credits [DPEDUC.3](course)\n- How many credits can I get from [KKRULL](course)\n- How many ECTS can I get from [KKSUVAL1](course)\n- How many student points can I get from [KATYVA22](course)\n- I want to know how many credits can I get from [KKKI2](course)\n- I want to know how many ECTS can I get from [KASLOE8.1](course)\n- I want to know how many student points can I get from [JOVA6](course)\n- I want to know the amount of student points [ITIP4](course)\n- How many points [KATJOA15](course)\n- How many credits [KKSUKK](course)\n- How many ECTS [BIO4661](course)\n- How many student credits [SUOK2/A6](course)\n- How many student points [ITIA03](course)\n- How many student credits from [KKSUPRO](course)\n- How many student points from [POLKVA21](course)\n- How many ECTS from [MTTMY1](course)\n- How many student credits is [HALHAP01](course)\n- How many points is [TAYJ11](course)\n- How many credits is [KASLOE6.2](course)\n- How many ECTS is [BIO2250](course)\n- How many student credits is [BIO4450](course)\n- How many student points is [LUOYY006](course)\n- Student points [JKKYINA11](course)\n- Student credits [VENA7](course)\n- ECTS [KIRA2](course)\n- [TIETS02](course) ECTS\n- [HALKAA99](course) course points\n- [JOVTS2](course) student points\n- [HISA3B](course) points\n- [KATLITO6](course) amount of points\n- [KASLOH4B](course) credits\n- [VENP4](course) the amount of ECTS\n- How many points [DPHSS203](course) is\n- How many ECTS [TERHOI2](course) will be\n- Credits [TERTIETO3](course)\n- How many credits can I get from [MTTMP1A](course)\n- How many ECTS can I get from [SUKKP4](course)\n- How many student points can I get from [HISS2](course)\n- I want to know how many credits can I get from [JOUJOVTS](course)\n- I want to know how many ECTS can I get from [TERKANA1](course)\n- I want to know how many student points can I get from [ENGS46](course)\n- I want to know the amount of student points [TERHOI6](course)\n- How many points [KATTAA40](course)\n- How many credits [KASVAR11](course)\n- How many ECTS [DPIT1](course)\n- How many student credits [HALKOS22](course)\n- How many student points [KKSAVAL2](course)\n- How many student credits from [DPHSF501](course)\n- How many student points from [KKES5](course)\n- How many ECTS from [LUOYY020](course)\n- How many student credits is [KATLITO5](course)\n- How many points is [FONEP1](course)\n- How many credits is [KKSUOPE](course)\n- How many ECTS is [JOVAT1](course)\n- How many student credits is [STYVA](course)\n- How many student points is [TAYJ031](course)\n- Student points [KASSM3](course)\n- Student credits [HALYHT](course)\n- ECTS [KASLOE8.1](course)\n- [ENGP8](course) ECTS\n- [VENP4](course) course points\n- [BTK2040](course) student points\n- [POLPOP04](course) points\n- [HALJUA14](course) amount of points\n- [PEDA1](course) credits\n- [HALJTA99](course) the amount of ECTS\n- How many points [KKSUHUK1](course) is\n- How many ECTS [HALJTA05](course) will be\n- Credits [TRMU2](course)\n- How many credits can I get from [ENGS1](course)\n- How many ECTS can I get from [KKRUYHT](course)\n- How many student points can I get from [PEACE045](course)\n- I want to know how many credits can I get from [RANP4](course)\n- I want to know how many ECTS can I get from [DPHSR404](course)\n- I want to know how many student points can I get from [LÄÄKA460](course)\n- I want to know the amount of student points [HISA1B](course)\n- How many points [TEE5](course)\n- How many credits [HALYAS99](course)\n- How many ECTS [FILA1](course)\n- How many student credits [ITIA2](course)\n- How many student points [LTLY210](course)\n- How many student credits from [HALKOS24](course)\n- How many student points from [POLKVA41](course)\n- How many ECTS from [ENGA6](course)\n- How many student credits is [KKSUBMT](course)\n- How many points is [KKENVAL9](course)\n- How many credits is [ITIP4](course)\n- How many ECTS is [MOLI](course)\n- How many student credits is [KASMULTI3](course)\n- How many student points is [KATTAS40](course)\n- Student points [ENGS13](course)\n- Student credits [JOVAT2](course)\n- ECTS [STYA1A](course)\n- [MVKS47](course) ECTS\n- [KATMAS13](course) course points\n- [KASERIT1](course) student points\n- [KASVAR2](course) points\n- [HALVALS10](course) amount of points\n- [SAKW1](course) credits\n- [MVKS10](course) the amount of ECTS\n- How many points [KATLAP21](course) is\n- How many ECTS [POLVOS10](course) will be\n- Credits [YKTT10.2](course)\n- How many credits can I get from [HISA2](course)\n- How many ECTS can I get from [TIETA8](course)\n- How many student points can I get from [KKIN5](course)\n- I want to know how many credits can I get from [KASP1](course)\n- I want to know how many ECTS can I get from [MOLI](course)\n- I want to know how many student points can I get from [KATJOA99](course)\n- I want to know the amount of student points [YKYYHT1](course)\n- How many points [KKENKTMO](course)\n- How many credits [KATSTA13](course)\n- How many ECTS [TERHOIA3](course)\n- How many student credits [KASVAR2](course)\n- How many student points [TAYJ035](course)\n- How many student credits from [KASA13](course)\n- How many student points from [POHP4](course)\n- How many ECTS from [HALYAA15](course)\n- How many student credits is [LATAP4](course)\n- How many points is [KATVAA11](course)\n- How many credits is [TAYJ034](course)\n- How many ECTS is [KASLOM4](course)\n- How many student credits is [KATVAA14](course)\n- How many student points is [KASP5](course)\n- Student points [KASVAR2](course)\n- Student credits [HALKAS15](course)\n- ECTS [VENS1](course)\n- [MVKS26](course) ECTS\n- [DPCMTJ2/JMMETUS](course) course points\n- [FONEP3](course) student points\n- [KASLOM11](course) points\n- [KASLOH4B](course) amount of points\n- [KATLITO5](course) credits\n- [SUOT1](course) the amount of ECTS\n- How many points [HISA1B](course) is\n- How many ECTS [DPHSS201](course) will be\n- Credits [TAYJ032](course)\n- How many credits can I get from [COSOPOM3](course)\n- How many ECTS can I get from [TIETS05](course)\n- How many student points can I get from [KATVAA15](course)\n- I want to know how many credits can I get from [ENGA5](course)\n- I want to know how many ECTS can I get from [MVKS39V](course)\n- I want to know how many student points can I get from [HIST02](course)\n- I want to know the amount of student points [KATMAA99](course)\n- How many points [TERTIETO5](course)\n- How many credits [KKSUKTK](course)\n- How many ECTS [LOGM3](course)\n- How many student credits [ITIP5](course)\n- How many student points [HALJUA22](course)\n- How many student credits from [TAYJ031](course)\n- How many student points from [BTK1053](course)\n- How many ECTS from [KASVAR12](course)\n- How many student credits is [JOVA11](course)\n- How many points is [DPHSS205](course)\n- How many credits is [KASLOM4](course)\n- How many ECTS is [MTTTA14](course)\n- How many student credits is [HISA4](course)\n- How many student points is [KATYVS25](course)\n- Student points [KASP3](course)\n- Student credits [POLKVA11](course)\n- ECTS [LOGS2](course)\n- [BTK4121](course) ECTS\n- [KATLITO2](course) course points\n- [KASLOE1.1](course) student points\n- [ITIS21](course) points\n- [KASA8](course) amount of points\n- [KKENMP3](course) credits\n- [HISA4](course) the amount of ECTS\n- How many points [BTK4702](course) is\n- How many ECTS [JOVTS5](course) will be\n- Credits [KKSUPRO](course)\n- How many credits can I get from [TAYJ032](course)\n- How many ECTS can I get from [PCP11](course)\n- How many student points can I get from [HALYAS99](course)\n- I want to know how many credits can I get from [KASSM2](course)\n- I want to know how many ECTS can I get from [KKENPRE1](course)\n- I want to know how many student points can I get from [KASVAR3](course)\n- I want to know the amount of student points [YKT07.2](course)\n- How many points [PEDAEH](course)\n- How many credits [ENGA1](course)\n- How many ECTS [TAYJ12](course)\n- How many student credits [KIRP1](course)\n- How many student points [KASLOH4B](course)\n- How many student credits from [POLVOS28](course)\n- How many student points from [HISP3](course)\n- How many ECTS from [TAYJ034](course)\n- How many student credits is [JOVPVS8](course)\n- How many points is [POLVOS21](course)\n- How many credits is [KATTAA40](course)\n- How many ECTS is [KATJOA14](course)\n- How many student credits is [JOVVAL](course)\n- How many student points is [TIEP3](course)\n- Student points [KAMVRS99](course)\n- Student credits [HTIS87](course)\n- ECTS [STYA3B](course)\n- [JOVA2](course) ECTS\n- [BIO2200](course) course points\n- [BTK4400](course) student points\n- [VENP0](course) points\n- [KASLOK1](course) amount of points\n- [PEACE045](course) credits\n- [ENGA3](course) the amount of ECTS\n- How many points [KASELOHA](course) is\n- How many ECTS [JOVTS5](course) will be\n- Credits [KATLAP21](course)\n- How many credits can I get from [TAYJ033](course)\n- How many ECTS can I get from [SOS7.1/STYA4A](course)\n- How many student points can I get from [HALVALS10](course)\n- I want to know how many credits can I get from [POLPOP02](course)\n- I want to know how many ECTS can I get from [MTTTS13](course)\n- I want to know how many student points can I get from [HALJTA14](course)\n- I want to know the amount of student points [JOVTS5](course)\n- How many points [KASLOM4](course)\n- How many credits [BIO4450](course)\n- How many ECTS [KATLAP21](course)\n- How many student credits [RANP3](course)\n- How many student points [DPHSR401](course)\n- How many student credits from [KASP1-2, KASP5](course)\n- How many student points from [KASP4](course)\n- How many ECTS from [POLKVA23](course)\n- How many student credits is [POLVOA42](course)\n- How many points is [TIEP4](course)\n- How many credits is [KATJOS32](course)\n- How many ECTS is [HALJTA13](course)\n- How many student credits is [SOS7.1/STYA4A](course)\n- How many student points is [POLKVA23](course)\n- Student points [RANP3](course)\n- Student credits [KASVART3](course)\n- ECTS [SAKP0](course)\n- [JOVA15](course) ECTS\n- [KASLOE7.1](course) course points\n- [KASS2](course) student points\n- [KASLOM5](course) points\n- [KIRS1/A4](course) amount of points\n- [KASA12](course) credits\n- [KASVAR7](course) the amount of ECTS\n- How many points [TIEP1](course) is\n- How many ECTS [LUOYY006](course) will be\n- Credits [TAYJ033](course)\n- How many credits can I get from [MTTMA1C](course)\n- How many ECTS can I get from [KASVAR7](course)\n- How many student points can I get from [KKSAVAL3](course)\n- I want to know how many credits can I get from [BTK2045](course)\n- I want to know how many ECTS can I get from [HALTVP11](course)\n- I want to know how many student points can I get from [KASP2](course)\n- I want to know the amount of student points [MVKS10](course)\n- How many points [KASLOM11](course)\n- How many credits [KKRUKTM](course)\n- How many ECTS [KIRP3](course)\n- How many student credits [KASVAR11](course)\n- How many student points [HALYAS14](course)\n- How many student credits from [FONEP2](course)\n- How many student points from [KATVRP11](course)\n- How many ECTS from [KATRAS11](course)\n- How many student credits is [BIO2085](course)\n- How many points is [KKRA3](course)\n- How many credits is [LTLY16](course)\n- How many ECTS is [KATTAS11](course)\n- How many student credits is [YKYYHT3](course)\n- How many student points is [DPJKKPS](course)\n- Student points [HISA2](course)\n- Student credits [KASA15](course)\n- ECTS [KKSUVAL3](course)\n- [HISA2](course) ECTS\n- [MVKS46](course) course points\n- [KKIN4](course) student points\n- [SUKKP4](course) points\n- [KATLAS27](course) amount of points\n- [HALHAA99](course) credits\n- [MOLI](course) the amount of ECTS\n- How many points [ITIY3](course) is\n- How many ECTS [TIEY1](course) will be\n- Credits [KASSG](course)\n- How many credits can I get from [KKSUHUK](course)\n- How many ECTS can I get from [TRSU01](course)\n- How many student points can I get from [KASLOE2.2](course)\n- I want to know how many credits can I get from [KASVAR12](course)\n- I want to know how many ECTS can I get from [KASA13](course)\n- I want to know how many student points can I get from [KKSUOPE](course)\n- I want to know the amount of student points [MTTTS11](course)\n- How many points [POLVOS34](course)\n- How many credits [KATMAP11](course)\n- How many ECTS [MTTMP3](course)\n- How many student credits [SOS6.3.1](course)\n- How many student points [TERY4](course)\n- How many student credits from [TERA1](course)\n- How many student points from [BTK1031](course)\n- How many ECTS from [TERHOIA2](course)\n- How many student credits is [BTK4663](course)\n- How many points is [POLVOS40](course)\n- How many credits is [ROMAP2](course)\n- How many ECTS is [KASS1](course)\n- How many student credits is [JOVA15](course)\n- How many student points is [POLVOS22](course)\n- Student points [SOSM5.1](course)\n- Student credits [TSEKP3](course)\n- ECTS [KASA3](course)\n- [ENGA7](course) ECTS\n- [PSYP3](course) course points\n- [RANSV5](course) student points\n- [VENS1](course) points\n- [VENA1](course) amount of points\n- [TERY4](course) credits\n- [HALJTS06](course) the amount of ECTS\n- How many points [PEACE046/047](course) is\n- How many ECTS [STYA5](course) will be\n- Credits [JOVP2](course)\n- How many credits can I get from [KASPUHA4](course)\n- How many ECTS can I get from [POLVOS22](course)\n- How many student points can I get from [KKKI2](course)\n- I want to know how many credits can I get from [TSEKP1](course)\n- I want to know how many ECTS can I get from [HTIS64](course)\n- I want to know how many student points can I get from [JOVA1](course)\n- I want to know the amount of student points [PEACE2](course)\n- How many points [KASA12](course)\n- How many credits [HISJATKO](course)\n- How many ECTS [JOVTETUS3](course)\n- How many student credits [SUOA8](course)\n- How many student points [TAYJ035](course)\n- How many student credits from [KATYVS23](course)\n- How many student points from [KKENKTMO](course)\n- How many ECTS from [TERA6](course)\n- How many student credits is [KASLOK1](course)\n- How many points is [SOS4.4](course)\n- How many credits is [KATYVA99](course)\n- How many ECTS is [SUOA1](course)\n- How many student credits is [JOVA1](course)\n- How many student points is [JKKYTVA13](course)\n- Student points [VENA13](course)\n- Student credits [KASA11](course)\n- ECTS [KASA12](course)\n- [JOUJOVTS](course) ECTS\n- [HALJTJ00](course) course points\n- [SOS6.3.2](course) student points\n- [TIETS40](course) points\n- [ENGS10](course) amount of points\n- [JKKYLT01](course) credits\n- [DPHSS203](course) the amount of ECTS\n- How many points [PEDA1](course) is\n- How many ECTS [KKENVAL7](course) will be\n- Credits [PEDA4](course)\n- How many credits can I get from [KKENVAL3](course)\n- How many ECTS can I get from [MVKS18S](course)\n- How many student points can I get from [SOS7.2/STYA4B](course)\n- I want to know how many credits can I get from [KATYVA12](course)\n- I want to know how many ECTS can I get from [HALJUS15](course)\n- I want to know how many student points can I get from [GTS1](course)\n- I want to know the amount of student points [DPLS01](course)\n- How many points [HTIS80](course)\n- How many credits [STYA5](course)\n- How many ECTS [HISA2](course)\n- How many student credits [HIST03](course)\n- How many student points [KKENVAL9](course)\n- How many student credits from [POLVOS34](course)\n- How many student points from [DPHSO101](course)\n- How many ECTS from [JOVA17](course)\n- How many student credits is [KASLOE1.1](course)\n- How many points is [TERA2](course)\n- How many credits is [KASVAPAA](course)\n- How many ECTS is [PSYA1](course)\n- How many student credits is [JOVP5](course)\n- How many student points is [TERVAL4](course)\n- Student points [POLKVS33](course)\n- Student credits [ITIA03](course)\n- ECTS [MTTMS5](course)\n- [KKENVAL7](course) ECTS\n- [KATSTA14](course) course points\n- [KATLAS17](course) student points\n- [TERKANA2](course) points\n- [HALYAS14](course) amount of points\n- [MTTMS10](course) credits\n- [HISA4](course) the amount of ECTS\n- How many points [JOVPVS8](course) is\n- How many ECTS [STYS3A](course) will be\n- Credits [KKSU7](course)\n- How many credits can I get from [KIRS1](course)\n- How many ECTS can I get from [HALHAS14](course)\n- How many student points can I get from [PSYA6](course)\n- I want to know how many credits can I get from [POLKVA22](course)\n- I want to know how many ECTS can I get from [SUKKP6](course)\n- I want to know how many student points can I get from [TIETS19](course)\n- I want to know the amount of student points [KASLOM1](course)\n- How many points [KATLAS13](course)\n- How many credits [STYA3B](course)\n- How many ECTS [HALHAS20](course)\n- How many student credits [KIRA3C2](course)\n- How many student points [TERHOIA6](course)\n- How many student credits from [KKSU5](course)\n- How many student points from [KASA3](course)\n- How many ECTS from [TAYJ034](course)\n- How many student credits is [SOSM2](course)\n- How many points is [TERHOIA7](course)\n- How many credits is [JOVPVS3](course)\n- How many ECTS is [POHA6](course)\n- How many student credits is [KATJOS11](course)\n- How many student points is [YKT09.6](course)\n- Student points [LTLY07](course)\n- Student credits [KATTAS40](course)\n- ECTS [MTTTP1](course)\n- [STYS2B](course) ECTS\n- [SAKS1](course) course points\n- [MVKS24E](course) student points\n- [RANP4](course) points\n- [YKTM6.3](course) amount of points\n- [BTK1031](course) credits\n- [HALJTS04](course) the amount of ECTS\n- How many points [SOS4.3](course) is\n- How many ECTS [LOGA9](course) will be\n- Credits [KKENKTM](course)\n- How many credits can I get from [PEACEGS1](course)\n- How many ECTS can I get from [KKES2](course)\n- How many student points can I get from [JOVPVS12](course)\n- I want to know how many credits can I get from [RANA7](course)\n- I want to know how many ECTS can I get from [KASVAR11](course)\n- I want to know how many student points can I get from [JOVPVS12](course)\n- I want to know the amount of student points [SOS6.2.4](course)\n- How many points [KATLITO4](course)\n- How many credits [KASA3](course)\n- How many ECTS [KKSUHUK](course)\n- How many student credits [JOVA8](course)\n- How many student points [ENGP1](course)\n- How many student credits from [HISA2](course)\n- How many student points from [HALKOS25](course)\n- How many ECTS from [HALKOS27](course)\n- How many student credits is [KASLOM1](course)\n- How many points is [VENA7](course)\n- How many credits is [JKKYTVA13](course)\n- How many ECTS is [SOS10.6](course)\n- How many student credits is [TRSU01](course)\n- How many student points is [STYA5](course)\n- Student points [HISA4](course)\n- Student credits [TERHOJ1](course)\n- ECTS [TIEY4](course)\n- [SUOA2](course) ECTS\n- [TERA2](course) course points\n- [TIETS26](course) student points\n- [LFCS03](course) points\n- [KASLOH2](course) amount of points\n- [HISS2](course) credits\n- [KIRP3](course) the amount of ECTS\n- How many points [HISJATKO](course) is\n- How many ECTS [POLVOS40](course) will be\n- Credits [VENP5](course)\n- How many credits can I get from [KKENYHT](course)\n- How many ECTS can I get from [PEDAYOP3](course)\n- How many student points can I get from [LTLY16](course)\n- I want to know how many credits can I get from [POHA2](course)\n- I want to know how many ECTS can I get from [KASLOE6.2](course)\n- I want to know how many student points can I get from [DPHSFC01](course)\n- I want to know the amount of student points [LOGS5](course)\n- How many points [KKRUHY](course)\n- How many credits [VENA6](course)\n- How many ECTS [TAYJ11](course)\n- How many student credits [SOS4.5](course)\n- How many student points [KATYVA52](course)\n- How many student credits from [ENGA6](course)\n- How many student points from [KASVART2](course)\n- How many ECTS from [JKKYINA11](course)\n- How many student credits is [FILAK](course)\n- How many points is [HALHAA15](course)\n- How many credits is [BTK4121](course)\n- How many ECTS is [SUOP1](course)\n- How many student credits is [MTTTP1](course)\n- How many student points is [KASORIENT](course)\n- Student points [LÄÄKA460](course)\n- Student credits [POLVOS40](course)\n- ECTS [ENGA12](course)\n- [ROMAP1](course) ECTS\n- [DPCMTJ3](course) course points\n- [POHS2](course) student points\n- [KKENYHT](course) points\n- [HIST02](course) amount of points\n- [KASORIENT](course) credits\n- [DPHSS202](course) the amount of ECTS\n- How many points [KKSUKK](course) is\n- How many ECTS [KKRUKTK](course) will be\n- Credits [ENGA9](course)\n- How many credits can I get from [HTIS81](course)\n- How many ECTS can I get from [KASMULTI3](course)\n- How many student points can I get from [KATMAA14](course)\n- I want to know how many credits can I get from [KATLITO5](course)\n- I want to know how many ECTS can I get from [STYS1B4](course)\n- I want to know how many student points can I get from [BTK1013](course)\n- I want to know the amount of student points [POLVOS21](course)\n- How many points [DPLS01](course)\n- How many credits [KASA7](course)\n- How many ECTS [KASA9](course)\n- How many student credits [JOVY3](course)\n- How many student points [KASVAR11](course)\n- How many student credits from [SUOP1](course)\n- How many student points from [TIETS43](course)\n- How many ECTS from [KATLAS17](course)\n- How many student credits is [ENGA8](course)\n- How many points is [POLKVA12](course)\n- How many credits is [PEACE1](course)\n- How many ECTS is [KATTAA40](course)\n- How many student credits is [JOVTS5](course)\n- How many student points is [HTIS51](course)\n- Student points [SUOT1](course)\n- Student credits [VIROP3](course)\n- ECTS [ESPFP1](course)\n- [TERKAN6](course) ECTS\n- [KATLITO5](course) course points\n- [DPIS2](course) student points\n- [KATTAA31](course) points\n- [TERTIETO2](course) amount of points\n- [YKYYKV1](course) credits\n- [ENGA1](course) the amount of ECTS\n- How many points [KKSA1](course) is\n- How many ECTS [HISS1A](course) will be\n- Credits [JOVPVS3](course)\n- How many credits can I get from [NORDIG1](course)\n- How many ECTS can I get from [MEDU02](course)\n- How many student points can I get from [KKSUHY](course)\n- I want to know how many credits can I get from [HALYHT](course)\n- I want to know how many ECTS can I get from [ITIS33](course)\n- I want to know how many student points can I get from [KATLITO5](course)\n- I want to know the amount of student points [JOVA18](course)\n- How many points [KASLOH4B](course)\n- How many credits [KASA11](course)\n- How many ECTS [KATLAS11](course)\n- How many student credits [TERY5B](course)\n- How many student points [LFCS01](course)\n- How many student credits from [KKRUKTMO](course)\n- How many student points from [TAYJ042](course)\n- How many ECTS from [MTTTA7](course)\n- How many student credits is [POLVOA31](course)\n- How many points is [JOVTS5](course)\n- How many credits is [BIO4470](course)\n- How many ECTS is [TIETS05](course)\n- How many student credits is [KASP1](course)\n- How many student points is [HTIS66](course)\n- Student points [TRSU01](course)\n- Student credits [TIEA2.1A](course)\n- ECTS [POLVOA21](course)\n- [POHS5](course) ECTS\n- [KATVRA00](course) course points\n- [KATYVA37](course) student points\n- [ROMAP2](course) points\n- [KATLAP21](course) amount of points\n- [ENGA7](course) credits\n- [ENGP6](course) the amount of ECTS\n- How many points [KATYVS26](course) is\n- How many ECTS [KASLTT](course) will be\n- Credits [MVKS10](course)\n- How many credits can I get from [SOSM5.1](course)\n- How many ECTS can I get from [SOCYKV1](course)\n- How many student points can I get from [KATJOA12](course)\n- I want to know how many credits can I get from [HALYAA13](course)\n- I want to know how many ECTS can I get from [ITIS32](course)\n- I want to know how many student points can I get from [MVKS18E](course)\n- I want to know the amount of student points [POLVOA31/S21](course)\n- How many points [KKENKTK](course)\n- How many credits [DPLSSEM](course)\n- How many ECTS [GTS4](course)\n- How many student credits [HISA4](course)\n- How many student points [YKT6.6.3](course)\n- How many student credits from [KASVAR7](course)\n- How many student points from [SAKP0](course)\n- How many ECTS from [TECHS3](course)\n- How many student credits is [KKSU1](course)\n- How many points is [SOSKV1](course)\n- How many credits is [KATVAA14](course)\n- How many ECTS is [MVKS23](course)\n- How many student credits is [YKYYHT4B](course)\n- How many student points is [KATJOS99](course)\n- Student points [PGHAS07](course)\n- Student credits [POHS3](course)\n- ECTS [TERY5B](course)\n- [SOSM1](course) ECTS\n- [TIETS44](course) course points\n- [POHS3](course) student points\n- [SUKKP2](course) points\n- [TIETS17](course) amount of points\n- [MVKS38](course) credits\n- [TIETA9](course) the amount of ECTS\n- How many points [JOVP1](course) is\n- How many ECTS [KKRULL](course) will be\n- Credits [ENGS44](course)\n- How many credits can I get from [STYS3C](course)\n- How many ECTS can I get from [SUOA1](course)\n- How many student points can I get from [POLKVS32](course)\n- I want to know how many credits can I get from [KKENYHT](course)\n- I want to know how many ECTS can I get from [KATVAA13](course)\n- I want to know how many student points can I get from [ENGA4](course)\n- I want to know the amount of student points [TIETA17](course)\n- How many points [KATMAS14](course)\n- How many credits [TRMU1](course)\n- How many ECTS [KASMAT2](course)\n- How many student credits [KATMAS99](course)\n- How many student points [PEDA2](course)\n- How many student credits from [KASMULTI2B](course)\n- How many student points from [KKSUHUK](course)\n- How many ECTS from [VIROP2](course)\n- How many student credits is [HISA4](course)\n- How many points is [KKSAVAL4](course)\n- How many credits is [POLVOA22](course)\n- How many ECTS is [KASLOE1.1](course)\n- How many student credits is [MVKS23](course)\n- How many student points is [KKRA2](course)\n- Student points [SOS6.1.2](course)\n- Student credits [KASS1](course)\n- ECTS [SOS6.5.2](course)\n- [ITIA11](course) ECTS\n- [POLKVS33](course) course points\n- [DPHSFC06](course) student points\n- [KASS1](course) points\n- [KASA13](course) amount of points\n- [HALKOS27](course) credits\n- [ITIP4](course) the amount of ECTS\n- How many points [DPHSS207](course) is\n- How many ECTS [HALJTS07](course) will be\n- Credits [DPJKKPS](course)\n- How many credits can I get from [ITIP3](course)\n- How many ECTS can I get from [HISA2](course)\n- How many student points can I get from [LUOYA200](course)\n- I want to know how many credits can I get from [DPIT2](course)\n- I want to know how many ECTS can I get from [SOS4.5](course)\n- I want to know how many student points can I get from [DPCMTJ4](course)\n- I want to know the amount of student points [JOUJOVTS](course)\n- How many points [YKYYHT3](course)\n- How many credits [KATTAA12A](course)\n- How many ECTS [HALKAA99](course)\n- How many student credits [PGHMTS](course)\n- How many student points [JKKYINA11](course)\n- How many student credits from [KATYVA23](course)\n- How many student points from [LTLY16](course)\n- How many ECTS from [KASLOE8.1](course)\n- How many student credits is [KATMAS13](course)\n- How many points is [SOSKV3](course)\n- How many credits is [KASSO1](course)\n- How many ECTS is [KASP1-KASP5](course)\n- How many student credits is [BTK2020](course)\n- How many student points is [KKENYHT](course)\n- Student points [FILAPRO](course)\n- Student credits [MTTTA6](course)\n- ECTS [HALTVA15](course)\n- [ENGS13/15-16](course) ECTS\n- [HALJUA99](course) course points\n- [JOVPVS8](course) student points\n- [ENGS3](course) points\n- [POHS1](course) amount of points\n- [KKKI2](course) credits\n- [BIO2450](course) the amount of ECTS\n- How many points [RANP2](course) is\n- How many ECTS [ITIS61](course) will be\n- Credits [ENGS40](course)\n- How many credits can I get from [SOSM2](course)\n- How many ECTS can I get from [ESPFP0](course)\n- How many student points can I get from [KASVARPH](course)\n- I want to know how many credits can I get from [LOGA2](course)\n- I want to know how many ECTS can I get from [KKENYHT](course)\n- I want to know how many student points can I get from [KKRUVAL2](course)\n- I want to know the amount of student points [KATVRS40](course)\n- How many points [HTIS51](course)\n- How many credits [KATVRP12](course)\n- How many ECTS [MTTY4](course)\n- How many student credits [TSEKP3](course)\n- How many student points [JKKYLT01](course)\n- How many student credits from [JOUJOVTS](course)\n- How many student points from [ITIA01](course)\n- How many ECTS from [DPJKKHS](course)\n- How many student credits is [KATLAA11](course)\n- How many points is [TAYJ032](course)\n- How many credits is [MEDU02](course)\n- How many ECTS is [TAYJ033](course)\n- How many student credits is [ESPFP0](course)\n- How many student points is [DPCMTJ4](course)\n- Student points [DPEDUE](course)\n- Student credits [KATVAA12](course)\n- ECTS [JOVP3](course)\n- [KASLOE6.1](course) ECTS\n- [POLVOA51/52/S24](course) course points\n- [POLKVA21](course) student points\n- [BIO2350](course) points\n- [KATLAS99](course) amount of points\n- [DPEDUB.2](course) credits\n- [KKSUYP](course) the amount of ECTS\n- How many points [KKENKTK](course) is\n- How many ECTS [KASLOH3](course) will be\n- Credits [POLVOS40](course)\n- How many credits can I get from [HALYAA13](course)\n- How many ECTS can I get from [KKRUYHT](course)\n- How many student points can I get from [KASP4](course)\n- I want to know how many credits can I get from [POLVOA11](course)\n- I want to know how many ECTS can I get from [KIRA5](course)\n- I want to know how many student points can I get from [KATTAS90](course)\n- I want to know the amount of student points [KASLOE7.2](course)\n- How many points [TERA1](course)\n- How many credits [KATYVS41](course)\n- How many ECTS [KATTAS90](course)\n- How many student credits [BIO4380](course)\n- How many student points [HALJTS08](course)\n- How many student credits from [ENGA10](course)\n- How many student points from [BTK1062](course)\n- How many ECTS from [POHA6](course)\n- How many student credits is [TERHOJ4](course)\n- How many points is [LOGS8](course)\n- How many credits is [HISJATKO](course)\n- How many ECTS is [POLKVS10](course)\n- How many student credits is [TERKANA2](course)\n- How many student points is [LUOYA200](course)\n- Student points [SUKKP1](course)\n- Student credits [ENGP3](course)\n- ECTS [POLKVS33](course)\n- [DPHSS203](course) ECTS\n- [KASA7](course) course points\n- [KKENVAL8](course) student points\n- [TRSU01](course) points\n- [JOVPVA5](course) amount of points\n- [TERHOJ2](course) credits\n- [KASVAR1](course) the amount of ECTS\n- How many points [POLVOS31](course) is\n- How many ECTS [ITIS42](course) will be\n- Credits [LUOYA200](course)\n- How many credits can I get from [HALJTA06](course)\n- How many ECTS can I get from [MTTTS12](course)\n- How many student points can I get from [ENGS10](course)\n- I want to know how many credits can I get from [TIETS05](course)\n- I want to know how many ECTS can I get from [POLVOA32](course)\n- I want to know how many student points can I get from [KKSUPRO](course)\n- I want to know the amount of student points [KKRA4](course)\n\n## intent:paikka\n- Where is [Introduction to Trans Studies](course)\n- Where is course [Orientaatio tutkielman tekemiseen -](course)\n- Where is class [Innovation Project (2018-I)](course)\n- Where is lecture [Introduction to Academic English / RPL (näyttökoe)](course)\n- Where is the classroom [Tekstienväliset suhteet: Syventävä tekstianalyysi](course)\n- Where can I find [Doctoral Studies](course)\n- How to get to [Introduction to Political Theory (book exam/essay)](course)\n- Where [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Location [Visuaalisen journalismin perusteet, harjoitukset](course)\n- Find [Hallinto-oikeus](course)\n- How to find [Kandidaatintutkielmaseminaari - Seminaari]\n- How can I find [Venäjän kielen rakenne - Morfologia](course)\n- Which classroom is [Työn uusi järjestys ja aikuiskasvatus - Seminaari](course)\n- What is the classroom for [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi) / KTM-tutkinto](course)\n- Which room is [Work and Health](course)\n- I'd like to find [Software Project Management, Theory](course)\n- Where can I find [Yrityksen taloustieteellisen tutkimuksen perusteet](course)\n- [Analyysi B](course) place\n- [Lineaarialgebra 1B](course) where\n- [Vanhuus ja gerontologinen sosiaalityö] (course) location\n- Locate [Esimiestyö (syksy 2018)](course)\n- Where is [Environment and Well-Being](course) located\n- The location of [Henkilöstöjohtaminen](course) class\n- I can't find [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](course)\n- I'm trying to find [Puheen ja äänen tutkimusharjoittelu - Projekti / käytännön työ](course)\n- I want to know the location of [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](course)\n- I want to know where [Pro gradu - seminaari 2018 (jatkava) (vaihe I)](course) is\n- I want to know the classroom for [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](course)\n- I want to know how to find [Orientoivat opinnot - Tiedonhankintataidot I (MTT)](course)\n- Where is [Academic Presentations](course)\n- Where is course [Terveyden ja mielenterveyden psykologia II](course)\n- Where is class [Syntaxe du français/ Ranskan syntaksi](course)\n- Where is lecture [Biostatistiikka ja tilastollinen tietojenkäsittely](course)\n- Where is the classroom [Kasvatus, tieto ja teoria - Luennot](course)\n- Where can I find [Puheen, kielen ja viestinnän kehitys](course)\n- How to get to [Finnish Elementary Course 2](course)\n- Where [Algebra 2](course)\n- Location [Aikuisten neuropsykologinen tutkiminen](course)\n- Find [Business Translation Seminar Finnish - English](course)\n- How to find [Puheen ja äänen harjoitusmenetelmät]\n- How can I find [Korkeakoulujärjestelmät ja niiden ohjaus - Harjoitustyö](course)\n- Which classroom is [Kandidaatintutkielma](course)\n- What is the classroom for [Tuutorivastaavana toimiminen](course)\n- Which room is [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)\n- I'd like to find [Keskiajan symboliikkaa -verkkokurssi](course)\n- Where can I find [Terveydenhuollon koulutuspolitiikka](course)\n- [Johdon laskentatoimen teoria -](course) place\n- [Tieteellinen kommunikaatio ja bibliometriikka](course) where\n- [Quantitative Approach] (course) location\n- Locate [Yksilö, yhteiskunta ja kulttuuri - Historia, yhteiskuntaoppi ja katsomusopetus - 2. vsk (luennot)](course)\n- Where is [Reportaasi](course) located\n- The location of [Praktikum](course) class\n- I can't find [Cultural Conversations](course)\n- I'm trying to find [Tutkimustyön perusteet - c) Tutkimusmenetelmien erityiskysymyksiä](course)\n- I want to know the location of [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- I want to know where [Työhyvinvoinnin johtaminen](course) is\n- I want to know the classroom for [Puheviestintä ja hyvinvointi](course)\n- I want to know how to find [Qualitative Approach](course)\n- Where is [Practical Introduction to Data Mining](course)\n- Where is course [Tiedonhaun perusteet](course)\n- Where is class [Kirjallinen viestintä I/Skriftlig kommunikation I](course)\n- Where is lecture [Kielioppi I](course)\n- Where is the classroom [Proseminaari (ryhmä 2)](course)\n- Where can I find [Tiimi toimii - puheviestinnän syventävä kurssi (1.-2.periodi)](course)\n- How to get to [Johdanto tietokäytäntöjen tutkimukseen](course)\n- Where [Sustainable business practices (Lectures)](course)\n- Location [Olio-ohjelmoinnin perusteet II](course)\n- Find [Laadullisten tutkimusmenetelmien soveltaminen hoitotieteessä](course)\n- How to find [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)]\n- How can I find [Sijoitustoiminta](course)\n- Which classroom is [Syntyvyys, hoiva, sukupolvi](course)\n- What is the classroom for [Structure of English I - Grammar I](course)\n- Which room is [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](course)\n- I'd like to find [Global politics of gender](course)\n- Where can I find [Tiede ja teknologia yhteiskunnassa](course)\n- [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](course) place\n- [Ranska I](course) where\n- [Kielioppi II (venäjänkieliset opiskelijat)] (course) location\n- Locate [Johdatus viestintään ja mediaan - verkkokurssi](course)\n- Where is [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](course) located\n- The location of [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course) class\n- I can't find [Ylellisyyden historia -verkkokurssi](course)\n- I'm trying to find [Cross-Institutional Studies in TUT](course)\n- I want to know the location of [Nuorisotutkimuksen ajankohtaisia kysymyksiä](course)\n- I want to know where [Variety in Present-day English](course) is\n- I want to know the classroom for [Research Seminar, Doctoral Programme in Language Studies](course)\n- I want to know how to find [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](course)\n- Where is [Talous - politiikka - kulttuuri -lukupiiri](course)\n- Where is course [Human Rights and International Society (book exam/essay)](course)\n- Where is class [Kasvatushistoria, kirjatentti](course)\n- Where is lecture [Systems biology methods](course)\n- Where is the classroom [Tekninen työ -](course)\n- Where can I find [Lineaarialgebra 1A](course)\n- How to get to [Rakenteinen dokumentaatio ja DITA](course)\n- Where [Vuorovaikutuksen perusteet - verkkokurssina II](course)\n- Location [Multimodal Interaction](course)\n- Find [Liiketoimintamallit](course)\n- How to find [Työelämäntutkimusta monimuuttujamenetelmin]\n- How can I find [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- Which classroom is [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course)\n- What is the classroom for [New Wars and How to Study Them (POMLFCS3)](course)\n- Which room is [Yliopistopedagogiikan perusteet](course)\n- I'd like to find [Tutkijaseminaari](course)\n- Where can I find [Poliittiset järjestelmät (kirjatentti/essee)](course)\n- [Tissue biology](course) place\n- [International Society (book exam/essay)](course) where\n- [Philosophy of Science (online course)] (course) location\n- Locate [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 11.-12.4.2019](course)\n- Where is [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course) located\n- The location of [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](course) class\n- I can't find [Matematiikan gradustartti](course)\n- I'm trying to find [Ikääntyminen, kieli ja vuorovaikutus](course)\n- I want to know the location of [Metafysiikka](course)\n- I want to know where [Sopimusoikeuden syventävä opintojakso](course) is\n- I want to know the classroom for [Algebra 1A](course)\n- I want to know how to find [Tutkiva harjoittelu](course)\n- Where is [Datan hallinnan perusteet](course)\n- Where is course [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](course)\n- Where is class [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC) online](course)\n- Where is lecture [Pohjoismaiden yhteiskuntaolot ja kulttuurit](course)\n- Where is the classroom [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](course)\n- Where can I find [Lähtötasokoe](course)\n- How to get to [Parties, Elections and Political Participation (book exam/essay)](course)\n- Where [The Coeliac Disease Journal Club](course)\n- Location [Medioitu vuorovaikutus](course)\n- Find [Finnish Elementary Course 1 (taught in 1. period)](course)\n- How to find [Demola Project]\n- How can I find [Europe's Wicked Policy Problems (POMLFCS2)](course)\n- Which classroom is [Tutkimustyön perusteet - c) Tutkimusmenetelmien erityiskysymyksiä](course)\n- What is the classroom for [Kandidaatintutkielma](course)\n- Which room is [Kaikille avoin tutkijaseminaari](course)\n- I'd like to find [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](course)\n- Where can I find [Vanhempien aikojen tutkijaseminaari](course)\n- [Visuaalisen journalismin perusteet, luennot](course) place\n- [Luovat aineistot ja analyysimenetelmät (intensiivikurssi)](course) where\n- [Orientation and Study Planning] (course) location\n- Locate [Introduction to Finnish History](course)\n- Where is [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](course) located\n- The location of [Kerronnan monet muodot - kirjatentti ja essee](course) class\n- I can't find [Makrotalousteoria II](course)\n- I'm trying to find [Kontrastiivisen fonetiikan perusteet -](course)\n- I want to know the location of [Intercultural Communication](course)\n- I want to know where [Qualitative Approach](course) is\n- I want to know the classroom for [Yhteisö, terveys ja sairaus](course)\n- I want to know how to find [Kansainvälinen talous](course)\n- Where is [Introduction to Education Science and Research](course)\n- Where is course [Kuvataidekasvatus / Luennot - 2.vsk](course)\n- Where is class [Ympäristön ja alueiden poliittisuus (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Where is lecture [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course)\n- Where is the classroom [Paikallisen hallinnan teoriat - Lukupiiri](course)\n- Where can I find [Communication Skills in English - Speaking Practice](course)\n- How to get to [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course)\n- Where [Finnish Advanced Course 1 (taught in Finnish)](course)\n- Location [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja luokanopettajaopiskelijat](course)\n- Find [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](course)\n- How to find [Peace, Security and International Institutions (book exam/essay)]\n- How can I find [Johdon laskentatoimen perusteet](course)\n- Which classroom is [Johtaminen ja organisaatiot II](course)\n- What is the classroom for [Professional Writing (online course)](course)\n- Which room is [Tilastollisen tutkimuksen perusteet](course)\n- I'd like to find [Tekniikan käännösviestinnän seminaari englanti-suomi](course)\n- Where can I find [Kielioppi I / Grammatik I](course)\n- [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course) place\n- [Yksilön työhyvinvointi (itsenäinen suoritustapa)](course) where\n- [Comparative Education - Lectures in English (spring) or book exam in English (autumn and spring)] (course) location\n- Locate [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Where is [Kaunokirjallisen kääntämisen peruskurssi](course) located\n- The location of [The European Union (book exam/essay)](course) class\n- I can't find [Monimuuttujamenetelmien perusteet](course)\n- I'm trying to find [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](course)\n- I want to know the location of [Eurooppalainen, euraasialainen ja globaali energiapolitiikka (kirjatentti/essee)](course)\n- I want to know where [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](course) is\n- I want to know the classroom for [Fundamentals of Finance (Tampere Summer School)](course)\n- I want to know how to find [Introduction to Science and Research (autumn)](course)\n- Where is [Terveystieteiden tilastolliset tutkimusmenetelmät](course)\n- Where is course [Laaja-alaistava harjoittelu - Opetus- ja koulutushallinnon luennot](course)\n- Where is class [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](course)\n- Where is lecture [Varhaismoderni yhteiskunta](course)\n- Where is the classroom [Conflicts over the Use of Natural Resources and the Environment](course)\n- Where can I find [Latinan kielen alkeiskurssi](course)\n- How to get to [Verkkomedian suunnittelu - verkkokurssi](course)\n- Where [Bioinformatics tools (autumn 2018)](course)\n- Location [Julkisoikeuden perusteet (järjestäjä TAMK)](course)\n- Find [Global politics of gender](course)\n- How to find [Johdatus tieteenfilosofiaan]\n- How can I find [Lähtötasokoe / Schwellentest](course)\n- Which classroom is [Introduction to Web Publishing - Autumn 2018](course)\n- What is the classroom for [Tieteellinen kirjoittaminen / LUO & COMS](course)\n- Which room is [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](course)\n- I'd like to find [KV-tuutorina toimiminen](course)\n- Where can I find [Dramaturgia: Musikaalin dramaturgia](course)\n- [Taidehistoria ja näyttelypedagogiikka -](course) place\n- [Orientation - Orientation to studying in the Degree Programme](course) where\n- [Yhteiskunnan mittaaminen] (course) location\n- Locate [History of English](course)\n- Where is [Yritysappro](course) located\n- The location of [Tiedonhankintataidot 3op - Tiedonhankintataidot I - Tiedonhankinnan perusteet](course) class\n- I can't find [American Government & Politics (Tampere Summer School 2018)](course)\n- I'm trying to find [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](course)\n- I want to know the location of [Experimental animal course](course)\n- I want to know where [Tragedy of the Commons? Problems and Solutions](course) is\n- I want to know the classroom for [Radio Project](course)\n- I want to know how to find [Preparatory Course in Reading and Writing for Academic Purposes (online)](course)\n- Where is [Software Project Management, Software Project Management (Spring term)](course)\n- Where is course [Marketing Communications](course)\n- Where is class [Ranskan yhteiskunta I / Société française I](course)\n- Where is lecture [Johtaminen ja organisaatiot I (kirjallisuus)](course)\n- Where is the classroom [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti](course)\n- Where can I find [SOTEPO - Tohtorikoulutusseminaari (Sos.- ja terv.pol., tervh.tutk., terv.huollon joht.)](course)\n- How to get to [Terveystieteiden orientoivat tohtoriopinnot](course)\n- Where [Käännösviestintä saksa - suomi / Transalation Deutsch-Finnisch](course)\n- Location [Venäjä II](course)\n- Find [Saksa IV](course)\n- How to find [Monimuuttujamenetelmien perusteet]\n- How can I find [Espanjan historia ja kirjallisuus - Historia y literatura de España](course)\n- Which classroom is [International Trade and Finance (Tampere Summer School) - luennot ja tentti](course)\n- What is the classroom for [Bioinformatics tools (autumn 2018)](course)\n- Which room is [Tiedonhankinnan perusteet](course)\n- I'd like to find [Työ ja äitiys tänään](course)\n- Where can I find [Julkisoikeuden perusteet (järjestäjä TAMK)](course)\n- [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti, Seinäjoki](course) place\n- [Radio Project](course) where\n- [Kandidaatin tutkielma ja seminaari (kevät)] (course) location\n- Locate [Basics of Project Management](course)\n- Where is [Biological data analysis with R](course) located\n- The location of [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](course) class\n- I can't find [Qualitative Approach](course)\n- I'm trying to find [European Integration and the Political System of the European Union (book exam/essay)](course)\n- I want to know the location of [Strateginen johtaminen julkisyhteisöissä](course)\n- I want to know where [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](course) is\n- I want to know the classroom for [Psykiatria](course)\n- I want to know how to find [Introduction to Corporate Social Responsibility](course)\n- Where is [Tilinpäätösanalyysi](course)\n- Where is course [Vakuutuksen ja riskienhallinnan erikoistumisosa](course)\n- Where is class [Tiedonhankintataidot (hoitotiede)](course)\n- Where is lecture [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course)\n- Where is the classroom [Mediadiskurssi](course)\n- Where can I find [PlayLab! Game Journalism Project](course)\n- How to get to [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](course)\n- Where [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (2. periodi)](course)\n- Location [Yhteisö, terveys ja sairaus](course)\n- Find [Argumentaation ja tieteellisen päättelyn perusteet](course)\n- How to find [Introduction to Bayesian Analysis 2]\n- How can I find [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Etnografia](course)\n- Which classroom is [Valinnainen jakso: Toimitustyön johtaminen/ JOVVJS1 Visuaalisen työn johtaminen](course)\n- What is the classroom for [Kandidaattiseminaari (Nenonen)](course)\n- Which room is [Kandidaattiseminaari ja tutkielma (yritysjuridiikka ja vero-oikeus)](course)\n- I'd like to find [Linguistics II: Meaning and Discourse](course)\n- Where can I find [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course)\n- [Kirjallinen viestintä II/Skriftlig kommunikation II](course) place\n- [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](course) where\n- [Regression analysis] (course) location\n- Locate [Markkinoinnin erityiskysymyksiä](course)\n- Where is [Ammattimainen tekstintarkistus](course) located\n- The location of [Terveyden ja mielenterveyden psykologia I](course) class\n- I can't find [Laajentava harjoittelu](course)\n- I'm trying to find [Toisen kielen oppiminen ja opetus](course)\n- I want to know the location of [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](course)\n- I want to know where [Asiakastyön menetelmät, luennot](course) is\n- I want to know the classroom for [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](course)\n- I want to know how to find [Sosiaalitieteiden teoria I - SOS5b luennot](course)\n- Where is [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course)\n- Where is course [Kokeellinen tiedonhaku](course)\n- Where is class [Internet ja vuorovaikutteinen media](course)\n- Where is lecture [Klinikkaharjoittelu](course)\n- Where is the classroom [Soveltava projekti - projekti](course)\n- Where can I find [Rekisteritutkimukset](course)\n- How to get to [Terveyden edistämisen interventiot, Seinäjoki](course)\n- Where [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- Location [Oikeustieteellinen tutkimus](course)\n- Find [Marketing Communications](course)\n- How to find [Tekstin ymmärtäminen III]\n- How can I find [[CANCELLED] Editing Project](course)\n- Which classroom is [Orientation - Introduction to Academic Culture and Degree Studies](course)\n- What is the classroom for [Vieraan kielen taito, perustaso](course)\n- Which room is [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course)\n- I'd like to find [Semantiikka ja pragmatiikka / Sémantique et pragmatique](course)\n- Where can I find [Dialogue: Constructive Talk at Work](course)\n- [New Forms of Violence, Change in Security Paradigm (book exam/essay)](course) place\n- [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](course) where\n- [Työhyvinvointi (itsenäinen suoritustapa)] (course) location\n- Locate [International Work Experience](course)\n- Where is [Kaikille avoin tutkijaseminaari](course) located\n- The location of [Vuorovaikutus ja tekstit S2-näkökulmasta](course) class\n- I can't find [Specialized Optional Research Methodology: Action research](course)\n- I'm trying to find [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- I want to know the location of [Tekstilingvistiikka / Textlinguistik](course)\n- I want to know where [Vuorovaikutus ja tekstit S2-näkökulmasta](course) is\n- I want to know the classroom for [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course)\n- I want to know how to find [Julkisen hallinnon reformit ja muutos](course)\n- Where is [Koulutussuunnittelu ja kehittäminen - Seminaari](course)\n- Where is course [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](course)\n- Where is class [Advanced Functional Programming](course)\n- Where is lecture [Käsitekerho/ Mediatutkimuksen valinn. jakso](course)\n- Where is the classroom [Media and the Arctic](course)\n- Where can I find [Johdatus hoitotieteeseen](course)\n- How to get to [Opetus, ohjaus, oppiminen - elokas ja avoimen lähiop.: pienryhmäopetus (2 op) ja kirjallisuus (2 op)](course)\n- Where [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Location [Venäjä I](course)\n- Find [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- How to find [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe]\n- How can I find [Arvonlisäverotuksen syventävä opintojakso](course)\n- Which classroom is [Behavioral Finance](course)\n- What is the classroom for [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](course)\n- Which room is [Neurocomputing](course)\n- I'd like to find [Biotechnical product development](course)\n- Where can I find [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course)\n- [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](course) place\n- [Hydrogel Journal Club](course) where\n- [Tieteellinen kirjoittaminen (SOC)] (course) location\n- Locate [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Where is [Terveystiedon sisällöt (sähköinen tentti)](course) located\n- The location of [Terveystiedon asiantuntijuus (sähköinen tentti)](course) class\n- I can't find [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](course)\n- I'm trying to find [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](course)\n- I want to know the location of [Cell Technology Laboratory Course](course)\n- I want to know where [Saksankielisten maiden kulttuurihistoria / Kulturgeschichte der deutschsprachigen Länder](course) is\n- I want to know the classroom for [Tutkimustyön perusteet (syksy)](course)\n- I want to know how to find [Tutkielmaseminaari - Tutkielmaseminaari](course)\n- Where is [Cross-Institutional Studies in TUT](course)\n- Where is course [Economic renewal of cities and regions](course)\n- Where is class [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu syksyllä 2019)](course)\n- Where is lecture [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](course)\n- Where is the classroom [Ajankohtaisia kansanterveyskysymyksiä](course)\n- Where can I find [Orientation - Orientation to studying in the Degree Programme](course)\n- How to get to [Poliittisen sosiologian käsitteet ja tutkimukset](course)\n- Where [Human Rights Law](course)\n- Location [Seminaari (Kunelius) jatkuu keväältä](course)\n- Find [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](course)\n- How to find [Imagining Persia/Iran: Orientalism, Revolution and Diaspora]\n- How can I find [Organisaatioiden tiedonhallinta](course)\n- Which classroom is [Orientation - General Orientation Course for International Students](course)\n- What is the classroom for [Sosiaalipsykologia](course)\n- Which room is [Transcultural perspectives in developing media education](course)\n- I'd like to find [Matemaattiset aineet - Koulugeometria - 2 vsk](course)\n- Where can I find [Business Writing](course)\n- [Tutkielmapiiri](course) place\n- [Social Constructionism](course) where\n- [Learning About Language with Corpora] (course) location\n- Locate [Asiakirjatiedon organisointi- ja kuvailumenetelmät](course)\n- Where is [Poliittiset aatteet ja ideologiat (kirjatentti)](course) located\n- The location of [Tila, teknologia ja toiminta](course) class\n- I can't find [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](course)\n- I'm trying to find [Dialogitulkkaus](course)\n- I want to know the location of [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course)\n- I want to know where [Puhetekniikan ja äänenkäytön perusteet](course) is\n- I want to know the classroom for [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](course)\n- I want to know how to find [Kuvataidekasvatus / Luennot - 2.vsk](course)\n- Where is [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Where is course [Research Ethics](course)\n- Where is class [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](course)\n- Where is lecture [Introduction to Cultural Psychology](course)\n- Where is the classroom [Sosiaalityön harjoittelu + kehittämistyön harjoittelu - STYS2B2 Harjoitteluseminaari](course)\n- Where can I find [Epidemiologian tohtorikoulutusseminaari](course)\n- How to get to [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi (keväällä 2018 opintokokonaisuuden aloittaneille)](course)\n- Where [Symbols that move us - popular culture/deep culture](course)\n- Location [Opintojen ohjattu suunnittelu](course)\n- Find [Psykiatria](course)\n- How to find [Advanced English Business Communication]\n- How can I find [Introduction to R](course)\n- Which classroom is [Lähtötasokoe](course)\n- What is the classroom for [Introduction to Academic English (diverse learners)](course)\n- Which room is [Puheviestintä tieteenä](course)\n- I'd like to find [Julkisen talousjohtamisen näkökulmia](course)\n- Where can I find [Graduseminaari, alkava (Niemi)](course)\n- [Principles of Usability, User Experience and User Interfaces](course) place\n- [Semantiikan harjoituskurssi](course) where\n- [Ääntämisharjoituksia] (course) location\n- Locate [EU Financial Management](course)\n- Where is [Writing for Research](course) located\n- The location of [Vanhat ja uudet klassikot (kirjatentti/essee)](course) class\n- I can't find [Julkisoikeuden perusteet](course)\n- I'm trying to find [Tieteellinen kirjoittaminen / COMS (puheviestinnän opiskelijoille)](course)\n- I want to know the location of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course)\n- I want to know where [Tekstin tekemisen perusteet](course) is\n- I want to know the classroom for [Sustainable business practices (Lectures)](course)\n- I want to know how to find [Tutkimusetiikka](course)\n- Where is [Distributed Systems](course)\n- Where is course [Journal club](course)\n- Where is class [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course)\n- Where is lecture [Yhteisösosiaalityö monikulttuurisessa ympäristössä](course)\n- Where is the classroom [Suurvalta kriiseissä: näkökulmia Venäjän historiaan 1700-luvulta 1900-luvulle](course)\n- Where can I find [Tiede, tutkimus, kirjoittaminen](course)\n- How to get to [Seminaari II - Tieteellisen tekstin tuottaminen](course)\n- Where [Tieteellisen tiedonhankinnan perusteet (venäjä) -](course)\n- Location [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](course)\n- Find [Lineaarialgebra 1A](course)\n- How to find [Cultural Conversations]\n- How can I find [Kuva, sana ja ääni -multimodaalisuuskurssi](course)\n- Which classroom is [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](course)\n- What is the classroom for [Liiketoimintaympäristön taloustiede](course)\n- Which room is [Projektinhallinnan perusteet](course)\n- I'd like to find [Terveystiedon asiantuntijuus (sähköinen tentti)(course)\n- Where can I find [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](course)\n- [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](course) place\n- [Perusharjoittelu](course) where\n- [[CANCELLED] Editing Project] (course) location\n- Locate [Terveystieteiden laadulliset tutkimusmenetelmät, hoitotieteen opiskelijoille](course)\n- Where is [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course) located\n- The location of [Tilastotieteen johdantokurssi, kevät](course) class\n- I can't find [Monikulttuurinen kirjallisuus Suomessa](course)\n- I'm trying to find [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](course)\n- I want to know the location of [Specialised International Relations Research Methods (book exam/essay)](course)\n- I want to know where [Terveystieteiden laadulliset tutkimusmenetelmät, hoitotieteen opiskelijoille](course) is\n- I want to know the classroom for [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course)\n- I want to know how to find [Deutsch im Alltag und Studium](course)\n- Where is [Introduction to Academic English / RPL (näyttökoe)](course)\n- Where is course [Literature and Society in Early Modern Britain](course)\n- Where is class [Tieteenfilosofia](course)\n- Where is lecture [Latinankielinen kirjallisuus I: klassinen latina](course)\n- Where is the classroom [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](course)\n- Where can I find [Advanced bioinformatics tools](course)\n- How to get to [Muutosjohtaminen sosiaalityössä - Sosnet verkkokurssi](course)\n- Where [Viron jatkokurssi](course)\n- Location [Sosiaalisen median ja vuorovaikutteisen median perusteet](course)\n- Find [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course)\n- How to find [Johdatus matematiikkaan ja tilastotieteeseen]\n- How can I find [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](course)\n- Which classroom is [Palvelut ja hyvinvointivaltion murros](course)\n- What is the classroom for [Opetussuunnitelmatyö yliopistossa](course)\n- Which room is [EU External Relations: Security, Economy and Values (book exam/essay)](course)\n- I'd like to find [Finnish Reading Comprehension and Conversation Course 1 (taught in Finnish)(course)\n- Where can I find [Jatkokoulutusseminaari](course)\n- [Seminaari](course) place\n- [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](course) where\n- [Tekoäly ja vakuutustoiminta] (course) location\n- Locate [Kirjallinen viestintä I / Schriftliche Kommunikation I](course)\n- Where is [Journalismin perusteet, luennot](course) located\n- The location of [Graduseminaari, jatkava (Niemi)](course) class\n- I can't find [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course)\n- I'm trying to find [Organizational Behavior (Independent study, Spring 2019)](course)\n- I want to know the location of [Julkisen talousjohtamisen informaatio](course)\n- I want to know where [Medioitu vuorovaikutus](course) is\n- I want to know the classroom for [Research on Media, Culture and Education](course)\n- I want to know how to find [Kandidaattiseminaari (Mustakallio)](course)\n- Where is [Johtamisen ja organisaatioiden perusteet](course)\n- Where is course [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- Where is class [Tekniikan käännösviestinnän seminaari englanti-suomi](course)\n- Where is lecture [Sanaston tuntemus/Ordkunskap](course)\n- Where is the classroom [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- Where can I find [Tieteellinen kirjoittaminen / Wissenschaftliches Schreiben](course)\n- How to get to [Makrotalousteoria I](course)\n- Where [Tietokäytännöt](course)\n- Location [Keskiajan paleografia ja diplomatiikka (PERUTTU)](course)\n- Find [Ajankohtaisia kansanterveyskysymyksiä](course)\n- How to find [Political Institutions and Processes (book exam/essay)]\n- How can I find [Radiokääntäminen (saksa)](course)\n- Which classroom is [Makrotalousteoria II](course)\n- What is the classroom for [Valinnainen jakso: Johdatus tiedeviestintään](course)\n- Which room is [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course)\n- I'd like to find [Julkisten palvelujen johtaminen](course)\n- Where can I find [Kiina I](course)\n- [Johdatus tieteenfilosofiaan](course) place\n- [Retoriikka ja argumentaatioanalyysi/Retorik och argumentationsanalys](course) where\n- [World society: National policies, global governance and transnational sociology] (course) location\n- Locate [Introduction to Entrepreneurship](course)\n- Where is [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course) located\n- The location of [International Society (book exam/essay)](course) class\n- I can't find [Feministiset politiikat ja asiantuntijuus](course)\n- I'm trying to find [Kandidaattiseminaari](course)\n- I want to know the location of [Johdatus kunta- ja aluejohtamiseen](course)\n- I want to know where [Julkisen talousjohtamisen klassikkoteokset (kirjallinen tentti)](course) is\n- I want to know the classroom for [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](course)\n- I want to know how to find [Poliittinen viestintä: Eduskuntavaalit 2019](course)\n- Where is [Orientation - Orientation to studying in the Degree Programme](course)\n- Where is course [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course)\n- Where is class [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- Where is lecture [Study Skills - Basics of Information Literacy](course)\n- Where is the classroom [Työhyvinvointi (itsenäinen suoritustapa)](course)\n- Where can I find [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](course)\n- How to get to [Äänen häiriöt](course)\n- Where [Ruotsin kielen valmentava kurssi](course)\n- Location [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](course)\n- Find [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](course)\n- How to find [Hands-on genetics]\n- How can I find [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course)\n- Which classroom is [Johdon laskentatoimen perusteet](course)\n- What is the classroom for [Teksti, keskustelu ja vuorovaikutus](course)\n- Which room is [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](course)\n- I'd like to find [Making sense of globalization - Theorizing beyond the nation-state - Lectures + essay](course)\n- Where can I find [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](course)\n- [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course) place\n- [Environmental History and Cultural Ecology of Russia (VENS20)](course) where\n- [Introduction to Finnish History] (course) location\n- Locate [Johdatus visuaaliseen kulttuuriin](course)\n- Where is [Health in disasters, conflicts and complex human emergencies](course) located\n- The location of [Managing Research Information](course) class\n- I can't find [Seminaari II](course)\n- I'm trying to find [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](course)\n- I want to know the location of [Terveystiedon perusteet](course)\n- I want to know where [Usean muuttujan integraalilaskenta](course) is\n- I want to know the classroom for [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](course)\n- I want to know how to find [Visuaalisen journalismin perusteet, luennot](course)\n- Where is [Distributed Systems](course)\n- Where is course [Johdon laskentatoimen teoria -](course)\n- Where is class [Sosiaalioikeus - STYA1A2 Sosiaalioikeus II](course)\n- Where is lecture [Sosiaalityön harjoittelu](course)\n- Where is the classroom [Tutkijan puheviestintä](course)\n- Where can I find [Ympäristöpolitiikan vaikutuskeinot](course)\n- How to get to [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](course)\n- Where [Kielioppi II (suomenkieliset opiskelijat)](course)\n- Location [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](course)\n- Find [Mediadiskurssi](course)\n- How to find [Aluetalous ja kaupunkitalous]\n- How can I find [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course)\n- Which classroom is [Feministinen teoria ja metodologia](course)\n- What is the classroom for [Venäjä III](course)\n- Which room is [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](course)\n- I'd like to find [Learning from Multiple Sources](course)\n- Where can I find [Tutkijan puheviestintä](course)\n- [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](course) place\n- [Tieteellinen kirjoittaminen](course) where\n- [Eurooppalainen, euraasialainen ja globaali energiapolitiikka (kirjatentti/essee)] (course) location\n- Locate [Academic Writing](course)\n- Where is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 7.-8.11.2018](course) located\n- The location of [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](course) class\n- I can't find [Puheviestintä ja hyvinvointi](course)\n- I'm trying to find [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen 3.vsk](course)\n- I want to know the location of [Kieli käyttöön/Språket i bruk](course)\n- I want to know where [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](course) is\n- I want to know the classroom for [Oikeudellisen tutkimuksen perusteet](course)\n- I want to know how to find [Statistical Analysis with Missing Data (advanced)](course)\n- Where is [Aineopintojen valinnainen jakso: Organisaatioviestintä](course)\n- Where is course [Vierailuluentoja johtamisesta](course)\n- Where is class [Monikulttuurisuus ja koulutuspolitiikka - Seminaari](course)\n- Where is lecture [Basics II: Intermediate Czech II](course)\n- Where is the classroom [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](course)\n- Where can I find [Visuaalisen journalismin erityisalueet](course)\n- How to get to [Quantitative Research Methods and Comparative Research Design (Global Society students)](course)\n- Where [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](course)\n- Location [Johdatus espanjalaiseen kulttuuriin](course)\n- Find [Poverty in the world: Hunger, inequalities and action](course)\n- How to find [Missä mennään Mead? -seminaari]\n- How can I find [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course)\n- Which classroom is [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](course)\n- What is the classroom for [Toiminta, tulkinta ja tieto (verkkokurssi)](course)\n- Which room is [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](course)\n- I'd like to find [Modernisoituva yhteiskunta](course)\n- Where can I find [Struggles on Education](course)\n- [Opetus, ohjaus, oppiminen, verkko-opetus](course) place\n- [Implementation and Evaluation of Public Policies](course) where\n- [Johdatus oikeusjärjestykseen (verkkokurssi)] (course) location\n- Locate [Yrityksen oikeudellinen riskienhallinta](course)\n- Where is [Lesen, Verstehen, Schreiben](course) located\n- The location of [Espanja III](course) class\n- I can't find [Perehdyttäminen tietotekniikan alkeisiin](course)\n- I'm trying to find [Toiminta, tulkinta ja tieto](course)\n- I want to know the location of [Lähtötasokoe / Schwellentest](course)\n- I want to know where [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course) is\n- I want to know the classroom for [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](course)\n- I want to know how to find [Sanaston tuntemus/Ordkunskap](course)\n- Where is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.3.2019](course)\n- Where is course [Sosiaalioikeus](course)\n- Where is class [Puheviestintä tieteenä](course)\n- Where is lecture [Tietotekniikkataidot (kevät)](course)\n- Where is the classroom [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Where can I find [Finnish Elementary Course 1 (taught in 1. period)](course)\n- How to get to [Tieteenfilosofia](course)\n- Where [Ainedidaktiikka I](course)\n- Location [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](course)\n- Find [Harjoittelu ja työelämävalmiudet](course)\n- How to find [Ohjaus yliopistossa]\n- How can I find [Valinnainen jakso: Tiedeviestinnän projekti](course)\n- Which classroom is [Yhteiskunnan mittaaminen (verkkokurssi)](course)\n- What is the classroom for [Opetus, ohjaus, oppiminen, monimuoto-opeus](course)\n- Which room is [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](course)\n- I'd like to find [Median ja politiikan välinen suhde](course)\n- Where can I find [Latinankielinen kirjallisuus I: klassinen latina](course)\n- [Sota-ajan säännösteltyä kulttuuria](course) place\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](course) where\n- [Molekyylibiologia] (course) location\n- Locate [Kunnallisoikeuden syventävä jakso](course)\n- Where is [Eurooppa-vero-oikeus](course) located\n- The location of [Parties and Elections (book exam/essay)](course) class\n- I can't find [Tiedonhaun perusteet](course)\n- I'm trying to find [Sustainable business practices (Independent study)](course)\n- I want to know the location of [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- I want to know where [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](course) is\n- I want to know the classroom for [Behavioral Finance](course)\n- I want to know how to find [Tutkijaseminaari](course)\n- Where is [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](course)\n- Where is course [Language, Communication and Culture](course)\n- Where is class [Historiankirjoituksen historia](course)\n- Where is lecture [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](course)\n- Where is the classroom [Suullinen viestintä I/Muntlig kommunikation I](course)\n- Where can I find [Perhe ja tunteet](course)\n- How to get to [Kansainvälisen politiikan johdantokurssi (kirjatentti)](course)\n- Where [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- Location [Testimenetelmien perusteet ja ammattietiikka](course)\n- Find [Johdon laskentatoimen jatkokurssi](course)\n- How to find [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)]\n- How can I find [Rauhan- ja konfliktintutkimus (kirjatentti/essee)](course)\n- Which classroom is [Budgeting and capital budgeting (online course)](course)\n- What is the classroom for [Ihmisoikeudet ja kansainvälinen yhteisö (kirjatentti/essee)](course)\n- Which room is [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- I'd like to find [Orientoivat opinnot - Tiedonhankintataidot I (TIE)(course)\n- Where can I find [Sosiaalipsykologia](course)\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course) place\n- [Matemaattiset aineet - Koulugeometria - 2 vsk](course) where\n- [Johdatus länsimaiseen kirjallisuushistoriaan - luennot] (course) location\n- Locate [Academic writing and theory](course)\n- Where is [Organizational Behavior (Independent study, Spring 2019)](course) located\n- The location of [Kiina II](course) class\n- I can't find [Digital Image Processing - Self-studying](course)\n- I'm trying to find [Suunnittelu ja kehittäminen hoitotyön johtamisessa](course)\n- I want to know the location of [Neuropsykologinen kuntoutus](course)\n- I want to know where [Nordic Model: Nordic Welfare Societies](course) is\n- I want to know the classroom for [Oppimisen ja opiskelun taidot](course)\n- I want to know how to find [Lasten arviointi](course)\n- Where is [Laskentatoimen perusteet](course)\n- Where is course [Tiede, tutkimus, kirjoittaminen](course)\n- Where is class [The Coeliac Disease Journal Club](course)\n- Where is lecture [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Where is the classroom [Ammattimainen tekstintarkistus](course)\n- Where can I find [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](course)\n- How to get to [Theories of Crime and Deviance](course)\n- Where [Pro gradu -tutkielma ja -seminaari, tammikuussa 2018 aloittaneet ryhmät](course)\n- Location [Geometria - Geometria](course)\n- Find [Tekninen työ -](course)\n- How to find [SOS6.2.3 Työelämän vuorovaikutus]\n- How can I find [Pitkä harjoittelu](course)\n- Which classroom is [Behavioraalinen ja psykologinen taloustiede](course)\n- What is the classroom for [Asioimistulkkaus venäjä-suomi-venäjä](course)\n- Which room is [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](course)\n- I'd like to find [Yhtiöoikeuden syventävä opintojakso](course)\n- Where can I find [Rahoituksen perusteet](course)\n- [Muu valinnainen kurssi](course) place\n- [Tulkin oikeustieto I](course) where\n- [Intercultural Communication] (course) location\n- Locate [Käsitteellinen mallintaminen I](course)\n- Where is [Maailmanpolitiikan tutkimus (kirjatentti/essee)](course) located\n- The location of [Courses in Computer Science in TUT](course) class\n- I can't find [Kulttuuripsykologian perusteet](course)\n- I'm trying to find [Master´s Thesis and Seminar - for the group that started in 2017](course)\n- I want to know the location of [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)\n- I want to know where [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course) is\n- I want to know the classroom for [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- I want to know how to find [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course)\n- Where is [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- Where is course [Muu valinnainen kurssi](course)\n- Where is class [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](course)\n- Where is lecture [Sosiaalisen median ja vuorovaikutteisen median perusteet](course)\n- Where is the classroom [Journalistinen kieli - Tekstinhuolto](course)\n- Where can I find [Filosofian työpaja](course)\n- How to get to [Ulkopolitiikka ja diplomatia (kirjatentti/essee)](course)\n- Where [Psykiatria ja mielenterveys](course)\n- Location [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course)\n- Find [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- How to find [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy]\n- How can I find [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Which classroom is [Usean muuttujan differentiaalilaskenta](course)\n- What is the classroom for [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](course)\n- Which room is [Introduction to Academic English / RPL (näyttökoe)](course)\n- I'd like to find [Introduction to Corporate Social Responsibility](course)\n- Where can I find [Study Skills - Basics of Information Literacy](course)\n- [Saksa IV](course) place\n- [Kaupunkien maankäytön pelikenttä](course) where\n- [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)] (course) location\n- Locate [The Cancer Biology Journal Club](course)\n- Where is [Eurooppalainen, euraasialainen ja globaali energiapolitiikka (kirjatentti/essee)](course) located\n- The location of [Sosiaalipsykologinen ajattelu II](course) class\n- I can't find [Sosiaalityön peruskurssi (verkkokurssi)](course)\n- I'm trying to find [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](course)\n- I want to know the location of [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course)\n- I want to know where [Kasvatushistoria - kirjatentti (slk ja klk)](course) is\n- I want to know the classroom for [Media, Race and Society](course)\n- I want to know how to find [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course)\n- Where is [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](course)\n- Where is course [Käyttöliittymien perusteet](course)\n- Where is class [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](course)\n- Where is lecture [Yhteiskunnallinen laskentatoimi](course)\n- Where is the classroom [Finnish Education System - Seminar](course)\n- Where can I find [Statistical Analysis with Missing Data (advanced)](course)\n- How to get to [Variety in Present-day English](course)\n- Where [Creative Writing in English](course)\n- Location [Structure of English II - Phonology and Pronunciation II](course)\n- Find [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](course)\n- How to find [Visuaalisen kulttuurin teoria - lukupiiri ja essee]\n- How can I find [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- Which classroom is [Tutkiva ja kehittävä opettaja](course)\n- What is the classroom for [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](course)\n- Which room is [Tilinpäätös- ja verosuunnittelu](course)\n- I'd like to find [Finnish Elementary Course 1 (taught in 1. & 2. period)(course)\n- Where can I find [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Kevät 2019](course)\n- [Translating and Editing for Publication](course) place\n- [Tutkimusseminaari ja pro gradu -tutkielma](course) where\n- [Asiantuntijan puheviestintä ja vuorovaikutus, 3.-4. periodi / VIESTINTÄROHKEUDEN RYHMÄ] (course) location\n- Locate [Fonetiikan perusopintojen harjoitustyö](course)\n- Where is [Journalismin perusteet, luennot](course) located\n- The location of [Tutkimustyön perusteet - c) Tutkimusmenetelmien erityiskysymyksiä](course) class\n- I can't find [Sukupuolentutkimus](course)\n- I'm trying to find [Second Language Acquisition](course)\n- I want to know the location of [Sosiaalitieteiden kvantitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- I want to know where [Äkilliset traumaattiset kriisit ja niiden käsittely](course) is\n- I want to know the classroom for [Nuorisotyö ja nuorten elämänkulku](course)\n- I want to know how to find [Introduction to Criminal Justice](course)\n- Where is [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- Where is course [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course)\n- Where is class [Simultaaninen konferenssitulkkaus](course)\n- Where is lecture [Research seminar for postgraduate studies](course)\n- Where is the classroom [Kiina I](course)\n- Where can I find [Käyttäjäkeskeinen kääntäminen](course)\n- How to get to [Nimistöntutkimus](course)\n- Where [Televisiojournalismi](course)\n- Location [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course)\n- Find [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- How to find [Specialised International Relations Research Methods (book exam/essay)]\n- How can I find [Korkeakoulut työyhteisöinä - Kehittämistehtävä](course)\n- Which classroom is [Kasvatus, tieto ja teoria - Luennot](course)\n- What is the classroom for [Julkiset rahoitusjärjestelmät](course)\n- Which room is [Päätöksenteko lastensuojelussa](course)\n- I'd like to find [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course)\n- Where can I find [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](course)\n- [Writing for Research](course) place\n- [Pedagoginen harjoittelu / Varhaiskasvatus](course) where\n- [Julkisen talousjohtamisen tutkimusotteet] (course) location\n- Locate [Lääketieteellisen tutkimuksen etiikka](course)\n- Where is [Tieteellinen kirjoittaminen (SOC)](course) located\n- The location of [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](course) class\n- I can't find [Interacting Interculturally: Engaging in dialogue](course)\n- I'm trying to find [Structure of English II - Grammar II](course)\n- I want to know the location of [Finnish Advanced Course 1 (taught in Finnish)](course)\n- I want to know where [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) is\n- I want to know the classroom for [Oikeustulkkaus I/II (monikielinen)](course)\n- I want to know how to find [Research on Society and Organisations](course)\n- Where is [Digitaalinen historia](course)\n- Where is course [Kandidaattitutkielma ja seminaari (matematiikka) - LaTeX-opinnot](course)\n- Where is class [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Where is lecture [Tieteellinen kommunikaatio ja bibliometriikka](course)\n- Where is the classroom [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](course)\n- Where can I find [Feministinen tietäminen](course)\n- How to get to [Antiikintutkimuksen lähteet ja menetelmät](course)\n- Where [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](course)\n- Location [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti](course)\n- Find [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course)\n- How to find [Terveys politiikassa, taloudessa ja järjestelmissä]\n- How can I find [Preparatory Course in Reading and Writing for Academic Purposes (online)](course)\n- Which classroom is [Simultaanitulkkaus I venäjä-suomi-venäjä](course)\n- What is the classroom for [Rasismi ja antirasismi](course)\n- Which room is [Translators' Cultural Competencies](course)\n- I'd like to find [Johdatus sosiaaliantropologiaan -seminaari](course)\n- Where can I find [Biokemian menetelmät](course)\n- [Ekonometrian jatkokurssi](course) place\n- [Asiantuntijan puheviestintä ja vuorovaikutus, 1.-2. periodi / VIESTINTÄROHKEUDEN RYHMÄ](course) where\n- [Verkkomedian suunnittelu - verkkokurssi] (course) location\n- Locate [Terveystieteiden laadulliset tutkimusmenetelmät (hoitotieteen opiskelijat), Seinäjoki](course)\n- Where is [Business Writing](course) located\n- The location of [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course) class\n- I can't find [Tietojenkäsittelytieteiden opintojakso TTY:ltä](course)\n- I'm trying to find [Regression analysis](course)\n- I want to know the location of [Ranska III](course)\n- I want to know where [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course) is\n- I want to know the classroom for [Information Visualization](course)\n- I want to know how to find [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course)\n- Where is [Filosofian historia](course)\n- Where is course [Media and Cultural Industries](course)\n- Where is class [ROMA MEDIAEVALIS - kansainvälinen keskiajan historian Rooma -kurssi -](course)\n- Where is lecture [Introduction to research methods in public administration](course)\n- Where is the classroom [Henkilöverotus](course)\n- Where can I find [Internationalisation in Education - (Tampere Summer School 2018)](course)\n- How to get to [Proseminaari (ryhmä 2)](course)\n- Where [Liiketoimintamallit](course)\n- Location [Managing e-commerce; Consumers and Community Perspective](course)\n- Find [Visuaalisen journalismin erityisalueet](course)\n- How to find [Fonetiikan perusopintojen harjoitustyö]\n- How can I find [Tiimi toimii - puheviestinnän syventävä kurssi (3. periodi)](course)\n- Which classroom is [Kandidaatintutkielmaseminaari - Seminaari](course)\n- What is the classroom for [Internet ja vuorovaikutteinen media](course)\n- Which room is [Kontrastiivisen fonetiikan perusteet -](course)\n- I'd like to find [Second Language Acquisition](course)\n- Where can I find [Yritysverotuksen syventävä opintojakso](course)\n- [Kuntien ja alueiden kansainväliset hallintasuhteet](course) place\n- [Vertaisohjaus tietojenkäsittelytieteissä](course) where\n- [Yhteisöllinen kehittämistehtävä] (course) location\n- Locate [Dialogue: Constructive Talk at Work (Tampere Summer School 2018)](course)\n- Where is [Makrotalousteorian jatkokurssi I](course) located\n- The location of [Ihmisoikeudet ja kansainvälinen yhteisö (kirjatentti/essee)](course) class\n- I can't find [Tekstitaidot](course)\n- I'm trying to find [Topical Issues in Governance, Management and Administration](course)\n- I want to know the location of [Opetus, ohjaus, oppiminen, monimuoto-opetus](course)\n- I want to know where [Hallintotieteen teoriat ja käsitteet](course) is\n- I want to know the classroom for [Kohti matematiikan opettajuutta 1](TTY)](course)\n- I want to know how to find [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](course)\n- Where is [Rahoitusekonometria](course)\n- Where is course [Journalismin perusteet, harjoitukset](course)\n- Where is class [Analyysi B](course)\n- Where is lecture [Introduction to Big Data Processing](course)\n- Where is the classroom [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](course)\n- Where can I find [Johtajuuden nykysuuntia](course)\n- How to get to [Toimittajan tieto- ja viestintätekniikkataidot](course)\n- Where [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](course)\n- Location [Kiina III](course)\n- Find [Research on Teaching and Learning - Seminar](course)\n- How to find [Tiedonhaun kieliteknologia]\n- How can I find [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](course)\n- Which classroom is [Äärellisten mallien teorian seminaari (Finite model theory seminar)](course)\n- What is the classroom for [Current Trends in Leadership](course)\n- Which room is [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](course)\n- I'd like to find [Tieteellinen kirjoittaminen / SOC (historia & filosofia)(course)\n- Where can I find [Tilastollisen päättelyn perusteet, iltaryhmä](course)\n- [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](course) place\n- [Julkisoikeuden syventävä tutkimusjakso](course) where\n- [Moniammatilliset johtamisopinnot] (course) location\n- Locate [Puheviestinnän tutkimuskurssi](course)\n- Where is [Foundations of English Business Communication (RPL) / näyttökoe](course) located\n- The location of [Johdatus hoitotieteelliseen tutkimukseen](course) class\n- I can't find [PhD by publication: writing integrative chapter](course)\n- I'm trying to find [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](course)\n- I want to know the location of [Puhe ja ääni tieteellisen tutkimuksen kohteena](course)\n- I want to know where [Systemaattinen tiedonhaku hoitotieteessä](course) is\n- I want to know the classroom for [Käsiteanalyysi ja filosofiset tutkimusmenetelmät (kirjatentti/essee)](course)\n- I want to know how to find [Kliinisen tutkijan peruskurssi](course)\n- Where is [ROMA MEDIAEVALIS - kansainvälinen keskiajan historian Rooma -kurssi -](course)\n- Where is course [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course)\n- Where is class [Ympäristön ja alueiden poliittisuus (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Where is lecture [Liikunta - Liikuntapedagogiikka perusopetuksessa A - 2. vsk](course)\n- Where is the classroom [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](course)\n- Where can I find [Fonetiikan perusopintojen harjoitustyö](course)\n- How to get to [Kehittävä asiantuntijatyö organisaatioissa](course)\n- Where [Suullinen viestintä II/Muntlig kommunikation II](course)\n- Location [Nordic Parliaments (POMLFCS1)](course)\n- Find [Communication Skills in English - Speaking Practice](course)\n- How to find [Yksilö, yhteiskunta ja kulttuuri - evankelisluterilaiset uskonnon ja elämänkatsomustiedon harjoitusryhmät - 2. vsk]\n- How can I find [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- Which classroom is [Päätöksenteko lastensuojelussa](course)\n- What is the classroom for [Luentateatteri](course)\n- Which room is [KEB-61430 Laaja kemia 3](course)\n- I'd like to find [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti](course)\n- Where can I find [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- [SPSS:n perusteet, kevät](course) place\n- [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Pori](course) where\n- [Seminaari II] (course) location\n- Locate [Käännösviestintä suomi-ruotsi/Översättning finska-svenska](course)\n- Where is [Soveltava projekti - projekti](course) located\n- The location of [Perspectives in Educational Research](course) class\n- I can't find [Kääntäminen äidinkieleen](course)\n- I'm trying to find [Perintö-, lahja- ja varainsiirtoverotus](course)\n- I want to know the location of [Multidisciplinary Games and Internet Research](course)\n- I want to know where [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](course) is\n- I want to know the classroom for [Cell Technology Laboratory Course](course)\n- I want to know how to find [Sosiaalityön historia ja tutkimus (kirjatentti)](course)\n- Where is [Toiminta, tulkinta ja tieto](course)\n- Where is course [Yksilö, yhteiskunta ja kulttuuri - Historia, yhteiskuntaoppi ja katsomusopetus - 2. vsk (luennot)](course)\n- Where is class [Tekstianalyysi / Textanalyse](course)\n- Where is lecture [Yhteiskunnan mittaaminen](course)\n- Where is the classroom [Moniulotteinen markkinointi (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Where can I find [Gradu-kvantimetodit](course)\n- How to get to [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](course)\n- Where [Makrotalousteoria II](course)\n- Location [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](course)\n- Find [Työ- ja virkamiesoikeus](course)\n- How to find [EU External Relations: Security, Economy and Values (book exam/essay)]\n- How can I find [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course)\n- Which classroom is [Master's Thesis Seminar / Internet and Game Studies](course)\n- What is the classroom for [Kirjallisuus ja kulttuuri/Litteratur och kultur](course)\n- Which room is [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, I-periodi](course)\n- I'd like to find [Johdatus tietojenkäsittelytieteisiin](course)\n- Where can I find [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](course)\n- [Tieteellinen kirjoittaminen / SOC (logopedia)](course) place\n- [SOS6.2.3 Työelämän vuorovaikutus](course) where\n- [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville] (course) location\n- Locate [Julkiset rahoitusjärjestelmät](course)\n- Where is [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) located\n- The location of [Finnish Survival Course](course) class\n- I can't find [Risk Management and Supervision of Financial Institutions](course)\n- I'm trying to find [Tutkielmapiiri](course)\n- I want to know the location of [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](course)\n- I want to know where [Tekstianalyysi / Textanalyse](course) is\n- I want to know the classroom for [Case study: Examining leadership challenges](course)\n- I want to know how to find [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (2. periodi)](course)\n- Where is [LOGA2](course)\n- Where is course [HALYAS99](course)\n- Where is class [LTLY16](course)\n- Where is lecture [HTIS60](course)\n- Where is the classroom [TAYJ042](course)\n- Where can I find [RANA5](course)\n- How to get to [POLKVA21](course)\n- Where [SOS10.1.3](course)\n- Location [POLPOP05](course)\n- Find [POHS5](course)\n- How to find [MVKS39E/S]\n- How can I find [KASSG](course)\n- Which classroom is [KATYVA36](course)\n- What is the classroom for [JOUJOVTS/JMMETU](course)\n- Which room is [KKRUPRE2](course)\n- I'd like to find [JOVA6/JMMETUS](course)\n- Where can I find [STYA7](course)\n- [KKVE4](course) place\n- [BTK2051](course) where\n- [HALKOS24] (course) location\n- Locate [KATLAS99](course)\n- Where is [KKRA3](course) located\n- The location of [MTTTA7](course) class\n- I can't find [PEACE046](course)\n- I'm trying to find [KKENYHT](course)\n- I want to know the location of [YKTM4](course)\n- I want to know where [ITIS35](course) is\n- I want to know the classroom for [KKSUPRO](course)\n- I want to know how to find [TRSU01](course)\n- Where is [VIROP2](course)\n- Where is course [NAM-IV](course)\n- Where is class [PCP11](course)\n- Where is lecture [TERHOIA4](course)\n- Where is the classroom [TRSU05](course)\n- Where can I find [HALKAA12](course)\n- How to get to [KASA11](course)\n- Where [SAKA5](course)\n- Location [HALYAP01](course)\n- Find [KASLOM11](course)\n- How to find [HALHAS19]\n- How can I find [MVKS15R](course)\n- Which classroom is [STYA3B1](course)\n- What is the classroom for [SUOT1](course)\n- Which room is [KASA6](course)\n- I'd like to find [PGHAS06](course)\n- Where can I find [DPHSF503](course)\n- [PEACE045](course) place\n- [YKT09.4](course) where\n- [ENGS4] (course) location\n- Locate [COSOPC1](course)\n- Where is [POLPOP04](course) located\n- The location of [JKKYORP1](course) class\n- I can't find [HALJUA62](course)\n- I'm trying to find [SAKP3](course)\n- I want to know the location of [HTIS85](course)\n- I want to know where [VENP2](course) is\n- I want to know the classroom for [KASLOK1](course)\n- I want to know how to find [POLPOP03](course)\n- Where is [KATSTA12](course)\n- Where is course [KASA13](course)\n- Where is class [PSYS1](course)\n- Where is lecture [KASLOM2](course)\n- Where is the classroom [BTK4661](course)\n- Where can I find [POHP6](course)\n- How to get to [SUKKP3](course)\n- Where [POLVOA31/S26/27](course)\n- Location [SOS10.6](course)\n- Find [HALYAA14](course)\n- How to find [FILS2B/C]\n- How can I find [TERY5B](course)\n- Which classroom is [KATLAS23](course)\n- What is the classroom for [JOVPVS5](course)\n- Which room is [FILJATKO](course)\n- I'd like to find [VENA11](course)\n- Where can I find [POLKVA23](course)\n- [BIOMJ016](course) place\n- [PGHMTS](course) where\n- [BTK1053] (course) location\n- Locate [VENA10](course)\n- Where is [DPHSM304](course) located\n- The location of [TAYJ024](course) class\n- I can't find [HALYHT](course)\n- I'm trying to find [KATMAS13](course)\n- I want to know the location of [KATTAA40](course)\n- I want to know where [HISA2](course) is\n- I want to know the classroom for [HALJUA19](course)\n- I want to know how to find [KASLOE8.1](course)\n- Where is [TAYJ035](course)\n- Where is course [TERA6](course)\n- Where is class [ITIS12](course)\n- Where is lecture [POLVOS10](course)\n- Where is the classroom [KASVAR6](course)\n- Where can I find [TIEP1](course)\n- How to get to [KATLAS17](course)\n- Where [LTLY07](course)\n- Location [SAKA8](course)\n- Find [KASP3](course)\n- How to find [NAM-VI]\n- How can I find [ROMAP5](course)\n- Which classroom is [COSOPON4](course)\n- What is the classroom for [POLKVA11](course)\n- Which room is [TAYJ035](course)\n- I'd like to find [TERY4](course)\n- Where can I find [KKSULL](course)\n- [SAKS1](course) place\n- [KATPAL11](course) where\n- [MEDU09] (course) location\n- Locate [TERHOI2](course)\n- Where is [POHA1](course) located\n- The location of [KKRUKTK](course) class\n- I can't find [ENGS2](course)\n- I'm trying to find [LTLY01](course)\n- I want to know the location of [ITIA11](course)\n- I want to know where [ITIA11](course) is\n- I want to know the classroom for [TAYJ033](course)\n- I want to know how to find [KKSUBMT](course)\n- Where is [KASSM1](course)\n- Where is course [KATJOA14](course)\n- Where is class [JKKYINA15](course)\n- Where is lecture [HTIY006](course)\n- Where is the classroom [DPLSSEM](course)\n- Where can I find [TRSU07](course)\n- How to get to [KKES2](course)\n- Where [HALJUA61](course)\n- Location [YKT07.2](course)\n- Find [KASA5](course)\n- How to find [MTTTA6]\n- How can I find [KASA12](course)\n- Which classroom is [MVKS17V](course)\n- What is the classroom for [KASA2](course)\n- Which room is [KKSUHY](course)\n- I'd like to find [SOS04.4](course)\n- Where can I find [COSOPON5](course)\n- [STYS3A](course) place\n- [KASVARH](course) where\n- [SUOA2] (course) location\n- Locate [TIETS44](course)\n- Where is [NORDIG4](course) located\n- The location of [PSYA4](course) class\n- I can't find [HALJTA14](course)\n- I'm trying to find [KASP4](course)\n- I want to know the location of [DPLSSEM](course)\n- I want to know where [TIETA8](course) is\n- I want to know the classroom for [DPCMTJT3](course)\n- I want to know how to find [TSEKP2](course)\n- Where is [TAYJ027](course)\n- Where is course [HISA2](course)\n- Where is class [KKENVAL2](course)\n- Where is lecture [POLVOA21](course)\n- Where is the classroom [POLKVA33](course)\n- Where can I find [KASA11](course)\n- How to get to [TIETA18](course)\n- Where [STYA3B2](course)\n- Location [KASA6](course)\n- Find [POHP3](course)\n- How to find [HISA2]\n- How can I find [TAYJ032](course)\n- Which classroom is [TERTIETO2](course)\n- What is the classroom for [VENT1](course)\n- Which room is [TERKAN14](course)\n- I'd like to find [HISP1](course)\n- Where can I find [GTS1](course)\n- [TIETS19](course) place\n- [HALJTS06](course) where\n- [DPCMTJ2] (course) location\n- Locate [MVKS11](course)\n- Where is [TERA6](course) located\n- The location of [ITIS24](course) class\n- I can't find [RUST1/RUST3](course)\n- I'm trying to find [POLKVA23](course)\n- I want to know the location of [ITIA03](course)\n- I want to know where [POLPOP02](course) is\n- I want to know the classroom for [MVKS16V](course)\n- I want to know how to find [SUOR1/A6](course)\n- Where is [MEDU10](course)\n- Where is course [ITIS22](course)\n- Where is class [KASA9](course)\n- Where is lecture [SOS10.2](course)\n- Where is the classroom [LOGS3](course)\n- Where can I find [KKRULUK](course)\n- How to get to [COSOPON1](course)\n- Where [KATVRS44](course)\n- Location [PSYS3](course)\n- Find [PSYP1](course)\n- How to find [ENGA12]\n- How can I find [LOGP3](course)\n- Which classroom is [KASA8](course)\n- What is the classroom for [BIO2085](course)\n- Which room is [KKSA1](course)\n- I'd like to find [POLKVA42](course)\n- Where can I find [ITIY003](course)\n- [ESPFA2](course) place\n- [HALJUA64](course) where\n- [PSYP1] (course) location\n- Locate [HALKAP01](course)\n- Where is [MTTMA2](course) located\n- The location of [MOLI](course) class\n- I can't find [MVKS57](course)\n- I'm trying to find [HALYAP01](course)\n- I want to know the location of [SAKA4](course)\n- I want to know where [LTLY16](course) is\n- I want to know the classroom for [LUOYA200](course)\n- I want to know how to find [HALHAS19](course)\n- Where is [PGHINT](course)\n- Where is course [HTIY006](course)\n- Where is class [SOP03.1](course)\n- Where is lecture [VENS10](course)\n- Where is the classroom [POLKVA23](course)\n- Where can I find [BTK1014](course)\n- How to get to [ROMAP3](course)\n- Where [TIEA2.1B](course)\n- Location [JKKYTVA13](course)\n- Find [JOVVAL](course)\n- How to find [ITIS35]\n- How can I find [SOSM2](course)\n- Which classroom is [SAKA6](course)\n- What is the classroom for [KASLOM11](course)\n- Which room is [RUST2/VENS13](course)\n- I'd like to find [HALJUA19](course)\n- Where can I find [YKT6.4.3](course)\n- [YKYYV07](course) place\n- [POLKVA42](course) where\n- [KASERIT4] (course) location\n- Locate [ENGA9](course)\n- Where is [KASLOM5](course) located\n- The location of [KATYVA36](course) class\n- I can't find [SAKP4](course)\n- I'm trying to find [TERA6](course)\n- I want to know the location of [KASPUHS6](course)\n- I want to know where [TERHOIA4](course) is\n- I want to know the classroom for [PEDA3](course)\n- I want to know how to find [HALJTA12](course)\n- Where is [KASVAR3](course)\n- Where is course [TSEKP1](course)\n- Where is class [POLYEP12](course)\n- Where is lecture [KASLOM6](course)\n- Where is the classroom [KATLAA15](course)\n- Where can I find [SOS4.5](course)\n- How to get to [DPYT](course)\n- Where [TRMU1](course)\n- Location [TERY4](course)\n- Find [FILA3](course)\n- How to find [BTK4661]\n- How can I find [KATLITO2](course)\n- Which classroom is [IGS006](course)\n- What is the classroom for [TERY4](course)\n- Which room is [MVKS36/31](course)\n- I'd like to find [KATVRS44](course)\n- Where can I find [SUOK2/A6](course)\n- [FONEP2](course) place\n- [KATJOS11](course) where\n- [RUST5/VENS10] (course) location\n- Locate [KASLOM6](course)\n- Where is [KASTUTVA](course) located\n- The location of [KATLAS25](course) class\n- I can't find [KASA9](course)\n- I'm trying to find [ITIS61](course)\n- I want to know the location of [KASP4](course)\n- I want to know where [BIO2310](course) is\n- I want to know the classroom for [FILS1A](course)\n- I want to know how to find [KKSUPRO](course)\n- Where is [SOSM6.1](course)\n- Where is course [TRSU02](course)\n- Where is class [SOS09.1](course)\n- Where is lecture [KASA5](course)\n- Where is the classroom [POLKVS33](course)\n- Where can I find [TRSU06](course)\n- How to get to [KATRAS12](course)\n- Where [HALJTA02](course)\n- Location [KATTAA40](course)\n- Find [HISA4](course)\n- How to find [DPHSR402]\n- How can I find [KATVAS11](course)\n- Which classroom is [ITIS61](course)\n- What is the classroom for [ITIS24](course)\n- Which room is [ENGS3](course)\n- I'd like to find [MOLI](course)\n- Where can I find [KASVAR6](course)\n- [KKSU5](course) place\n- [VENA1](course) where\n- [KASA7] (course) location\n- Locate [JOVA7/JMMETUS](course)\n- Where is [KATLAS13](course) located\n- The location of [KKENMP3](course) class\n- I can't find [KKSULUK](course)\n- I'm trying to find [ENGP7](course)\n- I want to know the location of [HALHAP01](course)\n- I want to know where [DPLSSEM](course) is\n- I want to know the classroom for [JOVA16](course)\n- I want to know how to find [PSYS14](course)\n- Where is [VENA7](course)\n- Where is course [IGS005](course)\n- Where is class [TSEKP1](course)\n- Where is lecture [JOVPVA7](course)\n- Where is the classroom [FILP3B](course)\n- Where can I find [KASSG](course)\n- How to get to [LOGP1](course)\n- Where [YKT07.2](course)\n- Location [KASLOM3](course)\n- Find [POLVOS27](course)\n- How to find [DPIT1]\n- How can I find [KKRUVAL1](course)\n- Which classroom is [HALYAP01](course)\n- What is the classroom for [POLPOP01](course)\n- Which room is [PCP10/NAM IV](course)\n- I'd like to find [KKENVAL8](course)\n- Where can I find [PSYA5](course)\n- [YKT04.2](course) place\n- [SOP03.6](course) where\n- [KKSUSOTE] (course) location\n- Locate [KASVARPH](course)\n- Where is [SUOA4](course) located\n- The location of [HTIS80](course) class\n- I can't find [YKT09.4](course)\n- I'm trying to find [KASP5](course)\n- I want to know the location of [SAKA9](course)\n- I want to know where [JOVPVA7](course) is\n- I want to know the classroom for [TERKAN11](course)\n- I want to know how to find [JKKYTUO2](course)\n- Where is [TAYJ11](course)\n- Where is course [SOS6.3.3](course)\n- Where is class [TERTIETO3](course)\n- Where is lecture [JKKYVP11](course)\n- Where is the classroom [KASSM2](course)\n- Where can I find [LOGS4](course)\n- How to get to [KATYVA41](course)\n- Where [KKRULL](course)\n- Location [SOS10.6](course)\n- Find [KKES5](course)\n- How to find [MTTMA4]\n- How can I find [HALJUA42](course)\n- Which classroom is [RUST1/RUST3](course)\n- What is the classroom for [KASSY3](course)\n- Which room is [BTK1062](course)\n- I'd like to find [KASMAT2](course)\n- Where can I find [ENGS40](course)\n- [KKENKTM](course) place\n- [KASMULTI2B](course) where\n- [JOVP2] (course) location\n- Locate [SUOS4](course)\n- Where is [KKES3](course) located\n- The location of [MTTA2](course) class\n- I can't find [POLKVS32](course)\n- I'm trying to find [KKRUVAL1](course)\n- I want to know the location of [COSOPOM2](course)\n- I want to know where [KKSAVAL0](course) is\n- I want to know the classroom for [PEDA3](course)\n- I want to know how to find [KASLOK3](course)\n- Where is [KASA12](course)\n- Where is course [FILA7](course)\n- Where is class [KATTAS34](course)\n- Where is lecture [MTTMP1A](course)\n- Where is the classroom [KASLTT](course)\n- Where can I find [HALYAS11](course)\n- How to get to [KKSUSOTE](course)\n- Where [HALJUA62](course)\n- Location [MVKS16V](course)\n- Find [KASLOE6.2](course)\n- How to find [KASLOM3]\n- How can I find [TAYJ035](course)\n- Which classroom is [JOUJOVTS](course)\n- What is the classroom for [SOS4.3](course)\n- Which room is [PSYP5](course)\n- I'd like to find [KATRAA12](course)\n- Where can I find [TAYJ027](course)\n- [KASSM2](course) place\n- [POHP4](course) where\n- [ENGA13] (course) location\n- Locate [KIRA3G](course)\n- Where is [KASLOE2.2](course) located\n- The location of [MTTTS14](course) class\n- I can't find [ENGS13/15-16](course)\n- I'm trying to find [HALJTA21](course)\n- I want to know the location of [MTTS1](course)\n- I want to know where [ITIP5](course) is\n- I want to know the classroom for [POLVOS33](course)\n- I want to know how to find [KATTAA12A](course)\n- Where is [KATYVA44](course)\n- Where is course [ESPFA1](course)\n- Where is class [KASP5](course)\n- Where is lecture [JKKYOA12](course)\n- Where is the classroom [KKRUBMT](course)\n- Where can I find [KIRP2](course)\n- How to get to [FONEP1](course)\n- Where [PEDAYOP4](course)\n- Location [KKES4](course)\n- Find [HTIS87](course)\n- How to find [KKENVAL3]\n- How can I find [HALJUA61](course)\n- Which classroom is [MTTMS1](course)\n- What is the classroom for [KASA2](course)\n- Which room is [TERTIETO1](course)\n- I'd like to find [TRMU5](course)\n- Where can I find [ENGS22-24](course)\n- [KASP2](course) place\n- [KKENVAL9](course) where\n- [KATVAA12] (course) location\n- Locate [BTK1053](course)\n- Where is [KIRS3](course) located\n- The location of [POLKVA41](course) class\n- I can't find [TIETS19](course)\n- I'm trying to find [POHA9](course)\n- I want to know the location of [JOVA7](course)\n- I want to know where [ITIS42](course) is\n- I want to know the classroom for [HEAAE03](course)\n- I want to know how to find [MVKS24E](course)\n- Where is [KIRS5](course)\n- Where is course [KKRUYHT](course)\n- Where is class [POLVOA31](course)\n- Where is lecture [KASVAR9](course)\n- Where is the classroom [KASLOE7.1](course)\n- Where can I find [MTTTP1](course)\n- How to get to [ITIP3](course)\n- Where [VENA10](course)\n- Location [KKENVAL9](course)\n- Find [TERHOI4](course)\n- How to find [BTK5003]\n- How can I find [HTIS79](course)\n- Which classroom is [JOVA2](course)\n- What is the classroom for [KASVART3](course)\n- Which room is [SAKA1](course)\n- I'd like to find [KATLAS15](course)\n- Where can I find [SOS9](course)\n- [KASA11](course) place\n- [STYVA](course) where\n- [DPEDUA.1A] (course) location\n- Locate [JOVA17](course)\n- Where is [TAYJ13](course) located\n- The location of [SOS4.5](course) class\n- I can't find [SAKP2](course)\n- I'm trying to find [RANP3](course)\n- I want to know the location of [ITIP2](course)\n- I want to know where [KKENMP3](course) is\n- I want to know the classroom for [KKSUVAL3](course)\n- I want to know how to find [KKENVAL8](course)\n- Where is [KATLAA99](course)\n- Where is course [TERHOI4](course)\n- Where is class [BTK2020](course)\n- Where is lecture [PEDA4](course)\n- Where is the classroom [YKYYHT1](course)\n- Where can I find [KATVAA11](course)\n- How to get to [KATTAA12B](course)\n- Where [STYS1B4](course)\n- Location [BTK3210](course)\n- Find [KASLOM6](course)\n- How to find [PSYP2]\n- How can I find [TAYJ025](course)\n- Which classroom is [TERA6](course)\n- What is the classroom for [TRMU2](course)\n- Which room is [HALHAA13](course)\n- I'd like to find [SOS04.4](course)\n- Where can I find [JOUJOVTS](course)\n- [MOLI](course) place\n- [KASLOM5](course) where\n- [STYA3B2] (course) location\n- Locate [TAYJ035](course)\n- Where is [KATLITO4](course) located\n- The location of [VENA11](course) class\n- I can't find [STYA3B](course)\n- I'm trying to find [KASVART2](course)\n- I want to know the location of [TIETS05](course)\n- I want to know where [POLKVA22](course) is\n- I want to know the classroom for [STYP1A](course)\n- I want to know how to find [TIETS13](course)\n- Where is [KKENKTMO](course)\n- Where is course [POLKVA23](course)\n- Where is class [KASLOE4.1](course)\n- Where is lecture [TAYJ032](course)\n- Where is the classroom [KASP3](course)\n- Where can I find [HTIS87](course)\n- How to get to [SOSM6.3](course)\n- Where [KATYVS24](course)\n- Location [FONEA4](course)\n- Find [KATTAS40](course)\n- How to find [KKSUYHT]\n- How can I find [JOVA11](course)\n- Which classroom is [BIO4722](course)\n- What is the classroom for [PSYA10](course)\n- Which room is [KKSUVAL3](course)\n- I'd like to find [DPJKKPS](course)\n- Where can I find [HALJTS01](course)\n- [KATLITO2](course) place\n- [MVKS47](course) where\n- [MTTMY1] (course) location\n- Locate [SAKP3](course)\n- Where is [TAYJ032](course) located\n- The location of [MVKS54](course) class\n- I can't find [COSOPC2](course)\n- I'm trying to find [MTTMA15](course)\n- I want to know the location of [POLKVS22](course)\n- I want to know where [DPEDUB.1A](course) is\n- I want to know the classroom for [PSYS14](course)\n- I want to know how to find [KASP4](course)\n- Where is [LTLY16](course)\n- Where is course [PSYA1](course)\n- Where is class [BTK1099](course)\n- Where is lecture [POHA12](course)\n- Where is the classroom [KASLOM2](course)\n- Where can I find [STYA3B](course)\n- How to get to [POHA14](course)\n- Where [KATLAS13](course)\n- Location [MTTTA2](course)\n- Find [TERHOJ1](course)\n- How to find [KKSUVAL3]\n- How can I find [ITIS11](course)\n- Which classroom is [KASA5](course)\n- What is the classroom for [KASP4](course)\n- Which room is [JOVTS2](course)\n- I'd like to find [HALKAS12](course)\n- Where can I find [ITIA7](course)\n- [HALJUA44](course) place\n- [ENGA4](course) where\n- [BTK4121] (course) location\n- Locate [TAYJ11](course)\n- Where is [ENGP8](course) located\n- The location of [BIO4661](course) class\n- I can't find [KKVE3](course)\n- I'm trying to find [FILA9](course)\n- I want to know the location of [STYS3B2](course)\n- I want to know where [STYS3](course) is\n- I want to know the classroom for [JOVAT2](course)\n- I want to know how to find [KATYVA52](course)\n- Where is [ENGP7](course)\n- Where is course [KASVAR1](course)\n- Where is class [KIRA2](course)\n- Where is lecture [BTK4501](course)\n- Where is the classroom [DPIPEF05](course)\n- Where can I find [TRSU03](course)\n- How to get to [TAYJ13](course)\n- Where [HISA1B](course)\n- Location [STYS2A](course)\n- Find [MOLI](course)\n- How to find [KATSTA14]\n- How can I find [PGHES01](course)\n- Which classroom is [ENGA1](course)\n- What is the classroom for [JOVPVS13](course)\n- Which room is [KASA15](course)\n- I'd like to find [PSYP1](course)\n- Where can I find [KATLAA23](course)\n- [MVKS18E](course) place\n- [JOVA18](course) where\n- [JOVKA4] (course) location\n- Locate [LUOYY020](course)\n- Where is [TRSU01](course) located\n- The location of [LOGP3](course) class\n- I can't find [KATMAA99](course)\n- I'm trying to find [JOVKA4](course)\n- I want to know the location of [KASS1](course)\n- I want to know where [ITIS23](course) is\n- I want to know the classroom for [TERTIETO3](course)\n- I want to know how to find [FILS1](course)\n- Where is [TAYJ034](course)\n- Where is course [POLKAA99](course)\n- Where is class [DPMED15](course)\n- Where is lecture [SUOS1](course)\n- Where is the classroom [ENGP9](course)\n- Where can I find [KATTAA12B](course)\n- How to get to [KASLOM2](course)\n- Where [MTTY1](course)\n- Location [KKSUPRO](course)\n- Find [TERHOIA1](course)\n- How to find [TAYJ035]\n- How can I find [KASSO7](course)\n- Which classroom is [ENGA12](course)\n- What is the classroom for [TERTIETO3](course)\n- Which room is [COSOPC1](course)\n- I'd like to find [BTK4701](course)\n- Where can I find [KASP4](course)\n- [SOS6.2.4](course) place\n- [JOVA4](course) where\n- [POLKAA99] (course) location\n- Locate [STYS1B4](course)\n- Where is [DPIPEF05](course) located\n- The location of [JKKYOA11](course) class\n- I can't find [MTTTP1](course)\n- I'm trying to find [POLPOP05](course)\n- I want to know the location of [KASA13](course)\n- I want to know where [SOS04.4](course) is\n- I want to know the classroom for [KATYVS42](course)\n- I want to know how to find [KKSUBMT](course)\n- Where is [SUKKP5A](course)\n- Where is course [SUOR1/A6](course)\n- Where is class [KATTAA35](course)\n- Where is lecture [MVKS34](course)\n- Where is the classroom [JOVA16](course)\n- Where can I find [TERTIETO3](course)\n- How to get to [FONEP3](course)\n- Where [VIROP1](course)\n- Location [KASSY1](course)\n- Find [KATTAA13A](course)\n- How to find [JKKYORP1]\n- How can I find [KIRA5](course)\n- Which classroom is [DPLASEM](course)\n- What is the classroom for [ENGP1](course)\n- Which room is [ENGA5](course)\n- I'd like to find [BIOMJ016](course)\n- Where can I find [HISA4](course)\n- [DPEDUE](course) place\n- [PSYS12](course) where\n- [STYA3B1] (course) location\n- Locate [KASVARH](course)\n- Where is [FONEA4](course) located\n- The location of [POLKVA11](course) class\n- I can't find [TECHS1](course)\n- I'm trying to find [SOSM5.1](course)\n- I want to know the location of [KATVRP12](course)\n- I want to know where [POLKVS21](course) is\n- I want to know the classroom for [DPHSFC01](course)\n- I want to know how to find [BIO4440](course)\n- Where is [KKIN5](course)\n- Where is course [TECHS5](course)\n- Where is class [KATSTA11](course)\n- Where is lecture [HALJTJ00](course)\n- Where is the classroom [LTLY229](course)\n- Where can I find [KASLOM10](course)\n- How to get to [KATMAA99](course)\n- Where [ESPFA2](course)\n- Location [TIETA18](course)\n- Find [RANAV3](course)\n- How to find [KASA9]\n- How can I find [ENGA6](course)\n- Which classroom is [LTLY16](course)\n- What is the classroom for [KATLAS11](course)\n- Which room is [PEDA5](course)\n- I'd like to find [KASLOM3](course)\n- Where can I find [KKSUHUK](course)\n- [SAKA11](course) place\n- [KKSU8](course) where\n- [POLVOA22] (course) location\n- Locate [TERKANA4](course)\n- Where is [TIEY2](course) located\n- The location of [KATYVA12](course) class\n- I can't find [STYA1A](course)\n- I'm trying to find [MTTS1](course)\n- I want to know the location of [KKENKTM](course)\n- I want to know where [KASVAR11](course) is\n- I want to know the classroom for [HTIS54](course)\n- I want to know how to find [KATRAA11](course)\n- Where is [KKRULL](course)\n- Where is course [HALJTS99](course)\n- Where is class [KASVAR11](course)\n- Where is lecture [KKENVAL4](course)\n- Where is the classroom [MTTS1](course)\n- Where can I find [KATLAA22](course)\n- How to get to [TRSU03](course)\n- Where [KATYVA99](course)\n- Location [PSYS16](course)\n- Find [POLKVA43](course)\n- How to find [YKTT10.2]\n- How can I find [DPIS1](course)\n- Which classroom is [ITIP5](course)\n- What is the classroom for [TAYJ042](course)\n- Which room is [POLKVA42](course)\n- I'd like to find [KATTAS31](course)\n- Where can I find [DPHSR404](course)\n- [YKIEP4](course) place\n- [DPHSS204](course) where\n- [ENGS22-24] (course) location\n- Locate [BIO4470](course)\n- Where is [KATTAS11](course) located\n- The location of [KATYVS99](course) class\n- I can't find [KATVRA24](course)\n- I'm trying to find [DPCMTJT4](course)\n- I want to know the location of [POLKVA11](course)\n- I want to know where [TAYJ12](course) is\n- I want to know the classroom for [KASA8](course)\n- I want to know how to find [KATYVS24](course)\n- Where is [LOGP1](course)\n- Where is course [FONEA4](course)\n- Where is class [KKIN1](course)\n- Where is lecture [KATVRS55](course)\n- Where is the classroom [BTK0002](course)\n- Where can I find [KASPUHS6](course)\n- How to get to [SUOS1](course)\n- Where [KASS2](course)\n- Location [PSYS6B](course)\n- Find [TERTIETO5](course)\n- How to find [KASS1]\n- How can I find [TAYJ024](course)\n- Which classroom is [PEDA2](course)\n- What is the classroom for [HISA4](course)\n- Which room is [KASLOM8](course)\n- I'd like to find [KASA3](course)\n- Where can I find [KASA11](course)\n- [DPLA01](course) place\n- [KASMULTI4](course) where\n- [SAKA4] (course) location\n- Locate [JOVP5](course)\n- Where is [MVKS42S](course) located\n- The location of [TRSU02](course) class\n- I can't find [TIETA13](course)\n- I'm trying to find [KKSUPRO](course)\n- I want to know the location of [KATVRA30](course)\n- I want to know where [MOLI](course) is\n- I want to know the classroom for [KASPUHP1](course)\n- I want to know how to find [HISA4](course)\n- Where is [SOS6.4.2](course)\n- Where is course [HALTTS11](course)\n- Where is class [KKSAPRE1](course)\n- Where is lecture [KKKI2](course)\n- Where is the classroom [KATVRA12](course)\n- Where can I find [KASA12](course)\n- How to get to [DPCMTJ2/JMMETUS](course)\n- Where [MVKS10](course)\n- Location [TERHOO2](course)\n- Find [STYP1B](course)\n- How to find [ENGS3]\n- How can I find [HISA2](course)\n- Which classroom is [RANP0](course)\n- What is the classroom for [KATVAA14](course)\n- Which room is [LATAP4](course)\n- I'd like to find [MTTTP4](course)\n- Where can I find [BTK4320](course)\n- [KASP1-2, KASP5](course) place\n- [HALKAS13](course) where\n- [TERHOIA4] (course) location\n- Locate [PSYP5](course)\n- Where is [BTK2020](course) located\n- The location of [KASLOH3](course) class\n- I can't find [KIRA5](course)\n- I'm trying to find [KATYVA44](course)\n- I want to know the location of [POLPOP02](course)\n- I want to know where [HALYAP01](course) is\n- I want to know the classroom for [LTLY16](course)\n- I want to know how to find [KASLOM4](course)\n- Where is [KASLOM11](course)\n- Where is course [DPIS1](course)\n- Where is class [PEDAYOP2](course)\n- Where is lecture [HALYAS11](course)\n- Where is the classroom [KASP3](course)\n- Where can I find [JOVA17](course)\n- How to get to [YKIEP1](course)\n- Where [SOSM5.1](course)\n- Location [HISOKV1](course)\n- Find [BTK5001](course)\n- How to find [KASELOHA]\n- How can I find [TIETS46](course)\n- Which classroom is [ESPFP3](course)\n- What is the classroom for [PEACE045](course)\n- Which room is [BTK0001](course)\n- I'd like to find [BTK3125](course)\n- Where can I find [TERHOIA1](course)\n- [KKKI1](course) place\n- [TIEY2](course) where\n- [LUOYY025] (course) location\n- Locate [HALKAS99](course)\n- Where is [DPCMTJ4](course) located\n- The location of [KATSTA13](course) class\n- I can't find [IGS006](course)\n- I'm trying to find [HALKAA16](course)\n- I want to know the location of [KKRUYHT](course)\n- I want to know where [POLKVA11](course) is\n- I want to know the classroom for [HISA1B](course)\n- I want to know how to find [KASLOM1](course)\n- Where is [YKYYHT5](course)\n- Where is course [ENGA10](course)\n- Where is class [LTLY16](course)\n- Where is lecture [POLPOP01](course)\n- Where is the classroom [KASP1](course)\n- Where can I find [ESPFA4](course)\n- How to get to [HISJATKO](course)\n- Where [ENGA1](course)\n- Location [KKENYHT](course)\n- Find [BTK4701](course)\n- How to find [HALHAA15]\n- How can I find [LOGA1](course)\n- Which classroom is [POLKAA99](course)\n- What is the classroom for [HALJUS11](course)\n- Which room is [KASVAR2](course)\n- I'd like to find [PGHES01](course)\n- Where can I find [POLVOA52](course)\n- [HISA4](course) place\n- [ITIS14](course) where\n- [ITIA11] (course) location\n- Locate [KASA6](course)\n- Where is [KASLOE1.1](course) located\n- The location of [KASVAR4](course) class\n- I can't find [YKYYV07](course)\n- I'm trying to find [KIRA3B](course)\n- I want to know the location of [PSYA1](course)\n- I want to know where [FILA3](course) is\n- I want to know the classroom for [KKSUYP](course)\n- I want to know how to find [KATTAS40](course)\n- Where is [KKIN5](course)\n- Where is course [KASLOH1](course)\n- Where is class [SUKKP4](course)\n- Where is lecture [KATJOA15](course)\n- Where is the classroom [HALKAA16](course)\n- Where can I find [PSYP5](course)\n- How to get to [JOVA17](course)\n- Where [KATLAA11](course)\n- Location [YKYYHT2](course)\n- Find [TECHS2](course)\n- How to find [ENGA8]\n- How can I find [KATYVA35](course)\n- Which classroom is [SAKA4](course)\n- What is the classroom for [TAYJ031](course)\n- Which room is [KASP4](course)\n- I'd like to find [SOS08.3](course)\n- Where can I find [PSYP1](course)\n- [KATTAS22B](course) place\n- [HALJUA42](course) where\n- [KKRULUK] (course) location\n- Locate [JOVTS7](course)\n- Where is [KASA6](course) located\n- The location of [MTTMS3](course) class\n- I can't find [STYS2A](course)\n- I'm trying to find [ESPFP2](course)\n- I want to know the location of [ENGS7-9](course)\n- I want to know where [KKES4](course) is\n- I want to know the classroom for [KKENKTM](course)\n- I want to know how to find [KASSM2](course)\n- Where is [PEDA2](course)\n- Where is course [KASA15](course)\n- Where is class [STYS3C](course)\n- Where is lecture [KASLOE7.2](course)\n- Where is the classroom [GTS3](course)\n- Where can I find [ITIP4](course)\n- How to get to [MTTTA4](course)\n- Where [HALTTS12](course)\n- Location [TERY4](course)\n- Find [KASMULTI3](course)\n- How to find [LOGA2]\n- How can I find [KASP3](course)\n- Which classroom is [KASA5](course)\n- What is the classroom for [KATJOS21](course)\n- Which room is [KASLOE7.1](course)\n- I'd like to find [TAYJ032](course)\n- Where can I find [YKTM4](course)\n- [TERKAN18](course) place\n- [KASP3](course) where\n- [POLKVA33] (course) location\n- Locate [TERHOIA1](course)\n- Where is [HALYAS11](course) located\n- The location of [RANA7](course) class\n- I can't find [KKSUBMT](course)\n- I'm trying to find [KKSUBMT](course)\n- I want to know the location of [SOS6.1.3](course)\n- I want to know where [KASVAR4](course) is\n- I want to know the classroom for [TIEA5](course)\n- I want to know how to find [KKVE4](course)\n- Where is [HALJTP01](course)\n- Where is course [MVKS30](course)\n- Where is class [JOVP5](course)\n- Where is lecture [MTTY4](course)\n- Where is the classroom [TIEP3](course)\n- Where can I find [HALJTS99](course)\n- How to get to [KASPUHA5](course)\n- Where [HISA4](course)\n- Location [HALJTA04](course)\n- Find [TERHOI6](course)\n- How to find [JOVA13]\n- How can I find [JOVA2](course)\n- Which classroom is [HISA4](course)\n- What is the classroom for [TERKANA2](course)\n- Which room is [KASP4](course)\n- I'd like to find [JOVTS5](course)\n- Where can I find [KATVRP11](course)\n- [KATLAA13](course) place\n- [MVKS02](course) where\n- [PSYA9] (course) location\n- Locate [FILP3B](course)\n- Where is [KKES3](course) located\n- The location of [HIST02](course) class\n- I can't find [POLVOA42](course)\n- I'm trying to find [ENGA6](course)\n- I want to know the location of [KKSU4](course)\n- I want to know where [KATTAA12A](course) is\n- I want to know the classroom for [LOGS4](course)\n- I want to know how to find [KASA12](course)\n\n## intent:opetusajat\n- Schedule [Literary Theory and Methodology](course)\n- [Peace and Conflict Research (book exam/essay)](course) schedule\n- [Foundations of English Business Communication (RPL) / näyttökoe](course) weekly schedule\n- [Venäjä I](course) weekly\n- What is the schedule for [Introduction to Entrepreneurship](course)\n- What is the schedule [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja käsitteet](course)\n- When are classes for [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](course)\n- Classes [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course)\n- When are classes [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](course)\n- Teaching times [Algebra 2](course)\n- Teaching hours [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course)\n- Teaching [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](course)\n- [v](course) teaching\n- Week [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](course)\n- Lectures [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- When are lectures [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course)\n- Hours weekly [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi) / KTM-tutkinto](course)\n- When are the classes [Scottish Literature](course) weekly\n- [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](course) teaching times\n- When are [Translators' Cultural Competencies](course) teaching times\n- What are [MA Thesis Seminar](course) teaching times\n- When are lectures [Performance management in public organizations](course)\n- The schedule for [Työpaja (matematiikan perustaitotesti)](course)\n- What are the teaching times for [Tieteellinen kommunikaatio ja bibliometriikka](course)\n- [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](course) times\n- [Musisointi - 1.vsk](course) hours\n- I want to know when [Suomen historian tutkijaseminaari](course) teaching times are\n- I want to know teaching times of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course)\n- I want to know the schedule of [Thesis seminar and Master's Thesis](course)\n- I want to know when the lectures in course [Orientoivat opinnot - Tiedonhankintataidot I (MTT)](course) are- Schedule [Suomen kielen rakenne S2-näkökulmasta](course)\n- [Vakuutuslaitosten sijoitustoiminta](course) schedule\n- [Ympäristöhallinnan muutos (esseesuoritusvaihtoehto)](course) weekly schedule\n- [Syntaksi](course) weekly\n- What is the schedule for [User Experience: Design and Evaluation (TUT/IHTE)](course)\n- What is the schedule [Psychology of Pervasive Computing (TUT/IHTE)](course)\n- When are classes for [Economics and the Business Environment](course)\n- Classes [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](course)\n- When are classes [Asioimistulkkaus venäjä-suomi-venäjä](course)\n- Teaching times [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteisopetusta avoimen yo:n kanssa](course)\n- Teaching hours [Comparative Education - book exam](course)\n- Teaching [Epidemiology Journal Club](course)\n- [v](course) teaching\n- Week [Basics of Management and Organizations](course)\n- Lectures [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course)\n- When are lectures [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](course)\n- Hours weekly [World society: National policies, global governance and transnational sociology](course)\n- When are the classes [Tutkimusprosessin hallinta tohtoriopinnoissa](course) weekly\n- [Vähittäiskaupan konseptit](course) teaching times\n- When are [Parties, Elections and Political Participation (book exam/essay)](course) teaching times\n- What are [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](course) teaching times\n- When are lectures [Identity and Lifecourse - Lectures, reading groups and essay](course)\n- The schedule for [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](course)\n- What are the teaching times for [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](course)\n- [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](course) times\n- [Ulkopolitiikka ja diplomatia (kirjatentti/essee)](course) hours\n- I want to know when [Scientific Writing - Module A - Writing Clinic](course) teaching times are\n- I want to know teaching times of [Kirjallinen viestintä I / Schriftliche Kommunikation I](course)\n- I want to know the schedule of [Management and organizations I (literature)](course)\n- I want to know when the lectures in course [Tilinpäätöksen tulkinta julkisessa hallinnossa](course) are- Schedule [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course)\n- [Visuaalisen kulttuurin syventymiskohde - Seminaari](course) schedule\n- [Verkkomedian suunnittelu (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](course) weekly schedule\n- [Teknologiakasvatus - Teknologia](course) weekly\n- What is the schedule for [Tutkijaseminaari](course)\n- What is the schedule [Introduction to Science and Research (spring)](course)\n- When are classes for [Käännös suomi-espanja I/Traducción finés-español I](course)\n- Classes [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](course)\n- When are classes [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](course)\n- Teaching times [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 12.-13.12.2018](course)\n- Teaching hours [Fonetiikan tilastomenetelmät](course)\n- Teaching [Terveys, arki ja toimijuus, luennot](course)\n- [v](course) teaching\n- Week [Tilastotieteen johdantokurssi, syksy](course)\n- Lectures [Dialogitulkkaus](course)\n- When are lectures [Kuluttajakäyttäytyminen](course)\n- Hours weekly [Language, Communication and Culture](course)\n- When are the classes [Tuutorina toimiminen](course) weekly\n- [Äkilliset traumaattiset kriisit ja niiden käsittely](course) teaching times\n- When are [C. Wright Millsin sosiologia - Luentoseminaari](course) teaching times\n- What are [Introduction to Academic English (diverse learners)](course) teaching times\n- When are lectures [Cultural Conversations](course)\n- The schedule for [Logiikka](course)\n- What are the teaching times for [Johdatus filosofiaan](course)\n- [Nordic Model: Nordic Welfare Societies](course) times\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) hours\n- I want to know when [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course) teaching times are\n- I want to know teaching times of [Tieteellinen kirjoittaminen (SOC)](course)\n- I want to know the schedule of [Graduseminaari (Junkkari)](course)\n- I want to know when the lectures in course [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course) are- Schedule [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course)\n- [Talousviestintä / Wirtschaftskommunikation](course) schedule\n- [Yritysjuridiikan case-kurssi](course) weekly schedule\n- [Ympäristökasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) weekly\n- What is the schedule for [Current Approaches in Games and Internet Research](course)\n- What is the schedule [Vuorovaikutusprosessit työelämän tilanteissa (monimuoto-opetus)](course)\n- When are classes for [Kielen käyttö I](course)\n- Classes [Seminaari (Seppänen)](course)\n- When are classes [Korkeakoulut työyhteisöinä - Kehittämistehtävä](course)\n- Teaching times [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](course)\n- Teaching hours [Tutkimusetiikka](course)\n- Teaching [Kirjallinen viestintä I/Skriftlig kommunikation I](course)\n- [v](course) teaching\n- Week [Identity and Lifecourse - Lectures, reading groups and essay](course)\n- Lectures [Political Institutions and Processes (book exam/essay)](course)\n- When are lectures [Keskiajan paleografia ja diplomatiikka (PERUTTU)](course)\n- Hours weekly [Human-Centered Product Development (TUT/IHTE)](course)\n- When are the classes [Valtio-opin johdantokurssi](course) weekly\n- [The Theory and Method of International Relations (seminar) (book exam)](course) teaching times\n- When are [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](course) teaching times\n- What are [Tieteellinen kirjoittaminen](course) teaching times\n- When are lectures [Semantiikan harjoituskurssi](course)\n- The schedule for [Käsityömuotoilu - projekti/käytännön työ ja protfolio](course)\n- What are the teaching times for [Ilmoittautuminen pro gradu -seminaariin, tammikuussa 2019 alkavat ryhmät](course)\n- [Radio Project](course) times\n- [Maailmanloppu nyt. Ja ennen.](course) hours\n- I want to know when [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), kevät 2019](course) teaching times are\n- I want to know teaching times of [Matrices for Statistics and Computational Methods](course)\n- I want to know the schedule of [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course)\n- I want to know when the lectures in course [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course) are- Schedule [Kandidaattiseminaari](course)\n- [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](course) schedule\n- [Romanian kielen alkeet / Basic Course in Romanian](course) weekly schedule\n- [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](course) weekly\n- What is the schedule for [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- What is the schedule [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](course)\n- When are classes for [Bioinformatics](course)\n- Classes [Jatko-opintoja](course)\n- When are classes [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- Teaching times [Valinnainen jakso: Tiedeviestinnän käytänteet](course)\n- Teaching hours [Perusharjoittelu](course)\n- Teaching [English Word Formation](course)\n- [v](course) teaching\n- Week [Julkisorganisaation talouden suunnittelu ja päätöksenteko](course)\n- Lectures [Praktikum](course)\n- When are lectures [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Hours weekly [Kandidaatintutkielma ja seminaari, syksy 2018](course)\n- When are the classes [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](course) weekly\n- [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, II-periodi](course) teaching times\n- When are [Identities in Peace and Conflict](course) teaching times\n- What are [Ajankohtaiset ilmiöt hallintotieteissä - Itsenäinen työskentely](course) teaching times\n- When are lectures [Toisen vuoden opiskelijoiden info-tilaisuus](course)\n- The schedule for [Sopimusoikeus](course)\n- What are the teaching times for [Espanja II](course)\n- [Vanhempien aikojen tutkijaseminaari](course) times\n- [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](course) hours\n- I want to know when [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](course) teaching times are\n- I want to know teaching times of [Rasismi ja antirasismi](course)\n- I want to know the schedule of [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](course)\n- I want to know when the lectures in course [Terveyden ja mielenterveyden psykologia II](course) are- Schedule [Venäjän historia, kirjallisuus ja kulttuuri](course)\n- [Statistical Analysis with Missing Data (intermediate)](course) schedule\n- [History of English](course) weekly schedule\n- [Journalismin tulevaisuus, luennot](course) weekly\n- What is the schedule for [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](course)\n- What is the schedule [Lukuteoria ja algebra opettajille -](course)\n- When are classes for [Kansalaistoiminta ja kasvatus](course)\n- Classes [Sosiaaliantropologian teoreettinen ajattelu](course)\n- When are classes [Terveystaloustieteen tohtorikoulutussemiaari](course)\n- Teaching times [Perhehoitotieteellisen tiedon syventäminen -](course)\n- Teaching hours [Diskutera som specialist](course)\n- Teaching [Rahoitusekonometria](course)\n- [v](course) teaching\n- Week [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](course)\n- Lectures [Finnish Elementary Course 1 (taught in 1. period)](course)\n- When are lectures [Tutkielmaseminaari](course)\n- Hours weekly [Budgeting and capital budgeting (online course)](course)\n- When are the classes [Kasvatushistoria - kirjatentti (slk ja klk)](course) weekly\n- [Statistical Modeling 1](course) teaching times\n- When are [Multi-level Governance and Europeanisation (book exam/essay)](course) teaching times\n- What are [Fonetiikan tilastomenetelmät](course) teaching times\n- When are lectures [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- The schedule for [Opetus, ohjaus, oppiminen, monimuoto-opetus](course)\n- What are the teaching times for [Kandidaatintutkielma ja seminaari - Seminaari](course)\n- [Harjoittelu ja työelämävalmiudet](course) times\n- [Yleistetyt lineaariset mallit 1](course) hours\n- I want to know when [Kulttuurien kohtaaminen](course) teaching times are\n- I want to know teaching times of [European Public Law](course)\n- I want to know the schedule of [Ympäristöhallinnan muutos](course)\n- I want to know when the lectures in course [Scientific Writing - Module B - Thesis Writing (online)](course) are- Schedule [Luentateatteri](course)\n- [Dramaturgia: Musikaalin dramaturgia](course) schedule\n- [Kandidaatintutkielma ja seminaari, syksy 2018](course) weekly schedule\n- [Dialogitulkkaus](course) weekly\n- What is the schedule for [Lapsuuden, nuoruuden ja perheen tutkimuskeskus PERLAn tutkimusseminaari](course)\n- What is the schedule [Ruotsin kielen kirjallinen ja suullinen viestintä / intensiivikurssi](course)\n- When are classes for [Monimutkaisia itsestäänselvyyksiä-näkökulmia arjen ja henkilökohtaisen elämän tutkimukseen](course)\n- Classes [Pohjoismaisten kielten lähtötasokoe](course)\n- When are classes [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course)\n- Teaching times [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course)\n- Teaching hours [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](course)\n- Teaching [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course)\n- [v](course) teaching\n- Week [Matemaattiset aineet - Koulugeometria - 2 vsk](course)\n- Lectures [Usean muuttujan differentiaalilaskenta](course)\n- When are lectures [Dialogitulkkaus](course)\n- Hours weekly [Johdon laskentatoimi ja inhimillinen käyttäytyminen](course)\n- When are the classes [Basics of Marketing and Sales -](course) weekly\n- [Molekyylibiologia](course) teaching times\n- When are [Journalistinen kieli - Tekstinhuolto](course) teaching times\n- What are [Advanced Project Studies](course) teaching times\n- When are lectures [Environment and Well-Being](course)\n- The schedule for [Comparative European Politics and the Finnish Political System (book exam/essay)](course)\n- What are the teaching times for [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](course)\n- [Terve ja turvallinen kouluyhteisö](course) times\n- [Turvallisuuspalvelujen suunnittelu ja palvelumuotoilu (service design)](course) hours\n- I want to know when [Case study: Examining leadership challenges](course) teaching times are\n- I want to know teaching times of [Kielen opettaminen / Fremdsprachenlehren](course)\n- I want to know the schedule of [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course)\n- I want to know when the lectures in course [Kunta- ja aluejohtamisen vaihtuvasisältöinen erikoiskurssi](course) are- Schedule [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](course)\n- [Global Humanitarianism and its Critics (POMLFCS3)](course) schedule\n- [Jatkokoulutusseminaari](course) weekly schedule\n- [Translating and Editing for Publication](course) weekly\n- What is the schedule for [Filosofian työpaja](course)\n- What is the schedule [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 12.-13.12.2018](course)\n- When are classes for [Sosiaalityö terveydenhuollossa](course)\n- Classes [Johdatus etiikkaan](course)\n- When are classes [Korkeakoulut työyhteisöinä - Kehittämistehtävä](course)\n- Teaching times [Johdatus viestintään ja mediaan](course)\n- Teaching hours [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](course)\n- Teaching [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](course)\n- [v](course) teaching\n- Week [Internship or work placement](course)\n- Lectures [Johdatus visuaaliseen kulttuuriin](course)\n- When are lectures [Kognitiivinen neurotiede II](course)\n- Hours weekly [Methods of Variationist Linguistics](course)\n- When are the classes [Johdatus historiantutkimukseen (verkkokurssi)](course) weekly\n- [Vieraan kielen taito, perustaso](course) teaching times\n- When are [Terveystieteiden laadulliset tutkimusmenetelmät](course) teaching times\n- What are [Kansainvälisen politiikan teoria ja menetelmät (luentokurssi)](course) teaching times\n- When are lectures [European Public Law](course)\n- The schedule for [Organisation Theory and Analysis](course)\n- What are the teaching times for [Kirjallinen ja suullinen viestintä II: suullinen viestintä](course)\n- [Introduction to leadership and management](course) times\n- [Lasten ja nuorten neuropsykologien kuntoutus](course) hours\n- I want to know when [SGN-53007 Computational Diagnostics](course) teaching times are\n- I want to know teaching times of [Sanaston tuntemus/Ordkunskap](course)\n- I want to know the schedule of [Theatre, Society, and Politics 1660-1760](course)\n- I want to know when the lectures in course [Ruotsin kielen kirjallinen ja suullinen viestintä](course) are- Schedule [Recommender Systems](course)\n- [Arvonlisäverotuksen syventävä opintojakso](course) schedule\n- [Developing and implementing European Public Sector Accounting modules](course) weekly schedule\n- [Johdatus hoitotieteeseen](course) weekly\n- What is the schedule for [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](course)\n- What is the schedule [Tutkimuspraktikum](course)\n- When are classes for [Kirjallisuuden teoria - Kirjallisuuden teorian suuntia](course)\n- Classes [Visiting Lectures - Lectures](course)\n- When are classes [Education, Work and Culture](course)\n- Teaching times [Seminaari (Nikunen) jatkuu keväältä](course)\n- Teaching hours [Varhaisiän musiikkikasvatus / Harjoitukset - 2.vsk](course)\n- Teaching [Espanjan lähihistoria ja kirjallisuus/Historia y literatura contemporáneas de España](course)\n- [v](course) teaching\n- Week [Suullinen viestintä II/Muntlig kommunikation II](course)\n- Lectures [EI toteutusta 2018-19 Advanced immunology](course)\n- When are lectures [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu syksyllä 2019)](course)\n- Hours weekly [Väitöskirja (tutkijaseminaarit)](course)\n- When are the classes [Analyysi A](course) weekly\n- [Opetussuunnitelmateoria, kirjatentti, Pori](course) teaching times\n- When are [Euroopan maiden ja Suomen poliittiset järjestelmät (kirjatentti/essee)](course) teaching times\n- What are [Ruotsin kielen kirjallinen ja suullinen viestintä](course) teaching times\n- When are lectures [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](course)\n- The schedule for [Tieteenfilosofia](course)\n- What are the teaching times for [Kirjallisuuden analyysi/Analiz hudozhestvennoj literatury](course)\n- [Liike-elämän ruotsia I](course) times\n- [Medioitu vuorovaikutus](course) hours\n- I want to know when [Behavioraalinen ja psykologinen taloustiede](course) teaching times are\n- I want to know teaching times of [Kansainvälisen politiikan teoria ja menetelmät (luentokurssi)](course)\n- I want to know the schedule of [Opetus, ohjaus, oppiminen, monimuoto-opeus](course)\n- I want to know when the lectures in course [Speakers Series](course) are- Schedule [Taitoseminaari](course)\n- [Parhaat filosofiset artikkelit](course) schedule\n- [Kandidaatintutkielmaseminaari - Seminaari](course) weekly schedule\n- [Viestinnän etiikka - verkkokurssi](course) weekly\n- What is the schedule for [Syntax](course)\n- What is the schedule [Government and Society: Inequality](course)\n- When are classes for [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](course)\n- Classes [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- When are classes [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](course)\n- Teaching times [Euroopan maiden ja Suomen poliittiset järjestelmät (kirjatentti/essee)](course)\n- Teaching hours [Uutiskuvaus ja Henkilökuvaus](course)\n- Teaching [Orientoivat opinnot ja HOPS (suomen kieli)](course)\n- [v](course) teaching\n- Week [International Dynamics and Policy Transfer in Education](course)\n- Lectures [Basics of Project Management](course)\n- When are lectures [Environmental History and Cultural Ecology of Russia (VENS20)](course)\n- Hours weekly [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- When are the classes [Kokemuksen historia: tavoitteet ja menetelmät](course) weekly\n- [Media maailmassa - verkkokurssi](course) teaching times\n- When are [Tutkimusprosessin hallinta tohtoriopinnoissa](course) teaching times\n- What are [International Trade and Finance (Tampere Summer School) - luennot ja tentti](course) teaching times\n- When are lectures [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course)\n- The schedule for [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](course)\n- What are the teaching times for [Kandidaattiseminaari (Vahtikari)](course)\n- [Vuorovaikutussuhteiden konsultointi](course) times\n- [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course) hours\n- I want to know when [Tutkimusetiikka](course) teaching times are\n- I want to know teaching times of [Espanja IV](course)\n- I want to know the schedule of [Hesdoc Annual Meeting](course)\n- I want to know when the lectures in course [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course) are- Schedule [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](course)\n- [Oppimisyhteisöt ja vuorovaikutus, kirjatentti](course) schedule\n- [Oikeustulkkaus I/II (monikielinen)](course) weekly schedule\n- [Pro gradu -seminaari ja -tutkielma (2018-2019)](course) weekly\n- What is the schedule for [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course)\n- What is the schedule [Kiina III](course)\n- When are classes for [Maisteriopintojen esittely - CBDA](course)\n- Classes [Linguistics II: Meaning and Discourse](course)\n- When are classes [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](course)\n- Teaching times [Puhesuomi ja esiintyminen](course)\n- Teaching hours [Testimenetelmien perusteet ja ammattietiikka](course)\n- Teaching [Työoikeuden syventävä opintojakso](course)\n- [v](course) teaching\n- Week [Microfinance and development](course)\n- Lectures [Tilinpäätösanalyysi](course)\n- When are lectures [Johdatus kunta- ja aluejohtamiseen](course)\n- Hours weekly [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSO-opintosuunnan ryhmä)](course)\n- When are the classes [Media and the Arctic](course) weekly\n- [Kv-tuutorina toimiminen](course) teaching times\n- When are [Data Structures](course) teaching times\n- What are [Orientoivat opinnot - Orientoivat opinnot](course) teaching times\n- When are lectures [Graduseminaari / Harviainen](course)\n- The schedule for [Terveyden edistäminen kansanterveystieteilijöille](course)\n- What are the teaching times for [Structure of English I - Phonology and Pronunciation I](course)\n- [Orientoivat opinnot Pori](course) times\n- [World society: National policies, global governance and transnational sociology](course) hours\n- I want to know when [Terveystiedon sisällöt (sähköinen tentti)](course) teaching times are\n- I want to know teaching times of [Suomi ja maailman kielet](course)\n- I want to know the schedule of [Sosiaalityön peruskurssi (luennot)](course)\n- I want to know when the lectures in course [Vertaisohjaus tietojenkäsittelytieteissä (kevät)](course) are- Schedule [Työelämäviestinnän tutkimus- tai kehityshanke](course)\n- [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](course) schedule\n- [Kielisuihkutustoiminta osana varhaista kielikasvatusta](course) weekly schedule\n- [Professional Writing (online course)](course) weekly\n- What is the schedule for [Romanian kielen alkeet / Basic Course in Romanian](course)\n- What is the schedule [Yhteisöviestintä kunta- ja aluejohtamisessa](course)\n- When are classes for [Sosiaalinen maailma](course)\n- Classes [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](course)\n- When are classes [Fonetiikan perusopintojen harjoitustyö](course)\n- Teaching times [Intercultural Communication](course)\n- Teaching hours [Advanced Functional Programming](course)\n- Teaching [Advanced English Business Communication](course)\n- [v](course) teaching\n- Week [Graduvauhditus](course)\n- Lectures [Venäjän kielen rakenne - Tekstin ymmärtäminen II](course)\n- When are lectures [Business, Society and Nature (Independent study) Spring 2019](course)\n- Hours weekly [Pro gradu -seminaari ja -tutkielma](course)\n- When are the classes [Psykiatria](course) weekly\n- [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](course) teaching times\n- When are [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](course) teaching times\n- What are [Theory and practice of peaceful change: The Baltic Sea Region](course) teaching times\n- When are lectures [Kääntäjän ja tulkin työelämätaidot](course)\n- The schedule for [Gerontologian tohtorikoulutusseminaari](course)\n- What are the teaching times for [Moniulotteinen markkinointi](course)\n- [Conflict Resolution (book exam/essay)](course) times\n- [Kiina II](course) hours\n- I want to know when [Tutkimusseminaari ja pro gradu -tutkielma](course) teaching times are\n- I want to know teaching times of [Työhyvinvointi (itsenäinen suoritustapa)](course)\n- I want to know the schedule of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 7.-8.11.2018](course)\n- I want to know when the lectures in course [Seminaari](course) are- Schedule [Study Skills - Basics of Information Literacy](course)\n- [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](course) schedule\n- [Semantiikka ja pragmatiikka / Sémantique et pragmatique](course) weekly schedule\n- [Terveystieteiden laadulliset tutkimusmenetelmät (hoitotieteen opiskelijat), Seinäjoki](course) weekly\n- What is the schedule for [Opintojen ohjattu suunnittelu](course)\n- What is the schedule [Työelämän korttipakka](course)\n- When are classes for [Johdatus Euroopan unioniin](course)\n- Classes [Postgraduate seminar in Interactive Technology (Turunen)](course)\n- When are classes [Development, Education and Lifecourse](course)\n- Teaching times [Musiikin perusteet / Harjoitukset - 1.vsk](course)\n- Teaching hours [Science and Biotechnology Journal Club](course)\n- Teaching [Debating for Academic Purposes](course)\n- [v](course) teaching\n- Week [Kasvatuksen historialliset ja filosofiset lähtökohdat - Luennot ja kirjallisuus](course)\n- Lectures [Tieteellinen kirjoittaminen (SOC)](course)\n- When are lectures [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](course)\n- Hours weekly [Varhaismoderni yhteiskunta](course)\n- When are the classes [Sote ja sosiaalipolitiikka](course) weekly\n- [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](course) teaching times\n- When are [Opetussuunnitelmateoria, kirjatentti, Pori](course) teaching times\n- What are [Liike-elämän ruotsia I / näyttökoe (AHOT)](course) teaching times\n- When are lectures [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](course)\n- The schedule for [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course)\n- What are the teaching times for [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- [Kielioppiharjoitukset](course) times\n- [Kielen käyttö I](course) hours\n- I want to know when [EU:n ulkosuhteiden erityiskysymykset: turvallisuus, talous ja arvot (kirjatentti/essee)](course) teaching times are\n- I want to know teaching times of [Sosiaalityön peruskurssi (luennot)](course)\n- I want to know the schedule of [Cultural Diversity in Education and at Work - (autumn)](course)\n- I want to know when the lectures in course [Tutkimustyön perusteet (syksy)](course) are- Schedule [Johdatus Euroopan unioniin](course)\n- [Interview as a means of data generation](course) schedule\n- [Organisaatioiden tiedonhallinta](course) weekly schedule\n- [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](course) weekly\n- What is the schedule for [Statistical Analysis with Missing Data (advanced)](course)\n- What is the schedule [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Harjoitukset - 1.vsk](course)\n- When are classes for [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.5.2019](course)\n- Classes [Professional Writing (online course)](course)\n- When are classes [Bioinformatics](course)\n- Teaching times [Parties and Elections (book exam/essay)](course)\n- Teaching hours [Venäjän kielen valmentava kurssi](course)\n- Teaching [Tiedon rajat](course)\n- [v](course) teaching\n- Week [Paikallisen hallinnan teoriat - Lukupiiri](course)\n- Lectures [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- When are lectures [Maailmanloppu nyt. Ja ennen.](course)\n- Hours weekly [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course)\n- When are the classes [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course) weekly\n- [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](course) teaching times\n- When are [Pohjoismaiden yhteiskuntaolot ja kulttuurit](course) teaching times\n- What are [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, slk18](course) teaching times\n- When are lectures [Erikoiskurssi](course)\n- The schedule for [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](course)\n- What are the teaching times for [Human Rights and International Society (book exam/essay)](course)\n- [Kommunikationstraining I](course) times\n- [Structure of English II - Phonology and Pronunciation II](course) hours\n- I want to know when [Työelämäviestinnän tutkimus- tai kehityshanke](course) teaching times are\n- I want to know teaching times of [Psykiatria](course)\n- I want to know the schedule of [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](course)\n- I want to know when the lectures in course [Kielitieto ja -taito - Kielioppi II / Sprachwissen und Sprachfertigkeiten: Grammatik II](course) are- Schedule [Political Systems Outside of Europe (book exam/essay)](course)\n- [Communication orale/Suullinen viestintä](course) schedule\n- [Johdatus yhteiskuntahistoriaan](course) weekly schedule\n- [Terveystieteiden laadulliset tutkimusmenetelmät (hoitotieteen opiskelijat), Seinäjoki](course) weekly\n- What is the schedule for [Legal English](course)\n- What is the schedule [Introduction to Game Research (Tampere Summer School 2018)](course)\n- When are classes for [Markkinoinnin ja myynnin perusteet](course)\n- Classes [Nuorisotyö ja nuorten elämänkulku](course)\n- When are classes [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course)\n- Teaching times [Usean muuttujan differentiaalilaskenta](course)\n- Teaching hours [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](course)\n- Teaching [Nordic Model: Nordic Welfare Societies](course)\n- [v](course) teaching\n- Week [Julkisoikeuden perusteet (verkkototeutus)](course)\n- Lectures [Johtamisen ja julkisen politiikan tutkimus ja ajankohtaiset kysymykset](course)\n- When are lectures [Translators' Cultural Competencies](course)\n- Hours weekly [Special Issues in Games and Internet Cultures](course)\n- When are the classes [Laskentatoimen teoria ja IFRS II](course) weekly\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](course) teaching times\n- When are [Re-Thinking Value Creation](course) teaching times\n- What are [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja käsitteet](course) teaching times\n- When are lectures [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- The schedule for [Biotechnical product development](course)\n- What are the teaching times for [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](course)\n- [Johdatus hallintotieteeseen (avoin yliopisto-opetus), monimuoto-opetus](course) times\n- [Cell Technology Laboratory Course](course) hours\n- I want to know when [Fundamentals of Finance (Tampere Summer School)](course) teaching times are\n- I want to know teaching times of [Suullinen viestintä II/Muntlig kommunikation II](course)\n- I want to know the schedule of [Organizational Behavior (Independent study, Spring 2019)](course)\n- I want to know when the lectures in course [Public Financial Management and Evolving Administrative Structures](course) are- Schedule [Orientation Day for International Doctoral Researchers](course)\n- [Hesdoc Annual Meeting](course) schedule\n- [Business Writing](course) weekly schedule\n- [Poliittisen sosiologian käsitteet ja tutkimukset](course) weekly\n- What is the schedule for [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](course)\n- What is the schedule [Kandidaattiseminaari (Vuolanto)](course)\n- When are classes for [Talous ja yhteiskunta](course)\n- Classes [Ruotsin kielen valmentava kurssi](course)\n- When are classes [Algorithmic Problem Solving](course)\n- Teaching times [Venäjä IV](course)\n- Teaching hours [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course)\n- Teaching [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Laadullisen aineiston analyysi](course)\n- [v](course) teaching\n- Week [Usean muuttujan integraalilaskenta](course)\n- Lectures [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](course)\n- When are lectures [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](course)\n- Hours weekly [Studying abroad / Osallistuminen opiskelijavaihtoon](course)\n- When are the classes [Lähtötasokoe](course) weekly\n- [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course) teaching times\n- When are [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](course) teaching times\n- What are [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course) teaching times\n- When are lectures [Politics and governance in education - Lectures in English](course)\n- The schedule for [Parametric and Non-Parametric Statistics](course)\n- What are the teaching times for [Kielen käyttö I](course)\n- [Nuorten ja aikuisten mielenterveyden arviointi](course) times\n- [Viestinnän ja median tutkimus](course) hours\n- I want to know when [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course) teaching times are\n- I want to know teaching times of [Kielitaito ja kielitaidon arviointi](course)\n- I want to know the schedule of [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](course)\n- I want to know when the lectures in course [Suullinen viestintä I/Muntlig kommunikation I](course) are- Schedule [Esiintyminen](course)\n- [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](course) schedule\n- [Kansainvälisen politiikan menetelmäseminaari](course) weekly schedule\n- [Pakolaisuus, tila ja hallinta](course) weekly\n- What is the schedule for [Tieteenfilosofiaa kasvatustieteen näkökulmasta](course)\n- What is the schedule [Peace, Security and International Institutions (book exam/essay)](course)\n- When are classes for [Kielen variaatio](course)\n- Classes [Kirjallisuuden analyysi/Analiz hudozhestvennoj literatury](course)\n- When are classes [Väestön terveys](course)\n- Teaching times [Agenda-Setting in Public Policy (POMLFCS1)](course)\n- Teaching hours [Kielioppi I / Grammatik I](course)\n- Teaching [Kandidaatintutkielma - Seminaari ja tutkielma](course)\n- [v](course) teaching\n- Week [Orientoivat opinnot - Alkuorientaatio](course)\n- Lectures [Lokalisoinnin peruskurssi](course)\n- When are lectures [Institutions, Innovation and Economic Renewal (NORDIG)](course)\n- Hours weekly [Mediated Learning Experinces in Multicultural Settings](course)\n- When are the classes [Radiokääntäminen (venäjä)](course) weekly\n- [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](course) teaching times\n- When are [Tekninen kirjoittaminen (englanti)](course) teaching times\n- What are [Visuaalisen kulttuurin syventymiskohde - Seminaari](course) teaching times\n- When are lectures [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course)\n- The schedule for [Moniammatilliset johtamisopinnot](course)\n- What are the teaching times for [Väitöskirja (tutkijaseminaarit)](course)\n- [International tutoring / Kv-tuutorina toimiminen](course) times\n- [Kandidaatintutkielmaseminaari - Tammikuussa 2019 alkava seminaari](course) hours\n- I want to know when [Finnish Elementary Course 3](course) teaching times are\n- I want to know teaching times of [Johdatus logiikkaan 1](course)\n- I want to know the schedule of [Tutkimustyön perusteet (syksy)](course)\n- I want to know when the lectures in course [KEB-61430 Laaja kemia 3](course) are- Schedule [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](course)\n- [Advanced European Integration Studies (book exam/essay)](course) schedule\n- [Tutkielmaseminaari](course) weekly schedule\n- [Dialogitulkkaus / Dialogdolmetschen](course) weekly\n- What is the schedule for [Reportaasi](course)\n- What is the schedule [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](course)\n- When are classes for [Ranska eilen, tänään ja huomenna](course)\n- Classes [Tila, teknologia ja toiminta - essee](course)\n- When are classes [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](course)\n- Teaching times [Työelämäviestinnän tutkimus- tai kehityshanke](course)\n- Teaching hours [Developing and implementing European Public Sector Accounting modules](course)\n- Teaching [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](course)\n- [v](course) teaching\n- Week [Work and Health](course)\n- Lectures [Julkisen talousjohtamisen näkökulmia](course)\n- When are lectures [Media and the Arctic (POMLFCS3)](course)\n- Hours weekly [Ainedidaktiikka I](course)\n- When are the classes [Tutkielmaseminaari - Tutkielmaseminaari](course) weekly\n- [Business Writing](course) teaching times\n- When are [Käyttöliittymien perusteet](course) teaching times\n- What are [Addiktiot, yksilö ja yhteiskunta](course) teaching times\n- When are lectures [Asiantuntijuus ja tietopalvelujen kehittäminen](course)\n- The schedule for [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](course)\n- What are the teaching times for [Euroopan maiden ja Suomen poliittiset järjestelmät (kirjatentti/essee)](course)\n- [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](course) times\n- [Palvelut ja hyvinvointivaltion murros](course) hours\n- I want to know when [Kansainvälisen politiikan menetelmäseminaari](course) teaching times are\n- I want to know teaching times of [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- I want to know the schedule of [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- I want to know when the lectures in course [Journalistinen kieli - Kielenhuolto, lauseoppi](course) are- Schedule [Usean muuttujan differentiaalilaskenta](course)\n- [Suomen turvallisuuspolitiikan historia ja tulevaisuus -luentosarja](course) schedule\n- [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course) weekly schedule\n- [Käytännön opetus ja ohjaus](course) weekly\n- What is the schedule for [Master's Seminar and Thesis](course)\n- What is the schedule [Tutkimuksen perusteet ja etiikka](course)\n- When are classes for [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](course)\n- Classes [Advanced Microscopy](course)\n- When are classes [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Teaching times [Psychology of Pervasive Computing (TUT/IHTE)](course)\n- Teaching hours [Poliittiset ongelmat ja niiden muuttuvat kontekstit](course)\n- Teaching [Business, Society and Nature (Independent study) Autumn 2018](course)\n- [v](course) teaching\n- Week [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](course)\n- Lectures [Työoikeuden syventävä opintojakso](course)\n- When are lectures [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](course)\n- Hours weekly [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- When are the classes [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](course) weekly\n- [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](course) teaching times\n- When are [Logiikka](course) teaching times\n- What are [Orientaatio sosiaalityön opintoihin](course) teaching times\n- When are lectures [Poliittinen filosofia (kirjatentti/essee)](course)\n- The schedule for [Graduseminaari, jatkava (Krötzl)](course)\n- What are the teaching times for [Yksilön työhyvinvointi (itsenäinen suoritustapa)](course)\n- [Sosiaalisten riskien hallinta](course) times\n- [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course) hours\n- I want to know when [Health in disasters, conflicts and complex human emergencies](course) teaching times are\n- I want to know teaching times of [Writing Research Grant Proposals](course)\n- I want to know the schedule of [Mediated Learning Experinces in Multicultural Settings](course)\n- I want to know when the lectures in course [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course) are- Schedule [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course)\n- [Kvalitatiiviset menetelmät](course) schedule\n- [Johdatus logopediaan](course) weekly schedule\n- [Kuva- ja mediakulttuurit - Kuvakulttuurit 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely/taidemuseot harjoitusryhmät)](course) weekly\n- What is the schedule for [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](course)\n- What is the schedule [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](course)\n- When are classes for [Poliittiset aatteet ja ideologiat](course)\n- Classes [Suullinen viestintä II/Muntlig kommunikation II](course)\n- When are classes [Practical Observation and Reflection of ECEC - Observation, written tasks, report](course)\n- Teaching times [Johdatus Suomen kirjallisuushistoriaan - luennot](course)\n- Teaching hours [Lähtötasokoe](course)\n- Teaching [Tieteellinen kirjoittaminen / LUO & COMS](course)\n- [v](course) teaching\n- Week [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](course)\n- Lectures [Gypsies in Hungary (intensive course)](course)\n- When are lectures [Psykologiharjoittelu](course)\n- Hours weekly [Kognitiiviseen käyttäytymisterapiaan pohjautuvat interventiot](course)\n- When are the classes [Kansainväliset suhteet ja ilmaston muutoksen hallinta](course) weekly\n- [Markkinoinnin teoria](course) teaching times\n- When are [Visuaalisen kulttuurin syventymiskohde - Seminaari](course) teaching times\n- What are [Harjoittelu](course) teaching times\n- When are lectures [Johdatus matematiikkaan ja tilastotieteeseen](course)\n- The schedule for [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course)\n- What are the teaching times for [Aikuiskasvatus ja työelämä, kirjatentti, Pori](course)\n- [Globaali, lokaali ja yhteisöllisyys sosiaalityössä (kirjatentti)](course) times\n- [Käyttöliittymien perusteet](course) hours\n- I want to know when [Kasvatuksen historialliset ja filosofiset lähtökohdat, verkko-opetus](course) teaching times are\n- I want to know teaching times of [Sisäinen valvonta ja sisäinen tarkastus](course)\n- I want to know the schedule of [Economics and the Business Environment](course)\n- I want to know when the lectures in course [Tieteellinen seminaarisarja](course) are- Schedule [Kvalitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- [Markkinoinnin kannattavuus ja taloudellisuus](course) schedule\n- [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](course) weekly schedule\n- [Capstone - Talousjohdon tehtävät ja osaamisalueet](course) weekly\n- What is the schedule for [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- What is the schedule [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](course)\n- When are classes for [Fundamentals of Finance (Tampere Summer School)](course)\n- Classes [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](course)\n- When are classes [Johdatus Suomen kirjallisuushistoriaan - luennot](course)\n- Teaching times [Diskurssianalyysi](course)\n- Teaching hours [BMT-70100 Kudosteknologian perusteet](course)\n- Teaching [Kandidaattiseminaari (Vuolanto)](course)\n- [v](course) teaching\n- Week [Tietokantojen perusteet (Hervannan kampus)](course)\n- Lectures [Translation and Academic Writing - Introduction to Academic Writing](course)\n- When are lectures [Johdatus kääntäjän suomen opintoihin](course)\n- Hours weekly [Korkeakoulutus ja kansainvälistyminen](course)\n- When are the classes [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](course) weekly\n- [Nuorten ja aikuisten mielenterveyden arviointi](course) teaching times\n- When are [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](course) teaching times\n- What are [Opetus, ohjaus, oppiminen - elokas ja avoimen lähiop.: pienryhmäopetus (2 op) ja kirjallisuus (2 op)](course) teaching times\n- When are lectures [Terveyden ja mielenterveyden psykologia II](course)\n- The schedule for [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](course)\n- What are the teaching times for [Parhaat filosofiset artikkelit](course)\n- [Graduseminaari, alkava (Kaarninen)](course) times\n- [Käännösviestintä saksa - suomi / Transalation Deutsch-Finnisch](course) hours\n- I want to know when [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course) teaching times are\n- I want to know teaching times of [Monikieliset tekstikorpukset (verkkokurssi)](course)\n- I want to know the schedule of [Espanjan kielen kirjallinen ja suullinen taito](course)\n- I want to know when the lectures in course [Varhaismoderni yhteiskunta](course) are- Schedule [Tieto- ja asiakirjahallinto](course)\n- [Strateginen brändijohtaminen](course) schedule\n- [Introduction to Risk Management and Insurance (spring semester)](course) weekly schedule\n- [Johdatus yrittäjyyteen](course) weekly\n- What is the schedule for [Lasten monipaikkainen asuminen](course)\n- What is the schedule [Analyysi A](course)\n- When are classes for [Kirjallinen viestintä II/Skriftlig kommunikation II](course)\n- Classes [Tekstianalyysi - Luennot](course)\n- When are classes [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Teaching times [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](course)\n- Teaching hours [Kielen- ja tekstinhuolto](course)\n- Teaching [Puheen ja äänen harjoitusmenetelmät](course)\n- [v](course) teaching\n- Week [Laadullinen tutkimus - menetelmät ja prosessi](course)\n- Lectures [Vero-oikeuden case-kurssi](course)\n- When are lectures [Vuorovaikutusprosessit työelämän tilanteissa (monimuoto-opetus)](course)\n- Hours weekly [Musisointi - 1.vsk](course)\n- When are the classes [Ruotsin kielen kirjallinen ja suullinen viestintä](course) weekly\n- [Fenomenologia](course) teaching times\n- When are [Poliittiset aatteet ja ideologiat](course) teaching times\n- What are [Terveyden ja mielenterveyden psykologia II](course) teaching times\n- When are lectures [Kohti matematiikan opettajuutta 1](TTY)](course)\n- The schedule for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja luokanopettajaopiskelijat](course)\n- What are the teaching times for [Gypsies in Hungary (intensive course)](course)\n- [Basics II: Intermediate Czech II](course) times\n- [Gender in Society](course) hours\n- I want to know when [Johdatus verkostoanalyysiin](course) teaching times are\n- I want to know teaching times of [Economic renewal of cities and regions](course)\n- I want to know the schedule of [Julkisen hallinnon reformit ja muutos](course)\n- I want to know when the lectures in course [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course) are- Schedule [Johdatus matematiikkaan ja tilastotieteeseen](course)\n- [Academic Presentations](course) schedule\n- [Vero-oikeuden case-kurssi](course) weekly schedule\n- [Sosiaalityön tutkimuksen metodologisia suunnistuksia](course) weekly\n- What is the schedule for [Opettajasuunnan seminaari](course)\n- What is the schedule [Political Ideologies (book exam)](course)\n- When are classes for [Approaches and Tools for Conflict Analysis and Peace Mediation](course)\n- Classes [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](course)\n- When are classes [Simultaanitulkkaus I saksa-suomi-saksa](course)\n- Teaching times [Syventävä projekti, syksyllä 2018 alkava](course)\n- Teaching hours [Romanian kielen alkeet / Basic Course in Romanian](course)\n- Teaching [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](course)\n- [v](course) teaching\n- Week [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](course)\n- Lectures [Kansainvälisen historian tutkijaseminaari](course)\n- When are lectures [Media and the Arctic](course)\n- Hours weekly [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- When are the classes [Seminaari (Heinonen)](course) weekly\n- [Introduction to Academic English (Open University Course)](course) teaching times\n- When are [Käytännön opetus ja ohjaus](course) teaching times\n- What are [Comparative Education Policy](course) teaching times\n- When are lectures [Tilastollisen päättelyn perusteet, iltaryhmä](course)\n- The schedule for [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- What are the teaching times for [Dialogitulkkaus](course)\n- [Työn taloustiede](course) times\n- [Johdatus seminaarityöskentelyyn](course) hours\n- I want to know when [Dialogitulkkaus](course) teaching times are\n- I want to know teaching times of [Yhteiskunnan mittaaminen (verkkokurssi)](course)\n- I want to know the schedule of [Testimenetelmien perusteet ja ammattietiikka](course)\n- I want to know when the lectures in course [Sosiaalioikeus](course) are- Schedule [Orientation - Orientation to studying in the Computational Big Data Analytics programme](course)\n- [Tutkimusetiikka](course) schedule\n- [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](course) weekly schedule\n- [Hoitotyön johtamisen harjoittelu](course) weekly\n- What is the schedule for [Introduction to Bayesian Analysis 2](course)\n- What is the schedule [Viestinnän ja median tutkimus](course)\n- When are classes for [Political Ideologies (book exam)](course)\n- Classes [Terveystaloustieteen tohtorikoulutussemiaari](course)\n- When are classes [Väittelijän puheviestintä](course)\n- Teaching times [Innovation Project (Spring term 2018-IV)](course)\n- Teaching hours [Introduction to Risk Management and Insurance (spring semester)](course)\n- Teaching [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- [v](course) teaching\n- Week [Tutkimuspraktikum](course)\n- Lectures [Psykologiset interventiot](course)\n- When are lectures [Macroprudential Policy and Financial Stability](course)\n- Hours weekly [Metafysiikka](course)\n- When are the classes [Geometria - Geometria](course) weekly\n- [Introduction to Academic English (Open University Course)](course) teaching times\n- When are [Research on Teaching and Learning - Seminar](course) teaching times\n- What are [Tieto- ja asiakirjahallinto](course) teaching times\n- When are lectures [YK-päivä](course)\n- The schedule for [Tutkielmaseminaari - Seminaari](course)\n- What are the teaching times for [Bioinformatics tools (spring 2019)](course)\n- [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](course) times\n- [Terveys, tieto, asiantuntijuus](course) hours\n- I want to know when [Radiojournalismi](course) teaching times are\n- I want to know teaching times of [Sanastotyö](course)\n- I want to know the schedule of [Kandidaatintutkielmaseminaari - Seminaari](course)\n- I want to know when the lectures in course [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](course) are- Schedule [Johdatus sosiaaliantropologiaan, luennot (verkkokurssi)](course)\n- [Kirjallisuuden teoria - Kirjallisuustieteen klassikoita](course) schedule\n- [Terveystiedon sisällöt (sähköinen tentti)](course) weekly schedule\n- [Kielen kehitys / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) weekly\n- What is the schedule for [Visualization of Quantitative Data](course)\n- What is the schedule [Leadership for Sustainable Change (KATVAS39)](course)\n- When are classes for [Leadership for Sustainable Change (KATVAS39)](course)\n- Classes [Kääntäjän ja tulkin työelämätaidot](course)\n- When are classes [Kehitys, kasvatus ja elämänkulku, verkko-opetus](course)\n- Teaching times [Kandidaatintutkielma - Seminaari ja tutkielma](course)\n- Teaching hours [Game Project](course)\n- Teaching [Johdon laskentatoimen perusteet](course)\n- [v](course) teaching\n- Week [Orientoivat opinnot ja HOPS (venäjän kieli, kulttuuri ja kääntäminen)](course)\n- Lectures [Algebra 1A](course)\n- When are lectures [Tieteellinen kirjoittaminen (SOC)](course)\n- Hours weekly [Johdon laskentatoimi ja inhimillinen käyttäytyminen](course)\n- When are the classes [Aikuiskasvatus ja työelämä, kirjatentti, Pori](course) weekly\n- [Lapset ympäristönsä tutkijoina - Käsityö](course) teaching times\n- When are [Kerronnan monet muodot (luentokurssi korvaa kirjatentin)](course) teaching times\n- What are [Syntax](course) teaching times\n- When are lectures [Tutustuminen psykologin työhön](course)\n- The schedule for [Kohti matematiikan opettajuutta 2 (TTY)](course)\n- What are the teaching times for [Ranska II](course)\n- [Toimintatutkimus hyvinvointipalvelujen kehittämisessä](course) times\n- [Quantitative Research Methods and Comparative Research Design (Global Society students)](course) hours\n- I want to know when [Tekstin ymmärtäminen III](course) teaching times are\n- I want to know teaching times of [Speakers Series](course)\n- I want to know the schedule of [Cultural Conversations](course)\n- I want to know when the lectures in course [Linguistics I: Introduction to Basic Concepts](course) are- Schedule [Introduction to Big Data Processing](course)\n- [Professional Writing (online course)](course) schedule\n- [Psykiatria ja mielenterveys](course) weekly schedule\n- [Lasten arki suomalaisessa yhteiskunnassa / Luennot - 1.vsk](course) weekly\n- What is the schedule for [Quantitative Approach](course)\n- What is the schedule [Tutkielmapiiri](course)\n- When are classes for [Finnish Education System - Seminar](course)\n- Classes [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- When are classes [Tutkiva opiskelu](course)\n- Teaching times [Kognitiivinen neurotiede I (avoin yliopisto)](course)\n- Teaching hours [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](course)\n- Teaching [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](course)\n- [v](course) teaching\n- Week [Murder and Representation](course)\n- Lectures [Kansainvälinen talous](course)\n- When are lectures [Practical Introduction to Data Mining](course)\n- Hours weekly [Public Policy and Governance (book exam/essay)](course)\n- When are the classes [Tieteellinen kirjoittaminen](course) weekly\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](course) teaching times\n- When are [Ainedidaktiikka II](course) teaching times\n- What are [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](course) teaching times\n- When are lectures [Johdatus kaunokirjalliseen kääntämiseen](course)\n- The schedule for [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](course)\n- What are the teaching times for [Tieteellinen kirjoittaminen / LUO & COMS](course)\n- [Master's Thesis Seminar - Thesis seminar II](course) times\n- [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course) hours\n- I want to know when [Julkisoikeuden perusteet](course) teaching times are\n- I want to know teaching times of [Tutkimustyön perusteet (teemalla Verkostot ja somevaikuttaminen Twitterissä)](course)\n- I want to know the schedule of [Matematiikan gradustartti](course)\n- I want to know when the lectures in course [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](course) are- Schedule [Terveyden edistämisen interventiot, Seinäjoki](course)\n- [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course) schedule\n- [Protein technology Laboratory Course A](course) weekly schedule\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](course) weekly\n- What is the schedule for [Research in Practice](course)\n- What is the schedule [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](course)\n- When are classes for [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](course)\n- Classes [Kieli ja kielentäminen -2. vsk (luennot)](course)\n- When are classes [Kulutuksen ja ostokäyttäytymisen teoria](course)\n- Teaching times [Korkeakoulutus ja kansainvälistyminen](course)\n- Teaching hours [Johdatus analyysiin](course)\n- Teaching [Yksilön työhyvinvointi](course)\n- [v](course) teaching\n- Week [Kvalitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- Lectures [Valtiosääntöoikeuden syventävä jakso](course)\n- When are lectures [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](course)\n- Hours weekly [Syömis- ja nielemishäiriöt](course)\n- When are the classes [SPSS:n perusteet, syksy 1](course) weekly\n- [Business, Society and Nature (Independent study) Autumn 2018](course) teaching times\n- When are [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kirjoittaminen ja käsitteellistäminen tieteellisenä menetelmänä](course) teaching times\n- What are [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](course) teaching times\n- When are lectures [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (hoitotieteen opiskelijoille)](course)\n- The schedule for [Global Terrorism: Political Violence in a Global Age](course)\n- What are the teaching times for [European Integration and Disintegration (BOOK EXAM POLKVS32)](course)\n- [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](course) times\n- [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu syksyllä 2019)](course) hours\n- I want to know when [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](course) teaching times are\n- I want to know teaching times of [Political Systems Outside of Europe (book exam/essay)](course)\n- I want to know the schedule of [Ohjelmointia teknisille viestijöille](course)\n- I want to know when the lectures in course [Tutkielmaseminaari](course) are- Schedule [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](course)\n- [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course) schedule\n- [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course) weekly schedule\n- [Johdanto terveysviestintään](course) weekly\n- What is the schedule for [Kandidaattiseminaari](course)\n- What is the schedule [Vuorovaikutusprosessit työelämän tilanteissa (monimuoto-opetus)](course)\n- When are classes for [Professional Writing (online course)](course)\n- Classes [Terveystiedon sisällöt (sähköinen tentti)](course)\n- When are classes [Organisaatioiden tiedonhallinta](course)\n- Teaching times [Graduvauhditus](course)\n- Teaching hours [Monikielinen käännöstyöpaja](course)\n- Teaching [Opimme lisää venäjän kielen suullisia taitoja](course)\n- [v](course) teaching\n- Week [Software Project Management, Software Project Management (Spring term)](course)\n- Lectures [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- When are lectures [Kilpailuoikeus](course)\n- Hours weekly [Qualitative Approach](course)\n- When are the classes [Visuaalisen kulttuurin teoria - lukupiiri ja essee](course) weekly\n- [Writing for Research (online course)](course) teaching times\n- When are [Median ja politiikan välinen suhde](course) teaching times\n- What are [Hoitotiede tieteenä](course) teaching times\n- When are lectures [Advanced Microscopy](course)\n- The schedule for [Kansalaisvaikuttaminen (kirjatentti/essee)](course)\n- What are the teaching times for [Vapaaehtoistyö - Osallistuminen vapaaehtoistyöhön](course)\n- [Rasismi ja antirasismi](course) times\n- [Inclusiveness in Local Innovation Environments](course) hours\n- I want to know when [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](course) teaching times are\n- I want to know teaching times of [Speakers Series](course)\n- I want to know the schedule of [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](course)\n- I want to know when the lectures in course [Bioinformatics work course](course) are- Schedule [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy](course)\n- [Tilastotieteen johdantokurssi, syksy](course) schedule\n- [Talousviestintä / Wirtschaftskommunikation](course) weekly schedule\n- [Hydrogel Journal Club](course) weekly\n- What is the schedule for [The European Union (book exam/essay)](course)\n- What is the schedule [Käytännön opetus ja ohjaus - STYA3B1 Taitoseminaari](course)\n- When are classes for [Principles of Programming Graphical User Interfaces](course)\n- Classes [Valinnainen jakso: Johdatus tiedeviestintään](course)\n- When are classes [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](course)\n- Teaching times [Aikuiskasvatus ja työelämä, kirjatentti slk tai klk](course)\n- Teaching hours [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course)\n- Teaching [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course)\n- [v](course) teaching\n- Week [Tilastomenetelmien perusteet, iltaryhmä](course)\n- Lectures [Orientation - Orientation to studying in the Software Development programme](course)\n- When are lectures [Strategia ja yrittäjyys](course)\n- Hours weekly [Kognitiiviseen käyttäytymisterapiaan pohjautuvat interventiot](course)\n- When are the classes [Journalistinen kieli - Tekstinhuolto](course) weekly\n- [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course) teaching times\n- When are [Tuutorina toimiminen](course) teaching times\n- What are [Kielellinen vaihtelu/Språklig variation](course) teaching times\n- When are lectures [Terve ja turvallinen kouluyhteisö](course)\n- The schedule for [International Business Law](course)\n- What are the teaching times for [Johdatus viestinnän tutkimukseen ja analyysiin - kirjatentti](course)\n- [Tieteellinen kirjoittaminen / Wissenschaftliches Schreiben](course) times\n- [Orientoivat opinnot ja HOPS](course) hours\n- I want to know when [International Work Experience](course) teaching times are\n- I want to know teaching times of [Human-Technology Interaction Project Work](course)\n- I want to know the schedule of [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- I want to know when the lectures in course [Business Translation Seminar Finnish - English](course) are- Schedule [Vieraan kielen taito, perustaso](course)\n- [Erikoiskurssi](course) schedule\n- [Historian tutkimusprosessi ja historiantutkijan etiikka](course) weekly schedule\n- [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course) weekly\n- What is the schedule for [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](course)\n- What is the schedule [Business Writing](course)\n- When are classes for [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- Classes [Sopimusoikeuden syventävä opintojakso](course)\n- When are classes [Kirjallinen viestintä I/Skriftlig kommunikation I](course)\n- Teaching times [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSO-opintosuunnan ryhmä)](course)\n- Teaching hours [Terve ja turvallinen kouluyhteisö](course)\n- Teaching [Venäjän kielen rakenne - Morfologia](course)\n- [v](course) teaching\n- Week [Viestinnän ja median tutkimussuuntauksia](course)\n- Lectures [Kasvatushistoria, kirjatentti, Seinäjoki](course)\n- When are lectures [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course)\n- Hours weekly [Empiirinen projekti](course)\n- When are the classes [TUTU1 Tulevaisuusajattelu ja skenaariot](course) weekly\n- [Dramaturgia: Musikaalin dramaturgia](course) teaching times\n- When are [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) teaching times\n- What are [Liiketoimintaympäristön taloustiede](course) teaching times\n- When are lectures [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- The schedule for [Research in Practice](course)\n- What are the teaching times for [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course)\n- [Kansainvälisen politiikan johdantokurssi (kirjatentti)](course) times\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) hours\n- I want to know when [Finnish Survival Course](course) teaching times are\n- I want to know teaching times of [Thesis seminar](course)\n- I want to know the schedule of [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](course)\n- I want to know when the lectures in course [Populaarikulttuuri ja -kirjallisuus](course) are\n- Schedule [HALKOS23](course)\n- [KASSG](course) schedule\n- [TERKAN1](course) weekly schedule\n- [YKTT10.2](course) weekly\n- What is the schedule for [HISA4](course)\n- What is the schedule [BIO4230](course)\n- When are classes for [KASSO1](course)\n- Classes [KKRUKTMO](course)\n- When are classes [LFCS03](course)\n- Teaching times [SOS6.3.2](course)\n- Teaching hours [KATVAS31](course)\n- Teaching [HALJTS03](course)\n- [v](course) teaching\n- Week [GTS1](course)\n- Lectures [KASPUHA4](course)\n- When are lectures [JKKYTUO2](course)\n- Hours weekly [STYS2A](course)\n- When are the classes [KASMULTI2B](course) weekly\n- [POMLFCS3](course) teaching times\n- When are [LOGA8](course) teaching times\n- What are [KKSUPRO](course) teaching times\n- When are lectures [TERA6](course)\n- The schedule for [KASERIT4](course)\n- What are the teaching times for [HALKAS15](course)\n- [HALKAP01](course) times\n- [HISA2](course) hours\n- I want to know when [KATMAP11](course) teaching times are\n- I want to know teaching times of [ESPFP1](course)\n- I want to know the schedule of [HALJUA61](course)\n- I want to know when the lectures in course [TERHOJ1](course) are- Schedule [MVKS40/62](course)\n- [ITIS35](course) schedule\n- [KKIN5](course) weekly schedule\n- [MTTTP1](course) weekly\n- What is the schedule for [DPHSR401](course)\n- What is the schedule [KASA15](course)\n- When are classes for [TERKANA5](course)\n- Classes [TAYJ041](course)\n- When are classes [RUST5/VENS10](course)\n- Teaching times [KASVAR7](course)\n- Teaching hours [KATVAS11](course)\n- Teaching [KKRUKTK](course)\n- [v](course) teaching\n- Week [POLVOS10](course)\n- Lectures [KAMYVS99](course)\n- When are lectures [FILP3B](course)\n- Hours weekly [KKENMP3](course)\n- When are the classes [TERY4](course) weekly\n- [MTTMP4](course) teaching times\n- When are [HISA2](course) teaching times\n- What are [BIO2350](course) teaching times\n- When are lectures [MTTTP4](course)\n- The schedule for [MVKS42V](course)\n- What are the teaching times for [BTK2051](course)\n- [KATTAS11](course) times\n- [SUOV3](course) hours\n- I want to know when [YKYYHT4B](course) teaching times are\n- I want to know teaching times of [TIEP1](course)\n- I want to know the schedule of [KATMAA99](course)\n- I want to know when the lectures in course [KKES1](course) are- Schedule [SOS10.6](course)\n- [ENGA10](course) schedule\n- [TAYJ032](course) weekly schedule\n- [PSYS4](course) weekly\n- What is the schedule for [BTK4311](course)\n- What is the schedule [MTTMA4](course)\n- When are classes for [ITIA11](course)\n- Classes [TIETS41](course)\n- When are classes [KASLOM10](course)\n- Teaching times [HISA3A](course)\n- Teaching hours [KASVAR7](course)\n- Teaching [KKSA3](course)\n- [v](course) teaching\n- Week [KKSUBMT](course)\n- Lectures [KATYVA99](course)\n- When are lectures [COSOPN2](course)\n- Hours weekly [HALKAS15](course)\n- When are the classes [SUOS4](course) weekly\n- [LATAP4](course) teaching times\n- When are [KATYVS27](course) teaching times\n- What are [KASLOK1](course) teaching times\n- When are lectures [ITIA11](course)\n- The schedule for [DPHSS204](course)\n- What are the teaching times for [SOS4.3](course)\n- [KKSUPRO](course) times\n- [KKSUPRO](course) hours\n- I want to know when [HISA2](course) teaching times are\n- I want to know teaching times of [POLKAA99](course)\n- I want to know the schedule of [TIETS46](course)\n- I want to know when the lectures in course [HALJTA04](course) are\n- Schedule [KASLOE4.3](course)\n- [KASLOM7](course) schedule\n- [PEDAYOP4](course) weekly schedule\n- [KASA2](course) weekly\n- What is the schedule for [KASA13](course)\n- What is the schedule [DPEDUB.1B](course)\n- When are classes for [BTK1015](course)\n- Classes [LUOYY020](course)\n- When are classes [STYVA](course)\n- Teaching times [ENGS42](course)\n- Teaching hours [TERA6](course)\n- Teaching [DPCMTJT3](course)\n- [v](course) teaching\n- Week [SAKP4](course)\n- Lectures [KASSM2](course)\n- When are lectures [JOVTS5](course)\n- Hours weekly [KATJOA12](course)\n- When are the classes [VENA6](course) weekly\n- [KIRS5](course) teaching times\n- When are [HISA2](course) teaching times\n- What are [JOVA11](course) teaching times\n- When are lectures [MOLI](course)\n- The schedule for [ROMAP1](course)\n- What are the teaching times for [RANS1](course)\n- [KASVAR6](course) times\n- [SAKS5](course) hours\n- I want to know when [LOGS8](course) teaching times are\n- I want to know teaching times of [KKIN5](course)\n- I want to know the schedule of [POLKVA42](course)\n- I want to know when the lectures in course [POLKVS40](course) are\n- Schedule [POLVOS27](course)\n- [JOUJOVTS](course) schedule\n- [KATJOA14](course) weekly schedule\n- [HALJUA63](course) weekly\n- What is the schedule for [KATLAS20](course)\n- What is the schedule [KIRA3G](course)\n- When are classes for [PSYS6A](course)\n- Classes [KATLITO8](course)\n- When are classes [ENGS13/15-16](course)\n- Teaching times [KASA10](course)\n- Teaching hours [JOVA9](course)\n- Teaching [DPJKKKS](course)\n- [v](course) teaching\n- Week [MTTA2](course)\n- Lectures [NAM-IV](course)\n- When are lectures [ENGA13](course)\n- Hours weekly [SOSM6.3](course)\n- When are the classes [KKSA3](course) weekly\n- [KASLOE1.1](course) teaching times\n- When are [POLVOA41](course) teaching times\n- What are [SOS1](course) teaching times\n- When are lectures [BIO2085](course)\n- The schedule for [KATYVA41](course)\n- What are the teaching times for [HALKAA15](course)\n- [KASA15](course) times\n- [LUOYY019](course) hours\n- I want to know when [ENGP6](course) teaching times are\n- I want to know teaching times of [FILP1B](course)\n- I want to know the schedule of [TERHOIA7](course)\n- I want to know when the lectures in course [KKENVAL1](course) are\n- Schedule [TERKANP6](course)\n- [KASLOM10](course) schedule\n- [KATJOA14](course) weekly schedule\n- [POLKVA42](course) weekly\n- What is the schedule for [KKVE3](course)\n- What is the schedule [PSYA10](course)\n- When are classes for [SAKP0](course)\n- Classes [KATRAA11](course)\n- When are classes [KIRA4D](course)\n- Teaching times [KASA9](course)\n- Teaching hours [KASLOM10](course)\n- Teaching [TRSU03](course)\n- [v](course) teaching\n- Week [LOGS1](course)\n- Lectures [KASLOK1](course)\n- When are lectures [MOLI](course)\n- Hours weekly [VENP4](course)\n- When are the classes [POHA14](course) weekly\n- [HTIS87](course) teaching times\n- When are [TRSU05](course) teaching times\n- What are [ITIA03](course) teaching times\n- When are lectures [BTK1031](course)\n- The schedule for [TAYJ12](course)\n- What are the teaching times for [LUOYY004](course)\n- [TRMU1](course) times\n- [KASLOM10](course) hours\n- I want to know when [TERY6](course) teaching times are\n- I want to know teaching times of [TSEKP3](course)\n- I want to know the schedule of [MVKS26](course)\n- I want to know when the lectures in course [TRMU1](course) are\n- Schedule [KKENYHT](course)\n- [TIETA6](course) schedule\n- [JOUJOVTS](course) weekly schedule\n- [TAYJ12](course) weekly\n- What is the schedule for [KATJOA12](course)\n- What is the schedule [SOS3](course)\n- When are classes for [POLKVA32](course)\n- Classes [JOVMS2A](course)\n- When are classes [POLVOS40](course)\n- Teaching times [TAYJ041](course)\n- Teaching hours [HALHAS17](course)\n- Teaching [STYA3A2](course)\n- [v](course) teaching\n- Week [KKVE4](course)\n- Lectures [POLKAA99](course)\n- When are lectures [BTK5001](course)\n- Hours weekly [KASP5](course)\n- When are the classes [MVKS54-56](course) weekly\n- [KASLOM2](course) teaching times\n- When are [RUST1/RUST3](course) teaching times\n- What are [MTTMA2](course) teaching times\n- When are lectures [HALYHT](course)\n- The schedule for [BTK4501](course)\n- What are the teaching times for [STYA1A](course)\n- [KKSUYHT](course) times\n- [TERTIETO2](course) hours\n- I want to know when [KATVAS99](course) teaching times are\n- I want to know teaching times of [KKES3](course)\n- I want to know the schedule of [TIEY4](course)\n- I want to know when the lectures in course [SUOR4/A6](course) are\n- Schedule [JOVAT1](course)\n- [KATTAS22A](course) schedule\n- [KATYVS11](course) weekly schedule\n- [KASA2](course) weekly\n- What is the schedule for [ENGP3](course)\n- What is the schedule [KATMAA16](course)\n- When are classes for [KKIN5](course)\n- Classes [POLPOP04](course)\n- When are classes [JKKYVP11](course)\n- Teaching times [LOGS3](course)\n- Teaching hours [TAYJ026](course)\n- Teaching [KASP5](course)\n- [v](course) teaching\n- Week [RANSV5](course)\n- Lectures [SUOS4](course)\n- When are lectures [HTIY006](course)\n- Hours weekly [MVKS54](course)\n- When are the classes [SAKA4](course) weekly\n- [KASA12](course) teaching times\n- When are [KATLAS17](course) teaching times\n- What are [HTIY005](course) teaching times\n- When are lectures [POLKVA43](course)\n- The schedule for [TRSU01](course)\n- What are the teaching times for [KATYVP11](course)\n- [KASP3](course) times\n- [DPHSF503](course) hours\n- I want to know when [KASPUHP3](course) teaching times are\n- I want to know teaching times of [SOSM5.1](course)\n- I want to know the schedule of [KATVAA13](course)\n- I want to know when the lectures in course [ENGA6](course) are\n- Schedule [TIEA3](course)\n- [KASP1](course) schedule\n- [KASELOHA](course) weekly schedule\n- [HISP1](course) weekly\n- What is the schedule for [HISA1B](course)\n- What is the schedule [KASA11](course)\n- When are classes for [KKSUPRO](course)\n- Classes [KATJOS43](course)\n- When are classes [LOGP3](course)\n- Teaching times [ITIA03](course)\n- Teaching hours [TERVAL4](course)\n- Teaching [KIRA2](course)\n- [v](course) teaching\n- Week [KATMAS13](course)\n- Lectures [PSYS7](course)\n- When are lectures [HALKAS12](course)\n- Hours weekly [TERY4](course)\n- When are the classes [DPHSFC06](course) weekly\n- [LOGS3](course) teaching times\n- When are [KASVAR11](course) teaching times\n- What are [KKRUYHT](course) teaching times\n- When are lectures [KATTAP11](course)\n- The schedule for [BTK4620](course)\n- What are the teaching times for [KASLOM6](course)\n- [JOVA13](course) times\n- [FILT10](course) hours\n- I want to know when [MOLI](course) teaching times are\n- I want to know teaching times of [JOVA15](course)\n- I want to know the schedule of [KASLOH3](course)\n- I want to know when the lectures in course [YKYYHT3](course) are\n- Schedule [KASLOH3](course)\n- [KATVAS11](course) schedule\n- [KASP4](course) weekly schedule\n- [HALJTA12](course) weekly\n- What is the schedule for [TAYJ033](course)\n- What is the schedule [HISS1A](course)\n- When are classes for [KASA13](course)\n- Classes [MOLI](course)\n- When are classes [YKYYV07](course)\n- Teaching times [TIEP1](course)\n- Teaching hours [POHA4/POHS4](course)\n- Teaching [SAKA5](course)\n- [v](course) teaching\n- Week [HISA1B](course)\n- Lectures [LFCS03](course)\n- When are lectures [POLKVA23](course)\n- Hours weekly [DPIT2](course)\n- When are the classes [POHA1](course) weekly\n- [TIEY2](course) teaching times\n- When are [ITIA03](course) teaching times\n- What are [KASP1-2, KASP5](course) teaching times\n- When are lectures [KASA13](course)\n- The schedule for [KASELOHA](course)\n- What are the teaching times for [LUOYY005](course)\n- [LOGA7](course) times\n- [PEDA1](course) hours\n- I want to know when [STYS2B](course) teaching times are\n- I want to know teaching times of [KATVAA12](course)\n- I want to know the schedule of [LTLY01](course)\n- I want to know when the lectures in course [MTTTA13](course) are\n- Schedule [ENGP7](course)\n- [VENP1](course) schedule\n- [LOGS3](course) weekly schedule\n- [SOS10.2](course) weekly\n- What is the schedule for [TIEA2.1A](course)\n- What is the schedule [KASLOH3](course)\n- When are classes for [HALTTS13](course)\n- Classes [VENS13](course)\n- When are classes [HISA2](course)\n- Teaching times [KASVAR2](course)\n- Teaching hours [KATJOS12](course)\n- Teaching [LTLY01](course)\n- [v](course) teaching\n- Week [KATTAA21](course)\n- Lectures [DPHSM304](course)\n- When are lectures [COSOPON3](course)\n- Hours weekly [TRSU02](course)\n- When are the classes [KKRULL](course) weekly\n- [MEDU07](course) teaching times\n- When are [KASP3](course) teaching times\n- What are [HALJTA12](course) teaching times\n- When are lectures [KASA13](course)\n- The schedule for [KATTAA90](course)\n- What are the teaching times for [KATVRP12](course)\n- [KASVAR11](course) times\n- [TIEP3](course) hours\n- I want to know when [KASS1](course) teaching times are\n- I want to know teaching times of [LUOYA200](course)\n- I want to know the schedule of [POLKVS22](course)\n- I want to know when the lectures in course [ENGA9](course) are\n- Schedule [HTIS51](course)\n- [KATYVA12](course) schedule\n- [JKKYOA12](course) weekly schedule\n- [ENGA6](course) weekly\n- What is the schedule for [KASP5](course)\n- What is the schedule [KASP4](course)\n- When are classes for [STYS2A](course)\n- Classes [SOS4.5](course)\n- When are classes [JOVTS5](course)\n- Teaching times [FILP1A](course)\n- Teaching hours [JKKYVP11](course)\n- Teaching [YKYYV07](course)\n- [v](course) teaching\n- Week [TAYJ035](course)\n- Lectures [KKSU2](course)\n- When are lectures [MOLI](course)\n- Hours weekly [LATAP2](course)\n- When are the classes [SOS10.1.4](course) weekly\n- [ENGS13](course) teaching times\n- When are [KKSUOPE](course) teaching times\n- What are [BIO4470](course) teaching times\n- When are lectures [KASTUTVA](course)\n- The schedule for [PSYA7](course)\n- What are the teaching times for [POLVOA42/S25](course)\n- [DPHSF501](course) times\n- [MVKS42V](course) hours\n- I want to know when [POHP0](course) teaching times are\n- I want to know teaching times of [KATLITO4](course)\n- I want to know the schedule of [BTK4300](course)\n- I want to know when the lectures in course [TIEA4](course) are\n- Schedule [KKENKTM](course)\n- [KATYVA35](course) schedule\n- [ENGP3](course) weekly schedule\n- [PEACE045](course) weekly\n- What is the schedule for [TRSU07](course)\n- What is the schedule [PSYS6B](course)\n- When are classes for [JOUJOVTS](course)\n- Classes [POHP0](course)\n- When are classes [RANA5](course)\n- Teaching times [HALHAS21](course)\n- Teaching hours [KASP5](course)\n- Teaching [POMLFCS2](course)\n- [v](course) teaching\n- Week [HTIS50](course)\n- Lectures [HALHAS21](course)\n- When are lectures [TERHOI4](course)\n- Hours weekly [HISA1B](course)\n- When are the classes [POLKAA99](course) weekly\n- [LOGP1](course) teaching times\n- When are [ITIP5](course) teaching times\n- What are [PEACE045](course) teaching times\n- When are lectures [HISS2](course)\n- The schedule for [DPLSSEM](course)\n- What are the teaching times for [POLKVA33](course)\n- [BTK1061](course) times\n- [KATVAA15](course) hours\n- I want to know when [KKENKTMO](course) teaching times are\n- I want to know teaching times of [POLKVA31](course)\n- I want to know the schedule of [KASELOHA](course)\n- I want to know when the lectures in course [JKKYY](course) are\n- Schedule [LATAP1](course)\n- [KATTAS36](course) schedule\n- [KATYVA33](course) weekly schedule\n- [KASP1](course) weekly\n- What is the schedule for [ESPFP1](course)\n- What is the schedule [JOVTS5](course)\n- When are classes for [KASVAR7](course)\n- Classes [HISA2](course)\n- When are classes [SUOA3](course)\n- Teaching times [TIETS43](course)\n- Teaching hours [SAKS5](course)\n- Teaching [KKENLL](course)\n- [v](course) teaching\n- Week [KASLOE6.5](course)\n- Lectures [KASA13](course)\n- When are lectures [BIO2085](course)\n- Hours weekly [HALJTA99](course)\n- When are the classes [LUOYY023](course) weekly\n- [SOS10.6](course) teaching times\n- When are [HALJUA61](course) teaching times\n- What are [POLKVA11](course) teaching times\n- When are lectures [KATJOA99](course)\n- The schedule for [ITIS23](course)\n- What are the teaching times for [STYA6](course)\n- [KKVE4](course) times\n- [KASVART3](course) hours\n- I want to know when [VENA8](course) teaching times are\n- I want to know teaching times of [NORDIG2](course)\n- I want to know the schedule of [TERHOIA4](course)\n- I want to know when the lectures in course [KIRP5](course) are\n- Schedule [BTK1031](course)\n- [SOS6.3.2](course) schedule\n- [SOSM6.1](course) weekly schedule\n- [COSOPC3](course) weekly\n- What is the schedule for [YKYYHT5](course)\n- What is the schedule [HISA4](course)\n- When are classes for [MEDU10](course)\n- Classes [POHA4/POHS4](course)\n- When are classes [POLVOS27](course)\n- Teaching times [MVKS18E](course)\n- Teaching hours [POLKVA41](course)\n- Teaching [TERA6](course)\n- [v](course) teaching\n- Week [KATVRS60](course)\n- Lectures [LTLY16](course)\n- When are lectures [TERY4](course)\n- Hours weekly [POLKVA12](course)\n- When are the classes [POHP6](course) weekly\n- [BIO2085](course) teaching times\n- When are [ITIS42](course) teaching times\n- What are [JOVPVS10](course) teaching times\n- When are lectures [RANP2](course)\n- The schedule for [KKSUOPE](course)\n- What are the teaching times for [STYA3A](course)\n- [BTK4090](course) times\n- [KASSY5](course) hours\n- I want to know when [RANAV3](course) teaching times are\n- I want to know teaching times of [KKENPRE1](course)\n- I want to know the schedule of [TIETA11](course)\n- I want to know when the lectures in course [SOS10.6](course) are\n- Schedule [JOVA4](course)\n- [HISP1](course) schedule\n- [BIO4450](course) weekly schedule\n- [TIETS07](course) weekly\n- What is the schedule for [ENGS7-9](course)\n- What is the schedule [POHP3](course)\n- When are classes for [TRMU1](course)\n- Classes [KASMULTI2C](course)\n- When are classes [POLVOA31](course)\n- Teaching times [LOGP1](course)\n- Teaching hours [LOGA9](course)\n- Teaching [SAKD5](course)\n- [v](course) teaching\n- Week [LTLY16](course)\n- Lectures [SOSM5.1](course)\n- When are lectures [ENGP8](course)\n- Hours weekly [RANA1](course)\n- When are the classes [KATLAA22](course) weekly\n- [TERHOIA1](course) teaching times\n- When are [YKYY0](course) teaching times\n- What are [KKSUVAL3](course) teaching times\n- When are lectures [BTK4410](course)\n- The schedule for [KATMAS14](course)\n- What are the teaching times for [YKT06.2](course)\n- [TIEP3](course) times\n- [HALHAA13](course) hours\n- I want to know when [POLKVA22](course) teaching times are\n- I want to know teaching times of [KASLOM10](course)\n- I want to know the schedule of [ITIP5](course)\n- I want to know when the lectures in course [TAYJ029](course) are\n- Schedule [SAKP2](course)\n- [MVKS11](course) schedule\n- [DPJKKHS](course) weekly schedule\n- [KKENVAL4](course) weekly\n- What is the schedule for [GTS1](course)\n- What is the schedule [BTK2036](course)\n- When are classes for [SAKP4](course)\n- Classes [TIEA2.1B](course)\n- When are classes [SOS08.2](course)\n- Teaching times [KASVAR11](course)\n- Teaching hours [KASLOM8](course)\n- Teaching [PEACE2](course)\n- [v](course) teaching\n- Week [KIRS4](course)\n- Lectures [KASSY5](course)\n- When are lectures [HALYAA99](course)\n- Hours weekly [MTTTS11](course)\n- When are the classes [KKSU1](course) weekly\n- [SOS6.1.3](course) teaching times\n- When are [KASA6](course) teaching times\n- What are [LOGP2](course) teaching times\n- When are lectures [KATVRS60](course)\n- The schedule for [BTK1015](course)\n- What are the teaching times for [JOVA18](course)\n- [POLKVA41](course) times\n- [SOCYKV2/RES012](course) hours\n- I want to know when [TERTIETO1](course) teaching times are\n- I want to know teaching times of [STYP5](course)\n- I want to know the schedule of [MVKS02](course)\n- I want to know when the lectures in course [PSYS2](course) are\n- Schedule [DPJKKPS](course)\n- [KATJOA12](course) schedule\n- [RANP6](course) weekly schedule\n- [POLVOA31](course) weekly\n- What is the schedule for [HISS2](course)\n- What is the schedule [DPHSFC06](course)\n- When are classes for [KASA12](course)\n- Classes [STYA5](course)\n- When are classes [COSOPN2](course)\n- Teaching times [KASVAR2](course)\n- Teaching hours [TAYJ024](course)\n- Teaching [KKENVAL1](course)\n- [v](course) teaching\n- Week [PSYS7](course)\n- Lectures [KKSUHUK1](course)\n- When are lectures [KASLOH3](course)\n- Hours weekly [KASP2](course)\n- When are the classes [JOVA21](course) weekly\n- [TIETS18](course) teaching times\n- When are [BIO4380](course) teaching times\n- What are [POMLFCS2](course) teaching times\n- When are lectures [KASERIT3](course)\n- The schedule for [KKSUPRO](course)\n- What are the teaching times for [KKENKTM](course)\n- [SUOK2/A6/S8](course) times\n- [TAYJ024](course) hours\n- I want to know when [PSYS10](course) teaching times are\n- I want to know teaching times of [MVKS39V](course)\n- I want to know the schedule of [MOLI](course)\n- I want to know when the lectures in course [HALJUA99](course) are\n- Schedule [KASVAR7](course)\n- [TAYJ11](course) schedule\n- [HISA2](course) weekly schedule\n- [KASA13](course) weekly\n- What is the schedule for [KASA3](course)\n- What is the schedule [KATJOA12](course)\n- When are classes for [BTK4121](course)\n- Classes [KATYVS42](course)\n- When are classes [POLKVA41](course)\n- Teaching times [ENGS44](course)\n- Teaching hours [POLVOS21](course)\n- Teaching [SOS3](course)\n- [v](course) teaching\n- Week [JOVTS5](course)\n- Lectures [BTK2112](course)\n- When are lectures [KASA13](course)\n- Hours weekly [JOVKA5](course)\n- When are the classes [JKKYVP11](course) weekly\n- [KASLOE6.5](course) teaching times\n- When are [POLVOS22](course) teaching times\n- What are [FILA2](course) teaching times\n- When are lectures [POLVOS26](course)\n- The schedule for [KASLOE7.2](course)\n- What are the teaching times for [KKSU1](course)\n- [SAKP0](course) times\n- [ROMAP3](course) hours\n- I want to know when [KASA11](course) teaching times are\n- I want to know teaching times of [SAKA6](course)\n- I want to know the schedule of [KKVE3](course)\n- I want to know when the lectures in course [STYS2A](course) are\n- Schedule [MTTTY1](course)\n- [KASP1](course) schedule\n- [POLKVA41](course) weekly schedule\n- [SOS9](course) weekly\n- What is the schedule for [HALJUA23](course)\n- What is the schedule [FILAPRO](course)\n- When are classes for [VENP3/VENK1](course)\n- Classes [LUOYY027](course)\n- When are classes [KKRUYHT](course)\n- Teaching times [POLVOS27](course)\n- Teaching hours [BTK4620](course)\n- Teaching [BTK4030](course)\n- [v](course) teaching\n- Week [TERKAN18](course)\n- Lectures [IGS006](course)\n- When are lectures [DPEDUB.2](course)\n- Hours weekly [ITIP5](course)\n- When are the classes [LOGS8](course) weekly\n- [LOGP2](course) teaching times\n- When are [KATJOA15](course) teaching times\n- What are [LUOYY006](course) teaching times\n- When are lectures [HTIS50](course)\n- The schedule for [POLVOS40](course)\n- What are the teaching times for [ESPFA4](course)\n- [HIST04](course) times\n- [MOLI](course) hours\n- I want to know when [KATTAS22B](course) teaching times are\n- I want to know teaching times of [POLVOS21](course)\n- I want to know the schedule of [POLKVS99](course)\n- I want to know when the lectures in course [LFCS02](course) are\n- Schedule [KATLAS20](course)\n- [SUKKP1](course) schedule\n- [KKSU9](course) weekly schedule\n- [MTTMS3](course) weekly\n- What is the schedule for [HALJUA24](course)\n- What is the schedule [KATLAS24](course)\n- When are classes for [KASS2](course)\n- Classes [STYVA](course)\n- When are classes [KASSA5](course)\n- Teaching times [MTTTP5](course)\n- Teaching hours [STYS3B2](course)\n- Teaching [KIRA2](course)\n- [v](course) teaching\n- Week [KASMULTI4](course)\n- Lectures [ESPFA6](course)\n- When are lectures [KKRUBMT](course)\n- Hours weekly [SOS4.2](course)\n- When are the classes [KATLAS14](course) weekly\n- [LOGA7](course) teaching times\n- When are [HALJUA44](course) teaching times\n- What are [ENGS7-9](course) teaching times\n- When are lectures [POHP4](course)\n- The schedule for [LFCOR](course)\n- What are the teaching times for [STYP2](course)\n- [TIETA18](course) times\n- [MTTS1](course) hours\n- I want to know when [STYS3B2](course) teaching times are\n- I want to know teaching times of [KATLITO5](course)\n- I want to know the schedule of [TIEA5](course)\n- I want to know when the lectures in course [KATMAA99](course) are\n- Schedule [KAMYVS99](course)\n- [SOS9](course) schedule\n- [PEACE2](course) weekly schedule\n- [KASLOE6.4](course) weekly\n- What is the schedule for [POLKVS31](course)\n- What is the schedule [POLVOA21/22/S22](course)\n- When are classes for [POHA1](course)\n- Classes [KATYVP11](course)\n- When are classes [JOVP2](course)\n- Teaching times [FILA9](course)\n- Teaching hours [KASLOE4.1](course)\n- Teaching [BIO4470](course)\n- [v](course) teaching\n- Week [JOVPVS5](course)\n- Lectures [FILA1](course)\n- When are lectures [DPLS01](course)\n- Hours weekly [RANSV5](course)\n- When are the classes [KKENYHT](course) weekly\n- [POLVOA31](course) teaching times\n- When are [BTK1053](course) teaching times\n- What are [KATLAA22](course) teaching times\n- When are lectures [KKENYHT](course)\n- The schedule for [PEACE046](course)\n- What are the teaching times for [KATVAA11](course)\n- [JKKYPS1](course) times\n- [MTTMY1](course) hours\n- I want to know when [PCP02/NAM-VII](course) teaching times are\n- I want to know teaching times of [KASA11](course)\n- I want to know the schedule of [KATTAA40](course)\n- I want to know when the lectures in course [HISA1B](course) are\n- Schedule [KASP5](course)\n- [KKENVAL7](course) schedule\n- [SOSM5.1](course) weekly schedule\n- [DPIS1](course) weekly\n- What is the schedule for [KASLTT](course)\n- What is the schedule [JKKYINA11](course)\n- When are classes for [LOGA3](course)\n- Classes [TIEP1](course)\n- When are classes [KKES1](course)\n- Teaching times [HALHAS20](course)\n- Teaching hours [POHP1](course)\n- Teaching [LUOYY006](course)\n- [v](course) teaching\n- Week [HALTTS13](course)\n- Lectures [MVKS26](course)\n- When are lectures [KATTAS22A](course)\n- Hours weekly [KASSY4](course)\n- When are the classes [KASLOM1](course) weekly\n- [FILAPRO](course) teaching times\n- When are [DPJKK20](course) teaching times\n- What are [KASSY4](course) teaching times\n- When are lectures [VENA13](course)\n- The schedule for [HISS2](course)\n- What are the teaching times for [POHA2](course)\n- [YKT6.6.3](course) times\n- [TERA1](course) hours\n- I want to know when [JKKYTU01](course) teaching times are\n- I want to know teaching times of [KATLITO8](course)\n- I want to know the schedule of [STYA7](course)\n- I want to know when the lectures in course [HALTTS11](course) are\n- Schedule [KATJOA13](course)\n- [STYA1A](course) schedule\n- [BTK1013](course) weekly schedule\n- [KATVAS12](course) weekly\n- What is the schedule for [KASP5](course)\n- What is the schedule [HISJATKO](course)\n- When are classes for [SAKA5](course)\n- Classes [PSYS16](course)\n- When are classes [JOVY2](course)\n- Teaching times [MTTTA1](course)\n- Teaching hours [KKKI1](course)\n- Teaching [HISA4](course)\n- [v](course) teaching\n- Week [STYS2A](course)\n- Lectures [SUKKP2](course)\n- When are lectures [HALYAA14](course)\n- Hours weekly [KKSA3](course)\n- When are the classes [PEDAYOP2](course) weekly\n- [MVKS29](course) teaching times\n- When are [PSYS16](course) teaching times\n- What are [KKSAPRE2](course) teaching times\n- When are lectures [TECHS2](course)\n- The schedule for [KIRS4](course)\n- What are the teaching times for [KASERIT4](course)\n- [KASSM3](course) times\n- [KASLOE7.1](course) hours\n- I want to know when [TERVAL7](course) teaching times are\n- I want to know teaching times of [KASA10](course)\n- I want to know the schedule of [BTK1031](course)\n- I want to know when the lectures in course [YKT09.6](course) are\n- Schedule [KASLOM5](course)\n- [FILA9](course) schedule\n- [TAYJ032](course) weekly schedule\n- [KKES2](course) weekly\n- What is the schedule for [KASA15](course)\n- What is the schedule [YKT6.6.4](course)\n- When are classes for [HALYAA99](course)\n- Classes [PSYA1](course)\n- When are classes [FILA2](course)\n- Teaching times [SOS4.3](course)\n- Teaching hours [KATLAP21](course)\n- Teaching [SUOP3](course)\n- [v](course) teaching\n- Week [JOVP2](course)\n- Lectures [ITIA03](course)\n- When are lectures [HALYAA12](course)\n- Hours weekly [TIETA13](course)\n- When are the classes [SOSM6.3](course) weekly\n- [PSYS2](course) teaching times\n- When are [TERHOIA3](course) teaching times\n- What are [RANP2](course) teaching times\n- When are lectures [POLVOA31](course)\n- The schedule for [HALKAA15](course)\n- What are the teaching times for [POLVOA31/32/S26](course)\n- [LOGS1](course) times\n- [KATYVA99](course) hours\n- I want to know when [HTIS54](course) teaching times are\n- I want to know teaching times of [KKSU6](course)\n- I want to know the schedule of [KATYVS21](course)\n- I want to know when the lectures in course [SOSM6.1](course) are\n- Schedule [PCP11](course)\n- [GTS8](course) schedule\n- [KASLOM10](course) weekly schedule\n- [FILA6](course) weekly\n- What is the schedule for [POLVOS40](course)\n- What is the schedule [FILA6](course)\n- When are classes for [POLKVA41](course)\n- Classes [TIETS14](course)\n- When are classes [ENGA12](course)\n- Teaching times [KKVEPRE1](course)\n- Teaching hours [KATTAS21A](course)\n- Teaching [KASERIT1](course)\n- [v](course) teaching\n- Week [KASLOM1](course)\n- Lectures [KIRA1](course)\n- When are lectures [VENP2](course)\n- Hours weekly [KASLOM3](course)\n- When are the classes [PSYA10](course) weekly\n- [POLPOP02](course) teaching times\n- When are [KATJOA13](course) teaching times\n- What are [KASVARH](course) teaching times\n- When are lectures [SAKA5](course)\n- The schedule for [KATYVS23](course)\n- What are the teaching times for [TERTIETO2](course)\n- [SOS6.1.2](course) times\n- [POLVOS26](course) hours\n- I want to know when [POLVOA41](course) teaching times are\n- I want to know teaching times of [TAYJ035](course)\n- I want to know the schedule of [KASA13](course)\n- I want to know when the lectures in course [LFCS03](course) are\n- Schedule [HALKAP01](course)\n- [KKIN1](course) schedule\n- [VENS4](course) weekly schedule\n- [KATLAA99](course) weekly\n- What is the schedule for [VENP3/VENK1](course)\n- What is the schedule [PEACE045](course)\n- When are classes for [JOVTS5](course)\n- Classes [KATLITO3](course)\n- When are classes [KKSU7](course)\n- Teaching times [BIO2200](course)\n- Teaching hours [KASSA1](course)\n- Teaching [JOVA13](course)\n- [v](course) teaching\n- Week [BTK2040](course)\n- Lectures [HALKAS12](course)\n- When are lectures [JOVTS2](course)\n- Hours weekly [KASLOE7.1](course)\n- When are the classes [SOS6.5.2](course) weekly\n- [HISP2](course) teaching times\n- When are [KKSU2](course) teaching times\n- What are [KIRA5](course) teaching times\n- When are lectures [JOVP4](course)\n- The schedule for [KKSAVAL4](course)\n- What are the teaching times for [MEDU02](course)\n- [YKT10.1.2](course) times\n- [PSYP2](course) hours\n- I want to know when [SOSKV3](course) teaching times are\n- I want to know teaching times of [KATLAP21](course)\n- I want to know the schedule of [KASA11](course)\n- I want to know when the lectures in course [TAYJ033](course) are\n- Schedule [HALJUA21](course)\n- [LTLY16](course) schedule\n- [KATLITO5](course) weekly schedule\n- [KKSUKTK](course) weekly\n- What is the schedule for [DPYTCON](course)\n- What is the schedule [ITIS61](course)\n- When are classes for [KIRA3B](course)\n- Classes [HTIS66](course)\n- When are classes [FILS1E](course)\n- Teaching times [MTTMA5](course)\n- Teaching hours [STYA1A](course)\n- Teaching [HTIY006](course)\n- [v](course) teaching\n- Week [TAYJ033](course)\n- Lectures [KKSAVAL3](course)\n- When are lectures [KATVAA11](course)\n- Hours weekly [TAYJ032](course)\n- When are the classes [KASP4](course) weekly\n- [HTIS52](course) teaching times\n- When are [BTK1062](course) teaching times\n- What are [HALVAL1](course) teaching times\n- When are lectures [STYA7](course)\n- The schedule for [SOSM5.2](course)\n- What are the teaching times for [MVKS23](course)\n- [TAYJ031](course) times\n- [KATRAS12](course) hours\n- I want to know when [KASLOH3](course) teaching times are\n- I want to know teaching times of [JOVPVS12](course)\n- I want to know the schedule of [KASSM2](course)\n- I want to know when the lectures in course [KATJOA12](course) are\n- Schedule [KATJOS12](course)\n- [RANP5](course) schedule\n- [KATVRA30](course) weekly schedule\n- [KASA11](course) weekly\n- What is the schedule for [KASVAR9](course)\n- What is the schedule [HTIS66](course)\n- When are classes for [MVKS42V](course)\n- Classes [FILJATKO](course)\n- When are classes [TAYJ12](course)\n- Teaching times [MVKS42S](course)\n- Teaching hours [KASPUHP1](course)\n- Teaching [KATYVA21](course)\n- [v](course) teaching\n- Week [KIRA3C2](course)\n- Lectures [POHP5](course)\n- When are lectures [KKENVAL1](course)\n- Hours weekly [KASA8](course)\n- When are the classes [JOVA21](course) weekly\n- [MVKS11](course) teaching times\n- When are [LUOYY006](course) teaching times\n- What are [SOS1](course) teaching times\n- When are lectures [KATYVA12](course)\n- The schedule for [MVKS38](course)\n- What are the teaching times for [HALYAA99](course)\n- [KIRP1](course) times\n- [POHA1](course) hours\n- I want to know when [KASPUHP2](course) teaching times are\n- I want to know teaching times of [ITIY3](course)\n- I want to know the schedule of [KKSUPRO](course)\n- I want to know when the lectures in course [KASVAR4](course) are\n- Schedule [KATMAP11](course)\n- [KASSO8](course) schedule\n- [POHA14](course) weekly schedule\n- [KKENYHT](course) weekly\n- What is the schedule for [TERA6](course)\n- What is the schedule [KASLOM7](course)\n- When are classes for [HALTTS13](course)\n- Classes [KKENVAL8](course)\n- When are classes [TIEA2.1A](course)\n- Teaching times [KKSUVAL3](course)\n- Teaching hours [POLKVS21](course)\n- Teaching [MVKS40/62](course)\n- [v](course) teaching\n- Week [KKSULL](course)\n- Lectures [TERHOO3](course)\n- When are lectures [PSYS17](course)\n- Hours weekly [KATMAS17](course)\n- When are the classes [KKENYHT](course) weekly\n- [VENA6](course) teaching times\n- When are [VIROP3](course) teaching times\n- What are [KKES3](course) teaching times\n- When are lectures [SUOT4](course)\n- The schedule for [KATTAA40](course)\n- What are the teaching times for [SOS09.3](course)\n- [MTTA2](course) times\n- [BTK4702](course) hours\n- I want to know when [JOVPVS6](course) teaching times are\n- I want to know teaching times of [LOGS9](course)\n- I want to know the schedule of [JOVP1](course)\n- I want to know when the lectures in course [ITIA11](course) are\n\n## intent:kieli\n- Teaching language [Johdatus verkostoanalyysiin](course)\n- Lecture language [Aikuisten neuropsykologinen tutkiminen](course)\n- What is the teaching language in [Johdatus sosiaaliantropologiaan -seminaari](course)\n- Teaching language in [Käännösviestintä suomi-venäjä](course)\n- What language is [Study Skills - Basics of Information Literacy](course)\n- Is [Kirjoitusviestintä / COMS](course) in english\n- Is [Johdatus verkostoanalyysiin](course) in finnish\n- [Johdon laskentatoimen teoria -](course) language\n- [African and Black Diaspora Studies Research Seminar](course) teaching language\n- Is [All You Wanted to Know about Elections - But Never Dared to Ask (POMLFCS1)](course) taught in english\n- Is [Master's thesis seminar and master's thesis](course) taught in english\n- Can I pass [Asiantuntijan puheviestintä ja vuorovaikutus, 1.-2. periodi / VIESTINTÄROHKEUDEN RYHMÄ](course) in english\n- Which language is [Liike-elämän ruotsia I](course)\n- What is [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](course) language\n- What is the language of [Proseminaari](course) is\n- The teaching language of [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](course)\n- What language is used in [Master's Thesis Seminar (2nd year students)](course)\n- Which language [Science and Biotechnology Journal Club](course) is used\n- [Erot, jaot ja niiden rakentuminen, kirjatentti](course) spoken language\n- [Maailmanloppu nyt. Ja ennen.](course) languages\n- What are [Uskontojen antropologiaa](course) languages\n- The [Kääntämisen ja tulkkauksen teoria ja käytäntö - Käännösteoria](course) language\n- [User Experience: Design and Evaluation (TUT/IHTE)](course) teaching languages\n- The language of [Kieli käyttöön/Språket i bruk](course)\n- Teaching language in [Johdatus yhteiskuntahistoriaan](course)\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course) in which language\n- What language do they speak in [Preparatory Course in Communicative Skills](course)\n- I want to know which language [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) is used\n- I want to know the language of [Lehti- ja verkkojournalismi](course)\n- I want to know what language do they speak in [Ympäristön ja alueiden poliittisuus](course)\n- I want to know is [Kasvatushistoria, kirjatentti, Seinäjoki](course) taught in english- Teaching language [Grammaire/Kielioppi](course)\n- Lecture language [Mielenterveys, yhteiskunta ja sukupuoli](course)\n- What is the teaching language in [Johdatus viestinnän tutkimukseen ja analyysiin - verkkokurssi](course)\n- Teaching language in [Puheviestintä ja hyvinvointi](course)\n- What language is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](course)\n- Is [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](course) in english\n- Is [Projektinhallinnan perusteet](course) in finnish\n- [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course) language\n- [Rahoituksen perusteet](course) teaching language\n- Is [Johdanto riskienhallintaan ja vakuuttamiseen](course) taught in english\n- Is [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](course) taught in english\n- Can I pass [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](course) in english\n- Which language is [Talousviestintä / Wirtschaftskommunikation](course)\n- What is [Fighting Against Human Rights Violations](course) language\n- What is the language of [Kasvatus, tieto ja teoria - Luennot](course) is\n- The teaching language of [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course)\n- What language is used in [Logiikka](course)\n- Which language [Lääketieteellisen tutkimuksen etiikka](course) is used\n- [Talous - politiikka - kulttuuri -lukupiiri](course) spoken language\n- [Human Mobility in Peace and Conflict Research](course) languages\n- What are [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](course) languages\n- The [Johdatus tilastotieteeseen](course) language\n- [Kestävän kehityksen käytäntöjä](course) teaching languages\n- The language of [Biotechnical product development](course)\n- Teaching language in [Proseminaari](course)\n- [Moniammatillinen -klinikkaopetus](course) in which language\n- What language do they speak in [Mediakulttuurit / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- I want to know which language [Introduction to Formal Specification](course) is used\n- I want to know the language of [Nuorten ja aikuisten mielenterveyden arviointi](course)\n- I want to know what language do they speak in [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](course)\n- I want to know is [Terveyden edistämisen interventiot](course) taught in english- Teaching language [Kunta- ja aluejohtamisen vaihtuvasisältöinen erikoiskurssi](course)\n- Lecture language [Public Financial Management and Evolving Administrative Structures](course)\n- What is the teaching language in [Science and Biotechnology Journal Club](course)\n- Teaching language in [Opetus, ohjaus, oppiminen, verkko-opetus](course)\n- What language is [Orientation - Orientation to studying in the Degree Programme](course)\n- Is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.3.2019](course) in english\n- Is [Orientation - Orientation to studying in the Software Development programme](course) in finnish\n- [Academic Writing](course) language\n- [Poliittiset instituutiot ja prosessit (kirjatentti/essee)](course) teaching language\n- Is [Kieliopin harjoitukset](course) taught in english\n- Is [Sustainable business practices (Independent study)](course) taught in english\n- Can I pass [Rahatalous](course) in english\n- Which language is [Pro gradu -tutkielma ja -seminaari, tammikuussa 2018 aloittaneet ryhmät](course)\n- What is [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course) language\n- What is the language of [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course) is\n- The teaching language of [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course)\n- What language is used in [Tieteellinen kirjoittaminen / LUO & COMS](course)\n- Which language [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](course) is used\n- [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](course) spoken language\n- [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course) languages\n- What are [Kiina III](course) languages\n- The [Kielellinen merkitys, käyttö ja konteksti](course) language\n- [Continental Model: The Austrian System of Work and Social Security](course) teaching languages\n- The language of [Venäjä III](course)\n- Teaching language in [Syntaksi](course)\n- [Lesen, Verstehen, Schreiben](course) in which language\n- What language do they speak in [Everything You Wanted to Know about Political Parties - But Never Dared to Ask (POMLFCS1)](course)\n- I want to know which language [Inklusiivinen pedagogiikka ja oppimisen tukeminen](course) is used\n- I want to know the language of [Statistics](course)\n- I want to know what language do they speak in [Master's Thesis Seminar in Human-Technology Interaction (Starting Fall term)](course)\n- I want to know is [Työhyvinvointi](course) taught in english- Teaching language [Linguistics II: Meaning and Discourse](course)\n- Lecture language [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](course)\n- What is the teaching language in [Matemaattisen tilastotieteen perusteet](course)\n- Teaching language in [Orientoivat opinnot - Orientoivat opinnot](course)\n- What language is [Hallintotieteen teoriat ja käsitteet](course)\n- Is [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](course) in english\n- Is [Monikielinen käännöstyöpaja](course) in finnish\n- [Venäjän historia, kirjallisuus ja kulttuuri](course) language\n- [Ryhmät ja ryhmien väliset suhteet](course) teaching language\n- Is [Semantiikka ja pragmatiikka / Sémantique et pragmatique](course) taught in english\n- Is [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](course) taught in english\n- Can I pass [Viestintä- ja informaatio-oikeus](course) in english\n- Which language is [Terveystiedon asiantuntijuus (sähköinen tentti)](course)\n- What is [Etnografinen tutkimusprosessi](course) language\n- What is the language of [Usability Evaluation Methods](course) is\n- The teaching language of [Tietojenkäsittelytieteiden opintojakso TTY:ltä](course)\n- What language is used in [Tekoälyn filosofia](course)\n- Which language [Sosiaalityön historia ja tutkimus (kirjatentti)](course) is used\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 12.-13.12.2018](course) spoken language\n- [Kontrastiivisen fonetiikan perusteet -](course) languages\n- What are [Tietotekniikkataidot (syksy)](course) languages\n- The [Laskentatoimen teoria ja IFRS II](course) language\n- [Responsible Business and Social Accounting (Online course)](course) teaching languages\n- The language of [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti](course)\n- Teaching language in [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- [Kandidaattitutkielma ja seminaari (tilastotiede)](course) in which language\n- What language do they speak in [Verkkopalvelujen informaatioarkkitehtuuri](course)\n- I want to know which language [Ranska III](course) is used\n- I want to know the language of [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- I want to know what language do they speak in [Tiedonhankintataidot 3op - Tiedonhankintataidot I - Tiedonhankinnan perusteet](course)\n- I want to know is [Introduction to R](course) taught in english- Teaching language [Tutkielmaseminaari - Tutkielmaseminaari](course)\n- Lecture language [Kandidaatintutkielmaseminaari - Seminaari](course)\n- What is the teaching language in [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](course)\n- Teaching language in [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course)\n- What language is [Taloustieteen matematiikan jatkokurssi](course)\n- Is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](course) in english\n- Is [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](course) in finnish\n- [Europe in transition](course) language\n- [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat POM-opintoihin opinto-oikeuden saaneet opiskelijat](course) teaching language\n- Is [Demola Project](course) taught in english\n- Is [Yritysjuridiikan perusteet](course) taught in english\n- Can I pass [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](course) in english\n- Which language is [Tieteellinen kirjoittaminen / LUO & COMS](course)\n- What is [Improving the quality and safety of health care through outcomes research](course) language\n- What is the language of [Tieteellinen kirjoittaminen](course) is\n- The teaching language of [Asevelvollisuus Suomessa ja kansainvälisesti](course)\n- What language is used in [Asioimistulkkaus venäjä-suomi-venäjä](course)\n- Which language [Hallinto-oikeuden syventävä jakso](course) is used\n- [Keskustelunanalyysi (verkkokurssi), kevät 2019](course) spoken language\n- [Strateginen johtaminen julkisyhteisöissä](course) languages\n- What are [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](course) languages\n- The [Intermediate studies in Computer Science in TUT](course) language\n- [Yksilön työhyvinvointi](course) teaching languages\n- The language of [Tieteellinen seminaarisarja](course)\n- Teaching language in [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- [Kääntämisen ja tulkkauksen teoria ja käytäntö - Terminologia](course) in which language\n- What language do they speak in [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- I want to know which language [Tekstilingvistiikka / Textlinguistik](course) is used\n- I want to know the language of [Visual Peace Research](course)\n- I want to know what language do they speak in [Lain ja hallinnon käännösviestinnän seminaari suomi-venäjä](course)\n- I want to know is [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course) taught in english- Teaching language [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course)\n- Lecture language [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](course)\n- What is the teaching language in [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](course)\n- Teaching language in [Espanja II](course)\n- What language is [Tutkimuksen perusteet ja etiikka](course)\n- Is [Ruotsin kielen kirjallinen ja suullinen viestintä](course) in english\n- Is [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](course) in finnish\n- [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](course) language\n- [Basics of Marketing and Sales -](course) teaching language\n- Is [Demola-projektityö I](course) taught in english\n- Is [Orientaatiopäivä väitöskirjatutkijoille](course) taught in english\n- Can I pass [Tiivistämisen taito](course) in english\n- Which language is [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](course)\n- What is [Neuropsykologinen kuntoutus](course) language\n- What is the language of [Ydinaseet ja kansainvälinen politiikka](course) is\n- The teaching language of [Muutosjohtaminen sosiaalityössä - Sosnet verkkokurssi](course)\n- What language is used in [Kieli ja kielentäminen - 2 vsk (pienryhmät)](course)\n- Which language [Tilastollisen tutkimuksen perusteet](course) is used\n- [Orientoivat opinnot ja HOPS (venäjän kieli, kulttuuri ja kääntäminen)](course) spoken language\n- [Johtamisen ja organisaatioiden perusteet](course) languages\n- What are [Espanja II](course) languages\n- The [Academic Presentations](course) language\n- [Sosiaalioikeus - STYA1A2 Sosiaalioikeus II](course) teaching languages\n- The language of [Saksan kielen valmentava kurssi - Interkulturelles Training](course)\n- Teaching language in [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course)\n- [Sosiaalioikeus I](course) in which language\n- What language do they speak in [Tekninen kirjoittaminen (englanti)](course)\n- I want to know which language [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course) is used\n- I want to know the language of [Klinikkaharjoittelu](course)\n- I want to know what language do they speak in [Bioinformatics tools (autumn 2018)](course)\n- I want to know is [Media and the Arctic (POMLFCS3)](course) taught in english- Teaching language [Lineaarialgebra 1B](course)\n- Lecture language [Terveystieteiden laadulliset tutkimusmenetelmät](course)\n- What is the teaching language in [Liikunta - Liikuntapedagogiikan perusteet - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- Teaching language in [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- What language is [Pro gradu -tutkielma ja -seminaari, tammikuussa 2019 aloittavat ryhmät](course)\n- Is [Kirjallisuus ja kulttuuri/Litteratur och kultur](course) in english\n- Is [Oikeudellisen tutkimuksen perusteet](course) in finnish\n- [Julkisyhteisöjen kirjanpito ja tilinpäätös](course) language\n- [Televisiojournalismi](course) teaching language\n- Is [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course) taught in english\n- Is [Arvonlisäverotuksen syventävä opintojakso](course) taught in english\n- Can I pass [Tutkimustyön perusteet (teemalla Verkostot ja somevaikuttaminen Twitterissä)](course) in english\n- Which language is [Tiedonhankintataidot (hoitotiede)](course)\n- What is [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](course) language\n- What is the language of [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course) is\n- The teaching language of [A Biomedical View of Patenting](course)\n- What language is used in [Tieteellinen kirjoittaminen](course)\n- Which language [Soluviljely (1. vuosikurssin opiskelijoille)](course) is used\n- [Poliittinen filosofia (kirjatentti/essee)](course) spoken language\n- [Thesis seminar](course) languages\n- What are [Comparative Criminal Justice](course) languages\n- The [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](course) language\n- [Espanjan kielen kirjallinen ja suullinen taito](course) teaching languages\n- The language of [Ethnographic Research](course)\n- Teaching language in [Dialogitulkkaus](course)\n- [Venäjän historia, kirjallisuus ja kulttuuri](course) in which language\n- What language do they speak in [Uuden ajan alun murroksia](course)\n- I want to know which language [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](course) is used\n- I want to know the language of [Tutkiva opiskelu (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course)\n- I want to know what language do they speak in [Palvelut ja hyvinvointivaltion murros](course)\n- I want to know is [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course) taught in english- Teaching language [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](course)\n- Lecture language [Pro gradu - seminaari 2018 (jatkava) (vaihe I)](course)\n- What is the teaching language in [Translation and Academic Writing - Introduction to Academic Writing](course)\n- Teaching language in [Työ- ja virkamiesoikeus](course)\n- What language is [BMT-70100 Kudosteknologian perusteet](course)\n- Is [Tietorakenteet](course) in english\n- Is [Foundations of English Business Communication](course) in finnish\n- [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](course) language\n- [Käännösviestintä II englanti-suomi](course) teaching language\n- Is [Writing for Research](course) taught in english\n- Is [Oppimispelien käyttö ja evaluaatio](course) taught in english\n- Can I pass [Media maailmassa - verkkokurssi](course) in english\n- Which language is [Tiedonhankintataidot - Tiedonhankintataidot II - Tiedonhankinnan syventäminen](course)\n- What is [Cultural Conversations](course) language\n- What is the language of [Media Landscape in Russia: Regional Perspective](course) is\n- The teaching language of [Yrityksen oikeudellinen riskienhallinta](course)\n- What language is used in [Johdatus viestintään ja mediaan](course)\n- Which language [Romanticism and Its Legacy](course) is used\n- [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](course) spoken language\n- [Opintojen ohjattu suunnittelu](course) languages\n- What are [Historian määrällisen tiedon esittäminen](course) languages\n- The [Johdatus Suomen kirjallisuushistoriaan - harjoitukset](course) language\n- [Opintojen ohjattu suunnittelu](course) teaching languages\n- The language of [Usean muuttujan differentiaalilaskenta](course)\n- Teaching language in [Health systems and health in developing Asia: India, China, and North Korea](course)\n- [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course) in which language\n- What language do they speak in [Aikuis- ja ammattikasvatuksen asiantuntijuus](course)\n- I want to know which language [Kiina II](course) is used\n- I want to know the language of [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](course)\n- I want to know what language do they speak in [Ylellisyyden historia -verkkokurssi](course)\n- I want to know is [Kielioppi II/Språkets strukturer II](course) taught in english- Teaching language [Mental Health Research: Using the Knowledge and Adding to it](course)\n- Lecture language [Strateginen johtaminen](course)\n- What is the teaching language in [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](course)\n- Teaching language in [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](course)\n- What language is [Advanced Microscopy](course)\n- Is [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](course) in english\n- Is [Medioitu vuorovaikutus](course) in finnish\n- [Kielioppi I](course) language\n- [Culture and everyday life of the \"Soviet Thaw\"](course) teaching language\n- Is [Tutkimuspraktikum](course) taught in english\n- Is [Graduseminaari, alkava (Kaarninen)](course) taught in english\n- Can I pass [Vero-oikeuden perusteet](course) in english\n- Which language is [Semantiikka ja pragmatiikka / Sémantique et pragmatique](course)\n- What is [Molekulaarinen solubiologia](course) language\n- What is the language of [EI toteutusta 2018-19 Advanced immunology](course) is\n- The teaching language of [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- What language is used in [Media and the Arctic (POMLFCS3)](course)\n- Which language [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course) is used\n- [Research Methods in HTI](course) spoken language\n- [Esiintyminen](course) languages\n- What are [Ranska I](course) languages\n- The [Kehittävä asiantuntijatyö organisaatioissa](course) language\n- [Ympäristökasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) teaching languages\n- The language of [Foundations of Ecological Economics](course)\n- Teaching language in [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](course)\n- [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](course) in which language\n- What language do they speak in [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat]( luennot)](course)\n- I want to know which language [Business Ethics (Lectures)](course) is used\n- I want to know the language of [Antiikin ja keskiajan ryhmä](course)\n- I want to know what language do they speak in [Statistics](course)\n- I want to know is [Verotusmenettely ja oikeusturva verotuksessa](course) taught in english- Teaching language [Ammattimainen tekstintarkistus](course)\n- Lecture language [Ethnographic Research](course)\n- What is the teaching language in [Konsekutiivitulkkaus -](course)\n- Teaching language in [Antiikin ja keskiajan ryhmä](course)\n- What language is [Psykologiset interventiot](course)\n- Is [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi (avoin yo)](course) in english\n- Is [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](course) in finnish\n- [Puhesuomi ja esiintyminen](course) language\n- [Comparative Education - book exam](course) teaching language\n- Is [Pohjoismaisten kielten lähtötasokoe](course) taught in english\n- Is [Johdon laskentatoimen teoria -](course) taught in english\n- Can I pass [Matematiikan gradustartti](course) in english\n- Which language is [Lapset ja lastensuojelu](course)\n- What is [Dramaturgia: Musikaalin dramaturgia](course) language\n- What is the language of [Julkissektorin instituutioiden talous (monimuoto-opetus)](course) is\n- The teaching language of [Sosiaalipolitiikka (lähi- ja monimuotokurssi)](course)\n- What language is used in [Eastern European Model: Lithuanian System of Work and Social Security](course)\n- Which language [Pankkioikeus](course) is used\n- [Johdatus hoitotieteeseen](course) spoken language\n- [Structure of English II - Grammar II](course) languages\n- What are [Interview as a means of data generation](course) languages\n- The [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](course) language\n- [Cell Technology](course) teaching languages\n- The language of [Filosofian työpaja](course)\n- Teaching language in [Markkinoinnin kannattavuus ja taloudellisuus](course)\n- [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](course) in which language\n- What language do they speak in [Olio-ohjelmoinnin perusteet II](course)\n- I want to know which language [Yhteiskunnallinen laskentatoimi](course) is used\n- I want to know the language of [Special Issues in Design Research](course)\n- I want to know what language do they speak in [Julkissektorin instituutioiden talous (monimuoto-opetus)](course)\n- I want to know is [Mikrotalousteoria I](course) taught in english- Teaching language [Kirjoitusviestintä / COMS](course)\n- Lecture language [Metafysiikka](course)\n- What is the teaching language in [Testimenetelmien perusteet ja ammattietiikka](course)\n- Teaching language in [Satututkimuksen lukupiiri](course)\n- What language is [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](course)\n- Is [Opintojen ohjattu suunnittelu](course) in english\n- Is [Tietotekniikka ja yhteiskunta](course) in finnish\n- [Eläimet työssä](course) language\n- [Toimittajan tieto- ja viestintätekniikkataidot](course) teaching language\n- Is [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course) taught in english\n- Is [New Wars and How to Study Them (POMLFCS3)](course) taught in english\n- Can I pass [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) in english\n- Which language is [Seminaari](course)\n- What is [Introduction to International Relations (book exam)](course) language\n- What is the language of [Liberalismi ja demokratia](course) is\n- The teaching language of [Professional Writing (online course)](course)\n- What language is used in [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä - Luennot (slk) TAI kirjallisuus (slk ja klk)](course)\n- Which language [Kandidaatintutkielma ja seminaari - Seminaari](course) is used\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus - HARJOITTELUTUKIOPTION HAKEMINEN: Seminaarit ja harjoittelu vuonna 2019 opintojakson suorittaville](course) spoken language\n- [Kansainvälisen politiikan teoria ja menetelmät (luentokurssi)](course) languages\n- What are [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](course) languages\n- The [Seminaari (Nikunen) jatkuu keväältä](course) language\n- [Demola-projektityö I](course) teaching languages\n- The language of [Lähtötasokoe](course)\n- Teaching language in [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- [Cultural Diversity in Education and at Work - (autumn)](course) in which language\n- What language do they speak in [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](course)\n- I want to know which language [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](course) is used\n- I want to know the language of [Kirjallisuus ja tunteet](course)\n- I want to know what language do they speak in [Tilastotieteen perusteet](course)\n- I want to know is [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](course) taught in english- Teaching language [Tieteellinen kirjoittaminen / COMS (puheviestinnän opiskelijoille)](course)\n- Lecture language [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSO-opintosuunnan ryhmä)](course)\n- What is the teaching language in [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](course)\n- Teaching language in [Tieteellinen kirjoittaminen (SOC)](course)\n- What language is [Basics II: Intermediate Czech I](course)\n- Is [Accounting Information Systems](course) in english\n- Is [Ohjatut asiakastyöt](course) in finnish\n- [Kandidaatintutkielma](course) language\n- [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course) teaching language\n- Is [Kilpailuoikeuden syventävä opintojakso - kirjatentti](course) taught in english\n- Is [Media and Globalization - Lectures + essay](course) taught in english\n- Can I pass [Eheyttävä musiikkikasvatus - Musiikkiliikunta, tanssi ja musiikkileikit](course) in english\n- Which language is [Improving the quality and safety of health care through outcomes research](course)\n- What is [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 4. periodi](course) language\n- What is the language of [Johtamisen ja organisaatioiden perusteet](course) is\n- The teaching language of [Mediatutkimuksen valinn. jakso: Ääni, teknologia ja kulttuuri](course)\n- What language is used in [Laadulliset tutkimusotteet](course)\n- Which language [Postgraduate seminar in Interactive Technology (Turunen)](course) is used\n- [Mikrotalousteoria I](course) spoken language\n- [Kansainvälisen historian tutkijaseminaari](course) languages\n- What are [Translating and Editing for Publication](course) languages\n- The [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](course) language\n- [Verkkojulkaiseminen](course) teaching languages\n- The language of [Introduction to Corporate Social Responsibility](course)\n- Teaching language in [Johdon laskentatoimen perusteet](course)\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course) in which language\n- What language do they speak in [Tietojenkäsittelytieteiden opintojakso TTY:ltä](course)\n- I want to know which language [Kandidaattiseminaari (Mustakallio)](course) is used\n- I want to know the language of [Inclusiveness in Local Innovation Environments](course)\n- I want to know what language do they speak in [Teaching, Pedagogical Facilitating, Learning](course)\n- I want to know is [Mikrotalousteoria II](course) taught in english- Teaching language [Communication écrite/Kirjallinen viestintä](course)\n- Lecture language [Laadulliset tutkimusotteet](course)\n- What is the teaching language in [Sosiaalipsykologia (verkkokurssi)](course)\n- Teaching language in [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](course)\n- What language is [Poliittiset järjestelmät (kirjatentti/essee)](course)\n- Is [Distributed Systems](course) in english\n- Is [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot (verkkokurssi)](course) in finnish\n- [BMT-70100 Kudosteknologian perusteet](course) language\n- [Peace, Human Rights and Democracy in the Korean Peninsula and East Asia (Tampere Summer School 2018)](course) teaching language\n- Is [Sosiaalityön teoriahistoria](course) taught in english\n- Is [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](course) taught in english\n- Can I pass [Ainedidaktiikka II](course) in english\n- Which language is [Yksilö, yhteiskunta ja kulttuuri - Historia, yhteiskuntaoppi ja katsomusopetus - 2. vsk (luennot)](course)\n- What is [Introduction to Education in Finland - Lectures, observation, essay and learning diary](course) language\n- What is the language of [Simultaaninen konferenssitulkkaus](course) is\n- The teaching language of [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](course)\n- What language is used in [Puhesuomi ja esiintyminen](course)\n- Which language [Political Systems (book exam/essay)](course) is used\n- [Experimental animal course](course) spoken language\n- [Ohjelmistotuotannon käytännöt](course) languages\n- What are [Research Ethics](course) languages\n- The [Finnish Elementary Course 4](course) language\n- [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](course) teaching languages\n- The language of [Public Financial Management and Evolving Administrative Structures](course)\n- Teaching language in [Vanhuus ja gerontologinen sosiaalityö](course)\n- [Nykyajan filosofia](course) in which language\n- What language do they speak in [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](course)\n- I want to know which language [Yksilöllisyys oppimisessa ja osallistumisessa](course) is used\n- I want to know the language of [Yritysjuridiikan ajankohtaiset teemat](course)\n- I want to know what language do they speak in [Perheen vuorovaikutus](course)\n- I want to know is [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) taught in english- Teaching language [Asiakastieto ja asiakkuuksien johtaminen](course)\n- Lecture language [Social research and the behavioural sciences](course)\n- What is the teaching language in [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](course)\n- Teaching language in [Puheviestintä ja hyvinvointi](course)\n- What language is [Orientation and Study Planning](course)\n- Is [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](course) in english\n- Is [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](course) in finnish\n- [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](course) language\n- [Children, young people, politics and participation](course) teaching language\n- Is [European, Eurasian and Global Energy Policy (book exam/essay)](course) taught in english\n- Is [Finnish Survival Course](course) taught in english\n- Can I pass [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](course) in english\n- Which language is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaopiskelijat](course)\n- What is [Tutkielmaseminaari - Seminaari](course) language\n- What is the language of [COURSE CANCELLED: Islamism](course) is\n- The teaching language of [Matematiikan gradustartti](course)\n- What language is used in [Master's Thesis Seminar in Software Development](course)\n- Which language [Kandidaattiseminaari (Nenonen)](course) is used\n- [Interaction Techniques](course) spoken language\n- [Lähtötasokoe - Kirjallinen tentti](course) languages\n- What are [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](course) languages\n- The [Kandidaatintutkielmaseminaari - Seminaari](course) language\n- [Orientation Course - General Orientation Course for International Students](course) teaching languages\n- The language of [Kielen kehitys](course)\n- Teaching language in [Terveys ja yhteiskuntapolitiikka](course)\n- [Valinnainen jakso: Johdatus tiedeviestintään](course) in which language\n- What language do they speak in [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- I want to know which language [Vanheneminen sosiaalisena ilmiönä](course) is used\n- I want to know the language of [Ylirajaiset ilmiöt historiassa: näkökulmia tutkimukseen ja tulkintaan](course)\n- I want to know what language do they speak in [Henkilöstöjohtaminen](course)\n- I want to know is [Puheviestintä tieteenä](course) taught in english- Teaching language [Introduction to Political Theory (book exam/essay)](course)\n- Lecture language [Osallistuminen opiskelijavaihtoon](course)\n- What is the teaching language in [Literature and Change after 1900 (British Literature)](course)\n- Teaching language in [Writing for Publications](course)\n- What language is [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](course)\n- Is [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course) in english\n- Is [Laskentatoimen teoria ja IFRS II](course) in finnish\n- [Makrotalousteorian jatkokurssi I](course) language\n- [Yhteisöviestintä kunta- ja aluejohtamisessa](course) teaching language\n- Is [Orientoivat opinnot ja HOPS](course) taught in english\n- Is [Opintopiiri](course) taught in english\n- Can I pass [Ainedidaktinen tutkimus ja tutkiva opettajuus](course) in english\n- Which language is [Pedagoginen kehittäminen ja johtajuus / Luennot - 3.vsk + 2.vsk ryhmä 4](course)\n- What is [Nordiska synvinklar](course) language\n- What is the language of [Poliittiset järjestelmät (kirjatentti/essee)](course) is\n- The teaching language of [Professional Writing (online course)](course)\n- What language is used in [Cell Technology Laboratory Course](course)\n- Which language [Sosiaalityö terveydenhuollossa](course) is used\n- [Laskentatoimen teoria ja IFRS II](course) spoken language\n- [Teaching, Pedagogical Facilitating, Learning](course) languages\n- What are [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](course) languages\n- The [Vertaisohjaus tietojenkäsittelytieteissä](course) language\n- [Terveystieteiden laadulliset tutkimusmenetelmät](course) teaching languages\n- The language of [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy](course)\n- Teaching language in [Vanhuus ja gerontologinen sosiaalityö](course)\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](course) in which language\n- What language do they speak in [Visual Peace Research](course)\n- I want to know which language [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](course) is used\n- I want to know the language of [Terveystiedon sisällöt (sähköinen tentti)](course)\n- I want to know what language do they speak in [Valtio-opin maisteriseminaari](course)\n- I want to know is [Internship or work placement](course) taught in english- Teaching language [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](course)\n- Lecture language [Kv-tuutorina toimiminen](course)\n- What is the teaching language in [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](course)\n- Teaching language in [Tieteellinen kirjoittaminen / SOC (logopedia)](course)\n- What language is [Developing and implementing European Public Sector Accounting modules](course)\n- Is [Seminaari](course) in english\n- Is [Viron jatkokurssi](course) in finnish\n- [Finnish Elementary Course 1 (taught in 3. period)](course) language\n- [Teemaseminaari Kant Puhtaan järjen kritiikki](course) teaching language\n- Is [Kandidaattiseminaari (JATKAVA, Vahtikari)](course) taught in english\n- Is [Kandidaatintutkielmaseminaari - Seminaari, II-periodissa alkava nopeasti etenevä ryhmä](course) taught in english\n- Can I pass [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course) in english\n- Which language is [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- What is [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](course) language\n- What is the language of [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](course) is\n- The teaching language of [Markkinointitutkimuksen sovellukset](course)\n- What language is used in [Kielen kehitys / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Which language [Saksan kielen valmentava kurssi - Interkulturelles Training](course) is used\n- [Bioinformatics tools (autumn 2018)](course) spoken language\n- [Orientoivat opinnot ja HOPS (suomen kieli)](course) languages\n- What are [Sosiaalityö terveydenhuollossa](course) languages\n- The [Tekstitaidot](course) language\n- [Luentateatteri](course) teaching languages\n- The language of [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course)\n- Teaching language in [Liike-elämän ruotsia I / näyttökoe (AHOT)](course)\n- [1800-luvun ja 1900-luvun kirjallisuuden historia/ Istorija russkoj literatury XIX i XX vekov](course) in which language\n- What language do they speak in [Vero-oikeuden perusteet](course)\n- I want to know which language [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](course) is used\n- I want to know the language of [Health in disasters, conflicts and complex human emergencies](course)\n- I want to know what language do they speak in [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](course)\n- I want to know is [Tilintarkastusoikeus - kirjatentti](course) taught in english- Teaching language [Tutkielmakurssi (III)](course)\n- Lecture language [Asiantuntijan puheviestintä ja vuorovaikutus, 1.-2. periodi / VIESTINTÄROHKEUDEN RYHMÄ](course)\n- What is the teaching language in [Vanheneminen ikääntyvässä yhteiskunnassa](course)\n- Teaching language in [Julkisoikeuden perusteet (järjestäjä TAMK)](course)\n- What language is [Organisation Theory and Analysis](course)\n- Is [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](course) in english\n- Is [Human-Centered Product Development (TUT/IHTE)](course) in finnish\n- [Kielioppi I](course) language\n- [Orientoivat opinnot - Tiedonhankintataidot I](course) teaching language\n- Is [Historian tutkimusprosessi ja historiantutkijan etiikka](course) taught in english\n- Is [Nuorisotyön harjoittelu](course) taught in english\n- Can I pass [Saksa III](course) in english\n- Which language is [Tila, teknologia ja toiminta](course)\n- What is [International Society (book exam/essay)](course) language\n- What is the language of [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course) is\n- The teaching language of [Dimensionality Reduction and Visualization](course)\n- What language is used in [Capstone - Talousjohdon tehtävät ja osaamisalueet](course)\n- Which language [Tekstianalyysi - Harjoitukset](course) is used\n- [Työ- ja organisaatiopsykologian interventiot](course) spoken language\n- [Basics of Management and Organizations](course) languages\n- What are [Research Ethics](course) languages\n- The [Venäjä III](course) language\n- [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](course) teaching languages\n- The language of [Proseminaari (ryhmä 2)](course)\n- Teaching language in [Tulkin työkalupakki](course)\n- [Ohjaus yliopistossa](course) in which language\n- What language do they speak in [Orientoivat opinnot - Alkuorientaatio](course)\n- I want to know which language [Introduction to Bayesian Analysis 1](course) is used\n- I want to know the language of [European Integration and the Political System of the European Union (book exam/essay)](course)\n- I want to know what language do they speak in [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- I want to know is [Kandidaatintutkielmaseminaari - Seminaari](course) taught in english- Teaching language [Writing for Publications](course)\n- Lecture language [Johdatus yhteiskuntafilosofiaan](course)\n- What is the teaching language in [Media and the Arctic (POMLFCS3)](course)\n- Teaching language in [Orientaatio tutkielman tekemiseen -](course)\n- What language is [Research seminar for postgraduate studies](course)\n- Is [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](course) in english\n- Is [Continental Model: The Austrian System of Work and Social Security](course) in finnish\n- [Systemaattinen tiedonhaku hoitotieteessä](course) language\n- [Struggles on Education](course) teaching language\n- Is [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](course) taught in english\n- Is [Johdatus viestintään ja mediaan](course) taught in english\n- Can I pass [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](course) in english\n- Which language is [Tietoresurssien tuotanto ja kokoelmatyö](course)\n- What is [Peace and Conflict Research (book exam/essay)](course) language\n- What is the language of [Transcultural perspectives in developing media education](course) is\n- The teaching language of [Russia beyond Russia. Case Study Finland](course)\n- What language is used in [Civil Society and Political Participation (book exam/essay)](course)\n- Which language [Finnish Advanced Course 2 (taught in Finnish)](course) is used\n- [Taitoseminaari](course) spoken language\n- [Tieteellinen kirjoittaminen (SOC)](course) languages\n- What are [Tilastollisen päättelyn perusteet, iltaryhmä](course) languages\n- The [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](course) language\n- [Visuaalisen journalismin perusteet, luennot](course) teaching languages\n- The language of [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](course)\n- Teaching language in [Harjoittelu / Varhaiskasvatus](course)\n- [Monikieliset tekstikorpukset (verkkokurssi)](course) in which language\n- What language do they speak in [New Wars and How to Study Them (POMLFCS3)](course)\n- I want to know which language [Vakuutustoiminnan periaatteet ja johtaminen](course) is used\n- I want to know the language of [Political Systems (book exam/essay)](course)\n- I want to know what language do they speak in [Presentation Skills](course)\n- I want to know is [Foundations of English Business Communication (RPL) / näyttökoe](course) taught in english- Teaching language [Terveystiedon asiantuntijuus (sähköinen tentti)](course)\n- Lecture language [Professional Writing (online course)](course)\n- What is the teaching language in [Talous - politiikka - kulttuuri -lukupiiri](course)\n- Teaching language in [Semantiikka ja pragmatiikka / Semantik und Pragmatik](course)\n- What language is [Hands-on genetics](course)\n- Is [Introduction to Social Circus Pedagogy - (Tampere Summer School 2018)](course) in english\n- Is [Opetus, ohjaus, oppiminen, monimuoto-opetus](course) in finnish\n- [Re-Thinking Value Creation](course) language\n- [Tekstianalyysi - Harjoitukset](course) teaching language\n- Is [Terveyden edistämisen interventiot, Seinäjoki](course) taught in english\n- Is [Kirjallinen viestintä II/Skriftlig kommunikation II](course) taught in english\n- Can I pass [Theatre, Society, and Politics 1660-1760](course) in english\n- Which language is [Scottish Literature](course)\n- What is [Philosophy of Science (online course)](course) language\n- What is the language of [Perheen vuorovaikutus](course) is\n- The teaching language of [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](course)\n- What language is used in [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](course)\n- Which language [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](course) is used\n- [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course) spoken language\n- [Verkkopalvelujen informaatioarkkitehtuuri](course) languages\n- What are [Urban Inequalities](course) languages\n- The [KV-tuutorina toimiminen](course) language\n- [Accounting Information Systems](course) teaching languages\n- The language of [Health systems and health in developing Asia: India, China, and North Korea](course)\n- Teaching language in [Terveys ja yhteiskuntapolitiikka](course)\n- [Tilastotieteen johdantokurssi, kevät](course) in which language\n- What language do they speak in [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](course)\n- I want to know which language [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](course) is used\n- I want to know the language of [Advanced bioinformatics tools](course)\n- I want to know what language do they speak in [Jatko-opintoja](course)\n- I want to know is [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (kansanterveystieteen opiskelijoille)](course) taught in english- Teaching language [Basics I: Basics of Czech language I](course)\n- Lecture language [Requirements Engineering](course)\n- What is the teaching language in [Orientation and Study Planning](course)\n- Teaching language in [Orientoivat opinnot ja HOPS](course)\n- What language is [Ruotsin kielen valmentava kurssi](course)\n- Is [Valinnainen jakso: Radioprojekti (syksy)](course) in english\n- Is [Psykiatria](course) in finnish\n- [Graduseminaari, alkava (Markkola)](course) language\n- [Research seminar for postgraduate studies](course) teaching language\n- Is [Suomen kulttuuri ja yhteiskunta -lukupiiri](course) taught in english\n- Is [Tietojenkäsittelytieteiden opintojakso TTY:ltä](course) taught in english\n- Can I pass [Julkiset hankinnat](course) in english\n- Which language is [Viestintää tukevat keinot asiakas-työntekijä-suhteessa](course)\n- What is [Research in Practice](course) language\n- What is the language of [Lain ja hallinnon käännösviestinnän seminaari ranska-suomi](course) is\n- The teaching language of [Legal English](course)\n- What language is used in [Tyylioppi](course)\n- Which language [Methods in Text and Discourse Analysis](course) is used\n- [Foreign Policy and Diplomacy (book exam/essay)](course) spoken language\n- [Espanja I](course) languages\n- What are [Asevelvollisuus Suomessa ja kansainvälisesti](course) languages\n- The [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](course) language\n- [Moniammatillinen -klinikkaopetus](course) teaching languages\n- The language of [Kandidaattitutkielma ja seminaari (matematiikka) - LaTeX-opinnot](course)\n- Teaching language in [Tulkkauksen teoria](course)\n- [Orientation - General Orientation Course for International Students](course) in which language\n- What language do they speak in [Kielen- ja tekstinhuolto](course)\n- I want to know which language [Advanced bioinformatics tools](course) is used\n- I want to know the language of [Methodology of Social and Comparative Research](course)\n- I want to know what language do they speak in [Julkiset rahoitusjärjestelmät](course)\n- I want to know is [Practical Programming in Python](course) taught in english- Teaching language [Tutkiva ja kehittävä opettaja](course)\n- Lecture language [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course)\n- What is the teaching language in [Finnish Elementary Course 1 (taught in 3. period)](course)\n- Teaching language in [Kandidaatintutkielmaseminaari - Seminaari](course)\n- What language is [Statistical Inference 1](course)\n- Is [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](course) in english\n- Is [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](course) in finnish\n- [Ranska II](course) language\n- [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course) teaching language\n- Is [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](course) taught in english\n- Is [Klinikkaharjoittelu](course) taught in english\n- Can I pass [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) in english\n- Which language is [Moniammatilliset oppimisyhteisöt - Luennot](course)\n- What is [Kaikille avoin tutkijaseminaari](course) language\n- What is the language of [Asiantuntijan puheviestintä ja vuorovaikutusosaaminen](course) is\n- The teaching language of [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](course)\n- What language is used in [Ekonometria](course)\n- Which language [Research Seminar, Doctoral Programme in Language Studies](course) is used\n- [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](course) spoken language\n- [Osallistuminen opiskelijavaihtoon](course) languages\n- What are [Kiina IV](course) languages\n- The [Biostatistiikka ja tilastollinen tietojenkäsittely](course) language\n- [Johdatus yrittäjyyteen](course) teaching languages\n- The language of [Analyysi A](course)\n- Teaching language in [Vuorovaikutus ja tekstit S2-näkökulmasta](course)\n- [Työelämäviestinnän tutkimus- tai kehityshanke](course) in which language\n- What language do they speak in [Terveys, arki ja toimijuus, luennot](course)\n- I want to know which language [The Liberal Welfare State](course) is used\n- I want to know the language of [Lapsen puheen ja kielen tutkimus ja kuntoutus](course)\n- I want to know what language do they speak in [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](course)\n- I want to know is [Dokumentaation visualisointi](course) taught in english- Teaching language [Visual Peace Research](course)\n- Lecture language [Käännösviestintä suomi-venäjä](course)\n- What is the teaching language in [European, Eurasian and Global Energy Policy (book exam/essay)](course)\n- Teaching language in [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course)\n- What language is [Finnish Elementary Course 2 (taught in 4. period)](course)\n- Is [Yritysetiikka (verkkokurssi)](course) in english\n- Is [Yritysverotuksen syventävä opintojakso](course) in finnish\n- [KV-tuutorina toimiminen](course) language\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](course) teaching language\n- Is [Current Approaches in Games and Internet Research](course) taught in english\n- Is [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (kansanterveystieteen opiskelijoille)](course) taught in english\n- Can I pass [Dialogue: Constructive Talk at Work](course) in english\n- Which language is [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course)\n- What is [Sosiaalityön harjoittelu](course) language\n- What is the language of [Suomen kulttuuri ja yhteiskunta -lukupiiri](course) is\n- The teaching language of [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course)\n- What language is used in [Ekoterveys, luonto ja ihminen](course)\n- Which language [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](course) is used\n- [Bioinformatics tools (autumn 2018)](course) spoken language\n- [Saamelaisen kirjallisuuden intensiivikurssi](course) languages\n- What are [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 1.vsk:n monimuotoryhmien opiskelijoille](course) languages\n- The [Pro gradu - seminaari 2018 (jatkava) (vaihe I)](course) language\n- [Medioitu vuorovaikutus](course) teaching languages\n- The language of [Kääntämisen ja tulkkauksen teoria ja käytäntö - Käännösteoria](course)\n- Teaching language in [Lapsuuden, nuoruuden ja perheen tutkimuskeskus PERLAn tutkimusseminaari](course)\n- [Government and Society: Inequality](course) in which language\n- What language do they speak in [Accounting Information Systems](course)\n- I want to know which language [Varhaismoderni yhteiskunta](course) is used\n- I want to know the language of [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](course)\n- I want to know what language do they speak in [American Government & Politics (Tampere Summer School 2018)](course)\n- I want to know is [Algorithmic Problem Solving](course) taught in english- Teaching language [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](course)\n- Lecture language [Software Project Management, Software Project Management (Spring term)](course)\n- What is the teaching language in [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Teaching language in [Terveys ja yhteiskuntapolitiikka](course)\n- What language is [Hoitotiede tieteenä, Seinäjoki](course)\n- Is [Kasvatuksen ja koulutuksen järjestelmät](course) in english\n- Is [Työelämän myytit ja todellisuus](course) in finnish\n- [Kulttuurien kohtaaminen](course) language\n- [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](course) teaching language\n- Is [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](course) taught in english\n- Is [Kuva, sana ja ääni -multimodaalisuuskurssi](course) taught in english\n- Can I pass [Lähtötasokoe](course) in english\n- Which language is [Syntyvyys, hoiva, sukupolvi](course)\n- What is [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](course) language\n- What is the language of [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](course) is\n- The teaching language of [Advanced bioinformatics tools](course)\n- What language is used in [Managing Research Information](course)\n- Which language [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 9.11.2018](course) is used\n- [Scientific Writing - Module B - Thesis Writing (online)](course) spoken language\n- [Orientoivat opinnot - Orientoivat opinnot](course) languages\n- What are [Ympäristö ja hyvinvointi](course) languages\n- The [Cultural Conversations](course) language\n- [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](course) teaching languages\n- The language of [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](course)\n- Teaching language in [Protein technology Laboratory Course A](course)\n- [Vertaisohjaus tietojenkäsittelytieteissä](course) in which language\n- What language do they speak in [Arjen latinaa ja kulttuurihistoriaa](course)\n- I want to know which language [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course) is used\n- I want to know the language of [Käännösviestintä I - Käännösviestintä I englanti-suomi](course)\n- I want to know what language do they speak in [Finnish Advanced Course 1 (taught in Finnish)](course)\n- I want to know is [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course) taught in english- Teaching language [Käsitteellinen mallintaminen I](course)\n- Lecture language [Usability Evaluation Methods](course)\n- What is the teaching language in [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- Teaching language in [Introduction to Trans Studies](course)\n- What language is [Tilastollisen päättelyn perusteet, iltaryhmä](course)\n- Is [[CANCELLED] Editing Project](course) in english\n- Is [Seminaari (Ridell)](course) in finnish\n- [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](course) language\n- [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](course) teaching language\n- Is [International Political Economy (book exam/essay)](course) taught in english\n- Is [Tilastomenetelmien perusteet](course) taught in english\n- Can I pass [Learning from Multiple Sources](course) in english\n- Which language is [Sosiaalipsykologinen ajattelu II](course)\n- What is [Klassinen länsimainen kertomakirjallisuus](course) language\n- What is the language of [Romanian kielen alkeet / Basic Course in Romanian](course) is\n- The teaching language of [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](course)\n- What language is used in [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](course)\n- Which language [EI OPETETA 2018-2019 In vitro models](course) is used\n- [Lain ja hallinnon käännösviestinnän seminaari ranska-suomi](course) spoken language\n- [Kielitaito ja kielitaidon arviointi](course) languages\n- What are [Tutkimustyötä tukevat tohtoriopinnot (tietojenkäsittelyoppi)](course) languages\n- The [Qualitative Research Methods and Comparative Research Design](course) language\n- [Popular Music and Politics](course) teaching languages\n- The language of [Business, Society and Nature (Lectures)](course)\n- Teaching language in [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](course)\n- [KV-tuutorina toimiminen](course) in which language\n- What language do they speak in [Orientation - Orientation to studying in the Software Development programme](course)\n- I want to know which language [Simultaanitulkkaus I venäjä-suomi-venäjä](course) is used\n- I want to know the language of [Mediated Learning Experinces in Multicultural Settings](course)\n- I want to know what language do they speak in [Persoonallisuuspsykologia I](course)\n- I want to know is [Työ ja äitiys tänään](course) taught in english- Teaching language [Terveys ja yhteiskuntapolitiikka](course)\n- Lecture language [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course)\n- What is the teaching language in [Klinikkaharjoittelu](course)\n- Teaching language in [Master´s Thesis and Seminar - for the group that started in 2017](course)\n- What language is [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Is [Työelämän tekstitaidot](course) in english\n- Is [Student Exchange - courses completed in foreign universities 2-8 ECTS](course) in finnish\n- [Seminaari](course) language\n- [Ranska II](course) teaching language\n- Is [Cultural Conversations](course) taught in english\n- Is [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course) taught in english\n- Can I pass [Tietohallinnon johtaminen](course) in english\n- Which language is [Espanja III](course)\n- What is [International Business Law](course) language\n- What is the language of [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](course) is\n- The teaching language of [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- What language is used in [Poliittinen filosofia (kirjatentti/essee)](course)\n- Which language [Preparatory Course in Reading and Writing for Academic Purposes (online)](course) is used\n- [Käännösviestintä I - Käännösviestintä I suomi-englanti](course) spoken language\n- [Scientific Writing - Module A - Writing Clinic](course) languages\n- What are [Orientaatio psykologiaan](course) languages\n- The [Jatkokoulutusseminaari](course) language\n- [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](course) teaching languages\n- The language of [Seminaari (Kunelius) jatkuu keväältä](course)\n- Teaching language in [Speakers Series](course)\n- [Kansanterveystieteen johdantojakso](course) in which language\n- What language do they speak in [Nuorisotyö ja nuorisotutkimus (verkkokurssi)](course)\n- I want to know which language [Tila, teknologia ja toiminta - essee](course) is used\n- I want to know the language of [Tutkimuspraktikum](course)\n- I want to know what language do they speak in [Perspectives in Educational Research](course)\n- I want to know is [Sosiaalityön tutkimuksen metodologisia suunnistuksia](course) taught in english- Teaching language [Puheviestinnän tutkimuskurssi](course)\n- Lecture language [International Trade and Finance (Tampere Summer School) - luennot ja tentti](course)\n- What is the teaching language in [Modern Risk Management](course)\n- Teaching language in [Opetusharjoittelu](course)\n- What language is [Suurvalta kriiseissä: näkökulmia Venäjän historiaan 1700-luvulta 1900-luvulle](course)\n- Is [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (1. periodi)](course) in english\n- Is [Kirjallinen viestintä I - Sanasto- ja rakenneharjoitukset](course) in finnish\n- [Dialogitulkkaus](course) language\n- [Luentateatteri](course) teaching language\n- Is [Olevan muoto - johdatus formaaliontologiaan](course) taught in english\n- Is [Tietokantaohjelmointi](course) taught in english\n- Can I pass [Gradu-kvantimetodit](course) in english\n- Which language is [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course)\n- What is [Talous ja yhteiskunta](course) language\n- What is the language of [Evaluation Research](course) is\n- The teaching language of [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](course)\n- What language is used in [Mikrotalousteoria II](course)\n- Which language [Johdatus yritysjuridiikkaan](course) is used\n- [Geometria](course) spoken language\n- [Tieteellinen kirjoittaminen (SOC)](course) languages\n- What are [Introduction to R](course) languages\n- The [Hoitotyön johtamisen harjoittelu](course) language\n- [Continental Model: The Austrian System of Work and Social Security](course) teaching languages\n- The language of [Johdatus kirjallisuuden poetiikkaan](course)\n- Teaching language in [Kansainvälistymistä ja verkostoitumista tukevat opinnot](course)\n- [Erikoiskurssi](course) in which language\n- What language do they speak in [Finnish Elementary Course 4](course)\n- I want to know which language [Nordic Model: Nordic Welfare Societies](course) is used\n- I want to know the language of [Player and User Studies](course)\n- I want to know what language do they speak in [Distributed Systems](course)\n- I want to know is [Journalistinen kieli - Kielenhuolto, lauseoppi](course) taught in english- Teaching language [Sosiaalipsykologinen ajattelu II](course)\n- Lecture language [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- What is the teaching language in [Moniammatilliset oppimisyhteisöt - Luennot](course)\n- Teaching language in [Latinankielinen kirjallisuus I: klassinen latina](course)\n- What language is [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Is [Projektiharjoittelu](course) in english\n- Is [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](course) in finnish\n- [Korkeakoulut työyhteisöinä - Kehittämistehtävä](course) language\n- [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](course) teaching language\n- Is [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](course) taught in english\n- Is [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](course) taught in english\n- Can I pass [C. Wright Millsin sosiologia - Luentoseminaari](course) in english\n- Which language is [Syntaksi](course)\n- What is [Julkisoikeuden syventävä tutkimusjakso](course) language\n- What is the language of [Tutkimusetiikka](course) is\n- The teaching language of [Business Ethics (Independent study)](course)\n- What language is used in [Julkisoikeuden tutkimuspraktikum](course)\n- Which language [Nimistöntutkimus](course) is used\n- [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](course) spoken language\n- [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course) languages\n- What are [Opetussuunnitelmateoria, kirjatentti, Seinäjoki](course) languages\n- The [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course) language\n- [Kandidaattiseminaari (JATKAVA, Vahtikari)](course) teaching languages\n- The language of [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](course)\n- Teaching language in [Cancer Biology](course)\n- [Science and Biotechnology Journal Club](course) in which language\n- What language do they speak in [Käännösviestintä I - Käännösviestintä I suomi-englanti](course)\n- I want to know which language [Puhesuomi ja esiintyminen](course) is used\n- I want to know the language of [Introduction to Bayesian Analysis 2](course)\n- I want to know what language do they speak in [Sosiaalisen median yhteisöt: menetelmällisiä ratkaisuja määrällisestä laadulliseen](course)\n- I want to know is [Väestön vanheneminen, terveys ja hyvinvointi](course) taught in english- Teaching language [Saksa I](course)\n- Lecture language [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](course)\n- What is the teaching language in [Tilastollisen tutkimuksen perusteet](course)\n- Teaching language in [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- What language is [Julkisen talousjohtamisen näkökulmia](course)\n- Is [Tieteellinen seminaarisarja](course) in english\n- Is [Kansalaisyhteiskunta ja poliittinen osallistuminen (kirjatentti/essee)](course) in finnish\n- [Ruututekstikääntämisen peruskurssi](course) language\n- [Käsityö - Projektiosio - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course) teaching language\n- Is [Sosiaalityö terveydenhuollossa](course) taught in english\n- Is [Kandidaattiseminaari ja -tutkielma (hallintotiede), syksy](course) taught in english\n- Can I pass [Arvonlisäverotus](course) in english\n- Which language is [Johdatus viestintään ja mediaan](course)\n- What is [SPSS:n perusteet, kevät](course) language\n- What is the language of [Koulutussuunnittelu ja kehittäminen - Seminaari](course) is\n- The teaching language of [Grammaire/Kielioppi](course)\n- What language is used in [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Etnografia](course)\n- Which language [International Dynamics and Policy Transfer in Education](course) is used\n- [Kielen kehitys](course) spoken language\n- [Saksa IV](course) languages\n- What are [Aktuelle Texte aus Presse und Studium](course) languages\n- The [Media maailmassa - verkkokurssi](course) language\n- [Johtamisviestintä](course) teaching languages\n- The language of [Ohjaus yliopistossa](course)\n- Teaching language in [Kansainvälisen politiikan johdantokurssi (kirjatentti)](course)\n- [Introduction to Cultural Psychology](course) in which language\n- What language do they speak in [Gradu-kvantimetodit](course)\n- I want to know which language [Työn uusi järjestys ja aikuiskasvatus - Seminaari](course) is used\n- I want to know the language of [Tutkiva opiskelu](course)\n- I want to know what language do they speak in [Algorithmic Problem Solving](course)\n- I want to know is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](course) taught in english- Teaching language [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- Lecture language [Vanheneminen sosiaalisena ilmiönä](course)\n- What is the teaching language in [Monikielinen käännöstyöpaja](course)\n- Teaching language in [Kansainvälinen yhteisö (kirjatentti/essee)](course)\n- What language is [Advanced Course in Corporate Finance](course)\n- Is [Sota-ajan säännösteltyä kulttuuria](course) in english\n- Is [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course) in finnish\n- [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course) language\n- [Tuloksellisuuden arvioinnin teoria](course) teaching language\n- Is [Käyttäjäkeskeinen kääntäminen](course) taught in english\n- Is [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](course) taught in english\n- Can I pass [Stem Cells](course) in english\n- Which language is [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](course)\n- What is [Kansainvälisen politiikan menetelmäseminaari (kirjatentti)](course) language\n- What is the language of [Tietokantojen perusteet - Näyttökoe, syksy 2018](course) is\n- The teaching language of [Kääntämisen ja tulkkauksen teoria ja käytäntö - Käännösteoria](course)\n- What language is used in [Julkissektorin instituutioiden talous (monimuoto-opetus)](course)\n- Which language [Markkinoinnin ja myynnin perusteet](course) is used\n- [Ethnographic Research](course) spoken language\n- [Research Seminar, Doctoral Programme in Language Studies](course) languages\n- What are [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu keväältä 2018)](course) languages\n- The [Opetussuunnitelmateoria, kirjatentti](course) language\n- [Scientific Writing - Module A - Writing Clinic](course) teaching languages\n- The language of [Preparatory Course in Communicative Skills](course)\n- Teaching language in [Advanced Microscopy](course)\n- [Cultural Diversity in Education and at Work - (autumn)](course) in which language\n- What language do they speak in [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](course)\n- I want to know which language [Project Planning and Management](course) is used\n- I want to know the language of [Käännösviestintä I - Käännösviestintä I suomi-englanti](course)\n- I want to know what language do they speak in [[CANCELLED] Editing Project](course)\n- I want to know is [A Biomedical View of Patenting](course) taught in english- Teaching language [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](course)\n- Lecture language [Kansanterveystieteen johdantojakso](course)\n- What is the teaching language in [Asioimistulkkaus (monikielinen)](course)\n- Teaching language in [Äänen häiriöt](course)\n- What language is [Master's Thesis Seminar in Human-Technology Interaction (Starting Fall term)](course)\n- Is [Makrotalousteorian jatkokurssi I](course) in english\n- Is [Kansalaisvaikuttaminen (kirjatentti/essee)](course) in finnish\n- [Tekstianalyysi - Harjoitukset](course) language\n- [Johdatus kääntäjän suomen opintoihin](course) teaching language\n- Is [Valtio-opin teoriat (kirjatentti/essee)](course) taught in english\n- Is [Kieli ja kielentäminen -2. vsk (luennot)](course) taught in english\n- Can I pass [Dokumentaation visualisointi](course) in english\n- Which language is [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](course)\n- What is [Johdatus sosiaaliantropologiaan, luennot (verkkokurssi)](course) language\n- What is the language of [Rauhan- ja konfliktintutkimus (kirjatentti/essee)](course) is\n- The teaching language of [Sidosryhmäteoria ja -johtaminen](course)\n- What language is used in [Romanian kielen alkeet / Basic Course in Romanian](course)\n- Which language [Julkisen hallinnon reformit ja muutos](course) is used\n- [Todennäköisyyslaskenta](course) spoken language\n- [Sustainable business practices (Lectures)](course) languages\n- What are [Keskustelunanalyysi (verkkokurssi), kevät 2019](course) languages\n- The [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) language\n- [Budgeting and capital budgeting (online course)](course) teaching languages\n- The language of [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](course)\n- Teaching language in [Tutustuminen psykologin työhön](course)\n- [Advanced Course in Microeconomics I](course) in which language\n- What language do they speak in [Structure of English I - Grammar I](course)\n- I want to know which language [Äkilliset traumaattiset kriisit ja niiden käsittely](course) is used\n- I want to know the language of [Empiirinen projekti](course)\n- I want to know what language do they speak in [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](course)\n- I want to know is [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](course) taught in english\n- Teaching language [POLKVA42](course)\n- Lecture language [YKYYHT3](course)\n- What is the teaching language in [KASA13](course)\n- Teaching language in [KATVAA11](course)\n- What language is [BIO4470](course)\n- Is [KATVRP12](course) in english\n- Is [COSOPON3](course) in finnish\n- [POHP6](course) language\n- [KKRUYHT](course) teaching language\n- Is [KASLOE6.2](course) taught in english\n- Is [POLPOP04](course) taught in english\n- Can I pass [HALJUA44](course) in english\n- Which language is [BTK4090](course)\n- What is [MTTMA1B](course) language\n- What is the language of [SOS10.2](course) is\n- The teaching language of [RANP2](course)\n- What language is used in [PSYS10](course)\n- Which language [HALJTA05](course) is used\n- [STYS2A](course) spoken language\n- [TIETS17](course) languages\n- What are [SOS4.5](course) languages\n- The [SOSM5.1](course) language\n- [TEE1](course) teaching languages\n- The language of [MTTTS14](course)\n- Teaching language in [BTK1099](course)\n- [KATYVA13](course) in which language\n- What language do they speak in [KATTAS40](course)\n- I want to know which language [SUKKP6](course) is used\n- I want to know the language of [FILA9](course)\n- I want to know what language do they speak in [ITIA11](course)\n- I want to know is [SOS9](course) taught in english\n- Teaching language [LUOYY020](course)\n- Lecture language [YKYYHT4A](course)\n- What is the teaching language in [KATLAA99](course)\n- Teaching language in [MTTTP1](course)\n- What language is [KATYVA51](course)\n- Is [JOVY3](course) in english\n- Is [LOGS6](course) in finnish\n- [POHS3](course) language\n- [BTK4320](course) teaching language\n- Is [KASVARPH](course) taught in english\n- Is [HALJUA99](course) taught in english\n- Can I pass [ENGA20](course) in english\n- Which language is [KATVAA14](course)\n- What is [KKENYHT](course) language\n- What is the language of [KASSO8](course) is\n- The teaching language of [DPCMTJT4](course)\n- What language is used in [POLKVA23](course)\n- Which language [POHA3](course) is used\n- [KKSUSC](course) spoken language\n- [FONEP2](course) languages\n- What are [KATYVS24](course) languages\n- The [TIEY4](course) language\n- [IGS006](course) teaching languages\n- The language of [KKSA4](course)\n- Teaching language in [BTK5003](course)\n- [DPJKKPS](course) in which language\n- What language do they speak in [KASORIENT](course)\n- I want to know which language [JOVA1](course) is used\n- I want to know the language of [MVKS26](course)\n- I want to know what language do they speak in [KASA12](course)\n- I want to know is [MVKS23](course) taught in english\n- Teaching language [KATVRP12](course)\n- Lecture language [KASMULTI1](course)\n- What is the teaching language in [TERY4](course)\n- Teaching language in [KASA9](course)\n- What language is [KASMULTI3](course)\n- Is [KATYVS21](course) in english\n- Is [HALJUA64](course) in finnish\n- [KASVAR10](course) language\n- [KKRULUK](course) teaching language\n- Is [LOGA3](course) taught in english\n- Is [KASLOE7.2](course) taught in english\n- Can I pass [KKES2](course) in english\n- Which language is [HALJUS13](course)\n- What is [TERY6](course) language\n- What is the language of [MVKS34](course) is\n- The teaching language of [KKENVAL2](course)\n- What language is used in [KASSG](course)\n- Which language [ITIS44](course) is used\n- [ENGA11](course) spoken language\n- [TIETA17](course) languages\n- What are [SOS6.1.1](course) languages\n- The [TERKANA2](course) language\n- [TERHOI6](course) teaching languages\n- The language of [SOS06.4](course)\n- Teaching language in [JOVPVS9](course)\n- [KATLITO5](course) in which language\n- What language do they speak in [YKYYHT1](course)\n- I want to know which language [KKSUOPE](course) is used\n- I want to know the language of [KATTAP11](course)\n- I want to know what language do they speak in [MVKS24E](course)\n- I want to know is [TAYJ12](course) taught in english\n- Teaching language [DPHSR402](course)\n- Lecture language [KASLOH4B](course)\n- What is the teaching language in [LTLY229](course)\n- Teaching language in [SUOV2](course)\n- What language is [POLKVA22](course)\n- Is [KATTAA31](course) in english\n- Is [KASP3](course) in finnish\n- [ENGA8](course) language\n- [KASP1](course) teaching language\n- Is [KATJOA14](course) taught in english\n- Is [DPII1](course) taught in english\n- Can I pass [LUOYA200](course) in english\n- Which language is [TERY2](course)\n- What is [RANS1](course) language\n- What is the language of [KKSUHUK](course) is\n- The teaching language of [VENA12](course)\n- What language is used in [PSYS7](course)\n- Which language [STYS3C](course) is used\n- [SOS6.2.3](course) spoken language\n- [KASA11](course) languages\n- What are [LTLY01](course) languages\n- The [KATTAS40](course) language\n- [KASLOM11](course) teaching languages\n- The language of [TRMU5](course)\n- Teaching language in [FILP1A](course)\n- [VENP3/VENK1](course) in which language\n- What language do they speak in [DPCMTJ2/JMMETUS](course)\n- I want to know which language [KATLITO2](course) is used\n- I want to know the language of [POHS5](course)\n- I want to know what language do they speak in [TERA1](course)\n- I want to know is [KASVAR9](course) taught in english\n- Teaching language [SOSM4](course)\n- Lecture language [RANP6](course)\n- What is the teaching language in [MTTMP3](course)\n- Teaching language in [POLKVS31](course)\n- What language is [KASVAR7](course)\n- Is [KATSTA11](course) in english\n- Is [HISJATKO](course) in finnish\n- [TERKAN16](course) language\n- [KASLOH4A](course) teaching language\n- Is [POLKVA43](course) taught in english\n- Is [BTK4032](course) taught in english\n- Can I pass [STYS2A](course) in english\n- Which language is [LFCS99](course)\n- What is [BIO4380](course) language\n- What is the language of [VENP4](course) is\n- The teaching language of [GTS1](course)\n- What language is used in [MOLI](course)\n- Which language [HALKOS22](course) is used\n- [POLVOA32/S27](course) spoken language\n- [LUOYY006](course) languages\n- What are [POHS1](course) languages\n- The [LUOYY026](course) language\n- [SOCYKV2/RES012](course) teaching languages\n- The language of [KATJOS21](course)\n- Teaching language in [SOCYKV2](course)\n- [STYA1A](course) in which language\n- What language do they speak in [TERHOIA2](course)\n- I want to know which language [KASP5](course) is used\n- I want to know the language of [KKSA3](course)\n- I want to know what language do they speak in [ENGS40](course)\n- I want to know is [JOVKA4](course) taught in english\n- Teaching language [SOP03.6](course)\n- Lecture language [KATTAA32](course)\n- What is the teaching language in [KKSUVAL3](course)\n- Teaching language in [POLKVA11](course)\n- What language is [HALJTA12](course)\n- Is [HALJTA14](course) in english\n- Is [VENP2](course) in finnish\n- [DPJKKHS](course) language\n- [TERTIETO5](course) teaching language\n- Is [HISA1B](course) taught in english\n- Is [HALKOS24](course) taught in english\n- Can I pass [HTIS87](course) in english\n- Which language is [HISA2](course)\n- What is [KKSUKK](course) language\n- What is the language of [PSYS6E](course) is\n- The teaching language of [TAYJ031](course)\n- What language is used in [ITIP3](course)\n- Which language [HALJUA99](course) is used\n- [KATTAA40](course) spoken language\n- [PEACE045](course) languages\n- What are [KASVAR7](course) languages\n- The [TIETS13](course) language\n- [TIETA7](course) teaching languages\n- The language of [KKSU1](course)\n- Teaching language in [BIO2200](course)\n- [KATSTA13](course) in which language\n- What language do they speak in [MTTMA1A](course)\n- I want to know which language [FILJATKO](course) is used\n- I want to know the language of [NORDIG1](course)\n- I want to know what language do they speak in [IGS006](course)\n- I want to know is [HIST03](course) taught in english\n- Teaching language [HALYAS99](course)\n- Lecture language [KASA6](course)\n- What is the teaching language in [MTTTS13](course)\n- Teaching language in [YKT10.5](course)\n- What language is [SUKKP5A](course)\n- Is [POLPOP05](course) in english\n- Is [KATVRS42](course) in finnish\n- [POLKVS10](course) language\n- [KATYVS22](course) teaching language\n- Is [RUST5/VENS10](course) taught in english\n- Is [ITIA03](course) taught in english\n- Can I pass [KASVAR7](course) in english\n- Which language is [KATLITO7](course)\n- What is [TAYJ033](course) language\n- What is the language of [POLPOP04](course) is\n- The teaching language of [SUKKP6](course)\n- What language is used in [TERA6](course)\n- Which language [HALJUS31](course) is used\n- [LTLY03](course) spoken language\n- [POLVOA22/A32](course) languages\n- What are [HALKAA12](course) languages\n- The [SAKS3](course) language\n- [STYA5](course) teaching languages\n- The language of [TAYJ12](course)\n- Teaching language in [SOS10.1.4](course)\n- [KATVAA11](course) in which language\n- What language do they speak in [KKSUPRO](course)\n- I want to know which language [KASLOH4A](course) is used\n- I want to know the language of [KKENVAL4](course)\n- I want to know what language do they speak in [KASERIT3](course)\n- I want to know is [HTIS60](course) taught in english\n- Teaching language [LATAP3](course)\n- Lecture language [HALJUA14](course)\n- What is the teaching language in [LATAP2](course)\n- Teaching language in [MTTMS11](course)\n- What language is [ITIS24](course)\n- Is [HTIY005](course) in english\n- Is [KATMAA99](course) in finnish\n- [STYS3B2](course) language\n- [JKKYVAP](course) teaching language\n- Is [KKRUKK](course) taught in english\n- Is [HALJUA14](course) taught in english\n- Can I pass [ENGA10](course) in english\n- Which language is [KASMULTI2A](course)\n- What is [KKSUHUK](course) language\n- What is the language of [STYA5](course) is\n- The teaching language of [BTK4320](course)\n- What language is used in [DPCMTJ3](course)\n- Which language [FILS2B/C](course) is used\n- [TERKAN6](course) spoken language\n- [KASP4](course) languages\n- What are [KASP5](course) languages\n- The [KASA13](course) language\n- [NORDIG4](course) teaching languages\n- The language of [KASVAR5](course)\n- Teaching language in [VIROP1](course)\n- [KASVARTA](course) in which language\n- What language do they speak in [PSYS17](course)\n- I want to know which language [SOCYKV2](course) is used\n- I want to know the language of [MTTTA13](course)\n- I want to know what language do they speak in [LOGP2](course)\n- I want to know is [JOVTS5](course) taught in english\n- Teaching language [TIEP3](course)\n- Lecture language [FONEP1](course)\n- What is the teaching language in [KKRAVAL1](course)\n- Teaching language in [KKRULL](course)\n- What language is [KATLITO3](course)\n- Is [MVKS54-56](course) in english\n- Is [KASVAR7](course) in finnish\n- [MVKS46](course) language\n- [BTK4030](course) teaching language\n- Is [KASLOE8.3](course) taught in english\n- Is [JOVTS5](course) taught in english\n- Can I pass [POLVOS21](course) in english\n- Which language is [KATVRA15](course)\n- What is [MTTA2](course) language\n- What is the language of [HALVAL1](course) is\n- The teaching language of [KASMULTI2C](course)\n- What language is used in [FILP5A](course)\n- Which language [STYA1A](course) is used\n- [ITIA03](course) spoken language\n- [KASSA3](course) languages\n- What are [KKENLL](course) languages\n- The [JOVA8](course) language\n- [MVKS15E](course) teaching languages\n- The language of [PSYS6D](course)\n- Teaching language in [HTIS53](course)\n- [IGS005](course) in which language\n- What language do they speak in [PSYS15](course)\n- I want to know which language [BTK2223](course) is used\n- I want to know the language of [POLKVA11](course)\n- I want to know what language do they speak in [POHA1](course)\n- I want to know is [VENS15](course) taught in english\n- Teaching language [FILAPRO](course)\n- Lecture language [PSYA5](course)\n- What is the teaching language in [POLVOA31](course)\n- Teaching language in [ITIA03](course)\n- What language is [KASVAR4](course)\n- Is [JMMETUS](course) in english\n- Is [KKRA2](course) in finnish\n- [FILJATKO](course) language\n- [TERVAL5](course) teaching language\n- Is [KASA8](course) taught in english\n- Is [KATJOS99](course) taught in english\n- Can I pass [SAKS5](course) in english\n- Which language is [SOSM6.3](course)\n- What is [ITIS14](course) language\n- What is the language of [JOVPVS13](course) is\n- The teaching language of [TERKAN1](course)\n- What language is used in [BTK0001](course)\n- Which language [KATTAS22A](course) is used\n- [HALKAA99](course) spoken language\n- [KATSTA12](course) languages\n- What are [TRSU02](course) languages\n- The [STYS2A](course) language\n- [MTTMS3](course) teaching languages\n- The language of [TERHOI2](course)\n- Teaching language in [JOVA2](course)\n- [VENA12](course) in which language\n- What language do they speak in [KATJOS42](course)\n- I want to know which language [KASLOM6](course) is used\n- I want to know the language of [KATVRS55](course)\n- I want to know what language do they speak in [POLVOS33](course)\n- I want to know is [JOUJOVTS](course) taught in english\n- Teaching language [SOSM6.2](course)\n- Lecture language [PSYP2](course)\n- What is the teaching language in [KASS1](course)\n- Teaching language in [DPJKK20](course)\n- What language is [HALJTA13](course)\n- Is [FILA1](course) in english\n- Is [KKSU1](course) in finnish\n- [BTK4321](course) language\n- [LOGS9](course) teaching language\n- Is [SOCYKV2/RES012](course) taught in english\n- Is [HALYAS14](course) taught in english\n- Can I pass [KASLOM8](course) in english\n- Which language is [JOVP4](course)\n- What is [VENP1](course) language\n- What is the language of [TEE1](course) is\n- The teaching language of [KKRUPRE2](course)\n- What language is used in [KATLITO3](course)\n- Which language [FILA9](course) is used\n- [POHS5](course) spoken language\n- [MTTA1](course) languages\n- What are [POLVOA42/52/S23](course) languages\n- The [SOS6.2.3](course) language\n- [SOS10.1.5](course) teaching languages\n- The language of [GTS1](course)\n- Teaching language in [KASLOM4](course)\n- [KASLOM3](course) in which language\n- What language do they speak in [TERKANA1](course)\n- I want to know which language [HALKAS13](course) is used\n- I want to know the language of [TAYJ12](course)\n- I want to know what language do they speak in [KASLOM10](course)\n- I want to know is [KASMULTI4](course) taught in english\n- Teaching language [TIEP1](course)\n- Lecture language [SUOS1](course)\n- What is the teaching language in [KKENVAL9](course)\n- Teaching language in [SAKA12](course)\n- What language is [KASLOE4.3](course)\n- Is [PSYS6B](course) in english\n- Is [POLKVS33](course) in finnish\n- [KATVRA13](course) language\n- [MTTTA4](course) teaching language\n- Is [POLVOA31](course) taught in english\n- Is [KASLOM1](course) taught in english\n- Can I pass [BIO2310](course) in english\n- Which language is [POLVOS10](course)\n- What is [TSEKP3](course) language\n- What is the language of [JOVA9](course) is\n- The teaching language of [JOVTKS3](course)\n- What language is used in [MVKS02](course)\n- Which language [YKT07.2](course) is used\n- [KKSUPRO](course) spoken language\n- [TERY4](course) languages\n- What are [HALYAA14](course) languages\n- The [KATVAS31](course) language\n- [BTK4090](course) teaching languages\n- The language of [JOUJOVTS](course)\n- Teaching language in [JOVVAL](course)\n- [KATLITO1](course) in which language\n- What language do they speak in [STYA8](course)\n- I want to know which language [JKKYLII](course) is used\n- I want to know the language of [ENGA8](course)\n- I want to know what language do they speak in [POLKVA23](course)\n- I want to know is [KASVAR7](course) taught in english\n- Teaching language [SOS4.2](course)\n- Lecture language [KIRP4](course)\n- What is the teaching language in [SOSKV1](course)\n- Teaching language in [KASLOM4](course)\n- What language is [KASVART3](course)\n- Is [KKRUKTK](course) in english\n- Is [VENA10](course) in finnish\n- [MVKS54-56](course) language\n- [TERHOJ3](course) teaching language\n- Is [FILP1A](course) taught in english\n- Is [TERHOIA4](course) taught in english\n- Can I pass [KKSUKK](course) in english\n- Which language is [KATYVA23](course)\n- What is [PEACE045](course) language\n- What is the language of [TIETS41](course) is\n- The teaching language of [KASA13](course)\n- What language is used in [MOLI](course)\n- Which language [DPEDUB.1B](course) is used\n- [TAYJ034](course) spoken language\n- [SAKA9](course) languages\n- What are [TERKAN5](course) languages\n- The [POLVOA51/52/S24](course) language\n- [KKENPRE2](course) teaching languages\n- The language of [YKYYKV1](course)\n- Teaching language in [KASVAR5](course)\n- [KKENKTM](course) in which language\n- What language do they speak in [KATLAS25](course)\n- I want to know which language [STYP1A](course) is used\n- I want to know the language of [LTLY16](course)\n- I want to know what language do they speak in [KASLOE8.1](course)\n- I want to know is [VIROP3](course) taught in english\n- Teaching language [POLPOP05](course)\n- Lecture language [NORDIG4](course)\n- What is the teaching language in [KASLOM6](course)\n- Teaching language in [TERVAL7](course)\n- What language is [ENGA7](course)\n- Is [VENP2](course) in english\n- Is [KKSUSC](course) in finnish\n- [STYS3B](course) language\n- [TIEVA36](course) teaching language\n- Is [JKKYTUO2](course) taught in english\n- Is [KATSTA16](course) taught in english\n- Can I pass [KATTAS33](course) in english\n- Which language is [KASLOM2](course)\n- What is [HALYAA99](course) language\n- What is the language of [POLKVA43](course) is\n- The teaching language of [YKYYHT3](course)\n- What language is used in [KKRUKTK](course)\n- Which language [HALYAA14](course) is used\n- [ENGS46](course) spoken language\n- [STYS2A](course) languages\n- What are [HTIY006](course) languages\n- The [KASLOM8](course) language\n- [SAKA12](course) teaching languages\n- The language of [LOGP1](course)\n- Teaching language in [POLVOS25](course)\n- [KATTAA01](course) in which language\n- What language do they speak in [KATMAA99](course)\n- I want to know which language [POLPOP02](course) is used\n- I want to know the language of [HISA3B](course)\n- I want to know what language do they speak in [MTTTS14](course)\n- I want to know is [JOVA8](course) taught in english\n- Teaching language [MVKS17/13S](course)\n- Lecture language [KKRUKK](course)\n- What is the teaching language in [POLKVA32](course)\n- Teaching language in [TRSU02](course)\n- What language is [BIO4460](course)\n- Is [DPJKKHS](course) in english\n- Is [HALYAP01](course) in finnish\n- [KASA6](course) language\n- [SUKKP3](course) teaching language\n- Is [FONEP1](course) taught in english\n- Is [TIEP1](course) taught in english\n- Can I pass [BIO4716](course) in english\n- Which language is [JOUJOVTS](course)\n- What is [KASLOE6.2](course) language\n- What is the language of [KASLOM11](course) is\n- The teaching language of [KKSAPRE1](course)\n- What language is used in [BTK5003](course)\n- Which language [ITIP2](course) is used\n- [HTIS54](course) spoken language\n- [SOS1](course) languages\n- What are [RANP0](course) languages\n- The [MTTS1](course) language\n- [KATLITO2](course) teaching languages\n- The language of [TIEVA36](course)\n- Teaching language in [POLVOA32/S23/24](course)\n- [TAYJ031](course) in which language\n- What language do they speak in [ITIS22](course)\n- I want to know which language [HALJUA13](course) is used\n- I want to know the language of [POLVOS32](course)\n- I want to know what language do they speak in [ITIY3](course)\n- I want to know is [FILP1A](course) taught in english\n- Teaching language [TAYJ042](course)\n- Lecture language [KKSUBMT](course)\n- What is the teaching language in [HALYAP01](course)\n- Teaching language in [ENGP7](course)\n- What language is [KASVARH](course)\n- Is [KASA7](course) in english\n- Is [TIETS18](course) in finnish\n- [LATAP4](course) language\n- [KATTAA32](course) teaching language\n- Is [MTTTA14](course) taught in english\n- Is [HALJUA44](course) taught in english\n- Can I pass [HALKAS99](course) in english\n- Which language is [HALJTA04](course)\n- What is [BTK1053](course) language\n- What is the language of [HALKAA99](course) is\n- The teaching language of [TIEA2.1](course)\n- What language is used in [SOS7.2/STYA4B](course)\n- Which language [TERHOIA4](course) is used\n- [JOVA9](course) spoken language\n- [KATYVA22](course) languages\n- What are [KKSUSC](course) languages\n- The [MTTTP1](course) language\n- [SUOR1/A6](course) teaching languages\n- The language of [JOVAT1](course)\n- Teaching language in [KATVAA14](course)\n- [SUOR1/A6](course) in which language\n- What language do they speak in [SOS6.1.2](course)\n- I want to know which language [DPIS1](course) is used\n- I want to know the language of [SOS10.6](course)\n- I want to know what language do they speak in [LTLY01](course)\n- I want to know is [MEDU02](course) taught in english\n- Teaching language [SAKP3](course)\n- Lecture language [KASSG](course)\n- What is the teaching language in [KKKI1](course)\n- Teaching language in [POLVOS24](course)\n- What language is [KATTAS40](course)\n- Is [KASLOM1](course) in english\n- Is [SOS6.5.3](course) in finnish\n- [STYS2B](course) language\n- [ITIA11](course) teaching language\n- Is [KKIN4](course) taught in english\n- Is [ROMAP1](course) taught in english\n- Can I pass [KASA2](course) in english\n- Which language is [TAYJ024](course)\n- What is [TEE9](course) language\n- What is the language of [KATLAA22](course) is\n- The teaching language of [TIEY1](course)\n- What language is used in [ROMAP1](course)\n- Which language [KKSUOPE](course) is used\n- [KASPUHA4](course) spoken language\n- [YKIEP1](course) languages\n- What are [SOCYKV2](course) languages\n- The [JKKYLT01](course) language\n- [BTK4661](course) teaching languages\n- The language of [KKENKTM](course)\n- Teaching language in [KATTAS40](course)\n- [KKES2](course) in which language\n- What language do they speak in [POLKVS22](course)\n- I want to know which language [KASP5](course) is used\n- I want to know the language of [POLKVS21](course)\n- I want to know what language do they speak in [KASPUHS6](course)\n- I want to know is [TAYJ042](course) taught in english\n- Teaching language [POLKVS31](course)\n- Lecture language [POLKVA41](course)\n- What is the teaching language in [DPEDUB.1C](course)\n- Teaching language in [RANS1](course)\n- What language is [HALKOS27](course)\n- Is [KKRUYHT](course) in english\n- Is [POLVOA12](course) in finnish\n- [POLVOS10](course) language\n- [KASA5](course) teaching language\n- Is [KATVAA13](course) taught in english\n- Is [JOVA6](course) taught in english\n- Can I pass [YKT6.6.1](course) in english\n- Which language is [ENGA6](course)\n- What is [KKVE1](course) language\n- What is the language of [ITIA11](course) is\n- The teaching language of [LTLY212](course)\n- What language is used in [KASTUTVA](course)\n- Which language [MVKS42V](course) is used\n- [DPHSR404](course) spoken language\n- [SOSM5.1](course) languages\n- What are [KKSA2](course) languages\n- The [TAYJ035](course) language\n- [VENT1](course) teaching languages\n- The language of [KASERIT2](course)\n- Teaching language in [KATMAS17](course)\n- [KASPUHP1](course) in which language\n- What language do they speak in [KASSO1](course)\n- I want to know which language [TIETA18](course) is used\n- I want to know the language of [KATJOP11](course)\n- I want to know what language do they speak in [POLKVA22](course)\n- I want to know is [KKSUSOTE](course) taught in english\n- Teaching language [KASLOM11](course)\n- Lecture language [KKRUKK](course)\n- What is the teaching language in [HALYAS14](course)\n- Teaching language in [POHA1](course)\n- What language is [POHP1](course)\n- Is [ENGS10](course) in english\n- Is [MTTTP5](course) in finnish\n- [JKKYTVA12](course) language\n- [TERHOIA4](course) teaching language\n- Is [BTK2060](course) taught in english\n- Is [TAYJ032](course) taught in english\n- Can I pass [LUOYY021](course) in english\n- Which language is [PEDA2](course)\n- What is [JOUJOVTS](course) language\n- What is the language of [GTS2](course) is\n- The teaching language of [PEACE043](course)\n- What language is used in [POLVOS23](course)\n- Which language [HALJUA99](course) is used\n- [KIRS1/A4](course) spoken language\n- [KKENVAL4](course) languages\n- What are [TRSU01](course) languages\n- The [TIEP1](course) language\n- [KASLIITU](course) teaching languages\n- The language of [KASA15](course)\n- Teaching language in [SOSM2](course)\n- [ENGS7-9](course) in which language\n- What language do they speak in [JOVTS5](course)\n- I want to know which language [MOLI](course) is used\n- I want to know the language of [YKYYHT2](course)\n- I want to know what language do they speak in [HISA1B](course)\n- I want to know is [HALYAA99](course) taught in english\n- Teaching language [TERKAN6](course)\n- Lecture language [PSYP0](course)\n- What is the teaching language in [KASSM2](course)\n- Teaching language in [TAYJ031](course)\n- What language is [MVKS34](course)\n- Is [JKKYOA11](course) in english\n- Is [YKYYHT2](course) in finnish\n- [KASMULTI4](course) language\n- [KASA13](course) teaching language\n- Is [HISA2](course) taught in english\n- Is [NORDIG3](course) taught in english\n- Can I pass [KATTAS22B](course) in english\n- Which language is [MTTTA7](course)\n- What is [TSEKP3](course) language\n- What is the language of [KASVAR6](course) is\n- The teaching language of [MTTMS1](course)\n- What language is used in [BIO2450](course)\n- Which language [TERY1](course) is used\n- [HALKAP01](course) spoken language\n- [SAKA5](course) languages\n- What are [KASSO5](course) languages\n- The [HISA4](course) language\n- [SOS6.3.1](course) teaching languages\n- The language of [MOLI](course)\n- Teaching language in [KKSULL](course)\n- [HALJTA99](course) in which language\n- What language do they speak in [JOVAT1](course)\n- I want to know which language [LUOYY003](course) is used\n- I want to know the language of [DPEDUB.2](course)\n- I want to know what language do they speak in [KASA5](course)\n- I want to know is [SAKA7](course) taught in english\n- Teaching language [ITIS61](course)\n- Lecture language [STYVA](course)\n- What is the teaching language in [STYS3B](course)\n- Teaching language in [KATRAA11](course)\n- What language is [KATVRP11](course)\n- Is [TIETA15](course) in english\n- Is [TERTIETO4](course) in finnish\n- [ITIY3](course) language\n- [HALJTS99](course) teaching language\n- Is [PSYA1](course) taught in english\n- Is [FILA9](course) taught in english\n- Can I pass [TERKANP1](course) in english\n- Which language is [HALKAS13](course)\n- What is [KASLOE7.2](course) language\n- What is the language of [TAYJ026](course) is\n- The teaching language of [HALJUA14](course)\n- What language is used in [TAYJ024](course)\n- Which language [KASA13](course) is used\n- [ITIS45](course) spoken language\n- [KATYVS99](course) languages\n- What are [TERKANP3](course) languages\n- The [MTTMS1](course) language\n- [KASA3](course) teaching languages\n- The language of [SOSM5.2](course)\n- Teaching language in [KASA12](course)\n- [POLKVA21](course) in which language\n- What language do they speak in [SOS3](course)\n- I want to know which language [YKT09.4](course) is used\n- I want to know the language of [KKSUSOTE](course)\n- I want to know what language do they speak in [ENGS29](course)\n- I want to know is [KASP4](course) taught in english\n- Teaching language [ESPFA2](course)\n- Lecture language [STYA3B2](course)\n- What is the teaching language in [JOVA6](course)\n- Teaching language in [JOVA5](course)\n- What language is [POLKVA42](course)\n- Is [STYS2B](course) in english\n- Is [JKKYTVA13](course) in finnish\n- [HISP1](course) language\n- [KKES2](course) teaching language\n- Is [COSOPN2](course) taught in english\n- Is [TRSU02](course) taught in english\n- Can I pass [TIETS41](course) in english\n- Which language is [HISA2](course)\n- What is [SUOS1](course) language\n- What is the language of [KATLAS13](course) is\n- The teaching language of [JOVA14](course)\n- What language is used in [JOVA18](course)\n- Which language [KASPUHA5](course) is used\n- [KASVAR6](course) spoken language\n- [SOSM5.1](course) languages\n- What are [KASS1](course) languages\n- The [HALJUA25](course) language\n- [KASA11](course) teaching languages\n- The language of [KATLAA22](course)\n- Teaching language in [POLVOS34](course)\n- [MTTS1](course) in which language\n- What language do they speak in [POLVOA22](course)\n- I want to know which language [KASTUTVA](course) is used\n- I want to know the language of [POLVOA21](course)\n- I want to know what language do they speak in [KKENVAL3](course)\n- I want to know is [TIETS21](course) taught in english\n- Teaching language [KKRA2](course)\n- Lecture language [KKSA3](course)\n- What is the teaching language in [POLVOA31/S21](course)\n- Teaching language in [MTTTP5](course)\n- What language is [KKSU4](course)\n- Is [STYS3C](course) in english\n- Is [HISA4](course) in finnish\n- [KASP1](course) language\n- [STYA3B1](course) teaching language\n- Is [KASA11](course) taught in english\n- Is [DPEDUC.3](course) taught in english\n- Can I pass [KIRP4](course) in english\n- Which language is [JOUJOVTS](course)\n- What is [JOVPVA7](course) language\n- What is the language of [ROMAP3](course) is\n- The teaching language of [KKSUHY](course)\n- What language is used in [KKENYHT](course)\n- Which language [TERHOIA7](course) is used\n- [KATTAS22A](course) spoken language\n- [KASP4](course) languages\n- What are [MTTTP5](course) languages\n- The [JKKYOA12](course) language\n- [LFCOR](course) teaching languages\n- The language of [KASA5](course)\n- Teaching language in [TIETS26](course)\n- [KIRS4](course) in which language\n- What language do they speak in [SOCYKV2](course)\n- I want to know which language [JOVA20](course) is used\n- I want to know the language of [DPYT](course)\n- I want to know what language do they speak in [DPHSFC06](course)\n- I want to know is [HALJUS22](course) taught in english\n- Teaching language [LOGS2](course)\n- Lecture language [LTLY229](course)\n- What is the teaching language in [KATTV01](course)\n- Teaching language in [DPHSS207](course)\n- What language is [KKRUKTK](course)\n- Is [KKSUVAL3](course) in english\n- Is [KASA12](course) in finnish\n- [KATLAA99](course) language\n- [KATYVA99](course) teaching language\n- Is [PEACE046](course) taught in english\n- Is [KASVAR8](course) taught in english\n- Can I pass [TSEKP3](course) in english\n- Which language is [TERTIETO5](course)\n- What is [HALYAS11](course) language\n- What is the language of [VIROP1](course) is\n- The teaching language of [KIRA1](course)\n- What language is used in [ITIY003](course)\n- Which language [VENS2](course) is used\n- [SUKKP6](course) spoken language\n- [KASLOH4B](course) languages\n- What are [DPHSR402](course) languages\n- The [KATTAA35](course) language\n- [STYP5](course) teaching languages\n- The language of [ITIP2](course)\n- Teaching language in [KKSAVAL0](course)\n- [KKRUKTMO](course) in which language\n- What language do they speak in [ESPFA1](course)\n- I want to know which language [KASLOM11](course) is used\n- I want to know the language of [TERKAN18](course)\n- I want to know what language do they speak in [KATTAA12A](course)\n- I want to know is [LTLY16](course) taught in english\n- Teaching language [YKYYHT4A](course)\n- Lecture language [SAKP0](course)\n- What is the teaching language in [KATYVA44](course)\n- Teaching language in [KIRA4D](course)\n- What language is [TSEKP2](course)\n- Is [SOS6.2.1](course) in english\n- Is [KATLAA99](course) in finnish\n- [KKSUPRO](course) language\n- [DPEDUC.3](course) teaching language\n- Is [BIOMJ016](course) taught in english\n- Is [KASA12](course) taught in english\n- Can I pass [KKENVAL9](course) in english\n- Which language is [POHP5](course)\n- What is [STYA5](course) language\n- What is the language of [KATJOS32](course) is\n- The teaching language of [POLYEP11](course)\n- What language is used in [KATVRS60](course)\n- Which language [JOVP1](course) is used\n- [YKT10.1.2](course) spoken language\n- [KATYVA35](course) languages\n- What are [KATYVS25](course) languages\n- The [HALJTS04](course) language\n- [JKKYVAP](course) teaching languages\n- The language of [LTLY01](course)\n- Teaching language in [PSYP3](course)\n- [LUOYY005](course) in which language\n- What language do they speak in [TIETS26](course)\n- I want to know which language [LUOYY027](course) is used\n- I want to know the language of [SOS10.1.5](course)\n- I want to know what language do they speak in [KASLOE8.1](course)\n- I want to know is [TIEVA36](course) taught in english\n- Teaching language [KKRUVAL1](course)\n- Lecture language [LOGA6](course)\n- What is the teaching language in [LUOYY021](course)\n- Teaching language in [PEDAYOP4](course)\n- What language is [DPCMTJ4](course)\n- Is [JOVY3](course) in english\n- Is [ESPFA2](course) in finnish\n- [KASERIT4](course) language\n- [PSYA8](course) teaching language\n- Is [KKSU4](course) taught in english\n- Is [KATJOA99](course) taught in english\n- Can I pass [ITIY3](course) in english\n- Which language is [FONEP2](course)\n- What is [KKES4](course) language\n- What is the language of [ROMAP2](course) is\n- The teaching language of [BTK5557](course)\n- What language is used in [ENGA6](course)\n- Which language [POLKVA33](course) is used\n- [HALTVA12](course) spoken language\n- [FILS1](course) languages\n- What are [TEE6](course) languages\n- The [TIEA5](course) language\n- [DPIPEF05](course) teaching languages\n- The language of [POLPOP03](course)\n- Teaching language in [KATTAS21B](course)\n- [TERY4](course) in which language\n- What language do they speak in [HISA1B](course)\n- I want to know which language [TAYJ035](course) is used\n- I want to know the language of [POLKVS21](course)\n- I want to know what language do they speak in [FONEP2](course)\n- I want to know is [SUOP3](course) taught in english\n- Teaching language [PSYS17](course)\n- Lecture language [SOS7.2/STYA4B](course)\n- What is the teaching language in [DPEDUC.3](course)\n- Teaching language in [MOLI](course)\n- What language is [KASLOE7.1](course)\n- Is [YKYY0](course) in english\n- Is [KKSUPRO](course) in finnish\n- [KASVAR12](course) language\n- [TERTIETO5](course) teaching language\n- Is [POLKVA32](course) taught in english\n- Is [ENGA6](course) taught in english\n- Can I pass [SUOA8](course) in english\n- Which language is [JOUJOVTS/JMMETU](course)\n- What is [ENGP9](course) language\n- What is the language of [TRMU1](course) is\n- The teaching language of [TERY5B](course)\n- What language is used in [IGS005](course)\n- Which language [STYA1B](course) is used\n- [KATVAS31](course) spoken language\n- [DPIT2](course) languages\n- What are [MVKS02](course) languages\n- The [MVKS63](course) language\n- [HALJUS15](course) teaching languages\n- The language of [JOVY2](course)\n- Teaching language in [ENGS40](course)\n- [DPEDUB.1B](course) in which language\n- What language do they speak in [ITIY3](course)\n- I want to know which language [HALJTA06](course) is used\n- I want to know the language of [KASLOE4.3](course)\n- I want to know what language do they speak in [SOSM5.1](course)\n- I want to know is [KKVE2](course) taught in english\n- Teaching language [JOVPVS6](course)\n- Lecture language [HALJTJ00](course)\n- What is the teaching language in [POLKVA42](course)\n- Teaching language in [PSYP1](course)\n- What language is [KIRS4](course)\n- Is [JOUJOVTS](course) in english\n- Is [ENGS42](course) in finnish\n- [MTTTA2](course) language\n- [PSYS14](course) teaching language\n- Is [KATMAS14](course) taught in english\n- Is [KKKI2](course) taught in english\n- Can I pass [JOVKA5](course) in english\n- Which language is [ITIS35](course)\n- What is [STYS3B](course) language\n- What is the language of [TIETA13](course) is\n- The teaching language of [POHA6](course)\n- What language is used in [JOVY1](course)\n- Which language [TERKAN12](course) is used\n- [ENGS4](course) spoken language\n- [TERHOI1](course) languages\n- What are [SOS4.4](course) languages\n- The [TERHOI4](course) language\n- [PEACE045](course) teaching languages\n- The language of [TERA2](course)\n- Teaching language in [ITIS43](course)\n- [MEDU07](course) in which language\n- What language do they speak in [STYVA](course)\n- I want to know which language [HALJUA22](course) is used\n- I want to know the language of [POLKVS32](course)\n- I want to know what language do they speak in [TIETA10](course)\n- I want to know is [RANP3](course) taught in english\n- Teaching language [MTTA1](course)\n- Lecture language [POLKVA43](course)\n- What is the teaching language in [KASVAR2](course)\n- Teaching language in [JOVPVS5](course)\n- What language is [HALJUA44](course)\n- Is [SAKA12](course) in english\n- Is [KKRA3](course) in finnish\n- [HALYAS99](course) language\n- [LTLY16](course) teaching language\n- Is [POLKVS22](course) taught in english\n- Is [POLVOS25](course) taught in english\n- Can I pass [POLVOA31](course) in english\n- Which language is [YKTM4](course)\n- What is [PEDAYOA1](course) language\n- What is the language of [BIO4722](course) is\n- The teaching language of [DPEDUB.1C](course)\n- What language is used in [KIRS4](course)\n- Which language [HALKOS25](course) is used\n- [BTK3210](course) spoken language\n- [POLKVS33](course) languages\n- What are [KATYVA43](course) languages\n- The [KASP4](course) language\n- [TIEA4](course) teaching languages\n- The language of [KKRUKTK](course)\n- Teaching language in [HISS1B](course)\n- [KATJOA15](course) in which language\n- What language do they speak in [MVKS47](course)\n- I want to know which language [JKKYVP11](course) is used\n- I want to know the language of [POLKVA44](course)\n- I want to know what language do they speak in [JOVPVA7](course)\n- I want to know is [KATJOS11](course) taught in english\n- Teaching language [TAYJ031](course)\n- Lecture language [PSYS11](course)\n- What is the teaching language in [KIRP3](course)\n- Teaching language in [PSYA9](course)\n- What language is [HISA4](course)\n- Is [TAYJ035](course) in english\n- Is [PGHINT](course) in finnish\n- [HALKAS11](course) language\n- [BTK3125](course) teaching language\n- Is [LUOYY020](course) taught in english\n- Is [TIETS09](course) taught in english\n- Can I pass [POLKVA42](course) in english\n- Which language is [KKENKTK](course)\n- What is [KKRUYHT](course) language\n- What is the language of [KATLAA99](course) is\n- The teaching language of [TERHOIA7](course)\n- What language is used in [KATJOS31](course)\n- Which language [YKT6.6.4](course) is used\n- [TAYJ13](course) spoken language\n- [KASVAR1](course) languages\n- What are [HALEUA11](course) languages\n- The [SOSM4](course) language\n- [TAYJ12](course) teaching languages\n- The language of [JOVP3](course)\n- Teaching language in [MTTTA1](course)\n- [HTIS66](course) in which language\n- What language do they speak in [KATLAS14](course)\n- I want to know which language [TEE6](course) is used\n- I want to know the language of [MTTA2](course)\n- I want to know what language do they speak in [FONEP2](course)\n- I want to know is [KATJOA13](course) taught in english\n\n## intent:periodi\n- Period [KATTAP11](course)\n- Semester [POISTA TÄMÄ! Solun biologian perusteet](course)\n- Quarter [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](course)\n- Academic term [Uuden ajan alun ryhmä](course)\n- [Klinikkaharjoittelu](course) semester\n- [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](course) academic term\n- [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](course) quarter\n- This semester [Hands-on genetics](course)\n- What period [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course)\n- What study period [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 1.vsk:n monimuotoryhmien opiskelijoille](course)\n- What study period is [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](course) in\n- What period will [Ranskan yhteiskunta II/Société française II](course) begin\n- [Media- ja informaatiolukutaito](course) period\n- Is [Terveyden ja mielenterveyden psykologia I](course) this period\n- Which period is [Taloustieteen perusteet, monimuoto-opetus](course)\n- Which period will [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](course) begin\n- What period will [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](course) begin\n- [Vaihtuvasisältöiset erikoiskurssit (kirjallinen tentti suoritusvaihtoehto) -](course) curriculum\n- When is [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](course) in the curriulum\n- The period of [Representations and Identities](course)\n- Study period of [Lapsuuden antropologia ja transnationaali lapsuus](course)\n- Semester [Introduction to Argumentation and Scientific Reasoning](course)\n- Which semester will [Algebra 2](course) start\n- Which semester is [Kandidaatintutkielmaseminaari - Tammikuussa 2019 alkava seminaari](course)\n- Is [Johdatus hallintotieteeseen](course) this semester\n- What semester is [Espanjan historia ja kirjallisuus - Historia y literatura de España](course)\n- Academic term [Pro gradun viimeistelyseminaari (kirjallisuustiede)](course)\n- Which academic term will [Perhe ja tunteet](course) begin\n- Which academic term is [Finnish Education System - Seminar](course)\n- [Political Systems Outside of Europe (book exam/essay)](course) academic term\n- Which semester will [Terve ja turvallinen kouluyhteisö](course) begin\n- The period of [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](course)\n- The semester of [Valtiosääntöoikeus](course)\n- The academic term of [Sciences du langage/Kielitiede](course)\n- The quarter of [Laskentatoimi ja talousjohtaminen](course)\n- Which quarter is [Macroprudential Policy and Financial Stability](course)\n- What is the quarter of [Ekoterveys, luonto ja ihminen](course)\n- Which quarter will [Media and Globalization - Seminar](course) begin\n- I want to know which semester will [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) start\n- I want to know which semester is [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course)\n- I want to know the study period of [Johdatus sosiaaliantropologiaan -seminaari](course)\n- I want to know the academic term for [Kandidaattiseminaari ja -tutkielma (julkisoikeus), kevät -](course)\n- Period [KATTAP11](course)\n- Semester [Johdatus filosofiaan](course)\n- Quarter [Psykologian tutkimusmenetelmät I](course)\n- Academic term [Government and Society: Inequality](course)\n- [Project Work (Fall term 2018)](course) semester\n- [Rahoituksen perusteet](course) academic term\n- [Kontrastiivisen fonetiikan perusteet -](course) quarter\n- This semester [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course)\n- What period [Tietokantaohjelmointi](course)\n- What study period [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course)\n- What study period is [Business Ethics (Independent study)](course) in\n- What period will [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](course) begin\n- [Kielen variaatio](course) period\n- Is [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](course) this period\n- Which period is [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](course)\n- Which period will [Basics of Marketing and Sales -](course) begin\n- What period will [Ryhmäviestintä](course) begin\n- [Työeläkejärjestelmät](course) curriculum\n- When is [Lasten monipaikkainen asuminen](course) in the curriulum\n- The period of [Terve ja turvallinen kouluyhteisö](course)\n- Study period of [Grammaire/Kielioppi](course)\n- Semester [Lähtötasokoe](course)\n- Which semester will [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](course) start\n- Which semester is [Intercultural Communication](course)\n- Is [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](course) this semester\n- What semester is [New Forms of Violence, Change in Security Paradigm (book exam/essay)](course)\n- Academic term [Projektinhallinnan perusteet](course)\n- Which academic term will [Työeläkejärjestelmät](course) begin\n- Which academic term is [Orientoivat opinnot ja HOPS (venäjän kieli, kulttuuri ja kääntäminen)](course)\n- [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course) academic term\n- Which semester will [Julkisoikeuden tutkimuspraktikum](course) begin\n- The period of [Persoonallisuuspsykologia II](course)\n- The semester of [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](course)\n- The academic term of [Kehitys, kasvatus ja elämänkulku, verkko-opetus](course)\n- The quarter of [Romanian kielen jatkokurssi II / Advanced Course II in Romanian](course)\n- Which quarter is [Laajentava harjoittelu](course)\n- What is the quarter of [Analyysi B](course)\n- Which quarter will [Talous ja yhteiskunta](course) begin\n- I want to know which semester will [Fonetiikan tilastomenetelmät](course) start\n- I want to know which semester is [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](course)\n- I want to know the study period of [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](course)\n- I want to know the academic term for [Euroopan unioni (kirjatentti/essee)](course)\n- Period [KATTAP11](course)\n- Semester [Software Project Management, Software Project Management (Spring term)](course)\n- Quarter [Tiimi toimii - puheviestinnän syventävä kurssi (3. periodi)](course)\n- Academic term [Monikieliset tekstikorpukset (verkkokurssi)](course)\n- [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](course) semester\n- [Yritysverotus](course) academic term\n- [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course) quarter\n- This semester [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course)\n- What period [Research on Society and Organisations](course)\n- What study period [Menetelmäklinikka](course)\n- What study period is [Terve ja turvallinen kouluyhteisö](course) in\n- What period will [Distributed Systems](course) begin\n- [Sosiaalisen median ja vuorovaikutteisen median perusteet](course) period\n- Is [Asiakassuhde ja haastattelu](course) this period\n- Which period is [Opetus, ohjaus, oppiminen - Varhaiskasvatus: Pienryhmäopetus ja orientaatioharjoittelu (2 op) ja kirjallisuus (2 op)](course)\n- Which period will [Arjen latinaa ja kulttuurihistoriaa](course) begin\n- What period will [Orientoivat opinnot - Alkuorientaatio](course) begin\n- [Taidehistoria ja näyttelypedagogiikka -](course) curriculum\n- When is [Viron kielen suullinen ja kirjallinen taito](course) in the curriulum\n- The period of [Maisteriopintojen opintosuuntiin johdattava kirjallisuus](course)\n- Study period of [Laskentatoimi ja talousjohtaminen](course)\n- Semester [Seminaari (Kunelius) jatkuu keväältä](course)\n- Which semester will [Laadulliset tutkimusotteet](course) start\n- Which semester is [Vakuutuslaitosten sijoitustoiminta](course)\n- Is [Legal English](course) this semester\n- What semester is [Readings in Entrepreneurship](course)\n- Academic term [Terve ja turvallinen kouluyhteisö](course)\n- Which academic term will [Semantiikka ja pragmatiikka / Sémantique et pragmatique](course) begin\n- Which academic term is [Readings in Strategy](course)\n- [Courses in Computer Science in TUT](course) academic term\n- Which semester will [Kandidaattiseminaari (JATKAVA, Katermaa)](course) begin\n- The period of [Käytännön opetus ja ohjaus](course)\n- The semester of [Kansainvälinen verotus](course)\n- The academic term of [European Integration and Disintegration (BOOK EXAM POLKVS32)](course)\n- The quarter of [Biologia ja ympäristötieto - Biologian kenttäkurssi (1-4 ryhmät, Arboretum ja Pyynikinharju)](course)\n- Which quarter is [Kansainvälisen oikeuden peruskurssi](course)\n- What is the quarter of [Venäjän historia, kirjallisuus ja kulttuuri](course)\n- Which quarter will [Kielioppi I/Språkets strukturer I](course) begin\n- I want to know which semester will [Master's Thesis Seminar in Software Development](course) start\n- I want to know which semester is [Recommender Systems](course)\n- I want to know the study period of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](course)\n- I want to know the academic term for [Games and Internet in Society](course)\n- Period [KATTAP11](course)\n- Semester [Journalistinen kieli - Tekstinhuolto](course)\n- Quarter [Interaction Techniques](course)\n- Academic term [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari](course)\n- [Konsernitilinpäätös I](course) semester\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](course) academic term\n- [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course) quarter\n- This semester [Oikeustulkkaus I/II (monikielinen)](course)\n- What period [Basics of Management and Organizations](course)\n- What study period [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu syksyllä 2019)](course)\n- What study period is [Osallistuminen opiskelijavaihtoon](course) in\n- What period will [Korkeakoulujen rahoitus ja talous - Harjoitustyö](course) begin\n- [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](course) period\n- Is [Kandidaatintutkielmaseminaari - Seminaari](course) this period\n- Which period is [Master's Thesis Seminar (2nd year students)](course)\n- Which period will [Kirjallisuudentutkijan työkalupakki tieteellisiin kertomuksiin](course) begin\n- What period will [Hallintotieteen teoriat ja käsitteet](course) begin\n- [Ainedidaktinen tutkimus ja tutkiva opettajuus](course) curriculum\n- When is [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course) in the curriulum\n- The period of [Tutkimuspraktikum](course)\n- Study period of [Kohti matematiikan opettajuutta 2 (TTY)](course)\n- Semester [Orientation - General Orientation Course for International Students](course)\n- Which semester will [Tiedonhankinnan perusteet](course) start\n- Which semester is [Translation II Finnish-English](course)\n- Is [Tieteellisen artikkelin tehokas kirjoittaminen](course) this semester\n- What semester is [Master's Thesis Seminar (2nd year students)](course)\n- Academic term [Rahoitusoikeuden syventävä opintojakso - kirjatentti](course)\n- Which academic term will [Johdatus visuaaliseen kulttuuriin](course) begin\n- Which academic term is [Orientoivat opinnot - HOPS1](course)\n- [Suullinen viestintä / Mündliche Kommunikation](course) academic term\n- Which semester will [Asevelvollisuus Suomessa ja kansainvälisesti](course) begin\n- The period of [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](course)\n- The semester of [Global politics of gender](course)\n- The academic term of [Behavioral Finance](course)\n- The quarter of [Vähittäiskaupan konseptit](course)\n- Which quarter is [Tilinpäätösanalyysi](course)\n- What is the quarter of [Medioitu vuorovaikutus](course)\n- Which quarter will [Basics of Project Management](course) begin\n- I want to know which semester will [Sosiologia (verkkokurssi)](course) start\n- I want to know which semester is [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- I want to know the study period of [Rahatalous](course)\n- I want to know the academic term for [Bioinformatics project](course)\n- Period [KATTAP11](course)\n- Semester [Parametric and Non-Parametric Statistics](course)\n- Quarter [Master's Seminar and Thesis](course)\n- Academic term [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- [Epidemiology Journal Club](course) semester\n- [Marketing Communications](course) academic term\n- [Kirjallinen viestintä I/Skriftlig kommunikation I](course) quarter\n- This semester [Yhteisöllinen oppiminen ja ohjaus - Seminaari](course)\n- What period [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course)\n- What study period [Kick-start to Biomedical Technology](course)\n- What study period is [Pro gradu -seminaari ja -tutkielma](course) in\n- What period will [Writing the Nation](course) begin\n- [Julkaisun visuaalisuus: Taitto](course) period\n- Is [Julkisoikeuden syventävä tutkimusjakso](course) this period\n- Which period is [Terveystieteiden tilastolliset tutkimusmenetelmät](course)\n- Which period will [Mediakulttuurit / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) begin\n- What period will [Tiimi toimii - puheviestinnän syventävä kurssi (1.-2.periodi)](course) begin\n- [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](course) curriculum\n- When is [Understanding Legal Regulation of Business](course) in the curriulum\n- The period of [Julkisuuden tuottamisen käytännöt](course)\n- Study period of [Valinnainen jakso: Radioprojekti (kevät)](course)\n- Semester [Kielioppi I (suomenkieliset opiskelijat)](course)\n- Which semester will [Verkostoitunut maailma](course) start\n- Which semester is [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- Is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kirjoittaminen ja käsitteellistäminen tieteellisenä menetelmänä](course) this semester\n- What semester is [Musiikki - Musiikkikasvatuksen perusteet 1- 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- Academic term [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- Which academic term will [Espanja I](course) begin\n- Which academic term is [Johtaminen ja organisaatiot I (kirjallisuus)](course)\n- [Työmarkkinat, työvoiman käyttö ja työllisyysturva](course) academic term\n- Which semester will [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, slk18](course) begin\n- The period of [Vakuutustoiminnan periaatteet ja johtaminen](course)\n- The semester of [Tutkijan työpaja](course)\n- The academic term of [Erikoiskurssi](course)\n- The quarter of [Opetussuunnitelmateoria, kirjatentti](course)\n- Which quarter is [Eläimet työssä](course)\n- What is the quarter of [Stem Cells Laboratory Course](course)\n- Which quarter will [Äkilliset traumaattiset kriisit ja niiden käsittely](course) begin\n- I want to know which semester will [Tekninen ihmisyys](course) start\n- I want to know which semester is [Lain ja hallinnon käännösviestinnän seminaari ranska-suomi](course)\n- I want to know the study period of [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- I want to know the academic term for [Pohjoismaiden yhteiskuntaolot ja kulttuurit](course)\n- Period [KATTAP11](course)\n- Semester [Genetics and Pathogenesis of Common Killers](course)\n- Quarter [Lokalisoinnin peruskurssi](course)\n- Academic term [Sosiaalityön toimintaympäristöt](course)\n- [Visuaalisen kulttuurin syventymiskohde - Seminaari](course) semester\n- [Doctoral Studies](course) academic term\n- [Health systems and health in developing Asia: India, China, and North Korea](course) quarter\n- This semester [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](course)\n- What period [Fördjupad kurs i skriftlig och muntlig affärskommunikation](course)\n- What study period [Open Educational Resources - Lectures, seminars etc. in other universities or institutions](course)\n- What study period is [Nuorten ja aikuisten mielenterveyden arviointi](course) in\n- What period will [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](course) begin\n- [Persoonallisuuspsykologia I](course) period\n- Is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen OPETUS PERUUTETTU](course) this period\n- Which period is [Poliittiset ongelmat ja niiden muuttuvat kontekstit](course)\n- Which period will [Terveystaloustieteen tohtorikoulutussemiaari](course) begin\n- What period will [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course) begin\n- [Ryhmät ja ryhmien väliset suhteet](course) curriculum\n- When is [Paikallisen hallinnan teoriat - Lukupiiri](course) in the curriulum\n- The period of [Yrityksen taloustieteellisen tutkimuksen perusteet](course)\n- Study period of [Muu valinnainen kurssi](course)\n- Semester [Orientaatio yhteiskuntatutkimuksen opintoihin](course)\n- Which semester will [Latinan kielen alkeiskurssi](course) start\n- Which semester is [Simultaanitulkkaus I venäjä-suomi-venäjä](course)\n- Is [Työ- ja virkamiesoikeus](course) this semester\n- What semester is [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](course)\n- Academic term [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Which academic term will [Journalismin perusteet, luennot](course) begin\n- Which academic term is [Tiivistämisen taito](course)\n- [Liike- ja työsopimukset](course) academic term\n- Which semester will [Käännösviestintä suomi-ruotsi/Översättning finska-svenska](course) begin\n- The period of [Moniammatilliset johtamisopinnot](course)\n- The semester of [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](course)\n- The academic term of [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](course)\n- The quarter of [Valinnainen jakso: Valokuva historian tekijänä - työpaja](course)\n- Which quarter is [Vaikuttaminen ja argumentointi](course)\n- What is the quarter of [Managing e-commerce; Consumers and Community Perspective](course)\n- Which quarter will [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course) begin\n- I want to know which semester will [Viestinnän etiikka - verkkokurssi](course) start\n- I want to know which semester is [Introduction to Web Publishing (Tampere Summer School 2018)](course)\n- I want to know the study period of [Liike-elämän ruotsia I](course)\n- I want to know the academic term for [Vertaisohjaus tietojenkäsittelytieteissä](course)\n- Period [KATTAP11](course)\n- Semester [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](course)\n- Quarter [Tekstiklinikka tutkielman kirjoittajille](course)\n- Academic term [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](course)\n- [Kuvataiteen perusteet - 1.vsk](course) semester\n- [Tutkiva ja kehittävä opettaja](course) academic term\n- [Tilastotieteen matriisilaskenta ja laskennalliset menetelmät](course) quarter\n- This semester [Euroopan unioni (kirjatentti/essee)](course)\n- What period [Seminaari II / Seminar II](course)\n- What study period [Lokalisoinnin peruskurssi](course)\n- What study period is [Tilinpäätösanalyysi](course) in\n- What period will [Kandidaatintutkielma ja seminaari, kevät 2019](course) begin\n- [Environment and Well-Being](course) period\n- Is [Tragedy of the Commons? Problems and Solutions](course) this period\n- Which period is [Cultural Conversations](course)\n- Which period will [Historian määrällisen tiedon esittäminen](course) begin\n- What period will [Intercultural Communication](course) begin\n- [Käännös suomi-espanja I/Traducción finés-español I](course) curriculum\n- When is [Kestävän kehityksen johdantojakso](course) in the curriulum\n- The period of [Tieteellinen kirjoittaminen (SOC)](course)\n- Study period of [Aikuiskasvatus ja työelämä - Seminaari ja lukupiiri (II-III per.) TAI kirjatentti (slk ja klk)](course)\n- Semester [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](course)\n- Which semester will [Puheviestinnän tutkimuskurssi](course) start\n- Which semester is [All You Wanted to Know about Elections - But Never Dared to Ask (POMLFCS1)](course)\n- Is [Liike-elämän ruotsia I / näyttökoe (AHOT)](course) this semester\n- What semester is [Persoonallisuuspsykologia II](course)\n- Academic term [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course)\n- Which academic term will [Kielen variaatio](course) begin\n- Which academic term is [Literary Theory and Methodology](course)\n- [Perusharjoittelu A - Ohjattu opetusharjoittelu](course) academic term\n- Which semester will [Tieteellinen kirjoittaminen / Wissenschaftliches Schreiben](course) begin\n- The period of [Algorithmic Problem Solving](course)\n- The semester of [Internet ja vuorovaikutteinen media (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](course)\n- The academic term of [Johdatus hallintotieteeseen](course)\n- The quarter of [Valtio-opin teoriat (kirjatentti/essee)](course)\n- Which quarter is [Kuntien ja alueiden kansainväliset hallintasuhteet](course)\n- What is the quarter of [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](course)\n- Which quarter will [Historian määrällisen tiedon esittäminen](course) begin\n- I want to know which semester will [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (ryhmät)](course) start\n- I want to know which semester is [Hydrogel Journal Club](course)\n- I want to know the study period of [Introduction to Academic English (diverse learners)](course)\n- I want to know the academic term for [Julkisorganisaation talouden suunnittelu ja päätöksenteko](course)\n- Period [KATTAP11](course)\n- Semester [Parties, Elections and Political Participation (book exam/essay)](course)\n- Quarter [Ranska eilen, tänään ja huomenna](course)\n- Academic term [Ajankohtaiset ilmiöt hallintotieteissä](course)\n- [Verkkomedian suunnittelu](course) semester\n- [Vuorovaikutuksen perusteet - verkkokurssina I](course) academic term\n- [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course) quarter\n- This semester [Saksankielisten maiden kulttuurihistoria / Kulturgeschichte der deutschsprachigen Länder](course)\n- What period [Teknologiat ja materiaalisuus terveyskysymyksissä](course)\n- What study period [Biostatistiikka ja tilastollinen tietojenkäsittely](course)\n- What study period is [Tieteellisen artikkelin tehokas kirjoittaminen](course) in\n- What period will [Re-Thinking Value Creation](course) begin\n- [Johdatus taloushallintoon](course) period\n- Is [Comparative Education - Lectures in English (spring) or book exam in English (autumn and spring)](course) this period\n- Which period is [Sopimusoikeus](course)\n- Which period will [Vuorovaikutus ja tekstit S2-näkökulmasta](course) begin\n- What period will [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmät 1-3)](course) begin\n- [Research seminar for postgraduate studies](course) curriculum\n- When is [Kielioppi II](course) in the curriulum\n- The period of [Tilastomenetelmien perusteet, iltaryhmä](course)\n- Study period of [Latinalaisen amerikan lähihistoria ja kirjallisuus/Historia y literature contemporáneas de Latinoamérica](course)\n- Semester [Orientation - General Orientation Course for International Students](course)\n- Which semester will [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](course) start\n- Which semester is [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- Is [Kielitieteen historia ja tutkimussuunnat](course) this semester\n- What semester is [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- Academic term [Literature and Change after 1900 (American Literature)](course)\n- Which academic term will [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course) begin\n- Which academic term is [Ääntämisharjoituksia](course)\n- [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](course) academic term\n- Which semester will [Tutkimustyön perusteet (kevät, optio ryhmälle)](course) begin\n- The period of [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course)\n- The semester of [Tulkin oikeustieto I](course)\n- The academic term of [Vuorovaikutusprosessit työelämän tilanteissa (monimuoto-opetus)](course)\n- The quarter of [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- Which quarter is [Finnish Advanced Course 2 (taught in Finnish)](course)\n- What is the quarter of [Identity Conflicts in the Arab Worlds](course)\n- Which quarter will [Poliittiset prosessit (kirjatentti/essee)](course) begin\n- I want to know which semester will [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) start\n- I want to know which semester is [Introduction to Big Data Processing](course)\n- I want to know the study period of [Johdatus oikeusjärjestykseen (verkkokurssi)](course)\n- I want to know the academic term for [Orientaatio sosiaalityön opintoihin](course)\n- Period [KATTAP11](course)\n- Semester [Visuaalisen kulttuurin teoria - lukupiiri ja essee](course)\n- Quarter [Dialogue: Constructive Talk at Work](course)\n- Academic term [Sosiaalioikeus I](course)\n- [Henkilöriskien vakuuttaminen](course) semester\n- [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](course) academic term\n- [Verkkomedian suunnittelu - verkkokurssi](course) quarter\n- This semester [Mathematics and statistics for bioinformatics](course)\n- What period [Communication écrite/Kirjallinen viestintä](course)\n- What study period [Tieteellinen kirjoittaminen / Wissenschaftliches Schreiben](course)\n- What study period is [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](course) in\n- What period will [Orientation Day for International Doctoral Researchers](course) begin\n- [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](course) period\n- Is [Poliittiset prosessit (kirjatentti/essee)](course) this period\n- Which period is [Venäjä III](course)\n- Which period will [Lasten oikeuspsykologia](course) begin\n- What period will [Venäjä IV](course) begin\n- [Immunologian perusteet](course) curriculum\n- When is [Postcolonial Literature](course) in the curriulum\n- The period of [Tieteellinen kirjoittaminen](course)\n- Study period of [European Public Law](course)\n- Semester [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- Which semester will [Economics and the Business Environment](course) start\n- Which semester is [Scientific Writing - Module A - Writing Clinic](course)\n- Is [Musiikki - Musiikkikasvatuksen perusteet 1- 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) this semester\n- What semester is [Sosiaalityö terveydenhuollossa](course)\n- Academic term [Aikuisten mielenterveysinterventiot](course)\n- Which academic term will [Äänne- ja muoto-oppi](course) begin\n- Which academic term is [Kielen käyttö I](course)\n- [Literary Theory and Methodology](course) academic term\n- Which semester will [Terveystiedon perusteet](course) begin\n- The period of [Seminaari II](course)\n- The semester of [Teoria perhehoitotieteessä](course)\n- The academic term of [Ainedidaktiikka I](course)\n- The quarter of [Networks in Service Business](course)\n- Which quarter is [Farmakologisen biologian perusteet](course)\n- What is the quarter of [Legal English](course)\n- Which quarter will [Oikeustulkkaus I/II (monikielinen)](course) begin\n- I want to know which semester will [Terveystieteiden orientoivat tohtoriopinnot](course) start\n- I want to know which semester is [Kaunokirjallinen kääntäminen venäjä-suomi](course)\n- I want to know the study period of [Tieteellinen kirjoittaminen](course)\n- I want to know the academic term for [Behavioraalinen ja psykologinen taloustiede](course)\n- Period [KATTAP11](course)\n- Semester [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course)\n- Quarter [Julkiset rahoitusjärjestelmät](course)\n- Academic term [Orientaatio filosofian tutkinto-ohjelman opintoihin](course)\n- [Syventävä projekti, keväällä 2018 alkanut](course) semester\n- [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](course) academic term\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](course) quarter\n- This semester [Ekonometrian jatkokurssi](course)\n- What period [Orientoivat opinnot - Alkuorientaatio](course)\n- What study period [Cultural Conversations](course)\n- What study period is [Tieteellinen kommunikaatio ja bibliometriikka](course) in\n- What period will [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (2. periodi)](course) begin\n- [Moniammatilliset oppimisyhteisöt - Seminaari](course) period\n- Is [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course) this period\n- Which period is [Poliittisen sosiologian käsitteet ja tutkimukset](course)\n- Which period will [The Theory and Method of International Relations (theory) (book exam)](course) begin\n- What period will [Cultural Conversations](course) begin\n- [Kielioppi I / Grammatik I](course) curriculum\n- When is [Työhyvinvointi (itsenäinen suoritustapa)](course) in the curriulum\n- The period of [Terveys, arki ja toimijuus, kirjatentti](course)\n- Study period of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kirjoittaminen ja käsitteellistäminen tieteellisenä menetelmänä](course)\n- Semester [Hoitotieteen tohtorikoulutusseminaari](course)\n- Which semester will [Suurvalta kriiseissä: näkökulmia Venäjän historiaan 1700-luvulta 1900-luvulle](course) start\n- Which semester is [Gender in Society](course)\n- Is [Public Financial Management and Evolving Administrative Structures](course) this semester\n- What semester is [Cultural Transitions](course)\n- Academic term [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- Which academic term will [Kehittyminen johtajaksi terveydenhuollossa](course) begin\n- Which academic term is [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](course)\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](course) academic term\n- Which semester will [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course) begin\n- The period of [Laaja-alaistava harjoittelu - Opetus- ja koulutushallinnon luennot](course)\n- The semester of [Kansainväliset vakuutusmarkkinat ja jälleenvakuutus](course)\n- The academic term of [Näkökulmia kääntämiseen - Käännös-, rakenne- ja sanastoharjoitukset I / Perspektiven auf Übersetzen](course)\n- The quarter of [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](course)\n- Which quarter is [Professional Writing (online course)](course)\n- What is the quarter of [Aktuelle Texte aus Presse und Studium](course)\n- Which quarter will [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 9.11.2018](course) begin\n- I want to know which semester will [Terveys ja talous](course) start\n- I want to know which semester is [Oikeustieteellinen tutkimus](course)\n- I want to know the study period of [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course)\n- I want to know the academic term for [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- Period [KATTAP11](course)\n- Semester [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](course)\n- Quarter [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](course)\n- Academic term [KEB-61430 Laaja kemia 3](course)\n- [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](course) semester\n- [Introduction to Academic English (diverse learners)](course) academic term\n- [Asiantuntijan ja esimiehen työelämätaidot](course) quarter\n- This semester [Talous ja yhteiskunta](course)\n- What period [Populaarikulttuuri ja -kirjallisuus](course)\n- What study period [Tutkijan työpaja](course)\n- What study period is [The Theory and Method of International Relations (seminar) (book exam)](course) in\n- What period will [Julkisen talousjohtamisen tutkimusotteet](course) begin\n- [Distributed Systems](course) period\n- Is [Johtamisviestintä](course) this period\n- Which period is [Kandidaattitutkielma ja seminaari (matematiikka) - seminaari](course)\n- Which period will [Parties, Elections and Political Participation (book exam/essay)](course) begin\n- What period will [Radiojournalismi](course) begin\n- [Sukupuolentutkimus](course) curriculum\n- When is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteisopetusta avoimen yo:n kanssa](course) in the curriulum\n- The period of [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- Study period of [Julkistalouden jatkokurssi](course)\n- Semester [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- Which semester will [Orientoiva tutkielmaseminaari](course) start\n- Which semester is [Hoitotiede ja näytön ohjaama toiminta](course)\n- Is [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course) this semester\n- What semester is [Sosiaalioikeus](course)\n- Academic term [Maisteriopintojen esittely - CBDA](course)\n- Which academic term will [Konfliktinratkaisu (kirjatentti/essee)](course) begin\n- Which academic term is [Tiedonhankintataidot - Tiedonhankintataidot II - Tiedonhankinnan syventäminen](course)\n- [Kehittävä asiantuntijatyö organisaatioissa](course) academic term\n- Which semester will [Saksa IV](course) begin\n- The period of [Terveyden ja mielenterveyden psykologia I (avoin yliopisto)](course)\n- The semester of [Yritysetiikka (verkkokurssi)](course)\n- The academic term of [Julkisorganisaation talouden suunnittelu ja päätöksenteko](course)\n- The quarter of [Multidisciplinary Games and Internet Research](course)\n- Which quarter is [Journalistinen kieli - Tekstinhuolto](course)\n- What is the quarter of [Introduction to Corporate Social Responsibility](course)\n- Which quarter will [Software Engineering](course) begin\n- I want to know which semester will [Kandidaattiseminaari (JATKAVA, Vahtikari)](course) start\n- I want to know which semester is [Verotusmenettely ja oikeusturva verotuksessa](course)\n- I want to know the study period of [Introduction to Academic English / RPL (näyttökoe)](course)\n- I want to know the academic term for [Vapaaehtoistyö / Voluntary Work](course)\n- Period [KATTAP11](course)\n- Semester [Saksan kielen valmentava kurssi - Interkulturelles Training](course)\n- Quarter [Political Economy](course)\n- Academic term [Lineaarialgebra 1B](course)\n- [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course) semester\n- [Terveystiedon sisällöt (sähköinen tentti)](course) academic term\n- [Multidisciplinary Games and Internet Research](course) quarter\n- This semester [Pakolaisuus, tila ja hallinta](course)\n- What period [Lähtötasokoe](course)\n- What study period [Tutkimusprosessin hallinta tohtoriopinnoissa](course)\n- What study period is [Kandidaattiseminaari (Mustakallio)](course) in\n- What period will [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course) begin\n- [Sosiaalinen kognitio](course) period\n- Is [Talousviestintä / Wirtschaftskommunikation](course) this period\n- Which period is [Student Exchange - courses completed in foreign universities 2-8 ECTS](course)\n- Which period will [Organisation Theory and Analysis](course) begin\n- What period will [Tutkimus ja teoria](course) begin\n- [Syventävä projekti, keväällä 2018 alkanut](course) curriculum\n- When is [Tilinpäätös- ja verosuunnittelu](course) in the curriulum\n- The period of [Tekstin ymmärtäminen III](course)\n- Study period of [Orientoiva tutkielmaseminaari](course)\n- Semester [Poverty in the world: Hunger, inequalities and action](course)\n- Which semester will [Environmental History and Cultural Ecology of Russia (VENS20)](course) start\n- Which semester is [Opetus, ohjaus, oppiminen, monimuoto-opetus](course)\n- Is [Tulkin työkalupakki](course) this semester\n- What semester is [Mental Health Research: Using the Knowledge and Adding to it](course)\n- Academic term [Individual project course](course)\n- Which academic term will [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](course) begin\n- Which academic term is [Työyhteisöjen muutos ja kehittäminen](course)\n- [Pedagoginen harjoittelu / Varhaiskasvatus](course) academic term\n- Which semester will [Introduction to Bayesian Analysis 1](course) begin\n- The period of [Puheviestinnän tutkimuskurssi](course)\n- The semester of [Managing industrial e-business and B2B](course)\n- The academic term of [Media maailmassa - verkkokurssi](course)\n- The quarter of [Kirjallisuuden analyysi/Analiz hudozhestvennoj literatury](course)\n- Which quarter is [Toiminta, tulkinta ja tieto](course)\n- What is the quarter of [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu keväältä 2018)](course)\n- Which quarter will [Konfliktinratkaisu (kirjatentti/essee)](course) begin\n- I want to know which semester will [Ympäristöpolitiikan vaikutuskeinot](course) start\n- I want to know which semester is [SOTEPO - Tohtorikoulutusseminaari (Sos.- ja terv.pol., tervh.tutk., terv.huollon joht.)](course)\n- I want to know the study period of [Taloustieteen matematiikan jatkokurssi](course)\n- I want to know the academic term for [Terveystiedon didaktiikan perusteet](course)\n- Period [KATTAP11](course)\n- Semester [Terveyden edistämisen perusteet](course)\n- Quarter [Making sense of globalization - Theorizing beyond the nation-state - seminar](course)\n- Academic term [Media Landscape in Russia: Regional Perspective](course)\n- [Valinnainen jakso: Valokuva historian tekijänä - työpaja](course) semester\n- [Julkisen talousjohtamisen näkökulmia](course) academic term\n- [KV-tuutorina toimiminen](course) quarter\n- This semester [Study Skills and Personal Study Planning - Basics of Information Literacy](course)\n- What period [Satututkimuksen lukupiiri](course)\n- What study period [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](course)\n- What study period is [Tulkin työkalupakki](course) in\n- What period will [Tutkimusprosessin hallinta tohtoriopinnoissa](course) begin\n- [Kognitiivinen neurotiede I (avoin yliopisto)](course) period\n- Is [Puheen ja äänen harjoitusmenetelmät](course) this period\n- Which period is [Media, Race and Society](course)\n- Which period will [Sosiaalisen median yhteisöt: menetelmällisiä ratkaisuja määrällisestä laadulliseen](course) begin\n- What period will [Orientaatio maisteriopintoihin](course) begin\n- [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) curriculum\n- When is [Ethnographic Research](course) in the curriulum\n- The period of [PhD by publication: writing integrative chapter](course)\n- Study period of [Tutkimusprosessin hallinta tohtoriopinnoissa](course)\n- Semester [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Tiedonhankinnan perusteet](course)\n- Which semester will [Johdatus taloushallintoon](course) start\n- Which semester is [Monikielisyys ja -kulttuurisuus](course)\n- Is [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), syksy](course) this semester\n- What semester is [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](course)\n- Academic term [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaryhmä](course)\n- Which academic term will [Usean muuttujan integraalilaskenta](course) begin\n- Which academic term is [Konsernitilinpäätös I](course)\n- [Vanhat ja uudet klassikot (kirjatentti/essee)](course) academic term\n- Which semester will [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course) begin\n- The period of [Seminaari II](course)\n- The semester of [Seminaari II / Seminar II](course)\n- The academic term of [SOS6.2.3 Työelämän vuorovaikutus](course)\n- The quarter of [Human Rights Law](course)\n- Which quarter is [Seminaari (Nikunen) jatkuu keväältä](course)\n- What is the quarter of [Liikuntatuutorina toimiminen / Sports Tutoring](course)\n- Which quarter will [Kirjallisuuden opettaminen](course) begin\n- I want to know which semester will [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) start\n- I want to know which semester is [Johdatus viestinnän tutkimukseen ja analyysiin](course)\n- I want to know the study period of [Biotechnical product development](course)\n- I want to know the academic term for [Kansainvälinen talous](course)\n- Period [KATTAP11](course)\n- Semester [Maailmanloppu nyt. Ja ennen.](course)\n- Quarter [Tilastotieteen johdantokurssi, syksy](course)\n- Academic term [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](course)\n- [Study Skills and Personal Study Planning - Basics of Information Literacy](course) semester\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja luokanopettajaopiskelijat](course) academic term\n- [Aikuiskasvatus ja työelämä, kirjatentti slk tai klk](course) quarter\n- This semester [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](course)\n- What period [Asiakassuhde ja haastattelu](course)\n- What study period [Kilpailuoikeuden syventävä opintojakso - kirjatentti](course)\n- What study period is [Finlaysonin kielimaailmat](course) in\n- What period will [ABC of Scientific Communication](course) begin\n- [Ääntämisharjoituksia](course) period\n- Is [Student supervision in computer sciences](course) this period\n- Which period is [Saksa IV](course)\n- Which period will [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](course) begin\n- What period will [Sosiaalitieteiden teoria I - SOS5b luennot](course) begin\n- [Internet ja vuorovaikutteinen media](course) curriculum\n- When is [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course) in the curriulum\n- The period of [Syventävä metodologia - Luennot](course)\n- Study period of [Yhteisö, terveys ja sairaus](course)\n- Semester [Konsernitilinpäätös I](course)\n- Which semester will [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course) start\n- Which semester is [Kirjallisuuden teoria - Kirjallisuustieteen klassikoita](course)\n- Is [Valtio-opin maisteriseminaari](course) this semester\n- What semester is [Research on Public Management and Organizations](course)\n- Academic term [Finnish Elementary Course 1 (taught in 3. period)](course)\n- Which academic term will [Structure of English II - Phonology and Pronunciation II](course) begin\n- Which academic term is [Terveystieteiden laadulliset tutkimusmenetelmät (hoitotieteen opiskelijat), Seinäjoki](course)\n- [African and Black Diaspora Studies Research Seminar](course) academic term\n- Which semester will [The Study of World Politics (book exam/essay)](course) begin\n- The period of [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](course)\n- The semester of [Tutkimustyötä tukevat tohtoriopinnot (tietojenkäsittelyoppi)](course)\n- The academic term of [Recommender Systems](course)\n- The quarter of [Analyysi A](course)\n- Which quarter is [European, Eurasian and Global Energy Policies](course)\n- What is the quarter of [Study Skills and Personal Study Planning - Basics of Information Literacy](course)\n- Which quarter will [Espanjan kielioppi II/Gramática española II](course) begin\n- I want to know which semester will [English Word Formation](course) start\n- I want to know which semester is [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](course)\n- I want to know the study period of [History of English](course)\n- I want to know the academic term for [Dialogitulkkaus](course)\n- Period [KATTAP11](course)\n- Semester [Visuaalisen journalismin perusteet, luennot](course)\n- Quarter [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](course)\n- Academic term [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course)\n- [Tiede ja teknologia -tutkimusseminaari](course) semester\n- [Kansainväliset vakuutusmarkkinat ja jälleenvakuutus](course) academic term\n- [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](course) quarter\n- This semester [Poliittiset aatteet ja ideologiat](course)\n- What period [Ranska II](course)\n- What study period [Second Language Acquisition](course)\n- What study period is [Lasten ja nuorten neuropsykologien kuntoutus](course) in\n- What period will [Varhaisiän musiikkikasvatus / Harjoitukset - 2.vsk](course) begin\n- [Scientific Writing - Module A - Writing Clinic](course) period\n- Is [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](course) this period\n- Which period is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course)\n- Which period will [Johdatus kaunokirjalliseen kääntämiseen](course) begin\n- What period will [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](course) begin\n- [Neurocomputing](course) curriculum\n- When is [Introduction to computational biology](course) in the curriulum\n- The period of [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](course)\n- Study period of [Poliittiset prosessit (kirjatentti/essee)](course)\n- Semester [Study Skills - Basics of Information Literacy](course)\n- Which semester will [Sopimusoikeus](course) start\n- Which semester is [Kasvatustieteiden perusopinnot lukuvuonna 2018-2019 - yhteinen johdantoluento](course)\n- Is [Monikieliset tekstikorpukset (verkkokurssi)](course) this semester\n- What semester is [Lasten oikeuspsykologia](course)\n- Academic term [Basics I: Basics of Czech language II](course)\n- Which academic term will [Tekninen kirjoittaminen (suomi)](course) begin\n- Which academic term is [Teaching, Pedagogical Facilitating, Learning](course)\n- [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](course) academic term\n- Which semester will [Lasten monipaikkainen asuminen](course) begin\n- The period of [Toisen kielen oppiminen ja opetus](course)\n- The semester of [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](course)\n- The academic term of [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](course)\n- The quarter of [Statistics Workshop](course)\n- Which quarter is [Merkitys](course)\n- What is the quarter of [Kansainvälinen yhteisö (kirjatentti/essee)](course)\n- Which quarter will [Laskentatoimen teoria ja IFRS II](course) begin\n- I want to know which semester will [Hallinto-oikeuden syventävä jakso](course) start\n- I want to know which semester is [Tutkimustyötä tukevat tohtoriopinnot (matematiikka)](course)\n- I want to know the study period of [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](course)\n- I want to know the academic term for [Tila, teknologia ja toiminta - essee](course)\n- Period [KATTAP11](course)\n- Semester [ABC of Scientific Communication](course)\n- Quarter [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- Academic term [Orientoivat opinnot - Orientoivat opinnot](course)\n- [Tilastollisen tutkimuksen perusteet](course) semester\n- [Ranska II](course) academic term\n- [Sustainable business practices (Independent study)](course) quarter\n- This semester [Ranskan kirjallisuus II / Littérature française II](course)\n- What period [Media and Globalization - Lectures + essay](course)\n- What study period [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course)\n- What study period is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Diskurssianalyysi](course) in\n- What period will [Media maailmassa - verkkokurssi](course) begin\n- [Simultaanitulkkaus I saksa-suomi-saksa](course) period\n- Is [Terve ja sairas ihminen](course) this period\n- Which period is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course)\n- Which period will [Orientaatio filosofian tutkinto-ohjelman opintoihin](course) begin\n- What period will [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](course) begin\n- [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](course) curriculum\n- When is [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](course) in the curriulum\n- The period of [Tutkimustyön perusteet - a) Tieteenfilosofia](course)\n- Study period of [Liiketoimintamallit](course)\n- Semester [Readings in Entrepreneurship](course)\n- Which semester will [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](course) start\n- Which semester is [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- Is [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course) this semester\n- What semester is [Sisäinen valvonta ja sisäinen tarkastus](course)\n- Academic term [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Which academic term will [Työ- ja organisaatiopsykologia II](course) begin\n- Which academic term is [Liikuntatuutorina toimiminen / Sports Tutoring](course)\n- [Audiovisuaalisen kääntämisen seminaari / Kuvailutulkkaus](course) academic term\n- Which semester will [Hands-on genetics](course) begin\n- The period of [Työn uusi järjestys ja aikuiskasvatus - Seminaari](course)\n- The semester of [Johdatus yritysjuridiikkaan](course)\n- The academic term of [Tila, teknologia ja toiminta: Lukuseminaari: Julkinen toiminta teknoyhteiskunnassa](course)\n- The quarter of [Kasvatus, koulutus ja yhteiskunta - Luennot ja kirjallisuus](course)\n- Which quarter is [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](course)\n- What is the quarter of [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course)\n- Which quarter will [Teoria- ja metodiopinnot](course) begin\n- I want to know which semester will [Political Ideologies (book exam)](course) start\n- I want to know which semester is [OASIS Key Master 2018-2019](course)\n- I want to know the study period of [Orientoivat opinnot ja HOPS](course)\n- I want to know the academic term for [Orientaatio yhteiskuntatutkimuksen opintoihin](course)\n- Period [KATTAP11](course)\n- Semester [Terveys ja talous](course)\n- Quarter [Filosofian tutkija- ja tohtorikoulutusseminaari](course)\n- Academic term [Markkinoinnin johtaminen ja organisointi](course)\n- [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Pori](course) semester\n- [Kääntäjän ja tulkin työelämätaidot](course) academic term\n- [Tiedonhankintataidot 3op - Tiedonhankintataidot I - Tiedonhankinnan perusteet](course) quarter\n- This semester [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](course)\n- What period [Suomet vieraina suussa](course)\n- What study period [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, II-periodi](course)\n- What study period is [Aluetalous ja kaupunkitalous](course) in\n- What period will [Finnish Society and Culture (spring)](course) begin\n- [Talouselämän käännösviestinnän seminaari suomi-saksa -](course) period\n- Is [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course) this period\n- Which period is [Genes and Genomes](course)\n- Which period will [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course) begin\n- What period will [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course) begin\n- [Kandidaattiseminaari (Aatsinki)](course) curriculum\n- When is [Palvelut ja hyvinvointivaltion murros](course) in the curriulum\n- The period of [Markkinoinnin ja myynnin perusteet](course)\n- Study period of [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](course)\n- Semester [Verkkomedian suunnittelu - verkkokurssi](course)\n- Which semester will [Pro gradu -seminaari ja -tutkielma (julkisoikeus)](course) start\n- Which semester is [Orientation and Study Planning](course)\n- Is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](course) this semester\n- What semester is [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](course)\n- Academic term [Making sense of globalization - Theorizing beyond the nation-state - seminar](course)\n- Which academic term will [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](course) begin\n- Which academic term is [Yliopistopedagogiikan perusteet](course)\n- [Keskiajan symboliikkaa -verkkokurssi](course) academic term\n- Which semester will [Terveyden edistäminen kansanterveystieteilijöille](course) begin\n- The period of [Writing for Research](course)\n- The semester of [Sosiaalipsykologinen ajattelu II](course)\n- The academic term of [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](course)\n- The quarter of [Perhe ja tunteet](course)\n- Which quarter is [Microfinance and development](course)\n- What is the quarter of [Tieteellinen kirjoittaminen](course)\n- Which quarter will [Ohjelmistotuotannon käytännöt](course) begin\n- I want to know which semester will [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course) start\n- I want to know which semester is [Terveys ja talous](course)\n- I want to know the study period of [Lukuteoria ja algebra opettajille -](course)\n- I want to know the academic term for [Johdatus kasvatuksen ja koulutuksen yhteiskunnalliseen ja kulttuuriseen tutkimukseen - Luennot ja luentopäiväkirja](course)\n- Period [KATTAP11](course)\n- Semester [Tiedon organisointi ja informaatioarkkitehtuuri](course)\n- Quarter [Johdatus yhteiskuntafilosofiaan](course)\n- Academic term [The Cancer Biology Journal Club](course)\n- [Intermediate studies in Computer Science in TUT](course) semester\n- [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](course) academic term\n- [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](course) quarter\n- This semester [Modernisoituva yhteiskunta](course)\n- What period [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](course)\n- What study period [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course)\n- What study period is [Dialogue: Constructive Talk at Work (Tampere Summer School 2018)](course) in\n- What period will [Language and Identity](course) begin\n- [Communication Skills in English - Speaking Practice](course) period\n- Is [Kandidaatin tutkielma ja seminaari (kurssi alkaa keväällä 2019 Hoitotieteen opiskelijoille)](course) this period\n- Which period is [Käännösviestintä ranska-suomi I / Traduction français-finnois I](course)\n- Which period will [Arvonlisäverotus](course) begin\n- What period will [Foundations of English Business Communication](course) begin\n- [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](course) curriculum\n- When is [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course) in the curriulum\n- The period of [Global Terrorism: Political Violence in a Global Age](course)\n- Study period of [Terveysteknologia](course)\n- Semester [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat]( luennot)](course)\n- Which semester will [Kognitiivinen neurotiede II](course) start\n- Which semester is [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](course)\n- Is [Perusharjoittelu B - Ohjattu opetusharjoittelu](course) this semester\n- What semester is [Monimuuttujamenetelmien perusteet](course)\n- Academic term [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](course)\n- Which academic term will [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course) begin\n- Which academic term is [Introduction to Academic English / RPL (näyttökoe)](course)\n- [Markkinoinnin teoria](course) academic term\n- Which semester will [Vertaisohjaus tietojenkäsittelytieteissä](course) begin\n- The period of [Digitaalinen historia](course)\n- The semester of [Kokeellinen tiedonhaku](course)\n- The academic term of [Tutkiva ja kehittävä opettaja](course)\n- The quarter of [International Political Economy](course)\n- Which quarter is [Ranska III](course)\n- What is the quarter of [European Integration Theory and External Relations (book exam/essay)](course)\n- Which quarter will [Orientation to study in the Programme](course) begin\n- I want to know which semester will [Reportaasi](course) start\n- I want to know which semester is [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](course)\n- I want to know the study period of [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](course)\n- I want to know the academic term for [Johtamisen ja organisaatioiden perusteet](course)\n- Period [KATTAP11](course)\n- Semester [Verkkojulkaisemisen perusteet - syksy 2018](course)\n- Quarter [Finnish Elementary Course 3](course)\n- Academic term [Analyysi B](course)\n- [Organizational Behavior (Independent study, Spring 2019)](course) semester\n- [SOS6.2.3 Työelämän vuorovaikutus](course) academic term\n- [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) quarter\n- This semester [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](course)\n- What period [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- What study period [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](course)\n- What study period is [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](course) in\n- What period will [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](course) begin\n- [Introduction to International Criminal Justice System](course) period\n- Is [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, syksy 2018](course) this period\n- Which period is [Makrotalousteorian jatkokurssi I](course)\n- Which period will [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](course) begin\n- What period will [Orientoivat opinnot - Alkuorientaatio](course) begin\n- [Foundations of English Business Communication (RPL) / näyttökoe](course) curriculum\n- When is [Puheen ja äänen tutkimusharjoittelu - Projekti / käytännön työ](course) in the curriulum\n- The period of [Tila, teknologia ja toiminta - essee](course)\n- Study period of [Journalismin perusteet, harjoitukset](course)\n- Semester [Äänen häiriöt](course)\n- Which semester will [Käännösten suomi](course) start\n- Which semester is [Writing for Research (online course)](course)\n- Is [Kieli käyttöön/Språket i bruk](course) this semester\n- What semester is [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- Academic term [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course)\n- Which academic term will [Hoitotiede tieteenä](course) begin\n- Which academic term is [Algebra 1B](course)\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Näyttökoe](course) academic term\n- Which semester will [Johdatus historiantutkimukseen (verkkokurssi)](course) begin\n- The period of [Äkilliset traumaattiset kriisit ja niiden käsittely](course)\n- The semester of [Master's Thesis Seminar / Internet and Game Studies](course)\n- The academic term of [Tuutorvastaavana toimiminen / Being a tutor in charge](course)\n- The quarter of [Rekisteritutkimukset](course)\n- Which quarter is [Kuvan uudet muodot](course)\n- What is the quarter of [Sisäinen valvonta ja sisäinen tarkastus](course)\n- Which quarter will [Political Communication and Rhetoric (book exam/essay)](course) begin\n- I want to know which semester will [Yhteisöviestintä kunta- ja aluejohtamisessa](course) start\n- I want to know which semester is [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](course)\n- I want to know the study period of [Foreign Policy and Diplomacy (book exam/essay)](course)\n- I want to know the academic term for [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](course)\n- Period [KATTAP11](course)\n- Semester [Johdatus kunta- ja aluejohtamiseen](course)\n- Quarter [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course)\n- Academic term [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](course)\n- [Uskontojen antropologiaa](course) semester\n- [Talouselämän käännösviestinnän seminaari suomi-saksa -](course) academic term\n- [Molekyylibiologia](course) quarter\n- This semester [Kandidaatintutkielmaseminaari - Seminaari](course)\n- What period [Venäjä I](course)\n- What study period [Terve ja turvallinen kouluyhteisö](course)\n- What study period is [World society: National policies, global governance and transnational sociology](course) in\n- What period will [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), kevät](course) begin\n- [History of English](course) period\n- Is [Ranska I](course) this period\n- Which period is [International Business Law](course)\n- Which period will [Journal club](course) begin\n- What period will [Tieteellisen tiedonhankinnan perusteet (venäjä) -](course) begin\n- [Johdatus Suomen kirjallisuushistoriaan - harjoitukset](course) curriculum\n- When is [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](course) in the curriulum\n- The period of [Protein technology Laboratory Course A](course)\n- Study period of [Markkinointioikeuden oikeustaloustiede](course)\n- Semester [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](course)\n- Which semester will [Yhteiskunnan mittaaminen](course) start\n- Which semester is [Viestinnän ja median tutkimus](course)\n- Is [Kandidaatintutkielmaseminaari - Seminaari](course) this semester\n- What semester is [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](course)\n- Academic term [Kliininen neuropsykologia II](course)\n- Which academic term will [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](course) begin\n- Which academic term is [Käännös suomi-espanja I/Traducción finés-español I](course)\n- [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](course) academic term\n- Which semester will [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](course) begin\n- The period of [Budgeting and capital budgeting (online course)](course)\n- The semester of [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- The academic term of [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](course)\n- The quarter of [Introduction to Big Data Processing](course)\n- Which quarter is [Johdatus etiikkaan](course)\n- What is the quarter of [Viestinnän ja median tutkimus](course)\n- Which quarter will [Theory and practice of peaceful change: The Baltic Sea Region](course) begin\n- I want to know which semester will [Osallistuminen opiskelijavaihtoon](course) start\n- I want to know which semester is [Kandidaatintutkielmaseminaari - Seminaari](course)\n- I want to know the study period of [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](course)\n- I want to know the academic term for [Tieteellisen tiedonhankinnan perusteet (venäjä) -](course)\n- Period [KATTAP11](course)\n- Semester [Valinnainen jakso: Dokumenttikurssi](course)\n- Quarter [Academic writing and theory](course)\n- Academic term [Dramaturgia: Musikaalin dramaturgia](course)\n- [Johdatus historiantutkimukseen (verkkokurssi)](course) semester\n- [Doctoral course on health policy](course) academic term\n- [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](course) quarter\n- This semester [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](course)\n- What period [Kognitiivinen neurotiede I (avoin yliopisto)](course)\n- What study period [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course)\n- What study period is [Johdatus hallintotieteeseen](course) in\n- What period will [World society: National policies, global governance and transnational sociology](course) begin\n- [Käännösviestintä II englanti-suomi](course) period\n- Is [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) this period\n- Which period is [Human Rights Law](course)\n- Which period will [World society: National policies, global governance and transnational sociology](course) begin\n- What period will [Syventävä ammatillinen asiantuntijuus - Johdanto kehittämistyöhön -luentoseminaari, Pori](course) begin\n- [Johdatus viestintään ja mediaan - verkkokurssi](course) curriculum\n- When is [Performance management in public organizations](course) in the curriulum\n- The period of [Kiina III](course)\n- Study period of [Opetussuunnitelmateoria, kirjatentti](course)\n- Semester [Project Work (Spring term 2018)](course)\n- Which semester will [Courses in Computer Science in TUT](course) start\n- Which semester is [Managing Research Information](course)\n- Is [Väestön terveys](course) this semester\n- What semester is [Muu valinnainen kurssi](course)\n- Academic term [Orientoivat opinnot - Tiedonhankintataidot I](course)\n- Which academic term will [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](course) begin\n- Which academic term is [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course)\n- [Romanian kielen alkeet / Basic Course in Romanian](course) academic term\n- Which semester will [Käyttöliittymien perusteet](course) begin\n- The period of [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](course)\n- The semester of [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](course)\n- The academic term of [Dialogitulkkaus / Dialogdolmetschen](course)\n- The quarter of [Specialised International Relations Research Methods (book exam/essay)](course)\n- Which quarter is [Global Issues on Mental Health and Mental Health Services - Web course](course)\n- What is the quarter of [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](course)\n- Which quarter will [Tutkimustyön perusteet (kevät, optio ryhmälle)](course) begin\n- I want to know which semester will [Dialogue: Constructive Talk at Work](course) start\n- I want to know which semester is [Pro gradu -seminaari ja -tutkielma](course)\n- I want to know the study period of [Radiokääntäminen (saksa)](course)\n- I want to know the academic term for [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course)\n- Period [KATTAP11](course)\n- Semester [Johdatus sosiaaliantropologiaan -seminaari](course)\n- Quarter [Tiedon rajat](course)\n- Academic term [Opetusharjoittelu](course)\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](course) semester\n- [Laadullisen aineiston analysointi](course) academic term\n- [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course) quarter\n- This semester [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](course)\n- What period [Sosiaaliturvan ajankohtaisia kysymyksiä](course)\n- What study period [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](course)\n- What study period is [Integraation teoria ja EU:n päätöksenteko (kirjatentti/essee)](course) in\n- What period will [Esiintyminen](course) begin\n- [Tutkimusprosessin hallinta tohtoriopinnoissa](course) period\n- Is [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](course) this period\n- Which period is [Graduseminaari / Henttonen](course)\n- Which period will [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](course) begin\n- What period will [Terveyden edistämisen interventiot, Seinäjoki](course) begin\n- [Julkisen talousjohtamisen tietojärjestelmät](course) curriculum\n- When is [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](course) in the curriulum\n- The period of [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - Kasvatustieteellinen luku- ja kirjoitustaito](course)\n- Study period of [Aineenvaihdunta](course)\n- Semester [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](course)\n- Which semester will [Writing for Research (online course)](course) start\n- Which semester is [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Is [Lasten ja nuorten neuropsykologien kuntoutus](course) this semester\n- What semester is [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](course)\n- Academic term [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](course)\n- Which academic term will [Global politics of gender](course) begin\n- Which academic term is [Saksa IV](course)\n- [Työ- ja virkamiesoikeus](course) academic term\n- Which semester will [Sosiaalipsykologinen ajattelu II](course) begin\n- The period of [Murder and Representation](course)\n- The semester of [Orientaatio yhteiskuntatutkimuksen opintoihin](course)\n- The academic term of [Liikunnan projekti (5 op)](course)\n- The quarter of [Introduction to Finnish History](course)\n- Which quarter is [Finnish Elementary Course 4](course)\n- What is the quarter of [Julkistalouden jatkokurssi](course)\n- Which quarter will [Algorithmic Problem Solving](course) begin\n- I want to know which semester will [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](course) start\n- I want to know which semester is [Syventävä ammatillinen asiantuntijuus -](course)\n- I want to know the study period of [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](course)\n- I want to know the academic term for [Yksilön työhyvinvointi](course)\n- Period [KATTAP11](course)\n- Semester [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](course)\n- Quarter [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Academic term [Opintopiiri](course)\n- [Sosiologia (verkkokurssi)](course) semester\n- [Päätöksenteon etiikka](course) academic term\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Diskurssianalyysi](course) quarter\n- This semester [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](course)\n- What period [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course)\n- What study period [Eliittiteoriat ja -tutkimus](course)\n- What study period is [Bioinformatics tools (autumn 2018)](course) in\n- What period will [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](course) begin\n- [Introduction to Academic English (diverse learners)](course) period\n- Is [Seminaari (Seppänen) jatkuu keväältä](course) this period\n- Which period is [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](course)\n- Which period will [Johdatus viestintään ja mediaan - verkkokurssi](course) begin\n- What period will [Julkiset hankinnat](course) begin\n- [Fenomenologia](course) curriculum\n- When is [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](course) in the curriulum\n- The period of [Julkistalousoikeus](course)\n- Study period of [Monikielinen käännöstyöpaja](course)\n- Semester [Suullinen viestintä / Mündliche Kommunikation](course)\n- Which semester will [Writing for Publications](course) start\n- Which semester is [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](course)\n- Is [Translators' Cultural Competencies](course) this semester\n- What semester is [Scientific Writing - Module A - Writing Clinic](course)\n- Academic term [Oppimispelien käyttö ja evaluaatio](course)\n- Which academic term will [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course) begin\n- Which academic term is [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- [Moniammatillinen -klinikkaopetus](course) academic term\n- Which semester will [Current Approaches in Games and Internet Research](course) begin\n- The period of [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course)\n- The semester of [Tilastotieteen johdantokurssi, kevät](course)\n- The academic term of [Tieteellinen kirjoittaminen](course)\n- The quarter of [Tilastotieteen perusteet](course)\n- Which quarter is [Seminaari](course)\n- What is the quarter of [Kansainvälisen politiikan työseminaari - Luennot ja seminaari](course)\n- Which quarter will [Pohjoismaisten kielten lähtötasokoe](course) begin\n- I want to know which semester will [Tietorakenteet](course) start\n- I want to know which semester is [ABC of Scientific Communication](course)\n- I want to know the study period of [Research Ethics](course)\n- I want to know the academic term for [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](course)\n- Period [KATTAP11](course)\n- Semester [Työoikeuden syventävä opintojakso](course)\n- Quarter [Literature and Urban Space](course)\n- Academic term [Päätöksenteko lastensuojelussa](course)\n- [Valtio-opin teoriat (kirjatentti/essee)](course) semester\n- [Tekstianalyysi - Luennot](course) academic term\n- [Julkisen hallinnon reformit ja muutos](course) quarter\n- This semester [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course)\n- What period [Tekoälyn filosofia](course)\n- What study period [Kuvakulttuuri -](course)\n- What study period is [Venäjän kielen rakenne - Morfologia](course) in\n- What period will [Ohjatut asiakastyöt](course) begin\n- [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Harjoitukset - 1.vsk](course) period\n- Is [Päätöksenteon etiikka](course) this period\n- Which period is [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- Which period will [Johdatus viestinnän tutkimukseen ja analyysiin - verkkokurssi](course) begin\n- What period will [Kielen kehitys / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) begin\n- [Urban Ethnography: The Social, Political and Economic Dimensions of Marginalization](course) curriculum\n- When is [Pro gradu -seminaari ja -tutkielma](course) in the curriulum\n- The period of [Poliittinen viestintä: Eduskuntavaalit 2019](course)\n- Study period of [Ohjelmistotuotannon käytännöt](course)\n- Semester [Espanja IV](course)\n- Which semester will [Communication Skills in English - Speaking Practice](course) start\n- Which semester is [Saksa III](course)\n- Is [Methods of Variationist Linguistics](course) this semester\n- What semester is [MA Thesis Seminar](course)\n- Academic term [Kaikille avoin tutkijaseminaari](course)\n- Which academic term will [Yritysetiikka (verkkokurssi)](course) begin\n- Which academic term is [Innovation Project (2018-II)](course)\n- [Johdatus hoitotieteeseen](course) academic term\n- Which semester will [Molekyylibiologia](course) begin\n- The period of [Mitä oikeudenmukaisuus on?](course)\n- The semester of [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](course)\n- The academic term of [Kehityspsykologia I (avoin yliopisto)](course)\n- The quarter of [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](course)\n- Which quarter is [Suullinen viestintä II/Muntlig kommunikation II](course)\n- What is the quarter of [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course)\n- Which quarter will [Hallinto-oikeuden syventävä jakso](course) begin\n- I want to know which semester will [ATLAS.ti laadullisen analyysin tukena](course) start\n- I want to know which semester is [Syventävä projekti, syksyllä 2018 alkava](course)\n- I want to know the study period of [Identity and Lifecourse - Lectures, reading groups and essay](course)\n- I want to know the academic term for [Espanja IV](course)\n- Period [KATTAP11](course)\n- Semester [Sosiaalisen median ja vuorovaikutteisen median perusteet](course)\n- Quarter [Global Terrorism: Political Violence in a Global Age](course)\n- Academic term [Master's Thesis Seminar in Human-Technology Interaction (Starting Fall term)](course)\n- [Seminaari (Seppänen)](course) semester\n- [Popular Music and Politics](course) academic term\n- [Research seminar for postgraduate studies](course) quarter\n- This semester [Ranska eilen, tänään ja huomenna](course)\n- What period [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](course)\n- What study period [Kandidaattiseminaari (Mustakallio)](course)\n- What study period is [Tuutorina toimiminen](course) in\n- What period will [Verkkojulkaiseminen](course) begin\n- [Nuorisotutkimuksen ajankohtaisia kysymyksiä](course) period\n- Is [Semantiikka ja pragmatiikka / Sémantique et pragmatique](course) this period\n- Which period is [Innovation Project (Spring term 2018-III)](course)\n- Which period will [Kehittävä asiantuntijatyö organisaatioissa](course) begin\n- What period will [Tutkielmakurssi (III)](course) begin\n- [Tekstianalyysi / Textanalyse](course) curriculum\n- When is [Hoitotiede tieteenä](course) in the curriulum\n- The period of [Communication écrite/Kirjallinen viestintä](course)\n- Study period of [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](course)\n- Semester [Vapaaehtoistyö - Osallistuminen vapaaehtoistyöhön](course)\n- Which semester will [Lausekielinen ohjelmointi II](course) start\n- Which semester is [Seminaari (Kunelius) jatkuu keväältä](course)\n- Is [Valtio-opin johdantokurssi (kirjatentti)](course) this semester\n- What semester is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](course)\n- Academic term [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course)\n- Which academic term will [Kandidaatintutkielmaseminaari - Seminaari](course) begin\n- Which academic term is [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- [Kandidaatintutkielmaseminaari - Seminaari](course) academic term\n- Which semester will [Inclusiveness in Local Innovation Environments](course) begin\n- The period of [Pohjoismaiden kirjallisuus/Nordisk litteratur](course)\n- The semester of [Psykologian tutkimusmenetelmät I (avoin yliopisto)](course)\n- The academic term of [Kandidaattiseminaari (JATKAVA, Nevala)](course)\n- The quarter of [Terveyden ja mielenterveyden psykologia II](course)\n- Which quarter is [Finnish Elementary Course 1 (taught in 1. period)](course)\n- What is the quarter of [Työhyvinvointi](course)\n- Which quarter will [Student Exchange - courses completed in foreign universities 2-8 ECTS](course) begin\n- I want to know which semester will [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](course) start\n- I want to know which semester is [Lähtötasokoe](course)\n- I want to know the study period of [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](course)\n- I want to know the academic term for [Kandidaattiseminaari ja tutkielma (yritysjuridiikka ja vero-oikeus)](course)\n- Period [KATTAP11](course)\n- Semester [Lapsen puheen ja kielen tutkimus ja kuntoutus](course)\n- Quarter [Specialized Optional Research Methodology: Action research](course)\n- Academic term [Maisteriopintojen esittely - CBDA](course)\n- [Romanian historia, yhteiskunta ja talouselämä / Romanian History, Society and Economy -](course) semester\n- [Vähittäiskaupan konseptit](course) academic term\n- [Sosiaalitieteiden teoria I - SOS5b luennot](course) quarter\n- This semester [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](course)\n- What period [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](course)\n- What study period [Poliittinen kommunikaatio ja retoriikka (kirjatentti/essee)](course)\n- What study period is [Scottish Literature](course) in\n- What period will [Johdatus asiakastyöhön](course) begin\n- [Research seminar for postgraduate studies](course) period\n- Is [Ulkopolitiikka ja diplomatia (kirjatentti/essee)](course) this period\n- Which period is [Experimental Research in Human-Technology Interaction](course)\n- Which period will [Ajankohtaisia kansanterveyskysymyksiä](course) begin\n- What period will [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](course) begin\n- [Dialogue: Constructive Talk at Work](course) curriculum\n- When is [Ranskan kirjallisuus II / Littérature française II](course) in the curriulum\n- The period of [Saksa I](course)\n- Study period of [Comparative Education - book exam](course)\n- Semester [Kirjallisuuden teoria - Kirjallisuustieteen klassikoita](course)\n- Which semester will [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course) start\n- Which semester is [Julkisen talousjohtamisen tutkimusotteet](course)\n- Is [Jatkokoulutusseminaari](course) this semester\n- What semester is [Tiedonhaun kieliteknologia](course)\n- Academic term [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- Which academic term will [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](course) begin\n- Which academic term is [Ohjatut asiakastyöt](course)\n- [Kognitiivinen neurotiede II](course) academic term\n- Which semester will [Puolueet, vaalit ja poliittinen vaikuttaminen (kirjatentti/essee)](course) begin\n- The period of [Graduseminaari / Kekäläinen](course)\n- The semester of [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi](course)\n- The academic term of [SPSS:n perusteet, kevät](course)\n- The quarter of [Biostatistics](course)\n- Which quarter is [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course)\n- What is the quarter of [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Which quarter will [Kestävän kehityksen käytäntöjä](course) begin\n- I want to know which semester will [Comparative Education Policy](course) start\n- I want to know which semester is [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](course)\n- I want to know the study period of [Research Mobility for Doctoral Researchers](course)\n- I want to know the academic term for [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](course)\n- Period [KATTAP11](course)\n- Semester [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi](course)\n- Quarter [Media maailmassa - verkkokurssi](course)\n- Academic term [Eettinen johtajuus](course)\n- [Espanja III](course) semester\n- [Introduction to Web Publishing - Autumn 2018](course) academic term\n- [Orientation to study in the Programme](course) quarter\n- This semester [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](course)\n- What period [Kirjoitusviestintä / COMS](course)\n- What study period [Introduction to International Criminal Justice System](course)\n- What study period is [Implementation and Evaluation of Public Policies](course) in\n- What period will [Audiovisuaalisen kääntämisen seminaari / Kuvailutulkkaus](course) begin\n- [Johdatus kulttuurisosiologiaan](course) period\n- Is [Re-Thinking Value Creation](course) this period\n- Which period is [Sosiaalityön peruskurssi (kirjatentti)](course)\n- Which period will [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](course) begin\n- What period will [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](course) begin\n- [Interview as a means of data generation](course) curriculum\n- When is [Orientoivat opinnot - Orientoivat opinnot](course) in the curriulum\n- The period of [Kvalitatiiviset menetelmät](course)\n- Study period of [Suurvalta kriiseissä: näkökulmia Venäjän historiaan 1700-luvulta 1900-luvulle](course)\n- Semester [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](course)\n- Which semester will [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](course) start\n- Which semester is [Latinan kielen alkeiskurssi](course)\n- Is [Viestinnän etiikka - verkkokurssi](course) this semester\n- What semester is [Vapaaehtoistyössä toimiminen](course)\n- Academic term [Henkilöstöjohtaminen](course)\n- Which academic term will [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](course) begin\n- Which academic term is [Conflict Resolution (book exam/essay)](course)\n- [Kulutuksen ja ostokäyttäytymisen teoria](course) academic term\n- Which semester will [Vahinkoriskien vakuuttaminen](course) begin\n- The period of [Biologia ja ympäristötieto - Biologian kenttäkurssi (1-4 ryhmät, Arboretum ja Pyynikinharju)](course)\n- The semester of [Finnish Elementary Course 1 (taught in 3. period)](course)\n- The academic term of [Perusharjoittelu](course)\n- The quarter of [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](course)\n- Which quarter is [Terve ja turvallinen kouluyhteisö](course)\n- What is the quarter of [Taloustieteen perusteet, monimuoto-opetus](course)\n- Which quarter will [Arviointimenetelmät](course) begin\n- I want to know which semester will [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](course) start\n- I want to know which semester is [Finnish Elementary Course 1 (taught in 1. period)](course)\n- I want to know the study period of [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](course)\n- I want to know the academic term for [Tiede, tutkimus, kirjoittaminen](course)\n- Period [KATTAP11](course)\n- Semester [Kuvataidekasvatus / Harjoitukset - 2.vsk](course)\n- Quarter [Markkinoinnin johtaminen ja organisointi](course)\n- Academic term [Teknologiakasvatus - Teknologia](course)\n- [Political Communication and Rhetoric (book exam/essay)](course) semester\n- [Espanja III](course) academic term\n- [EU:n ulkosuhteiden erityiskysymykset: turvallisuus, talous ja arvot (kirjatentti/essee)](course) quarter\n- This semester [BMT-70100 Kudosteknologian perusteet](course)\n- What period [Tieto- ja asiakirjahallinto](course)\n- What study period [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](course)\n- What study period is [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](course) in\n- What period will [Kasvatushistoria - kirjatentti (slk ja klk)](course) begin\n- [Linguistics I: Introduction to Basic Concepts](course) period\n- Is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](course) this period\n- Which period is [Strateginen johtaminen julkisyhteisöissä](course)\n- Which period will [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](course) begin\n- What period will [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](course) begin\n- [Health in disasters, conflicts and complex human emergencies](course) curriculum\n- When is [Seminaari](course) in the curriulum\n- The period of [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Study period of [Talouselämän käännösviestinnän seminaari venäjä-suomi](course)\n- Semester [Pro gradu -seminaari ja -tutkielma (2018-2019)](course)\n- Which semester will [Saksan kielen valmentava kurssi - Interkulturelles Training](course) start\n- Which semester is [Työelämän myytit ja todellisuus](course)\n- Is [Vakuutuksen ja riskienhallinnan erikoistumisosa](course) this semester\n- What semester is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](course)\n- Academic term [Julkistalouden valvonta ja tarkastus](course)\n- Which academic term will [World society: National policies, global governance and transnational sociology](course) begin\n- Which academic term is [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](course)\n- [History of English](course) academic term\n- Which semester will [Radiokääntäminen (saksa)](course) begin\n- The period of [Literature and Change after 1900 (British Literature)](course)\n- The semester of [Kandidaattiseminaari (Vuolanto)](course)\n- The academic term of [Introduction to Bayesian Analysis 1](course)\n- The quarter of [Kielen variaatio](course)\n- Which quarter is [Suomen kielen rakenne S2-näkökulmasta](course)\n- What is the quarter of [Venäjän kielen rakenne - Syntaksi](course)\n- Which quarter will [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course) begin\n- I want to know which semester will [Regression analysis](course) start\n- I want to know which semester is [Moniulotteinen markkinointi](course)\n- I want to know the study period of [Graduseminaari / Kekäläinen](course)\n- I want to know the academic term for [Kielioppi I/Språkets strukturer I](course)\n- Period [KATTAP11](course)\n- Semester [Kandidaattiseminaari (Vahtikari)](course)\n- Quarter [Internet ja vuorovaikutteinen media (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](course)\n- Academic term [Kansalaisyhteiskunta ja poliittinen osallistuminen (kirjatentti/essee)](course)\n- [Minustako asiantuntijamyynnin ammattilainen?](course) semester\n- [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course) academic term\n- [Opimme lisää venäjän kielen suullisia taitoja](course) quarter\n- This semester [Käännösviestintä II englanti-suomi](course)\n- What period [Software Project Management, Software Project Management (Fall term)](course)\n- What study period [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](course)\n- What study period is [Vero-oikeuden perusteet](course) in\n- What period will [Introduction to Argumentation and Scientific Reasoning](course) begin\n- [International Society (book exam/essay)](course) period\n- Is [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](course) this period\n- Which period is [Työelämäviestinnän tutkimus- tai kehityshanke](course)\n- Which period will [Missä mennään Mead? -seminaari](course) begin\n- What period will [Journalistinen kieli - Tekstinhuolto](course) begin\n- [Kirjallisuuden teoria - Kirjallisuuden teorian suuntia](course) curriculum\n- When is [Terveydenhuollon ja terveystutkimuksen etiikka, Seinäjoki](course) in the curriulum\n- The period of [Työelämän myytit ja todellisuus](course)\n- Study period of [Vanheneminen ikääntyvässä yhteiskunnassa](course)\n- Semester [Poliittiset prosessit (kirjatentti/essee)](course)\n- Which semester will [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](course) start\n- Which semester is [Individual project course](course)\n- Is [Opintojen suunnittelu - HOPS2](course) this semester\n- What semester is [Saksankielinen kaunokirjallisuus valistusajasta toiseen maailmansotaan / Deutschsprachige Literatur von der Aufklärung bis zum Zweiten Weltkrieg](course)\n- Academic term [Seminaari I/Seminarium I](course)\n- Which academic term will [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](course) begin\n- Which academic term is [Tiede ja teknologia yhteiskunnassa](course)\n- [Tietotekniikkataidot (kevät)](course) academic term\n- Which semester will [Puhe- ja nielemistoimintojen tutkimus ja kuntoutus](course) begin\n- The period of [Poliittisen sosiologian käsitteet ja tutkimukset](course)\n- The semester of [Opetussuunnitelmateoria, kirjatentti, Pori](course)\n- The academic term of [Rekisteritutkimukset](course)\n- The quarter of [Yritysjuridiikan ajankohtaiset teemat](course)\n- Which quarter is [Lähtötasokoe / Schwellentest](course)\n- What is the quarter of [Liiketoiminnan analysoinnin ja kehittämisen case-kurssi](course)\n- Which quarter will [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](course) begin\n- I want to know which semester will [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja sovellukset](course) start\n- I want to know which semester is [Tutkimustyön perusteet (kevät, optio ryhmälle)](course)\n- I want to know the study period of [Valtio-opin johdantokurssi (kirjatentti)](course)\n- I want to know the academic term for [Tutkimustyötä tukevat tohtoriopinnot (matematiikka)](course)\n- Period [KATTAP11](course)\n- Semester [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- Quarter [Kasvatus, tieto ja teoria - Luennot](course)\n- Academic term [Rahoitusoikeuden syventävä opintojakso - kirjatentti](course)\n- [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](course) semester\n- [Introduction to Risk Management and Insurance (spring semester)](course) academic term\n- [International tutoring / Kv-tuutorina toimiminen](course) quarter\n- This semester [Business Translation Seminar Finnish - English](course)\n- What period [Tuloksellisuuden arvioinnin teoria](course)\n- What study period [Cultural Diversity in Education and at Work - (autumn)](course)\n- What study period is [Pro gradu -tutkielma ja seminaari (vaiheet I-IV)](course) in\n- What period will [Kandidaattiseminaari (JATKAVA, Katermaa)](course) begin\n- [Keskustelunanalyysi (verkkokurssi), syksy 2018](course) period\n- Is [Kielen käyttö II](course) this period\n- Which period is [Sosiaaliturvan ajankohtaisia kysymyksiä](course)\n- Which period will [Oikeustieteellinen tutkimus](course) begin\n- What period will [Luemme ja keskustelemme venäjäksi](course) begin\n- [Leadership for Sustainable Change (KATVAS39)](course) curriculum\n- When is [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) in the curriulum\n- The period of [Kommunikationstraining II](course)\n- Study period of [[CANCELLED] Editing Project](course)\n- Semester [Suomet vieraina suussa](course)\n- Which semester will [Tieteellinen kirjoittaminen / COMS (puheviestinnän opiskelijoille)](course) start\n- Which semester is [Sosiaalityön peruskurssi (verkkokurssi)](course)\n- Is [Korkeakoulujen rahoitus ja talous - Harjoitustyö](course) this semester\n- What semester is [Organizational Behavior (Independent study, Spring 2019)](course)\n- Academic term [Yhteiskunnallinen muutos](course)\n- Which academic term will [Orientoivat opinnot Pori](course) begin\n- Which academic term is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](course)\n- [Simultaanitulkkaus I englanti-suomi-englanti](course) academic term\n- Which semester will [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, syksy 2018)](course) begin\n- The period of [Hallinto-oikeuden harjoituskurssi](course)\n- The semester of [Tieteellinen kirjoittaminen](course)\n- The academic term of [Sosiaalityön peruskurssi (kirjatentti)](course)\n- The quarter of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course)\n- Which quarter is [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course)\n- What is the quarter of [Asiakastyön menetelmät, luennot](course)\n- Which quarter will [Ikääntyminen, kieli ja vuorovaikutus](course) begin\n- I want to know which semester will [Business, Society and Nature (Lectures)](course) start\n- I want to know which semester is [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- I want to know the study period of [Lapset ympäristönsä tutkijoina - Käsityö](course)\n- I want to know the academic term for [Johdatus kunta- ja aluejohtamiseen](course)\n- Period [KATTAP11](course)\n- Semester [POLVOA22](course)\n- Quarter [KASSG](course)\n- Academic term [KKRULL](course)\n- [STYS1B1](course) semester\n- [TERKANP6](course) academic term\n- [KASA6](course) quarter\n- This semester [KIRP1](course)\n- What period [HALDIGI01](course)\n- What study period [TIETA15](course)\n- What study period is [SOSM6.5](course) in\n- What period will [LTLY213](course) begin\n- [KKENVAL9](course) period\n- Is [SOS9](course) this period\n- Which period is [KKKI1](course)\n- Which period will [RANS5](course) begin\n- What period will [FILAPRO](course) begin\n- [KASLOM4](course) curriculum\n- When is [KKRUYHT](course) in the curriulum\n- The period of [KASMULTI4](course)\n- Study period of [LFCOR](course)\n- Semester [DPJKK20](course)\n- Which semester will [KKENYHT](course) start\n- Which semester is [STYS2B](course)\n- Is [KASERIT4](course) this semester\n- What semester is [MVKS13E](course)\n- Academic term [KASLOK3](course)\n- Which academic term will [HALJUA64](course) begin\n- Which academic term is [KKSAPRE1](course)\n- [BTK0030](course) academic term\n- Which semester will [KASMULTI1](course) begin\n- The period of [KASTUTOR](course)\n- The semester of [RANP0](course)\n- The academic term of [KASP1](course)\n- The quarter of [POLKVS31](course)\n- Which quarter is [JOVP1](course)\n- What is the quarter of [KASSM2](course)\n- Which quarter will [RANP6](course) begin\n- I want to know which semester will [DPCMTJ2/JMMETUS](course) start\n- I want to know which semester is [RANP5](course)\n- I want to know the study period of [HALHAA99](course)\n- I want to know the academic term for [MVKS36/31](course)\n- Period [KATTAP11](course)\n- Semester [KIRA2](course)\n- Quarter [POLVOA31](course)\n- Academic term [TERY4](course)\n- [KATVRA23](course) semester\n- [PSYS5](course) academic term\n- [KASLOM7](course) quarter\n- This semester [BTK5003](course)\n- What period [KKENYHT](course)\n- What study period [PGHES01](course)\n- What study period is [SAKA8](course) in\n- What period will [STYS2A](course) begin\n- [DPEDUB.2](course) period\n- Is [TIEA4](course) this period\n- Which period is [DPJKK20](course)\n- Which period will [ITIS24](course) begin\n- What period will [KKENYHT](course) begin\n- [TERHOI4](course) curriculum\n- When is [KKKI2](course) in the curriulum\n- The period of [KASVAR9](course)\n- Study period of [RANAV3](course)\n- Semester [TERKAN14](course)\n- Which semester will [KASVAPAA](course) start\n- Which semester is [TIEA1](course)\n- Is [POLKVS32](course) this semester\n- What semester is [DPEDUB.2](course)\n- Academic term [KASSO7](course)\n- Which academic term will [KATVRP12](course) begin\n- Which academic term is [STYA3A2](course)\n- [MVKS40/62](course) academic term\n- Which semester will [KASP1](course) begin\n- The period of [KATVAA13](course)\n- The semester of [TERTIETO5](course)\n- The academic term of [ITIA11](course)\n- The quarter of [KASLOM10](course)\n- Which quarter is [LOGS2](course)\n- What is the quarter of [JOVP4](course)\n- Which quarter will [TERA3](course) begin\n- I want to know which semester will [MTTTP1](course) start\n- I want to know which semester is [KASVART3](course)\n- I want to know the study period of [LTLY16](course)\n- I want to know the academic term for [KIRS3](course)\n- Period [KATTAP11](course)\n- Semester [JKKYVAP](course)\n- Quarter [KKSUHY](course)\n- Academic term [SOSM1](course)\n- [TERKANP5](course) semester\n- [JOVA20](course) academic term\n- [HALYAA15](course) quarter\n- This semester [JOVTS1/SOS10.6](course)\n- What period [KASA10](course)\n- What study period [KASP4](course)\n- What study period is [DPIS1](course) in\n- What period will [TERHOJ3](course) begin\n- [KATMAS12](course) period\n- Is [KATMAS12](course) this period\n- Which period is [TECHS6](course)\n- Which period will [TIETS43](course) begin\n- What period will [YKYYHT3](course) begin\n- [JOVA18](course) curriculum\n- When is [TIETS13](course) in the curriulum\n- The period of [TIETA8](course)\n- Study period of [JKKYJOTE1](course)\n- Semester [KKKI4](course)\n- Which semester will [MTTTS17](course) start\n- Which semester is [KIRS3](course)\n- Is [TERKANP4](course) this semester\n- What semester is [PSYA9](course)\n- Academic term [TERA6](course)\n- Which academic term will [TAYJ035](course) begin\n- Which academic term is [POHS10](course)\n- [KASS3](course) academic term\n- Which semester will [JKKYORP1](course) begin\n- The period of [LATAP4](course)\n- The semester of [JOUJOVTS](course)\n- The academic term of [FONEA4](course)\n- The quarter of [KKRA1](course)\n- Which quarter is [KKSUTTK](course)\n- What is the quarter of [KATJOA19](course)\n- Which quarter will [MTTMA10](course) begin\n- I want to know which semester will [KASLOK1](course) start\n- I want to know which semester is [KKSUSC](course)\n- I want to know the study period of [POHA6](course)\n- I want to know the academic term for [STYA3B](course)\n- Period [KATTAP11](course)\n- Semester [SUOK2/A6](course)\n- Quarter [BTK5557](course)\n- Academic term [TERKAN16](course)\n- [DPHSFC07](course) semester\n- [PSYS16](course) academic term\n- [KKENKTK](course) quarter\n- This semester [POLKVS31](course)\n- What period [COSOPC1](course)\n- What study period [TIETA18](course)\n- What study period is [LOGA8](course) in\n- What period will [MEDU06](course) begin\n- [POHP5](course) period\n- Is [KASPUHS7](course) this period\n- Which period is [KASP5](course)\n- Which period will [SUOP3](course) begin\n- What period will [HALKAS11](course) begin\n- [POLVOA41/S23/28](course) curriculum\n- When is [HISA4](course) in the curriulum\n- The period of [KASSO1](course)\n- Study period of [HALJTS07](course)\n- Semester [POLKVA31](course)\n- Which semester will [DPIS1](course) start\n- Which semester is [GTS9](course)\n- Is [KASA3](course) this semester\n- What semester is [POLVOS23](course)\n- Academic term [TAYJ12](course)\n- Which academic term will [SOSM5.1](course) begin\n- Which academic term is [JOVA6](course)\n- [MTTMA1A](course) academic term\n- Which semester will [HALJUA14](course) begin\n- The period of [ITIA11](course)\n- The semester of [STYS3B](course)\n- The academic term of [HALJTS99](course)\n- The quarter of [SOS06.4](course)\n- Which quarter is [TSEKP2](course)\n- What is the quarter of [HALTVA12](course)\n- Which quarter will [MVKS42E](course) begin\n- I want to know which semester will [HALKOS22](course) start\n- I want to know which semester is [KASLOM2](course)\n- I want to know the study period of [JOUJOVTS](course)\n- I want to know the academic term for [MTTMA1C](course)\n- Period [KATTAP11](course)\n- Semester [KATRAS11](course)\n- Quarter [JOVAT2](course)\n- Academic term [POLVOA12](course)\n- [KKSU1](course) semester\n- [ITIS24](course) academic term\n- [JKKYTVA13](course) quarter\n- This semester [KKRA4](course)\n- What period [KKENKTK](course)\n- What study period [SOP03.6](course)\n- What study period is [KKSAPRE2](course) in\n- What period will [KKIN4](course) begin\n- [ENGS13](course) period\n- Is [KKSAPRE2](course) this period\n- Which period is [KKSUYP](course)\n- Which period will [KASLOM4](course) begin\n- What period will [POLKVS33](course) begin\n- [BTK3125](course) curriculum\n- When is [KKSUPRO](course) in the curriulum\n- The period of [KKRAVAL1](course)\n- Study period of [KASMULTI4](course)\n- Semester [KASPUHP3](course)\n- Which semester will [TAYJ035](course) start\n- Which semester is [RANSV5](course)\n- Is [KASMULTI2A](course) this semester\n- What semester is [TERVAL5](course)\n- Academic term [KASA13](course)\n- Which academic term will [VIROP1](course) begin\n- Which academic term is [JOVP5](course)\n- [KASELOHA](course) academic term\n- Which semester will [KASA9](course) begin\n- The period of [TIEA2.1B](course)\n- The semester of [VENA5](course)\n- The academic term of [SAKS5](course)\n- The quarter of [JKKYTVA13](course)\n- Which quarter is [MTTY3](course)\n- What is the quarter of [SOS6.5.2](course)\n- Which quarter will [BTK0024](course) begin\n- I want to know which semester will [KATRAA11](course) start\n- I want to know which semester is [ESPFP4](course)\n- I want to know the study period of [LUOYA200](course)\n- I want to know the academic term for [KASP2](course)\n- Period [KATTAP11](course)\n- Semester [POLKVA31](course)\n- Quarter [KKSAVAL1](course)\n- Academic term [KATLITO3](course)\n- [HISA1B](course) semester\n- [MTTA2](course) academic term\n- [HISA2](course) quarter\n- This semester [KKENVAL1](course)\n- What period [KKSUPRO](course)\n- What study period [TIEP5](course)\n- What study period is [PSYP5](course) in\n- What period will [KASLOE6.5](course) begin\n- [KATRAS12](course) period\n- Is [STYA3A](course) this period\n- Which period is [ITIY3](course)\n- Which period will [TERKANA1](course) begin\n- What period will [HALJUA23](course) begin\n- [KATTAA35](course) curriculum\n- When is [KATYVS22](course) in the curriulum\n- The period of [JKKYY](course)\n- Study period of [KATLAS27](course)\n- Semester [POLKVA21](course)\n- Which semester will [HALJUS31](course) start\n- Which semester is [KKENKTM](course)\n- Is [BIO4661](course) this semester\n- What semester is [VENA8](course)\n- Academic term [TEE6](course)\n- Which academic term will [SAKA5](course) begin\n- Which academic term is [KKRUYHT](course)\n- [BIO2085](course) academic term\n- Which semester will [KATTAA40](course) begin\n- The period of [KASPUHA5](course)\n- The semester of [SOS10.10.1](course)\n- The academic term of [DPHSR404](course)\n- The quarter of [PSYS5](course)\n- Which quarter is [KASSG](course)\n- What is the quarter of [KKVE4](course)\n- Which quarter will [KASP4](course) begin\n- I want to know which semester will [PEDAYOA1](course) start\n- I want to know which semester is [LOGA9](course)\n- I want to know the study period of [KATLITO8](course)\n- I want to know the academic term for [KKRUYHT](course)\n- Period [KATTAP11](course)\n- Semester [STYA3B](course)\n- Quarter [ITIS14](course)\n- Academic term [KKRULL](course)\n- [LOGM3](course) semester\n- [MVKS42E](course) academic term\n- [KATLITO4](course) quarter\n- This semester [KATYVP11](course)\n- What period [HALKOS24](course)\n- What study period [HALJTA05](course)\n- What study period is [SAKA9](course) in\n- What period will [KATLAS90](course) begin\n- [KKES3](course) period\n- Is [TIEP2](course) this period\n- Which period is [KKKI4](course)\n- Which period will [KASLOM10](course) begin\n- What period will [KKSAVAL3](course) begin\n- [NORDIG4](course) curriculum\n- When is [PSYA11](course) in the curriulum\n- The period of [KASVAR12](course)\n- Study period of [JOVTS5](course)\n- Semester [HISA1B](course)\n- Which semester will [KASA9](course) start\n- Which semester is [KASA8](course)\n- Is [FILA1](course) this semester\n- What semester is [HALTVA12](course)\n- Academic term [RANS2](course)\n- Which academic term will [ITIY003](course) begin\n- Which academic term is [KATJOA14](course)\n- [HALJTA21](course) academic term\n- Which semester will [KKSAVAL1](course) begin\n- The period of [HALKOS21](course)\n- The semester of [HALJUS15](course)\n- The academic term of [FILS1](course)\n- The quarter of [FILJATKO](course)\n- Which quarter is [PEDAYOP3](course)\n- What is the quarter of [LTLY229](course)\n- Which quarter will [SUKKP2](course) begin\n- I want to know which semester will [TIETS21](course) start\n- I want to know which semester is [YKT09.4](course)\n- I want to know the study period of [STYP1A](course)\n- I want to know the academic term for [JKKYVAP](course)\n- Period [KATTAP11](course)\n- Semester [DPHSR404](course)\n- Quarter [HALJUA65](course)\n- Academic term [HALHAS20](course)\n- [ENGA8](course) semester\n- [KATSTA12](course) academic term\n- [KATVAA12](course) quarter\n- This semester [JKKYOA11](course)\n- What period [KKSUHUK1](course)\n- What study period [POLPOP04](course)\n- What study period is [HISS2](course) in\n- What period will [KIRS3](course) begin\n- [MTTMA1B](course) period\n- Is [HALJUA14](course) this period\n- Which period is [SAKA12](course)\n- Which period will [TIEY4](course) begin\n- What period will [HALJUA14](course) begin\n- [KASVART3](course) curriculum\n- When is [YKIEP1](course) in the curriulum\n- The period of [RANP4](course)\n- Study period of [SOS9](course)\n- Semester [KKLA1](course)\n- Which semester will [KKENVAL1](course) start\n- Which semester is [KATYVA44](course)\n- Is [KASLOE1.1](course) this semester\n- What semester is [KATVRA00](course)\n- Academic term [KKSAVAL3](course)\n- Which academic term will [JOVVAL](course) begin\n- Which academic term is [SUOS1](course)\n- [POLVOA41](course) academic term\n- Which semester will [HALHAA13](course) begin\n- The period of [TAYJ12](course)\n- The semester of [KKENYHT](course)\n- The academic term of [MVKS01](course)\n- The quarter of [TIEP1](course)\n- Which quarter is [HALJUA24](course)\n- What is the quarter of [HALTVP11](course)\n- Which quarter will [KATTAA13B](course) begin\n- I want to know which semester will [TIETS19](course) start\n- I want to know which semester is [KASA9](course)\n- I want to know the study period of [KKVE2](course)\n- I want to know the academic term for [MVKS42E](course)\n- Period [KATTAP11](course)\n- Semester [KIRP3](course)\n- Quarter [STYS1B1](course)\n- Academic term [ENGA11](course)\n- [KKENVAL9](course) semester\n- [KASP4](course) academic term\n- [KATJOS13](course) quarter\n- This semester [HALJUA25](course)\n- What period [MTTTS14](course)\n- What study period [HTIS66](course)\n- What study period is [PGHES03](course) in\n- What period will [KASVAR7](course) begin\n- [KATVAA11](course) period\n- Is [ITIA03](course) this period\n- Which period is [FILA9](course)\n- Which period will [POLKVA41](course) begin\n- What period will [SOSM2](course) begin\n- [KATVAA12](course) curriculum\n- When is [SOS6.2.3](course) in the curriulum\n- The period of [POLPOP01](course)\n- Study period of [KATYVA99](course)\n- Semester [DPCMTJ4](course)\n- Which semester will [ITIA03](course) start\n- Which semester is [TERKANA5](course)\n- Is [BTK1085](course) this semester\n- What semester is [SAKA3](course)\n- Academic term [YKYYV07](course)\n- Which academic term will [STYP3](course) begin\n- Which academic term is [SOSM2](course)\n- [TERKAN4](course) academic term\n- Which semester will [COSOPOM2](course) begin\n- The period of [KKSAPRE2](course)\n- The semester of [PSYS7](course)\n- The academic term of [SOSM5.1](course)\n- The quarter of [RANSV5](course)\n- Which quarter is [VENS8](course)\n- What is the quarter of [STYA1A1](course)\n- Which quarter will [KASVART2](course) begin\n- I want to know which semester will [KKKI4](course) start\n- I want to know which semester is [STYA3B2](course)\n- I want to know the study period of [VENP1](course)\n- I want to know the academic term for [PSYS7](course)\n- Period [KATTAP11](course)\n- Semester [PEDA5](course)\n- Quarter [HALJUS22](course)\n- Academic term [VENA11](course)\n- [KKIN5](course) semester\n- [SAKS5](course) academic term\n- [POLKVA22](course) quarter\n- This semester [KASSM2](course)\n- What period [KASVAR7](course)\n- What study period [IGS006](course)\n- What study period is [KASA13](course) in\n- What period will [TIEP3](course) begin\n- [COSOPON4](course) period\n- Is [KASLOM5](course) this period\n- Which period is [KATLITO5](course)\n- Which period will [KKSUVAL1](course) begin\n- What period will [KASPUHS6](course) begin\n- [HALKOS25](course) curriculum\n- When is [KASLOE6.2](course) in the curriulum\n- The period of [MTTMA2](course)\n- Study period of [KASA1.1](course)\n- Semester [KKRUYHT](course)\n- Which semester will [KASP2](course) start\n- Which semester is [TAYJ035](course)\n- Is [KASP4](course) this semester\n- What semester is [JOVY1](course)\n- Academic term [KASERIT3](course)\n- Which academic term will [ITIA11](course) begin\n- Which academic term is [KATTAA12A](course)\n- [STYS2A](course) academic term\n- Which semester will [RANS2](course) begin\n- The period of [YKT07.1](course)\n- The semester of [PSYS16](course)\n- The academic term of [POLVOS27](course)\n- The quarter of [POLKVA23](course)\n- Which quarter is [POLKVS21](course)\n- What is the quarter of [ITIA8](course)\n- Which quarter will [HALJUS31](course) begin\n- I want to know which semester will [KATLITO7](course) start\n- I want to know which semester is [TAYJ12](course)\n- I want to know the study period of [MVKS28](course)\n- I want to know the academic term for [SOS10.10.1](course)\n- Period [KATTAP11](course)\n- Semester [SAKA12](course)\n- Quarter [POLKVA12](course)\n- Academic term [KASVAR2](course)\n- [HALYAA99](course) semester\n- [LTLY16](course) academic term\n- [KASP4](course) quarter\n- This semester [SUOA5/YKIEA1](course)\n- What period [SOSM2](course)\n- What study period [POLVOA32/S23/24](course)\n- What study period is [SOS4.5](course) in\n- What period will [KATYVS25](course) begin\n- [BTK2223](course) period\n- Is [PSYA9](course) this period\n- Which period is [KATLAS14](course)\n- Which period will [KATTAS31](course) begin\n- What period will [TSEKP2](course) begin\n- [JOVA17](course) curriculum\n- When is [KATJOS99](course) in the curriulum\n- The period of [JKKYMYJK05](course)\n- Study period of [YKYYHT3](course)\n- Semester [LTLY210](course)\n- Which semester will [KASVAR11](course) start\n- Which semester is [HALJUA44](course)\n- Is [TIEP4](course) this semester\n- What semester is [KKRUYHT](course)\n- Academic term [HALYAS11](course)\n- Which academic term will [MEJOS15](course) begin\n- Which academic term is [PEACE2](course)\n- [POLVOS10](course) academic term\n- Which semester will [TAYJ033](course) begin\n- The period of [HALJUA62](course)\n- The semester of [HISS2](course)\n- The academic term of [KKRUKTK](course)\n- The quarter of [VENP1](course)\n- Which quarter is [ROMAP2](course)\n- What is the quarter of [KKSUBMT](course)\n- Which quarter will [ENGS22-24](course) begin\n- I want to know which semester will [SAKA12](course) start\n- I want to know which semester is [HISS2](course)\n- I want to know the study period of [TERHOIA1](course)\n- I want to know the academic term for [KATLAS14](course)\n- Period [KATTAP11](course)\n- Semester [KKENVAL2](course)\n- Quarter [TAYJ035](course)\n- Academic term [KKSUPRO](course)\n- [TERHOI2](course) semester\n- [JOVKA1](course) academic term\n- [KASVAR3](course) quarter\n- This semester [KKES1](course)\n- What period [KIRP5](course)\n- What study period [KASVAR2](course)\n- What study period is [TERA2](course) in\n- What period will [STYS3A](course) begin\n- [KASVAR10](course) period\n- Is [POHS5](course) this period\n- Which period is [SOSM6.3](course)\n- Which period will [FILP3B](course) begin\n- What period will [KASLOM6](course) begin\n- [POHS10](course) curriculum\n- When is [DPHSM304](course) in the curriulum\n- The period of [TERY4](course)\n- Study period of [KKSULUK](course)\n- Semester [KASSA3](course)\n- Which semester will [TERKAN4](course) start\n- Which semester is [SOS08.2](course)\n- Is [ITIA11](course) this semester\n- What semester is [DPCMTJ4](course)\n- Academic term [FONEP3](course)\n- Which academic term will [FONEP4](course) begin\n- Which academic term is [KASA15](course)\n- [KATYVS43](course) academic term\n- Which semester will [KASA11](course) begin\n- The period of [POLVOA12](course)\n- The semester of [KASLOM5](course)\n- The academic term of [BTK4300](course)\n- The quarter of [TERHOIA6](course)\n- Which quarter is [KASLOE6.3](course)\n- What is the quarter of [YKYYKEKE1](course)\n- Which quarter will [HALJUS13](course) begin\n- I want to know which semester will [KASMAT1](course) start\n- I want to know which semester is [TAYJ12](course)\n- I want to know the study period of [ENGA3](course)\n- I want to know the academic term for [JOVTS1/SOS10.6](course)\n- Period [KATTAP11](course)\n- Semester [KASMULTI5](course)\n- Quarter [HISP2](course)\n- Academic term [HALJUA65](course)\n- [JOVPVA5](course) semester\n- [KATLITO5](course) academic term\n- [BTK3115](course) quarter\n- This semester [KASP5](course)\n- What period [KASLOH1](course)\n- What study period [HALYAS99](course)\n- What study period is [MTTY1](course) in\n- What period will [HALJUA24](course) begin\n- [KASA8](course) period\n- Is [JOVTS5](course) this period\n- Which period is [FONEP4](course)\n- Which period will [KIRA3G](course) begin\n- What period will [POLVOA32](course) begin\n- [HISA2](course) curriculum\n- When is [SOS3](course) in the curriulum\n- The period of [PEDAYOP2](course)\n- Study period of [BTK1062](course)\n- Semester [PSYS14](course)\n- Which semester will [SOSM5.1](course) start\n- Which semester is [KASVAR11](course)\n- Is [KASA9](course) this semester\n- What semester is [KIRA1](course)\n- Academic term [TERA6](course)\n- Which academic term will [KASA12](course) begin\n- Which academic term is [JOVVAL](course)\n- [SUOA1](course) academic term\n- Which semester will [KASLOE8.3](course) begin\n- The period of [MVKS47](course)\n- The semester of [KASLOH3](course)\n- The academic term of [SUOA4](course)\n- The quarter of [SOS10.2](course)\n- Which quarter is [TAYJ032](course)\n- What is the quarter of [HISA3B](course)\n- Which quarter will [KASVAR4](course) begin\n- I want to know which semester will [NORDIG1](course) start\n- I want to know which semester is [JOVPVS6](course)\n- I want to know the study period of [POLPOP02](course)\n- I want to know the academic term for [KATVRS55](course)\n- Period [KATTAP11](course)\n- Semester [SOS4.3](course)\n- Quarter [VENA10](course)\n- Academic term [KATMAS14](course)\n- [KKENKTM](course) semester\n- [RANP2](course) academic term\n- [SOS6.5.1](course) quarter\n- This semester [MTTY4](course)\n- What period [SOS4.3](course)\n- What study period [HALJUS11](course)\n- What study period is [KKES3](course) in\n- What period will [HISA1A](course) begin\n- [RANP1](course) period\n- Is [MVKS39E/S](course) this period\n- Which period is [JOVA6](course)\n- Which period will [KASLOM10](course) begin\n- What period will [HALYAA15](course) begin\n- [STYA6](course) curriculum\n- When is [KATVAS21](course) in the curriulum\n- The period of [ENGA13](course)\n- Study period of [KASLOH4B](course)\n- Semester [KASA12](course)\n- Which semester will [HALHAS19](course) start\n- Which semester is [YKT6.6.1](course)\n- Is [JKKYOA12](course) this semester\n- What semester is [KATLAA23](course)\n- Academic term [KATJOA99](course)\n- Which academic term will [HTIS81](course) begin\n- Which academic term is [TEATP3](course)\n- [DPEDUB.1B](course) academic term\n- Which semester will [BTK3115](course) begin\n- The period of [HALEUA11](course)\n- The semester of [HALTVA12](course)\n- The academic term of [TAYJ029](course)\n- The quarter of [LTLY01](course)\n- Which quarter is [KATLITO6](course)\n- What is the quarter of [HALJTP01](course)\n- Which quarter will [TAYJ032](course) begin\n- I want to know which semester will [MTTTP1](course) start\n- I want to know which semester is [DPEDUC.3](course)\n- I want to know the study period of [KKSAVAL1](course)\n- I want to know the academic term for [COSOPOM3](course)\n- Period [KATTAP11](course)\n- Semester [DPMED15](course)\n- Quarter [HALJTA14](course)\n- Academic term [KATYVS99](course)\n- [JOVPVS9](course) semester\n- [KASVAR11](course) academic term\n- [YKYYHT4A](course) quarter\n- This semester [BTK5003](course)\n- What period [DPHSFC06](course)\n- What study period [POLVOS21](course)\n- What study period is [KKRUYHT](course) in\n- What period will [KATYVA22](course) begin\n- [SOST10.4](course) period\n- Is [TERHOJ3](course) this period\n- Which period is [KASA13](course)\n- Which period will [LOGS4](course) begin\n- What period will [KATVAA11](course) begin\n- [DPHSO101](course) curriculum\n- When is [MOLI](course) in the curriulum\n- The period of [HISA1B](course)\n- Study period of [SAKA5](course)\n- Semester [RANS5](course)\n- Which semester will [KKSUYTK](course) start\n- Which semester is [MTTMP1A](course)\n- Is [VENA6](course) this semester\n- What semester is [POLKVS33](course)\n- Academic term [MTTMA1C](course)\n- Which academic term will [KATMAA13](course) begin\n- Which academic term is [TIEA5](course)\n- [YKT09.4](course) academic term\n- Which semester will [KASSM2](course) begin\n- The period of [KATJOA99](course)\n- The semester of [HALJTS01](course)\n- The academic term of [KASERIT3](course)\n- The quarter of [PSYP5](course)\n- Which quarter is [ITIP1](course)\n- What is the quarter of [HISP1](course)\n- Which quarter will [SAKP2](course) begin\n- I want to know which semester will [JKKYOA12](course) start\n- I want to know which semester is [TERY3](course)\n- I want to know the study period of [DPJKK20](course)\n- I want to know the academic term for [JOVA1](course)\n- Period [KATTAP11](course)\n- Semester [SOS4.4](course)\n- Quarter [YKT10.1.2](course)\n- Academic term [LTLY16](course)\n- [BIO4230](course) semester\n- [KASA8](course) academic term\n- [KASERIT3](course) quarter\n- This semester [TEE2](course)\n- What period [LOGA4](course)\n- What study period [JOUJOVTS](course)\n- What study period is [MTTTP1](course) in\n- What period will [PSYA7](course) begin\n- [ITIS42](course) period\n- Is [TAYJ13](course) this period\n- Which period is [SOS6.5.3](course)\n- Which period will [KKENKTK](course) begin\n- What period will [TIEP4](course) begin\n- [STYS3C](course) curriculum\n- When is [FILP5A](course) in the curriulum\n- The period of [JOVTS5](course)\n- Study period of [KKES2](course)\n- Semester [TERTIETO5](course)\n- Which semester will [KKRULUK](course) start\n- Which semester is [KKRA5](course)\n- Is [SAKP3](course) this semester\n- What semester is [FONEP1](course)\n- Academic term [MVKS16V](course)\n- Which academic term will [KKRUYHT](course) begin\n- Which academic term is [TERKAN11](course)\n- [TIETS07](course) academic term\n- Which semester will [PGHES03](course) begin\n- The period of [BTK1013](course)\n- The semester of [ESPFP2](course)\n- The academic term of [TERKANP3](course)\n- The quarter of [BIO4460](course)\n- Which quarter is [TERY4](course)\n- What is the quarter of [KIRS1/A4](course)\n- Which quarter will [HALYAS14](course) begin\n- I want to know which semester will [ITIS11](course) start\n- I want to know which semester is [SUOR1/A6](course)\n- I want to know the study period of [YKYYHT1](course)\n- I want to know the academic term for [STYS3B2](course)\n- Period [KATTAP11](course)\n- Semester [SOSM2](course)\n- Quarter [JOVA6/JMMETUS](course)\n- Academic term [FONEP3](course)\n- [KKSA2](course) semester\n- [POLPOP01](course) academic term\n- [PGHINT](course) quarter\n- This semester [KATYVS24](course)\n- What period [KATTAA13B](course)\n- What study period [MVKS18E](course)\n- What study period is [HISA4](course) in\n- What period will [PSYA2](course) begin\n- [KASP3](course) period\n- Is [RANS3](course) this period\n- Which period is [MVKS13E](course)\n- Which period will [JKKYORP1](course) begin\n- What period will [ITIP5](course) begin\n- [LOGS9](course) curriculum\n- When is [SOS4.2](course) in the curriulum\n- The period of [KKSUHUK](course)\n- Study period of [KKES3](course)\n- Semester [KATLAS13](course)\n- Which semester will [KATLAA22](course) start\n- Which semester is [MTTTY1](course)\n- Is [ITIA03](course) this semester\n- What semester is [HISA1B](course)\n- Academic term [ITIP1](course)\n- Which academic term will [HALYHT](course) begin\n- Which academic term is [KASP4](course)\n- [KKSUTTK](course) academic term\n- Which semester will [KKENYHT](course) begin\n- The period of [KKENYHT](course)\n- The semester of [BTK4032](course)\n- The academic term of [KASA5](course)\n- The quarter of [HISA1B](course)\n- Which quarter is [KKIN5](course)\n- What is the quarter of [HIS](course)\n- Which quarter will [KATSTA12](course) begin\n- I want to know which semester will [STYP3](course) start\n- I want to know which semester is [PGHES03](course)\n- I want to know the study period of [ITIA8](course)\n- I want to know the academic term for [TRSU02](course)\n- Period [KATTAP11](course)\n- Semester [SUOS4](course)\n- Quarter [STYP2](course)\n- Academic term [HALJUS22](course)\n- [KATMAA16](course) semester\n- [KIRA3G](course) academic term\n- [SOS6.3.3](course) quarter\n- This semester [TIEA1](course)\n- What period [KKKI2](course)\n- What study period [YKT04.2](course)\n- What study period is [FILP1A](course) in\n- What period will [JOVP3](course) begin\n- [KKSAVAL0](course) period\n- Is [TERHOIA4](course) this period\n- Which period is [DPJKK20](course)\n- Which period will [KKENYHT](course) begin\n- What period will [PSYP1](course) begin\n- [KASLOM3](course) curriculum\n- When is [TERKAN16](course) in the curriulum\n- The period of [STYVA](course)\n- Study period of [ITIS31](course)\n- Semester [MTTTY1](course)\n- Which semester will [KATTAA37](course) start\n- Which semester is [POLKVA33](course)\n- Is [KASSM2](course) this semester\n- What semester is [KATMAS13](course)\n- Academic term [BIO4722](course)\n- Which academic term will [KASVAR11](course) begin\n- Which academic term is [TAYJ029](course)\n- [ENGA9](course) academic term\n- Which semester will [POLKVS33](course) begin\n- The period of [KASPUHP2](course)\n- The semester of [POLKVA43](course)\n- The academic term of [KKSA4](course)\n- The quarter of [MTTTY1](course)\n- Which quarter is [KKSAVAL0](course)\n- What is the quarter of [KKRA1](course)\n- Which quarter will [SOS06.4](course) begin\n- I want to know which semester will [TERY4](course) start\n- I want to know which semester is [HALTVA12](course)\n- I want to know the study period of [SOS08.2](course)\n- I want to know the academic term for [TERHOI6](course)\n- Period [KATTAP11](course)\n- Semester [TERA3](course)\n- Quarter [YKYYHT4A](course)\n- Academic term [PSYA3](course)\n- [FIL](course) semester\n- [KKIN5](course) academic term\n- [BTK1023](course) quarter\n- This semester [PSYS2](course)\n- What period [SUOS4](course)\n- What study period [JOVP3](course)\n- What study period is [VENA13](course) in\n- What period will [KATRAS12](course) begin\n- [KATVRA24](course) period\n- Is [TERY4](course) this period\n- Which period is [KATJOS21](course)\n- Which period will [KIRA4E](course) begin\n- What period will [KASA13](course) begin\n- [POLVOS40](course) curriculum\n- When is [KATJOS21](course) in the curriulum\n- The period of [ENGP3](course)\n- Study period of [YKYYHT2](course)\n- Semester [KATVAA11](course)\n- Which semester will [PEACE2](course) start\n- Which semester is [KKSUHUK1](course)\n- Is [TERVAL1](course) this semester\n- What semester is [TERHOIA6](course)\n- Academic term [POHP4](course)\n- Which academic term will [LTLY16](course) begin\n- Which academic term is [TIEY2](course)\n- [KASVAR8](course) academic term\n- Which semester will [KASA11](course) begin\n- The period of [YKYYHT5](course)\n- The semester of [KASLOM1](course)\n- The academic term of [KASPUHA4](course)\n- The quarter of [DPHSFC06](course)\n- Which quarter is [SAKA3](course)\n- What is the quarter of [JOVA21](course)\n- Which quarter will [KKRUYHT](course) begin\n- I want to know which semester will [HALJUA21](course) start\n- I want to know which semester is [JKKYVAL00](course)\n- I want to know the study period of [KASVAR9](course)\n- I want to know the academic term for [KASLOM6](course)\n- Period [KATTAP11](course)\n- Semester [MTTTP1](course)\n- Quarter [DPCMTJ1/JT1](course)\n- Academic term [SUOK2/A6](course)\n- [KATTAA13B](course) semester\n- [KATYVS44](course) academic term\n- [BTK5557](course) quarter\n- This semester [KASLOK1](course)\n- What period [KATYVP11](course)\n- What study period [HALKOS23](course)\n- What study period is [TIEY1](course) in\n- What period will [KATLAA12](course) begin\n- [PSYP2](course) period\n- Is [JOVP5](course) this period\n- Which period is [DPCMTJT3](course)\n- Which period will [HISA2](course) begin\n- What period will [KKSUYHT](course) begin\n- [POLVOA31](course) curriculum\n- When is [KATLAA12](course) in the curriulum\n- The period of [TRMU2](course)\n- Study period of [KASMULTI4](course)\n- Semester [BIO4450](course)\n- Which semester will [YKYYHT1](course) start\n- Which semester is [KASA7](course)\n- Is [ROMAP3](course) this semester\n- What semester is [TERY4](course)\n- Academic term [KATRAS12](course)\n- Which academic term will [TERKANA5](course) begin\n- Which academic term is [JOVTS5](course)\n- [HISA4](course) academic term\n- Which semester will [POLKVS21](course) begin\n- The period of [HALJUA99](course)\n- The semester of [LOGS8](course)\n- The academic term of [KASTUTOR](course)\n- The quarter of [KKENVAL9](course)\n- Which quarter is [SUOS4](course)\n- What is the quarter of [KATJOS13](course)\n- Which quarter will [TERY4](course) begin\n- I want to know which semester will [MEDU07](course) start\n- I want to know which semester is [TERTIETO2](course)\n- I want to know the study period of [KASA15](course)\n- I want to know the academic term for [KASA11](course)\n- Period [KATTAP11](course)\n- Semester [KATYVS42](course)\n- Quarter [SOS7.2/STYA4B](course)\n- Academic term [JOVY3](course)\n- [SOS08.3](course) semester\n- [TERTIETO4](course) academic term\n- [KATLAS15](course) quarter\n- This semester [BTK5001](course)\n- What period [KASP5](course)\n- What study period [KASSM2](course)\n- What study period is [HALKAA12](course) in\n- What period will [MTTTS13](course) begin\n- [MVKS15E](course) period\n- Is [LTLY01](course) this period\n- Which period is [POLVOA21](course)\n- Which period will [KASSG](course) begin\n- What period will [POLVOS40](course) begin\n- [KIRA3G](course) curriculum\n- When is [KASA3](course) in the curriulum\n- The period of [POHS2](course)\n- Study period of [TIEP1](course)\n- Semester [JKKYVAL00](course)\n- Which semester will [HALJTA12](course) start\n- Which semester is [SOS08.2](course)\n- Is [KASLOE7.2](course) this semester\n- What semester is [KASA8](course)\n- Academic term [KKRUYHT](course)\n- Which academic term will [KATTAS40](course) begin\n- Which academic term is [HTIS50](course)\n- [HISA2](course) academic term\n- Which semester will [TIETS09](course) begin\n- The period of [DPHSR402](course)\n- The semester of [HALHAA99](course)\n- The academic term of [KASLOM1](course)\n- The quarter of [SOS6.2.4](course)\n- Which quarter is [TIEP3](course)\n- What is the quarter of [LTLY210](course)\n- Which quarter will [KKSUPRO](course) begin\n- I want to know which semester will [SAKA4](course) start\n- I want to know which semester is [STYS3C](course)\n- I want to know the study period of [COSOPC3](course)\n- I want to know the academic term for [KKENVAL8](course)\n- Period [KATTAP11](course)\n- Semester [ITIA03](course)\n- Quarter [MTTY1](course)\n- Academic term [TAYJ025](course)\n- [KASLTT](course) semester\n- [POLKVS10](course) academic term\n- [MVKS24E](course) quarter\n- This semester [ENGA11](course)\n- What period [STYA1A1](course)\n- What study period [ENGA11](course)\n- What study period is [KATRAA12](course) in\n- What period will [JOVA13](course) begin\n- [DPHSS204](course) period\n- Is [TAYJ032](course) this period\n- Which period is [ITIA11](course)\n- Which period will [KKRUKK](course) begin\n- What period will [SOS6.3.3](course) begin\n- [HALYAS11](course) curriculum\n- When is [HALKOS22](course) in the curriulum\n- The period of [KASLOM8](course)\n- Study period of [LATAP3](course)\n- Semester [POLKVS31](course)\n- Which semester will [STYA1B](course) start\n- Which semester is [KATLAP21](course)\n- Is [HALYAA99](course) this semester\n- What semester is [DPIS1](course)\n- Academic term [SOS3](course)\n- Which academic term will [TAYJ025](course) begin\n- Which academic term is [POLKVS21](course)\n- [KASA9](course) academic term\n- Which semester will [KATLAS27](course) begin\n- The period of [TERKANP4](course)\n- The semester of [TERKANP1](course)\n- The academic term of [HALJUS21](course)\n- The quarter of [KATLAS27](course)\n- Which quarter is [TAYJ035](course)\n- What is the quarter of [KKSU8](course)\n- Which quarter will [KASMULTI2A](course) begin\n- I want to know which semester will [PEACE046](course) start\n- I want to know which semester is [KASP5](course)\n- I want to know the study period of [KASLOH4A](course)\n- I want to know the academic term for [POHP3](course)\n- Period [KATTAP11](course)\n- Semester [ROMAP5](course)\n- Quarter [SOCYKV2/RES012](course)\n- Academic term [SAKP3](course)\n- [TIETA15](course) semester\n- [POLKVS21](course) academic term\n- [BIO2085](course) quarter\n- This semester [KASVAR5](course)\n- What period [TERHOIA7](course)\n- What study period [BIOMJ016](course)\n- What study period is [POLVOA31](course) in\n- What period will [POLVOS40](course) begin\n- [TIETA8](course) period\n- Is [SAKA5](course) this period\n- Which period is [TIETS05](course)\n- Which period will [POLKVS31](course) begin\n- What period will [TAYJ035](course) begin\n- [RANS4](course) curriculum\n- When is [SUKKP6](course) in the curriulum\n- The period of [HALHAA16](course)\n- Study period of [KASA13](course)\n- Semester [KASVART2](course)\n- Which semester will [KKENYHT](course) start\n- Which semester is [SOS9](course)\n- Is [KIRS4](course) this semester\n- What semester is [ENGP9](course)\n- Academic term [ITIS11](course)\n- Which academic term will [KATLAS20](course) begin\n- Which academic term is [KASS3](course)\n- [KATTAS31](course) academic term\n- Which semester will [DPIS2](course) begin\n- The period of [HALYAA99](course)\n- The semester of [HALKOS23](course)\n- The academic term of [RANA2](course)\n- The quarter of [KASA9](course)\n- Which quarter is [ITIP3](course)\n- What is the quarter of [VENA1](course)\n- Which quarter will [SOS09.1](course) begin\n- I want to know which semester will [HALJTA99](course) start\n- I want to know which semester is [KASSM2](course)\n- I want to know the study period of [KIRA3G](course)\n- I want to know the academic term for [KASA11](course)\n- Period [KATTAP11](course)\n- Semester [KKSUPRO](course)\n- Quarter [STYA7](course)\n- Academic term [HALJUA21](course)\n- [HTIS66](course) semester\n- [MVKS17/13S](course) academic term\n- [KATYVS26](course) quarter\n- This semester [TERHOIA4](course)\n- What period [POLPOP04](course)\n- What study period [KASVAR4](course)\n- What study period is [POLKVA31](course) in\n- What period will [KKENLL](course) begin\n- [FILT10](course) period\n- Is [DPHSFC07](course) this period\n- Which period is [KKENYHT](course)\n- Which period will [BTK4661](course) begin\n- What period will [BTK3125](course) begin\n- [SOS6.4.3](course) curriculum\n- When is [PEDAYOP1](course) in the curriulum\n- The period of [KATYVS44](course)\n- Study period of [RANS4](course)\n- Semester [HALTVP11](course)\n- Which semester will [YKT6.6.3](course) start\n- Which semester is [KASA11](course)\n- Is [KASSG](course) this semester\n- What semester is [ENGA8](course)\n- Academic term [SAKS3](course)\n- Which academic term will [POLVOA51/52/S24](course) begin\n- Which academic term is [DPCMTJT4](course)\n- [TERTIETO2](course) academic term\n- Which semester will [BIO2350](course) begin\n- The period of [YKYYHT5](course)\n- The semester of [KASA11](course)\n- The academic term of [HISP1](course)\n- The quarter of [DPCMTJ2/JMMETUS](course)\n- Which quarter is [HISS2](course)\n- What is the quarter of [YKYYV07](course)\n- Which quarter will [HALJTA14](course) begin\n- I want to know which semester will [MVKS15R](course) start\n- I want to know which semester is [BTK2112](course)\n- I want to know the study period of [ESPFP1](course)\n- I want to know the academic term for [BIO2250](course)\n- Period [KATTAP11](course)\n- Semester [KATLAS90](course)\n- Quarter [JKKYINA11](course)\n- Academic term [JOVMS2A](course)\n- [KATMAA99](course) semester\n- [YKTM6.3](course) academic term\n- [HALHAP01](course) quarter\n- This semester [HISA1B](course)\n- What period [BTK4121](course)\n- What study period [KKENVAL9](course)\n- What study period is [HISS1B](course) in\n- What period will [KATLAA23](course) begin\n- [POHP3](course) period\n- Is [KATTAA40](course) this period\n- Which period is [ITIA11](course)\n- Which period will [MTTTP1](course) begin\n- What period will [HALYAA15](course) begin\n- [PGHES03](course) curriculum\n- When is [KASA11](course) in the curriulum\n- The period of [KASVAL](course)\n- Study period of [BTK1053](course)\n- Semester [SAKP1](course)\n- Which semester will [BIO4395](course) start\n- Which semester is [HALKOS27](course)\n- Is [POLKVS22](course) this semester\n- What semester is [KATVRS55](course)\n- Academic term [KKRULL](course)\n- Which academic term will [TIEP1](course) begin\n- Which academic term is [KASA11](course)\n- [HIST03](course) academic term\n- Which semester will [KATMAA15](course) begin\n- The period of [ENGA11](course)\n- The semester of [HALYAS14](course)\n- The academic term of [KATVRS44](course)\n- The quarter of [KATJOA14](course)\n- Which quarter is [VENP4](course)\n- What is the quarter of [VENA1](course)\n- Which quarter will [KATSTA11](course) begin\n- I want to know which semester will [SOS9](course) start\n- I want to know which semester is [HISA2](course)\n- I want to know the study period of [KIRP3](course)\n- I want to know the academic term for [KATVRA12](course)\n- Period [KATTAP11](course)\n- Semester [VENS1](course)\n- Quarter [SOS6.5.2](course)\n- Academic term [TIETS26](course)\n- [ITIA4](course) semester\n- [TIETS21](course) academic term\n- [KKENYHT](course) quarter\n- This semester [KASMAT2](course)\n- What period [TIETA12](course)\n- What study period [ESPFA6](course)\n- What study period is [VENP1](course) in\n- What period will [KATYVS41](course) begin\n- [TIEP1](course) period\n- Is [SOS06.1](course) this period\n- Which period is [KASLOM6](course)\n- Which period will [LTLY16](course) begin\n- What period will [JKKYTUO2](course) begin\n- [KKSU4](course) curriculum\n- When is [DPHSFC07](course) in the curriulum\n- The period of [SOS6.1.1](course)\n- Study period of [VIROP3](course)\n- Semester [KKENYHT](course)\n- Which semester will [KASVAR7](course) start\n- Which semester is [LTLY213](course)\n- Is [HALJTA06](course) this semester\n- What semester is [JOVKA4](course)\n- Academic term [PSYS13](course)\n- Which academic term will [LUOYY027](course) begin\n- Which academic term is [STYS2A](course)\n- [SUOA5/YKIEA1](course) academic term\n- Which semester will [YKT6.6.2](course) begin\n- The period of [ENGP9](course)\n- The semester of [KKSUVAL3](course)\n- The academic term of [TRMU2](course)\n- The quarter of [KKSUYP](course)\n- Which quarter is [KATLAA99](course)\n- What is the quarter of [SUKKP1](course)\n- Which quarter will [FONEP3](course) begin\n- I want to know which semester will [KATTAA13A](course) start\n- I want to know which semester is [JOVTS5](course)\n- I want to know the study period of [KKSU2](course)\n- I want to know the academic term for [KASLOH3](course)\n- Period [KATTAP11](course)\n- Semester [KASP3](course)\n- Quarter [JOUJOVTS](course)\n- Academic term [KASA12](course)\n- [KKENKTM](course) semester\n- [LUOYY006](course) academic term\n- [HISA2](course) quarter\n- This semester [DPEDUC.3](course)\n- What period [ITIA11](course)\n- What study period [HALJUS12](course)\n- What study period is [MTTTP5](course) in\n- What period will [POLKAA99](course) begin\n- [MEJOS15](course) period\n- Is [KASA9](course) this period\n- Which period is [KASVAR1](course)\n- Which period will [KASP3](course) begin\n- What period will [TIEP1](course) begin\n- [KIRS5](course) curriculum\n- When is [JOVA20](course) in the curriulum\n- The period of [KASA12](course)\n- Study period of [BTK1099](course)\n- Semester [MVKS04](course)\n- Which semester will [ITIS61](course) start\n- Which semester is [POLPOP05](course)\n- Is [TAYJ035](course) this semester\n- What semester is [KATYVA43](course)\n- Academic term [ENGA11](course)\n- Which academic term will [KATTAS12](course) begin\n- Which academic term is [BTK1061](course)\n- [STYA3B](course) academic term\n- Which semester will [DPIS1](course) begin\n- The period of [KATVRS40](course)\n- The semester of [HALYAS12](course)\n- The academic term of [KKRUYHT](course)\n- The quarter of [KASLOM1](course)\n- Which quarter is [KASLOM10](course)\n- What is the quarter of [JOVVJS2](course)\n- Which quarter will [KASP5](course) begin\n- I want to know which semester will [KASLOE8.1](course) start\n- I want to know which semester is [JOVTS5](course)\n- I want to know the study period of [MTTTA6](course)\n- I want to know the academic term for [KASA11](course)\n- Period [KATTAP11](course)\n- Semester [HALYAA14](course)\n- Quarter [HALKAS11](course)\n- Academic term [RANA1](course)\n- [NAM-IV](course) semester\n- [HTIY005](course) academic term\n- [TERKANA3](course) quarter\n- This semester [SUOA8](course)\n- What period [ITIS21](course)\n- What study period [DPHSS206](course)\n- What study period is [MTTMA1B](course) in\n- What period will [PSYS5](course) begin\n- [ITIP4](course) period\n- Is [KKENKTK](course) this period\n- Which period is [HISS2](course)\n- Which period will [HALYAA14](course) begin\n- What period will [HALKAA12](course) begin\n- [POLPOP01](course) curriculum\n- When is [KATMAS99](course) in the curriulum\n- The period of [HALHAP01](course)\n- Study period of [JOVTS5](course)\n- Semester [MTTA1](course)\n- Which semester will [JOVA13](course) start\n- Which semester is [KASLOM6](course)\n- Is [ENGP3](course) this semester\n- What semester is [KASLOM4](course)\n- Academic term [BTK4121](course)\n- Which academic term will [JOVA14](course) begin\n- Which academic term is [YKYYHT1](course)\n- [LFCS03](course) academic term\n- Which semester will [HISA2](course) begin\n- The period of [KATVRA22](course)\n- The semester of [ENGA5](course)\n- The academic term of [BTK2037](course)\n- The quarter of [ENGS44](course)\n- Which quarter is [TIEY2](course)\n- What is the quarter of [HTIS60](course)\n- Which quarter will [HALTTS12](course) begin\n- I want to know which semester will [KASLOM8](course) start\n- I want to know which semester is [ENGS13/15-16](course)\n- I want to know the study period of [JKKYINA15](course)\n- I want to know the academic term for [HALJUA42](course)\n- Period [KATTAP11](course)\n- Semester [TERKANP3](course)\n- Quarter [KASPUHA5](course)\n- Academic term [LTLY16](course)\n- [ITIS44](course) semester\n- [PGHAS07](course) academic term\n- [BTK1061](course) quarter\n- This semester [KASLOE7.2](course)\n- What period [KAMVRS99](course)\n- What study period [TERTIETO1](course)\n- What study period is [STYA7](course) in\n- What period will [STYA3B2](course) begin\n- [SUOS4](course) period\n- Is [TEE1](course) this period\n- Which period is [POHP2](course)\n- Which period will [HALJUA99](course) begin\n- What period will [HTIS86](course) begin\n- [TERHOI2](course) curriculum\n- When is [ENGA6](course) in the curriulum\n- The period of [SOS10.6](course)\n- Study period of [PEACE045](course)\n- Semester [JKKYTUO2](course)\n- Which semester will [JOUJOVTS](course) start\n- Which semester is [HISJATKO](course)\n- Is [TIEA2.1B](course) this semester\n- What semester is [KIRA4E](course)\n- Academic term [VENP2](course)\n- Which academic term will [PEACE045](course) begin\n- Which academic term is [BTK2060](course)\n- [POLVOS28](course) academic term\n- Which semester will [TERHOIA1](course) begin\n- The period of [KATTAA35](course)\n- The semester of [ESPFA7](course)\n- The academic term of [LATA0](course)\n- The quarter of [ITIS24](course)\n- Which quarter is [SOS6.5.3](course)\n- What is the quarter of [KATYVA22](course)\n- Which quarter will [HALJUS15](course) begin\n- I want to know which semester will [KATJOS99](course) start\n- I want to know which semester is [MVKS11](course)\n- I want to know the study period of [POHP2](course)\n- I want to know the academic term for [KATSTA11](course)\n- Period [KATTAP11](course)\n- Semester [JKKYPS1](course)\n- Quarter [SOP03.6](course)\n- Academic term [GTS8](course)\n- [MTTMA1A](course) semester\n- [KATLAP21](course) academic term\n- [SOSM6.5](course) quarter\n- This semester [DPJKKPS](course)\n- What period [TERTIETO4](course)\n- What study period [BTK0030](course)\n- What study period is [KKIN5](course) in\n- What period will [KASMULTI3](course) begin\n- [TRMU2](course) period\n- Is [KKENYHT](course) this period\n- Which period is [TSEKP2](course)\n- Which period will [KASP4](course) begin\n- What period will [BTK4702](course) begin\n- [KKRUYHT](course) curriculum\n- When is [JOVPVS3](course) in the curriulum\n- The period of [ITIP2](course)\n- Study period of [LOGA5](course)\n- Semester [LOGA8](course)\n- Which semester will [MTTTP5](course) start\n- Which semester is [HISA3B](course)\n- Is [POHA1](course) this semester\n- What semester is [ITIS24](course)\n- Academic term [GTS9](course)\n- Which academic term will [ITIS44](course) begin\n- Which academic term is [YKYYKEKE0](course)\n- [TIETS17](course) academic term\n- Which semester will [KKRUYHT](course) begin\n- The period of [KATPAL12](course)\n- The semester of [TIETA6](course)\n- The academic term of [KASA2](course)\n- The quarter of [TIEVA36](course)\n- Which quarter is [KASA9](course)\n- What is the quarter of [KASA11](course)\n- Which quarter will [JOVA2](course) begin\n- I want to know which semester will [KASA13](course) start\n- I want to know which semester is [HALYHT](course)\n- I want to know the study period of [VIROP2](course)\n- I want to know the academic term for [KKSUYHT](course)\n\n## intent:poikkeusajat\n- Exceptions [Study skills and personal study planning - Basics of Information Literacy](course)\n- Exception [Opetus, ohjaus, oppiminen, verkko-opetus](course)\n- What are the exceptions for [Kandidaatintutkielma - Seminaari ja tutkielma](course)\n- [Urban Ethnography: The Social, Political and Economic Dimensions of Marginalization](course) exceptions\n- [Radio Project](course) exception\n- Exceptions in teaching hours [Venäjän kulttuuri](course)\n- Exceptions in teaching times [Matrices for Statistics and Computational Methods](course)\n- Are there any exceptions in teaching [Human-Technology Interaction Project Work](course)\n- What exceptions are there in [Kansainvälisen politiikan menetelmäseminaari (kirjatentti)](course)\n- Lecture exceptions [Professional Writing (online course)](course)\n- Does [Introduction to Education in Finland - Lectures, observation, essay and learning diary](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Graduvauhditus](course)\n- Teaching times exceptions for [Oman äänen analyysi ja harjoittaminen](course)\n- What were the exceptions of teaching in [Kansainvälisen politiikan johdantokurssi (kirjatentti)](course)\n- Does the schedule for [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](course) have any exceptions\n- When were the exceptions for [WWW Programming](course)\n- The exceptions in lessons for [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course)\n- Special teaching times for [Puolueet, vaalit ja poliittinen vaikuttaminen (kirjatentti/essee)](course)\n- Is there anything special I should know about the course schedule for [Leadership for Sustainable Change (KATVAS39)](course)\n- [Käännösviestintä II englanti-suomi](course) special lecture hours\n- Special schedule [Modern Risk Management](course)\n- Will there be lectures in holidays in [Yksilö, yhteiskunta ja kulttuuri - evankelisluterilaiset uskonnon ja elämänkatsomustiedon harjoitusryhmät - 2. vsk](course)\n- Holiday exceptions [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- Course break teaching times [Käännösviestintä II englanti-suomi](course)\n- Do we have a lecture during holiday in [Teemaseminaari Kant Puhtaan järjen kritiikki](course)\n- Cancelled lectures [Software Project Management, Theory](course)\n- Will [Pro gradu -seminaari ja -tutkielma (hallintotiede) - Seminaari](course) lectures be cancelled during holiday\n- Will [Tekstienväliset suhteet: Syventävä tekstianalyysi](course) have a lecture every week\n- I want to know the exceptions in lessons for [Rakennebiologia](course)\n- I want to know special teaching times for [Advanced International Relations Research Methods (book exam/essay)](course)\n- I want to know does the schedule for [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](course) have any exceptions\n- I want to know Teaching times exceptions for [Valtio-opin johdantokurssi (kirjatentti)](course)\n- Exceptions [Current Approaches in Games and Internet Research](course)\n- Exception [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi) / KTM-tutkinto](course)\n- What are the exceptions for [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](course)\n- [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](course) exceptions\n- [Johdatus kasvatuksen ja koulutuksen yhteiskunnalliseen ja kulttuuriseen tutkimukseen - Luennot ja luentopäiväkirja](course) exception\n- Exceptions in teaching hours [Terveys ja yhteiskuntapolitiikka](course)\n- Exceptions in teaching times [Organisaatioteoria](course)\n- Are there any exceptions in teaching [Feministinen teoria ja metodologia](course)\n- What exceptions are there in [Fighting Against Human Rights Violations](course)\n- Lecture exceptions [Gender in Society](course)\n- Does [Opetussuunnitelmateoria, kirjatentti](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, I-periodi](course)\n- Teaching times exceptions for [Venäjä I](course)\n- What were the exceptions of teaching in [Accounting Information Systems](course)\n- Does the schedule for [Lukuteoria ja algebra opettajille -](course) have any exceptions\n- When were the exceptions for [Political Communication and Rhetoric (book exam/essay)](course)\n- The exceptions in lessons for [Laadullisten tutkimusmenetelmien soveltaminen hoitotieteessä](course)\n- Special teaching times for [Puhelääketiede](course)\n- Is there anything special I should know about the course schedule for [Matemaattisen tilastotieteen perusteet](course)\n- [Talous ja yhteiskunta](course) special lecture hours\n- Special schedule [Venäjän kulttuuri](course)\n- Will there be lectures in holidays in [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Holiday exceptions [EI toteutusta 2018-19 Advanced immunology](course)\n- Course break teaching times [Vakuutustiede ja vakuutustutkimus](course)\n- Do we have a lecture during holiday in [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari](course)\n- Cancelled lectures [Varhaismoderni yhteiskunta](course)\n- Will [Poliittinen kommunikaatio ja retoriikka (kirjatentti/essee)](course) lectures be cancelled during holiday\n- Will [Global Issues on Mental Health and Mental Health Services - Web course](course) have a lecture every week\n- I want to know the exceptions in lessons for [Näkökulmia kääntämiseen - Käännös-, rakenne- ja sanastoharjoitukset I / Perspektiven auf Übersetzen](course)\n- I want to know special teaching times for [Opetus, ohjaus, oppiminen, verkko-opetus](course)\n- I want to know does the schedule for [Introduction to International Criminal Justice System](course) have any exceptions\n- I want to know Teaching times exceptions for [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course)\n- Exceptions [Kulttuuripsykologian perusteet](course)\n- Exception [Tuutorina toimiminen](course)\n- What are the exceptions for [Fenomenologia](course)\n- [Johdatus etiikkaan](course) exceptions\n- [Fördjupad kurs i skriftlig och muntlig affärskommunikation](course) exception\n- Exceptions in teaching hours [Tieteellinen seminaarisarja](course)\n- Exceptions in teaching times [Johdatus kunta- ja aluejohtamiseen](course)\n- Are there any exceptions in teaching [Aikuisten puheen ja kielen häiriöt - A2a Aikuisten puheen ja kielen häiriöt](course)\n- What exceptions are there in [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Lecture exceptions [Kunnallisoikeuden syventävä jakso](course)\n- Does [Solut](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Parhaat filosofiset artikkelit](course)\n- Teaching times exceptions for [Minustako asiantuntijamyynnin ammattilainen?](course)\n- What were the exceptions of teaching in [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](course)\n- Does the schedule for [YK-päivä](course) have any exceptions\n- When were the exceptions for [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course)\n- The exceptions in lessons for [Työelämäviestinnän tutkimus- tai kehityshanke](course)\n- Special teaching times for [Pohjoismaisten kielten lähtötasokoe](course)\n- Is there anything special I should know about the course schedule for [Seminaari](course)\n- [Julkiset hankinnat](course) special lecture hours\n- Special schedule [Molekulaarinen solubiologia](course)\n- Will there be lectures in holidays in [Tieteellisen tiedonhankinnan perusteet (pohjoismaiset kielet) -](course)\n- Holiday exceptions [Vakuutuksen ja riskienhallinnan erikoistumisosa](course)\n- Course break teaching times [Journalistinen kieli - Kielenhuolto, oikeinkirjoitusoppi](course)\n- Do we have a lecture during holiday in [Kirjallinen viestintä I - Sanasto- ja rakenneharjoitukset](course)\n- Cancelled lectures [Seminaarit 1. lukukausi/2. lukukausi](course)\n- Will [Lapset ympäristönsä tutkijoina - Käsityö](course) lectures be cancelled during holiday\n- Will [Johtamisviestintä](course) have a lecture every week\n- I want to know the exceptions in lessons for [Käsiteanalyysi ja filosofiset tutkimusmenetelmät (kirjatentti/essee)](course)\n- I want to know special teaching times for [Knowledge, business and work in a digital society](course)\n- I want to know does the schedule for [Inclusive Education](course) have any exceptions\n- I want to know Teaching times exceptions for [Ranskan yhteiskunta I / Société française I](course)\n- Exceptions [Introduction to Criminal Justice](course)\n- Exception [The Theory and Method of International Relations (theory) (book exam)](course)\n- What are the exceptions for [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course)\n- [Academic Writing](course) exceptions\n- [Kiina III](course) exception\n- Exceptions in teaching hours [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](course)\n- Exceptions in teaching times [Data Structures](course)\n- Are there any exceptions in teaching [Kunta- ja aluejohtamisen vaihtuvasisältöinen erikoiskurssi](course)\n- What exceptions are there in [Empiirinen projekti](course)\n- Lecture exceptions [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](course)\n- Does [Opetus, ohjaus, oppiminen, monimuoto-opeus](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](course)\n- Teaching times exceptions for [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat]( luennot)](course)\n- What were the exceptions of teaching in [Media, Race and Society](course)\n- Does the schedule for [Internet ja vuorovaikutteinen media](course) have any exceptions\n- When were the exceptions for [Eastern European Model: Lithuanian System of Work and Social Security](course)\n- The exceptions in lessons for [Kielikonsultointia käytännössä](course)\n- Special teaching times for [Kandidaattiseminaari (Mustakallio)](course)\n- Is there anything special I should know about the course schedule for [Studies of expansive learning: Foundations, findings and challenges](course)\n- [Viestinnän ja median tutkimussuuntauksia](course) special lecture hours\n- Special schedule [Suullinen ja kirjallinen taito - Suulliset ja kirjalliset harjoitukset/Expresión oral y escrita - Conversación y redacción](course)\n- Will there be lectures in holidays in [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](course)\n- Holiday exceptions [Global Terrorism: Political Violence in a Global Age](course)\n- Course break teaching times [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](course)\n- Do we have a lecture during holiday in [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course)\n- Cancelled lectures [Macroprudential Policy and Financial Stability](course)\n- Will [Advanced English Business Communication (RPL) / näyttökoe](course) lectures be cancelled during holiday\n- Will [Introduction to Risk Management and Insurance (autumn semester)](course) have a lecture every week\n- I want to know the exceptions in lessons for [Valinnainen jakso: Tiedeviestinnän käytänteet](course)\n- I want to know special teaching times for [Monimuuttujamenetelmien perusteet](course)\n- I want to know does the schedule for [Comparative Education - book exam](course) have any exceptions\n- I want to know Teaching times exceptions for [Arjen latinaa ja kulttuurihistoriaa](course)\n- Exceptions [Sustainable business practices (Independent study)](course)\n- Exception [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](course)\n- What are the exceptions for [Basics of Project Management](course)\n- [Harjoittelu](course) exceptions\n- [Sosiaalihuollon hallinto ja johtaminen](course) exception\n- Exceptions in teaching hours [Kuva- ja mediakulttuurit - Mediakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely)](course)\n- Exceptions in teaching times [Statistical Analysis with Missing Data (advanced)](course)\n- Are there any exceptions in teaching [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](course)\n- What exceptions are there in [Yritysjuridiikan case-kurssi](course)\n- Lecture exceptions [Capstone - Talousjohdon tehtävät ja osaamisalueet](course)\n- Does [Parties and Elections (book exam/essay)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course)\n- Teaching times exceptions for [Legal English](course)\n- What were the exceptions of teaching in [EU:n ulkosuhteiden erityiskysymykset: turvallisuus, talous ja arvot (kirjatentti/essee)](course)\n- Does the schedule for [Suomen historian tutkijaseminaari](course) have any exceptions\n- When were the exceptions for [Tila, teknologia ja toiminta - essee](course)\n- The exceptions in lessons for [Introduction to Social Circus Pedagogy - (Tampere Summer School 2018)](course)\n- Special teaching times for [Johdatus viestinnän tutkimukseen ja analyysiin](course)\n- Is there anything special I should know about the course schedule for [Terveydenhuollon koulutuspolitiikka](course)\n- [Reading Waste](course) special lecture hours\n- Special schedule [Opimme lisää venäjän kielen suullisia taitoja](course)\n- Will there be lectures in holidays in [Liike-elämän ruotsia I / näyttökoe (AHOT)](course)\n- Holiday exceptions [Johdatus taloushallintoon](course)\n- Course break teaching times [Johtaminen ja organisaatiot I (kirjallisuus)](course)\n- Do we have a lecture during holiday in [Tulkkauksen teoria](course)\n- Cancelled lectures [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course)\n- Will [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course) lectures be cancelled during holiday\n- Will [Lähtötasokoe / Schwellentest](course) have a lecture every week\n- I want to know the exceptions in lessons for [Journalistinen kieli - Kielenhuolto, lauseoppi](course)\n- I want to know special teaching times for [Protein technology Laboratory Course A](course)\n- I want to know does the schedule for [Tieto-oppi](course) have any exceptions\n- I want to know Teaching times exceptions for [Kaunokirjallisen kääntämisen peruskurssi](course)\n- Exceptions [Tekstianalyysi - Luennot](course)\n- Exception [Organisaatio, hallinto ja johtaminen - Harjoitustyö](course)\n- What are the exceptions for [Kielioppi- ja sanastoharjoitukset / Grammatik und Wortschatzübungen](course)\n- [Kasvatus, tieto ja teoria - Luennot](course) exceptions\n- [Verkkomedian suunnittelu](course) exception\n- Exceptions in teaching hours [Orientaatio tutkielman tekemiseen](course)\n- Exceptions in teaching times [Työelämän korttipakka](course)\n- Are there any exceptions in teaching [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- What exceptions are there in [Työelämäntutkimusta monimuuttujamenetelmin](course)\n- Lecture exceptions [Audiovisuaalisen kääntämisen seminaari / Kuvailutulkkaus](course)\n- Does [Muu valinnainen kurssi](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Projektinhallinnan perusteet](course)\n- Teaching times exceptions for [Research in Practice](course)\n- What were the exceptions of teaching in [Tekstin tekemisen perusteet](course)\n- Does the schedule for [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti](course) have any exceptions\n- When were the exceptions for [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](course)\n- The exceptions in lessons for [Äänne- ja muoto-oppi](course)\n- Special teaching times for [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](course)\n- Is there anything special I should know about the course schedule for [Uskontojen antropologiaa](course)\n- [Venäjä I](course) special lecture hours\n- Special schedule [Johdatus Suomen kirjallisuushistoriaan - luennot](course)\n- Will there be lectures in holidays in [Luontokirjoittamisen klassikot](course)\n- Holiday exceptions [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](course)\n- Course break teaching times [Puhesuomi ja esiintyminen](course)\n- Do we have a lecture during holiday in [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course)\n- Cancelled lectures [[CANCELLED] Editing Project](course)\n- Will [Pelit ja pelillisyys](course) lectures be cancelled during holiday\n- Will [Luontokirjoittamisen klassikot](course) have a lecture every week\n- I want to know the exceptions in lessons for [Verkkomedian suunnittelu](course)\n- I want to know special teaching times for [Kaupunkien maankäytön pelikenttä](course)\n- I want to know does the schedule for [Kaupungistuva maailma: Kaupungit ja kaupunkilaisuus 1800-luvulta nykypäivään](course) have any exceptions\n- I want to know Teaching times exceptions for [Esiintyminen](course)\n- Exceptions [Pro gradu -seminaari ja -tutkielma (julkisoikeus)](course)\n- Exception [Qualitative Research Methods and Comparative Research Design](course)\n- What are the exceptions for [Teaching, Pedagogical Facilitating, Learning](course)\n- [Tieto- ja asiakirjahallinto](course) exceptions\n- [Terve ja turvallinen kouluyhteisö](course) exception\n- Exceptions in teaching hours [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course)\n- Exceptions in teaching times [Tutkielmapiiri](course)\n- Are there any exceptions in teaching [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)\n- What exceptions are there in [Kandidaatintutkielma ja seminaari, syksy 2018](course)\n- Lecture exceptions [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- Does [Struggles on Education](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Vakuutustoiminnan periaatteet ja johtaminen](course)\n- Teaching times exceptions for [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course)\n- What were the exceptions of teaching in [Tutkijan työpaja](course)\n- Does the schedule for [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](course) have any exceptions\n- When were the exceptions for [Tilinpäätös- ja verosuunnittelu](course)\n- The exceptions in lessons for [Introduction to Web Publishing (Tampere Summer School 2018)](course)\n- Special teaching times for [Johdatus sosiaalitieteisiin (verkkokurssi)](course)\n- Is there anything special I should know about the course schedule for [Theory and practice of peaceful change: The Baltic Sea Region](course)\n- [Orientoivat opinnot ja HOPS (kirjallisuustiede)](course) special lecture hours\n- Special schedule [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop.](course)\n- Will there be lectures in holidays in [Budgeting and capital budgeting (online course)](course)\n- Holiday exceptions [Suomen kielen rakenne S2-näkökulmasta](course)\n- Course break teaching times [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](course)\n- Do we have a lecture during holiday in [Vakuutuslaitosten sijoitustoiminta](course)\n- Cancelled lectures [Basics of programming and algorithms for bioinformatics](course)\n- Will [Vauvasta vaariin. Ikä feministisessä tutkimuksessa](course) lectures be cancelled during holiday\n- Will [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) have a lecture every week\n- I want to know the exceptions in lessons for [Valinnainen jakso: TV-makasiinikurssi (kevään ryhmä)](course)\n- I want to know special teaching times for [KEB-62100 Orgaaninen kemia](course)\n- I want to know does the schedule for [Liikuntatuutorina toimiminen / Sports Tutoring](course) have any exceptions\n- I want to know Teaching times exceptions for [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course)\n- Exceptions [Kuvakulttuuri -](course)\n- Exception [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](course)\n- What are the exceptions for [Yritysverotus](course)\n- [Praktikum](course) exceptions\n- [Johdatus etiikkaan](course) exception\n- Exceptions in teaching hours [Kasvatus, tieto ja teoria - Luennot](course)\n- Exceptions in teaching times [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- Are there any exceptions in teaching [Pro gradu -seminaari ja -tutkielma](course)\n- What exceptions are there in [Ammattimainen tekstintarkistus](course)\n- Lecture exceptions [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course)\n- Does [Requirements Engineering](course) have exceptions in teaching hours\n- Were there exceptions in lectures [User Experience: Design and Evaluation (TUT/IHTE)](course)\n- Teaching times exceptions for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](course)\n- What were the exceptions of teaching in [Liikunta - Liikuntapedagogiikan perusteet - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- Does the schedule for [Tilastollisen päättelyn perusteet](course) have any exceptions\n- When were the exceptions for [Knowledge, business and work in a digital society](course)\n- The exceptions in lessons for [Kirjallinen viestintä II/Skriftlig kommunikation II](course)\n- Special teaching times for [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](course)\n- Is there anything special I should know about the course schedule for [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course)\n- [Gender and wellbeing in the global South and North](course) special lecture hours\n- Special schedule [Kandidaatintutkielma, seminaari](course)\n- Will there be lectures in holidays in [Monikielinen käännöstyöpaja](course)\n- Holiday exceptions [Kvalitatiivinen tutkimus kasvatustieteissä - Näyttökoe](course)\n- Course break teaching times [Ajankohtaiset ilmiöt hallintotieteissä](course)\n- Do we have a lecture during holiday in [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](course)\n- Cancelled lectures [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- Will [Luemme ja keskustelemme venäjäksi](course) lectures be cancelled during holiday\n- Will [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course) have a lecture every week\n- I want to know the exceptions in lessons for [Tila, teknologia ja toiminta](course)\n- I want to know special teaching times for [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- I want to know does the schedule for [Biostatistiikka ja tilastollinen tietojenkäsittely](course) have any exceptions\n- I want to know Teaching times exceptions for [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](course)\n- Exceptions [Theatre, Society, and Politics 1660-1760](course)\n- Exception [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa)](course)\n- What are the exceptions for [Latinan jatkokurssi](course)\n- [PhD by publication: writing integrative chapter](course) exceptions\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Näyttökoe](course) exception\n- Exceptions in teaching hours [Venäjä III](course)\n- Exceptions in teaching times [Approaches and Tools for Conflict Analysis and Peace Mediation](course)\n- Are there any exceptions in teaching [Nuorisotutkimuksen ajankohtaisia kysymyksiä](course)\n- What exceptions are there in [Kehityspsykologia II](course)\n- Lecture exceptions [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, slk18](course)\n- Does [Tieteellinen kirjoittaminen / SOC (logopedia)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Internet ja vuorovaikutteinen media](course)\n- Teaching times exceptions for [Laskentatoimen teoria ja IFRS II](course)\n- What were the exceptions of teaching in [Kunnallistalouden kirjanpito -](course)\n- Does the schedule for [Julkisen hallinnon reformit ja muutos](course) have any exceptions\n- When were the exceptions for [Palvelut ja hyvinvointivaltion murros](course)\n- The exceptions in lessons for [Professional Writing (online course)](course)\n- Special teaching times for [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](course)\n- Is there anything special I should know about the course schedule for [Sosiaalityön teoriahistoria](course)\n- [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course) special lecture hours\n- Special schedule [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course)\n- Will there be lectures in holidays in [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](course)\n- Holiday exceptions [Yhteisöllinen oppiminen ja ohjaus - Seminaari](course)\n- Course break teaching times [Syntyvyys, hoiva, sukupolvi](course)\n- Do we have a lecture during holiday in [Pro gradu -tutkielma ja -seminaari](course)\n- Cancelled lectures [Pohjoismaisten kielten lähtötasokoe](course)\n- Will [Politics of Memory in Eastern Europe](course) lectures be cancelled during holiday\n- Will [Opetussuunnitelmateoria, kirjatentti, Seinäjoki](course) have a lecture every week\n- I want to know the exceptions in lessons for [Mielenterveys, yhteiskunta ja sukupuoli](course)\n- I want to know special teaching times for [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- I want to know does the schedule for [Johdanto terveysviestintään](course) have any exceptions\n- I want to know Teaching times exceptions for [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](course)\n- Exceptions [Monikielisyys ja -kulttuurisuus](course)\n- Exception [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](course)\n- What are the exceptions for [Lukuteoria ja algebra opettajille -](course)\n- [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](course) exceptions\n- [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) exception\n- Exceptions in teaching hours [Ainedidaktiikka II](course)\n- Exceptions in teaching times [Lukeminen ja kirjoittaminen oppimisen haasteena (seminaarit 1-4 ryhmät)](course)\n- Are there any exceptions in teaching [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](course)\n- What exceptions are there in [Work and Health](course)\n- Lecture exceptions [Reading Waste](course)\n- Does [Klassinen länsimainen kertomakirjallisuus](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Ainedidaktinen tutkimus ja tutkiva opettajuus](course)\n- Teaching times exceptions for [Kuvan uudet muodot](course)\n- What were the exceptions of teaching in [Symbols that move us - popular culture/deep culture](course)\n- Does the schedule for [Medioitu vuorovaikutus](course) have any exceptions\n- When were the exceptions for [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Pori](course)\n- The exceptions in lessons for [Social Scientific Perspectives on Consumption (online course)](course)\n- Special teaching times for [Asiantuntijan puheviestintä ja vuorovaikutus, 3.-4. periodi / VIESTINTÄROHKEUDEN RYHMÄ](course)\n- Is there anything special I should know about the course schedule for [Academic Writing](course)\n- [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course) special lecture hours\n- Special schedule [Orientoivat opinnot ja HOPS (saksan kieli, kulttuuri ja kääntäminen)](course)\n- Will there be lectures in holidays in [EU Financial Management](course)\n- Holiday exceptions [Käännösteknologian harjoituskurssi](course)\n- Course break teaching times [Julkistalousoikeus](course)\n- Do we have a lecture during holiday in [Laskentatoimen teoria ja IFRS II](course)\n- Cancelled lectures [Journalistinen kieli - Kielenhuolto, lauseoppi](course)\n- Will [Research on Teaching and Learning - Seminar](course) lectures be cancelled during holiday\n- Will [Terveystiedon sisällöt (sähköinen tentti)](course) have a lecture every week\n- I want to know the exceptions in lessons for [Managing Research Information](course)\n- I want to know special teaching times for [Julkisoikeuden perusteet (järjestäjä TAMK)](course)\n- I want to know does the schedule for [Topical Issues in Governance, Management and Administration](course) have any exceptions\n- I want to know Teaching times exceptions for [Sidosryhmäteoria ja -johtaminen](course)\n- Exceptions [Viestinnän ja median tutkimussuuntauksia](course)\n- Exception [Introduction to Web Publishing (Tampere Summer School 2018)](course)\n- What are the exceptions for [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course)\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) exceptions\n- [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](course) exception\n- Exceptions in teaching hours [Kielen kehitys / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Exceptions in teaching times [International Society (book exam/essay)](course)\n- Are there any exceptions in teaching [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course)\n- What exceptions are there in [Writing the Nation](course)\n- Lecture exceptions [Valinnainen jakso: Dokumenttikurssi](course)\n- Does [Keskustelunanalyysi (verkkokurssi), syksy 2018](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Improving the quality and safety of health care through outcomes research](course)\n- Teaching times exceptions for [Visual Peace Research](course)\n- What were the exceptions of teaching in [Opetus, ohjaus, oppiminen, monimuoto-opetus](course)\n- Does the schedule for [Tutkiva harjoittelu](course) have any exceptions\n- When were the exceptions for [Kuinka suurenmoisia ihmiset ovat olleet - sopeutumaan pohjoisiin luonnonolosuhteisiin!](course)\n- The exceptions in lessons for [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](course)\n- Special teaching times for [Aluetalous ja kaupunkitalous](course)\n- Is there anything special I should know about the course schedule for [Communication orale/Suullinen viestintä](course)\n- [Suullinen viestintä II/Muntlig kommunikation II](course) special lecture hours\n- Special schedule [Terveyden ja mielenterveyden psykologia I](course)\n- Will there be lectures in holidays in [Kuvataiteen vaihtuvateemainen opintojakso/Elokuva mediakasvatuksen välineenä](course)\n- Holiday exceptions [Kansainvälisen politiikan teoria ja menetelmät (kirjatentti)](course)\n- Course break teaching times [Johdon laskentatoimen perusteet](course)\n- Do we have a lecture during holiday in [Kielioppi I / Grammatik I](course)\n- Cancelled lectures [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](course)\n- Will [Filosofian työpaja](course) lectures be cancelled during holiday\n- Will [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](course) have a lecture every week\n- I want to know the exceptions in lessons for [Journalismin tulevaisuus, harjoittelun kielikritiikki](course)\n- I want to know special teaching times for [Health systems and health in developing Asia: India, China, and North Korea](course)\n- I want to know does the schedule for [Argumentaation ja tieteellisen päättelyn perusteet](course) have any exceptions\n- I want to know Teaching times exceptions for [Sosiaalioikeus I](course)\n- Exceptions [Johtajuuden nykysuuntia](course)\n- Exception [European, Eurasian and Global Energy Policy (book exam/essay)](course)\n- What are the exceptions for [Kansainvälisen historian tutkijaseminaari](course)\n- [Seminaarit 1. lukukausi/2. lukukausi](course) exceptions\n- [Writing Scientific Journal Articles](course) exception\n- Exceptions in teaching hours [Orientaatiopäivä väitöskirjatutkijoille](course)\n- Exceptions in teaching times [Kasvatuksen historialliset ja filosofiset lähtökohdat, verkko-opetus](course)\n- Are there any exceptions in teaching [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course)\n- What exceptions are there in [Työ- ja organisaatiopsykologia II](course)\n- Lecture exceptions [Käsiteanalyysi ja filosofiset tutkimusmenetelmät (kirjatentti/essee)](course)\n- Does [Olio-ohjelmoinnin perusteet](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](course)\n- Teaching times exceptions for [Johdatus etiikkaan](course)\n- What were the exceptions of teaching in [Practical Programming in Python](course)\n- Does the schedule for [Linguistics I: Introduction to Basic Concepts](course) have any exceptions\n- When were the exceptions for [Multi-level Governance and Europeanisation (book exam/essay)](course)\n- The exceptions in lessons for [Nimistöntutkimus](course)\n- Special teaching times for [Dramaturgia: Musikaalin dramaturgia](course)\n- Is there anything special I should know about the course schedule for [Dialogue: Constructive Talk at Work](course)\n- [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](course) special lecture hours\n- Special schedule [Institutions, Innovation and Economic Renewal (NORDIG)](course)\n- Will there be lectures in holidays in [Contemporary Political Theory (book exam/essay)](course)\n- Holiday exceptions [Pro gradu -tutkielma ja -seminaari, tammikuussa 2019 aloittavat ryhmät](course)\n- Course break teaching times [Cultural Conversations](course)\n- Do we have a lecture during holiday in [Tietokantaohjelmointi](course)\n- Cancelled lectures [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](course)\n- Will [Tietokäytännöt](course) lectures be cancelled during holiday\n- Will [Suomen kulttuuri ja yhteiskunta -lukupiiri](course) have a lecture every week\n- I want to know the exceptions in lessons for [Latinan kielen alkeiskurssi](course)\n- I want to know special teaching times for [Kansainvälisen historian tutkijaseminaari](course)\n- I want to know does the schedule for [Pro gradu -seminaari ja -tutkielma](course) have any exceptions\n- I want to know Teaching times exceptions for [Latinankielinen kirjallisuus I: klassinen latina](course)\n- Exceptions [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](course)\n- Exception [Writing for Research (online course)](course)\n- What are the exceptions for [Kirjallisuuden analyysi/Analiz hudozhestvennoj literatury](course)\n- [Kerronnan monet muodot - kirjatentti ja essee](course) exceptions\n- [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Harjoitukset - 1.vsk](course) exception\n- Exceptions in teaching hours [Pro gradu -seminaari ja -tutkielma](course)\n- Exceptions in teaching times [MED Research Day](course)\n- Are there any exceptions in teaching [Strategia ja yrittäjyys](course)\n- What exceptions are there in [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- Lecture exceptions [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](course)\n- Does [KEB-61410 Laaja kemia 1](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Kvalitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- Teaching times exceptions for [Terveyden edistämisen interventiot, Seinäjoki](course)\n- What were the exceptions of teaching in [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (1. periodi)](course)\n- Does the schedule for [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](course) have any exceptions\n- When were the exceptions for [Yhteisöviestintä kunta- ja aluejohtamisessa](course)\n- The exceptions in lessons for [Ympäristöhallinnan muutos](course)\n- Special teaching times for [Turvallisuuspalvelujen suunnittelu ja palvelumuotoilu (service design)](course)\n- Is there anything special I should know about the course schedule for [Ruotsin kielen valmentava kurssi](course)\n- [Orientoivat opinnot ja HOPS (suomen kieli)](course) special lecture hours\n- Special schedule [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- Will there be lectures in holidays in [Social Scientific Perspectives on Consumption (online course)](course)\n- Holiday exceptions [Oikeudellisen tutkimuksen perusteet](course)\n- Course break teaching times [Käännösviestintä suomi-venäjä](course)\n- Do we have a lecture during holiday in [Kommunikationstraining I](course)\n- Cancelled lectures [Lasten oikeuspsykologia](course)\n- Will [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](course) lectures be cancelled during holiday\n- Will [Kehitys, kasvatus ja elämänkulku, verkko-opetus](course) have a lecture every week\n- I want to know the exceptions in lessons for [TUTU2 Tulevaisuudentutkimuksen menetelmät](course)\n- I want to know special teaching times for [Matemaattiset ohjelmistot (luentokurssi)](course)\n- I want to know does the schedule for [Finnish Elementary Course 1 (taught in 3. period)](course) have any exceptions\n- I want to know Teaching times exceptions for [Digital Media Landscape and Media Policies](course)\n- Exceptions [Re-Thinking Value Creation](course)\n- Exception [TUTU2 Tulevaisuudentutkimuksen menetelmät](course)\n- What are the exceptions for [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)\n- [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](course) exceptions\n- [Kandidaatintutkielmaseminaari - Seminaari, II-periodissa alkava nopeasti etenevä ryhmä](course) exception\n- Exceptions in teaching hours [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](course)\n- Exceptions in teaching times [Scientific Writing - Module B - Thesis Writing (online)](course)\n- Are there any exceptions in teaching [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](course)\n- What exceptions are there in [Yhteiskunnallinen muutos](course)\n- Lecture exceptions [Korkeakoulujen rahoitus ja talous - Harjoitustyö](course)\n- Does [Radiokääntäminen (venäjä)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Valinnainen jakso: Toimitustyön johtaminen/ JOVVJS1 Visuaalisen työn johtaminen](course)\n- Teaching times exceptions for [Tilinpäätös- ja verosuunnittelu](course)\n- What were the exceptions of teaching in [Psykologiharjoittelu](course)\n- Does the schedule for [Research Methods in HTI](course) have any exceptions\n- When were the exceptions for [Hesdoc Annual Meeting](course)\n- The exceptions in lessons for [Tieteellinen kirjoittaminen](course)\n- Special teaching times for [Espanja I](course)\n- Is there anything special I should know about the course schedule for [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course)\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](course) special lecture hours\n- Special schedule [Tieteenfilosofiaa kasvatustieteen näkökulmasta](course)\n- Will there be lectures in holidays in [Vaihtuvasisältöiset erikoiskurssit (kirjallinen tentti suoritusvaihtoehto) -](course)\n- Holiday exceptions [Foundations of English Business Communication (RPL) / näyttökoe](course)\n- Course break teaching times [Käsitekerho/ Mediatutkimuksen valinn. jakso](course)\n- Do we have a lecture during holiday in [Pro gradu -seminaari ja -tutkielma (julkisoikeus)](course)\n- Cancelled lectures [Romanticism and Its Legacy](course)\n- Will [Käyttöliittymien perusteet](course) lectures be cancelled during holiday\n- Will [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](course) have a lecture every week\n- I want to know the exceptions in lessons for [Finnish Elementary Course 2 (taught in 4. period)](course)\n- I want to know special teaching times for [Introduction to Formal Specification](course)\n- I want to know does the schedule for [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](course) have any exceptions\n- I want to know Teaching times exceptions for [Introduction to Corporate Social Responsibility](course)\n- Exceptions [New Wars and How to Study Them (POMLFCS3)](course)\n- Exception [Äärellisten mallien teorian seminaari (Finite model theory seminar)](course)\n- What are the exceptions for [Asiakassuhde ja haastattelu](course)\n- [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](course) exceptions\n- [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course) exception\n- Exceptions in teaching hours [Sidosryhmäteoria ja -johtaminen](course)\n- Exceptions in teaching times [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](course)\n- Are there any exceptions in teaching [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](course)\n- What exceptions are there in [Uutisjournalismi](course)\n- Lecture exceptions [Terve ja sairas ihminen](course)\n- Does [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Managing Research Information](course)\n- Teaching times exceptions for [Journalistinen kieli - Tekstinhuolto](course)\n- What were the exceptions of teaching in [Book Exam in Human-Technology Interaction](course)\n- Does the schedule for [Kasvatus, tieto ja teoria - Luennot](course) have any exceptions\n- When were the exceptions for [Gradu-kvantimetodit](course)\n- The exceptions in lessons for [Johdatus filosofiaan](course)\n- Special teaching times for [Käännösviestintä ranska-suomi I / Traduction français-finnois I](course)\n- Is there anything special I should know about the course schedule for [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course)\n- [Tutkimuspraktikum](course) special lecture hours\n- Special schedule [Johdatus yhteiskuntafilosofiaan](course)\n- Will there be lectures in holidays in [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](course)\n- Holiday exceptions [Kliininen neuropsykologia II](course)\n- Course break teaching times [Dialogue: Constructive Talk at Work](course)\n- Do we have a lecture during holiday in [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course)\n- Cancelled lectures [Kasvatus, koulutus ja yhteiskunta - Luennot ja kirjallisuus](course)\n- Will [MED Research Day](course) lectures be cancelled during holiday\n- Will [Terve ja turvallinen kouluyhteisö](course) have a lecture every week\n- I want to know the exceptions in lessons for [Nykyajan filosofia](course)\n- I want to know special teaching times for [Kandidaattiseminaari (Mustakallio)](course)\n- I want to know does the schedule for [Työpaja (matematiikan perustaitotesti)](course) have any exceptions\n- I want to know Teaching times exceptions for [Saksa IV](course)\n- Exceptions [Johdatus hoitotieteeseen](course)\n- Exception [Kiina III](course)\n- What are the exceptions for [Practices of Strategic Leadership](course)\n- [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Seinäjoki](course) exceptions\n- [Julkisen talousjohtamisen informaatio](course) exception\n- Exceptions in teaching hours [Mental Health Research: Using the Knowledge and Adding to it](course)\n- Exceptions in teaching times [Johdanto riskienhallintaan ja vakuuttamiseen](course)\n- Are there any exceptions in teaching [Riskienhallinta](course)\n- What exceptions are there in [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](course)\n- Lecture exceptions [English Word Formation](course)\n- Does [Saksa II](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Tieteellinen kirjoittaminen / Wissenschaftliches Schreiben](course)\n- Teaching times exceptions for [Pro gradu -seminaari ja -tutkielma](course)\n- What were the exceptions of teaching in [Venäjä IV](course)\n- Does the schedule for [Kandidaatintutkielma ja seminaari - Seminaari](course) have any exceptions\n- When were the exceptions for [Johdatus etiikkaan](course)\n- The exceptions in lessons for [Kirjallisuuden opettaminen](course)\n- Special teaching times for [Historian määrällisen tiedon esittäminen](course)\n- Is there anything special I should know about the course schedule for [Johtamisen ja julkisen politiikan tutkimus ja ajankohtaiset kysymykset](course)\n- [Human-Centered Product Development (TUT/IHTE)](course) special lecture hours\n- Special schedule [Case study: Examining leadership challenges](course)\n- Will there be lectures in holidays in [Research seminar for postgraduate studies](course)\n- Holiday exceptions [Parties, Elections and Political Participation (book exam/essay)](course)\n- Course break teaching times [Eläimet työssä](course)\n- Do we have a lecture during holiday in [Uuden ajan alun ryhmä](course)\n- Cancelled lectures [Perusharjoittelu](course)\n- Will [Johdatus Suomen kirjallisuushistoriaan - harjoitukset](course) lectures be cancelled during holiday\n- Will [Suomen kielen rakenne S2-näkökulmasta](course) have a lecture every week\n- I want to know the exceptions in lessons for [Oikeus ja politiikka](course)\n- I want to know special teaching times for [Tutkiva opiskelu (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course)\n- I want to know does the schedule for [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](course) have any exceptions\n- I want to know Teaching times exceptions for [KV-tuutorina toimiminen](course)\n- Exceptions [Strategic Management Accounting and Control](course)\n- Exception [Ruotsin kielen valmentava kurssi](course)\n- What are the exceptions for [Popular Music and Politics](course)\n- [BMT-70100 Kudosteknologian perusteet](course) exceptions\n- [Eastern European Model: Lithuanian System of Work and Social Security](course) exception\n- Exceptions in teaching hours [KnowUp - Yrittäjyys ja liiketoiminnan kehittäminen](course)\n- Exceptions in teaching times [Yhtiöoikeus](course)\n- Are there any exceptions in teaching [Media and Globalization - Seminar](course)\n- What exceptions are there in [Kompleksianalyysi](course)\n- Lecture exceptions [Academic Presentations](course)\n- Does [Graduseminaari / Henttonen](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Kandidaattitutkielma ja seminaari (tilastotiede)](course)\n- Teaching times exceptions for [Pro gradu -tutkielma ja -seminaari, tammikuussa 2018 aloittaneet ryhmät](course)\n- What were the exceptions of teaching in [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- Does the schedule for [Global Humanitarianism and its Critics (POMLFCS3)](course) have any exceptions\n- When were the exceptions for [Ruututekstikääntämisen peruskurssi](course)\n- The exceptions in lessons for [Microfinance and development](course)\n- Special teaching times for [Governing Hybrid Organizations](course)\n- Is there anything special I should know about the course schedule for [Työelämän tekstitaidot](course)\n- [Tuutorivastaavana toimiminen](course) special lecture hours\n- Special schedule [Bioinformatics tools (autumn 2018)](course)\n- Will there be lectures in holidays in [Software Project Management, Theory](course)\n- Holiday exceptions [Interacting Interculturally: Engaging in dialogue](course)\n- Course break teaching times [Euroopan unioni (kirjatentti/essee)](course)\n- Do we have a lecture during holiday in [Finlaysonin kielimaailmat](course)\n- Cancelled lectures [Maisteriopintojen esittely - HTI (in Finnish)](course)\n- Will [Journalistinen kieli - Kielenhuolto, oikeinkirjoitusoppi](course) lectures be cancelled during holiday\n- Will [Lapsuuden antropologia ja transnationaali lapsuus](course) have a lecture every week\n- I want to know the exceptions in lessons for [Opetus, ohjaus, oppiminen, verkko-opetus](course)\n- I want to know special teaching times for [Tutkimustyön perusteet - c) Tutkimusmenetelmien erityiskysymyksiä](course)\n- I want to know does the schedule for [Luova kaupunkikehittäminen](course) have any exceptions\n- I want to know Teaching times exceptions for [Kuvataidekasvatus / Harjoitukset - 2.vsk](course)\n- Exceptions [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](course)\n- Exception [Ryhmät ja ryhmien väliset suhteet](course)\n- What are the exceptions for [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](course)\n- [Seminaari I/Seminarium I](course) exceptions\n- [Kandidaatintutkielmaseminaari - Seminaari](course) exception\n- Exceptions in teaching hours [Structure of English II - Phonology and Pronunciation II](course)\n- Exceptions in teaching times [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](course)\n- Are there any exceptions in teaching [Seminaari](course)\n- What exceptions are there in [Usability Evaluation Methods](course)\n- Lecture exceptions [Semantiikka ja pragmatiikka / Semantik und Pragmatik](course)\n- Does [Poverty in the world: Hunger, inequalities and action](course) have exceptions in teaching hours\n- Were there exceptions in lectures [COURSE CANCELLED: Islamism](course)\n- Teaching times exceptions for [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](course)\n- What were the exceptions of teaching in [Tekstianalyysi / Textanalyse](course)\n- Does the schedule for [Makrotalousteorian jatkokurssi II](course) have any exceptions\n- When were the exceptions for [Automaatit I](course)\n- The exceptions in lessons for [Experimental Research in Human-Technology Interaction](course)\n- Special teaching times for [Tieteellinen kommunikaatio ja bibliometriikka](course)\n- Is there anything special I should know about the course schedule for [Lähtötasokoe](course)\n- [Inklusiivinen pedagogiikka ja oppimisen tukeminen](course) special lecture hours\n- Special schedule [Introduction to Entrepreneurship](course)\n- Will there be lectures in holidays in [Terve ja turvallinen kouluyhteisö](course)\n- Holiday exceptions [Yhtiöoikeus](course)\n- Course break teaching times [Tutkielmaseminaari (logopedia)](course)\n- Do we have a lecture during holiday in [Book Exam in Human-Technology Interaction](course)\n- Cancelled lectures [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](course)\n- Will [The European Union's Transnational Policies (POMLFCS2)](course) lectures be cancelled during holiday\n- Will [Curriculum Studies - Lectures](course) have a lecture every week\n- I want to know the exceptions in lessons for [Finlaysonin kielimaailmat](course)\n- I want to know special teaching times for [Tietojenkäsittelyopin syventävä opintojakso TTY:ltä](course)\n- I want to know does the schedule for [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course) have any exceptions\n- I want to know Teaching times exceptions for [Kääntämisen ja tulkkauksen teoria ja käytäntö - Tulkkausviestinnän perusteet](course)\n- Exceptions [Kasvatushistoria - kirjatentti (slk ja klk)](course)\n- Exception [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course)\n- What are the exceptions for [Johdatus kaunokirjalliseen kääntämiseen](course)\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Etnografia](course) exceptions\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](course) exception\n- Exceptions in teaching hours [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course)\n- Exceptions in teaching times [Lähtötasokoe](course)\n- Are there any exceptions in teaching [Service Marketing](course)\n- What exceptions are there in [Qualitative Approach](course)\n- Lecture exceptions [Orientoivat opinnot - HOPS1](course)\n- Does [Professional Writing (online course)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Psykiatria](course)\n- Teaching times exceptions for [Seminaari (Heinonen)](course)\n- What were the exceptions of teaching in [Sosiaaliturvan ajankohtaisia kysymyksiä](course)\n- Does the schedule for [Biological data analysis with R](course) have any exceptions\n- When were the exceptions for [Ääntämisharjoituksia](course)\n- The exceptions in lessons for [Vuorovaikutuksen perusteet - verkkokurssina II](course)\n- Special teaching times for [Kielen variaatio](course)\n- Is there anything special I should know about the course schedule for [Gender and wellbeing in the global South and North](course)\n- [Seminaari (Nikunen) jatkuu keväältä](course) special lecture hours\n- Special schedule [Työpaja (matematiikan perustaitotesti)](course)\n- Will there be lectures in holidays in [Kandidaattitutkielma ja seminaari (matematiikka) - LaTeX-opinnot](course)\n- Holiday exceptions [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (4. periodi)](course)\n- Course break teaching times [Biomolekyylit](course)\n- Do we have a lecture during holiday in [Lapsuuden, nuoruuden ja perheen tutkimuskeskus PERLAn tutkimusseminaari](course)\n- Cancelled lectures [Orientoivat opinnot - Tiedonhankintataidot](course)\n- Will [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteisopetusta avoimen yo:n kanssa](course) lectures be cancelled during holiday\n- Will [Valtio-opin maisteriseminaari](course) have a lecture every week\n- I want to know the exceptions in lessons for [Antiikintutkimuksen lähteet ja menetelmät](course)\n- I want to know special teaching times for [Mediakulttuurit / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- I want to know does the schedule for [Pohjoismaiden yhteiskuntaolot ja kulttuurit](course) have any exceptions\n- I want to know Teaching times exceptions for [Terveyden edistämisen interventiot, Seinäjoki](course)\n- Exceptions [Terveystaloustieteen tohtorikoulutussemiaari](course)\n- Exception [Kielellinen vaihtelu/Språklig variation](course)\n- What are the exceptions for [Varhaismoderni yhteiskunta](course)\n- [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](course) exceptions\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](course) exception\n- Exceptions in teaching hours [Sosiaalihuollon hallinto ja johtaminen](course)\n- Exceptions in teaching times [Saksankielinen kaunokirjallisuus valistusajasta toiseen maailmansotaan / Deutschsprachige Literatur von der Aufklärung bis zum Zweiten Weltkrieg](course)\n- Are there any exceptions in teaching [Tilintarkastus II](course)\n- What exceptions are there in [Olio-ohjelmoinnin perusteet](course)\n- Lecture exceptions [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](course)\n- Does [Lähtötasokoe - Kirjallinen tentti](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Diskutera som specialist](course)\n- Teaching times exceptions for [Performance management in public organizations](course)\n- What were the exceptions of teaching in [Tekninen viestintä ja informaation suunnittelu](course)\n- Does the schedule for [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](course) have any exceptions\n- When were the exceptions for [Tiedonhankinnan perusteet](course)\n- The exceptions in lessons for [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Syksy 2018](course)\n- Special teaching times for [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](course)\n- Is there anything special I should know about the course schedule for [Johdatus yhteiskuntahistoriaan](course)\n- [Terveys, tieto, asiantuntijuus](course) special lecture hours\n- Special schedule [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Will there be lectures in holidays in [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](course)\n- Holiday exceptions [Perhehoitotieteellisen tiedon syventäminen -](course)\n- Course break teaching times [Vaikuttaminen ja argumentointi](course)\n- Do we have a lecture during holiday in [Kuva- ja mediakulttuurit - Mediakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely)](course)\n- Cancelled lectures [Orientoivat opinnot - Alkuorientaatio](course)\n- Will [SOS6.2.3 Työelämän vuorovaikutus](course) lectures be cancelled during holiday\n- Will [PhD by publication: writing integrative chapter](course) have a lecture every week\n- I want to know the exceptions in lessons for [Special Issues in Games and Internet Cultures](course)\n- I want to know special teaching times for [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](course)\n- I want to know does the schedule for [Solut](course) have any exceptions\n- I want to know Teaching times exceptions for [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Exceptions [Työmarkkinat, työvoiman käyttö ja työllisyysturva](course)\n- Exception [Institutions, Innovation and Economic Renewal (NORDIG)](course)\n- What are the exceptions for [Lasten arki suomalaisessa yhteiskunnassa / Luennot - 1.vsk](course)\n- [Kognitiivinen neurotiede I](course) exceptions\n- [Valtio-opin maisteriseminaari](course) exception\n- Exceptions in teaching hours [Markkinoinnin ja myynnin perusteet](course)\n- Exceptions in teaching times [Johdatus matemaattiseen päättelyyn](course)\n- Are there any exceptions in teaching [Algebra 2](course)\n- What exceptions are there in [Usean muuttujan integraalilaskenta](course)\n- Lecture exceptions [Sosiaalioikeus](course)\n- Does [Asevelvollisuus Suomessa ja kansainvälisesti](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](course)\n- Teaching times exceptions for [Kuvataiteen perusteet - 1.vsk](course)\n- What were the exceptions of teaching in [Study Skills and Personal Study Planning - Basics of Information Literacy](course)\n- Does the schedule for [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](course) have any exceptions\n- When were the exceptions for [Sukupuoli, perhe ja yhteiskunta](course)\n- The exceptions in lessons for [Master's Thesis Seminar and Master's Thesis (2nd year students)](course)\n- Special teaching times for [Kvantitatiivinen tutkimus kasvatustieteissä - Näyttökoe](course)\n- Is there anything special I should know about the course schedule for [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course)\n- [International tutoring / Kv-tuutorina toimiminen](course) special lecture hours\n- Special schedule [Muu valinnainen kurssi](course)\n- Will there be lectures in holidays in [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- Holiday exceptions [Specialized Optional Research Methodology: Action research](course)\n- Course break teaching times [Liikunta pedagogisena ilmiönä - B Liikunnan vaihtevat ympäristöt](course)\n- Do we have a lecture during holiday in [Espanja II](course)\n- Cancelled lectures [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- Will [Introduction to Web Publishing - Autumn 2018](course) lectures be cancelled during holiday\n- Will [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](course) have a lecture every week\n- I want to know the exceptions in lessons for [Lapset ympäristönsä tutkijoina - Ympäristökasvatus](course)\n- I want to know special teaching times for [Tieteellinen kirjoittaminen](course)\n- I want to know does the schedule for [Tieteenfilosofiaa kasvatustieteen näkökulmasta](course) have any exceptions\n- I want to know Teaching times exceptions for [Specialised International Relations Research Methods (book exam/essay)](course)\n- Exceptions [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](course)\n- Exception [Kirjoitusviestintä / COMS](course)\n- What are the exceptions for [Kaikille avoin tutkijaseminaari](course)\n- [Ainedidaktiikka I](course) exceptions\n- [Todennäköisyyslaskenta](course) exception\n- Exceptions in teaching hours [Terveysviestintä](course)\n- Exceptions in teaching times [Marketing Communications](course)\n- Are there any exceptions in teaching [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 7.-8.11.2018](course)\n- What exceptions are there in [Comparative European Politics and the Finnish Political System (book exam/essay)](course)\n- Lecture exceptions [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](course)\n- Does [Philosophy of Science](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Visuaalisen journalismin erityisalueet](course)\n- Teaching times exceptions for [Journalism Start-Ups and Enterpreneurialism](course)\n- What were the exceptions of teaching in [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](course)\n- Does the schedule for [Lapset ympäristönsä tutkijoina - Matematiikka](course) have any exceptions\n- When were the exceptions for [Governing Hybrid Organizations](course)\n- The exceptions in lessons for [Advanced English Business Communication](course)\n- Special teaching times for [Teaching, Pedagogical Facilitating, Learning](course)\n- Is there anything special I should know about the course schedule for [Ohjelmointia teknisille viestijöille](course)\n- [Project Work (Spring term 2018)](course) special lecture hours\n- Special schedule [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.3.2019](course)\n- Will there be lectures in holidays in [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course)\n- Holiday exceptions [African and Black Diaspora Studies Research Seminar](course)\n- Course break teaching times [Vanhuus ja gerontologinen sosiaalityö](course)\n- Do we have a lecture during holiday in [Poverty in the world: Hunger, inequalities and action](course)\n- Cancelled lectures [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](course)\n- Will [Moniammatilliset johtamisopinnot](course) lectures be cancelled during holiday\n- Will [Tuutorvastaavana toimiminen / Being a tutor in charge](course) have a lecture every week\n- I want to know the exceptions in lessons for [Filosofian työpaja](course)\n- I want to know special teaching times for [Rekisteritutkimukset](course)\n- I want to know does the schedule for [Study skills and personal study planning - Basics of Information Literacy](course) have any exceptions\n- I want to know Teaching times exceptions for [Kandidaatintutkielma - Seminaari ja tutkielma](course)\n- Exceptions [Project Work (Spring term 2018)](course)\n- Exception [Management and organizations I (literature)](course)\n- What are the exceptions for [Johdatus Suomen kirjallisuushistoriaan - harjoitukset](course)\n- [Kick-start to Biomedical Technology](course) exceptions\n- [Second Language Acquisition](course) exception\n- Exceptions in teaching hours [Media maailmassa - verkkokurssi](course)\n- Exceptions in teaching times [Game Project](course)\n- Are there any exceptions in teaching [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course)\n- What exceptions are there in [Euroopan unioni ja maailma](course)\n- Lecture exceptions [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course)\n- Does [Tieteellinen kirjoittaminen / COMS (puheviestinnän opiskelijoille)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Espanja IV](course)\n- Teaching times exceptions for [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](course)\n- What were the exceptions of teaching in [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 4. periodi](course)\n- Does the schedule for [Finnish Survival Course](course) have any exceptions\n- When were the exceptions for [Psykiatria](course)\n- The exceptions in lessons for [Tieto-oppi](course)\n- Special teaching times for [Olio-ohjelmoinnin perusteet](course)\n- Is there anything special I should know about the course schedule for [Pro gradu -tutkielma ja -seminaari](course)\n- [Basics I: Basics of Czech language II](course) special lecture hours\n- Special schedule [Johdatus visuaaliseen kulttuuriin](course)\n- Will there be lectures in holidays in [Epidemiology Journal Club](course)\n- Holiday exceptions [Inclusiveness in Local Innovation Environments](course)\n- Course break teaching times [Kansainvälisen politiikan erikoistuvat menetelmäopinnot](course)\n- Do we have a lecture during holiday in [Tutkijan digi- ja medianäkyvyys](course)\n- Cancelled lectures [Legal English](course)\n- Will [Literature and Society in Early Modern Britain](course) lectures be cancelled during holiday\n- Will [Espanja III](course) have a lecture every week\n- I want to know the exceptions in lessons for [Espanjan kielioppi II/Gramática española II](course)\n- I want to know special teaching times for [Agenda-Setting in Public Policy (POMLFCS1)](course)\n- I want to know does the schedule for [Kulttuurien kohtaaminen](course) have any exceptions\n- I want to know Teaching times exceptions for [Orientation - Orientation to studying in the Software Development programme](course)\n- Exceptions [Järjestöjen rooli sosiaalipolitiikassa ja vapaaehtoistyö](course)\n- Exception [KEB-21101 Mikrobiologia](course)\n- What are the exceptions for [Bioinformatics tools (spring 2019)](course)\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Näyttökoe](course) exceptions\n- [Introduction to Academic English (diverse learners)](course) exception\n- Exceptions in teaching hours [Finlaysonin kielimaailmat](course)\n- Exceptions in teaching times [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Are there any exceptions in teaching [Kaunokirjallisen kääntämisen peruskurssi](course)\n- What exceptions are there in [Kehityspsykologia I (avoin yliopisto)](course)\n- Lecture exceptions [Kandidaatin tutkielma ja seminaari (hoitotiede)](course)\n- Does [Suomen kielen rakenne S2-näkökulmasta](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](course)\n- Teaching times exceptions for [Introduction to Science and Research (autumn)](course)\n- What were the exceptions of teaching in [Terveydenhuollon koulutuspolitiikka](course)\n- Does the schedule for [Courses in Computer Science in TUT](course) have any exceptions\n- When were the exceptions for [Käsityö - Projektiosio - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course)\n- The exceptions in lessons for [Asiantuntijan ja esimiehen työelämätaidot](course)\n- Special teaching times for [Kielioppi I/Språkets strukturer I](course)\n- Is there anything special I should know about the course schedule for [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- [Arviointimenetelmät](course) special lecture hours\n- Special schedule [Johdatus tilastotieteeseen](course)\n- Will there be lectures in holidays in [Aikuiskasvatus ja työelämä, kirjatentti, Pori](course)\n- Holiday exceptions [Theatre, Society, and Politics 1660-1760](course)\n- Course break teaching times [Parametric and Non-Parametric Statistics](course)\n- Do we have a lecture during holiday in [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](course)\n- Cancelled lectures [Menetelmäklinikka](course)\n- Will [Sosiaalisen median yhteisöt: menetelmällisiä ratkaisuja määrällisestä laadulliseen](course) lectures be cancelled during holiday\n- Will [Orientation](course) have a lecture every week\n- I want to know the exceptions in lessons for [Henkilöstöjohtaminen](course)\n- I want to know special teaching times for [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- I want to know does the schedule for [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Kuuntelukasvatus](course) have any exceptions\n- I want to know Teaching times exceptions for [Strateginen johtaminen julkisyhteisöissä](course)\n- Exceptions [Äänen tutkimus ja kuntoutus](course)\n- Exception [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](course)\n- What are the exceptions for [Cultural Transitions](course)\n- [Lineaarialgebra 1B](course) exceptions\n- [Semantiikan harjoituskurssi](course) exception\n- Exceptions in teaching hours [Käsitteellinen mallintaminen I](course)\n- Exceptions in teaching times [Moniammatilliset johtamisopinnot](course)\n- Are there any exceptions in teaching [Asioimistulkkaus venäjä-suomi-venäjä](course)\n- What exceptions are there in [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](course)\n- Lecture exceptions [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](course)\n- Does [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 3. periodi](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Tiede, tutkimus, kirjoittaminen (verkkokurssi)](course)\n- Teaching times exceptions for [Äkilliset traumaattiset kriisit ja niiden käsittely](course)\n- What were the exceptions of teaching in [Ruotsin kielen valmentava kurssi](course)\n- Does the schedule for [Multi-level Modelling (MLM) - Concepts and Practice -](course) have any exceptions\n- When were the exceptions for [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (yhteiset seminaarit)](course)\n- The exceptions in lessons for [Lähtötasokoe](course)\n- Special teaching times for [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Is there anything special I should know about the course schedule for [Työelämän korttipakka](course)\n- [Lähihistorian ryhmä](course) special lecture hours\n- Special schedule [Orientaatio maisteriopintoihin](course)\n- Will there be lectures in holidays in [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](course)\n- Holiday exceptions [Introduction to Academic English (diverse learners)](course)\n- Course break teaching times [Information Visualization](course)\n- Do we have a lecture during holiday in [Johdatus visuaaliseen kulttuuriin](course)\n- Cancelled lectures [Seminaari (Nikunen) jatkuu keväältä](course)\n- Will [Sosiaalipolitiikan ideat ja käytännöt](course) lectures be cancelled during holiday\n- Will [Poliittinen kommunikaatio ja retoriikka (kirjatentti/essee)](course) have a lecture every week\n- I want to know the exceptions in lessons for [Globaali, lokaali ja yhteisöllisyys sosiaalityössä (kirjatentti)](course)\n- I want to know special teaching times for [Writing the Nation](course)\n- I want to know does the schedule for [Work and Health](course) have any exceptions\n- I want to know Teaching times exceptions for [Kerronnan monet muodot (luentokurssi korvaa kirjatentin)](course)\n- Exceptions [Tilastomenetelmien perusteet](course)\n- Exception [Verkkomedian suunnittelu - verkkokurssi](course)\n- What are the exceptions for [Pitkä harjoittelu](course)\n- [Tekniikan käännösviestinnän seminaari englanti-suomi](course) exceptions\n- [Liikekirjanpito ja tilinpäätös](course) exception\n- Exceptions in teaching hours [Responsible Business and Social Accounting (Online course)](course)\n- Exceptions in teaching times [Kulttuurien kohtaaminen](course)\n- Are there any exceptions in teaching [Tilastotieteen matriisilaskenta ja laskennalliset menetelmät](course)\n- What exceptions are there in [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](course)\n- Lecture exceptions [Kohti matematiikan opettajuutta 1](TTY)](course)\n- Does [Terveydenhuollon ja terveystutkimuksen etiikka, Seinäjoki](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Lausekielinen ohjelmointi I](course)\n- Teaching times exceptions for [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course)\n- What were the exceptions of teaching in [Introduction to Web Publishing (Tampere Summer School 2018)](course)\n- Does the schedule for [Thesis seminar](course) have any exceptions\n- When were the exceptions for [Yritysjuridiikan perusteet (avoin yliopisto-opetus)](course)\n- The exceptions in lessons for [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](course)\n- Special teaching times for [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](course)\n- Is there anything special I should know about the course schedule for [Kirjallinen viestintä I - Sanasto- ja rakenneharjoitukset](course)\n- [Moniulotteinen markkinointi (avoin yliopisto-opetus), monimuoto-opetus](course) special lecture hours\n- Special schedule [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Will there be lectures in holidays in [Vierailuluentoja johtamisesta](course)\n- Holiday exceptions [Väitöskirja (tutkijaseminaarit)](course)\n- Course break teaching times [Making sense of globalization - Theorizing beyond the nation-state - seminar](course)\n- Do we have a lecture during holiday in [Orientaatio filosofian tutkinto-ohjelman opintoihin](course)\n- Cancelled lectures [Methods in Text and Discourse Analysis](course)\n- Will [Espanja IV](course) lectures be cancelled during holiday\n- Will [Viestintä ammatillisissa ja läheisissä vuorovaikutussuhteissa](course) have a lecture every week\n- I want to know the exceptions in lessons for [Hoitotiede tieteenä](course)\n- I want to know special teaching times for [Johdatus yritysjuridiikkaan](course)\n- I want to know does the schedule for [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](course) have any exceptions\n- I want to know Teaching times exceptions for [Kandidaatin tutkielma ja seminaari (syksy)](course)\n- Exceptions [Terveys, tieto, asiantuntijuus](course)\n- Exception [Kirjoitusviestintä / COMS](course)\n- What are the exceptions for [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course)\n- [Luemme ja keskustelemme venäjäksi](course) exceptions\n- [Business Ethics (Lectures)](course) exception\n- Exceptions in teaching hours [Ranskan kielen suullinen harjoituskurssi](course)\n- Exceptions in teaching times [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](course)\n- Are there any exceptions in teaching [Current Issues in Speech Communication (Puheviestintä tieteenä jatkuu)](course)\n- What exceptions are there in [Orientoivat opinnot - Tiedonhankintataidot](course)\n- Lecture exceptions [Perehdyttäminen tietotekniikan alkeisiin (kevät)](course)\n- Does [Ilmoittautuminen pro gradu -seminaariin, tammikuussa 2019 alkavat ryhmät](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Game Theory/Advanced Course in Microeconomics](course)\n- Teaching times exceptions for [Sote ja sosiaalipolitiikka](course)\n- What were the exceptions of teaching in [Valtio-opin maisteriseminaari](course)\n- Does the schedule for [Taloustieteen matematiikka I](course) have any exceptions\n- When were the exceptions for [Preparatory Course in Reading and Writing for Academic Purposes (online)](course)\n- The exceptions in lessons for [Graduseminaari (Junkkari)](course)\n- Special teaching times for [Terve ja turvallinen kouluyhteisö](course)\n- Is there anything special I should know about the course schedule for [Tutkimusprosessin hallinta tohtoriopinnoissa](course)\n- [Aikuiskasvatus ja työelämä, kirjatentti slk tai klk](course) special lecture hours\n- Special schedule [Kääntämisen ja tulkkauksen teoria ja käytäntö - Käännösteoria](course)\n- Will there be lectures in holidays in [Tekstiklinikka tutkielman kirjoittajille](course)\n- Holiday exceptions [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](course)\n- Course break teaching times [Työelämän korttipakka](course)\n- Do we have a lecture during holiday in [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](course)\n- Cancelled lectures [Grammaire/Kielioppi](course)\n- Will [Yhteiskunnan mittaaminen (verkkokurssi)](course) lectures be cancelled during holiday\n- Will [Uuden ajan alun murroksia](course) have a lecture every week\n- I want to know the exceptions in lessons for [Eurooppa-vero-oikeus](course)\n- I want to know special teaching times for [Tutkijan puheviestintä](course)\n- I want to know does the schedule for [Kuva, sana ja ääni -multimodaalisuuskurssi](course) have any exceptions\n- I want to know Teaching times exceptions for [Johdatus viestintään ja mediaan](course)\n- Exceptions [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat]( luennot)](course)\n- Exception [Maisteriopintojen esittely - CBDA](course)\n- What are the exceptions for [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](course)\n- [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](course) exceptions\n- [Opetus, ohjaus, oppiminen - Luennot (1 op) EDUn opiskelijoille TAI luennot (1 op) ja kirjatentti (4 op) opintojakson valinnaisena suorittaville](course) exception\n- Exceptions in teaching hours [Orientation and Study Planning](course)\n- Exceptions in teaching times [Introduction to Argumentation and Scientific Reasoning](course)\n- Are there any exceptions in teaching [Quantitative Approach](course)\n- What exceptions are there in [Tutkimustyön perusteet - b) Tutkimusmenetelmät](course)\n- Lecture exceptions [Internationalisation in Education - (Tampere Summer School 2018)](course)\n- Does [Theories of Welfare States and Comparative Social Policy: An introduction](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](course)\n- Teaching times exceptions for [Sosiaalityön toimintaympäristöt](course)\n- What were the exceptions of teaching in [Radiokääntäminen (venäjä)](course)\n- Does the schedule for [Johdatus viestintään ja mediaan - verkkokurssi](course) have any exceptions\n- When were the exceptions for [EU Financial Management](course)\n- The exceptions in lessons for [History of Education - book exam](course)\n- Special teaching times for [Terveys politiikassa, taloudessa ja järjestelmissä](course)\n- Is there anything special I should know about the course schedule for [Yhtiöoikeuden syventävä opintojakso](course)\n- [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course) special lecture hours\n- Special schedule [Johdatus viestinnän tutkimukseen ja analyysiin - kirjatentti](course)\n- Will there be lectures in holidays in [Terveys, tieto, asiantuntijuus](course)\n- Holiday exceptions [Identity and Lifecourse - Lectures, reading groups and essay](course)\n- Course break teaching times [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- Do we have a lecture during holiday in [Varhaismoderni yhteiskunta](course)\n- Cancelled lectures [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](course)\n- Will [Johdatus tieteenfilosofiaan](course) lectures be cancelled during holiday\n- Will [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Etnografia](course) have a lecture every week\n- I want to know the exceptions in lessons for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course)\n- I want to know special teaching times for [Seminaari (Ridell)](course)\n- I want to know does the schedule for [Äänen tutkimus ja kuntoutus](course) have any exceptions\n- I want to know Teaching times exceptions for [Sosiaalityön tutkimuksen metodologisia suunnistuksia](course)\n- Exceptions [Critical theory and social ontology](course)\n- Exception [Postgraduate seminar in Interactive Technology (Turunen)](course)\n- What are the exceptions for [Suomi ja maailman kielet](course)\n- [MED Research Day](course) exceptions\n- [Olio-ohjelmoinnin perusteet](course) exception\n- Exceptions in teaching hours [Tutkimusprosessin hallinta tohtoriopinnoissa](course)\n- Exceptions in teaching times [Writing for Research](course)\n- Are there any exceptions in teaching [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Kuuntelukasvatus](course)\n- What exceptions are there in [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](course)\n- Lecture exceptions [Science and Biotechnology Journal Club](course)\n- Does [Rahatalous](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](course)\n- Teaching times exceptions for [Yhteiskunnallinen laskentatoimi](course)\n- What were the exceptions of teaching in [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](course)\n- Does the schedule for [European Integration Theory and External Relations (book exam/essay)](course) have any exceptions\n- When were the exceptions for [Pro gradu -seminaari 2018-2019 (vaihe I)](course)\n- The exceptions in lessons for [Master's Thesis Seminar in Software Development](course)\n- Special teaching times for [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 3. periodi](course)\n- Is there anything special I should know about the course schedule for [Theatre, Society, and Politics 1660-1760](course)\n- [Professional Writing (online course)](course) special lecture hours\n- Special schedule [Tekstilingvistiikka / Textlinguistik](course)\n- Will there be lectures in holidays in [Professional Writing (online course)](course)\n- Holiday exceptions [Monikulttuurinen kirjallisuus Suomessa](course)\n- Course break teaching times [Lain ja hallinnon käännösviestinnän seminaari ranska-suomi](course)\n- Do we have a lecture during holiday in [Kaunokirjallinen kääntäminen venäjä-suomi](course)\n- Cancelled lectures [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](course)\n- Will [Mental Health Research: Using the Knowledge and Adding to it](course) lectures be cancelled during holiday\n- Will [Julkisoikeuden tutkimuspraktikum](course) have a lecture every week\n- I want to know the exceptions in lessons for [Grammaire/Kielioppi](course)\n- I want to know special teaching times for [Representations and Identities](course)\n- I want to know does the schedule for [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course) have any exceptions\n- I want to know Teaching times exceptions for [Kuva- ja mediakulttuurit - Kuvakulttuurit 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely/taidemuseot harjoitusryhmät)](course)\n- Exceptions [Valtio-opin maisteriseminaari](course)\n- Exception [Vanhat ja uudet klassikot (kirjatentti/essee)](course)\n- What are the exceptions for [Käännösviestintä II englanti-suomi](course)\n- [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course) exceptions\n- [Julkistalouden valvonta ja tarkastus](course) exception\n- Exceptions in teaching hours [Tutkijan puheviestintä](course)\n- Exceptions in teaching times [Managing Research Information](course)\n- Are there any exceptions in teaching [Kandidaatin tutkielma ja seminaari (kurssi alkaa keväällä 2019 Hoitotieteen opiskelijoille)](course)\n- What exceptions are there in [Lausekielinen ohjelmointi II](course)\n- Lecture exceptions [Harjoittelu ja työelämävalmiudet](course)\n- Does [Political Systems Outside of Europe (book exam/essay)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Journalistinen kieli - Tekstinhuolto](course)\n- Teaching times exceptions for [Tekniikan käännösviestinnän seminaari englanti-suomi](course)\n- What were the exceptions of teaching in [Management Accounting and Human Behaviour](course)\n- Does the schedule for [Korkeakoulut työyhteisöinä - Kehittämistehtävä](course) have any exceptions\n- When were the exceptions for [Seminaari](course)\n- The exceptions in lessons for [Vaikuttaminen ja argumentointi](course)\n- Special teaching times for [Shakespeare: Past and Present](course)\n- Is there anything special I should know about the course schedule for [Tekninen työ -](course)\n- [Introduction to Cultural Psychology](course) special lecture hours\n- Special schedule [Kuvataiteen vaihtuvateemainen opintojakso/Elokuva mediakasvatuksen välineenä](course)\n- Will there be lectures in holidays in [Welfare State Theories](course)\n- Holiday exceptions [Historian määrällisen tiedon esittäminen](course)\n- Course break teaching times [Johdatus viestinnän tutkimukseen ja analyysiin - verkkokurssi](course)\n- Do we have a lecture during holiday in [Oikeustulkkaus I/II (monikielinen)](course)\n- Cancelled lectures [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course)\n- Will [Tieteenfilosofiaa kasvatustieteen näkökulmasta](course) lectures be cancelled during holiday\n- Will [Yhtiöoikeuden syventävä opintojakso](course) have a lecture every week\n- I want to know the exceptions in lessons for [Äärellisten mallien teorian seminaari (Finite model theory seminar)](course)\n- I want to know special teaching times for [Strategia ja yrittäjyys](course)\n- I want to know does the schedule for [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course) have any exceptions\n- I want to know Teaching times exceptions for [Kirjallinen viestintä I / Schriftliche Kommunikation I](course)\n- Exceptions [MTTMA11](course)\n- Exception [KASA3](course)\n- What are the exceptions for [PSYA9](course)\n- [SOS08.2](course) exceptions\n- [POLKVA43](course) exception\n- Exceptions in teaching hours [SOS4.5](course)\n- Exceptions in teaching times [ITIS43](course)\n- Are there any exceptions in teaching [KKSAPRE2](course)\n- What exceptions are there in [POLVOA32](course)\n- Lecture exceptions [KASMULTI3](course)\n- Does [KASA11](course) have exceptions in teaching hours\n- Were there exceptions in lectures [ENGS46](course)\n- Teaching times exceptions for [KKRA3](course)\n- What were the exceptions of teaching in [HALJUA24](course)\n- Does the schedule for [MOLI](course) have any exceptions\n- When were the exceptions for [POLVOA22](course)\n- The exceptions in lessons for [KASA5](course)\n- Special teaching times for [KASA1.2](course)\n- Is there anything special I should know about the course schedule for [KKRUVAL1](course)\n- [HALYAS11](course) special lecture hours\n- Special schedule [LOGA3](course)\n- Will there be lectures in holidays in [KATYVS24](course)\n- Holiday exceptions [JOVA15](course)\n- Course break teaching times [ENGS3](course)\n- Do we have a lecture during holiday in [HALKAA15](course)\n- Cancelled lectures [DPEDUB.2](course)\n- Will [HALJUA99](course) lectures be cancelled during holiday\n- Will [KASS2](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASVAR2](course)\n- I want to know special teaching times for [SOS6.2.3](course)\n- I want to know does the schedule for [POLVOA12](course) have any exceptions\n- I want to know Teaching times exceptions for [COSOPOM2](course)\n- Exceptions [TERY4](course)\n- Exception [TRSU05](course)\n- What are the exceptions for [KASLOM10](course)\n- [KASA9](course) exceptions\n- [JOVA15](course) exception\n- Exceptions in teaching hours [POLKVS99](course)\n- Exceptions in teaching times [TERHOO3](course)\n- Are there any exceptions in teaching [YKT07.1](course)\n- What exceptions are there in [SAKA4](course)\n- Lecture exceptions [MVKS54-56](course)\n- Does [STYVA](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KASA12](course)\n- Teaching times exceptions for [BIO2200](course)\n- What were the exceptions of teaching in [JOUJOVTS](course)\n- Does the schedule for [TERTIETO4](course) have any exceptions\n- When were the exceptions for [SOS4.4](course)\n- The exceptions in lessons for [VENA1](course)\n- Special teaching times for [KKRA3](course)\n- Is there anything special I should know about the course schedule for [KATLAS23](course)\n- [KKSUPRO](course) special lecture hours\n- Special schedule [KASERIT2](course)\n- Will there be lectures in holidays in [VENS10](course)\n- Holiday exceptions [KATVRA12](course)\n- Course break teaching times [TIETS46](course)\n- Do we have a lecture during holiday in [TERA6](course)\n- Cancelled lectures [MTTTP1](course)\n- Will [POHA13](course) lectures be cancelled during holiday\n- Will [POLVOS28](course) have a lecture every week\n- I want to know the exceptions in lessons for [HALYAA14](course)\n- I want to know special teaching times for [KASSM3](course)\n- I want to know does the schedule for [KATLITO7](course) have any exceptions\n- I want to know Teaching times exceptions for [KASLOM8](course)\n- Exceptions [PSYS16](course)\n- Exception [KASA3](course)\n- What are the exceptions for [POLKVA42](course)\n- [KASSM2](course) exceptions\n- [KASA13](course) exception\n- Exceptions in teaching hours [TERKANA5](course)\n- Exceptions in teaching times [JOVPVS5](course)\n- Are there any exceptions in teaching [KASA13](course)\n- What exceptions are there in [BTK2045](course)\n- Lecture exceptions [BTK4665](course)\n- Does [PSYS14](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KASLOM6](course)\n- Teaching times exceptions for [MTTA2](course)\n- What were the exceptions of teaching in [JOVPVS3](course)\n- Does the schedule for [HALJTA12](course) have any exceptions\n- When were the exceptions for [TRSU01](course)\n- The exceptions in lessons for [KKRUYHT](course)\n- Special teaching times for [KASLOM3](course)\n- Is there anything special I should know about the course schedule for [KASSM2](course)\n- [JOVAT2](course) special lecture hours\n- Special schedule [PSYS17](course)\n- Will there be lectures in holidays in [KASVART3](course)\n- Holiday exceptions [STYA7](course)\n- Course break teaching times [SOS10.1.3](course)\n- Do we have a lecture during holiday in [KASLOE6.3](course)\n- Cancelled lectures [KASP2](course)\n- Will [POLVOA41/S23/28](course) lectures be cancelled during holiday\n- Will [DPHSR401](course) have a lecture every week\n- I want to know the exceptions in lessons for [ITIP1](course)\n- I want to know special teaching times for [KASS1](course)\n- I want to know does the schedule for [KATLITO5](course) have any exceptions\n- I want to know Teaching times exceptions for [MOLI](course)\n- Exceptions [KATLAS12](course)\n- Exception [KKSA2](course)\n- What are the exceptions for [KASLOM6](course)\n- [KASLOE7.2](course) exceptions\n- [MVKS13P](course) exception\n- Exceptions in teaching hours [HALDIGI01](course)\n- Exceptions in teaching times [KATVRS55](course)\n- Are there any exceptions in teaching [STYA3A2](course)\n- What exceptions are there in [KASP1-2, KASP5](course)\n- Lecture exceptions [TAYJ032](course)\n- Does [TERY4](course) have exceptions in teaching hours\n- Were there exceptions in lectures [POLKVA33](course)\n- Teaching times exceptions for [KATVAA14](course)\n- What were the exceptions of teaching in [TERKAN2](course)\n- Does the schedule for [BIO4460](course) have any exceptions\n- When were the exceptions for [KASVAR1](course)\n- The exceptions in lessons for [TERHOIA4](course)\n- Special teaching times for [TIETS05](course)\n- Is there anything special I should know about the course schedule for [KASP5](course)\n- [JOVPVS1](course) special lecture hours\n- Special schedule [POLVOS40](course)\n- Will there be lectures in holidays in [BTK1031](course)\n- Holiday exceptions [MVKS18S](course)\n- Course break teaching times [KASP1](course)\n- Do we have a lecture during holiday in [PGHES01](course)\n- Cancelled lectures [RANP1](course)\n- Will [KKENYHT](course) lectures be cancelled during holiday\n- Will [KASVAR7](course) have a lecture every week\n- I want to know the exceptions in lessons for [LFCS01](course)\n- I want to know special teaching times for [VENA13](course)\n- I want to know does the schedule for [PEACE046/047](course) have any exceptions\n- I want to know Teaching times exceptions for [HALJUA63](course)\n- Exceptions [JOVP2](course)\n- Exception [TERKANP1](course)\n- What are the exceptions for [KASS3](course)\n- [LOGP2](course) exceptions\n- [DPHSFC07](course) exception\n- Exceptions in teaching hours [KASVAR7](course)\n- Exceptions in teaching times [KATLITO8](course)\n- Are there any exceptions in teaching [ENGA9](course)\n- What exceptions are there in [KKRUKTK](course)\n- Lecture exceptions [KATYVA38](course)\n- Does [HALHAA16](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KKRA5](course)\n- Teaching times exceptions for [BIO2085](course)\n- What were the exceptions of teaching in [KATVRS52](course)\n- Does the schedule for [ITIP3](course) have any exceptions\n- When were the exceptions for [MTTTS12](course)\n- The exceptions in lessons for [PGHES01](course)\n- Special teaching times for [MTTMA1B](course)\n- Is there anything special I should know about the course schedule for [HTIS53](course)\n- [KATYVA31](course) special lecture hours\n- Special schedule [KATLITO6](course)\n- Will there be lectures in holidays in [SOSM5.1](course)\n- Holiday exceptions [KATTAA90](course)\n- Course break teaching times [NORDIG2](course)\n- Do we have a lecture during holiday in [GTS2](course)\n- Cancelled lectures [YKTM6.3](course)\n- Will [ENGA3](course) lectures be cancelled during holiday\n- Will [KASS4](course) have a lecture every week\n- I want to know the exceptions in lessons for [DPHSS204](course)\n- I want to know special teaching times for [TAYJ12](course)\n- I want to know does the schedule for [POLYEP11](course) have any exceptions\n- I want to know Teaching times exceptions for [SUOT1](course)\n- Exceptions [ITIA11](course)\n- Exception [JOVP4](course)\n- What are the exceptions for [POLKVA22](course)\n- [YKIEP1](course) exceptions\n- [POLVOA32/S23/24](course) exception\n- Exceptions in teaching hours [MTTA2](course)\n- Exceptions in teaching times [ESPFA3](course)\n- Are there any exceptions in teaching [KKSUVAL3](course)\n- What exceptions are there in [SOS6.2.4](course)\n- Lecture exceptions [VENP4](course)\n- Does [KKENVAL1](course) have exceptions in teaching hours\n- Were there exceptions in lectures [POLPOP01](course)\n- Teaching times exceptions for [KASVAR12](course)\n- What were the exceptions of teaching in [KASVAR5](course)\n- Does the schedule for [BTK4321](course) have any exceptions\n- When were the exceptions for [KASLOM10](course)\n- The exceptions in lessons for [DPHSF501](course)\n- Special teaching times for [KATLAS17](course)\n- Is there anything special I should know about the course schedule for [KKENYHT](course)\n- [YKYYHT5](course) special lecture hours\n- Special schedule [KATRAA12](course)\n- Will there be lectures in holidays in [KASLOE7.2](course)\n- Holiday exceptions [HEAAE03](course)\n- Course break teaching times [KKSAVAL2](course)\n- Do we have a lecture during holiday in [SOS4.1](course)\n- Cancelled lectures [VENP6](course)\n- Will [KASVART2](course) lectures be cancelled during holiday\n- Will [LUOYY023](course) have a lecture every week\n- I want to know the exceptions in lessons for [SAKP4](course)\n- I want to know special teaching times for [KKRUYHT](course)\n- I want to know does the schedule for [LUOYY003](course) have any exceptions\n- I want to know Teaching times exceptions for [KKENKTM](course)\n- Exceptions [LOGS8](course)\n- Exception [LUOYA200](course)\n- What are the exceptions for [GTS3](course)\n- [ENGP5](course) exceptions\n- [COSOPOM1](course) exception\n- Exceptions in teaching hours [POLVOA31](course)\n- Exceptions in teaching times [JOVA21](course)\n- Are there any exceptions in teaching [KASA2](course)\n- What exceptions are there in [HALJTA04](course)\n- Lecture exceptions [KKRA2](course)\n- Does [YKT09.4](course) have exceptions in teaching hours\n- Were there exceptions in lectures [VENP1](course)\n- Teaching times exceptions for [POHA12](course)\n- What were the exceptions of teaching in [HALJTA05](course)\n- Does the schedule for [TERKAN2](course) have any exceptions\n- When were the exceptions for [KIRP4](course)\n- The exceptions in lessons for [KASLOM11](course)\n- Special teaching times for [KASLOM6](course)\n- Is there anything special I should know about the course schedule for [HALKAA17](course)\n- [VENP5/VENK2](course) special lecture hours\n- Special schedule [JOVA6/JMMETUS](course)\n- Will there be lectures in holidays in [KASLOH3](course)\n- Holiday exceptions [POLVOA41/S28](course)\n- Course break teaching times [HISA1B](course)\n- Do we have a lecture during holiday in [KKSUPRO](course)\n- Cancelled lectures [KASVAR8](course)\n- Will [JMMETUS](course) lectures be cancelled during holiday\n- Will [POLVOS34](course) have a lecture every week\n- I want to know the exceptions in lessons for [KATJOA99](course)\n- I want to know special teaching times for [PSYP4](course)\n- I want to know does the schedule for [MTTTS17](course) have any exceptions\n- I want to know Teaching times exceptions for [POLVOS27](course)\n- Exceptions [KASVAR8](course)\n- Exception [POLYEP12](course)\n- What are the exceptions for [KKSU4](course)\n- [COSOPON1](course) exceptions\n- [KASLOH4A](course) exception\n- Exceptions in teaching hours [COSOPOM1](course)\n- Exceptions in teaching times [TERA6](course)\n- Are there any exceptions in teaching [ITIS61](course)\n- What exceptions are there in [KATLITO3](course)\n- Lecture exceptions [BIO2310](course)\n- Does [LFCS03](course) have exceptions in teaching hours\n- Were there exceptions in lectures [TIETA10](course)\n- Teaching times exceptions for [KASLTT](course)\n- What were the exceptions of teaching in [JOVTS2](course)\n- Does the schedule for [LUOYY006](course) have any exceptions\n- When were the exceptions for [ENGS13/15-16](course)\n- The exceptions in lessons for [TERA1](course)\n- Special teaching times for [ITIA11](course)\n- Is there anything special I should know about the course schedule for [POLVOS33](course)\n- [KKRAVAL1](course) special lecture hours\n- Special schedule [KKSAVAL1](course)\n- Will there be lectures in holidays in [ITIP5](course)\n- Holiday exceptions [DPJKKPS](course)\n- Course break teaching times [LTLY16](course)\n- Do we have a lecture during holiday in [KASLOM5](course)\n- Cancelled lectures [KASA13](course)\n- Will [KKENVAL4](course) lectures be cancelled during holiday\n- Will [LOGM2](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASA6](course)\n- I want to know special teaching times for [KASLOE7.1](course)\n- I want to know does the schedule for [SOSM4](course) have any exceptions\n- I want to know Teaching times exceptions for [TIETA6](course)\n- Exceptions [HALJTP01](course)\n- Exception [POLVOS32](course)\n- What are the exceptions for [KKSU2](course)\n- [POLYEP12](course) exceptions\n- [TERHOI3](course) exception\n- Exceptions in teaching hours [DPEDUA.1B](course)\n- Exceptions in teaching times [LTLY16](course)\n- Are there any exceptions in teaching [SUKKP1](course)\n- What exceptions are there in [HALYAA12](course)\n- Lecture exceptions [VENP5/VENK2](course)\n- Does [YKT06.2](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KKSU1](course)\n- Teaching times exceptions for [PSYS12](course)\n- What were the exceptions of teaching in [MTTMS5](course)\n- Does the schedule for [JOVP4](course) have any exceptions\n- When were the exceptions for [HALKAS99](course)\n- The exceptions in lessons for [MVKS39V](course)\n- Special teaching times for [FONEA4](course)\n- Is there anything special I should know about the course schedule for [POLPOP03](course)\n- [HALKOS21](course) special lecture hours\n- Special schedule [KASERIT3](course)\n- Will there be lectures in holidays in [PSYP2](course)\n- Holiday exceptions [KASSA3](course)\n- Course break teaching times [SAKW1](course)\n- Do we have a lecture during holiday in [RANA5](course)\n- Cancelled lectures [SOS6.4.1](course)\n- Will [KASLOE1.1](course) lectures be cancelled during holiday\n- Will [KATTAS31](course) have a lecture every week\n- I want to know the exceptions in lessons for [TERKANP1](course)\n- I want to know special teaching times for [KASSO4](course)\n- I want to know does the schedule for [TERHOIA6](course) have any exceptions\n- I want to know Teaching times exceptions for [MTTMA1B](course)\n- Exceptions [HTIS64](course)\n- Exception [KKSUHUK1](course)\n- What are the exceptions for [STYA9](course)\n- [KASLOM8](course) exceptions\n- [HISP1](course) exception\n- Exceptions in teaching hours [MTTA1](course)\n- Exceptions in teaching times [MTTMA1C](course)\n- Are there any exceptions in teaching [DPEDUA.1B](course)\n- What exceptions are there in [KASA8](course)\n- Lecture exceptions [JOVTS5](course)\n- Does [VIROP2](course) have exceptions in teaching hours\n- Were there exceptions in lectures [NORDIG2](course)\n- Teaching times exceptions for [HALTVA15](course)\n- What were the exceptions of teaching in [HISA1B](course)\n- Does the schedule for [JKKYVAL00](course) have any exceptions\n- When were the exceptions for [KASJOHT3](course)\n- The exceptions in lessons for [KKRUKTM](course)\n- Special teaching times for [HISA2](course)\n- Is there anything special I should know about the course schedule for [SOS6.2.4](course)\n- [JOUJOVTS](course) special lecture hours\n- Special schedule [HALJUA64](course)\n- Will there be lectures in holidays in [ITIY3](course)\n- Holiday exceptions [KKENVAL4](course)\n- Course break teaching times [VIROP2](course)\n- Do we have a lecture during holiday in [HALJUA61](course)\n- Cancelled lectures [MTTMA4](course)\n- Will [TIETA10](course) lectures be cancelled during holiday\n- Will [ITIA11](course) have a lecture every week\n- I want to know the exceptions in lessons for [POLKVA22](course)\n- I want to know special teaching times for [LTLY16](course)\n- I want to know does the schedule for [BTK4501](course) have any exceptions\n- I want to know Teaching times exceptions for [JOVAT2](course)\n- Exceptions [TERHOIA6](course)\n- Exception [PSYS14](course)\n- What are the exceptions for [KASA9](course)\n- [KKSUVAL3](course) exceptions\n- [VENP4/VENK2](course) exception\n- Exceptions in teaching hours [STYP1B](course)\n- Exceptions in teaching times [MTTMA15](course)\n- Are there any exceptions in teaching [STYA3A2](course)\n- What exceptions are there in [TERKAN1](course)\n- Lecture exceptions [HALYAP01](course)\n- Does [KATVAA13](course) have exceptions in teaching hours\n- Were there exceptions in lectures [TERY4](course)\n- Teaching times exceptions for [KASLOM9](course)\n- What were the exceptions of teaching in [KATVAS31](course)\n- Does the schedule for [DPJKKPS](course) have any exceptions\n- When were the exceptions for [HALYAA14](course)\n- The exceptions in lessons for [JOVA20](course)\n- Special teaching times for [KASMULTI2C](course)\n- Is there anything special I should know about the course schedule for [MVKS02](course)\n- [JOVMS2A](course) special lecture hours\n- Special schedule [MEDU10](course)\n- Will there be lectures in holidays in [POLPOP05](course)\n- Holiday exceptions [TERHOI5](course)\n- Course break teaching times [TIEY4](course)\n- Do we have a lecture during holiday in [TRMU1](course)\n- Cancelled lectures [KASLOM7](course)\n- Will [RANS3](course) lectures be cancelled during holiday\n- Will [KASP2](course) have a lecture every week\n- I want to know the exceptions in lessons for [DPHSFC06](course)\n- I want to know special teaching times for [KASP1-2, KASP5](course)\n- I want to know does the schedule for [HISA2](course) have any exceptions\n- I want to know Teaching times exceptions for [HALTTS13](course)\n- Exceptions [KASA11](course)\n- Exception [ENGA1](course)\n- What are the exceptions for [KASLOE7.2](course)\n- [HALJTA02](course) exceptions\n- [KKES3](course) exception\n- Exceptions in teaching hours [TAYJ024](course)\n- Exceptions in teaching times [JOVKA5](course)\n- Are there any exceptions in teaching [LATAP2](course)\n- What exceptions are there in [KIRP5](course)\n- Lecture exceptions [STYS3](course)\n- Does [HALJUA61](course) have exceptions in teaching hours\n- Were there exceptions in lectures [SOS10.1.3](course)\n- Teaching times exceptions for [ITIS24](course)\n- What were the exceptions of teaching in [SOS6.4.3](course)\n- Does the schedule for [HISJATKO](course) have any exceptions\n- When were the exceptions for [KIRS4](course)\n- The exceptions in lessons for [KATYVA52](course)\n- Special teaching times for [MVKS26](course)\n- Is there anything special I should know about the course schedule for [POLPOP01](course)\n- [BIO4716](course) special lecture hours\n- Special schedule [FONEP3](course)\n- Will there be lectures in holidays in [HALYAS12](course)\n- Holiday exceptions [KKSUHUK](course)\n- Course break teaching times [TAYJ032](course)\n- Do we have a lecture during holiday in [KASLOE6.5](course)\n- Cancelled lectures [SOS6.2.3](course)\n- Will [KATYVA12](course) lectures be cancelled during holiday\n- Will [LOGS3](course) have a lecture every week\n- I want to know the exceptions in lessons for [ENGA10](course)\n- I want to know special teaching times for [POLKVA42](course)\n- I want to know does the schedule for [HALJTS06](course) have any exceptions\n- I want to know Teaching times exceptions for [STYP1A](course)\n- Exceptions [KASA10](course)\n- Exception [HTIS80](course)\n- What are the exceptions for [PSYP2](course)\n- [TIETS31](course) exceptions\n- [SOS08.2](course) exception\n- Exceptions in teaching hours [KKSUYHT](course)\n- Exceptions in teaching times [YKT07.2](course)\n- Are there any exceptions in teaching [HALJTJ00](course)\n- What exceptions are there in [JKKYORP1](course)\n- Lecture exceptions [SOS6.5.2](course)\n- Does [FILT10](course) have exceptions in teaching hours\n- Were there exceptions in lectures [ITIA11](course)\n- Teaching times exceptions for [STYS1B1](course)\n- What were the exceptions of teaching in [PEDAYOP4](course)\n- Does the schedule for [MVKS47](course) have any exceptions\n- When were the exceptions for [VIROP1](course)\n- The exceptions in lessons for [STYP3](course)\n- Special teaching times for [TAYJ035](course)\n- Is there anything special I should know about the course schedule for [KASP4](course)\n- [ITIS11](course) special lecture hours\n- Special schedule [ENGP6](course)\n- Will there be lectures in holidays in [HALKAS11](course)\n- Holiday exceptions [HALJTS07](course)\n- Course break teaching times [BTK1074](course)\n- Do we have a lecture during holiday in [KATMAS14](course)\n- Cancelled lectures [ITIP1](course)\n- Will [KATLAA23](course) lectures be cancelled during holiday\n- Will [MVKS54](course) have a lecture every week\n- I want to know the exceptions in lessons for [POLVOS40](course)\n- I want to know special teaching times for [FILA4A](course)\n- I want to know does the schedule for [VIROP3](course) have any exceptions\n- I want to know Teaching times exceptions for [VENP0](course)\n- Exceptions [POHP2](course)\n- Exception [HALJTA02](course)\n- What are the exceptions for [POLKVS22](course)\n- [POLVOA42/52/S23](course) exceptions\n- [KASA12](course) exception\n- Exceptions in teaching hours [KASA5](course)\n- Exceptions in teaching times [KKVE3](course)\n- Are there any exceptions in teaching [SUOA8](course)\n- What exceptions are there in [KATTAS34](course)\n- Lecture exceptions [KATVRS41](course)\n- Does [ITIA01](course) have exceptions in teaching hours\n- Were there exceptions in lectures [HTIS86](course)\n- Teaching times exceptions for [KIRP5](course)\n- What were the exceptions of teaching in [POLVOA21](course)\n- Does the schedule for [SOS6.3.3](course) have any exceptions\n- When were the exceptions for [KASA13](course)\n- The exceptions in lessons for [STYP2](course)\n- Special teaching times for [SOS06.1](course)\n- Is there anything special I should know about the course schedule for [SOS6.2.2](course)\n- [KKLA1](course) special lecture hours\n- Special schedule [POHS5](course)\n- Will there be lectures in holidays in [JOUJOVTS](course)\n- Holiday exceptions [KASMULTI4](course)\n- Course break teaching times [ESPFA4](course)\n- Do we have a lecture during holiday in [YKYYHT1](course)\n- Cancelled lectures [KATVRA30](course)\n- Will [KATTAS31](course) lectures be cancelled during holiday\n- Will [POHP3](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASVAR2](course)\n- I want to know special teaching times for [KATVAS11](course)\n- I want to know does the schedule for [KATLAA22](course) have any exceptions\n- I want to know Teaching times exceptions for [KATJOS43](course)\n- Exceptions [LOGA9](course)\n- Exception [KKSUPRO](course)\n- What are the exceptions for [JOVTS2](course)\n- [BIO2450](course) exceptions\n- [TERA6](course) exception\n- Exceptions in teaching hours [IGS005](course)\n- Exceptions in teaching times [RANAV3](course)\n- Are there any exceptions in teaching [SOS4.4](course)\n- What exceptions are there in [BTK1062](course)\n- Lecture exceptions [MVKS15R](course)\n- Does [KASVAR7](course) have exceptions in teaching hours\n- Were there exceptions in lectures [SOS04.4](course)\n- Teaching times exceptions for [SAKA9](course)\n- What were the exceptions of teaching in [ITIA03](course)\n- Does the schedule for [KASS3](course) have any exceptions\n- When were the exceptions for [ENGA1](course)\n- The exceptions in lessons for [JOVA18](course)\n- Special teaching times for [KASVART2](course)\n- Is there anything special I should know about the course schedule for [KATJOS13](course)\n- [KATTAA13B](course) special lecture hours\n- Special schedule [COSOPON3](course)\n- Will there be lectures in holidays in [POLKVA41](course)\n- Holiday exceptions [KASLOM3](course)\n- Course break teaching times [KATVRA22](course)\n- Do we have a lecture during holiday in [KASSO8](course)\n- Cancelled lectures [BIOMJ016](course)\n- Will [KKENVAL9](course) lectures be cancelled during holiday\n- Will [POLKVA43](course) have a lecture every week\n- I want to know the exceptions in lessons for [BTK1013](course)\n- I want to know special teaching times for [POLVOA51](course)\n- I want to know does the schedule for [SOS09.3](course) have any exceptions\n- I want to know Teaching times exceptions for [ITIA01](course)\n- Exceptions [ENGA9](course)\n- Exception [KASP4](course)\n- What are the exceptions for [LOGA4](course)\n- [KATLAS12](course) exceptions\n- [KASP4](course) exception\n- Exceptions in teaching hours [KKIN5](course)\n- Exceptions in teaching times [KASP4](course)\n- Are there any exceptions in teaching [VENP2](course)\n- What exceptions are there in [KASSM2](course)\n- Lecture exceptions [STYS2B](course)\n- Does [HALJUA22](course) have exceptions in teaching hours\n- Were there exceptions in lectures [YKYYHT4B](course)\n- Teaching times exceptions for [KIRA4E](course)\n- What were the exceptions of teaching in [VENA5](course)\n- Does the schedule for [SOS6.3.1](course) have any exceptions\n- When were the exceptions for [JOVTS7](course)\n- The exceptions in lessons for [DPEDUB.2](course)\n- Special teaching times for [TIETA6](course)\n- Is there anything special I should know about the course schedule for [TIETA6](course)\n- [JOVA4](course) special lecture hours\n- Special schedule [TAYJ13](course)\n- Will there be lectures in holidays in [ENGA11](course)\n- Holiday exceptions [KKSUPRO](course)\n- Course break teaching times [KATLITO2](course)\n- Do we have a lecture during holiday in [HALHAA12](course)\n- Cancelled lectures [TERKAN14](course)\n- Will [KKENYHT](course) lectures be cancelled during holiday\n- Will [KKES5](course) have a lecture every week\n- I want to know the exceptions in lessons for [YKT10.5](course)\n- I want to know special teaching times for [KKSA3](course)\n- I want to know does the schedule for [YKT6.6.2](course) have any exceptions\n- I want to know Teaching times exceptions for [KASA4](course)\n- Exceptions [SOSM5.1](course)\n- Exception [POHP1](course)\n- What are the exceptions for [SUOP3](course)\n- [BTK1053](course) exceptions\n- [TAYJ042](course) exception\n- Exceptions in teaching hours [HALJTA99](course)\n- Exceptions in teaching times [KATPAL11](course)\n- Are there any exceptions in teaching [POLKVS32](course)\n- What exceptions are there in [KASA10](course)\n- Lecture exceptions [FIL](course)\n- Does [YKYYHT1](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KASLOM10](course)\n- Teaching times exceptions for [SUOV3](course)\n- What were the exceptions of teaching in [KKRA1](course)\n- Does the schedule for [POLVOA51](course) have any exceptions\n- When were the exceptions for [MVKS34](course)\n- The exceptions in lessons for [KATYVA31](course)\n- Special teaching times for [SUKKP5B](course)\n- Is there anything special I should know about the course schedule for [KASSG](course)\n- [HALYHT](course) special lecture hours\n- Special schedule [KASP5](course)\n- Will there be lectures in holidays in [POLVOS25](course)\n- Holiday exceptions [KATVAA11](course)\n- Course break teaching times [VENP1](course)\n- Do we have a lecture during holiday in [MVKS48/58](course)\n- Cancelled lectures [HISP1](course)\n- Will [BTK4661](course) lectures be cancelled during holiday\n- Will [MTTMA1B](course) have a lecture every week\n- I want to know the exceptions in lessons for [KKENYHT](course)\n- I want to know special teaching times for [TERY6](course)\n- I want to know does the schedule for [KATJOP11](course) have any exceptions\n- I want to know Teaching times exceptions for [TRSU01](course)\n- Exceptions [VENA13](course)\n- Exception [MTTTS17](course)\n- What are the exceptions for [BIO4460](course)\n- [HALHAS21](course) exceptions\n- [KASP5](course) exception\n- Exceptions in teaching hours [TAYJ035](course)\n- Exceptions in teaching times [LUOYY006](course)\n- Are there any exceptions in teaching [TIEP5](course)\n- What exceptions are there in [KKSUOPE](course)\n- Lecture exceptions [VENA12](course)\n- Does [ENGP8](course) have exceptions in teaching hours\n- Were there exceptions in lectures [PEACE043](course)\n- Teaching times exceptions for [HTIY006](course)\n- What were the exceptions of teaching in [SOSKV1](course)\n- Does the schedule for [COSOPON1](course) have any exceptions\n- When were the exceptions for [KKSAVAL4](course)\n- The exceptions in lessons for [SUOT4](course)\n- Special teaching times for [POLVOS24](course)\n- Is there anything special I should know about the course schedule for [KKSUOPE](course)\n- [HALHAS19](course) special lecture hours\n- Special schedule [HALTTS12](course)\n- Will there be lectures in holidays in [NORDIG2](course)\n- Holiday exceptions [SOS04.4](course)\n- Course break teaching times [SAKS3](course)\n- Do we have a lecture during holiday in [POLVOA11](course)\n- Cancelled lectures [HALKAS12](course)\n- Will [HALKAS11](course) lectures be cancelled during holiday\n- Will [KASLOE7.2](course) have a lecture every week\n- I want to know the exceptions in lessons for [HISP2](course)\n- I want to know special teaching times for [KASA13](course)\n- I want to know does the schedule for [KASA13](course) have any exceptions\n- I want to know Teaching times exceptions for [SOS4.2](course)\n- Exceptions [ITIS61](course)\n- Exception [LOGS8](course)\n- What are the exceptions for [NORDIG2](course)\n- [KKENYHT](course) exceptions\n- [DPCMTJ2/JMMETUS](course) exception\n- Exceptions in teaching hours [JOVPVS8](course)\n- Exceptions in teaching times [STYVA](course)\n- Are there any exceptions in teaching [RANAV3](course)\n- What exceptions are there in [KATLITO2](course)\n- Lecture exceptions [KATVAA15](course)\n- Does [JOUJOVTS](course) have exceptions in teaching hours\n- Were there exceptions in lectures [TERKANA2](course)\n- Teaching times exceptions for [KKSUHY](course)\n- What were the exceptions of teaching in [KATJOS13](course)\n- Does the schedule for [COSOPN2](course) have any exceptions\n- When were the exceptions for [KATYVA31](course)\n- The exceptions in lessons for [TERKANP1](course)\n- Special teaching times for [SOSKV1](course)\n- Is there anything special I should know about the course schedule for [POLPOP05](course)\n- [POLKVA12](course) special lecture hours\n- Special schedule [KATVRP12](course)\n- Will there be lectures in holidays in [POLVOS32](course)\n- Holiday exceptions [KASA12](course)\n- Course break teaching times [HTIS81](course)\n- Do we have a lecture during holiday in [SOS10.6](course)\n- Cancelled lectures [HALKAP01](course)\n- Will [BIO4470](course) lectures be cancelled during holiday\n- Will [KASSO7](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASP4](course)\n- I want to know special teaching times for [MTTS1](course)\n- I want to know does the schedule for [KATYVS26](course) have any exceptions\n- I want to know Teaching times exceptions for [STYA8](course)\n- Exceptions [KASVAR3](course)\n- Exception [POLPOP02](course)\n- What are the exceptions for [KKENVAL3](course)\n- [LOGM2](course) exceptions\n- [JOVY2](course) exception\n- Exceptions in teaching hours [KASLOE7.2](course)\n- Exceptions in teaching times [KKRUYHT](course)\n- Are there any exceptions in teaching [KASA13](course)\n- What exceptions are there in [TERY4](course)\n- Lecture exceptions [HALTTS13](course)\n- Does [BIO4230](course) have exceptions in teaching hours\n- Were there exceptions in lectures [TERKAN14](course)\n- Teaching times exceptions for [KKRUKTMO](course)\n- What were the exceptions of teaching in [TRMU2](course)\n- Does the schedule for [KATYVA44](course) have any exceptions\n- When were the exceptions for [SOS7.2/STYA4B](course)\n- The exceptions in lessons for [SOSM2](course)\n- Special teaching times for [KASA2](course)\n- Is there anything special I should know about the course schedule for [KASA12](course)\n- [JKKYLT01](course) special lecture hours\n- Special schedule [KATVAA14](course)\n- Will there be lectures in holidays in [KATYVS99](course)\n- Holiday exceptions [ENGA10](course)\n- Course break teaching times [HISJATKO](course)\n- Do we have a lecture during holiday in [FILJATKO](course)\n- Cancelled lectures [ITIS23](course)\n- Will [KATLITO8](course) lectures be cancelled during holiday\n- Will [KASVAR10](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASVARH](course)\n- I want to know special teaching times for [TERHOJ4](course)\n- I want to know does the schedule for [ENGA13](course) have any exceptions\n- I want to know Teaching times exceptions for [TRMU1](course)\n- Exceptions [KATYVA36](course)\n- Exception [LTLY01](course)\n- What are the exceptions for [KATVAA13](course)\n- [VIROP2](course) exceptions\n- [ITIS23](course) exception\n- Exceptions in teaching hours [HALJUA44](course)\n- Exceptions in teaching times [PGHINT](course)\n- Are there any exceptions in teaching [KKVE5](course)\n- What exceptions are there in [KASA13](course)\n- Lecture exceptions [MTTMA15](course)\n- Does [COSOPN2](course) have exceptions in teaching hours\n- Were there exceptions in lectures [LFCS01](course)\n- Teaching times exceptions for [KKENKTK](course)\n- What were the exceptions of teaching in [HTIY006](course)\n- Does the schedule for [KATJOA99](course) have any exceptions\n- When were the exceptions for [MTTTA14](course)\n- The exceptions in lessons for [MOLI](course)\n- Special teaching times for [PEDA1](course)\n- Is there anything special I should know about the course schedule for [JOVPVS10](course)\n- [POLVOS21](course) special lecture hours\n- Special schedule [KASLOM11](course)\n- Will there be lectures in holidays in [RUST5/VENS10](course)\n- Holiday exceptions [HALJUS14](course)\n- Course break teaching times [TAYJ031](course)\n- Do we have a lecture during holiday in [TSEKP1](course)\n- Cancelled lectures [SOSM4](course)\n- Will [KKRUYHT](course) lectures be cancelled during holiday\n- Will [POLKVS99](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASA8](course)\n- I want to know special teaching times for [HALHAP01](course)\n- I want to know does the schedule for [KASLOM5](course) have any exceptions\n- I want to know Teaching times exceptions for [POLKVA22](course)\n- Exceptions [HALYAP01](course)\n- Exception [JKKYTVA13](course)\n- What are the exceptions for [ENGA12](course)\n- [VENA10](course) exceptions\n- [POLPOP01](course) exception\n- Exceptions in teaching hours [FILS2A](course)\n- Exceptions in teaching times [KKRUVAL1](course)\n- Are there any exceptions in teaching [TEE2](course)\n- What exceptions are there in [HISA4](course)\n- Lecture exceptions [MVKS30](course)\n- Does [KATVRS42](course) have exceptions in teaching hours\n- Were there exceptions in lectures [HALKAA99](course)\n- Teaching times exceptions for [TAYJ032](course)\n- What were the exceptions of teaching in [SOS4.2](course)\n- Does the schedule for [POHP1](course) have any exceptions\n- When were the exceptions for [TAYJ024](course)\n- The exceptions in lessons for [SOS6.2.3](course)\n- Special teaching times for [STYS2A](course)\n- Is there anything special I should know about the course schedule for [POLKVA12](course)\n- [KASPUHS8](course) special lecture hours\n- Special schedule [HALDIGI01](course)\n- Will there be lectures in holidays in [KASSM2](course)\n- Holiday exceptions [SUOP2](course)\n- Course break teaching times [KKENVAL4](course)\n- Do we have a lecture during holiday in [KASLOE7.2](course)\n- Cancelled lectures [TAYJ027](course)\n- Will [KKRUYHT](course) lectures be cancelled during holiday\n- Will [JOVPVS8](course) have a lecture every week\n- I want to know the exceptions in lessons for [JOVP1](course)\n- I want to know special teaching times for [KASA13](course)\n- I want to know does the schedule for [TERY1](course) have any exceptions\n- I want to know Teaching times exceptions for [KATJOA12](course)\n- Exceptions [TIEP5](course)\n- Exception [HISP3](course)\n- What are the exceptions for [POLKVS31](course)\n- [KATLAS27](course) exceptions\n- [KATTAA40](course) exception\n- Exceptions in teaching hours [HISP1](course)\n- Exceptions in teaching times [PSYP2](course)\n- Are there any exceptions in teaching [POLVOA32](course)\n- What exceptions are there in [TIETS07](course)\n- Lecture exceptions [KATTAA13B](course)\n- Does [POLVOS22](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KATJOS13](course)\n- Teaching times exceptions for [KATJOS99](course)\n- What were the exceptions of teaching in [KKENKTM](course)\n- Does the schedule for [POLKAA99](course) have any exceptions\n- When were the exceptions for [MTTMA1B](course)\n- The exceptions in lessons for [POLKVS99](course)\n- Special teaching times for [MTTTA6](course)\n- Is there anything special I should know about the course schedule for [ESPFP5](course)\n- [KATLAA12](course) special lecture hours\n- Special schedule [TERA6](course)\n- Will there be lectures in holidays in [KKIN1](course)\n- Holiday exceptions [KASLOH4A](course)\n- Course break teaching times [KKENPRE1](course)\n- Do we have a lecture during holiday in [KASPUHA4](course)\n- Cancelled lectures [KATVRP12](course)\n- Will [RUST1/RUST3](course) lectures be cancelled during holiday\n- Will [PSYP2](course) have a lecture every week\n- I want to know the exceptions in lessons for [TIEP3](course)\n- I want to know special teaching times for [KKRUYHT](course)\n- I want to know does the schedule for [STYVA](course) have any exceptions\n- I want to know Teaching times exceptions for [KATJOA99](course)\n- Exceptions [DPJKK20](course)\n- Exception [ITIS44](course)\n- What are the exceptions for [POHP6](course)\n- [TERA6](course) exceptions\n- [ENGS40](course) exception\n- Exceptions in teaching hours [ITIA1](course)\n- Exceptions in teaching times [KATYVS41](course)\n- Are there any exceptions in teaching [HTIS52](course)\n- What exceptions are there in [KATJOS32](course)\n- Lecture exceptions [BTK0011](course)\n- Does [MTTTA1](course) have exceptions in teaching hours\n- Were there exceptions in lectures [POLKVA33](course)\n- Teaching times exceptions for [KKENYHT](course)\n- What were the exceptions of teaching in [VENP4](course)\n- Does the schedule for [SOS10.6](course) have any exceptions\n- When were the exceptions for [KKVE4](course)\n- The exceptions in lessons for [HALJTA03](course)\n- Special teaching times for [KKES3](course)\n- Is there anything special I should know about the course schedule for [KATLAA13](course)\n- [LTLY01](course) special lecture hours\n- Special schedule [HALJTS01](course)\n- Will there be lectures in holidays in [MTTA1](course)\n- Holiday exceptions [VENA10](course)\n- Course break teaching times [YKYYHT2](course)\n- Do we have a lecture during holiday in [ITIA11](course)\n- Cancelled lectures [POLVOS21](course)\n- Will [TAYJ034](course) lectures be cancelled during holiday\n- Will [ITIP1](course) have a lecture every week\n- I want to know the exceptions in lessons for [KATVRS51](course)\n- I want to know special teaching times for [MTTA2](course)\n- I want to know does the schedule for [TERVAL5](course) have any exceptions\n- I want to know Teaching times exceptions for [KASSO7](course)\n- Exceptions [KATTAA13B](course)\n- Exception [ENGP3](course)\n- What are the exceptions for [PSYP5](course)\n- [HIS](course) exceptions\n- [TERHOIA6](course) exception\n- Exceptions in teaching hours [KASLOM3](course)\n- Exceptions in teaching times [SUOA8](course)\n- Are there any exceptions in teaching [KASLOM8](course)\n- What exceptions are there in [TAYJ032](course)\n- Lecture exceptions [COSOPON3](course)\n- Does [STYS1B4](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KASVAR7](course)\n- Teaching times exceptions for [KIRP3](course)\n- What were the exceptions of teaching in [KKES4](course)\n- Does the schedule for [ITIS61](course) have any exceptions\n- When were the exceptions for [LUOYY027](course)\n- The exceptions in lessons for [KKSUOPE](course)\n- Special teaching times for [POLVOS31](course)\n- Is there anything special I should know about the course schedule for [PEACE046](course)\n- [KATTAA31](course) special lecture hours\n- Special schedule [ITIS11](course)\n- Will there be lectures in holidays in [KATYVS22](course)\n- Holiday exceptions [KKSUPRO](course)\n- Course break teaching times [POHS1](course)\n- Do we have a lecture during holiday in [KKSAVAL2](course)\n- Cancelled lectures [KASLOM11](course)\n- Will [FILS2B/C](course) lectures be cancelled during holiday\n- Will [HALHAS21](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASLOE6.2](course)\n- I want to know special teaching times for [FILJATKO](course)\n- I want to know does the schedule for [MTTMA4](course) have any exceptions\n- I want to know Teaching times exceptions for [HALYAA14](course)\n- Exceptions [POLKVS31](course)\n- Exception [KASSG](course)\n- What are the exceptions for [KATLAA99](course)\n- [TECHS2](course) exceptions\n- [MVKS48/58](course) exception\n- Exceptions in teaching hours [TERHOIA1](course)\n- Exceptions in teaching times [JOVP5](course)\n- Are there any exceptions in teaching [HTIS60](course)\n- What exceptions are there in [KKKI3](course)\n- Lecture exceptions [POLVOA22/A32](course)\n- Does [ITIA7](course) have exceptions in teaching hours\n- Were there exceptions in lectures [VENS13](course)\n- Teaching times exceptions for [KASVAR8](course)\n- What were the exceptions of teaching in [JOVPVS3](course)\n- Does the schedule for [KASS2](course) have any exceptions\n- When were the exceptions for [HALTTS13](course)\n- The exceptions in lessons for [KATLITO5](course)\n- Special teaching times for [TERHOIA1](course)\n- Is there anything special I should know about the course schedule for [POLVOS33](course)\n- [KKSAVAL3](course) special lecture hours\n- Special schedule [KASSM2](course)\n- Will there be lectures in holidays in [KASSM2](course)\n- Holiday exceptions [JKKYORP1](course)\n- Course break teaching times [HALHAS17](course)\n- Do we have a lecture during holiday in [BIO4440](course)\n- Cancelled lectures [POLKVA33](course)\n- Will [STYS2A](course) lectures be cancelled during holiday\n- Will [ESPFP3](course) have a lecture every week\n- I want to know the exceptions in lessons for [MTTMP4](course)\n- I want to know special teaching times for [KKENYHT](course)\n- I want to know does the schedule for [POHA3](course) have any exceptions\n- I want to know Teaching times exceptions for [POLVOA22](course)\n- Exceptions [BTK4121](course)\n- Exception [KASMAT2](course)\n- What are the exceptions for [ENGS2](course)\n- [TRMU2](course) exceptions\n- [SOS6.4.1](course) exception\n- Exceptions in teaching hours [PSYS11](course)\n- Exceptions in teaching times [JOVPVA5](course)\n- Are there any exceptions in teaching [SOS1](course)\n- What exceptions are there in [DPIS1](course)\n- Lecture exceptions [KKRUYHT](course)\n- Does [KKSUHUK1](course) have exceptions in teaching hours\n- Were there exceptions in lectures [HALYAS14](course)\n- Teaching times exceptions for [DPJKKKS](course)\n- What were the exceptions of teaching in [MTTTA6](course)\n- Does the schedule for [KATTAS36](course) have any exceptions\n- When were the exceptions for [POLVOS28](course)\n- The exceptions in lessons for [JOVKA2&JOVKA3](course)\n- Special teaching times for [POLKVS22](course)\n- Is there anything special I should know about the course schedule for [KASVAR5](course)\n- [HISS2](course) special lecture hours\n- Special schedule [KASVAR7](course)\n- Will there be lectures in holidays in [HISA4](course)\n- Holiday exceptions [ITIP5](course)\n- Course break teaching times [KASMAT1](course)\n- Do we have a lecture during holiday in [KASA12](course)\n- Cancelled lectures [TERTIETO4](course)\n- Will [KASA9](course) lectures be cancelled during holiday\n- Will [ITIA03](course) have a lecture every week\n- I want to know the exceptions in lessons for [SOS6.4.4](course)\n- I want to know special teaching times for [KIRP4](course)\n- I want to know does the schedule for [TERTIETO5](course) have any exceptions\n- I want to know Teaching times exceptions for [KASP5](course)\n- Exceptions [POHP0](course)\n- Exception [KASA9](course)\n- What are the exceptions for [ITIS61](course)\n- [POLKVA22](course) exceptions\n- [POLVOS40](course) exception\n- Exceptions in teaching hours [ITIA03](course)\n- Exceptions in teaching times [POLPOP02](course)\n- Are there any exceptions in teaching [TIETS46](course)\n- What exceptions are there in [TAYJ032](course)\n- Lecture exceptions [BTK4701](course)\n- Does [MVKS46](course) have exceptions in teaching hours\n- Were there exceptions in lectures [TIETA15](course)\n- Teaching times exceptions for [KASP4](course)\n- What were the exceptions of teaching in [TERHOI2](course)\n- Does the schedule for [LTLY16](course) have any exceptions\n- When were the exceptions for [NAM-III/VI](course)\n- The exceptions in lessons for [KASA3](course)\n- Special teaching times for [KASS4](course)\n- Is there anything special I should know about the course schedule for [STYS3C](course)\n- [KASVAR9](course) special lecture hours\n- Special schedule [FONEA4](course)\n- Will there be lectures in holidays in [JOVA2](course)\n- Holiday exceptions [JMMETUS](course)\n- Course break teaching times [SOS6.2.2](course)\n- Do we have a lecture during holiday in [KASA10](course)\n- Cancelled lectures [TIEA3](course)\n- Will [COSOPOM2](course) lectures be cancelled during holiday\n- Will [DPIS1](course) have a lecture every week\n- I want to know the exceptions in lessons for [MTTTY1](course)\n- I want to know special teaching times for [KASP2](course)\n- I want to know does the schedule for [POLKVA32](course) have any exceptions\n- I want to know Teaching times exceptions for [TERTIETO4](course)\n- Exceptions [KASA1.3](course)\n- Exception [KASLOK2](course)\n- What are the exceptions for [KATVRA00](course)\n- [JOVA11](course) exceptions\n- [MTTTA7](course) exception\n- Exceptions in teaching hours [FONEP1](course)\n- Exceptions in teaching times [SOS04.4](course)\n- Are there any exceptions in teaching [MVKS48/58](course)\n- What exceptions are there in [KATYVS43](course)\n- Lecture exceptions [TAYJ031](course)\n- Does [KASVAR3](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KATLITO4](course)\n- Teaching times exceptions for [HALKAS15](course)\n- What were the exceptions of teaching in [TSEKP1](course)\n- Does the schedule for [KATRAA11](course) have any exceptions\n- When were the exceptions for [SOSM2](course)\n- The exceptions in lessons for [TERKANP4](course)\n- Special teaching times for [KKSU4](course)\n- Is there anything special I should know about the course schedule for [MVKS42V](course)\n- [ENGP7](course) special lecture hours\n- Special schedule [TERHOIA2](course)\n- Will there be lectures in holidays in [FONEP1](course)\n- Holiday exceptions [LFCS02](course)\n- Course break teaching times [PSYP5](course)\n- Do we have a lecture during holiday in [TAYJ024](course)\n- Cancelled lectures [ENGA20](course)\n- Will [MVKS17/13S](course) lectures be cancelled during holiday\n- Will [JOVTS5](course) have a lecture every week\n- I want to know the exceptions in lessons for [MOLI](course)\n- I want to know special teaching times for [RANA6](course)\n- I want to know does the schedule for [ENGP5](course) have any exceptions\n- I want to know Teaching times exceptions for [POLKVA23](course)\n- Exceptions [POLKVA42](course)\n- Exception [FONEP3](course)\n- What are the exceptions for [FILAPRO](course)\n- [TERHOI3](course) exceptions\n- [KASPUHP1](course) exception\n- Exceptions in teaching hours [MVKS42S](course)\n- Exceptions in teaching times [BTK2223](course)\n- Are there any exceptions in teaching [SOS4.2](course)\n- What exceptions are there in [HALTVA12](course)\n- Lecture exceptions [TERKANP5](course)\n- Does [ENGP1](course) have exceptions in teaching hours\n- Were there exceptions in lectures [POLKVS40](course)\n- Teaching times exceptions for [KASSG](course)\n- What were the exceptions of teaching in [SOSM5.1](course)\n- Does the schedule for [MVKS17V](course) have any exceptions\n- When were the exceptions for [ESPFP1](course)\n- The exceptions in lessons for [DPCMTJ4](course)\n- Special teaching times for [JOVA8](course)\n- Is there anything special I should know about the course schedule for [VENP3/VENK1](course)\n- [STYVA](course) special lecture hours\n- Special schedule [KATVRS40](course)\n- Will there be lectures in holidays in [STYP5](course)\n- Holiday exceptions [ENGS13](course)\n- Course break teaching times [SOSKV3](course)\n- Do we have a lecture during holiday in [TRSU01](course)\n- Cancelled lectures [ITIP2](course)\n- Will [HALJUS13](course) lectures be cancelled during holiday\n- Will [KASVAR3](course) have a lecture every week\n- I want to know the exceptions in lessons for [YKYYKEKE0](course)\n- I want to know special teaching times for [KASP2](course)\n- I want to know does the schedule for [ITIS24](course) have any exceptions\n- I want to know Teaching times exceptions for [JOVKA2&JOVKA3](course)\n\n## intent:nimi\n- What is the name of [Case study: Examining leadership challenges](course)\n- [Venäjän historia, kirjallisuus ja kulttuuri](course) name\n- [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](course) name is\n- [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](course) name full\n- [Tragedy of the Commons? Problems and Solutions](course) complete name\n- [Ohjelmointia teknisille viestijöille](course) name actual\n- [Makrotalousteorian jatkokurssi II](course) whole name\n- What is name [Writing for Research (online course)](course)\n- The name of [Julkisen talousjohtamisen tietojärjestelmät](course)\n- Name [Comparative European Politics and the Finnish Political System (book exam/essay)](course)\n- What is the full name of [Tiivistämisen taito](course)\n- What is [Project Planning and Management](course) called\n- What is the course code [Kandidaatintutkielmaseminaari - Seminaari](course) called\n- What course is [Vapaaehtoistyössä toimiminen](course)\n- [Basics I: Basics of Czech language II](course) named\n- What's [Julkisten palvelujen johtaminen](course) named\n- Name of [Kokeellinen tiedonhaku](course)\n- Tell me the name of [Praktikum](course)\n- Say the name of [Kandidaatintutkielma](course)\n- The whole name of [Kielioppiharjoitukset](course)\n- [Orientoiva tutkielmaseminaari - Seminaari](course) full name\n- [Talouselämän käännösviestinnän seminaari venäjä-suomi](course) entire name\n- [Syventävä metodologia - Luennot](course) whole name\n- [Global Humanitarianism and its Critics (POMLFCS3)](course) meaning\n- What does [Puolueet, vaalit ja poliittinen vaikuttaminen (kirjatentti/essee)](course) mean\n- What means [Recommender Systems](course)\n- I want to know what [Aikuis- ja ammattikasvatuksen asiantuntijuus](course) means\n- I want to know what [Nuorten ja aikuisten mielenterveyden arviointi](course) actually means\n- What is the meaning of [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](course)\n- [Pro gradu -seminaari ja -tutkielma (hallintotiede) - Seminaari](course) meaning\n- True name of [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus - 1. vsk](course)\n- Real name of [Kielitieteen historia ja tutkimussuunnat](course)\n- Which course is [Suomen kulttuuri ja yhteiskunta -lukupiiri](course)\n- What [TECHS3](course) means\n- I want to know what [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course) stands for\n- I want to know the full name of course code [Radiojournalismi](course)\n- I want to know the whole name of [Johdatus filosofian historiaan](course)\n- I want to know the name of [Literature and Society in Early Modern Britain](course)\n- What is the name of [Tilastotieteen matriisilaskenta ja laskennalliset menetelmät](course)\n- [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course) name\n- [Projektiharjoittelu](course) name is\n- [Pro gradu -seminaari ja -tutkielma (hallintotiede) - Seminaari](course) name full\n- [Vakuutustoiminnan periaatteet ja johtaminen](course) complete name\n- [Liike-elämän ruotsia I](course) name actual\n- [Interview as a means of data generation](course) whole name\n- What is name [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course)\n- The name of [Johdatus sosiaalitieteisiin](course)\n- Name [Contemporary Peace and Conflict Studies](course)\n- What is the full name of [Teaching, Pedagogical Facilitating, Learning](course)\n- What is [Kliinisen neuropsykologian perusteet](course) called\n- What is the course code [Advanced Functional Programming](course) called\n- What course is [Laskentatoimen teoria ja IFRS I](course)\n- [Konfliktinratkaisu (kirjatentti/essee)](course) named\n- What's [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course) named\n- Name of [Liiketoimintaympäristön taloustiede](course)\n- Tell me the name of [Managing Research Information](course)\n- Say the name of [Tiimi toimii - puheviestinnän syventävä kurssi (2. periodi)](course)\n- The whole name of [Esimiestyö (kevät 2019)](course)\n- [Vapaaehtoistyö / Voluntary Work](course) full name\n- [Tutkielmakurssi (periodi I)](course) entire name\n- [Yhtiöoikeuden syventävä opintojakso](course) whole name\n- [Taitoseminaari](course) meaning\n- What does [Asiantuntemus ja arjen ympäristöpolitiikka](course) mean\n- What means [Communication Skills in English - Speaking Practice](course)\n- I want to know what [Systemaattinen tiedonhaku hoitotieteessä](course) means\n- I want to know what [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course) actually means\n- What is the meaning of [Seminaari (Ridell)](course)\n- [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](course) meaning\n- True name of [Kääntäjän ja tulkin työelämätaidot](course)\n- Real name of [Graduseminaari, jatkava (Markkola)](course)\n- Which course is [Writing Research Grant Proposals](course)\n- What [TECHS3](course) means\n- I want to know what [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course) stands for\n- I want to know the full name of course code [Espanja IV](course)\n- I want to know the whole name of [Johdanto tietokäytäntöjen tutkimukseen](course)\n- I want to know the name of [Työn taloustiede](course)\n- What is the name of [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course)\n- [Introduction to R (Tampere Summer School 2018)](course) name\n- [Diskurssianalyysi](course) name is\n- [Political Systems (book exam/essay)](course) name full\n- [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Luennot - 1.vsk](course) complete name\n- [Tila, teknologia ja toiminta: Lukuseminaari: Julkinen toiminta teknoyhteiskunnassa](course) name actual\n- [Tila, teknologia ja toiminta - essee](course) whole name\n- What is name [Johdon laskentatoimen jatkokurssi](course)\n- The name of [Laskentatoimen teoria ja IFRS II](course)\n- Name [Graduvauhditus](course)\n- What is the full name of [Kääntämisen perusteet](course)\n- What is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](course) called\n- What is the course code [Human Mobility in Peace and Conflict Research](course) called\n- What course is [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](course)\n- [Vahinkoriskien vakuuttaminen](course) named\n- What's [Kandidaattiseminaari (JATKAVA, Nevala)](course) named\n- Name of [Lukeminen ja kirjoittaminen oppimisen haasteena (seminaarit 1-4 ryhmät)](course)\n- Tell me the name of [Sosiaalipsykologia](course)\n- Say the name of [Poliittinen viestintä - verkkosuorituksena](course)\n- The whole name of [Fundamentals of Finance (Tampere Summer School)](course)\n- [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (1. periodi)](course) full name\n- [Pohjoismaiden yhteiskuntaolot ja kulttuurit](course) entire name\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](course) whole name\n- [Puhe- ja nielemistoimintojen tutkimus ja kuntoutus](course) meaning\n- What does [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](course) mean\n- What means [Seminaari (Seppänen)](course)\n- I want to know what [Literature and Change after 1900 (American Literature)](course) means\n- I want to know what [Kansainvälisen politiikan työseminaari - Luennot ja seminaari](course) actually means\n- What is the meaning of [Multi-level Modelling (MLM) - Concepts and Practice -](course)\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop.](course) meaning\n- True name of [Persoonallisuuspsykologia I (avoin yliopisto)](course)\n- Real name of [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](course)\n- Which course is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 11.-12.4.2019](course)\n- What [TECHS3](course) means\n- I want to know what [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](course) stands for\n- I want to know the full name of course code [Kandidaattiseminaari (Mustakallio)](course)\n- I want to know the whole name of [Molekyylibiologia](course)\n- I want to know the name of [Visuaalisen journalismin perusteet, luennot](course)\n- What is the name of [Eheyttävä temaattinen loppuprojekti - projekti/käytännön työ ja portfolio](course)\n- [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](course) name\n- [Introduction to International Relations (book exam)](course) name is\n- [Saksa III](course) name full\n- [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](course) complete name\n- [Microfinance and development](course) name actual\n- [Opetussuunnitelmateoria, kirjatentti](course) whole name\n- What is name [Moniammatilliset oppimisyhteisöt - Luennot](course)\n- The name of [Syventävä projekti, keväällä 2019 alkava](course)\n- Name [Ohjelmoinnin tekniikka C](course)\n- What is the full name of [Julkissektorin instituutioiden talous (monimuoto-opetus)](course)\n- What is [Algebra 1B](course) called\n- What is the course code [Venäjä I](course) called\n- What course is [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](course)\n- [Introduction to leadership and management](course) named\n- What's [Ruotsin kielen kirjallinen ja suullinen viestintä](course) named\n- Name of [Sosiaalitieteiden kvantitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- Tell me the name of [Terveystiedon perusteet](course)\n- Say the name of [Johdatus viestinnän tutkimukseen ja analyysiin - kirjatentti](course)\n- The whole name of [Ranska eilen, tänään ja huomenna](course)\n- [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course) full name\n- [Ammattimainen tekstintarkistus](course) entire name\n- [Johdon laskentatoimi ja inhimillinen käyttäytyminen](course) whole name\n- [Journalism Start-Ups and Enterpreneurialism](course) meaning\n- What does [Julkisoikeuden perusteet (järjestäjä TAMK)](course) mean\n- What means [Johdatus kirjallisuuden poetiikkaan](course)\n- I want to know what [Käännösviestintä II englanti-suomi](course) means\n- I want to know what [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](course) actually means\n- What is the meaning of [Syventävä projekti, keväällä 2019 alkava](course)\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus - HARJOITTELUTUKIOPTION HAKEMINEN: Seminaarit ja harjoittelu vuonna 2019 opintojakson suorittaville](course) meaning\n- True name of [Gerontologian tohtorikoulutusseminaari](course)\n- Real name of [Terveystiedon perusteet](course)\n- Which course is [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course)\n- What [TECHS3](course) means\n- I want to know what [Ranska I](course) stands for\n- I want to know the full name of course code [Opetus, ohjaus, oppiminen - Luennot (1 op) EDUn opiskelijoille TAI luennot (1 op) ja kirjatentti (4 op) opintojakson valinnaisena suorittaville](course)\n- I want to know the whole name of [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- I want to know the name of [Asiakastyön menetelmät, luennot](course)\n- What is the name of [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course)\n- [Sosiaalinen kognitio](course) name\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](course) name is\n- [Sustainable business practices (Lectures)](course) name full\n- [Tietotekniikkataidot (kevät)](course) complete name\n- [Kielen- ja tekstinhuolto](course) name actual\n- [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](course) whole name\n- What is name [Business Ethics (Independent study)](course)\n- The name of [Tilastollisen päättelyn perusteet, iltaryhmä](course)\n- Name [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](course)\n- What is the full name of [Political Ideologies (book exam)](course)\n- What is [Orientoivat opinnot - Tiedonhankintataidot I](course) called\n- What is the course code [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) called\n- What course is [Business Translation Seminar Finnish - English](course)\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](course) named\n- What's [Dramaturgia: Musikaalin dramaturgia](course) named\n- Name of [Monimuuttujamenetelmien perusteet](course)\n- Tell me the name of [Introduction to Pharmacology and Drug Modelling](course)\n- Say the name of [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](course)\n- The whole name of [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](course)\n- [Esimiestyö (kevät 2019)](course) full name\n- [Vuorovaikutuksen perusteet - verkkokurssina I](course) entire name\n- [Perhehoitotieteellisen tiedon syventäminen -](course) whole name\n- [Writing for Research (online course)](course) meaning\n- What does [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (yhteiset seminaarit)](course) mean\n- What means [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- I want to know what [Pro gradu -seminaari ja -tutkielma (2018-2019)](course) means\n- I want to know what [Rahoitusoikeus](course) actually means\n- What is the meaning of [Continental Model: The Austrian System of Work and Social Security](course)\n- [Genetiikka](course) meaning\n- True name of [Terveystieteiden orientoivat tohtoriopinnot](course)\n- Real name of [Lasten arki suomalaisessa yhteiskunnassa / Harjoitukset - 1.vsk](course)\n- Which course is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](course)\n- What [TECHS3](course) means\n- I want to know what [Lausekielinen ohjelmointi II](course) stands for\n- I want to know the full name of course code [Tiedonhankintataidot (hoitotiede), Seinäjoki](course)\n- I want to know the whole name of [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](course)\n- I want to know the name of [Kiina II](course)\n- What is the name of [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](course)\n- [Käyttöliittymien perusteet](course) name\n- [Sosiaalioikeus](course) name is\n- [Vakuutuksen ja riskienhallinnan erikoistumisosa](course) name full\n- [Terveystiedon sisällöt (sähköinen tentti)](course) complete name\n- [Saksankielisten maiden kulttuurihistoria / Kulturgeschichte der deutschsprachigen Länder](course) name actual\n- [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](course) whole name\n- What is name [Johdanto tietokäytäntöjen tutkimukseen](course)\n- The name of [Filosofian tutkija- ja tohtorikoulutusseminaari](course)\n- Name [Kääntämisen ja tulkkauksen teoria ja käytäntö - Tulkkausviestinnän perusteet](course)\n- What is the full name of [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- What is [Kansainvälisen politiikan teoria ja menetelmät (luentokurssi)](course) called\n- What is the course code [Olio-ohjelmoinnin perusteet](course) called\n- What course is [Perusharjoittelu A - Ohjattu opetusharjoittelu](course)\n- [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](course) named\n- What's [Vapaaehtoistyö - Osallistuminen vapaaehtoistyöhön](course) named\n- Name of [Kehittyminen johtajaksi terveydenhuollossa](course)\n- Tell me the name of [Aktuelle Texte aus Presse und Studium](course)\n- Say the name of [Johdatus kunta- ja aluejohtamiseen](course)\n- The whole name of [Puheen ja äänen harjoitusmenetelmät](course)\n- [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](course) full name\n- [Dialogitulkkaus](course) entire name\n- [Kandidaattiseminaari ja tutkielma (yritysjuridiikka ja vero-oikeus)](course) whole name\n- [Cell Technology](course) meaning\n- What does [Tutkimustyön perusteet (syksy)](course) mean\n- What means [Vero-oikeuden perusteet](course)\n- I want to know what [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](course) means\n- I want to know what [Statistical Inference 1](course) actually means\n- What is the meaning of [New Wars and How to Study Them (POMLFCS3)](course)\n- [Matematiikan peruskäsitteitä](course) meaning\n- True name of [Johtaminen ja organisaatiot I (kirjallisuus)](course)\n- Real name of [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, syksy 2018](course)\n- Which course is [Kandidaattitutkielma ja seminaari (matematiikka) - seminaari](course)\n- What [TECHS3](course) means\n- I want to know what [Ajankohtaisia kansanterveyskysymyksiä](course) stands for\n- I want to know the full name of course code [Terveydenhuollon ja terveystutkimuksen etiikka](course)\n- I want to know the whole name of [Kandidaattiseminaari ja tutkielma (markkinointi) - syksy 2018](course)\n- I want to know the name of [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- What is the name of [Study Skills - Basics of Information Literacy](course)\n- [Kielikonsultointia käytännössä](course) name\n- [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course) name is\n- [Tutkimusetiikka](course) name full\n- [Human Rights Law](course) complete name\n- [Identity and Lifecourse - Lectures, reading groups and essay](course) name actual\n- [Rakenteinen dokumentaatio ja DITA](course) whole name\n- What is name [Soluviljely (2. vuosikurssin opiskelijoille)](course)\n- The name of [Cultural Conversations](course)\n- Name [Tutkijan puheviestintä](course)\n- What is the full name of [Yrityksen johtamisen perusteet](course)\n- What is [Seminaari, kandidaatintutkielma ja kypsyysnäyte](course) called\n- What is the course code [Poliittiset aatteet ja ideologiat](course) called\n- What course is [Studia generalia: Lastenkirja kääntäjän kädessä](course)\n- [Opetus, ohjaus, oppiminen - Luennot (1 op) EDUn opiskelijoille TAI luennot (1 op) ja kirjatentti (4 op) opintojakson valinnaisena suorittaville](course) named\n- What's [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](course) named\n- Name of [Tutkimuspraktikum -](course)\n- Tell me the name of [Kompleksianalyysi](course)\n- Say the name of [Methodology of Social and Comparative Research](course)\n- The whole name of [Julkisoikeuden perusteet (järjestäjä TAMK)](course)\n- [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](course) full name\n- [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](course) entire name\n- [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](course) whole name\n- [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](course) meaning\n- What does [Seminaari II/Seminarium II](course) mean\n- What means [Orientoivat opinnot - Tiedonhankintataidot](course)\n- I want to know what [Tilastollisen päättelyn perusteet](course) means\n- I want to know what [Eurooppa-vero-oikeus](course) actually means\n- What is the meaning of [Kääntämisen ja tulkkauksen teoria ja käytäntö - Tulkkausviestinnän perusteet](course)\n- [Kuvataiteen perusteet - 1.vsk](course) meaning\n- True name of [Biological data analysis with R](course)\n- Real name of [Study Skills - Basics of Information Literacy](course)\n- Which course is [Teaching, Pedagogical Facilitating, Learning](course)\n- What [TECHS3](course) means\n- I want to know what [Kommunikationstraining II](course) stands for\n- I want to know the full name of course code [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course)\n- I want to know the whole name of [Tutkielmapiiri](course)\n- I want to know the name of [Usean muuttujan differentiaalilaskenta](course)\n- What is the name of [Perhehoitotieteellisen tiedon syventäminen -](course)\n- [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](course) name\n- [Käytännön opetus ja ohjaus - STYA3B1 Taitoseminaari](course) name is\n- [Kandidaattiseminaari (JATKAVA, Nevala)](course) name full\n- [Kick-start to Biomedical Technology](course) complete name\n- [Tietojärjestelmän suunnittelun perusteet](course) name actual\n- [Fonetiikan tilastomenetelmät](course) whole name\n- What is name [Politicization in Europe and the EU](course)\n- The name of [Terve ja turvallinen kouluyhteisö](course)\n- Name [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course)\n- What is the full name of [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- What is [Laaja-alaistava harjoittelu - Opetus- ja koulutushallinnon luennot](course) called\n- What is the course code [Stem Cells Laboratory Course](course) called\n- What course is [Terveystiedon asiantuntijuus (sähköinen tentti)](course)\n- [Journalism Start-Ups and Enterpreneurialism](course) named\n- What's [Uuden ajan alun ryhmä](course) named\n- Name of [Improving the quality and safety of health care through outcomes research](course)\n- Tell me the name of [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Seinäjoki](course)\n- Say the name of [Latinan kielen alkeiskurssi](course)\n- The whole name of [Tieteellinen kirjoittaminen](course)\n- [Liiketoiminnan analysoinnin ja kehittämisen case-kurssi](course) full name\n- [Ammattimainen tekstintarkistus](course) entire name\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](course) whole name\n- [Biologia ja ympäristötieto - Biologian kenttäkurssi - 2. vsk (1-2. ryhmät Hyytiälä)](course) meaning\n- What does [Tuutorivastaavana toimiminen](course) mean\n- What means [Advanced Course in Microeconomics I](course)\n- I want to know what [Ekonometria](course) means\n- I want to know what [Kuntien ja alueiden kansainväliset hallintasuhteet](course) actually means\n- What is the meaning of [Pelit ja pelillisyys](course)\n- [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course) meaning\n- True name of [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](course)\n- Real name of [Kandidaatin tutkielma ja seminaari (hoitotiede)](course)\n- Which course is [Simultaanitulkkaus I englanti-suomi-englanti](course)\n- What [TECHS3](course) means\n- I want to know what [Liikunnan projekti (5 op)](course) stands for\n- I want to know the full name of course code [Saksan kielen valmentava kurssi - Interkulturelles Training](course)\n- I want to know the whole name of [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course)\n- I want to know the name of [KEB-61420 Laaja kemia 2](course)\n- What is the name of [Ohjelmointia teknisille viestijöille](course)\n- [Cell Technology](course) name\n- [Perusharjoittelu](course) name is\n- [Terveys ja yhteiskuntapolitiikka](course) name full\n- [Practices of Strategic Leadership](course) complete name\n- [Innovation Project (Spring term 2018-IV)](course) name actual\n- [World society: National policies, global governance and transnational sociology](course) whole name\n- What is name [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (hoitotieteen opiskelijoille)](course)\n- The name of [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](course)\n- Name [Struggles on Education](course)\n- What is the full name of [Tekstianalyysi / Textanalyse](course)\n- What is [Studia generalia: Lastenkirja kääntäjän kädessä](course) called\n- What is the course code [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course) called\n- What course is [Developing a Proposal for Community-Based Qualitative Research](course)\n- [Tutkimuspraktikum -](course) named\n- What's [Geometria](course) named\n- Name of [Johdatus tietojenkäsittelytieteisiin](course)\n- Tell me the name of [Pro gradu -tutkielma ja seminaari](course)\n- Say the name of [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](course)\n- The whole name of [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course)\n- [Gerontologian tohtorikoulutusseminaari](course) full name\n- [Pro gradu -tutkielma ja seminaari](course) entire name\n- [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course) whole name\n- [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](course) meaning\n- What does [Työoikeuden syventävä opintojakso](course) mean\n- What means [Tilinpäätös- ja verosuunnittelu](course)\n- I want to know what [Thesis seminar](course) means\n- I want to know what [Työ- ja organisaatiopsykologian interventiot](course) actually means\n- What is the meaning of [Kielioppi I / Grammatik I](course)\n- [Johtaminen ja organisaatiot I (kirjallisuus)](course) meaning\n- True name of [Struggles on Education](course)\n- Real name of [Sosiaalityön tutkimuksen metodologisia suunnistuksia](course)\n- Which course is [Erot, jaot ja niiden rakentuminen, kirjatentti](course)\n- What [TECHS3](course) means\n- I want to know what [Interview as a means of data generation](course) stands for\n- I want to know the full name of course code [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course)\n- I want to know the whole name of [Liiketoimintaympäristön taloustiede](course)\n- I want to know the name of [Current theoretical questions of educational research](course)\n- What is the name of [Etnografinen tutkimusprosessi](course)\n- [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](course) name\n- [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](course) name is\n- [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course) name full\n- [Kestävän kehityksen käytäntöjä](course) complete name\n- [Science and Biotechnology Journal Club](course) name actual\n- [Dialogitulkkaus](course) whole name\n- What is name [Kirjallisuuden teoria - Kirjallisuustieteen klassikoita](course)\n- The name of [Learning from Multiple Sources](course)\n- Name [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course)\n- What is the full name of [TUTU4 Tulevaisuudentutkimuksen tieteellinen perusta](course)\n- What is [Current Trends in Leadership](course) called\n- What is the course code [Projektin suunnittelu ja johtaminen](course) called\n- What course is [Tekoäly ja vakuutustoiminta](course)\n- [Legal English](course) named\n- What's [Luontokirjoittamisen klassikot](course) named\n- Name of [Methods of Variationist Linguistics](course)\n- Tell me the name of [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](course)\n- Say the name of [Psykologian tutkimusmenetelmät I (avoin yliopisto)](course)\n- The whole name of [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](course)\n- [Tuutorvastaavana toimiminen / Being a tutor in charge](course) full name\n- [Evaluation Research](course) entire name\n- [Inclusive Education](course) whole name\n- [Lesen, Verstehen, Schreiben](course) meaning\n- What does [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course) mean\n- What means [Tutkijan puheviestintä](course)\n- I want to know what [Viestintää tukevat keinot asiakas-työntekijä-suhteessa](course) means\n- I want to know what [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](course) actually means\n- What is the meaning of [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi) / KTM-tutkinto](course)\n- [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) meaning\n- True name of [Software Engineering](course)\n- Real name of [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](course)\n- Which course is [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course)\n- What [TECHS3](course) means\n- I want to know what [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](course) stands for\n- I want to know the full name of course code [Vanhempien aikojen tutkijaseminaari](course)\n- I want to know the whole name of [Antiikin ja keskiajan ryhmä](course)\n- I want to know the name of [Understanding Legal Regulation of Business](course)\n- What is the name of [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](course)\n- [Lähtötasokoe - Kirjallinen tentti](course) name\n- [Liikunta - Liikuntapedagogiikka perusopetuksessa B - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course) name is\n- [Monikielinen käännöstyöpaja](course) name full\n- [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](course) complete name\n- [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](course) name actual\n- [Kick-start to Biomedical Technology](course) whole name\n- What is name [Lain ja hallinnon tekstit ja niiden kääntäminen](course)\n- The name of [Deviance and Social Control](course)\n- Name [International Trade and Finance (Tampere Summer School) - luennot ja tentti](course)\n- What is the full name of [Kieli ja kielentäminen -2. vsk (luennot)](course)\n- What is [Embryology](course) called\n- What is the course code [Analyysi C](course) called\n- What course is [Julkisen talousjohtamisen tietojärjestelmät](course)\n- [Dramaturgia: Musikaalin dramaturgia](course) named\n- What's [Gender in Society](course) named\n- Name of [Ympäristö ja hyvinvointi](course)\n- Tell me the name of [Radio Project](course)\n- Say the name of [Yrityksen johtamisen perusteet](course)\n- The whole name of [Basics I: Basics of Czech language I](course)\n- [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](course) full name\n- [Demola-projektityö I](course) entire name\n- [Media and Cultural Industries](course) whole name\n- [Palvelut ja hyvinvointivaltion murros](course) meaning\n- What does [Musiikin soveltava projekti - Yhteisöllinen musiikillinen projekti](course) mean\n- What means [Toisen vuoden opiskelijoiden info-tilaisuus](course)\n- I want to know what [Political Institutions and Processes (book exam/essay)](course) means\n- I want to know what [Finnish Education System - Seminar](course) actually means\n- What is the meaning of [Espanja I](course)\n- [Stem Cells Laboratory Course](course) meaning\n- True name of [Tekoälyn filosofia](course)\n- Real name of [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](course)\n- Which course is [Sanaston tuntemus/Ordkunskap](course)\n- What [TECHS3](course) means\n- I want to know what [History, Culture and Literature: Culture and Literature](course) stands for\n- I want to know the full name of course code [Eheyttävä musiikkikasvatus - Soitinrakennus](course)\n- I want to know the whole name of [Viron peruskurssi](course)\n- I want to know the name of [Orientoivat opinnot, HOPS](course)\n- What is the name of [Semantiikka ja pragmatiikka / Sémantique et pragmatique](course)\n- [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course) name\n- [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course) name is\n- [Orientoivat opinnot - Alkuorientaatio](course) name full\n- [Kommunikationstraining II](course) complete name\n- [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](course) name actual\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](course) whole name\n- What is name [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](course)\n- The name of [Graduseminaari, alkava (Kaarninen)](course)\n- Name [Orientoivat opinnot - Tiedonhankintataidot I (MTT)](course)\n- What is the full name of [Old and New Classics of Political Theory (book exam/essay)](course)\n- What is [Graduvauhditus](course) called\n- What is the course code [Visual Peace Research](course) called\n- What course is [Latinalaisen Amerikan historia ja kirjallisuus - Historia y literatura de Latinoamérica](course)\n- [Äänen tutkimus ja kuntoutus](course) named\n- What's [POISTA TÄMÄ! Solun biokemia ja molekyylibiologia](course) named\n- Name of [Johdatus matematiikkaan ja tilastotieteeseen](course)\n- Tell me the name of [Finnish Elementary Course 3](course)\n- Say the name of [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course)\n- The whole name of [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](course)\n- [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen 3.vsk](course) full name\n- [Epidemiologian perusteet](course) entire name\n- [Lasten arviointi](course) whole name\n- [WWW Programming](course) meaning\n- What does [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](course) mean\n- What means [Terveystiedon didaktiikan perusteet](course)\n- I want to know what [History, Culture and Literature: History](course) means\n- I want to know what [Kansainvälisen politiikan johdantokurssi (kirjatentti)](course) actually means\n- What is the meaning of [Teknologiakasvatus - Teknologia](course)\n- [Advanced International Relations Research Methods (book exam/essay)](course) meaning\n- True name of [Asiakirjatiedon organisointi- ja kuvailumenetelmät](course)\n- Real name of [Urban Inequalities](course)\n- Which course is [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- What [TECHS3](course) means\n- I want to know what [Sosiaalitieteiden kvantitatiiviset tutkimusmenetelmät (verkkokurssi)](course) stands for\n- I want to know the full name of course code [Kielioppi II (venäjänkieliset opiskelijat)](course)\n- I want to know the whole name of [Sustainable business practices (Lectures)](course)\n- I want to know the name of [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](course)\n- What is the name of [Seminaari](course)\n- [Ryhmät ja ryhmien väliset suhteet](course) name\n- [Poliittinen viestintä - verkkosuorituksena](course) name is\n- [Research Ethics](course) name full\n- [Structure of English I - Phonology and Pronunciation I](course) complete name\n- [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course) name actual\n- [Julkisoikeuden perusteet](course) whole name\n- What is name [Experimental animal course](course)\n- The name of [Valtio-opin teoriat (kirjatentti/essee)](course)\n- Name [Advanced International Relations Research Methods (book exam/essay)](course)\n- What is the full name of [Introduction to Bayesian Analysis 2](course)\n- What is [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](course) called\n- What is the course code [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](course) called\n- What course is [Tieteellinen kirjoittaminen](course)\n- [Development, Education and Lifecourse](course) named\n- What's [Terveys ja yhteiskuntapolitiikka](course) named\n- Name of [Master's Thesis Seminar (2nd year students)](course)\n- Tell me the name of [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](course)\n- Say the name of [Johdatus kirjallisuuden poetiikkaan](course)\n- The whole name of [Kandidaattiseminaari](course)\n- [Games and Internet in Society](course) full name\n- [Education in Developing Countries: Problems and Possible Solutions - Seminar](course) entire name\n- [Lähtötasokoe / Schwellentest](course) whole name\n- [Empiiristen tutkimusmenetelmien yleisesitykset (kirjatentti/essee)](course) meaning\n- What does [Research Methods in HTI](course) mean\n- What means [Cultural Conversations](course)\n- I want to know what [Julkisen talousjohtamisen tietojärjestelmät](course) means\n- I want to know what [Vertaisohjaus tietojenkäsittelytieteissä (kevät)](course) actually means\n- What is the meaning of [Tekstiklinikka tutkielman kirjoittajille](course)\n- [Tekstiklinikka tutkielman kirjoittajille](course) meaning\n- True name of [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](course)\n- Real name of [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course)\n- Which course is [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](course)\n- What [TECHS3](course) means\n- I want to know what [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Design-tutkimus](course) stands for\n- I want to know the full name of course code [Syntaxe du français/ Ranskan syntaksi](course)\n- I want to know the whole name of [A seminar on theoretical social research: Schmitt, Arendt, and The Political](course)\n- I want to know the name of [Hydrogel Journal Club](course)\n- What is the name of [Representations and Identities](course)\n- [Liike- ja työsopimukset](course) name\n- [Venäjä II](course) name is\n- [Asiantuntijuus ja tietopalvelujen kehittäminen](course) name full\n- [Institutions, Innovation and Economic Renewal](course) complete name\n- [Internship or work placement](course) name actual\n- [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Pori](course) whole name\n- What is name [Makrotalousteorian jatkokurssi II](course)\n- The name of [Foundations of English Business Communication](course)\n- Name [Introduction to computational biology](course)\n- What is the full name of [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](course)\n- What is [Työhyvinvointi](course) called\n- What is the course code [POISTA TÄMÄ! Solun biologian perusteet](course) called\n- What course is [Julkissektorin instituutioiden talous (monimuoto-opetus)](course)\n- [Opetus, ohjaus, oppiminen - Luennot (1 op) EDUn opiskelijoille TAI luennot (1 op) ja kirjatentti (4 op) opintojakson valinnaisena suorittaville](course) named\n- What's [Yhteiskunnan mittaaminen](course) named\n- Name of [Statistical Inference 1](course)\n- Tell me the name of [Introduction to Formal Specification](course)\n- Say the name of [The Employment Protection in Russia](course)\n- The whole name of [Orientaatiopäivä väitöskirjatutkijoille](course)\n- [Methods in Text and Discourse Analysis](course) full name\n- [Työn taloustiede](course) entire name\n- [Environmental History and Cultural Ecology of Russia (VENS20)](course) whole name\n- [Kandidaattiseminaari ja tutkielma (taloustiede) - syksy 2018](course) meaning\n- What does [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Seinäjoki](course) mean\n- What means [Asiantuntemus ja arjen ympäristöpolitiikka](course)\n- I want to know what [Kielen kehitys / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) means\n- I want to know what [Comparative Education - book exam](course) actually means\n- What is the meaning of [Ranska II](course)\n- [Vahinkoriskien vakuuttaminen](course) meaning\n- True name of [Tieteellinen kirjoittaminen](course)\n- Real name of [Comparative Research in Social Policy](course)\n- Which course is [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- What [TECHS3](course) means\n- I want to know what [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course) stands for\n- I want to know the full name of course code [Dialogue: Constructive Talk at Work](course)\n- I want to know the whole name of [Rahoitusoikeus](course)\n- I want to know the name of [Tutkimustyötä tukevat tohtoriopinnot (tietojenkäsittelyoppi)](course)\n- What is the name of [Kielen opettaminen / Fremdsprachenlehren](course)\n- [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](course) name\n- [Saksa I](course) name is\n- [Oppimispelien käyttö ja evaluaatio](course) name full\n- [Valinnainen jakso: Tiedeviestinnän projekti](course) complete name\n- [Asiantuntijan puheviestintä ja vuorovaikutus (3. periodi)](course) name actual\n- [Tilastomenetelmien perusteet, iltaryhmä](course) whole name\n- What is name [Terveystieteiden laadulliset tutkimusmenetelmät, hoitotieteen opiskelijoille](course)\n- The name of [Sukupuolentutkimus](course)\n- Name [Terveystiedon asiantuntijuus (sähköinen tentti)](course)\n- What is the full name of [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](course)\n- What is [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC) online](course) called\n- What is the course code [Tulkkauksen teoria](course) called\n- What course is [Gene Expression](course)\n- [Sisäinen valvonta ja sisäinen tarkastus](course) named\n- What's [BMT-61227 Medical Biomaterials](course) named\n- Name of [Institutions, Innovation and Economic Renewal (NORDIG)](course)\n- Tell me the name of [Variety in Present-day English](course)\n- Say the name of [Liikunta - Liikuntapedagogiikka perusopetuksessa A - 2. vsk](course)\n- The whole name of [Conflicts over the Use of Natural Resources and the Environment](course)\n- [Todennäköisyyslaskenta](course) full name\n- [Orientation - General Orientation Course for International Students](course) entire name\n- [Perintö-, lahja- ja varainsiirtoverotus](course) whole name\n- [Orientaatiopäivä väitöskirjatutkijoille](course) meaning\n- What does [EU External Relations: Security, Economy and Values (book exam/essay)](course) mean\n- What means [Personal Study Planning](course)\n- I want to know what [Tekoälyn filosofia](course) means\n- I want to know what [Rekisteritutkimukset](course) actually means\n- What is the meaning of [Tieteellinen kirjoittaminen](course)\n- [Tietotekniikkataidot (syksy)](course) meaning\n- True name of [Nuorisotyön harjoittelu](course)\n- Real name of [Advanced English Business Communication](course)\n- Which course is [Kulutuksen ja ostokäyttäytymisen teoria](course)\n- What [TECHS3](course) means\n- I want to know what [Advanced Project Studies](course) stands for\n- I want to know the full name of course code [Filosofian työpaja](course)\n- I want to know the whole name of [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course)\n- I want to know the name of [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](course)\n- What is the name of [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](course)\n- [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](course) name\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) name is\n- [Foundations of English Business Communication (RPL) / näyttökoe](course) name full\n- [Creative Writing in English](course) complete name\n- [Kommunikationstraining I](course) name actual\n- [Tutkimustyön perusteet - b) Tutkimusmenetelmät](course) whole name\n- What is name [Lasten ja nuorten neuropsykologien kuntoutus](course)\n- The name of [Kandidaatin tutkielma ja seminaari (kurssi alkanut keväällä 2018 Hoitotieteen opiskelijoille)](course)\n- Name [Talous - politiikka - kulttuuri -lukupiiri](course)\n- What is the full name of [Environmental History and Cultural Ecology of Russia (VENS20)](course)\n- What is [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](course) called\n- What is the course code [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](course) called\n- What course is [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course)\n- [Johdatus kääntäjän suomen opintoihin](course) named\n- What's [Kansainvälinen talous](course) named\n- Name of [Tekstitaidot](course)\n- Tell me the name of [Practical Observation and Reflection of ECEC - Observation, written tasks, report](course)\n- Say the name of [International Business Law](course)\n- The whole name of [Tuutorivastaavana toimiminen](course)\n- [Feministiset politiikat ja asiantuntijuus](course) full name\n- [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course) entire name\n- [Foundations of Ecological Economics](course) whole name\n- [Basics I: Basics of Czech language I](course) meaning\n- What does [Orientoivat opinnot - Tiedonhankintataidot I (MTT)](course) mean\n- What means [Tragedy of the Commons? Problems and Solutions](course)\n- I want to know what [Ruotsin kielen kirjallinen ja suullinen viestintä](course) means\n- I want to know what [Varhaismoderni yhteiskunta](course) actually means\n- What is the meaning of [Terveystieteiden laadulliset tutkimusmenetelmät](course)\n- [Todennäköisyyslaskenta](course) meaning\n- True name of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop.](course)\n- Real name of [SGN-53007 Computational Diagnostics](course)\n- Which course is [Aikuiskasvatus ja työelämä, kirjatentti, Pori](course)\n- What [TECHS3](course) means\n- I want to know what [Yhtiöoikeus](course) stands for\n- I want to know the full name of course code [Opetus, ohjaus, oppiminen, verkko-opetus](course)\n- I want to know the whole name of [POISTA TÄMÄ! Solun biokemia ja molekyylibiologia](course)\n- I want to know the name of [Systems biology methods](course)\n- What is the name of [Tutkimus ja teoria](course)\n- [Taloustieteen matematiikka I](course) name\n- [Johdatus tilastotieteeseen](course) name is\n- [Julkisen talousjohtamisen klassikkoteokset (kirjallinen tentti)](course) name full\n- [Ekoterveys, luonto ja ihminen](course) complete name\n- [Maisteriopintojen esittely - SDE](course) name actual\n- [Tila, teknologia ja toiminta: Lukuseminaari: Julkinen toiminta teknoyhteiskunnassa](course) whole name\n- What is name [Radio Project](course)\n- The name of [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course)\n- Name [Foundations of English Business Communication](course)\n- What is the full name of [Sukukieli: norska](course)\n- What is [Käytännön opetus ja ohjaus - STYA3B1 Taitoseminaari](course) called\n- What is the course code [Poliittiset aatteet ja ideologiat (kirjatentti)](course) called\n- What course is [Kokemuksen historia: tavoitteet ja menetelmät](course)\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC) online](course) named\n- What's [Musiikin perusteet / Harjoitukset - 1.vsk](course) named\n- Name of [Toimintatutkimus hyvinvointipalvelujen kehittämisessä](course)\n- Tell me the name of [Internationalisation in Education - (Tampere Summer School 2018)](course)\n- Say the name of [Kasvatuksen ja koulutuksen järjestelmät](course)\n- The whole name of [Lokalisoinnin peruskurssi](course)\n- [Games and Internet in Society](course) full name\n- [Postcolonial Literature](course) entire name\n- [Johdatus yrittäjyyteen](course) whole name\n- [KV-tuutorina toimiminen](course) meaning\n- What does [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](course) mean\n- What means [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- I want to know what [Ranskan yhteiskunta II/Société française II](course) means\n- I want to know what [Perhe ja tunteet](course) actually means\n- What is the meaning of [OASIS Key Master 2018-2019](course)\n- [Moniulotteinen markkinointi](course) meaning\n- True name of [Practical Programming in Python](course)\n- Real name of [Human-Centered Product Development (TUT/IHTE)](course)\n- Which course is [Perehdyttäminen tietotekniikan alkeisiin (kevät)](course)\n- What [TECHS3](course) means\n- I want to know what [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](course) stands for\n- I want to know the full name of course code [Vakuutustoiminnan periaatteet ja johtaminen](course)\n- I want to know the whole name of [Cancer Biology](course)\n- I want to know the name of [Tutkielmaseminaari - Seminaari](course)\n- What is the name of [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course)\n- [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course) name\n- [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course) name is\n- [Talous ja yhteiskunta](course) name full\n- [User Experience in Robotics (TUT/IHTE)](course) complete name\n- [Tila, teknologia ja toiminta](course) name actual\n- [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](course) whole name\n- What is name [Representations and Identities - kirjatentti/essee](course)\n- The name of [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](course)\n- Name [Tekninen kirjoittaminen (suomi)](course)\n- What is the full name of [Markkina- ja immateriaalioikeus](course)\n- What is [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Luennot - 1.vsk](course) called\n- What is the course code [Kielen kehitys](course) called\n- What course is [Nordic Model: Nordic Welfare Societies](course)\n- [Perusharjoittelu B - Ohjattu opetusharjoittelu](course) named\n- What's [Orientation - Orientation to studying in the Software Development programme](course) named\n- Name of [Master's Thesis Seminar / Internet and Game Studies](course)\n- Tell me the name of [Paikallisen hallinnan teoriat - Lukupiiri](course)\n- Say the name of [Rakenteinen dokumentaatio ja DITA](course)\n- The whole name of [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course)\n- [Macroprudential Policy and Financial Stability](course) full name\n- [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](course) entire name\n- [Tutkielmaseminaari - Seminaari](course) whole name\n- [Studia generalia: Lastenkirja kääntäjän kädessä](course) meaning\n- What does [Literary Theory and Methodology](course) mean\n- What means [Filosofian työpaja](course)\n- I want to know what [Visuaalisen journalismin perusteet, luennot](course) means\n- I want to know what [Tieteellinen kirjoittaminen](course) actually means\n- What is the meaning of [Agenda-Setting in Public Policy (POMLFCS1)](course)\n- [BMT-61227 Medical Biomaterials](course) meaning\n- True name of [Biologia ja ympäristötieto - Biologian kenttäkurssi - 2. vsk (1-2. ryhmät Hyytiälä)](course)\n- Real name of [Cultural Diversity in Education and at Work - (autumn)](course)\n- Which course is [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course)\n- What [TECHS3](course) means\n- I want to know what [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, I-periodi](course) stands for\n- I want to know the full name of course code [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course)\n- I want to know the whole name of [Budgeting and capital budgeting (online course)](course)\n- I want to know the name of [Talouselämän käännösviestinnän seminaari venäjä-suomi](course)\n- What is the name of [Kielen opettaminen / Fremdsprachenlehren](course)\n- [Työeläkejärjestelmät](course) name\n- [Management and organizations I (literature)](course) name is\n- [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course) name full\n- [Sosiaalisen median yhteisöt: menetelmällisiä ratkaisuja määrällisestä laadulliseen](course) complete name\n- [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (1. periodi)](course) name actual\n- [Yksilön työhyvinvointi](course) whole name\n- What is name [Asiakirjatiedon normivaatimukset](course)\n- The name of [Writing for Research](course)\n- Name [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](course)\n- What is the full name of [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](course)\n- What is [Studia generalia: Lastenkirja kääntäjän kädessä](course) called\n- What is the course code [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course) called\n- What course is [SGN-53007 Computational Diagnostics](course)\n- [Writing Research Grant Proposals](course) named\n- What's [Ruotsin kielen kirjallinen ja suullinen viestintä](course) named\n- Name of [Ranska II](course)\n- Tell me the name of [Kansainvälisen oikeuden peruskurssi](course)\n- Say the name of [Suullinen viestintä I/Muntlig kommunikation I](course)\n- The whole name of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](course)\n- [Tendances de la littérature française moderne/Ranskalaisen nykykirjallisuuden suuntauksia](course) full name\n- [Tutkimusseminaari ja pro gradu -tutkielma - Tutkimusseminaari](course) entire name\n- [Master´s Thesis and Seminar - for the group that started in 2018](course) whole name\n- [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (hoitotieteen opiskelijoille)](course) meaning\n- What does [Fonetiikan perusopintojen harjoitustyö](course) mean\n- What means [Orientation and Study Planning](course)\n- I want to know what [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Kuuntelukasvatus](course) means\n- I want to know what [Advanced Microscopy](course) actually means\n- What is the meaning of [Political Systems (book exam/essay)](course)\n- [Teaching, Pedagogical Facilitating, Learning](course) meaning\n- True name of [Introduction to Bayesian Analysis 2](course)\n- Real name of [Yritysjuridiikan case-kurssi](course)\n- Which course is [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](course)\n- What [TECHS3](course) means\n- I want to know what [Finnish Elementary Course 2 (taught in 4. period)](course) stands for\n- I want to know the full name of course code [Antiikin ja keskiajan ryhmä](course)\n- I want to know the whole name of [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](course)\n- I want to know the name of [Requirements Engineering](course)\n- What is the name of [Regression analysis](course)\n- [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course) name\n- [Johtamisen ja organisaatioiden perusteet](course) name is\n- [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](course) name full\n- [Studia generalia: Lastenkirja kääntäjän kädessä](course) complete name\n- [Tiedonhaun perusteet](course) name actual\n- [Ethnographic Research](course) whole name\n- What is name [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](course)\n- The name of [Journalismin tulevaisuus, luennot](course)\n- Name [Musiikin perusteet / Harjoitukset - 1.vsk](course)\n- What is the full name of [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- What is [Maisteriopintojen opintosuuntiin johdattava kirjallisuus](course) called\n- What is the course code [Kandidaattiseminaari](course) called\n- What course is [Finnish Survival Course (Tampere Summer School 2018)](course)\n- [Tilastotieteen perusteet](course) named\n- What's [Valinnainen jakso: Tiedeviestinnän käytänteet](course) named\n- Name of [Kulutuksen ja ostokäyttäytymisen teoria](course)\n- Tell me the name of [Sosiaalityö terveydenhuollossa](course)\n- Say the name of [Hydrogel Journal Club](course)\n- The whole name of [Liikekirjanpito ja tilinpäätös](course)\n- [Kandidaattiseminaari](course) full name\n- [Espanja III](course) entire name\n- [Diskutera som specialist](course) whole name\n- [Finlaysonin kielimaailmat](course) meaning\n- What does [Kognitiivinen neurotiede I (avoin yliopisto)](course) mean\n- What means [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](course)\n- I want to know what [Maisteriopintojen esittely - HTI (in Finnish)](course) means\n- I want to know what [Valtiosääntöoikeuden syventävä jakso](course) actually means\n- What is the meaning of [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](course)\n- [Johdatus historiantutkimukseen (verkkokurssi)](course) meaning\n- True name of [KEB-61410 Laaja kemia 1](course)\n- Real name of [Kaupungistuva maailma: Kaupungit ja kaupunkilaisuus 1800-luvulta nykypäivään](course)\n- Which course is [Verkkojulkaiseminen](course)\n- What [TECHS3](course) means\n- I want to know what [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course) stands for\n- I want to know the full name of course code [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- I want to know the whole name of [Terveystiedon perusteet](course)\n- I want to know the name of [Julkisen talousjohtamisen näkökulmia](course)\n- What is the name of [Etnografinen tutkimusprosessi](course)\n- [Aluetalous ja kaupunkitalous](course) name\n- [Conflict Resolution (book exam/essay)](course) name is\n- [Transcultural perspectives in developing media education](course) name full\n- [Matemaattiset aineet - Koulugeometria - 2 vsk](course) complete name\n- [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](course) name actual\n- [Ainedidaktiikka I](course) whole name\n- What is name [Orientoivat opinnot ja HOPS (kirjallisuustiede)](course)\n- The name of [Tekstianalyysi - Luennot](course)\n- Name [Antiikin ja keskiajan ryhmä](course)\n- What is the full name of [Theatre, Society, and Politics 1660-1760](course)\n- What is [EU Financial Management](course) called\n- What is the course code [PhD by publication: writing integrative chapter](course) called\n- What course is [Conflicts over the Use of Natural Resources and the Environment](course)\n- [Geometria](course) named\n- What's [Suunnittelu ja kehittäminen hoitotyön johtamisessa](course) named\n- Name of [Sosiaalioikeus I](course)\n- Tell me the name of [Graduvauhditus](course)\n- Say the name of [Medioitu vuorovaikutus](course)\n- The whole name of [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- [Vakuutustoiminnan periaatteet ja johtaminen](course) full name\n- [Tissue biology](course) entire name\n- [Espanja I](course) whole name\n- [Kansallisen ja Euroopan tason vuorovaikutus (kirjatentti/essee)](course) meaning\n- What does [Ranska IV](course) mean\n- What means [Business Ethics (Independent study)](course)\n- I want to know what [Introduction to R (Tampere Summer School 2018)](course) means\n- I want to know what [Monikulttuurinen kirjallisuus Suomessa](course) actually means\n- What is the meaning of [Valtio-opin johdantokurssi (kirjatentti)](course)\n- [Vero-oikeuden perusteet](course) meaning\n- True name of [Shakespeare: Past and Present](course)\n- Real name of [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](course)\n- Which course is [Kasvatuksen historialliset ja filosofiset lähtökohdat - Luennot ja kirjallisuus](course)\n- What [TECHS3](course) means\n- I want to know what [Puhe- ja nielemistoimintojen tutkimus ja kuntoutus](course) stands for\n- I want to know the full name of course code [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](course)\n- I want to know the whole name of [Finnish Elementary Course 1 (taught in 1. & 2. period)](course)\n- I want to know the name of [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- What is the name of [Käännösviestintä I - Käännösviestintä I englanti-suomi](course)\n- [Tutkimusseminaari ja pro gradu -tutkielma](course) name\n- [Matematiikan peruskäsitteitä](course) name is\n- [Tilintarkastus I](course) name full\n- [Sosiaalitieteiden kvalitatiiviset tutkimusmenetelmät (verkkokurssi)](course) complete name\n- [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course) name actual\n- [Mediatutkimuksen valinn. jakso: Ääni, teknologia ja kulttuuri](course) whole name\n- What is name [Kielitieto ja -taito - Käännös-, rakenne- ja sanastoharjoitukset II Sprachwissen und Sprachfertigkeiten: Kontrastive Text- und Wortschatzübungen](course)\n- The name of [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](course)\n- Name [Management Accounting and Human Behaviour](course)\n- What is the full name of [Tutkiva opiskelu](course)\n- What is [Rekisteritutkimukset](course) called\n- What is the course code [Konfliktinratkaisu (kirjatentti/essee)](course) called\n- What course is [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](course)\n- [Graduseminaari, jatkava (Niemi)](course) named\n- What's [Business Writing](course) named\n- Name of [Kuntien ja alueiden kansainväliset hallintasuhteet](course)\n- Tell me the name of [Johdatus kielitieteeseen / Initiation à la linguistique](course)\n- Say the name of [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](course)\n- The whole name of [Strategic Management Accounting and Control](course)\n- [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course) full name\n- [Median ja politiikan välinen suhde](course) entire name\n- [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](course) whole name\n- [Riskienhallinta- ja vakuutuscaset](course) meaning\n- What does [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](course) mean\n- What means [Development, Education and Lifecourse](course)\n- I want to know what [Genetics and Pathogenesis of Common Killers](course) means\n- I want to know what [Venäjän kielen rakenne - Tekstin ymmärtäminen II](course) actually means\n- What is the meaning of [Emotions and Sociality in Human-Technology Interaction](course)\n- [Lesen, Verstehen, Schreiben](course) meaning\n- True name of [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](course)\n- Real name of [Tutkimusetiikka](course)\n- Which course is [Advanced Course in Microeconomics I](course)\n- What [TECHS3](course) means\n- I want to know what [Biostatistiikka ja tilastollinen tietojenkäsittely](course) stands for\n- I want to know the full name of course code [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](course)\n- I want to know the whole name of [Kandidaattitutkielma ja seminaari (matematiikka) - LaTeX-opinnot](course)\n- I want to know the name of [Games and Internet in Society](course)\n- What is the name of [Tekoäly ja vakuutustoiminta](course)\n- [Kvalitatiiviset menetelmät](course) name\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](course) name is\n- [Verkkopalvelujen informaatioarkkitehtuuri](course) name full\n- [Valinnainen jakso: Valokuva historian tekijänä - luennot](course) complete name\n- [Proseminaari](course) name actual\n- [Political Ideologies (book exam)](course) whole name\n- What is name [Orientoivat opinnot - Alkuorientaatio](course)\n- The name of [Bioinformatics tools (autumn 2018)](course)\n- Name [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](course)\n- What is the full name of [Lehti- ja verkkojournalismi](course)\n- What is [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) called\n- What is the course code [Viron peruskurssi](course) called\n- What course is [Vakuutuslaitosten sijoitustoiminta](course)\n- [Terveys, tieto, asiantuntijuus](course) named\n- What's [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](course) named\n- Name of [Vakuutuksen ja riskienhallinnan erikoistumisosa](course)\n- Tell me the name of [Kandidaattitutkielma ja seminaari (tilastotiede)](course)\n- Say the name of [Viron jatkokurssi](course)\n- The whole name of [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](course)\n- [Kirjallinen viestintä II/Skriftlig kommunikation II](course) full name\n- [Sote ja sosiaalipolitiikka](course) entire name\n- [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, syksy 2018)](course) whole name\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat, verkko-opetus](course) meaning\n- What does [Environmental History and Cultural Ecology of Russia (VENS20)](course) mean\n- What means [ATLAS.ti laadullisen analyysin tukena](course)\n- I want to know what [Espanjan kielioppi II/Gramática española II](course) means\n- I want to know what [Kuntien ja alueiden kansainväliset hallintasuhteet](course) actually means\n- What is the meaning of [Lasten oikeuspsykologia](course)\n- [Terveydenhuollon koulutuspolitiikka](course) meaning\n- True name of [Media maailmassa - verkkokurssi](course)\n- Real name of [Henkilöstöjohtaminen](course)\n- Which course is [Latinan jatkokurssi](course)\n- What [TECHS3](course) means\n- I want to know what [Kuvanprosessointi / Digital Image Processing](course) stands for\n- I want to know the full name of course code [Käännösten suomi](course)\n- I want to know the whole name of [Valinnainen jakso: Valokuva historian tekijänä - työpaja](course)\n- I want to know the name of [Terveyden edistämisen perusteet](course)\n- What is the name of [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course)\n- [Cultural Conversations](course) name\n- [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](course) name is\n- [Kandidaattiseminaari (Nenonen)](course) name full\n- [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](course) complete name\n- [Business, Society and Nature (Independent study) Autumn 2018](course) name actual\n- [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](course) whole name\n- What is name [Latinan kielen alkeiskurssi](course)\n- The name of [Distributed Systems](course)\n- Name [Management Accounting and Human Behaviour](course)\n- What is the full name of [Urban Inequalities](course)\n- What is [Julkistalouden jatkokurssi](course) called\n- What is the course code [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](course) called\n- What course is [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](course)\n- [Kielen kehitys](course) named\n- What's [The Theory and Method of International Relations (seminar) (book exam)](course) named\n- Name of [Perusharjoittelu A - Ohjattu opetusharjoittelu](course)\n- Tell me the name of [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](course)\n- Say the name of [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course)\n- The whole name of [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](course)\n- [Valtio-opin maisteriseminaari](course) full name\n- [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) entire name\n- [History, Culture and Literature: Culture and Literature](course) whole name\n- [Eheyttävä musiikkikasvatus - Musiikkiteknologia](course) meaning\n- What does [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](course) mean\n- What means [Tekstianalyysi - Harjoitukset](course)\n- I want to know what [Valinnainen jakso: Työpaja: Tulevaisuuden kaupunki](course) means\n- I want to know what [Työyhteisöjen muutos ja kehittäminen](course) actually means\n- What is the meaning of [Poliittinen filosofia (kirjatentti/essee)](course)\n- [Developing and implementing European Public Sector Accounting modules](course) meaning\n- True name of [Työelämäviestinnän tutkimus- tai kehityshanke](course)\n- Real name of [Kielioppi II (suomenkieliset opiskelijat)](course)\n- Which course is [Monikieliset tekstikorpukset (verkkokurssi)](course)\n- What [TECHS3](course) means\n- I want to know what [Pro gradu -seminaari ja -tutkielma](course) stands for\n- I want to know the full name of course code [Laajentava harjoittelu](course)\n- I want to know the whole name of [Oikeus ja politiikka](course)\n- I want to know the name of [Managing Research Information](course)\n- What is the name of [Orientation - General Orientation Course for International Students](course)\n- [Lasten arki suomalaisessa yhteiskunnassa / Harjoitukset - 1.vsk](course) name\n- [Oppimisyhteisöt ja vuorovaikutus, kirjatentti](course) name is\n- [Asiakirjatiedon normivaatimukset](course) name full\n- [Human-Technology Interaction Project Work](course) complete name\n- [Sosiaaliantropologian teoreettinen ajattelu](course) name actual\n- [Tiedon organisointi ja informaatioarkkitehtuuri](course) whole name\n- What is name [Introduction to Cultural Psychology](course)\n- The name of [Jatkokoulutusseminaari](course)\n- Name [Journalism Start-Ups and Enterpreneurialism](course)\n- What is the full name of [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](course)\n- What is [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](course) called\n- What is the course code [Kuvataidekasvatus / Luennot - 2.vsk](course) called\n- What course is [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](course)\n- [Puolueet ja vaalit (kirjatentti/essee)](course) named\n- What's [Knowledge Discovery](course) named\n- Name of [Yrityksen taloustieteellisen tutkimuksen perusteet](course)\n- Tell me the name of [Parametric and Non-Parametric Statistics](course)\n- Say the name of [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course)\n- The whole name of [Innovation Project (Spring term 2018-III)](course)\n- [Tilastollisen tutkimuksen perusteet](course) full name\n- [Draama - 2 vsk opinnot ja 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat (pienryhmäopetus)](course) entire name\n- [Vuorovaikutus ja tekstit S2-näkökulmasta](course) whole name\n- [Äänne- ja muoto-oppi](course) meaning\n- What does [Sosiaalityön harjoittelu + kehittämistyön harjoittelu - STYS2B2 Harjoitteluseminaari](course) mean\n- What means [Finnish Reading Comprehension and Conversation Course 2 (taught in Finnish)](course)\n- I want to know what [Johdatus yrittäjyyteen](course) means\n- I want to know what [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](course) actually means\n- What is the meaning of [Vero-oikeuden case-kurssi](course)\n- [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](course) meaning\n- True name of [Julkisen hallinnon reformit ja muutos](course)\n- Real name of [Introduction to Education in Finland - Lectures, observation, essay and learning diary](course)\n- Which course is [Orientation Course - General Orientation Course for International Students](course)\n- What [TECHS3](course) means\n- I want to know what [Kansainvälinen yhteisö (kirjatentti/essee)](course) stands for\n- I want to know the full name of course code [Kirjallinen viestintä II/Skriftlig kommunikation II](course)\n- I want to know the whole name of [Seminaari (Seppänen)](course)\n- I want to know the name of [Kuluttajakäyttäytyminen](course)\n- What is the name of [Kirjoitusviestintä / COMS](course)\n- [Kirjallisuus ja tunteet](course) name\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](course) name is\n- [Feministinen tietäminen](course) name full\n- [Johtamisen ja julkisen politiikan tutkimus ja ajankohtaiset kysymykset](course) complete name\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](course) name actual\n- [Oman äänen analyysi ja harjoittaminen](course) whole name\n- What is name [Historiateoria](course)\n- The name of [Median ja politiikan välinen suhde](course)\n- Name [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](course)\n- What is the full name of [Opintopiiri](course)\n- What is [Qualitative Research Methods and Comparative Research Design](course) called\n- What is the course code [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](course) called\n- What course is [Julkisoikeuden syventävä tutkimusjakso](course)\n- [Tiivistämisen taito](course) named\n- What's [Intercultural Communication](course) named\n- Name of [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course)\n- Tell me the name of [Monikielinen käännöstyöpaja](course)\n- Say the name of [Tekniikan käännösviestinnän seminaari englanti-suomi](course)\n- The whole name of [Johdatus yrittäjyyteen](course)\n- [Sosiaalityön harjoittelu](course) full name\n- [Kaupungistuva maailma: Kaupungit ja kaupunkilaisuus 1800-luvulta nykypäivään](course) entire name\n- [Tieteenfilosofiaa kasvatustieteen näkökulmasta](course) whole name\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](course) meaning\n- What does [Institutions, Innovation and Economic Renewal](course) mean\n- What means [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 1.vsk:n monimuotoryhmien opiskelijoille](course)\n- I want to know what [Current Issues in Speech Communication (Puheviestintä tieteenä jatkuu)](course) means\n- I want to know what [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](course) actually means\n- What is the meaning of [Vähittäiskaupan konseptit](course)\n- [Ranskan yhteiskunta I / Société française I](course) meaning\n- True name of [Aineopintojen valinnainen jakso: Organisaatioviestintä](course)\n- Real name of [Klassinen länsimainen kertomakirjallisuus](course)\n- Which course is [Puheviestinnän tutkimuskurssi](course)\n- What [TECHS3](course) means\n- I want to know what [Tutkimustyön perusteet - c) Tutkimusmenetelmien erityiskysymyksiä](course) stands for\n- I want to know the full name of course code [Työoikeuden syventävä opintojakso](course)\n- I want to know the whole name of [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- I want to know the name of [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](course)\n- What is the name of [Introduction to Political Science (book exam)](course)\n- [Tietokantojen perusteet](course) name\n- [Vähittäiskaupan konseptit](course) name is\n- [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti](course) name full\n- [Writing for Research](course) complete name\n- [Game Theory/Advanced Course in Microeconomics](course) name actual\n- [Kiina III](course) whole name\n- What is name [Sosiaalitieteiden kvantitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- The name of [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), syksy](course)\n- Name [Preparatory Course in Communicative Skills](course)\n- What is the full name of [Kandidaatintutkielmaseminaari - Seminaari](course)\n- What is [Johdatus www-tekniikoihin](course) called\n- What is the course code [Makrotalousteoria I](course) called\n- What course is [Eheyttävä temaattinen loppuprojekti - projekti/käytännön työ ja portfolio](course)\n- [Management Accounting and Human Behaviour](course) named\n- What's [Personal Study Planning](course) named\n- Name of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course)\n- Tell me the name of [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- Say the name of [Romanian kielen jatkokurssi II / Advanced Course II in Romanian](course)\n- The whole name of [Writing Research Grant Proposals](course)\n- [Suomen turvallisuuspolitiikan historia ja tulevaisuus -luentosarja](course) full name\n- [Advanced Course in Corporate Finance](course) entire name\n- [Tietokantaohjelmointi](course) whole name\n- [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](course) meaning\n- What does [Graduseminaari / Henttonen](course) mean\n- What means [Tutkiva opiskelu](course)\n- I want to know what [Lainvalmistelu ja vaikutusten arviointi](course) means\n- I want to know what [Ranska III](course) actually means\n- What is the meaning of [Inclusiveness in Local Innovation Environments](course)\n- [Foundations of Ecological Economics](course) meaning\n- True name of [Finnish Survival Course](course)\n- Real name of [Systemaattinen tiedonhaku hoitotieteessä](course)\n- Which course is [Vuorovaikutussuhteiden konsultointi](course)\n- What [TECHS3](course) means\n- I want to know what [Yrityksen johtamisen perusteet](course) stands for\n- I want to know the full name of course code [Seminaari (Seppänen)](course)\n- I want to know the whole name of [Harjoittelu / Varhaiskasvatus](course)\n- I want to know the name of [Master's Seminar and Thesis](course)\n- What is the name of [Graduseminaari, alkava (Kaarninen)](course)\n- [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](course) name\n- [Behavioral Finance](course) name is\n- [Klinikkaharjoittelu](course) name full\n- [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](course) complete name\n- [Saksan kielen valmentava kurssi - Interkulturelles Training](course) name actual\n- [Täydennysilmoittautuminen pro gradu -seminaariin, syksyllä 2018 alkavat ryhmät](course) whole name\n- What is name [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- The name of [Special Issues in Games and Internet Cultures](course)\n- Name [Orientaatio maisteriopintoihin](course)\n- What is the full name of [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- What is [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](course) called\n- What is the course code [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. opiskelijat](course) called\n- What course is [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](course)\n- [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](course) named\n- What's [Recommender Systems](course) named\n- Name of [Työ- ja virkamiesoikeus](course)\n- Tell me the name of [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](course)\n- Say the name of [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- The whole name of [Puheen ja äänen tutkimusharjoittelu - Projekti / käytännön työ](course)\n- [Julkisoikeuden perusteet (järjestäjä TAMK)](course) full name\n- [Eettinen johtajuus](course) entire name\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course) whole name\n- [Conflicts over the Use of Natural Resources and the Environment](course) meaning\n- What does [Tilastotieteen johdantokurssi, iltaryhmä](course) mean\n- What means [Tekstin ymmärtäminen III](course)\n- I want to know what [Uuden ajan alun murroksia](course) means\n- I want to know what [Kielen- ja tekstinhuolto](course) actually means\n- What is the meaning of [Yhtiöoikeus](course)\n- [Gradu-kvantimetodit](course) meaning\n- True name of [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](course)\n- Real name of [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course)\n- Which course is [Professional Writing (online course)](course)\n- What [TECHS3](course) means\n- I want to know what [Media, Information and Democracy](course) stands for\n- I want to know the full name of course code [Johdatus viestintään ja mediaan - verkkokurssi](course)\n- I want to know the whole name of [Kandidaattiseminaari ja -tutkielma (hallintotiede), syksy](course)\n- I want to know the name of [Euroopan unioni ja maailma](course)\n- What is the name of [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](course)\n- [Algebra 1B](course) name\n- [Historian tutkimusprosessi ja historiantutkijan etiikka](course) name is\n- [Current Trends in Leadership](course) name full\n- [Kirjallinen viestintä I - Kirjallinen tuottaminen](course) complete name\n- [Interaction Techniques](course) name actual\n- [Tuutorina toimiminen](course) whole name\n- What is name [Ydinaseet ja kansainvälinen politiikka](course)\n- The name of [Kuvataiteen perusteet - 1.vsk](course)\n- Name [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](course)\n- What is the full name of [Tutkielmaseminaari](course)\n- What is [Käännös suomi-espanja I/Traducción finés-español I](course) called\n- What is the course code [Poverty in the world: Hunger, inequalities and action](course) called\n- What course is [Stem Cells](course)\n- [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](course) named\n- What's [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](course) named\n- Name of [Kielioppi I/Gramática española I](course)\n- Tell me the name of [Teoria- ja metodiopinnot](course)\n- Say the name of [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](course)\n- The whole name of [Current Issues in Speech Communication (Puheviestintä tieteenä jatkuu)](course)\n- [Intercultural Communication](course) full name\n- [Diskurssianalyysi](course) entire name\n- [Fonetiikan perusopintojen harjoitustyö](course) whole name\n- [Teaching, Pedagogical Facilitating, Learning](course) meaning\n- What does [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](course) mean\n- What means [Sosiaalisten riskien hallinta](course)\n- I want to know what [Student supervision in computer sciences](course) means\n- I want to know what [Pro gradu -seminaari ja -tutkielma (hallintotiede) - Seminaari](course) actually means\n- What is the meaning of [Emotions and Sociality in Human-Technology Interaction](course)\n- [Current Approaches in Games and Internet Research](course) meaning\n- True name of [Espanja IV](course)\n- Real name of [Seminaari](course)\n- Which course is [Laadulliset tutkimusotteet](course)\n- What [TECHS3](course) means\n- I want to know what [Johdon laskentatoimen perusteet (avoin yliopisto-opetus)](course) stands for\n- I want to know the full name of course code [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](course)\n- I want to know the whole name of [Kirjoitusviestintä / COMS](course)\n- I want to know the name of [Kielitaito ja kielitaidon arviointi](course)\n- What is the name of [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](course)\n- [Terveyden edistämisen interventiot](course) name\n- [Introduction to Science and Research (spring)](course) name is\n- [English Word Formation](course) name full\n- [Kandidaattiseminaari (Vuolanto)](course) complete name\n- [Työmarkkinat, työvoiman käyttö ja työllisyysturva](course) name actual\n- [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](course) whole name\n- What is name [Sosiaalitieteiden kvantitatiiviset tutkimusmenetelmät (verkkokurssi)](course)\n- The name of [Automaatit I](course)\n- Name [Syventävä projekti, keväällä 2019 alkava](course)\n- What is the full name of [Pelit ja pelillisyys](course)\n- What is [Advanced European Integration Studies (book exam/essay)](course) called\n- What is the course code [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course) called\n- What course is [Finnish Advanced-Level Vocabulary Course (taught in Finnish)](course)\n- [Kielioppi I/Språkets strukturer I](course) named\n- What's [Dialogue: Constructive Talk at Work](course) named\n- Name of [Orientoivat opinnot - HOPS1](course)\n- Tell me the name of [Nuorisotyön harjoittelu](course)\n- Say the name of [Kirjallinen viestintä I/Skriftlig kommunikation I](course)\n- The whole name of [Interaction Techniques](course)\n- [Terveyden edistäminen kansanterveystieteilijöille](course) full name\n- [Orientation](course) entire name\n- [Terveys, arki ja toimijuus](course) whole name\n- [The Liberal Welfare State](course) meaning\n- What does [Phylogenetics](course) mean\n- What means [The Study of World Politics (book exam/essay)](course)\n- I want to know what [Latinalaisen Amerikan historia ja kirjallisuus - Historia y literatura de Latinoamérica](course) means\n- I want to know what [Epidemiologian perusteet](course) actually means\n- What is the meaning of [Käytännön opetus ja ohjaus](course)\n- [Käännösviestintä I - Käännösviestintä I englanti-suomi](course) meaning\n- True name of [Persoonallisuuspsykologia I (avoin yliopisto)](course)\n- Real name of [Kuvan uudet muodot](course)\n- Which course is [Systems biology methods](course)\n- What [TECHS3](course) means\n- I want to know what [Tutkimustyön perusteet (teemalla Verkostot ja somevaikuttaminen Twitterissä)](course) stands for\n- I want to know the full name of course code [Kielioppi II](course)\n- I want to know the whole name of [Global Humanitarianism and its Critics (POMLFCS3)](course)\n- I want to know the name of [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course)\n- What is the name of [SUOS1](course)\n- [KATTAS12](course) name\n- [KATJOA13](course) name is\n- [KASP4](course) name full\n- [LTLY16](course) complete name\n- [TIEP1](course) name actual\n- [ITIS22](course) whole name\n- What is name [PSYP2](course)\n- The name of [KATTAS21B](course)\n- Name [KASLOE6.1](course)\n- What is the full name of [ENGS22-24](course)\n- What is [KASLOE7.2](course) called\n- What is the course code [JKKYTVA13](course) called\n- What course is [TECHS2](course)\n- [KKSUVAL1](course) named\n- What's [VENP2](course) named\n- Name of [YKYYHT1](course)\n- Tell me the name of [KASLOM4](course)\n- Say the name of [LUOYY006](course)\n- The whole name of [KASA12](course)\n- [KKRUKTM](course) full name\n- [POLKVS10](course) entire name\n- [LTLY229](course) whole name\n- [STYS1A](course) meaning\n- What does [MTTMS10](course) mean\n- What means [ITIS31](course)\n- I want to know what [POHA6](course) means\n- I want to know what [SOS06.4](course) actually means\n- What is the meaning of [TERKANA2](course)\n- [HALJUA23](course) meaning\n- True name of [KIRP1](course)\n- Real name of [ITIP1](course)\n- Which course is [KASORIENT](course)\n- What [TECHS3](course) means\n- I want to know what [ENGS7-9](course) stands for\n- I want to know the full name of course code [KASA13](course)\n- I want to know the whole name of [KASSM2](course)\n- I want to know the name of [KKENMP3](course)\n- What is the name of [NORDIG1](course)\n- [TERHOIA4](course) name\n- [KKSUSC](course) name is\n- [KASP3](course) name full\n- [JOUJOVTS](course) complete name\n- [JOUJOVTS](course) name actual\n- [SOP03.1](course) whole name\n- What is name [KKSULL](course)\n- The name of [PSYA3](course)\n- Name [VENP5](course)\n- What is the full name of [KASVAR6](course)\n- What is [POHS5](course) called\n- What is the course code [KASVAR2](course) called\n- What course is [TAYJ041](course)\n- [VENS2](course) named\n- What's [KATJOA12](course) named\n- Name of [KATJOP11](course)\n- Tell me the name of [KASA3](course)\n- Say the name of [BTK1053](course)\n- The whole name of [KATLAS12](course)\n- [SOS6.1.3](course) full name\n- [KASLOM1](course) entire name\n- [DPLSSEM](course) whole name\n- [KKRA4](course) meaning\n- What does [LUOYA200](course) mean\n- What means [TERKAN6](course)\n- I want to know what [KASMULTI2C](course) means\n- I want to know what [HALHAS20](course) actually means\n- What is the meaning of [GTS3](course)\n- [HISS2](course) meaning\n- True name of [DPEDUB.1A](course)\n- Real name of [MVKS24E](course)\n- Which course is [KASA13](course)\n- What [TECHS3](course) means\n- I want to know what [HTIS87](course) stands for\n- I want to know the full name of course code [SOS7.2/STYA4B](course)\n- I want to know the whole name of [KKES1](course)\n- I want to know the name of [JOVPVS9](course)\n- What is the name of [KASSA4](course)\n- [YKTM6.3](course) name\n- [KASSY3](course) name is\n- [ENGA9](course) name full\n- [KASA9](course) complete name\n- [YKT6.4.3](course) name actual\n- [POLKAA99](course) whole name\n- What is name [POLVOS28](course)\n- The name of [KASMULTI6](course)\n- Name [TAYJ041](course)\n- What is the full name of [MTTMY1](course)\n- What is [KASMAT2](course) called\n- What is the course code [HALJTS99](course) called\n- What course is [MOLI](course)\n- [FILA7](course) named\n- What's [MVKS47](course) named\n- Name of [POLVOS23](course)\n- Tell me the name of [KASP3](course)\n- Say the name of [DPHSS201](course)\n- The whole name of [DPCMTJ2/JMMETUS](course)\n- [KASVAR7](course) full name\n- [KASSO5](course) entire name\n- [KKRUYHT](course) whole name\n- [KASP4](course) meaning\n- What does [ENGA1](course) mean\n- What means [JOVPVA7](course)\n- I want to know what [KKSAVAL1](course) means\n- I want to know what [HALJTA04](course) actually means\n- What is the meaning of [KASSY5](course)\n- [KASVAR6](course) meaning\n- True name of [TIETA18](course)\n- Real name of [KASA11](course)\n- Which course is [JOVAT1](course)\n- What [TECHS3](course) means\n- I want to know what [KASA1.3](course) stands for\n- I want to know the full name of course code [KASVAR12](course)\n- I want to know the whole name of [KASP3](course)\n- I want to know the name of [JOVTS7](course)\n- What is the name of [KASPUHP1](course)\n- [KASVAR5](course) name\n- [POLVOA22/A32](course) name is\n- [KASLOM4](course) name full\n- [TERKAN18](course) complete name\n- [KATVRA22](course) name actual\n- [KASVAR7](course) whole name\n- What is name [FILS1](course)\n- The name of [KKRUPRE2](course)\n- Name [SOS6.2.3](course)\n- What is the full name of [YKT6.4.3](course)\n- What is [PSYP3](course) called\n- What is the course code [TERTIETO3](course) called\n- What course is [PGHES07](course)\n- [MTTA2](course) named\n- What's [HALHAS99](course) named\n- Name of [MVKS54](course)\n- Tell me the name of [HISA2](course)\n- Say the name of [SOCYKV2](course)\n- The whole name of [LUOYY005](course)\n- [KIRP4](course) full name\n- [KATVAA11](course) entire name\n- [MOLI](course) whole name\n- [JOVPVS1](course) meaning\n- What does [POLKVS32](course) mean\n- What means [TERKAN5](course)\n- I want to know what [KASA10](course) means\n- I want to know what [KKSU1](course) actually means\n- What is the meaning of [KKENVAL8](course)\n- [SOS10.10.1](course) meaning\n- True name of [ENGS3](course)\n- Real name of [DPMED15](course)\n- Which course is [POLVOS26](course)\n- What [TECHS3](course) means\n- I want to know what [TIETS05](course) stands for\n- I want to know the full name of course code [YKIEP4](course)\n- I want to know the whole name of [KIRA3B](course)\n- I want to know the name of [SOS6.1.2](course)\n- What is the name of [GTS2](course)\n- [KASSA3](course) name\n- [KASA8](course) name is\n- [MVKS47](course) name full\n- [LOGA3](course) complete name\n- [TRMU2](course) name actual\n- [ITIS61](course) whole name\n- What is name [KIRA1](course)\n- The name of [DPHSFC07](course)\n- Name [BIO2450](course)\n- What is the full name of [JOVA14](course)\n- What is [HALYAA14](course) called\n- What is the course code [STYA6](course) called\n- What course is [HALJTA12](course)\n- [KASVAR12](course) named\n- What's [KASSG](course) named\n- Name of [HISA2](course)\n- Tell me the name of [STYS2A](course)\n- Say the name of [COSOPON4](course)\n- The whole name of [VENS13](course)\n- [HALJTS08](course) full name\n- [KATYVS22](course) entire name\n- [KKRUPRE2](course) whole name\n- [TERTIETO2](course) meaning\n- What does [JOVA13](course) mean\n- What means [HISA4](course)\n- I want to know what [KATJOA13](course) means\n- I want to know what [TERY4](course) actually means\n- What is the meaning of [KKRA3](course)\n- [DPHSS204](course) meaning\n- True name of [KASLOE7.2](course)\n- Real name of [YKYYHT3](course)\n- Which course is [VENS4](course)\n- What [TECHS3](course) means\n- I want to know what [TIEA2.1A](course) stands for\n- I want to know the full name of course code [KASLOM6](course)\n- I want to know the whole name of [SOSM5.1](course)\n- I want to know the name of [ITIS61](course)\n- What is the name of [SAKA1](course)\n- [KIRP5](course) name\n- [KATRAS11](course) name is\n- [TIETA8](course) name full\n- [HISA1B](course) complete name\n- [JKKYY](course) name actual\n- [KASVAR7](course) whole name\n- What is name [POHA3](course)\n- The name of [KKKI2](course)\n- Name [KATVRA15](course)\n- What is the full name of [KKSUYP](course)\n- What is [PSYS12](course) called\n- What is the course code [JOVKA2&JOVKA3](course) called\n- What course is [KASA12](course)\n- [KKKI1](course) named\n- What's [HALHAA12](course) named\n- Name of [TERKAN4](course)\n- Tell me the name of [ENGS2](course)\n- Say the name of [ITIA9](course)\n- The whole name of [SOS7.2/STYA4B](course)\n- [KKSA1](course) full name\n- [POLPOP04](course) entire name\n- [HALYAS14](course) whole name\n- [HTIS50](course) meaning\n- What does [POMLFCS2](course) mean\n- What means [KKENYHT](course)\n- I want to know what [KKVE4](course) means\n- I want to know what [KKENLL](course) actually means\n- What is the meaning of [MVKS24E](course)\n- [TAYJ032](course) meaning\n- True name of [MTTTA1](course)\n- Real name of [PSYA10](course)\n- Which course is [KASLOE6.2](course)\n- What [TECHS3](course) means\n- I want to know what [MTTTA14](course) stands for\n- I want to know the full name of course code [STYA5](course)\n- I want to know the whole name of [KIRA3G](course)\n- I want to know the name of [ITIS12](course)\n- What is the name of [JOVPVA7](course)\n- [HISA4](course) name\n- [HALJUA44](course) name is\n- [TIETA18](course) name full\n- [POLKVA41](course) complete name\n- [TIEA1](course) name actual\n- [TERHOI6](course) whole name\n- What is name [KKENYHT](course)\n- The name of [KATLAA15](course)\n- Name [TERHOIA1](course)\n- What is the full name of [POHP2](course)\n- What is [KASMULTI3](course) called\n- What is the course code [POLVOA41](course) called\n- What course is [JKKYVP11](course)\n- [KASVARH](course) named\n- What's [JOUJOVTS](course) named\n- Name of [KKSUVAL1](course)\n- Tell me the name of [ESPFA6](course)\n- Say the name of [ENGA9](course)\n- The whole name of [KATYVA45](course)\n- [KATLAS11](course) full name\n- [KATYVS26](course) entire name\n- [MTTTY1](course) whole name\n- [ITIS61](course) meaning\n- What does [GTS9](course) mean\n- What means [LUOYY026](course)\n- I want to know what [KKVE2](course) means\n- I want to know what [JOVPVA5](course) actually means\n- What is the meaning of [VENP3/VENK1](course)\n- [TAYJ029](course) meaning\n- True name of [ITIA03](course)\n- Real name of [VENT1](course)\n- Which course is [BIO2085](course)\n- What [TECHS3](course) means\n- I want to know what [SOS7.2/STYA4B](course) stands for\n- I want to know the full name of course code [KKENYHT](course)\n- I want to know the whole name of [TAYJ033](course)\n- I want to know the name of [VENS2](course)\n- What is the name of [POLKVA33](course)\n- [SOS10.1.5](course) name\n- [TRMU5](course) name is\n- [PSYS16](course) name full\n- [DPMED15](course) complete name\n- [MTTTP1](course) name actual\n- [HISA4](course) whole name\n- What is name [SUOA1](course)\n- The name of [COSOPON4](course)\n- Name [JKKYJOTE1](course)\n- What is the full name of [JOVTETUS3](course)\n- What is [TIEA2.1A](course) called\n- What is the course code [SOS6.5.3](course) called\n- What course is [ITIA11](course)\n- [DPIS1](course) named\n- What's [KASLOE8.1](course) named\n- Name of [JOVA16](course)\n- Tell me the name of [PSYS13](course)\n- Say the name of [TRMU1](course)\n- The whole name of [KASPUHA4](course)\n- [JOVTS2](course) full name\n- [KKKI3](course) entire name\n- [KKENKTM](course) whole name\n- [ENGA8](course) meaning\n- What does [PSYP5](course) mean\n- What means [BIO2310](course)\n- I want to know what [GTS9](course) means\n- I want to know what [BTK2036](course) actually means\n- What is the meaning of [KATYVA12](course)\n- [KKSUHUK1](course) meaning\n- True name of [KASA7](course)\n- Real name of [POLVOA21](course)\n- Which course is [VENT1](course)\n- What [TECHS3](course) means\n- I want to know what [KATYVA52](course) stands for\n- I want to know the full name of course code [LUOYA200](course)\n- I want to know the whole name of [ITIP3](course)\n- I want to know the name of [GTS9](course)\n- What is the name of [LOGP2](course)\n- [DPHSR402](course) name\n- [JOVY3](course) name is\n- [KASA11](course) name full\n- [ITIA8](course) complete name\n- [HALTTS13](course) name actual\n- [VENA12](course) whole name\n- What is name [SOS7.1/STYA4A](course)\n- The name of [SUKKP0](course)\n- Name [ITIP3](course)\n- What is the full name of [KKVE1](course)\n- What is [YKT10.1.2](course) called\n- What is the course code [ENGS40](course) called\n- What course is [MVKS39V](course)\n- [TERVAL4](course) named\n- What's [KASVAR7](course) named\n- Name of [KATJOP11](course)\n- Tell me the name of [TIETS19](course)\n- Say the name of [KATLAS12](course)\n- The whole name of [KASVAR10](course)\n- [MVKS23](course) full name\n- [FILAK](course) entire name\n- [KATVAA14](course) whole name\n- [KASLOE7.2](course) meaning\n- What does [POLKVA44](course) mean\n- What means [KKENYHT](course)\n- I want to know what [POLVOA41](course) means\n- I want to know what [DPJKKPS](course) actually means\n- What is the meaning of [YKT10.5](course)\n- [KASLOE6.5](course) meaning\n- True name of [TAYJ13](course)\n- Real name of [KATVRA24](course)\n- Which course is [KASVAR9](course)\n- What [TECHS3](course) means\n- I want to know what [KASLOM9](course) stands for\n- I want to know the full name of course code [RANA6](course)\n- I want to know the whole name of [KATSTA12](course)\n- I want to know the name of [PSYS5](course)\n- What is the name of [POLKVA21](course)\n- [KKSU8](course) name\n- [KKENVAL4](course) name is\n- [KKKI1](course) name full\n- [KKSAVAL2](course) complete name\n- [KATTAS22B](course) name actual\n- [MVKS34](course) whole name\n- What is name [KASVAR6](course)\n- The name of [JOVA5](course)\n- Name [PSYS6B](course)\n- What is the full name of [ITIP4](course)\n- What is [TIETS26](course) called\n- What is the course code [KKSULL](course) called\n- What course is [YKYY0](course)\n- [KKKI1](course) named\n- What's [HISS2](course) named\n- Name of [KASA11](course)\n- Tell me the name of [GTS1](course)\n- Say the name of [KASVAR2](course)\n- The whole name of [FONEP2](course)\n- [YKYYHT4A](course) full name\n- [ROMAP3](course) entire name\n- [JOUJOVTS](course) whole name\n- [HTIY005](course) meaning\n- What does [HALHAA12](course) mean\n- What means [COSOPON4](course)\n- I want to know what [POLVOA41/S28](course) means\n- I want to know what [MTTTY1](course) actually means\n- What is the meaning of [KKRUKK](course)\n- [JOVTS5](course) meaning\n- True name of [DPHSR404](course)\n- Real name of [HALKAS13](course)\n- Which course is [ENGA10](course)\n- What [TECHS3](course) means\n- I want to know what [VENP2](course) stands for\n- I want to know the full name of course code [LUOYY004](course)\n- I want to know the whole name of [POLKVA33](course)\n- I want to know the name of [VENA10](course)\n- What is the name of [TSEKP1](course)\n- [KATJOA99](course) name\n- [COSOPON3](course) name is\n- [POLKVS31](course) name full\n- [HTIS67](course) complete name\n- [POLPOP04](course) name actual\n- [MTTTP1](course) whole name\n- What is name [LTLY01](course)\n- The name of [TIEP5](course)\n- Name [KKENYHT](course)\n- What is the full name of [SOSM5.1](course)\n- What is [ITIP5](course) called\n- What is the course code [KASVAR3](course) called\n- What course is [KATTAS21B](course)\n- [KIRA3G](course) named\n- What's [HISS2](course) named\n- Name of [BTK4620](course)\n- Tell me the name of [TAYJ034](course)\n- Say the name of [KATJOA12](course)\n- The whole name of [MTTTS17](course)\n- [KKVEPRE1](course) full name\n- [LTLY16](course) entire name\n- [KASA12](course) whole name\n- [KKRUKK](course) meaning\n- What does [TIEA4](course) mean\n- What means [MVKS32/36/49/54](course)\n- I want to know what [KATJOA14](course) means\n- I want to know what [PGHAS06](course) actually means\n- What is the meaning of [JOVKA4](course)\n- [KKENYHT](course) meaning\n- True name of [SOS4.4](course)\n- Real name of [KATVAA14](course)\n- Which course is [SUOA8](course)\n- What [TECHS3](course) means\n- I want to know what [TIEP1](course) stands for\n- I want to know the full name of course code [KATJOS21](course)\n- I want to know the whole name of [KKRULL](course)\n- I want to know the name of [SOSM1](course)\n- What is the name of [BIO2085](course)\n- [JKKYTUA02](course) name\n- [SOCYKV2](course) name is\n- [TAYJ11](course) name full\n- [KKENYHT](course) complete name\n- [KASSG](course) name actual\n- [TIETA18](course) whole name\n- What is name [KASLOE8.1](course)\n- The name of [JOVA4](course)\n- Name [FONEP1](course)\n- What is the full name of [ENGS2](course)\n- What is [LATAP2](course) called\n- What is the course code [MTTTP1](course) called\n- What course is [POLKVA11](course)\n- [KASLOE6.1](course) named\n- What's [TERHOIA7](course) named\n- Name of [KASA5](course)\n- Tell me the name of [TERKAN18](course)\n- Say the name of [POHA1](course)\n- The whole name of [SUOR4/A6](course)\n- [FONEP2](course) full name\n- [JOVA20](course) entire name\n- [YKT10.5](course) whole name\n- [TSEKP3](course) meaning\n- What does [SAKA9](course) mean\n- What means [SOS1](course)\n- I want to know what [KASVAR5](course) means\n- I want to know what [LFCS01](course) actually means\n- What is the meaning of [ENGS7-9](course)\n- [STYA1A1](course) meaning\n- True name of [KASP3](course)\n- Real name of [PEACE046](course)\n- Which course is [TERA3](course)\n- What [TECHS3](course) means\n- I want to know what [SOS6.3.3](course) stands for\n- I want to know the full name of course code [KKSULUK](course)\n- I want to know the whole name of [KASLOE7.2](course)\n- I want to know the name of [KASSM2](course)\n- What is the name of [YKT07.1](course)\n- [HISS1B](course) name\n- [KATVRA23](course) name is\n- [KKENYHT](course) name full\n- [KATVRA30](course) complete name\n- [HISA2](course) name actual\n- [YKYYHT3](course) whole name\n- What is name [JOVKA1](course)\n- The name of [KASA6](course)\n- Name [GTS1](course)\n- What is the full name of [JOVPVS10](course)\n- What is [HISS1A](course) called\n- What is the course code [KKSUPRO](course) called\n- What course is [DPEDUC.3](course)\n- [FONEP3](course) named\n- What's [KKIN5](course) named\n- Name of [TAYJ033](course)\n- Tell me the name of [KKKI2](course)\n- Say the name of [KKSU1](course)\n- The whole name of [KKRUKK](course)\n- [KASS3](course) full name\n- [FONEA4](course) entire name\n- [BTK3125](course) whole name\n- [JOVA15](course) meaning\n- What does [FIL](course) mean\n- What means [MVKS54](course)\n- I want to know what [KASERIT4](course) means\n- I want to know what [MTTMS1](course) actually means\n- What is the meaning of [KASVAR7](course)\n- [KASLOM5](course) meaning\n- True name of [JOVP3](course)\n- Real name of [KIRP5](course)\n- Which course is [TRSU05](course)\n- What [TECHS3](course) means\n- I want to know what [KKRUYHT](course) stands for\n- I want to know the full name of course code [TAYJ11](course)\n- I want to know the whole name of [KKIN4](course)\n- I want to know the name of [POLVOS21](course)\n- What is the name of [POLKAA99](course)\n- [ENGP3](course) name\n- [DPHSS205](course) name is\n- [KKVE2](course) name full\n- [LOGA9](course) complete name\n- [KKKI3](course) name actual\n- [HALKAS14](course) whole name\n- What is name [HALYAA12](course)\n- The name of [HALJTA05](course)\n- Name [COSOPOM3](course)\n- What is the full name of [SAKS2](course)\n- What is [SOS6.5.2](course) called\n- What is the course code [SOS6.2.3](course) called\n- What course is [TAYJ12](course)\n- [KASVAR1](course) named\n- What's [HTIS66](course) named\n- Name of [LOGS7](course)\n- Tell me the name of [KASA5](course)\n- Say the name of [POLVOA22/A32](course)\n- The whole name of [KKSUOPE](course)\n- [KASLOM11](course) full name\n- [KATLITO8](course) entire name\n- [KASLOE7.5](course) whole name\n- [ENGS46](course) meaning\n- What does [PSYS1](course) mean\n- What means [TIETS05](course)\n- I want to know what [HALKAS13](course) means\n- I want to know what [KATLITO7](course) actually means\n- What is the meaning of [KASMULTI5](course)\n- [JOVP5](course) meaning\n- True name of [MTTTP5](course)\n- Real name of [KASSM2](course)\n- Which course is [TERA1](course)\n- What [TECHS3](course) means\n- I want to know what [TERKAN18](course) stands for\n- I want to know the full name of course code [MTTTP5](course)\n- I want to know the whole name of [KATJOP11](course)\n- I want to know the name of [KKSUVAL3](course)\n- What is the name of [POLKVA33](course)\n- [DPLASEM](course) name\n- [TAYJ024](course) name is\n- [KATYVA23](course) name full\n- [KKRUYHT](course) complete name\n- [HALYAS14](course) name actual\n- [KATLITO5](course) whole name\n- What is name [ITIA1](course)\n- The name of [KATVAA13](course)\n- Name [TERHOIA6](course)\n- What is the full name of [HALKAA16](course)\n- What is [KASTUTOR](course) called\n- What is the course code [STYA3B](course) called\n- What course is [KASLOM1](course)\n- [VENP2](course) named\n- What's [POHP3](course) named\n- Name of [KASLOE7.1](course)\n- Tell me the name of [KKSUKK](course)\n- Say the name of [MVKS39V](course)\n- The whole name of [MEDU10](course)\n- [KASA12](course) full name\n- [FILS1](course) entire name\n- [KASLOM7](course) whole name\n- [HALYAS13](course) meaning\n- What does [LUOYA200](course) mean\n- What means [KASLOE9.5](course)\n- I want to know what [TERHOJ4](course) means\n- I want to know what [RUST1/VENS15](course) actually means\n- What is the meaning of [MVKS46](course)\n- [JKKYORP1](course) meaning\n- True name of [ITIP1](course)\n- Real name of [STYA5](course)\n- Which course is [BTK4620](course)\n- What [TECHS3](course) means\n- I want to know what [KASSO1](course) stands for\n- I want to know the full name of course code [STYS3B2](course)\n- I want to know the whole name of [RANS2](course)\n- I want to know the name of [KATJOS13](course)\n- What is the name of [HALHAA16](course)\n- [KASLOM11](course) name\n- [POHA1](course) name is\n- [KASMULTI4](course) name full\n- [KASA12](course) complete name\n- [KATVRP12](course) name actual\n- [ESPFA3](course) whole name\n- What is name [MVKS23](course)\n- The name of [JOVA17](course)\n- Name [PSYP2](course)\n- What is the full name of [TERA2](course)\n- What is [SOS6.4.4](course) called\n- What is the course code [ITIS31](course) called\n- What course is [KKSUPRO](course)\n- [ROMAP5](course) named\n- What's [POMLFCS2](course) named\n- Name of [KKENYHT](course)\n- Tell me the name of [BIO4395](course)\n- Say the name of [ITIS12](course)\n- The whole name of [STYP5](course)\n- [TEE9](course) full name\n- [VENP4](course) entire name\n- [HISP4](course) whole name\n- [KKSU8](course) meaning\n- What does [SUKKP5A](course) mean\n- What means [ENGS29](course)\n- I want to know what [KATVAS31](course) means\n- I want to know what [FILA3](course) actually means\n- What is the meaning of [SOS9](course)\n- [KKVE3](course) meaning\n- True name of [KASVAR12](course)\n- Real name of [SOS06.1](course)\n- Which course is [HISS1B](course)\n- What [TECHS3](course) means\n- I want to know what [ROMAP1](course) stands for\n- I want to know the full name of course code [DPHSFC07](course)\n- I want to know the whole name of [KATLAS13](course)\n- I want to know the name of [KKVE3](course)\n- What is the name of [TERA3](course)\n- [KATTAS22B](course) name\n- [YKYYKV1](course) name is\n- [POHA6](course) name full\n- [ENGA12](course) complete name\n- [POLHAR10](course) name actual\n- [DPCMTJ2/JMMETUS](course) whole name\n- What is name [TERKAN14](course)\n- The name of [DPIS2](course)\n- Name [FILA9](course)\n- What is the full name of [POLVOS21](course)\n- What is [KATMAP11](course) called\n- What is the course code [POLKVA31](course) called\n- What course is [TERHOIA6](course)\n- [TRSU03](course) named\n- What's [KKSAVAL0](course) named\n- Name of [KASSG](course)\n- Tell me the name of [JOVP1](course)\n- Say the name of [KATJOS99](course)\n- The whole name of [ITIA03](course)\n- [BIO4470](course) full name\n- [ITIP1](course) entire name\n- [RANP3](course) whole name\n- [DPJKKPS](course) meaning\n- What does [KASLOM2](course) mean\n- What means [POLKVA43](course)\n- I want to know what [ITIA01](course) means\n- I want to know what [KASSO7](course) actually means\n- What is the meaning of [SUOK2/A6/S8](course)\n- [KATVAA14](course) meaning\n- True name of [KASVAR10](course)\n- Real name of [HALYAA14](course)\n- Which course is [TRSU02](course)\n- What [TECHS3](course) means\n- I want to know what [LTLY16](course) stands for\n- I want to know the full name of course code [SOSM5.1](course)\n- I want to know the whole name of [KATVRP11](course)\n- I want to know the name of [ITIP1](course)\n- What is the name of [PGHES03](course)\n- [HALHAS15](course) name\n- [TERVAL4](course) name is\n- [KASVAR3](course) name full\n- [JMMETUS](course) complete name\n- [KASSG](course) name actual\n- [DPEDUB.1A](course) whole name\n- What is name [KKENVAL4](course)\n- The name of [MTTTP1](course)\n- Name [KASP3](course)\n- What is the full name of [JKKYOA11](course)\n- What is [BTK4665](course) called\n- What is the course code [ENGS42-43](course) called\n- What course is [KKENLL](course)\n- [MVKS02](course) named\n- What's [BTK2112](course) named\n- Name of [STYS3A](course)\n- Tell me the name of [PSYS1](course)\n- Say the name of [HISA3B](course)\n- The whole name of [PGHES07](course)\n- [YKYYHT1](course) full name\n- [JOVY2](course) entire name\n- [KASLOE7.2](course) whole name\n- [HALJTP01](course) meaning\n- What does [KASS2](course) mean\n- What means [MVKS28](course)\n- I want to know what [KIRA2](course) means\n- I want to know what [HALKAA15](course) actually means\n- What is the meaning of [KKLA1](course)\n- [RANP3](course) meaning\n- True name of [KIRS1](course)\n- Real name of [JOVVAL](course)\n- Which course is [HALHAA16](course)\n- What [TECHS3](course) means\n- I want to know what [SAKP6](course) stands for\n- I want to know the full name of course code [TIETS21](course)\n- I want to know the whole name of [POLVOS24](course)\n- I want to know the name of [YKT6.6.2](course)\n- What is the name of [BTK2112](course)\n- [DPCMTJT3](course) name\n- [DPHSR403](course) name is\n- [KASSO8](course) name full\n- [KASA2](course) complete name\n- [PGHINT](course) name actual\n- [KKENVAL9](course) whole name\n- What is name [TERKANA2](course)\n- The name of [ESPFP3](course)\n- Name [HTIS87](course)\n- What is the full name of [YKYYHT4A](course)\n- What is [KIRA2](course) called\n- What is the course code [KKSUHUK](course) called\n- What course is [PEACE045](course)\n- [LUOYY006](course) named\n- What's [POLKVS31](course) named\n- Name of [KKRUVAL2](course)\n- Tell me the name of [KASSY4](course)\n- Say the name of [KKRUYHT](course)\n- The whole name of [POLPOP03](course)\n- [HALJUA19](course) full name\n- [TERKAN11](course) entire name\n- [POLVOA31](course) whole name\n- [DPHSS205](course) meaning\n- What does [KIRP4](course) mean\n- What means [TIETS43](course)\n- I want to know what [VENP2](course) means\n- I want to know what [KKENVAL9](course) actually means\n- What is the meaning of [KKSUPRO](course)\n- [SUKKP5B](course) meaning\n- True name of [KATTAA40](course)\n- Real name of [ENGS2](course)\n- Which course is [ITIS33](course)\n- What [TECHS3](course) means\n- I want to know what [JOVP2](course) stands for\n- I want to know the full name of course code [KASVAR1](course)\n- I want to know the whole name of [PCP10/NAM IV](course)\n- I want to know the name of [KKENVAL2](course)\n- What is the name of [JKKYTUO2](course)\n- [TRMU5](course) name\n- [HALJUA24](course) name is\n- [MTTTA4](course) name full\n- [ENGS13](course) complete name\n- [KATMAA99](course) name actual\n- [KKENMP3](course) whole name\n- What is name [PSYA10](course)\n- The name of [KASVAR5](course)\n- Name [KATTAA35](course)\n- What is the full name of [LOGS9](course)\n- What is [HALYAA13](course) called\n- What is the course code [VENP1](course) called\n- What course is [VENS2](course)\n- [JKKYPS1](course) named\n- What's [ENGA12](course) named\n- Name of [KATJOA12](course)\n- Tell me the name of [DPHSR403](course)\n- Say the name of [GTS4](course)\n- The whole name of [SAKA7](course)\n- [KKSAPRE1](course) full name\n- [LOGS3](course) entire name\n- [SOS6.3.3](course) whole name\n- [STYS3A](course) meaning\n- What does [HTIS52](course) mean\n- What means [HALKAA15](course)\n- I want to know what [PSYP2](course) means\n- I want to know what [KASA8](course) actually means\n- What is the meaning of [FILA1](course)\n- [LFCS02](course) meaning\n- True name of [POLKVA41](course)\n- Real name of [KIRA3G](course)\n- Which course is [KIRS5](course)\n- What [TECHS3](course) means\n- I want to know what [ENGA20](course) stands for\n- I want to know the full name of course code [MOLI](course)\n- I want to know the whole name of [SUOA8](course)\n- I want to know the name of [HALHAA99](course)\n- What is the name of [ENGA1](course)\n- [KKES2](course) name\n- [POLKVA33](course) name is\n- [HALKOS22](course) name full\n- [HALHAS18](course) complete name\n- [TERTIETO3](course) name actual\n- [JOVA2](course) whole name\n- What is name [KKES2](course)\n- The name of [KASA11](course)\n- Name [LOGS8](course)\n- What is the full name of [KKENVAL8](course)\n- What is [HALYAA99](course) called\n- What is the course code [SOS6.2.2](course) called\n- What course is [KKSAPRE2](course)\n- [SAKS4/K4](course) named\n- What's [LTLY16](course) named\n- Name of [HIST03](course)\n- Tell me the name of [HIST01](course)\n- Say the name of [KASMAT1](course)\n- The whole name of [PSYP2](course)\n- [VENP1](course) full name\n- [TERHOIA7](course) entire name\n- [PCP12](course) whole name\n- [PSYS1](course) meaning\n- What does [MEDU09](course) mean\n- What means [TIETA18](course)\n- I want to know what [HALYAA13](course) means\n- I want to know what [YKT04.2](course) actually means\n- What is the meaning of [SOS4.6](course)\n- [HALYAP01](course) meaning\n- True name of [ITIS41](course)\n- Real name of [KASA12](course)\n- Which course is [SOS6.1.3](course)\n- What [TECHS3](course) means\n- I want to know what [TIETS19](course) stands for\n- I want to know the full name of course code [KATRAS11](course)\n- I want to know the whole name of [FONEA4](course)\n- I want to know the name of [KKVEVAL1](course)\n- What is the name of [KKKI2](course)\n- [PGHAS06](course) name\n- [LTLY01](course) name is\n- [KKSU2](course) name full\n- [PSYA7](course) complete name\n- [ENGA13](course) name actual\n- [KATTAS21B](course) whole name\n- What is name [KASLOE6.3](course)\n- The name of [NORDIG3](course)\n- Name [RANP0](course)\n- What is the full name of [STYP2](course)\n- What is [TIETA13](course) called\n- What is the course code [KKKI2](course) called\n- What course is [HALYAS14](course)\n- [SAKS4/K4](course) named\n- What's [KATLITO1](course) named\n- Name of [HALJTS02](course)\n- Tell me the name of [KKRUKTMO](course)\n- Say the name of [BIOMJ016](course)\n- The whole name of [ESPFA7](course)\n- [KASVAR11](course) full name\n- [BIO4395](course) entire name\n- [ITIP2](course) whole name\n- [YKT04.2](course) meaning\n- What does [ITIA03](course) mean\n- What means [KASPUHP2](course)\n- I want to know what [HTIY005](course) means\n- I want to know what [KKENVAL8](course) actually means\n- What is the meaning of [DPEDUC.3](course)\n- [KATYVA22](course) meaning\n- True name of [KKES1](course)\n- Real name of [TERHOJ3](course)\n- Which course is [MVKS42E](course)\n- What [TECHS3](course) means\n- I want to know what [BTK4665](course) stands for\n- I want to know the full name of course code [KATLAS14](course)\n- I want to know the whole name of [KKENVAL4](course)\n- I want to know the name of [DPLSSEM](course)\n- What is the name of [KASA10](course)\n- [KASP5](course) name\n- [FONEA4](course) name is\n- [ITIS32](course) name full\n- [MTTA2](course) complete name\n- [TIEP4](course) name actual\n- [KKSUPRO](course) whole name\n- What is name [JKKYVP11](course)\n- The name of [KASA12](course)\n- Name [KKES3](course)\n- What is the full name of [RANS4](course)\n- What is [KKRUKTK](course) called\n- What is the course code [POLPOP02](course) called\n- What course is [TAYJ032](course)\n- [LTLY01](course) named\n- What's [STYA5](course) named\n- Name of [HALJTS01](course)\n- Tell me the name of [DPJKK20](course)\n- Say the name of [MVKS05](course)\n- The whole name of [KASLOK1](course)\n- [KKSUTTK](course) full name\n- [MVKS42S](course) entire name\n- [MTTS1](course) whole name\n- [DPHSF502](course) meaning\n- What does [KKSAVAL4](course) mean\n- What means [RANA1](course)\n- I want to know what [DPJKKHS](course) means\n- I want to know what [PSYS17](course) actually means\n- What is the meaning of [KASA9](course)\n- [TAYJ024](course) meaning\n- True name of [ITIA11](course)\n- Real name of [KKESVAL4](course)\n- Which course is [SAKA5](course)\n- What [TECHS3](course) means\n- I want to know what [TIETS13](course) stands for\n- I want to know the full name of course code [POHA6](course)\n- I want to know the whole name of [TERHOIA2](course)\n- I want to know the name of [LOGA10](course)\n- What is the name of [ENGS4](course)\n- [SOS4.4](course) name\n- [SOS06.4](course) name is\n- [TERY6](course) name full\n- [TERY4](course) complete name\n- [MVKS57](course) name actual\n- [PSYA1](course) whole name\n- What is name [KATTAA37](course)\n- The name of [KKSUPRO](course)\n- Name [LOGS7](course)\n- What is the full name of [TIETA6](course)\n- What is [ITIA03](course) called\n- What is the course code [ITIY3](course) called\n- What course is [HALJTA99](course)\n- [HISA4](course) named\n- What's [KASA13](course) named\n- Name of [MTTMP3](course)\n- Tell me the name of [KKENYHT](course)\n- Say the name of [LTLY213](course)\n- The whole name of [KASLOM7](course)\n- [MTTS1](course) full name\n- [FILAPRO](course) entire name\n- [KASLOE6.5](course) whole name\n- [KKSULL](course) meaning\n- What does [POLVOS25](course) mean\n- What means [KASSY3](course)\n- I want to know what [POHP3](course) means\n- I want to know what [POLKVA21](course) actually means\n- What is the meaning of [HALKAA12](course)\n- [PSYS2](course) meaning\n- True name of [KATRAA11](course)\n- Real name of [KKENVAL2](course)\n- Which course is [MEJOS15](course)\n- What [TECHS3](course) means\n- I want to know what [SOS6.5.1](course) stands for\n- I want to know the full name of course code [KKVE4](course)\n- I want to know the whole name of [LTLY01](course)\n- I want to know the name of [KATYVA23](course)\n- What is the name of [STYA3B](course)\n- [SUOA8](course) name\n- [MVKS40/62](course) name is\n- [ENGS13](course) name full\n- [TERHOIA4](course) complete name\n- [BTK4032](course) name actual\n- [MOLI](course) whole name\n- What is name [KASLOM5](course)\n- The name of [POHP3](course)\n- Name [POLKVS31](course)\n- What is the full name of [KASSY3](course)\n- What is [YKT6.4.3](course) called\n- What is the course code [KKRA5](course) called\n- What course is [POHA1](course)\n- [KASP2](course) named\n- What's [HALTVP11](course) named\n- Name of [LUOYY003](course)\n- Tell me the name of [KKSUPRO](course)\n- Say the name of [KASA10](course)\n- The whole name of [POHA13](course)\n- [LTLY16](course) full name\n- [KKRUYHT](course) entire name\n- [ENGP3](course) whole name\n- [HALYAS13](course) meaning\n- What does [JOUJOVTS/JMMETU](course) mean\n- What means [TIETS19](course)\n- I want to know what [KASPUHP1](course) means\n- I want to know what [HALKAA15](course) actually means\n- What is the meaning of [KKSUPRO](course)\n- [BTK4320](course) meaning\n- True name of [TERTIETO3](course)\n- Real name of [STYA3A](course)\n- Which course is [POLKVA33](course)\n- What [TECHS3](course) means\n- I want to know what [LTLY01](course) stands for\n- I want to know the full name of course code [POLPOP04](course)\n- I want to know the whole name of [KATJOS32](course)\n- I want to know the name of [KATVAA14](course)\n- What is the name of [YKYYKEKE1](course)\n- [TERKAN1](course) name\n- [LTLY16](course) name is\n- [KATVRP11](course) name full\n- [TERKAN4](course) complete name\n- [STYS2A](course) name actual\n- [STYA1B](course) whole name\n- What is name [TERVAL4](course)\n- The name of [DPCMTJT4](course)\n- Name [BTK1053](course)\n- What is the full name of [COSOPOM3](course)\n- What is [KATLAS15](course) called\n- What is the course code [KASVAR7](course) called\n- What course is [TERA3](course)\n- [KKSUHUK1](course) named\n- What's [POLKVA42](course) named\n- Name of [KASLOM6](course)\n- Tell me the name of [JOVMS2A](course)\n- Say the name of [TIEP2](course)\n- The whole name of [KASA2](course)\n- [KKSUOPE](course) full name\n- [HISA2](course) entire name\n- [HALHAA99](course) whole name\n- [BTK2020](course) meaning\n- What does [KASLOM1](course) mean\n- What means [KATLAS15](course)\n- I want to know what [KATTAA35](course) means\n- I want to know what [MVKS10](course) actually means\n- What is the meaning of [KKVE2](course)\n- [BIO2085](course) meaning\n- True name of [POLVOS23](course)\n- Real name of [TAYJ12](course)\n- Which course is [SUOP3](course)\n- What [TECHS3](course) means\n- I want to know what [TIEP3](course) stands for\n- I want to know the full name of course code [KASORIENT](course)\n- I want to know the whole name of [TIETS46](course)\n- I want to know the name of [ITIS61](course)\n- What is the name of [KKRA4](course)\n- [TECHS1](course) name\n- [KKVE5](course) name is\n- [TAYJ041](course) name full\n- [KASA12](course) complete name\n- [HALYAS99](course) name actual\n- [MTTTA1](course) whole name\n- What is name [TAYJ026](course)\n- The name of [MTTTP5](course)\n- Name [TERKANA2](course)\n- What is the full name of [HALJUA14](course)\n- What is [LUOYY003](course) called\n- What is the course code [TERA1](course) called\n- What course is [BTK1099](course)\n- [STYS3A](course) named\n- What's [JOVPVS3](course) named\n- Name of [HALJUA99](course)\n- Tell me the name of [BTK3125](course)\n- Say the name of [TRSU02](course)\n- The whole name of [TERKAN11](course)\n- [BTK4661](course) full name\n- [POLKVA43](course) entire name\n- [MOLI](course) whole name\n- [PEDA3](course) meaning\n- What does [PSYS6E](course) mean\n- What means [KKRA5](course)\n- I want to know what [SOP03.6](course) means\n- I want to know what [MTTTP5](course) actually means\n- What is the meaning of [KATTAA35](course)\n- [BTK2060](course) meaning\n- True name of [KATLAA11](course)\n- Real name of [HALYAA12](course)\n- Which course is [TERVAL1](course)\n- What [TECHS3](course) means\n- I want to know what [TERVAL4](course) stands for\n- I want to know the full name of course code [SAKA12](course)\n- I want to know the whole name of [ITIA01](course)\n- I want to know the name of [STYS2B](course)\n- What is the name of [MTTA1](course)\n- [KATTV01](course) name\n- [KATMAA15](course) name is\n- [DPIT1](course) name full\n- [COSOPON5](course) complete name\n- [KIRP5](course) name actual\n- [KASVAR9](course) whole name\n- What is name [NORDIG3](course)\n- The name of [SAKA11](course)\n- Name [ITIP5](course)\n- What is the full name of [KKENVAL4](course)\n- What is [KKRA2](course) called\n- What is the course code [TIEP3](course) called\n- What course is [TERHOI2](course)\n- [KASMULTI4](course) named\n- What's [TERY3](course) named\n- Name of [KKSU2](course)\n- Tell me the name of [KASA13](course)\n- Say the name of [JOVA20](course)\n- The whole name of [JOVAT2](course)\n- [TERKAN18](course) full name\n- [HISP1](course) entire name\n- [COSOPC3](course) whole name\n- [RUST5/VENS19/20](course) meaning\n- What does [KATLAS13](course) mean\n- What means [HISS2](course)\n- I want to know what [SOS6.4.3](course) means\n- I want to know what [KASP1](course) actually means\n- What is the meaning of [ITIA5](course)\n- [KATLAA23](course) meaning\n- True name of [BIO4450](course)\n- Real name of [STYS1A](course)\n- Which course is [DPHSR401](course)\n- What [TECHS3](course) means\n- I want to know what [TERVAL7](course) stands for\n- I want to know the full name of course code [FONEA4](course)\n- I want to know the whole name of [MTTTP5](course)\n- I want to know the name of [TERKANA4](course)\n- What is the name of [STYA3B](course)\n- [KATYVA13](course) name\n- [BTK1031](course) name is\n- [JOVTS2](course) name full\n- [KATTAA13B](course) complete name\n- [KASLOH4B](course) name actual\n- [TERY5B](course) whole name\n- What is name [KASPUHA4](course)\n- The name of [KATVRS41](course)\n- Name [DPEDUB.1B](course)\n- What is the full name of [DPHSS204](course)\n- What is [POHS12](course) called\n- What is the course code [BTK1062](course) called\n- What course is [PSYP4](course)\n- [DPHSS204](course) named\n- What's [KATYVA22](course) named\n- Name of [KATYVA37](course)\n- Tell me the name of [KKRUYHT](course)\n- Say the name of [KASA11](course)\n- The whole name of [TIEY4](course)\n- [ENGS4](course) full name\n- [JOVA15](course) entire name\n- [POLKVA23](course) whole name\n- [BTK4701](course) meaning\n- What does [JOVA18](course) mean\n- What means [POMLFCS3](course)\n- I want to know what [MOLI](course) means\n- I want to know what [KASLOE6.4](course) actually means\n- What is the meaning of [JOVP5](course)\n- [ENGS7-9](course) meaning\n- True name of [POHP5](course)\n- Real name of [MVKS17/13S](course)\n- Which course is [FILA1](course)\n- What [TECHS3](course) means\n- I want to know what [TIETA13](course) stands for\n- I want to know the full name of course code [KKSULL](course)\n- I want to know the whole name of [HALJTS08](course)\n- I want to know the name of [MTTMS10](course)\n- What is the name of [COSOPON1](course)\n- [MVKS18E](course) name\n- [SUOS4](course) name is\n- [TERY5B](course) name full\n- [HEAAE03](course) complete name\n- [TERHOI6](course) name actual\n- [KATTAA40](course) whole name\n- What is name [MTTY4](course)\n- The name of [ITIP1](course)\n- Name [MEDU10](course)\n- What is the full name of [MVKS63](course)\n- What is [KATYVA23](course) called\n- What is the course code [KASVAR1](course) called\n- What course is [KASMAT1](course)\n- [HTIS84](course) named\n- What's [KASSM2](course) named\n- Name of [KASLOE4.3](course)\n- Tell me the name of [HALHAS21](course)\n- Say the name of [KKSUTTK](course)\n- The whole name of [POLKVS31](course)\n- [KKENVAL4](course) full name\n- [KATLAA24](course) entire name\n- [HIST03](course) whole name\n- [HIST01](course) meaning\n- What does [KASLOM10](course) mean\n- What means [SOS6.2.4](course)\n- I want to know what [POLKVS21](course) means\n- I want to know what [KKENVAL4](course) actually means\n- What is the meaning of [KKKI2](course)\n- [SOSM2](course) meaning\n- True name of [TECHS4](course)\n- Real name of [POLVOS21](course)\n- Which course is [ENGA6](course)\n- What [TECHS3](course) means\n- I want to know what [VENS8](course) stands for\n- I want to know the full name of course code [BIO2200](course)\n- I want to know the whole name of [HALJUA99](course)\n- I want to know the name of [VENP2](course)\n\n<!--- lookup table list for course codes. --> \n## lookup:course <!-- no list to specify lookup table file -->\n- data/course_codes.txt\n- data/uta_course_names.txt" }, { "alpha_fraction": 0.7511961460113525, "alphanum_fraction": 0.7535884976387024, "avg_line_length": 51.25, "blob_id": "06a88af082cd932e16da2178559db5123ec23b88", "content_id": "969b31f528a5c5307645c1a2f6c6d268b462a499", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 418, "license_type": "permissive", "max_line_length": 75, "num_lines": 8, "path": "/TUNIBrain/sample_server_startscript.sh", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "cd ~/UTAbotti/rosie-y/scripts/xnix\nscreen -S rosie -d -m ~/UTAbotti/rosie-y/scripts/xnix/flask-rosie.sh &\ncd ~/UTAbotti-deps/starter-pack-rasa-nlu\nscreen -S rasa -d -m ~/UTAbotti-deps/starter-pack-rasa-nlu/run.sh &\ncd ~/UTAbotti-deps/ChatScript/BINARIES\nscreen -S chatscript -d -m ~/UTAbotti-deps/ChatScript/BINARIES/ChatScript &\ncd ~/UTAbotti/TUNIBrain\nscreen -S tunibrain -d -m python3 ~/UTAbotti/TUNIBrain/app.py &\n" }, { "alpha_fraction": 0.7582547068595886, "alphanum_fraction": 0.7712264060974121, "avg_line_length": 29.321428298950195, "blob_id": "5f3936c9d52e74ace46245e5003da98a27b86f60", "content_id": "f01419be9d5b70f52b4c13b8bd4a5d7919b35745", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 877, "license_type": "permissive", "max_line_length": 80, "num_lines": 28, "path": "/ChatScriptBots/csconnect.py", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "import socket\nimport sys\n\n# Lokaalin testiympäristön osoite. Muistetaan muokata, kunhan CS\n# on serverillä.\naddr = (\"localhost\", 1024)\n\n# UserID pitäisi lopulta tulla ulkopuolelta, tässä koodissa se on\n# väliaikaisen tekstikäytön vuoksi stdin.\nuserID = sys.stdin.readline()\n\n# Tällä hetkellä skripti yhdistää oletusbottiin. Pitää muokata, jos\n# lopulta serverillä on jostain syystä useampi CS-botti.\nbot = ''\n\n# data_iniin pitää muokata CS-botille lähetettävä kysymys.\ndata_in = \"where is COMS\"\n\nclient_socket = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\nclient_socket.connect(addr)\nclient_socket.sendall((userID+chr(0)+bot+chr(0)+data_in+chr(0)).encode('utf-8'))\n\n# data_out on CS-botin vastaus lähetettyyn kysymykseen. Se pitäisi siis\n# lähettää jonnekin eteenpäin.\ndata_out = client_socket.recv(200)\nprint(data_out)\n\nclient_socket.close()" }, { "alpha_fraction": 0.5607458353042603, "alphanum_fraction": 0.571148157119751, "avg_line_length": 34.629371643066406, "blob_id": "f72c5c601674a477231678c7c541814a7cf4e33f", "content_id": "cc4f206c537d7ba8ede72f7884fbbc3554f14e76", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5095, "license_type": "permissive", "max_line_length": 104, "num_lines": 143, "path": "/TUNIBrain/TAMK_API_implementations.py", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "import requests, json\nfrom datetime import datetime\nimport dateutil.parser\nimport traceback\n\n#Gets courses info from TAMK API by course id\ndef tamk_API_implementations(id=None, name=None):\n try:\n #TAMK\n #URL and other info for API request\n url = 'https://opendata.tamk.fi/r1/realization/search'\n headers = {'Accept-Language':'en', 'content-type':'application/json'}\n if id is not None:\n info = {\"codes\": [id]}\n elif name is not None:\n info = {\"name\": name}\n info = json.dumps(info)\n loaded_info = json.loads(info)\n\n #Makes API-request and returns data in json-form.\n r = requests.post(url, auth=('***REMOVED***', ''), data=info, headers=headers)\n ret = json.loads(r.text)\n return ret\n except Exception as e:\n traceback.print_exc()\n\n return None\n\n#Searches course name by its id\ndef tamk_course_name(id=None):\n try:\n if id is not None:\n info = tamk_API_implementations(id=id)\n if id.lower() in info['realizations'][0]['code'].lower():\n name = info['realizations'][0]['name']\n return(\"Name of the course \"+str(id)+\" is \"+name+\".\")\n else:\n return \"\"\n except Exception as e:\n traceback.print_exc()\n return \"\"\n\n#Searches courses teaching language by its id\ndef tamk_teachingLanguage(id=None, name=None):\n try:\n if id is not None:\n info = tamk_API_implementations(id=id)\n if id.lower() not in info['realizations'][0]['code'].lower():\n return \"\"\n #print(info)\n #print(\"CODE\")\n elif name is not None:\n info = tamk_API_implementations(name=name)\n if name.lower() not in info['realizations'][0]['name'].lower():\n return \"\"\n #print(info)\n #print(\"NAME\")\n language = info['realizations'][0]['teachingLanguage']\n if(language == 'en'):\n language = 'english'\n elif(language == 'fi'):\n language = 'finnish'\n elif(language == 'sv'):\n language = 'swedish'\n return(\"Teaching language of the course \"+info['realizations'][0]['name']+\" is \"+language+\".\")\n except Exception as e:\n traceback.print_exc()\n return \"\"\n\n\n\n#Searches courses starting date by its id\ndef tamk_startDate(id=None, name=None):\n try:\n if id is not None:\n info = tamk_API_implementations(id=id)\n if id.lower() not in info['realizations'][0]['code'].lower():\n return \"\"\n elif name is not None:\n info = tamk_API_implementations(name=name)\n if name.lower() not in info['realizations'][0]['name'].lower():\n return \"\"\n startDate = dateutil.parser.parse(info['realizations'][0]['startDate'])\n startDate = startDate.strftime('%d-%m-%Y')\n return(\"Starting date of the course \"+info['realizations'][0]['name']+\" is \"+str(startDate)+\".\")\n except Exception as e:\n traceback.print_exc()\n return \"\"\n\n\n\n#Searches courses location by its id\ndef tamk_location(id=None, name=None):\n try:\n if id is not None:\n info = tamk_API_implementations(id=id)\n if id.lower() not in info['realizations'][0]['code'].lower():\n return \"\"\n elif name is not None:\n info = tamk_API_implementations(name=name)\n if name.lower() not in info['realizations'][0]['name'].lower():\n return \"\"\n en_location = info['realizations'][0]['office']['localizedName']['en']\n fi_location = info['realizations'][0]['office']['localizedName']['fi']\n sv_location = info['realizations'][0]['office']['localizedName']['sv']\n if(en_location != \"\"):\n location = en_location\n elif(fi_location != \"\"):\n location = fi_location\n elif(sv_location != \"\"):\n location = sv_location\n return(\"Location of the course \"+info['realizations'][0]['name']+\" is \"+location+\".\" )\n except Exception as e:\n traceback.print_exc()\n\n return \"\"\n\n\n\n#Searches courses exam dates by its id\ndef tamk_examSchedule(id=None, name=None):\n try:\n if id is not None:\n info = tamk_API_implementations(id=id)\n if id.lower() not in info['realizations'][0]['code'].lower():\n return \"\"\n elif name is not None:\n info = tamk_API_implementations(name=name)\n if name.lower() not in info['realizations'][0]['name'].lower():\n return \"\"\n exams = info['realizations'][0]['examSchedule']\n if exams is \"\":\n exams = \"unknown\"\n return(\"Exam schedule of the course \"+info['realizations'][0]['name']+\" is: \"+exams)\n except Exception as e:\n traceback.print_exc()\n return\"\"\n\n#print(tamk_course_name(\"IM00BR45-3003\"))\n#print(tamk_teachingLanguage(name=\"Knowledge Management\"))\n#print(tamk_startDate(\"IM00BR45-3003\"))\n#print(tamk_location(\"IM00BR45-3003\"))\n#print(tamk_examSchedule(\"IM00BR45-3003\"))\n" }, { "alpha_fraction": 0.7723004817962646, "alphanum_fraction": 0.7816901206970215, "avg_line_length": 34.5, "blob_id": "c212d37a7131a051737eee4ab334dc920c656636", "content_id": "182104fab8723afe6c0d565c8ef6ec33043646a3", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 426, "license_type": "permissive", "max_line_length": 84, "num_lines": 12, "path": "/README.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "# TUNIBot\nProject Work 2018F - TUNI chatbot\n\nThis is the public repository for the TUNIBot project.\n\nTo use, you will need to install all the requirements (Rasa, ChatScript, Program-Y)\n\nBefore launching the main app (TUNIBrain/app.py), you will need to train the Rasa \nmodel, build the ChatScript bot (TUNIBOTTI), and launch all the relevant supporting \nservers. \n\nThere is an example start script in the TUNIBrain directory.\n" }, { "alpha_fraction": 0.6527711749076843, "alphanum_fraction": 0.6698247194290161, "avg_line_length": 34.779659271240234, "blob_id": "ed658d14b000b946db4bbd74f9f855e5e11ef4ce", "content_id": "07bbe2b1aa9fb904fa03aafaef516ff019879db1", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2111, "license_type": "permissive", "max_line_length": 78, "num_lines": 59, "path": "/TUNIBrain/University_API_requests.py", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "import requests, time\n\n#Loads University API-data and saves it into json and xml files.\ndef save_API_data():\n\n #Is there a delay between API calls or not\n delay = False\n\n #Implementation of study modules\n #URL and API-key for the request\n url = 'https://opendata.uta.fi:8443/apiman-gateway/UTA/opintojaksot/1.0'\n headers = {'X-API-Key':'***REMOVED***', 'content-type': 'application/json'}\n #Makes API-request and saves data into json-file.\n r = requests.post(url, data=\"{}\", headers=headers)\n file = open(\"jsons/uta_course_implementations.json\",\"w\", encoding=\"utf-8\")\n file.write(r.content.decode('utf-8'))\n file.close()\n\n if(delay):\n time.sleep(30)\n\n #Open university studies\n #URL and API-key for the request\n url = 'https://opendata.uta.fi:8443/apiman-gateway/UTA/tarjontaavoin/1.0'\n headers = {'X-API-Key':'***REMOVED***', 'content-type': 'application/json'}\n #Makes API-request and saves data into xml-file.\n r = requests.post(url, data=\"{}\", headers=headers)\n file = open(\"xmls/available_studies_at_open_university.xml\",\"w\")\n file.write(r.content.decode('utf-8'))\n file.close()\n\n if(delay):\n time.sleep(30)\n\n #Exchange information\n #URL and API-key for the request\n url = 'https://opendata.uta.fi:8443/apiman-gateway/UTA/kvkohteet/1.0'\n headers = {'X-API-Key':'***REMOVED***', 'content-type': 'application/json'}\n #Makes API-request and saves data into json-file.\n r = requests.post(url, data=\"{}\", headers=headers)\n file = open(\"jsons/exchange_destinations_and_programs.json\",\"w\")\n file.write(r.content.decode('utf-8'))\n file.close()\n\n\n if(delay):\n time.sleep(30)\n\n #Cross-institutional studies\n #URL and API-key for the request\n url = 'https://opendata.uta.fi:8443/apiman-gateway/UTA/tarjontat3/1.0'\n headers = {'X-API-Key':'***REMOVED***', 'content-type': 'application/json'}\n #Makes API-request and saves data into xml-file.\n r = requests.post(url, data=\"{}\", headers=headers)\n file = open(\"xmls/cross-institutional_studies.xml\",\"w\")\n file.write(r.content.decode('utf-8'))\n file.close()\n\nsave_API_data()\n" }, { "alpha_fraction": 0.6528497338294983, "alphanum_fraction": 0.6528497338294983, "avg_line_length": 31.200000762939453, "blob_id": "29849026dac7f037daac7365445f2dbebe222025", "content_id": "e373569aaaefad87db829b936625cb089d2322e6", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 965, "license_type": "permissive", "max_line_length": 60, "num_lines": 30, "path": "/rasaintentit/data/generoiduttreenidatat/ajat.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "- Schedule [*](course)\n- [*](course) schedule\n- [*](course) weekly schedule\n- [*](course) weekly\n- What is the schedule for [*](course)\n- What is the schedule [*](course)\n- When are classes for [*](course)\n- Classes [*](course)\n- When are classes [*](course)\n- Teaching times [*](course)\n- Teaching hours [*](course)\n- Teaching [*](course)\n- [*](course) teaching\n- Week [*](course)\n- Lectures [*](course)\n- When are lectures [*](course)\n- Hours weekly [*](course)\n- When are the classes [*](course) weekly\n- [*](course) teaching times\n- When are [*](course) teaching times\n- What are [*](course) teaching times\n- When are lectures [*](course)\n- The schedule for [*](course)\n- What are the teaching times for [*](course)\n- [*](course) times\n- [*](course) hours\n- I want to know when [*](course) teaching times are\n- I want to know teaching times of [*](course)\n- I want to know the schedule of [*](course)\n- I want to know when the lectures in course [*](course) are" }, { "alpha_fraction": 0.7222222089767456, "alphanum_fraction": 0.7222222089767456, "avg_line_length": 21.5, "blob_id": "be9a51b2113fdfed37c9b39c56aa5606e7d9fb80", "content_id": "beb830219bb540b7675a2d16fb9fd2d0b9cc9ac2", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 90, "license_type": "permissive", "max_line_length": 64, "num_lines": 4, "path": "/ToolReviews/AIMLtests/tutorial-y/temp/README.txt", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "Temp Folder\n===========\n\nThis folder will contain temporary files for debugging purposes.\n" }, { "alpha_fraction": 0.6183294653892517, "alphanum_fraction": 0.6183294653892517, "avg_line_length": 28.758621215820312, "blob_id": "0b7e8657320d89525d970a8e84d4bc04666f0aab", "content_id": "9328ba67b77a9cfac9586ca3a1aeb70d916656c5", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 862, "license_type": "permissive", "max_line_length": 46, "num_lines": 29, "path": "/rasaintentit/data/generoiduttreenidatat/paikka.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "- Where is [*](course)\n- Where is course [*](course)\n- Where is class [*](course)\n- Where is lecture [*](course)\n- Where is the classroom [*](course)\n- Where can I find [*](course)\n- How to get to [*](course)\n- Where [*](course)\n- Location [*](course)\n- Find [*](course)\n- How to find [*]\n- How can I find [*](course)\n- Which classroom is [*](course)\n- What is the classroom for [*](course)\n- Which room is [*](course)\n- I'd like to find [*(course)\n- Where can I find [*](course)\n- [*](course) place\n- [*](course) where\n- [*] (course) location\n- Locate [*](course)\n- Where is [*](course) located\n- The location of [*](course) class\n- I can't find [*](course)\n- I'm trying to find [*](course)\n- I want to know the location of [*](course)\n- I want to know where [*](course) is\n- I want to know the classroom for [*](course)\n- I want to know how to find [*](course)" }, { "alpha_fraction": 0.5031539797782898, "alphanum_fraction": 0.5118753910064697, "avg_line_length": 45.6265983581543, "blob_id": "bce6a269da108735d4e5f838b471c2ed231da6e8", "content_id": "cdee81b80dbcbbb4a356f3df0b649731a83d4786", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 18260, "license_type": "permissive", "max_line_length": 145, "num_lines": 391, "path": "/TUNIBrain/app.py", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "from gevent import monkey; monkey.patch_all()\n\nfrom bottle import Bottle, run, \\\ntemplate, debug, static_file, request, post, get, route, hook, response\n\nimport os, sys\nimport requests\nimport json\nimport socket\n\nfrom inspect import getsourcefile\nfrom os.path import abspath\nfrom parse_uta_databank import UTAJsonParser\nfrom TAMK_API_implementations import *\nfrom TAMK_API_courseunits import *\n\nfrom Log import Logger\n\nimport re\n\ndirname = os.path.dirname(abspath(getsourcefile(lambda:0)))\n\napp = Bottle()\n#debug(True)\n\n# enable or disable logging\nlogs_on = False\n\nRASA_ADDRESS = \"http://localhost:5000/parse\" # http address of rasa server\nRASA_THRESHOLD = 1.1 # confidence threshold for using rasa response (when no entities are detected)\n# RASA_THRESHOLD is never achieved (max is 1.0), effectively switched off when no entities detected\nRASA_THRESHOLD_DEFAULTINFO = 0.90 # confidence threshold for using rasa response (when no entities are detected)\nRASA_THRESHOLD_DEFAULTINFO_ENTITY = 0.90\nRASA_SPECIAL = 0.25 # confidence threshold for using rasa response (when entities are detected)\nRASA_SPECIAL_ENTITY = 0.35 # entity confidence threshold for using rasa response (when entities are detected)\nUTA_PARSER = UTAJsonParser(\"jsons\") # initialize uta parser with jsons directory\nPROGRAMY_ENDPOINT = \"http://localhost:8989/api/rest/v1.0/ask?question=*1&userid=*2\"\n\n# add cors header to all requests\[email protected]('after_request')\ndef enable_cors():\n response.headers['Access-Control-Allow-Origin'] = '*'\n\n# return files from the static path\[email protected]('/static/<filename>')\ndef server_static(filename):\n return static_file(filename, root='static')\n\nlogger = Logger(logs_on)\n\n# note: comments in Finnish\ndef query_chatscript(query, userID=\"TestUser\"):\n # Lokaalin testiympäristön osoite. Muistetaan muokata, kunhan CS\n # on serverillä.\n addr = (\"localhost\", 1024)\n\n # UserID pitäisi lopulta tulla ulkopuolelta, tässä koodissa se on\n # väliaikaisen tekstikäytön vuoksi stdin.\n\n # Tällä hetkellä skripti yhdistää oletusbottiin. Pitää muokata, jos\n # lopulta serverillä on jostain syystä useampi CS-botti.\n bot = ''\n # data_iniin pitää muokata CS-botille lähetettävä kysymys.\n data_in = query\n\n client_socket = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n client_socket.connect(addr)\n client_socket.sendall((userID+chr(0)+bot+chr(0)+data_in+chr(0)).encode('utf-8'))\n\n # data_out on CS-botin vastaus lähetettyyn kysymykseen. Se pitäisi siis\n # lähettää jonnekin eteenpäin.\n data_out = client_socket.recv(1000)\n client_socket.close()\n\n return data_out.decode(\"utf-8\")\n\n# parse rasa json and respond with appropriate response from tamk or uta (tuni) backends\n# needs major refactoring\ndef parse_rasa_json(receivedThreshold, rasa_json):\n response = \"\"\n try:\n if receivedThreshold > RASA_THRESHOLD or (receivedThreshold > RASA_SPECIAL and \\\n \"entities\" in rasa_json and len(rasa_json['entities']) > 0 and \\\n rasa_json['entities'][0]['confidence'] > RASA_SPECIAL_ENTITY):\n if rasa_json['intent']['name'] == 'startDate': # check intent name\n if len(rasa_json[\"entities\"]) > 0:\n if rasa_json[\"entities\"][0][\"entity\"] == \"course\":\n coursecode = rasa_json[\"entities\"][0]['value']\n # if course found, search for course and add to response\n # all of the following intents follow this basic pattern\n uta = UTA_PARSER.find_course_start_date(id=coursecode)\n if len(uta) > 2:\n response = uta\n else:\n tamk = tamk_startDate(id=coursecode)\n if len(tamk) > 2:\n response += tamk\n elif rasa_json[\"entities\"][0][\"entity\"] == \"coursename\":\n coursename = rasa_json[\"entities\"][0]['value']\n uta = UTA_PARSER.find_course_start_date(name=coursename)\n if len(uta) > 2:\n response = uta\n else:\n tamk = tamk_startDate(name=coursename)\n if len(tamk) > 2:\n response += tamk\n else:\n response = \"Are you asking for course starting dates?\\nYou need to mention a course code/name to help me search.\"\n if rasa_json['intent']['name'] == 'kieli':\n if len(rasa_json[\"entities\"]) > 0:\n if rasa_json[\"entities\"][0][\"entity\"] == \"course\":\n coursecode = rasa_json[\"entities\"][0]['value']\n uta = UTA_PARSER.find_course_teachinglanguage(id=coursecode)\n if len(uta) > 2:\n response = uta\n else:\n tamk = tamk_teachingLanguage(id=coursecode)\n if len(tamk) > 2:\n response += tamk\n elif rasa_json[\"entities\"][0][\"entity\"] == \"coursename\":\n coursename = rasa_json[\"entities\"][0]['value']\n uta = UTA_PARSER.find_course_teachinglanguage(name=coursename)\n\n if len(uta) > 2:\n response = uta\n else:\n tamk = tamk_teachingLanguage(name=coursename)\n if len(tamk) > 2:\n response += tamk\n else:\n response = \"Are you asking for course teaching language?\\nYou need to mention a course code/name to help me search.\"\n if rasa_json['intent']['name'] == 'opetusajat' or \\\n rasa_json['intent']['name'] == 'periodi':\n if len(rasa_json[\"entities\"]) > 0:\n if rasa_json[\"entities\"][0][\"entity\"] == \"course\":\n coursecode = rasa_json[\"entities\"][0]['value']\n uta = UTA_PARSER.find_course_teaching_times(id=coursecode)\n if len(uta) > 2:\n response = uta\n else:\n tamk = tamk_examSchedule(id=coursecode)\n if len(tamk) > 2:\n response += tamk\n elif rasa_json[\"entities\"][0][\"entity\"] == \"coursename\":\n coursename = rasa_json[\"entities\"][0]['value']\n uta = UTA_PARSER.find_course_teaching_times(name=coursename)\n if len(uta) > 2:\n response = uta\n else:\n tamk = tamk_examSchedule(name=coursename)\n if len(tamk) > 2:\n response += tamk\n else:\n response = \"Are you asking for course schedules?\\nYou need to mention a course code/name to help me search.\"\n\n if rasa_json['intent']['name'] == 'poikkeusajat':\n if len(rasa_json[\"entities\"]) > 0:\n if rasa_json[\"entities\"][0][\"entity\"] == \"course\":\n coursecode = rasa_json[\"entities\"][0]['value']\n uta = UTA_PARSER.find_course_deviations(id=coursecode)\n if len(uta) > 2:\n response = uta\n elif rasa_json[\"entities\"][0][\"entity\"] == \"coursename\":\n coursename = rasa_json[\"entities\"][0]['value']\n uta = UTA_PARSER.find_course_deviations(name=coursename)\n if len(uta) > 2:\n response = uta\n else:\n response = \"Are you asking for exceptions in the course schedule?\\nYou need to mention a course code/name to help me search.\"\n\n if rasa_json['intent']['name'] == 'creditsMin':\n if len(rasa_json[\"entities\"]) > 0:\n if rasa_json[\"entities\"][0][\"entity\"] == \"course\":\n coursecode = rasa_json[\"entities\"][0]['value']\n uta = UTA_PARSER.find_course_credits(id=coursecode)\n if len(uta) > 2:\n response = uta\n else:\n tamk = tamk_credits(id=coursecode)\n if len(tamk) > 2:\n response += tamk\n elif rasa_json[\"entities\"][0][\"entity\"] == \"coursename\":\n coursename = rasa_json[\"entities\"][0]['value']\n uta = UTA_PARSER.find_course_credits(name=coursename)\n if len(uta) > 2:\n response = uta\n else:\n tamk = tamk_credits(name=coursename)\n if len(tamk) > 2:\n response += tamk\n else:\n response = \"Are you asking for course credits?\\nYou need to mention a course code/name to help me search.\"\n if rasa_json['intent']['name'] == 'nimi':\n if len(rasa_json[\"entities\"]) > 0:\n if rasa_json[\"entities\"][0][\"entity\"] == \"course\":\n coursecode = rasa_json[\"entities\"][0]['value']\n uta = UTA_PARSER.find_course_name(coursecode)\n if uta is not None and len(uta) > 2:\n response = uta\n else:\n tamk = tamk_course_name(id=coursecode)\n if tamk is not None and len(tamk) > 2:\n response += tamk\n else:\n tamk2 = tamk_course_name_fromunit(id=coursecode)\n if tamk2 is not None and len(tamk2) > 2:\n response += tamk2\n else:\n response = \"Are you asking for course name?\\nYou need to mention a course code to help me search.\"\n\n if rasa_json['intent']['name'] == 'paikka':\n if len(rasa_json[\"entities\"]) > 0:\n if rasa_json[\"entities\"][0][\"entity\"] == \"course\":\n coursecode = rasa_json[\"entities\"][0]['value']\n uta = UTA_PARSER.find_course_teaching_times(id=coursecode)\n if len(uta) > 2:\n response = uta\n else:\n tamk = tamk_location(id=coursecode)\n if len(tamk) > 2:\n response += tamk\n elif rasa_json[\"entities\"][0][\"entity\"] == \"coursename\":\n coursename = rasa_json[\"entities\"][0]['value']\n uta = UTA_PARSER.find_course_teaching_times(name=coursename)\n if len(uta) > 2:\n response = uta\n else:\n tamk = tamk_location(name=coursename)\n if len(tamk) > 2:\n response += tamk\n else:\n response = \"Are you asking for course location?\\nYou need to mention a course code/name to help me search.\"\n\n if rasa_json['intent']['name'] == 'defaultinfo' and \\\n (receivedThreshold > RASA_THRESHOLD_DEFAULTINFO and \\\n \"entities\" in rasa_json and len(rasa_json['entities']) > 0 and \\\n rasa_json['entities'][0]['confidence'] > RASA_THRESHOLD_DEFAULTINFO_ENTITY): # check intent name, special\n if len(rasa_json[\"entities\"]) > 0:\n if rasa_json[\"entities\"][0][\"entity\"] == \"course\":\n coursecode = rasa_json[\"entities\"][0]['value']\n # return start date and language if asking generic question about course\n uta = UTA_PARSER.find_course_start_date(id=coursecode)\n if len(uta) > 2:\n response = uta\n else:\n tamk = tamk_startDate(id=coursecode)\n if len(tamk) > 2:\n response += tamk\n uta = UTA_PARSER.find_course_teachinglanguage(id=coursecode)\n if len(uta) > 2:\n response += \"\\n\" + uta\n else:\n tamk = tamk_teachingLanguage(id=coursecode)\n if len(tamk) > 2:\n response += \"\\n\" + tamk\n elif rasa_json[\"entities\"][0][\"entity\"] == \"coursename\":\n coursename = rasa_json[\"entities\"][0]['value']\n uta = UTA_PARSER.find_course_start_date(name=coursename)\n if len(uta) > 2:\n response = uta\n else:\n tamk = tamk_startDate(name=coursename)\n if len(tamk) > 2:\n response += tamk\n uta = UTA_PARSER.find_course_teachinglanguage(name=coursename)\n if len(uta) > 2:\n response += \"\\n\" + uta\n else:\n tamk = tamk_teachingLanguage(id=coursename)\n if len(tamk) > 2:\n response += \"\\n\" + tamk\n\n\n except Exception as e:\n print(\"Error in rasa code:\")\n traceback.print_exc()\n\n # if response is too short (empty), set response to None in order to use ChatScript or rosie response\n if response is not None and len(response) < 3:\n response = None\n\n return response\n\[email protected]('/msg', method='POST')\ndef test():\n username = request.forms.username #+ \":tunibottitoo\"\n if username is None:\n username = \"TestUser\"\n print(\"Username: \" + username)\n\n query = request.forms.query\n print(\"query: \" + query)\n\n #Removes special characters from query, and makes it start with uppercase letter\n cleaning_query = ''.join(e for e in query if e.isalnum() or e.isspace() or e == '-')\n cleaned_query = \"\".join(c.upper() if i is 0 else c for i, c in enumerate(cleaning_query))\n\n # send user query to rasa, utf-8 encoding\n rasa_query = '{\"query\":\"' + cleaned_query + '\", \"project\": \"current\"}'\n rasa_response = requests.post(RASA_ADDRESS, data=rasa_query.encode(\"utf-8\"))\n rasa_response.encoding = \"utf-8\"\n #print(rasa_response.text)\n\n rasa_json = json.loads(rasa_response.text, encoding=\"utf-8\")\n print(rasa_json)\n receivedThreshold = rasa_json['intent']['confidence']\n print(\"rasa conf \" + \"{0:.2f}\".format(receivedThreshold))\n need_cs_response = True\n response = parse_rasa_json(receivedThreshold, rasa_json)\n success = True\n\n # if parsing rasa json succeeded, we don't need a chatscript response\n if response is not None:\n need_cs_response = False\n\n # otherwise, send user query to chatscript bot\n if need_cs_response:\n response = query_chatscript(query, userID=username)\n print(\"Chatscript response: \" + response)\n\n # was ChatScript able to answer?\n # should switch this phrase to something more distinct\n if need_cs_response and \"Please ask me anything you\" in response:\n print(\"did not succeed at rasa or chatscript\")\n success = False\n\n # if Rasa and ChatScript were not able to respond\n # rosie (program-y) is the final\n if not success:\n print(\"trying program-y\")\n try:\n aiml_response = requests.get(PROGRAMY_ENDPOINT.replace(\"*1\",query)\\\n .replace(\"*2\",username).encode(\"ISO 8859-1\"))\n aiml_response.encoding = \"ISO 8859-1\"\n aiml_json = json.loads(aiml_response.text)\n response = aiml_json[0]['response']['answer']\n Source = \"Program-Y\"\n except Exception as e:\n print(\"aiml failed: \" + str(e))\n\n #Logs\n if logs_on:\n if need_cs_response:\n Source = 'Chatscript'\n receivedThreshold = 0\n if not success:\n Source = 'Program-Y'\n else:\n Source = 'Rasa'\n\n #Was the answer successful or not\n if receivedThreshold <= 0:\n if success:\n logger.log_success(query, response, 0, \"none\", 0, \"none\", Source)\n else:\n logger.log_failed(query, response, 0, \"none\", 0, \"none\", Source)\n elif len(rasa_json[\"entities\"]) == 0:\n if success:\n logger.log_success(query, response, rasa_json['intent']['confidence'],\\\n rasa_json['intent']['name'], 0, \"none\", Source)\n else:\n logger.log_failed(query, response, rasa_json['intent']['confidence'],\\\n rasa_json['intent']['name'], 0, \"none\", Source)\n else:\n if success:\n logger.log_success(query, response, rasa_json['intent']['confidence'],\\\n rasa_json['intent']['name'], rasa_json[\"entities\"][0][\"confidence\"],\\\n rasa_json[\"entities\"][0][\"entity\"], Source)\n else:\n logger.log_failed(query, response, rasa_json['intent']['confidence'],\\\n rasa_json['intent']['name'], rasa_json[\"entities\"][0][\"confidence\"],\\\n rasa_json[\"entities\"][0][\"entity\"], Source)\n\n\n header = \"<html><body>\"\n\n footer = \"</body></html>\"\n\n #replace(\"\\n\", \"\\r\\n\").replace(\" \", \"&nbsp&nbsp\")\n\n # return bot response, replacing incorrectly formatted newlines\n return header + response.replace(\"\\\\r\\\\n\", \"\\r\\n\").replace(\"\\\\n\", \"\\r\\n\")\\\n .replace(\"\\\\r\", \"\\r\\n\").replace(\"\\n\", \"\\r\\n\").replace(\"\\r\\n\", \"\\r\\n\") + footer\n\n\n\ndef main():\n run(app, host='localhost', port=8082)\n\nif __name__ == \"__main__\":\n main()\n" }, { "alpha_fraction": 0.6041450500488281, "alphanum_fraction": 0.6041450500488281, "avg_line_length": 23.149999618530273, "blob_id": "228f4e0d4e08295010939261294372c214017dc3", "content_id": "f2ffea23dc9e316878d01f8edaf13376e1858fd2", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 965, "license_type": "permissive", "max_line_length": 41, "num_lines": 40, "path": "/rasaintentit/data/ohjelma_tunintenttien_generoimiseen/default_course_info.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "## intent:defaultinfo\n- [*](course)\n- [*](course)\n- [*](course)\n- [*](course)\n- [*](course)\n- [*](course)\n- [*](course)\n- [*](course)\n- [*](course)\n- [*](course)\n- [*](course)\n- information [*](course)\n- [*](course) all information\n- [*](course) basic information\n- basic information [*](course)\n- [*](course) all\n- all [*](course)\n- everything about [*](course)\n- about [*](course)\n- what is [*](course)\n- what course is [*](course)\n- what can you tell me about [*](course)\n- what is there to know about [*](course)\n- what do you know about [*](course)\n- do you know about [*](course)\n- can you tell me about [*](course)\n- tell me everything about [*](course)\n- tell me about [*](course)\n- [*](course) full\n- [*](course) full information\n- [*](course) all information\n- [*](course) details\n- [*](course) all details\n- [*](course) summary\n- full information [*](course\n- all information [*](course)\n- details [*](course)\n- all details [*](course)\n- full [*](course)" }, { "alpha_fraction": 0.46474596858024597, "alphanum_fraction": 0.47405707836151123, "avg_line_length": 41.83525848388672, "blob_id": "5bb6e61bf94e1b8cfa3d894f1948ed5503fbaaea", "content_id": "865858e75afc2830ee874dbbab009510a3c525f0", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 14821, "license_type": "permissive", "max_line_length": 174, "num_lines": 346, "path": "/TUNIBrain/parse_uta_databank.py", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "import json\n#from dateutil import datetime\nfrom datetime import datetime\nimport dateutil.parser\nimport traceback\n\nimport math\n\nclass UTAJsonParser:\n def parse_files(self, json_dir):\n with open(json_dir + '/uta_course_implementations.json', 'r', encoding=\"utf-8\") as f:\n self.course_implementations = json.load(f)\n\n def __init__(self, json_dir):\n self.parse_files(json_dir)\n\n # search courses, return as list\n # TODO: implement fuzzy matching for course name\n def search_regular_course_implementation(self, id=None, name=None):\n courses = []\n try:\n if id is not None:\n for course in self.course_implementations:\n if id.lower() == course['code'].lower():\n courses.append(course)\n if name is not None:\n for course in self.course_implementations:\n if name.lower() in course['name'].lower():\n courses.append(course)\n except Exception as e:\n print(e)\n\n return courses\n\n\n # search courses, sort matches by date, parse course name and return as string\n def find_course_name(self, id):\n matches = self.search_regular_course_implementation(id=id)\n ordered_matches = []\n currentDate = datetime.now()\n for i in range(0, len(matches)):\n try:\n start = dateutil.parser.parse(matches[i]['startDate'])\n diff = start - currentDate\n ordered_matches.append((i, math.fabs(diff.total_seconds())))\n except Exception as e:\n print(e)\n print(\"find_course_start_date invalid\")\n\n response = \"\"\n if len(matches) > 0:\n try:\n i=0\n for match in sorted(ordered_matches, key=lambda x: x[1]):\n if i > 0:\n break\n course_json = matches[match[0]]\n if match[1] < 63113851.0: # 2 years\n response += \" Course \" + course_json['code'] + \" is called \" \\\n + course_json['name'] + \".\\n\"\n i += 1\n except Exception as e:\n print(\"find_course_name error\")\n\n return response\n\n # search courses, sort matches by date, parse start date and return as string\n def find_course_start_date(self, id=None, name=None):\n if (id is not None):\n matches = self.search_regular_course_implementation(id=id)\n else:\n matches = self.search_regular_course_implementation(name=name)\n ordered_matches = []\n currentDate = datetime.now()\n for i in range(0, len(matches)):\n try:\n start = dateutil.parser.parse(matches[i]['startDate'])\n diff = start - currentDate\n ordered_matches.append((i, math.fabs(diff.total_seconds())))\n except Exception as e:\n print(e)\n print(\"find_course_start_date invalid\")\n\n response = \"\"\n if len(matches) > 0:\n try:\n '''response += \"Found matching courses at UTA.\"\n if len(matches) > 1:\n response += \" Displaying top 3.\"\n response += \"\\n\"'''\n i=0\n for match in sorted(ordered_matches, key=lambda x: x[1]):\n if i > 2:\n break\n course_json = matches[match[0]]\n if match[1] < 63113851.0: # 2 years\n response += \" Course \" + course_json['name'] + \" starts \" \\\n + course_json['startDate'] + \".\\n\"\n i += 1\n except Exception as e:\n print(\"find_course_start_date error\")\n\n return response\n\n # search courses, sort matches by date, parse credit amount and return as string\n def find_course_credits(self, id=None, name=None):\n if(id is not None):\n matches = self.search_regular_course_implementation(id=id)\n elif(name is not None):\n matches = self.search_regular_course_implementation(name=name)\n ordered_matches = []\n currentDate = datetime.now()\n for i in range(0, len(matches)):\n try:\n start = dateutil.parser.parse(matches[i]['startDate'])\n diff = start - currentDate\n ordered_matches.append((i, math.fabs(diff.total_seconds())))\n except Exception as e:\n print(e)\n print(\"find_course_credits invalid\")\n response = \"\"\n\n if len(matches) > 0:\n try:\n i=0\n for match in sorted(ordered_matches, key=lambda x: x[1]):\n if i > 2:\n break\n course_json = matches[match[0]]\n if match[1] < 63113851.0: # 2 years\n if (course_json['creditsMax'] is None or course_json['creditsMax'] == course_json['creditsMin']):\n response += \" Course \" + course_json['name'] + \" is worth \" + str(course_json['creditsMin']) +\" credits.\\n\"\n else:\n response += \" Course \" + course_json['name'] + \" is worth \" + str(course_json['creditsMin']) +\"-\"+ str(course_json['creditsMax']) + \" credits.\\n\"\n i += 1\n except Exception as e:\n traceback.print_exc()\n print(\"find_course_credits error\")\n\n return response\n\n\n # search courses, sort matches by date, parse teaching language and return as string\n def find_course_teachinglanguage(self, id=None, name=None):\n if (id is not None):\n matches = self.search_regular_course_implementation(id=id)\n else:\n matches = self.search_regular_course_implementation(name=name)\n ordered_matches = []\n currentDate = datetime.now()\n for i in range(0, len(matches)):\n try:\n start = dateutil.parser.parse(matches[i]['startDate'])\n diff = start - currentDate\n ordered_matches.append((i, math.fabs(diff.total_seconds())))\n except Exception as e:\n print(e)\n print(\"find_course_teachinglanguage invalid\")\n\n response = \"\"\n\n try:\n #response += \"Found matching courses at UTA:\\n\"\n match = sorted(ordered_matches, key=lambda x: x[1])[0]\n course_json = matches[match[0]]\n if match[1] < 63113851.0:\n lang = \"\"\n if course_json['teachingLanguage'] == \"sv\":\n lang = \"Swedish\"\n elif course_json['teachingLanguage'] == \"fi\":\n lang = \"Finnish\"\n elif course_json['teachingLanguage'] == \"en\":\n lang = \"English\"\n\n response += \" Course \" + course_json['name'] + \" teaching language is \" \\\n + lang + \".\\n\"\n\n except Exception as e:\n traceback.print_exc()\n print(\"find_course_teachinglanguage error\")\n\n return response\n\n # search courses, sort matches by date, parse teaching times and return as string\n def find_course_teaching_times(self, id=None, name=None):\n if (id is not None):\n matches = self.search_regular_course_implementation(id=id)\n else:\n matches = self.search_regular_course_implementation(name=name)\n ordered_matches = []\n currentDate = datetime.now()\n for i in range(0, len(matches)):\n try:\n start = dateutil.parser.parse(matches[i]['startDate'])\n diff = start - currentDate\n ordered_matches.append((i, math.fabs(diff.total_seconds())))\n except Exception as e:\n print(e)\n print(\"find_course_teaching_times invalid\")\n\n response = \"\"\n if len(matches) > 0:\n try:\n #response += \"Found matching courses at UTA.\\n\"\n '''if len(matches) > 1:\n response += \" Displaying top 3.\"'''\n #response += \"\\n\"\n i=0\n for match in sorted(ordered_matches, key=lambda x: x[1]):\n if i > 2:\n break\n course_json = matches[match[0]]\n if match[1] < 63113851.0: # 2 years\n response += \" Course \" + course_json['name'] + \", start date \" \\\n + course_json['startDate'] + \".\\n\"\n #response += \"Study groups and schedules: \\n\"\n group_idx = 0\n for group in course_json['_opsi_opryhmat']:\n if (group['nimi'] is not None):\n response += \" \" + group['nimi'] + \"\\n\"\n else:\n response += \" Group \" + str(group_idx) + \"\\n\"\n for time in group['ajat']:\n #print(time['alkuaika'])\n starttime = datetime.utcfromtimestamp(time['alkuaika']//1000).strftime('%d-%m-%Y')\n if time['toistuvuus'] is not None:\n endtime = datetime.utcfromtimestamp(time['alkuaika']//1000).strftime('%d-%m-%Y')\n alkuminuutit = time['alkuminuutit']\n if len(alkuminuutit) < 1:\n alkuminuutit = \"00\"\n loppuminuutit = time['loppuminuutit']\n if len(loppuminuutit) < 1:\n loppuminuutit = \"00\"\n response += \" From \" + starttime + \" to \" \\\n + endtime + \", \" + time['alkutunnit'] + \":\" \\\n + alkuminuutit + \"-\" + time['lopputunnit'] \\\n + \":\" + loppuminuutit + \", in \" + time['paikka'] + \"\\n\"\n else:\n alkuminuutit = time['alkuminuutit']\n if len(alkuminuutit) < 1:\n alkuminuutit = \"00\"\n loppuminuutit = time['loppuminuutit']\n if len(loppuminuutit) < 1:\n loppuminuutit = \"00\"\n response += \" \" + starttime + \", \" + time['alkutunnit'] + \":\" \\\n + alkuminuutit + \"-\" + time['lopputunnit'] \\\n + \":\" + loppuminuutit + \", in \" + time['paikka'] + \"\\n\"\n\n i += 1\n except Exception as e:\n traceback.print_exc()\n print(\"find_course_teaching_times error\")\n\n return response\n\n # search courses, sort matches by date, parse exception times and return as string\n def find_course_deviations(self, id=None, name=None):\n if (id is not None):\n matches = self.search_regular_course_implementation(id=id)\n else:\n matches = self.search_regular_course_implementation(name=name)\n ordered_matches = []\n currentDate = datetime.now()\n for i in range(0, len(matches)):\n try:\n start = dateutil.parser.parse(matches[i]['startDate'])\n diff = start - currentDate\n ordered_matches.append((i, math.fabs(diff.total_seconds())))\n except Exception as e:\n print(e)\n print(\"find_course_teaching_times invalid\")\n\n response = \"\"\n if len(matches) > 0:\n try:\n i=0\n for match in sorted(ordered_matches, key=lambda x: x[1]):\n if i > 2:\n break\n course_json = matches[match[0]]\n if match[1] < 63113851.0: # 2 years\n response += \" Course \" + course_json['name'] + \", start date \" \\\n + course_json['startDate'] + \".\\n\"\n group_idx = 0\n for group in course_json['_opsi_opryhmat']:\n deviations_found = False\n for time in group['ajat']:\n if time['poikkeusajat']:\n for deviation in time['poikkeusajat']:\n starttime = datetime.utcfromtimestamp(deviation['alkuaika']//1000).strftime('%d-%m-%Y')\n paikka = deviation['paikka']\n alkutunnit = deviation['alkutunnit']\n response += \"Exception: \" + str(starttime) + \" at \" + alkutunnit + \" in \" + paikka + \"\\n\"\n #print(deviation.keys())\n alkuminuutit = deviation['alkuaika']\n #response += \"loytyi poikkeus \\n\"\n\n deviations_found = True\n\n\n if deviations_found is False:\n response += \"No deviations found.\"\n i += 1\n except Exception as e:\n traceback.print_exc()\n print(\"find_course_teaching_times error\")\n\n return response\n\n\n # not yet implemented\n def search_tampub(self, id=None, name=None):\n pubs = []\n try:\n pass\n except Exception as e:\n print(e)\n\n return courses\n\ndef dump_course_codes(parser):\n with open(\"uta_course_codes.txt\", 'w') as f:\n for course in parser.course_implementations:\n code = course['code']\n if len(code) > 1:\n f.write(code + \"\\n\")\n\ndef dump_course_names(parser):\n with open(\"uta_course_names.txt\", 'w') as f:\n for course in parser.course_implementations:\n name = course['name']\n if len(name) > 1:\n f.write(name + \"\\n\")\n\ndef main():\n parser = UTAJsonParser(\"jsons\")\n #print(parser.course_implementations[0]['name'])\n print(len(parser.course_implementations))\n print(parser.find_course_start_date(\"KKSULUK\"))\n print(parser.find_course_teaching_times(\"KKSULUK\"))\n print(parser.find_course_teachinglanguage(\"KKSULUK\"))\n print(parser.find_course_credits(\"KKSULUK\"))\n\n\nif __name__ == \"__main__\":\n main()\n" }, { "alpha_fraction": 0.7632160782814026, "alphanum_fraction": 0.7795819044113159, "avg_line_length": 58.571468353271484, "blob_id": "7a3c0d572785ecb6136561e53f27c5b548eeb943", "content_id": "4acb93b85fb7095153fac0f7cf69febc4a700e5d", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1117942, "license_type": "permissive", "max_line_length": 256, "num_lines": 18631, "path": "/rasaintentit/data/tunintentit5.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "\n## intent:startDate\n- When does [PSYA5](course) start\n- When does [OASIS Key Master 2018-2019](coursename) start\n- When does [TERY4](course) start\n- When does [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](coursename) start\n- When does [TERHOIA7](course) start\n- When does [Lastenkirjallisuus ja draama / Luennot - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename) start\n- When does [MEDU06](course) start\n- When does [PhD by publication: writing integrative chapter](coursename) start\n- When does [BTK1080](course) start\n- When does [Johdatus sosiaalitieteisiin (verkkokurssi)](coursename) start\n- When does [POLVOS27](course) start\n- When does [Markkinoinnin johtaminen ja organisointi](coursename) start\n- When does [KATTAA90](course) start\n- When does [Pohjoismaiden kirjallisuus/Nordisk litteratur](coursename) start\n- When does [KASLOM5](course) start\n- When does [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](coursename) start\n- When does [VENP3/VENK1](course) start\n- When does [Orientation - Orientation to studying in the Computational Big Data Analytics programme](coursename) start\n- When does [KKSUPRO](course) start\n- When does [Organisaatioiden kehittäminen ja konsultointi](coursename) start\n- When does [BTK1053](course) start\n- When does [Risk Management and Supervision of Financial Institutions](coursename) start\n- When does [POLVOS10](course) start\n- When does [Historian määrällisen tiedon esittäminen](coursename) start\n- When does [KASVAR10](course) start\n- When does [Economic renewal of cities and regions](coursename) start\n- When does [HALKOS27](course) start\n- When does [Pro gradu -seminaari ja -tutkielma (julkisoikeus)](coursename) start\n- When does [POLPOP02](course) start\n- When does [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](coursename) start\n- When does [MVKS60](course) start\n- When does [Viron peruskurssi](coursename) start\n- When does [KKSUOPE](course) start\n- When does [Hydrogel Journal Club](coursename) start\n- When does [PEACEGS1](course) start\n- When does [Tiede, tutkimus, kirjoittaminen](coursename) start\n- When does [TAYJ033](course) start\n- When does [Algebra 2](coursename) start\n- When does [HIS](course) start\n- When does [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](coursename) start\n- When does [ITIP2](course) start\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename) start\n- When does [JOVAT2](course) start\n- When does [Biological data analysis with R](coursename) start\n- When does [YKYYHT2](course) start\n- When does [Kvalitatiiviset menetelmät](coursename) start\n- When does [SOS6.2.3](course) start\n- When does [Visuaalisen kulttuurin syventymiskohde - Seminaari](coursename) start\n- When does [POLPOP05](course) start\n- When does [Sota-ajan säännösteltyä kulttuuria](coursename) start\n- When does [ESPFA6](course) start\n- When does [International Business Law](coursename) start\n- When does [KASLOE7.2](course) start\n- When does [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](coursename) start\n- When does [JOUJOVTS](course) start\n- When does [Tekniikan käännösviestinnän seminaari englanti-suomi](coursename) start\n- When does [POHS3](course) start\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](coursename) start\n- When does [KATYVA41](course) start\n- When does [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename) start\n- When does [JOVTS5](course) start\n- When does [Poliittiset aatteet ja ideologiat](coursename) start\n- When does [KASLOM10](course) start\n- When does [Syventävä projekti, keväällä 2019 alkava](coursename) start\n- When does [MTTS1](course) start\n- When does [Tutkijan puheviestintä](coursename) start\n- When does [TERTIETO3](course) start\n- When does [Kandidaattiseminaari (JATKAVA, Vahtikari)](coursename) start\n- When does [MVKS24E](course) start\n- When does [Liiketoimintamallit](coursename) start\n- When does [BIO4230](course) start\n- When does [Tilintarkastus II](coursename) start\n- When does [PEDA1](course) start\n- When does [Kielisuihkutustoiminta osana varhaista kielikasvatusta](coursename) start\n- When does [KASA7](course) start\n- When does [Cell Technology](coursename) start\n- When does [JOVAT2](course) start\n- When does [Media Landscape in Russia: Regional Perspective](coursename) start\n- When does [MVKS48/58](course) start\n- When does [International Political Economy](coursename) start\n- When does [TIEA1](course) start\n- When does [Kandidaatintutkielma, seminaari](coursename) start\n- When does [HALKAA14](course) start\n- When does [Conflict Resolution (book exam/essay)](coursename) start\n- When does [HALJTA04](course) start\n- When does [Introduction to Academic English (Open University Course)](coursename) start\n- When does [YKYYHT2](course) start\n- When does [Lähtötasokoe / Schwellentest](coursename) start\n- When does [KASVART2](course) start\n- When does [Advanced Project Studies](coursename) start\n- When does [POLVOA31](course) start\n- When does [Interview as a means of data generation](coursename) start\n- When does [ITIA03](course) start\n- When does [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (2. periodi)](coursename) start\n- When does [KKSAPRE1](course) start\n- When does [Kirjoitusviestintä / COMS](coursename) start\n- When does [KASLOM8](course) start\n- When does [Muu valinnainen kurssi](coursename) start\n- When does [LOGA8](course) start\n- When does [Tulkkauksen teoria](coursename) start\n- When does [HISP1](course) start\n- When does [Venäjä II](coursename) start\n- When does [YKYYHT2](course) start\n- When does [Dialogue: Constructive Talk at Work](coursename) start\n- When does [PEACE046/047](course) start\n- When does [Johdon laskentatoimen perusteet](coursename) start\n- When does [PGHES03](course) start\n- When does [Julkinen hallinto ja politiikka](coursename) start\n- When does [KKRA3](course) start\n- When does [Introduction to Corporate Social Responsibility](coursename) start\n- When does [PEDA2](course) start\n- When does [Tekninen ihmisyys](coursename) start\n- When does [TECHS4](course) start\n- When does [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](coursename) start\n- When does [TIETS26](course) start\n- When does [Academic writing and theory](coursename) start\n- When does [KATVRP11](course) start\n- When does [Venäjän kielen rakenne - Tekstin ymmärtäminen II](coursename) start\n- When does [BTK4660](course) start\n- When does [Finnish Advanced-Level Vocabulary Course (taught in Finnish)](coursename) start\n- When does [HALJUA24](course) start\n- When does [Kielioppi I/Språkets strukturer I](coursename) start\n- When does [LUOYY003](course) start\n- When does [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](coursename) start\n- When does [KASLOE7.5](course) start\n- When does [Valtio-opin teoriat (kirjatentti/essee)](coursename) start\n- When does [VENT1](course) start\n- When does [Espanja I](coursename) start\n- When does [KASA2](course) start\n- When does [Automaatit I](coursename) start\n- When does [JOUJOVTS/JMMETU](course) start\n- When does [Liikunta pedagogisena ilmiönä - B Liikunnan vaihtevat ympäristöt](coursename) start\n- When does [ESPFA3](course) start\n- When does [Vastuullisen liiketoiminnan case-kurssi](coursename) start\n- When does [POLPOP05](course) start\n- When does [Emotions and Sociality in Human-Technology Interaction](coursename) start\n- When does [MVKS15E](course) start\n- When does [Tutkielmaseminaari - Seminaari](coursename) start\n- When does [KASVAR9](course) start\n- When does [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename) start\n- When does [KASVAR5](course) start\n- When does [Visuaalisen kulttuurin teoria - lukupiiri ja essee](coursename) start\n- When does [KASSO8](course) start\n- When does [Kielioppi II (venäjänkieliset opiskelijat)](coursename) start\n- When does [BTK4320](course) start\n- When does [Sosiaalipsykologia (verkkokurssi)](coursename) start\n- When does [HISP1](course) start\n- When does [Case study: Examining leadership challenges](coursename) start\n- When does [TAYJ12](course) start\n- When does [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](coursename) start\n- When does [KASSM2](course) start\n- When does [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](coursename) start\n- When does [JOUJOVTS](course) start\n- When does [The European Union (book exam/essay)](coursename) start\n- When does [HISS2](course) start\n- When does [Terveys, arki ja toimijuus, luennot](coursename) start\n- When does [KATMAS14](course) start\n- When does [Julkistalousoikeus](coursename) start\n- When does [KASP2](course) start\n- When does [Business Writing](coursename) start\n- When does [KATYVA42](course) start\n- When does [Tilastomenetelmien perusteet](coursename) start\n- When does [BTK4121](course) start\n- When does [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](coursename) start\n- When does [TRSU02](course) start\n- When does [Language, Communication and Culture](coursename) start\n- When does [KASS4](course) start\n- When does [Asioimistulkkaus (monikielinen)](coursename) start\n- When does [MVKS42S](course) start\n- When does [Kielen käyttö I](coursename) start\n- When does [POLVOS31](course) start\n- When does [Organisational Change Dynamics and Management](coursename) start\n- When does [POLKVA23](course) start\n- When does [Terveys, tieto, asiantuntijuus](coursename) start\n- When does [JOVP5](course) start\n- When does [Commercial Actors in Security and War](coursename) start\n- When does [STYS2A](course) start\n- When does [World society: National policies, global governance and transnational sociology](coursename) start\n- When does [KKSAVAL0](course) start\n- When does [Klinikkaharjoittelu](coursename) start\n- When does [TIETS35](course) begin\n- When does [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](coursename) begin\n- When does [KASVART2](course) begin\n- When does [EI toteutusta 2018-19 Advanced immunology](coursename) begin\n- When does [HALJTA04](course) begin\n- When does [Valtio-opin maisteriseminaari](coursename) begin\n- When does [TERVAL1](course) begin\n- When does [Tutkimus ja teoria](coursename) begin\n- When does [YKYYKEKE1](course) begin\n- When does [Tietojärjestelmän suunnittelun perusteet](coursename) begin\n- When does [TIETS43](course) begin\n- When does [Murder and Representation](coursename) begin\n- When does [TERKAN18](course) begin\n- When does [Kansainvälisen politiikan menetelmäseminaari](coursename) begin\n- When does [KATLITO3](course) begin\n- When does [Metafysiikka](coursename) begin\n- When does [ROMAP1](course) begin\n- When does [Epävarmuuden hallinta](coursename) begin\n- When does [KASLOE2.2](course) begin\n- When does [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename) begin\n- When does [SUKKP4](course) begin\n- When does [Kansallisen ja Euroopan tason vuorovaikutus (kirjatentti/essee)](coursename) begin\n- When does [KASLOM4](course) begin\n- When does [Vuorovaikutusprosessit työelämän tilanteissa (monimuoto-opetus)](coursename) begin\n- When does [POLKVA43](course) begin\n- When does [Johdatus analyysiin](coursename) begin\n- When does [YKYYHT1](course) begin\n- When does [Introduction to Big Data Processing](coursename) begin\n- When does [JOUJOVTS](course) begin\n- When does [Introduction to Academic English (Open University Course)](coursename) begin\n- When does [KKVE3](course) begin\n- When does [Activity Theory and Formative Interventions in Educational Research](coursename) begin\n- When does [HTIS80](course) begin\n- When does [Kehityspsykologia I](coursename) begin\n- When does [ITIS33](course) begin\n- When does [Principles of Usability, User Experience and User Interfaces](coursename) begin\n- When does [MVKS48/58](course) begin\n- When does [SPSS:n perusteet, syksy 1](coursename) begin\n- When does [BTK2100](course) begin\n- When does [Software Engineering](coursename) begin\n- When does [HISJATKO](course) begin\n- When does [High-throughput data analysis](coursename) begin\n- When does [KKSUSC](course) begin\n- When does [Erot, jaot ja niiden rakentuminen, kirjatentti](coursename) begin\n- When does [JKKYTUO2](course) begin\n- When does [Kiina I](coursename) begin\n- When does [PEDA2](course) begin\n- When does [Doctoral course on health policy](coursename) begin\n- When does [KKSUSOTE](course) begin\n- When does [Asioimistulkkaus venäjä-suomi-venäjä](coursename) begin\n- When does [POLVOA31/S26/27](course) begin\n- When does [Venäjän kielen rakenne - Syntaksi](coursename) begin\n- When does [JOVP4](course) begin\n- When does [Tutkiva harjoittelu](coursename) begin\n- When does [KASVAR10](course) begin\n- When does [Preparatory Course in Communicative Skills](coursename) begin\n- When does [HISA2](course) begin\n- When does [Arvonlisäverotuksen syventävä opintojakso](coursename) begin\n- When does [SUKKP2](course) begin\n- When does [Mathematics and statistics for bioinformatics](coursename) begin\n- When does [KKSUTTK](course) begin\n- When does [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](coursename) begin\n- When does [YKT6.6.1](course) begin\n- When does [Johdatus oikeusjärjestykseen](coursename) begin\n- When does [KASA9](course) begin\n- When does [Johdatus kielitieteeseen / Initiation à la linguistique](coursename) begin\n- When does [PEACE045](course) begin\n- When does [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename) begin\n- When does [HALJUS13](course) begin\n- When does [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](coursename) begin\n- When does [KKRUYHT](course) begin\n- When does [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename) begin\n- When does [JOVP2](course) begin\n- When does [Tutkimus ja teoria](coursename) begin\n- When does [KATTAA90](course) begin\n- When does [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](coursename) begin\n- When does [TIEVA31](course) begin\n- When does [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](coursename) begin\n- When does [KASVAR2](course) begin\n- When does [Yritysjuridiikan case-kurssi](coursename) begin\n- When does [PSYS3](course) begin\n- When does [Tutkimuksen perusteet ja etiikka](coursename) begin\n- When does [HIST02](course) begin\n- When does [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename) begin\n- When does [TERKAN16](course) begin\n- When does [Student supervision in computer sciences](coursename) begin\n- When does [KATJOP11](course) begin\n- When does [Ilmoittautuminen pro gradu -seminaariin, tammikuussa 2019 alkavat ryhmät](coursename) begin\n- When does [NAM-VI](course) begin\n- When does [Sosiaalityön harjoittelu](coursename) begin\n- When does [TIETA12](course) begin\n- When does [Gene Expression](coursename) begin\n- When does [KASSG](course) begin\n- When does [Kääntäminen äidinkieleen](coursename) begin\n- When does [SOS4.5](course) begin\n- When does [Kasvatushistoria, kirjatentti](coursename) begin\n- When does [HTIS54](course) begin\n- When does [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](coursename) begin\n- When does [JOVKA5](course) begin\n- When does [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](coursename) begin\n- When does [BTK0002](course) begin\n- When does [Ruotsin kielipolitiikka/Svensk språkpolitik](coursename) begin\n- When does [BIO4395](course) begin\n- When does [Theory and practice of peaceful change: The Baltic Sea Region](coursename) begin\n- When does [SUOT1](course) begin\n- When does [Minustako asiantuntijamyynnin ammattilainen?](coursename) begin\n- When does [HALJTA99](course) begin\n- When does [Introduction to Political Science (book exam)](coursename) begin\n- When does [KASMULTI2B](course) begin\n- When does [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti](coursename) begin\n- When does [KIRA3B](course) begin\n- When does [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](coursename) begin\n- When does [POLPOP05](course) begin\n- When does [Kielioppi II/Språkets strukturer II](coursename) begin\n- When does [TAYJ034](course) begin\n- When does [Ajankohtaiset ilmiöt hallintotieteissä - Itsenäinen työskentely](coursename) begin\n- When does [ITIA4](course) begin\n- When does [Työn uusi järjestys ja aikuiskasvatus - Seminaari](coursename) begin\n- When does [KASA6](course) begin\n- When does [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](coursename) begin\n- When will [JOVA20](course) begin\n- When will [Kunta- ja aluejohtamisen vaihtuvasisältöinen erikoiskurssi](coursename) begin\n- When will [TERA3](course) begin\n- When will [Current and Future Challenges of World Politics and Economy (POMLFCS3)](coursename) begin\n- When will [KATVRS60](course) begin\n- When will [Thesis seminar](coursename) begin\n- When will [DPHSS206](course) begin\n- When will [Henkilöstöjohtaminen](coursename) begin\n- When will [FILP1A](course) begin\n- When will [Tekstianalyysi - Luennot](coursename) begin\n- When will [HTIS54](course) begin\n- When will [Aineenvaihdunta](coursename) begin\n- When will [TERHOIA3](course) begin\n- When will [Struggles on Education](coursename) begin\n- When will [KASLOE6.5](course) begin\n- When will [Conflict Resolution (book exam/essay)](coursename) begin\n- When will [JOVPVS12](course) begin\n- When will [Research Ethics](coursename) begin\n- When will [KASVAR8](course) begin\n- When will [Fonetiikan perusopintojen harjoitustyö](coursename) begin\n- When will [BTK0030](course) begin\n- When will [Perehdyttäminen tietotekniikan alkeisiin](coursename) begin\n- When will [KASVAR1](course) begin\n- When will [Teaching, Pedagogical Facilitating, Learning](coursename) begin\n- When will [KASVAR9](course) begin\n- When will [Study Skills and Personal Study Planning - Basics of Information Literacy](coursename) begin\n- When will [BIO4716](course) begin\n- When will [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](coursename) begin\n- When will [POLVOA51](course) begin\n- When will [Quantitative Approach](coursename) begin\n- When will [SOS6.3.2](course) begin\n- When will [Contemporary Peace and Conflict Studies](coursename) begin\n- When will [KASLOM10](course) begin\n- When will [Comparative European Politics and the Finnish Political System (book exam/essay)](coursename) begin\n- When will [HALHAS20](course) begin\n- When will [Tutkielmaseminaari - Tutkielmaseminaari](coursename) begin\n- When will [KATYVA23](course) begin\n- When will [Viron peruskurssi](coursename) begin\n- When will [KKRUYHT](course) begin\n- When will [Sosiaalitieteiden kvalitatiiviset tutkimusmenetelmät (verkkokurssi)](coursename) begin\n- When will [KKSU1](course) begin\n- When will [Kasvatuksen historialliset ja filosofiset lähtökohdat, verkko-opetus](coursename) begin\n- When will [STYA1B](course) begin\n- When will [Europe in transition](coursename) begin\n- When will [HALTVA12](course) begin\n- When will [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename) begin\n- When will [POLVOS21](course) begin\n- When will [Business Models](coursename) begin\n- When will [KKRUKTK](course) begin\n- When will [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](coursename) begin\n- When will [KATJOS31](course) begin\n- When will [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) begin\n- When will [SOS6.2.4](course) begin\n- When will [Opintojen suunnittelu - HOPS2](coursename) begin\n- When will [STYA6](course) begin\n- When will [Introduction to International Relations (book exam)](coursename) begin\n- When will [TERA2](course) begin\n- When will [Sukukieli: norska](coursename) begin\n- When will [TAYJ035](course) begin\n- When will [European Integration and Disintegration (BOOK EXAM POLKVS32)](coursename) begin\n- When will [KASERIT2](course) begin\n- When will [Writing Research Grant Proposals](coursename) begin\n- When will [SUOV3](course) begin\n- When will [Rasismi ja antirasismi](coursename) begin\n- When will [KATLAS23](course) begin\n- When will [ROMA MEDIAEVALIS - kansainvälinen keskiajan historian Rooma -kurssi -](coursename) begin\n- When will [KATVRA30](course) begin\n- When will [Kääntämisen ja tulkkauksen teoria ja käytäntö - Terminologia](coursename) begin\n- When will [PEACE045](course) begin\n- When will [Viestinnän ja median tutkimussuuntauksia](coursename) begin\n- When will [KKSAVAL4](course) begin\n- When will [YK-päivä](coursename) begin\n- When will [KASP4](course) begin\n- When will [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](coursename) begin\n- When will [KATTAS22B](course) begin\n- When will [Syntax](coursename) begin\n- When will [SUOP1](course) begin\n- When will [Political Ideologies (book exam)](coursename) begin\n- When will [KASLOM1](course) begin\n- When will [Tulkin oikeustieto I](coursename) begin\n- When will [KKENLL](course) begin\n- When will [Kirjallisuuden opettaminen](coursename) begin\n- When will [TEE5](course) begin\n- When will [Orientation - Orientation to studying in the Computational Big Data Analytics programme](coursename) begin\n- When will [KIRS4](course) begin\n- When will [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](coursename) begin\n- When will [KKSUPRO](course) begin\n- When will [Cancer Biology](coursename) begin\n- When will [KKSULUK](course) begin\n- When will [Readings in Entrepreneurship](coursename) begin\n- When will [PEDA4](course) begin\n- When will [Johdatus logiikkaan 2](coursename) begin\n- When will [MVKS16V](course) begin\n- When will [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) begin\n- When will [HALTVA12](course) begin\n- When will [Sosiaalipsykologia (verkkokurssi)](coursename) begin\n- When will [PCP02/NAM-VII](course) begin\n- When will [Organisaatioiden tiedonhallinta](coursename) begin\n- When will [KASA10](course) begin\n- When will [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) begin\n- When will [MEDU10](course) begin\n- When will [Käännösviestintä II englanti-suomi](coursename) begin\n- When will [MTTA1](course) begin\n- When will [Vapaaehtoistyössä toimiminen](coursename) begin\n- When will [POHP3](course) begin\n- When will [Sosiaalitieteiden kvalitatiiviset tutkimusmenetelmät (verkkokurssi)](coursename) begin\n- When will [LOGA10](course) begin\n- When will [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (yhteiset seminaarit)](coursename) begin\n- When will [SAKP6](course) begin\n- When will [Julkisoikeuden perusteet (järjestäjä TAMK)](coursename) begin\n- When will [TSEKP3](course) begin\n- When will [Graduseminaari, alkava (Kaarninen)](coursename) begin\n- When will [KKSUHUK1](course) begin\n- When will [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](coursename) begin\n- When will [KKENYHT](course) begin\n- When will [Practices of Strategic Leadership](coursename) begin\n- When will [KATJOA14](course) begin\n- When will [Asiantuntijan puheviestintä ja vuorovaikutusosaaminen](coursename) begin\n- When will [KATYVS25](course) begin\n- When will [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](coursename) begin\n- When will [HALHAS14](course) begin\n- When will [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](coursename) begin\n- When will [GTS4](course) begin\n- When will [Tiimi toimii - puheviestinnän syventävä kurssi (1.-2.periodi)](coursename) begin\n- When will [PSYP2](course) begin\n- When will [Kuvataidekasvatus / Luennot - 2.vsk](coursename) begin\n- When will [BTK4410](course) begin\n- When will [Tiedonhaun kieliteknologia](coursename) begin\n- When will [TSEKP1](course) begin\n- When will [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (kansanterveystieteen opiskelijoille)](coursename) begin\n- When will [KATTAA35](course) begin\n- When will [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename) begin\n- When will [SOS6.2.4](course) begin\n- When will [Kick-start to Biomedical Technology](coursename) begin\n- When will [POLVOS40](course) begin\n- When will [Introduction to Academic English (diverse learners)](coursename) begin\n- When will [ITIA1](course) begin\n- When will [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](coursename) begin\n- When will [KKRUPRE2](course) begin\n- When will [Projektinhallinnan perusteet](coursename) begin\n- When will [LFCS01](course) begin\n- When will [Ranskan kirjallisuus II / Littérature française II](coursename) begin\n- When will [VENP4](course) begin\n- When will [Riskienhallinta](coursename) begin\n- When will [YKYYHT3](course) begin\n- When will [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename) begin\n- When will [KASLOE7.1](course) begin\n- When will [Tutkielmapiiri: sota-ajan kirjeenvaihdon lingvistinen tutkimus](coursename) begin\n- When will [LOGS1](course) begin\n- When will [POISTA TÄMÄ! Solun biologian perusteet](coursename) begin\n- When will [MTTTP4](course) begin\n- When will [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](coursename) begin\n- When will [TIETA19](course) begin\n- When will [Literature and Urban Space](coursename) begin\n- When will [ITIS43](course) begin\n- When will [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](coursename) begin\n- When will [JOVAT1](course) begin\n- When will [Argumentaation ja tieteellisen päättelyn perusteet](coursename) begin\n- When will [JOVTS5](course) begin\n- When will [Lineaarialgebra 1B](coursename) begin\n- When will [KASA12](course) begin\n- When will [Satututkimuksen lukupiiri](coursename) begin\n- When will [JOVTS5](course) begin\n- When will [Kuva- ja mediakulttuurit - Mediakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely)](coursename) begin\n- When will [HALHAP01](course) begin\n- When will [Theories of Welfare States and Comparative Social Policy: An introduction](coursename) begin\n- When will [KASSY5](course) begin\n- When will [Lasten oikeuspsykologia](coursename) begin\n- When will [PSYA3](course) begin\n- When will [Visualization of Quantitative Data](coursename) begin\n- When will [KKRUYHT](course) begin\n- When will [Usability Evaluation Methods](coursename) begin\n- When will [JOVA18](course) begin\n- When will [Opetus, ohjaus, oppiminen - elokas ja avoimen lähiop.: pienryhmäopetus (2 op) ja kirjallisuus (2 op)](coursename) begin\n- When will [YKT10.5](course) begin\n- When will [Project Planning and Management](coursename) begin\n- When will [KATLAS20](course) begin\n- When will [Persoonallisuuspsykologia II](coursename) begin\n- When will [BIO2450](course) begin\n- When will [Kielen variaatio](coursename) begin\n- When will [POLVOA41/S23/28](course) begin\n- When will [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteisopetusta avoimen yo:n kanssa](coursename) begin\n- When will [HISA1A](course) begin\n- When will [Kandidaatintutkielma - Seminaari ja tutkielma](coursename) begin\n- When will [KASTUTOR](course) begin\n- When will [Developing and implementing European Public Sector Accounting modules](coursename) begin\n- When will [POLVOS22](course) begin\n- When will [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](coursename) begin\n- When will [SOS6.5.1](course) begin\n- When will [Kansainvälinen talous](coursename) begin\n- When will [ITIA01](course) begin\n- When will [Markkina- ja immateriaalioikeus](coursename) begin\n- When will [KKENVAL4](course) begin\n- When will [Tieteellinen seminaarisarja](coursename) begin\n- When will [POLKVA21](course) begin\n- When will [Tieteellinen kirjoittaminen](coursename) begin\n- When will [POLVOA41/S28](course) begin\n- When will [Research on Media, Culture and Education](coursename) begin\n- When will [SUOS4](course) begin\n- When will [Study skills and personal study planning - Basics of Information Literacy](coursename) begin\n- When will [HALJTA05](course) begin\n- When will [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) begin\n- When will [KATYVA31](course) begin\n- When will [Latinan kielen alkeiskurssi](coursename) begin\n- When will [KASSY4](course) begin\n- When will [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename) begin\n- When will [FILA9](course) begin\n- When will [Venäjä III](coursename) begin\n- When will [MVKS48/58](course) begin\n- When will [Writing for Research (online course)](coursename) begin\n- When will [KASA8](course) begin\n- When will [Käännösviestintä ruotsi-suomi/Översättning svenska-finska](coursename) begin\n- When will [KASLOE7.1](course) begin\n- When will [Translation II Finnish-English](coursename) begin\n- When will [KASA12](course) begin\n- When will [Opetus, ohjaus, oppiminen - Varhaiskasvatus: Pienryhmäopetus ja orientaatioharjoittelu (2 op) ja kirjallisuus (2 op)](coursename) begin\n- When will [TERTIETO3](course) begin\n- When will [Oppimisen ja opiskelun taidot](coursename) begin\n- When will [HIST02](course) begin\n- When will [SOTEPO - Tohtorikoulutusseminaari (Sos.- ja terv.pol., tervh.tutk., terv.huollon joht.)](coursename) begin\n- When will [KASVAR6](course) begin\n- When will [Kielioppiharjoitukset](coursename) begin\n- When will [LFCS04](course) begin\n- When will [Saksankielisten maiden nykykulttuuri / Gegenwartskultur der deutschsprachigen Länder](coursename) begin\n- When will [KATTAA40](course) begin\n- When will [Children, young people, politics and participation](coursename) begin\n- When will [SOCYKV2](course) begin\n- When will [Työmarkkinat, työvoiman käyttö ja työllisyysturva](coursename) begin\n- When will [GTS3](course) begin\n- When will [Demola Project](coursename) begin\n- When will [JKKYORP1](course) begin\n- When will [Semantiikka ja pragmatiikka / Semantik und Pragmatik](coursename) begin\n- When will [JOVPVA7](course) begin\n- When will [Biomolekyylit](coursename) begin\n- When will [TERHOJ3](course) begin\n- When will [Visuaalisen kulttuurin syventymiskohde - Seminaari](coursename) begin\n- When will [POLKVA41](course) begin\n- When will [Käsityö - Projektiosio - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename) begin\n- When will [KASLOM1](course) begin\n- When will [Väestön terveys](coursename) begin\n- When does [FONEP2](course) begin\n- When does [Johdatus tietojenkäsittelytieteisiin](coursename) begin\n- When does [MTTTP5](course) begin\n- When does [Euroopan integraation tutkimus (kirjatentti/essee)](coursename) begin\n- When does [KATLAA22](course) begin\n- When does [Hoitotiede tieteenä](coursename) begin\n- When does [JOUJOVTS](course) begin\n- When does [Tieteellinen kirjoittaminen](coursename) begin\n- When does [KASVAR12](course) begin\n- When does [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari](coursename) begin\n- When does [KASLOM3](course) begin\n- When does [Valtio-opin johdantokurssi](coursename) begin\n- When does [SOS06.1](course) begin\n- When does [Nykyajan filosofia](coursename) begin\n- When does [KASVAR11](course) begin\n- When does [Makrotalousteorian jatkokurssi II](coursename) begin\n- When does [KASP2](course) begin\n- When does [Orientoivat opinnot - Tiedonhankintataidot I](coursename) begin\n- When does [ENGP3](course) begin\n- When does [Muu valinnainen kurssi](coursename) begin\n- When does [SOS6.5.2](course) begin\n- When does [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](coursename) begin\n- When does [KATJOS99](course) begin\n- When does [Business, Society and Nature (Lectures)](coursename) begin\n- When does [HISA4](course) begin\n- When does [Riskienhallinta](coursename) begin\n- When does [KASLOH4A](course) begin\n- When does [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename) begin\n- When does [DPCMTJ2](course) begin\n- When does [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) begin\n- When does [HALKAS15](course) begin\n- When does [Strateginen brändijohtaminen](coursename) begin\n- When does [POLVOA31/32/S26](course) begin\n- When does [Johdatus analyysiin](coursename) begin\n- When does [KASLOH4B](course) begin\n- When does [Sote ja sosiaalipolitiikka](coursename) begin\n- When does [POLVOA32/S23/24](course) begin\n- When does [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](coursename) begin\n- When does [RANP4](course) begin\n- When does [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](coursename) begin\n- When does [JOVTS5](course) begin\n- When does [Puheviestinnän opettaminen](coursename) begin\n- When does [KASP4](course) begin\n- When does [Demola Project](coursename) begin\n- When does [POLKVS22](course) begin\n- When does [Kokemuksen historia: tavoitteet ja menetelmät](coursename) begin\n- When does [PSYA9](course) begin\n- When does [Espanjan kielioppi II/Gramática española II](coursename) begin\n- When does [PSYP1](course) begin\n- When does [Teaching, Pedagogical Facilitating, Learning](coursename) begin\n- When does [MVKS01](course) begin\n- When does [Understanding Legal Regulation of Business](coursename) begin\n- When does [KATVAA14](course) begin\n- When does [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) begin\n- When does [TERA6](course) begin\n- When does [Literature and Change after 1900 (British Literature)](coursename) begin\n- When does [TECHS5](course) begin\n- When does [Kirjallinen viestintä I / Schriftliche Kommunikation I](coursename) begin\n- When does [KKENKTMO](course) begin\n- When does [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](coursename) begin\n- When will [KKVE3](course) start\n- When will [Linguistics I: Introduction to Basic Concepts](coursename) start\n- When will [TIEA5](course) start\n- When will [Theories of Welfare States and Comparative Social Policy: An introduction](coursename) start\n- When will [KKSULUK](course) start\n- When will [Orientaatiopäivä väitöskirjatutkijoille](coursename) start\n- When will [LTLY01](course) start\n- When will [Liike-elämän ruotsia I / näyttökoe (AHOT)](coursename) start\n- When will [ENGA1](course) start\n- When will [Erikoiskurssi](coursename) start\n- When will [ROMAP3](course) start\n- When will [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. opiskelijat](coursename) start\n- When will [KATTAS34](course) start\n- When will [Knowledge, business and work in a digital society](coursename) start\n- When will [TIEA1](course) start\n- When will [Metafysiikka](coursename) start\n- When will [BIO2200](course) start\n- When will [Kandidaattiseminaari (JATKAVA, Nenonen)](coursename) start\n- When will [RANP5](course) start\n- When will [Behavioral Finance](coursename) start\n- When will [JOVPVS6](course) start\n- When will [Tulkkauksen teoria](coursename) start\n- When will [TAYJ032](course) start\n- When will [Konsernitilinpäätös I](coursename) start\n- When will [RANA6](course) start\n- When will [The Study of World Politics (book exam/essay)](coursename) start\n- When will [SUOT1](course) start\n- When will [Ranskan yhteiskunta II/Société française II](coursename) start\n- When will [KATTAA01](course) start\n- When will [Vuorovaikutuksen perusteet - verkkokurssina II](coursename) start\n- When will [HISA4](course) start\n- When will [Kandidaatintutkielmaseminaari - Seminaari](coursename) start\n- When will [KASP4](course) start\n- When will [Puheviestintä ja hyvinvointi](coursename) start\n- When will [KIRP5](course) start\n- When will [Kertomuksen vaarat](coursename) start\n- When will [TAYJ032](course) start\n- When will [Biomolekyylit](coursename) start\n- When will [YKT04.2](course) start\n- When will [Quantitative Research Methods and Comparative Research Design (Global Society students)](coursename) start\n- When will [KKSU1](course) start\n- When will [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot (kirjallinen tentti ja essee)](coursename) start\n- When will [RANA6](course) start\n- When will [SGN-53007 Computational Diagnostics](coursename) start\n- When will [ITIA01](course) start\n- When will [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename) start\n- When will [SUOK2/A6](course) start\n- When will [Politicization in Europe and the EU](coursename) start\n- When will [KASP2](course) start\n- When will [Makrotalousteoria I](coursename) start\n- When will [KASA9](course) start\n- When will [Biostatistics](coursename) start\n- When will [KASERIT3](course) start\n- When will [Finnish Elementary Course 2 (taught in 4. period)](coursename) start\n- When will [TAYJ035](course) start\n- When will [Antiikintutkimuksen lähteet ja menetelmät](coursename) start\n- When will [JOVA11](course) start\n- When will [Introduction to Criminal Justice](coursename) start\n- When will [KASLOE6.3](course) start\n- When will [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename) start\n- When will [KATJOS31](course) start\n- When will [Writing for Research](coursename) start\n- When will [TIETS17](course) start\n- When will [Valtio-opin johdantokurssi (kirjatentti)](coursename) start\n- When will [KKRUYHT](course) start\n- When will [Arviointimenetelmät](coursename) start\n- When will [POLKVS31](course) start\n- When will [BMT-61227 Medical Biomaterials](coursename) start\n- When will [POLKVS10](course) start\n- When will [Biostatistiikka ja tilastollinen tietojenkäsittely](coursename) start\n- When will [KASLOM2](course) start\n- When will [Toiminta, tulkinta ja tieto (verkkokurssi)](coursename) start\n- When will [KIRP1](course) start\n- When will [Saksa I](coursename) start\n- When will [LUOYA200](course) start\n- When will [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) start\n- When will [KASA11](course) start\n- When will [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](coursename) start\n- When will [MTTY4](course) start\n- When will [Yritysappro](coursename) start\n- When will [KKSUHUK](course) start\n- When will [Terveydenhuollon ja terveystutkimuksen etiikka, Seinäjoki](coursename) start\n- When will [TERA3](course) start\n- When will [Politics and Changing Contexts (book exam)](coursename) start\n- When will [FILT10](course) start\n- When will [Espanjan historia ja kirjallisuus - Historia y literatura de España](coursename) start\n- When will [KASLOM5](course) start\n- When will [Medical English - Introduction to Scientific Writing](coursename) start\n- When will [HALJUA44](course) start\n- When will [Advanced course in Czech language](coursename) start\n- When will [ENGA6](course) start\n- When will [Tilastomenetelmien perusteet](coursename) start\n- When will [KKSUVAL1](course) start\n- When will [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](coursename) start\n- When will [HALJUA14](course) start\n- When will [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](coursename) start\n- When will [KASLOE6.4](course) start\n- When will [Klinikkaharjoittelu](coursename) start\n- When will [POHP3](course) start\n- When will [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename) start\n- When will [KKSUPRO](course) start\n- When will [Johdatus Suomen kirjallisuushistoriaan - luennot](coursename) start\n- When will [TAYJ033](course) start\n- When will [Luova kaupunkikehittäminen](coursename) start\n- When will [TERTIETO5](course) start\n- When will [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename) start\n- When will [KKENVAL9](course) start\n- When will [Ydinaseet ja kansainvälinen politiikka](coursename) start\n- When will [KASSG](course) start\n- When will [Tutkielmaseminaari - Tutkielmaseminaari](coursename) start\n- When will [KKSULUK](course) start\n- When will [Markkinointioikeuden oikeustaloustiede](coursename) start\n- When will [HALKAA99](course) start\n- When will [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Seinäjoki](coursename) start\n- When will [HALJUS15](course) start\n- When will [Farmakologisen biologian perusteet](coursename) start\n- When will [ITIS33](course) start\n- When will [Venäjä I](coursename) start\n- When will [BTK4663](course) start\n- When will [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](coursename) start\n- When will [KASVAR9](course) start\n- When will [Organizational Behavior (Independent study, Autumn 2018)](coursename) start\n- When will [KASLOM7](course) start\n- When will [Vero-oikeuden case-kurssi](coursename) start\n- When will [KKENYHT](course) start\n- When will [Politics and governance in education - Lectures in English](coursename) start\n- When will [KKSUSC](course) start\n- When will [Missä mennään Mead? -seminaari](coursename) start\n- When will [ENGP2](course) start\n- When will [SOTEPO - Tohtorikoulutusseminaari (Sos.- ja terv.pol., tervh.tutk., terv.huollon joht.)](coursename) start\n- When will [TIETA6](course) start\n- When will [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](coursename) start\n- When will [JOVA18](course) start\n- When will [Olio-ohjelmoinnin perusteet II](coursename) start\n- When will [POLVOA52](course) start\n- When will [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename) start\n- When will [KKENVAL9](course) start\n- When will [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi) / KTM-tutkinto](coursename) start\n- When will [SAKS2](course) start\n- When will [Workshop in Film Education](coursename) start\n- When will [ENGP8](course) start\n- When will [Käännösviestintä ja kirjoittaminen - Johdatus käännösviestintään](coursename) start\n- When will [KATYVA32](course) start\n- When will [Johdatus matemaattiseen päättelyyn](coursename) start\n- When will [KASMAT1](course) start\n- When will [Introduction to Web Publishing - Autumn 2018](coursename) start\n- When will [DPHSF503](course) start\n- When will [Kansainvälisen politiikan erikoistuvat menetelmäopinnot](coursename) start\n- When will [MTTA2](course) start\n- When will [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](coursename) start\n- When will [SAKP3](course) start\n- When will [Lasten arki suomalaisessa yhteiskunnassa / Harjoitukset - 1.vsk](coursename) start\n- When will [KKSUOPE](course) start\n- When will [Tuutorina toimiminen](coursename) start\n- When will [DPCMTJ4](course) start\n- When will [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename) start\n- When will [KASSA1](course) start\n- When will [Työoikeuden syventävä opintojakso](coursename) start\n- When will [POHA11](course) start\n- When will [Reportaasi](coursename) start\n- When will [HISS2](course) start\n- When will [Tiedonhaun perusteet](coursename) start\n- When will [DPCMTJ2/JMMETUS](course) start\n- When will [Johdatus erikoisalojen käännösviestintään](coursename) start\n- When will [HISA2](course) start\n- When will [Kieli käyttöön/Språket i bruk](coursename) start\n- When will [POLKVS31](course) start\n- When will [Tietorakenteet](coursename) start\n- When will [ITIA1](course) start\n- When will [Conflicts over the Use of Natural Resources and the Environment](coursename) start\n- When will [MTTTP1](course) start\n- When will [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](coursename) start\n- When will [HTIS59](course) start\n- When will [Tutkielmaseminaari](coursename) start\n- When will [ITIA03](course) start\n- When will [Väestön terveys](coursename) start\n- When will [KASP1-2, KASP5](course) start\n- When will [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](coursename) start\n- When will [HALJTA04](course) start\n- When will [Tiedonhaun kieliteknologia](coursename) start\n- When will [ENGP4](course) start\n- When will [Kehittävä asiantuntijatyö organisaatioissa](coursename) start\n- When will [MVKS04](course) start\n- When will [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename) start\n- When will [SOS7.2/STYA4B](course) start\n- When will [Comparative Education Policy](coursename) start\n- When will [SUKKP4](course) start\n- When will [Tilastotieteen johdantokurssi, syksy](coursename) start\n- When will [PEACE045](course) start\n- When will [Erikoiskurssi](coursename) start\n- When will [MTTMS5](course) start\n- When will [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](coursename) start\n- When will [KAMMAS99](course) start\n- When will [Ajankohtaiset ilmiöt hallintotieteissä - Itsenäinen työskentely](coursename) start\n- When will [DPCMTJ1/JT1](course) start\n- When will [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](coursename) start\n- When will [SUOA1](course) start\n- When will [Opintojen ohjattu suunnittelu](coursename) start\n- When will [FILP1A](course) start\n- When will [Mathematics and statistics for bioinformatics](coursename) start\n- When will [TRMU2](course) start\n- When will [Research on Media, Culture and Education](coursename) start\n- When will [TEE1](course) start\n- When will [Theories of Welfare States and Comparative Social Policy: An introduction](coursename) start\n- When will [ITIA03](course) start\n- When will [Talous ja yhteiskunta](coursename) start\n- When will [KKVEVAL1](course) start\n- When will [Sukupuoli, perhe ja yhteiskunta](coursename) start\n- When will [PSYS13](course) start\n- When will [Terve ja turvallinen kouluyhteisö](coursename) start\n- When will [HISA1B](course) start\n- When will [Fenomenologia](coursename) start\n- When will [HALYAP01](course) start\n- When will [Tila, paikka ja aika](coursename) start\n- When will [JKKYTVA12](course) start\n- When will [Viron jatkokurssi](coursename) start\n- When will [SOS10.1.3](course) start\n- When will [Monikielisyys ja -kulttuurisuus](coursename) start\n- When will [KASLOM9](course) start\n- When will [Peace, Human Rights and Democracy in the Korean Peninsula and East Asia (Tampere Summer School 2018)](coursename) start\n- When will [KKRUYHT](course) start\n- When will [Ranskan yhteiskunta II/Société française II](coursename) start\n- When will [TIETA10](course) start\n- When will [Tutkimustyön perusteet (teemalla Verkostot ja somevaikuttaminen Twitterissä)](coursename) start\n- When will [PSYS13](course) start\n- When will [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename) start\n- When will [PEDA4](course) start\n- When will [Usean muuttujan integraalilaskenta](coursename) start\n- When will [MTTMA4](course) start\n- When will [Introduction to Criminal Justice](coursename) start\n- When will [ITIY3](course) start\n- When will [Political Economy](coursename) start\n- When will [JOVVAL](course) start\n- When will [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename) start\n- When will [KKKI1](course) start\n- When will [Empiirinen projekti](coursename) start\n- When will [KATYVA34](course) start\n- When will [Introduction to Entrepreneurship](coursename) start\n- When will [COSOPON3](course) start\n- When will [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](coursename) start\n- When is [DPII1](course)\n- When is [Internet ja vuorovaikutteinen media (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- When is [HALKAA15](course)\n- When is [Orientoivat opinnot ja HOPS (venäjän kieli, kulttuuri ja kääntäminen)](coursename)\n- When is [BTK4321](course)\n- When is [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](coursename)\n- When is [MTTTP5](course)\n- When is [Kielioppiharjoitukset](coursename)\n- When is [MTTTY1](course)\n- When is [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](coursename)\n- When is [PSYS6C](course)\n- When is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Laadullisen aineiston analyysi](coursename)\n- When is [KKSUSOTE](course)\n- When is [Yksilö, yhteiskunta ja kulttuuri - Historia, yhteiskuntaoppi ja katsomusopetus - 2. vsk (luennot)](coursename)\n- When is [ENGA4](course)\n- When is [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- When is [DPHSS202](course)\n- When is [Historiankirjoituksen historia](coursename)\n- When is [HTIY006](course)\n- When is [Translation II Finnish-English](coursename)\n- When is [KKRA3](course)\n- When is [Kansainväliset vakuutusmarkkinat ja jälleenvakuutus](coursename)\n- When is [ESPFP0](course)\n- When is [Ympäristökasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- When is [KASP3](course)\n- When is [Welfare State Theories](coursename)\n- When is [POLKVS31](course)\n- When is [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](coursename)\n- When is [TIEY1](course)\n- When is [Peace Research Design](coursename)\n- When is [POLKVA31](course)\n- When is [Tissue biology](coursename)\n- When is [KATYVS11](course)\n- When is [Teknologiat ja materiaalisuus terveyskysymyksissä](coursename)\n- When is [KASP3](course)\n- When is [Yhteiskunnalliset kiistat ja niiden hallinta](coursename)\n- When is [HALYAA99](course)\n- When is [Tekstilingvistiikka / Textlinguistik](coursename)\n- When is [TERVAL7](course)\n- When is [Case study: Examining leadership challenges](coursename)\n- When is [KKRUHY](course)\n- When is [Organisaatioiden tiedonhallinta](coursename)\n- When is [SOSKV3](course)\n- When is [Advanced Microscopy](coursename)\n- When is [RANP6](course)\n- When is [Asiakassuhde ja haastattelu](coursename)\n- When is [FILP5A](course)\n- When is [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename)\n- When is [KASLOK1](course)\n- When is [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename)\n- When is [ENGP3](course)\n- When is [Kielitaito ja kielitaidon arviointi](coursename)\n- When is [TERKAN12](course)\n- When is [Julkisoikeuden tutkimuspraktikum](coursename)\n- When is [KASLOM5](course)\n- When is [Matematiikan peruskäsitteitä](coursename)\n- When is [KASSO6](course)\n- When is [Responsible Business and Social Accounting (Online course)](coursename)\n- When is [KASA5](course)\n- When is [Liikunta - Liikuntapedagogiikka perusopetuksessa A - 2. vsk](coursename)\n- [KASA12](course) when\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.3.2019](coursename) when\n- [KASLOE6.3](course) when\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 13.-14.12.2017](coursename) when\n- [TERA6](course) when\n- [Johdatus sosiaaliantropologiaan -seminaari](coursename) when\n- [KASP4](course) when\n- [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](coursename) when\n- [KATSTA16](course) when\n- [Transcultural perspectives in developing media education](coursename) when\n- [ENGA1](course) when\n- [Kommunikationstraining I](coursename) when\n- [NORDIG4](course) when\n- [Romanian kielen alkeet / Basic Course in Romanian](coursename) when\n- [JOUJOVTS](course) when\n- [Translators' Cultural Competencies](coursename) when\n- [MTTMP3](course) when\n- [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename) when\n- [ITIS32](course) when\n- [Seminaari, kandidaatintutkielma ja kypsyysnäyte](coursename) when\n- [KATLITO4](course) when\n- [Jatko-opintoja](coursename) when\n- [POLKVS31](course) when\n- [Individual project course](coursename) when\n- [GTS4](course) when\n- [Bioinformatics project](coursename) when\n- [PSYS6E](course) when\n- [Internet ja vuorovaikutteinen media](coursename) when\n- [KATTAA90](course) when\n- [Kehittävä asiantuntijatyö organisaatioissa](coursename) when\n- [KATMAS14](course) when\n- [Fonetiikan tilastomenetelmät](coursename) when\n- [JOVA6](course) when\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename) when\n- [SUOP3](course) when\n- [Foundations of Games and Internet Research](coursename) when\n- [KASSO4](course) when\n- [Osallistuminen opiskelijavaihtoon](coursename) when\n- [BTK1062](course) when\n- [Orientaatio historian tutkinto-ohjelman opintoihin](coursename) when\n- [TECHS5](course) when\n- [Cultural Diversity in Education and at Work - (autumn)](coursename) when\n- [KKSU7](course) when\n- [Valtio-opin maisteriseminaari](coursename) when\n- [BTK4665](course) when\n- [Education in Developing Countries: Problems and Possible Solutions - Seminar](coursename) when\n- [HALJUA13](course) when\n- [Global Issues on Mental Health and Mental Health Services - Web course](coursename) when\n- [TERA6](course) when\n- [Laadulliset tutkimusotteet](coursename) when\n- [KATVAA14](course) when\n- [High-throughput data analysis](coursename) when\n- [HALYAS14](course) when\n- [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Tiedonhankinnan perusteet](coursename) when\n- [KASVAR10](course) when\n- [Päätöksenteon etiikka](coursename) when\n- [KKSU1](course) when\n- [Orientoivat opinnot ja HOPS](coursename) when\n- [KATSTA11](course) when\n- [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](coursename) when\n- When [ESPFP1](course)\n- When [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](coursename)\n- When [HALJTA99](course)\n- When [Global Humanitarianism and its Critics (POMLFCS3)](coursename)\n- When [ENGS3](course)\n- When [Kansainvälisen politiikan menetelmäseminaari](coursename)\n- When [PEDAYOP3](course)\n- When [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](coursename)\n- When [BIO4450](course)\n- When [Klassinen länsimainen kertomakirjallisuus](coursename)\n- When [VENA6](course)\n- When [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename)\n- When [TIETA19](course)\n- When [Ranska II](coursename)\n- When [PEDA1](course)\n- When [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename)\n- When [KATLAA22](course)\n- When [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](coursename)\n- When [TIETS40](course)\n- When [Strateginen johtaminen](coursename)\n- When [SOSM5.2](course)\n- When [Contemporary Peace and Conflict Studies](coursename)\n- When [TERY4](course)\n- When [Vastuullisen liiketoiminnan case-kurssi](coursename)\n- When [KASMULTI4](course)\n- When [Olio-ohjelmoinnin perusteet II](coursename)\n- When [KASA15](course)\n- When [Markkinoinnin ja myynnin perusteet](coursename)\n- When [KATPAL12](course)\n- When [Kasvatuksen ja koulutuksen järjestelmät](coursename)\n- When [KASVARTA](course)\n- When [Ääntämisharjoituksia](coursename)\n- When [ITIS61](course)\n- When [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](coursename)\n- When [FONEP4](course)\n- When [Preparatory Course in Reading and Writing for Academic Purposes (online)](coursename)\n- When [MVKS40/62](course)\n- When [Health systems and health in developing Asia: India, China, and North Korea](coursename)\n- When [SOS6.1.2](course)\n- When [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename)\n- When [KATVAA13](course)\n- When [Minustako asiantuntijamyynnin ammattilainen?](coursename)\n- When [LTLY07](course)\n- When [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename)\n- When [KATJOA12](course)\n- When [Syventävä ammatillinen asiantuntijuus - Johdanto kehittämistyöhön -luentoseminaari, Pori](coursename)\n- When [TAYJ032](course)\n- When [Viestinnän ja median tutkimuksen metodologia, luennot](coursename)\n- When [BTK1062](course)\n- When [Geometria - Geometria](coursename)\n- When [KASSG](course)\n- When [Valinnainen jakso: Valokuva historian tekijänä - työpaja](coursename)\n- When [DPJKKHS](course)\n- When [English Word Formation](coursename)\n- When [SOS4.3](course)\n- When [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- When [SOS04.4](course)\n- When [Vaikuttaminen ja argumentointi](coursename)\n- When [KATLAS14](course)\n- When [Tieto- ja asiakirjahallinto](coursename)\n- [PSYA2](course) start\n- [Euroopan muotoutuminen](coursename) start\n- [VENA6](course) start\n- [Opetussuunnitelmateoria, kirjatentti, Seinäjoki](coursename) start\n- [FILA9](course) start\n- [Scientific Writing - Module A - Writing Clinic](coursename) start\n- [KASA3](course) start\n- [Systemaattinen tiedonhaku hoitotieteessä](coursename) start\n- [DPHSR404](course) start\n- [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename) start\n- [KATYVA33](course) start\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename) start\n- [LATA0](course) start\n- [Sosiaalityön harjoittelu + kehittämistyön harjoittelu - STYS2B2 Harjoitteluseminaari](coursename) start\n- [KASSM2](course) start\n- [Logiikka](coursename) start\n- [DPHSR402](course) start\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename) start\n- [KASVAR8](course) start\n- [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat( luennot)](coursename) start\n- [KKSAVAL1](course) start\n- [Introduction to Education in Finland - Lectures, observation, essay and learning diary](coursename) start\n- [ITIA03](course) start\n- [Fonetiikan tilastomenetelmät](coursename) start\n- [KATLITO2](course) start\n- [Sociolinguistics](coursename) start\n- [YKT09.6](course) start\n- [Stem Cells](coursename) start\n- [STYP1A](course) start\n- [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename) start\n- [TRMU5](course) start\n- [Kieli ja kielentäminen -2. vsk (luennot)](coursename) start\n- [KKENKTM](course) start\n- [Radiokääntäminen (venäjä)](coursename) start\n- [JKKYTVA12](course) start\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja luokanopettajaopiskelijat](coursename) start\n- [KASA1.3](course) start\n- [Työelämän tekstitaidot](coursename) start\n- [ITIS32](course) start\n- [Terveystieteiden laadulliset tutkimusmenetelmät, hoitotieteen opiskelijoille](coursename) start\n- [POLKVS10](course) start\n- [Finnish Education System - Seminar](coursename) start\n- [ESPFP0](course) start\n- [Tietojärjestelmän suunnittelun perusteet](coursename) start\n- [FILP5A](course) start\n- [Opetus, ohjaus, oppiminen, verkko-opetus](coursename) start\n- [POHS2](course) start\n- [Syventävä ammatillinen asiantuntijuus - Johdanto kehittämistyöhön -luentoseminaari, Pori](coursename) start\n- [POLVOS33](course) start\n- [Tutkiva opiskelu](coursename) start\n- [HALVAL1](course) start\n- [Käännösviestintä ja kirjoittaminen - Johdatus käännösviestintään](coursename) start\n- [LUOYY020](course) start\n- [Käännösviestintä II englanti-suomi](coursename) start\n- [PCP12](course) start\n- [Kiina III](coursename) start\n- [VENS4](course) start\n- [Tieteellisen tiedonhankinnan perusteet (venäjä) -](coursename) start\n- [RANP4](course) start\n- [Opetussuunnitelmateoria, kirjatentti](coursename) start\n- [YKYYHT5](course) start date\n- [Julkistalousoikeus](coursename) start date\n- [PSYP2](course) start date\n- [User Experience in Robotics (TUT/IHTE)](coursename) start date\n- [KATTAP11](course) start date\n- [Projektiharjoittelu](coursename) start date\n- [VENP4/VENK2](course) start date\n- [Rahoitusekonometria](coursename) start date\n- [KATVRS44](course) start date\n- [Käännösviestintä ranska-suomi I / Traduction français-finnois I](coursename) start date\n- [DPCMTJ2](course) start date\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](coursename) start date\n- [JOVKA1](course) start date\n- [Contemporary Political Theory (book exam/essay)](coursename) start date\n- [FONEP2](course) start date\n- [Tutkimustyön perusteet - b) Tutkimusmenetelmät](coursename) start date\n- [DPIT1](course) start date\n- [Theatre, Society, and Politics 1660-1760](coursename) start date\n- [KASP4](course) start date\n- [Viron peruskurssi](coursename) start date\n- [TIEP1](course) start date\n- [Experimental animal course](coursename) start date\n- [LUOYY006](course) start date\n- [Äänne- ja muoto-oppi](coursename) start date\n- [HALYAA12](course) start date\n- [Klinikkaharjoittelu](coursename) start date\n- [VENA1](course) start date\n- [Tulkkauksen teoria](coursename) start date\n- [ENGA10](course) start date\n- [Laadulliset tutkimusotteet](coursename) start date\n- [DPEDUB.1A](course) start date\n- [Tutkimusseminaari ja pro gradu -tutkielma](coursename) start date\n- [LTLY01](course) start date\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Seinäjoki](coursename) start date\n- [HALJUS99](course) start date\n- [Johdatus analyysiin](coursename) start date\n- [POLKVA42](course) start date\n- [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](coursename) start date\n- [KATVRP11](course) start date\n- [Sosiaalitieteiden kvantitatiiviset tutkimusmenetelmät (verkkokurssi)](coursename) start date\n- [TIETA12](course) start date\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC) online](coursename) start date\n- [JKKYTVA13](course) start date\n- [Philosophy of Science](coursename) start date\n- [SOCYKV2/RES012](course) start date\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat - Luennot ja kirjallisuus](coursename) start date\n- [KASA13](course) start date\n- [SPSS:n perusteet, syksy 1](coursename) start date\n- [KASVAR12](course) start date\n- [Sosiaalityön harjoittelu + kehittämistyön harjoittelu - STYS2B2 Harjoitteluseminaari](coursename) start date\n- [KKRUKK](course) start date\n- [Monimutkaisia itsestäänselvyyksiä-näkökulmia arjen ja henkilökohtaisen elämän tutkimukseen](coursename) start date\n- [POLKVS22](course) start date\n- [Political Ideologies (book exam)](coursename) start date\n- [COSOPOM2](course) start date\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) start date\n- [SOS6.1.3](course) start date\n- [Kaupunkien maankäytön pelikenttä](coursename) start date\n- [HALJUS31](course) start date\n- [Verotusmenettely ja oikeusturva verotuksessa](coursename) start date\n- [JOVTS5](course) starting date\n- [Yrityksen johtamisen perusteet](coursename) starting date\n- [SUOP3](course) starting date\n- [Kvalitatiiviset menetelmät](coursename) starting date\n- [DPJKKHS](course) starting date\n- [Johdatus kääntäjän suomen opintoihin](coursename) starting date\n- [MVKS05](course) starting date\n- [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](coursename) starting date\n- [HALHAS99](course) starting date\n- [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSO-opintosuunnan ryhmä)](coursename) starting date\n- [POLVOS34](course) starting date\n- [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename) starting date\n- [RANS1](course) starting date\n- [Multi-level Modelling (MLM) - Concepts and Practice -](coursename) starting date\n- [KKKI4](course) starting date\n- [Linguistics II: Meaning and Discourse](coursename) starting date\n- [BTK1013](course) starting date\n- [Syömis- ja nielemishäiriöt](coursename) starting date\n- [SAKW1](course) starting date\n- [Dialogitulkkaus / Dialogdolmetschen](coursename) starting date\n- [ITIP2](course) starting date\n- [Saksa III](coursename) starting date\n- [KATVAA11](course) starting date\n- [Genetics and Pathogenesis of Common Killers](coursename) starting date\n- [POLKVS99](course) starting date\n- [Johdatus vuorovaikutteiseen teknologiaan](coursename) starting date\n- [RANS1](course) starting date\n- [Työhyvinvoinnin johtaminen](coursename) starting date\n- [FILP1A](course) starting date\n- [Asiantuntemus ja arjen ympäristöpolitiikka](coursename) starting date\n- [KATYVA35](course) starting date\n- [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename) starting date\n- [LTLY16](course) starting date\n- [Advanced Course in Corporate Finance](coursename) starting date\n- [LTLY16](course) starting date\n- [Genes and Genomes](coursename) starting date\n- [SOS7.2/STYA4B](course) starting date\n- [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](coursename) starting date\n- [TERKANA2](course) starting date\n- [Romanian kielen alkeet / Basic Course in Romanian](coursename) starting date\n- [LUOYY003](course) starting date\n- [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](coursename) starting date\n- [KASSM3](course) starting date\n- [Mental Health Research: Using the Knowledge and Adding to it](coursename) starting date\n- [KASSM2](course) starting date\n- [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](coursename) starting date\n- [GEN7](course) starting date\n- [Kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename) starting date\n- [TERKAN5](course) starting date\n- [Sosiaalipolitiikan ideat ja käytännöt](coursename) starting date\n- [YKYY0](course) starting date\n- [Käännösviestintä II englanti-suomi](coursename) starting date\n- [POLVOA51](course) starting date\n- [Perhe ja tunteet](coursename) starting date\n- [TRSU02](course) starting date\n- [Journalistinen kieli - Kielenhuolto, oikeinkirjoitusoppi](coursename) starting date\n- [JOVPVS9](course) starting date\n- [Kirjallisuus, kulttuuri ja yhteiskunta](coursename) starting date\n- [FILS1E](course) starting date\n- [Puheen, kielen ja viestinnän kehitys](coursename) starting date\n- [KASA13](course) begins\n- [Management and organizations I (literature)](coursename) begins\n- [POLVOS21](course) begins\n- [Kielen kehitys](coursename) begins\n- [SAKA1](course) begins\n- [Politics and governance in education - Lectures in English](coursename) begins\n- [BIO2350](course) begins\n- [Tutkielmaseminaari](coursename) begins\n- [JOVPVA5](course) begins\n- [Human Mobility in Peace and Conflict Research](coursename) begins\n- [KASVART3](course) begins\n- [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](coursename) begins\n- [KATRAS12](course) begins\n- [Ajankohtaiset ilmiöt hallintotieteissä](coursename) begins\n- [KKENKTMO](course) begins\n- [Struggles on Education](coursename) begins\n- [KASVAR5](course) begins\n- [Markkinoinnin teoria](coursename) begins\n- [KASA3](course) begins\n- [Structure of English I - Phonology and Pronunciation I](coursename) begins\n- [KASA12](course) begins\n- [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu keväältä 2018)](coursename) begins\n- [ITIY3](course) begins\n- [Markkinoinnin ja myynnin perusteet](coursename) begins\n- [MTTY3](course) begins\n- [Sopimusoikeus](coursename) begins\n- [KKRULL](course) begins\n- [Legal English](coursename) begins\n- [TERY4](course) begins\n- [Syventävä ammatillinen asiantuntijuus - Johdanto kehittämistyöhön -luentoseminaari, Pori](coursename) begins\n- [ITIA01](course) begins\n- [Tuutorvastaavana toimiminen / Being a tutor in charge](coursename) begins\n- [DPHSR403](course) begins\n- [Liike-elämän ruotsia I / näyttökoe (AHOT)](coursename) begins\n- [LUOYY027](course) begins\n- [Pro gradu -tutkielma ja -seminaari](coursename) begins\n- [KKENVAL1](course) begins\n- [European, Eurasian and Global Energy Policy (book exam/essay)](coursename) begins\n- [LOGM3](course) begins\n- [Aikuisten neuropsykologinen tutkiminen](coursename) begins\n- [KASVAR7](course) begins\n- [Kieli ja kielentäminen -2. vsk (luennot)](coursename) begins\n- [KASA11](course) begins\n- [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](coursename) begins\n- [MTTMA1B](course) begins\n- [Tiedon organisointi ja informaatioarkkitehtuuri](coursename) begins\n- [KKIN1](course) begins\n- [Semantiikan harjoituskurssi](coursename) begins\n- [MVKS15E](course) begins\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](coursename) begins\n- [POLVOA52](course) begins\n- [Vanhuus ja gerontologinen sosiaalityö](coursename) begins\n- [LUOYY026](course) begins\n- [Kaunokirjallisen kääntämisen peruskurssi](coursename) begins\n- [PEDAYOP1](course) begins\n- [Väestön terveys](coursename) begins\n- [TERKAN9](course) begins\n- [Oikeudellisen tutkimuksen perusteet](coursename) begins\n- [TERY2](course) begins\n- [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](coursename) begins\n- Tell me the start date of [HTIS79](course)\n- Tell me the start date of [Tyylioppi](coursename)\n- Tell me the start date of [POLVOA31](course)\n- Tell me the start date of [Verkostoitunut maailma](coursename)\n- Tell me the start date of [KASVAR3](course)\n- Tell me the start date of [Vuorovaikutussuhteiden konsultointi](coursename)\n- Tell me the start date of [POLKVS31](course)\n- Tell me the start date of [Language and Identity](coursename)\n- Tell me the start date of [VIROP3](course)\n- Tell me the start date of [Johdatus kirjallisuuden poetiikkaan](coursename)\n- Tell me the start date of [KATVRP12](course)\n- Tell me the start date of [Quantitative Approach](coursename)\n- Tell me the start date of [KATLAA12](course)\n- Tell me the start date of [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](coursename)\n- Tell me the start date of [KASSG](course)\n- Tell me the start date of [Introduction to Big Data Processing](coursename)\n- Tell me the start date of [ENGS42-43](course)\n- Tell me the start date of [Taitoseminaari](coursename)\n- Tell me the start date of [SUOA8](course)\n- Tell me the start date of [Kansainvälinen poliittinen talous (kirjatentti/essee)](coursename)\n- Tell me the start date of [KATRAS12](course)\n- Tell me the start date of [Theories of Welfare States and Comparative Social Policy: An introduction](coursename)\n- Tell me the start date of [TERA2](course)\n- Tell me the start date of [English Word Formation](coursename)\n- Tell me the start date of [KASP1-2, KASP5](course)\n- Tell me the start date of [Postgraduate seminar in Interactive Technology (Turunen)](coursename)\n- Tell me the start date of [MTTTP1](course)\n- Tell me the start date of [Sosiaalityön harjoittelu](coursename)\n- Tell me the start date of [KKSUVAL3](course)\n- Tell me the start date of [Cell Technology Laboratory Course](coursename)\n- Tell me the start date of [POLPOP01](course)\n- Tell me the start date of [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename)\n- Tell me the start date of [STYP5](course)\n- Tell me the start date of [Medical English - Introduction to Scientific Writing](coursename)\n- Tell me the start date of [YKT07.1](course)\n- Tell me the start date of [Kielioppi II](coursename)\n- Tell me the start date of [KATYVA42](course)\n- Tell me the start date of [Valinnainen jakso: Valokuva historian tekijänä - luennot](coursename)\n- Tell me the start date of [KKENPRE1](course)\n- Tell me the start date of [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](coursename)\n- Tell me the start date of [SAKA4](course)\n- Tell me the start date of [Seminaari (Nikunen) jatkuu keväältä](coursename)\n- Tell me the start date of [JOVTETUS3](course)\n- Tell me the start date of [Yritysverotus](coursename)\n- Tell me the start date of [KATLITO5](course)\n- Tell me the start date of [History of English](coursename)\n- Tell me the start date of [JKKYINA11](course)\n- Tell me the start date of [Introduction to Bayesian Analysis 1](coursename)\n- Tell me the start date of [KATLAS27](course)\n- Tell me the start date of [Ohjelmoinnin tekniikka C](coursename)\n- Tell me the start date of [KASVAR6](course)\n- Tell me the start date of [Advanced Course in Corporate Finance](coursename)\n- Tell me the start date of [HALYAA12](course)\n- Tell me the start date of [Ekoterveys, luonto ja ihminen](coursename)\n- Tell me the start date of [ENGP8](course)\n- Tell me the start date of [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen 3.vsk](coursename)\n- Tell me the start date of [ITIA03](course)\n- Tell me the start date of [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](coursename)\n- Tell me the start date of [KKES2](course)\n- Tell me the start date of [Yhteisöllinen oppiminen ja ohjaus - Seminaari](coursename)\n- What day will [KASORIENT](course) start\n- What day will [Tiede ja teknologia yhteiskunnassa](coursename) start\n- What day will [TAYJ12](course) start\n- What day will [Tutkielmakurssi (periodi I)](coursename) start\n- What day will [TERHOJ1](course) start\n- What day will [The European Union's Transnational Policies (POMLFCS2)](coursename) start\n- What day will [STYA1A2](course) start\n- What day will [Tekstin tekemisen perusteet](coursename) start\n- What day will [KASVAR11](course) start\n- What day will [Sosiaalityön toimintaympäristöt](coursename) start\n- What day will [HISJATKO](course) start\n- What day will [Reportaasi](coursename) start\n- What day will [KATTAA12B](course) start\n- What day will [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](coursename) start\n- What day will [TAYJ11](course) start\n- What day will [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), kevät 2019](coursename) start\n- What day will [VENP4/VENK2](course) start\n- What day will [Taloustieteen matematiikan jatkokurssi](coursename) start\n- What day will [ESPFP3](course) start\n- What day will [Datan hallinnan perusteet](coursename) start\n- What day will [POLKVA12](course) start\n- What day will [Translation and Academic Writing - Introduction to Academic Writing](coursename) start\n- What day will [JKKYTVA13](course) start\n- What day will [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (2. periodi)](coursename) start\n- What day will [RANA2](course) start\n- What day will [Kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename) start\n- What day will [SOS4.1](course) start\n- What day will [Lausekielinen ohjelmointi I](coursename) start\n- What day will [SOS6.1.2](course) start\n- What day will [Orientoivat opinnot - Tiedonhankintataidot](coursename) start\n- What day will [HALJUA21](course) start\n- What day will [Käännösviestintä venäjä-suomi](coursename) start\n- What day will [KKRULUK](course) start\n- What day will [Science and Biotechnology Journal Club](coursename) start\n- What day will [ESPFP3](course) start\n- What day will [Orientoivat opinnot ja HOPS (suomen kieli)](coursename) start\n- What day will [JKKYVP11](course) start\n- What day will [Debating for Academic Purposes](coursename) start\n- What day will [TAYJ024](course) start\n- What day will [Dialogue: Constructive Talk at Work](coursename) start\n- What day will [HTIS59](course) start\n- What day will [Tutkielmaseminaari (logopedia)](coursename) start\n- What day will [KASA3](course) start\n- What day will [Kandidaattiseminaari ja -tutkielma (julkisoikeus), kevät -](coursename) start\n- What day will [DPJKKKS](course) start\n- What day will [Kuvataidekasvatus / Harjoitukset - 2.vsk](coursename) start\n- What day will [VENA1](course) start\n- What day will [European Social Policy: Content and Actors](coursename) start\n- What day will [KASLOH4B](course) start\n- What day will [Political Systems Outside of Europe (book exam/essay)](coursename) start\n- What day will [KASMULTI6](course) start\n- What day will [Ryhmäviestintä](coursename) start\n- What day will [BTK2020](course) start\n- What day will [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename) start\n- What day will [PSYS7](course) start\n- What day will [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](coursename) start\n- What day will [BIO4380](course) start\n- What day will [Business Writing](coursename) start\n- What day will [POLVOA51](course) start\n- What day will [Introduction to R](coursename) start\n- When do I have [KASLOE7.2](course)\n- When do I have [Mediakulttuurit / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- When do I have [TIEP4](course)\n- When do I have [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](coursename)\n- When do I have [STYP5](course)\n- When do I have [Comparative Criminal Justice](coursename)\n- When do I have [MTTY3](course)\n- When do I have [Musiikin soveltava projekti - Yhteisöllinen musiikillinen projekti](coursename)\n- When do I have [JOVP5](course)\n- When do I have [Ympäristön ja alueiden poliittisuus (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- When do I have [KATJOP11](course)\n- When do I have [Käännösten suomi](coursename)\n- When do I have [HISA2](course)\n- When do I have [Moniammatillinen -klinikkaopetus](coursename)\n- When do I have [TERA3](course)\n- When do I have [Graduseminaari, jatkava (Krötzl)](coursename)\n- When do I have [SOS7.1/STYA4A](course)\n- When do I have [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](coursename)\n- When do I have [HTIY006](course)\n- When do I have [Keskustelunanalyysi (verkkokurssi), syksy 2018](coursename)\n- When do I have [HALJTS99](course)\n- When do I have [Kuva- ja mediakulttuurit - Kuvakulttuurit 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely/taidemuseot harjoitusryhmät)](coursename)\n- When do I have [KKSUVAL3](course)\n- When do I have [Vanhat ja uudet klassikot (kirjatentti/essee)](coursename)\n- When do I have [HALHAS21](course)\n- When do I have [Hands-on genetics](coursename)\n- When do I have [HALJTS07](course)\n- When do I have [Ympäristön ja alueiden poliittisuus](coursename)\n- When do I have [RANP2](course)\n- When do I have [Puheviestintä ja hyvinvointi](coursename)\n- When do I have [ENGP2](course)\n- When do I have [Perehdyttäminen tietotekniikan alkeisiin](coursename)\n- When do I have [HALJUS21](course)\n- When do I have [Variety in Present-day English](coursename)\n- When do I have [ENGA6](course)\n- When do I have [European Social Policy: Content and Actors](coursename)\n- When do I have [KASLOM4](course)\n- When do I have [Perheen vuorovaikutus](coursename)\n- When do I have [POHS10](course)\n- When do I have [Basics II: Intermediate Czech I](coursename)\n- When do I have [KKSUHUK1](course)\n- When do I have [Korkeakoulut työyhteisöinä - Kehittämistehtävä](coursename)\n- When do I have [TAYJ029](course)\n- When do I have [Tieto- ja asiakirjahallinto](coursename)\n- When do I have [TRMU1](course)\n- When do I have [Fonetiikan tilastomenetelmät](coursename)\n- When do I have [HISA1B](course)\n- When do I have [Julkiset rahoitusjärjestelmät](coursename)\n- When do I have [VIROP3](course)\n- When do I have [Johtaminen ja organisaatiot I (kirjallisuus)](coursename)\n- When do I have [LOGA3](course)\n- When do I have [Suurvalta kriiseissä: näkökulmia Venäjän historiaan 1700-luvulta 1900-luvulle](coursename)\n- When do I have [GTS2](course)\n- When do I have [Inclusive Education](coursename)\n- When do I have [KATRAA11](course)\n- When do I have [Information Visualization](coursename)\n- When do I have [KASA11](course)\n- When do I have [Basics II: Intermediate Czech II](coursename)\n- When do I have [BTK3210](course)\n- When do I have [Ryhmäviestintä](coursename)\n- When do we have [SAKS5](course)\n- When do we have [Master's Thesis Seminar (2nd year students)](coursename)\n- When do we have [KATTAA35](course)\n- When do we have [Feministiset politiikat ja asiantuntijuus](coursename)\n- When do we have [KASSM2](course)\n- When do we have [Johdatus analyysiin](coursename)\n- When do we have [JOVY1](course)\n- When do we have [Julkisten palvelujen johtaminen](coursename)\n- When do we have [KASSM2](course)\n- When do we have [Political Systems (book exam/essay)](coursename)\n- When do we have [POLVOS26](course)\n- When do we have [Ympäristöpolitiikan vaikutuskeinot](coursename)\n- When do we have [TSEKP1](course)\n- When do we have [Introduction to Game Research (Tampere Summer School 2018)](coursename)\n- When do we have [POLPOP04](course)\n- When do we have [Sciences du langage/Kielitiede](coursename)\n- When do we have [RANP1](course)\n- When do we have [Terveystiedon didaktiikan perusteet](coursename)\n- When do we have [KKSUPRO](course)\n- When do we have [Keskiajan paleografia ja diplomatiikka (PERUTTU)](coursename)\n- When do we have [JOVAT2](course)\n- When do we have [Olevan muoto - johdatus formaaliontologiaan](coursename)\n- When do we have [SOP03.6](course)\n- When do we have [Terve ja turvallinen kouluyhteisö](coursename)\n- When do we have [HALTVA12](course)\n- When do we have [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](coursename)\n- When do we have [KKSU6](course)\n- When do we have [Simultaanitulkkaus I venäjä-suomi-venäjä](coursename)\n- When do we have [HISA2](course)\n- When do we have [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](coursename)\n- When do we have [HALJUA61](course)\n- When do we have [Kompleksianalyysi](coursename)\n- When do we have [KATTAA21](course)\n- When do we have [Kandidaattiseminaari (JATKAVA, Katermaa)](coursename)\n- When do we have [DPLA01](course)\n- When do we have [Yhteiskuntatutkimuksen tutkinto-ohjelman esittely](coursename)\n- When do we have [SAKP3](course)\n- When do we have [Johdatus kasvatuksen ja koulutuksen yhteiskunnalliseen ja kulttuuriseen tutkimukseen - Luennot ja luentopäiväkirja](coursename)\n- When do we have [ENGS3](course)\n- When do we have [Bachelor's Thesis Seminar - seminar in English](coursename)\n- When do we have [KASP1](course)\n- When do we have [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- When do we have [HALEUA11](course)\n- When do we have [Audiovisuaalisen kääntämisen seminaari / Kuvailutulkkaus](coursename)\n- When do we have [KASP1](course)\n- When do we have [Toisen vuoden opiskelijoiden info-tilaisuus](coursename)\n- When do we have [TERKANP4](course)\n- When do we have [Liikunta - Liikuntapedagogiikka perusopetuksessa A - 2. vsk](coursename)\n- When do we have [KASA2](course)\n- When do we have [Poliittinen filosofia (kirjatentti/essee)](coursename)\n- When do we have [POLVOA12](course)\n- When do we have [Puolueet ja vaalit (kirjatentti/essee)](coursename)\n- When do we have [TERHOIA5](course)\n- When do we have [Kansainvälinen verotus](coursename)\n- When do we have [KATJOA12](course)\n- When do we have [Varhaisiän musiikkikasvatus / Harjoitukset - 2.vsk](coursename)\n- When do we have [HALJUA22](course)\n- When do we have [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](coursename)\n- When do we have [POHS5](course)\n- When do we have [Logiikka](coursename)\n- The start date of [PGHES03](course)\n- The start date of [Osallistuminen opiskelijavaihtoon](coursename)\n- The start date of [TERHOJ4](course)\n- The start date of [Orientaatio historian tutkinto-ohjelman opintoihin](coursename)\n- The start date of [ENGA11](course)\n- The start date of [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](coursename)\n- The start date of [KATJOS13](course)\n- The start date of [Minustako asiantuntijamyynnin ammattilainen?](coursename)\n- The start date of [KASVARTA](course)\n- The start date of [Äänne- ja muoto-oppi](coursename)\n- The start date of [ITIS24](course)\n- The start date of [Venäjä IV](coursename)\n- The start date of [YKYYV07](course)\n- The start date of [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](coursename)\n- The start date of [MTTA1](course)\n- The start date of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](coursename)\n- The start date of [DPCMTJT2](course)\n- The start date of [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](coursename)\n- The start date of [KASSO5](course)\n- The start date of [Advanced International Relations Research Methods (book exam/essay)](coursename)\n- The start date of [KKENKTMO](course)\n- The start date of [Tila, paikka ja aika](coursename)\n- The start date of [COSOPON4](course)\n- The start date of [Academic Writing](coursename)\n- The start date of [TERKAN5](course)\n- The start date of [Theories of Welfare States and Comparative Social Policy: An introduction](coursename)\n- The start date of [KATLAA99](course)\n- The start date of [Espanja II](coursename)\n- The start date of [ITIY3](course)\n- The start date of [Linguistics I: Introduction to Basic Concepts](coursename)\n- The start date of [JOVP1](course)\n- The start date of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](coursename)\n- The start date of [KKKI2](course)\n- The start date of [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- The start date of [ITIA03](course)\n- The start date of [Grammaire/Kielioppi](coursename)\n- The start date of [KKSUOPE](course)\n- The start date of [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](coursename)\n- The start date of [KASSG](course)\n- The start date of [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename)\n- The start date of [KATLITO8](course)\n- The start date of [Vastuullisen liiketoiminnan case-kurssi](coursename)\n- The start date of [KKENKTM](course)\n- The start date of [Orientoivat opinnot ja HOPS](coursename)\n- The start date of [POLKAA99](course)\n- The start date of [Espanja III](coursename)\n- The start date of [KKVEVAL1](course)\n- The start date of [Kielioppi I](coursename)\n- The start date of [LTLY16](course)\n- The start date of [Paikallisen hallinnan teoriat - Lukupiiri](coursename)\n- The start date of [KASP4](course)\n- The start date of [Europe's Wicked Policy Problems (POMLFCS2)](coursename)\n- The start date of [TERKANA4](course)\n- The start date of [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- The start date of [KASMULTI3](course)\n- The start date of [Kielioppi I/Språkets strukturer I](coursename)\n- The start date of [TIEA5](course)\n- The start date of [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- The start date of [TERTIETO1](course)\n- The start date of [Suullinen viestintä II/Muntlig kommunikation II](coursename)\n- Start date for [BTK3115](course)\n- Start date for [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- Start date for [TAYJ041](course)\n- Start date for [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename)\n- Start date for [KKKI2](course)\n- Start date for [Kandidaatin tutkielma ja seminaari, (hoitotieteen opiskelijoille), Seinäjoki](coursename)\n- Start date for [PEACEGS1](course)\n- Start date for [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename)\n- Start date for [KKSUVAL3](course)\n- Start date for [Globaali, lokaali ja yhteisöllisyys sosiaalityössä (kirjatentti)](coursename)\n- Start date for [TERY4](course)\n- Start date for [Pro gradu -seminaari ja -tutkielma (2018-2019)](coursename)\n- Start date for [KASMULTI4](course)\n- Start date for [Networks in Service Business](coursename)\n- Start date for [KASA15](course)\n- Start date for [Yksilö, yhteiskunta ja kulttuuri - evankelisluterilaiset uskonnon ja elämänkatsomustiedon harjoitusryhmät - 2. vsk](coursename)\n- Start date for [ITIY3](course)\n- Start date for [Valinnainen jakso: Johdatus tiedeviestintään](coursename)\n- Start date for [PEACE043](course)\n- Start date for [Pohjoismaiden yhteiskuntaolot ja kulttuurit](coursename)\n- Start date for [TERKAN4](course)\n- Start date for [Master´s Thesis and Seminar - for the group that started in 2017](coursename)\n- Start date for [TIETS19](course)\n- Start date for [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Start date for [LTLY210](course)\n- Start date for [Basics II: Intermediate Czech I](coursename)\n- Start date for [BTK1074](course)\n- Start date for [Kansainvälisen verotuksen syventävä opintojakso](coursename)\n- Start date for [POLVOA31](course)\n- Start date for [Lapsen puheen ja kielen tutkimus ja kuntoutus](coursename)\n- Start date for [ITIA2](course)\n- Start date for [Kielioppi I (suomenkieliset opiskelijat)](coursename)\n- Start date for [COSOPON3](course)\n- Start date for [Sosiaalitieteiden kvantitatiiviset tutkimusmenetelmät (verkkokurssi)](coursename)\n- Start date for [MEDU02](course)\n- Start date for [Tutkimusetiikka](coursename)\n- Start date for [DPLASEM](course)\n- Start date for [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, syksy 2018)](coursename)\n- Start date for [TERKAN4](course)\n- Start date for [Algebra 1B](coursename)\n- Start date for [JOUJOVTS](course)\n- Start date for [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](coursename)\n- Start date for [TERHOIA6](course)\n- Start date for [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](coursename)\n- Start date for [KKSUHY](course)\n- Start date for [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- Start date for [SOSM5.1](course)\n- Start date for [Legal English](coursename)\n- Start date for [FIL](course)\n- Start date for [A Biomedical View of Patenting](coursename)\n- Start date for [HALJUA44](course)\n- Start date for [Tieteellinen seminaarisarja](coursename)\n- Start date for [TAYJ024](course)\n- Start date for [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename)\n- Start date for [BIO2085](course)\n- Start date for [Laskentatoimen teoria ja IFRS I](coursename)\n- Start date for [LOGA8](course)\n- Start date for [Scientific Writing - Module A - Writing Clinic](coursename)\n- Start date for [POLPOP02](course)\n- Start date for [Perintö-, lahja- ja varainsiirtoverotus](coursename)\n- Start of [KATYVS23](course)\n- Start of [Orientoiva tutkielmaseminaari - Seminaari](coursename)\n- Start of [ITIP2](course)\n- Start of [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- Start of [KASA2](course)\n- Start of [Pro gradu -seminaari ja -tutkielma (2018-2019)](coursename)\n- Start of [TIEP3](course)\n- Start of [Orientoivat opinnot - Tiedonhankintataidot](coursename)\n- Start of [HALJUA13](course)\n- Start of [Fonetiikan tilastomenetelmät](coursename)\n- Start of [KASLOH3](course)\n- Start of [Uuden ajan alun murroksia](coursename)\n- Start of [KASVAR7](course)\n- Start of [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- Start of [KASA10](course)\n- Start of [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- Start of [ENGA6](course)\n- Start of [Tuutorivastaavana toimiminen](coursename)\n- Start of [JOVPVS5](course)\n- Start of [Johdatus kirjallisuuden poetiikkaan](coursename)\n- Start of [HTIY004](course)\n- Start of [Puhesuomi ja esiintyminen](coursename)\n- Start of [KATVAA14](course)\n- Start of [Talouselämän käännösviestinnän seminaari suomi-saksa -](coursename)\n- Start of [ITIA9](course)\n- Start of [Puhetekniikan ja äänenkäytön perusteet](coursename)\n- Start of [ESPFA3](course)\n- Start of [Johdatus politiikan teoriaan (kirjatentti/essee)](coursename)\n- Start of [PEACE046/047](course)\n- Start of [Sosiaalioikeus II](coursename)\n- Start of [TERHOIA6](course)\n- Start of [Lineaarialgebra 1B](coursename)\n- Start of [PSYA1](course)\n- Start of [Käsityömuotoilu - projekti/käytännön työ ja protfolio](coursename)\n- Start of [JOVMS2A](course)\n- Start of [Cultural Conversations](coursename)\n- Start of [JOVPVA5](course)\n- Start of [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- Start of [VENP3/VENK1](course)\n- Start of [Behavioraalinen ja psykologinen taloustiede](coursename)\n- Start of [DPCMTJ4](course)\n- Start of [Viestintä ammatillisissa ja läheisissä vuorovaikutussuhteissa](coursename)\n- Start of [RANS3](course)\n- Start of [Tiedonhaun perusteet](coursename)\n- Start of [TERKAN4](course)\n- Start of [Neurologia](coursename)\n- Start of [BIO4230](course)\n- Start of [Cultural Conversations](coursename)\n- Start of [KASLOM9](course)\n- Start of [Markkinointioikeuden oikeustaloustiede](coursename)\n- Start of [KKSUSC](course)\n- Start of [Kandidaatin tutkielma ja seminaari (kevät)](coursename)\n- Start of [KASP3](course)\n- Start of [Political Philosophy (book exam/essay)](coursename)\n- Start of [LTLY214](course)\n- Start of [Vuorovaikutus ja tekstit S2-näkökulmasta](coursename)\n- Start of [LUOYY023](course)\n- Start of [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](coursename)\n- Start of [MTTMA4](course)\n- Start of [Introduction to Academic English (Open University Course)](coursename)\n- I want to know when [KKES3](course) starts\n- I want to know when [Sukupuoli, perhe ja yhteiskunta](coursename) starts\n- I want to know when [KKRA2](course) starts\n- I want to know when [Graduvauhditus](coursename) starts\n- I want to know when [DPEDUB.1A](course) starts\n- I want to know when [Language, Communication and Culture](coursename) starts\n- I want to know when [TERHOJ2](course) starts\n- I want to know when [Kehittyminen johtajaksi terveydenhuollossa](coursename) starts\n- I want to know when [KATLAP21](course) starts\n- I want to know when [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](coursename) starts\n- I want to know when [KASP1](course) starts\n- I want to know when [Research seminar for postgraduate studies](coursename) starts\n- I want to know when [JOVPVS1](course) starts\n- I want to know when [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename) starts\n- I want to know when [KKSUPRO](course) starts\n- I want to know when [Kandidaatin tutkielma ja seminaari (kurssi alkaa keväällä 2019 Hoitotieteen opiskelijoille)](coursename) starts\n- I want to know when [KKKI2](course) starts\n- I want to know when [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename) starts\n- I want to know when [TAYJ12](course) starts\n- I want to know when [Julkisen toiminnan tuloksellisuuden arviointi](coursename) starts\n- I want to know when [KATLITO5](course) starts\n- I want to know when [Pohjoismaiden kirjallisuus/Nordisk litteratur](coursename) starts\n- I want to know when [HALKAA99](course) starts\n- I want to know when [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](coursename) starts\n- I want to know when [SUOP2](course) starts\n- I want to know when [Syventävä ammatillinen asiantuntijuus -](coursename) starts\n- I want to know when [JOVPVS5](course) starts\n- I want to know when [Biological data analysis with R](coursename) starts\n- I want to know when [BIO4460](course) starts\n- I want to know when [Kandidaattiseminaari (JATKAVA, Nenonen)](coursename) starts\n- I want to know when [TERA6](course) starts\n- I want to know when [Writing for Research (online course)](coursename) starts\n- I want to know when [KATLITO8](course) starts\n- I want to know when [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename) starts\n- I want to know when [RANA1](course) starts\n- I want to know when [Johdatus kasvatuksen ja koulutuksen yhteiskunnalliseen ja kulttuuriseen tutkimukseen - Luennot ja luentopäiväkirja](coursename) starts\n- I want to know when [KASLOM6](course) starts\n- I want to know when [Lainvalmistelu ja vaikutusten arviointi](coursename) starts\n- I want to know when [LOGS1](course) starts\n- I want to know when [Johdatus viestinnän tutkimukseen ja analyysiin - verkkokurssi](coursename) starts\n- I want to know when [ITIP2](course) starts\n- I want to know when [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename) starts\n- I want to know when [PEDAEH](course) starts\n- I want to know when [Introduction to Pharmacology and Drug Modelling](coursename) starts\n- I want to know when [KKSUPRO](course) starts\n- I want to know when [Asiantuntijan puheviestintä ja vuorovaikutusosaaminen](coursename) starts\n- I want to know when [KASLOM6](course) starts\n- I want to know when [Historian määrällisen tiedon esittäminen](coursename) starts\n- I want to know when [SOS6.4.2](course) starts\n- I want to know when [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename) starts\n- I want to know when [KASP4](course) starts\n- I want to know when [Simultaanitulkkaus I saksa-suomi-saksa](coursename) starts\n- I want to know when [KASP4](course) starts\n- I want to know when [Intercultural Communication](coursename) starts\n- I want to know when [KKSUHY](course) starts\n- I want to know when [Civil Society and Political Participation (book exam/essay)](coursename) starts\n- I want to know when [HALKAA16](course) starts\n- I want to know when [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) starts\n- I want to know when [KATTAS40](course) starts\n- I want to know when [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) starts\n- I want to know when will [STYVA](course) start\n- I want to know when will [Foundations of Ecological Economics](coursename) start\n- I want to know when will [FONEP2](course) start\n- I want to know when will [Perusharjoittelu B - Ohjattu opetusharjoittelu](coursename) start\n- I want to know when will [KATTAP11](course) start\n- I want to know when will [Todennäköisyyslaskenta](coursename) start\n- I want to know when will [KIRS1/A4](course) start\n- I want to know when will [Responsible Business and Social Accounting (Lectures)](coursename) start\n- I want to know when will [MVKS16V](course) start\n- I want to know when will [Radiokääntäminen (venäjä)](coursename) start\n- I want to know when will [DPHSF503](course) start\n- I want to know when will [Kielisuihkutustoiminta osana varhaista kielikasvatusta](coursename) start\n- I want to know when will [KASLOE8.1](course) start\n- I want to know when will [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename) start\n- I want to know when will [KKRA5](course) start\n- I want to know when will [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu keväältä 2018)](coursename) start\n- I want to know when will [PSYS6B](course) start\n- I want to know when will [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](coursename) start\n- I want to know when will [KKENYHT](course) start\n- I want to know when will [Agenda-Setting in Public Policy (POMLFCS1)](coursename) start\n- I want to know when will [MOLI](course) start\n- I want to know when will [Ranska II](coursename) start\n- I want to know when will [KKENYHT](course) start\n- I want to know when will [Orientoivat opinnot ja HOPS (venäjän kieli, kulttuuri ja kääntäminen)](coursename) start\n- I want to know when will [JOVPVA5](course) start\n- I want to know when will [European, Eurasian and Global Energy Policy (book exam/essay)](coursename) start\n- I want to know when will [ITIA03](course) start\n- I want to know when will [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) start\n- I want to know when will [JOVTS5](course) start\n- I want to know when will [Pro gradu -seminaari](coursename) start\n- I want to know when will [KATTAA35](course) start\n- I want to know when will [Lähtötasokoe - Kirjallinen tentti](coursename) start\n- I want to know when will [KKSU4](course) start\n- I want to know when will [Project Work (Spring term 2018)](coursename) start\n- I want to know when will [LTLY01](course) start\n- I want to know when will [Sosiologia](coursename) start\n- I want to know when will [KASSO5](course) start\n- I want to know when will [Gradu-kvantimetodit](coursename) start\n- I want to know when will [ITIY3](course) start\n- I want to know when will [Julkisen talousjohtamisen näkökulmia](coursename) start\n- I want to know when will [KKENKTM](course) start\n- I want to know when will [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi (avoin yo)](coursename) start\n- I want to know when will [KASSG](course) start\n- I want to know when will [EU External Relations: Security, Economy and Values (book exam/essay)](coursename) start\n- I want to know when will [KASP5](course) start\n- I want to know when will [Simultaaninen konferenssitulkkaus](coursename) start\n- I want to know when will [ITIP1](course) start\n- I want to know when will [Hydrogel Journal Club](coursename) start\n- I want to know when will [POHS10](course) start\n- I want to know when will [Journalism Start-Ups and Enterpreneurialism](coursename) start\n- I want to know when will [KASA12](course) start\n- I want to know when will [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename) start\n- I want to know when will [KKENKTM](course) start\n- I want to know when will [Understanding Legal Regulation of Business](coursename) start\n- I want to know when will [LOGA1](course) start\n- I want to know when will [Interview as a means of data generation](coursename) start\n- I want to know when will [YKTM6.3](course) start\n- I want to know when will [Arvonlisäverotus](coursename) start\n- I want to know when will [KASA12](course) start\n- I want to know when will [Saksa III](coursename) start\n- I want to know the start date of [JOVP4](course)\n- I want to know the start date of [Political Institutions and Processes (book exam/essay)](coursename)\n- I want to know the start date of [KASP4](course)\n- I want to know the start date of [Kognitiivinen neurotiede I](coursename)\n- I want to know the start date of [POLVOS32](course)\n- I want to know the start date of [Johdatus hoitotieteelliseen tutkimukseen](coursename)\n- I want to know the start date of [KKSUHUK](course)\n- I want to know the start date of [Introduction to Game Research (Tampere Summer School 2018)](coursename)\n- I want to know the start date of [JOVA15](course)\n- I want to know the start date of [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](coursename)\n- I want to know the start date of [KKVE3](course)\n- I want to know the start date of [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](coursename)\n- I want to know the start date of [ESPFP5](course)\n- I want to know the start date of [Pro gradu -seminaari 2018-2019 (vaihe I)](coursename)\n- I want to know the start date of [POLPOP03](course)\n- I want to know the start date of [Yksilön työhyvinvointi](coursename)\n- I want to know the start date of [SOS6.2.1](course)\n- I want to know the start date of [Poliittiset instituutiot ja prosessit (kirjatentti/essee)](coursename)\n- I want to know the start date of [SOSM5.1](course)\n- I want to know the start date of [Kuvataiteen perusteet - 1.vsk](coursename)\n- I want to know the start date of [VENP2](course)\n- I want to know the start date of [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSO-opintosuunnan ryhmä)](coursename)\n- I want to know the start date of [HTIS53](course)\n- I want to know the start date of [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- I want to know the start date of [HALHAS17](course)\n- I want to know the start date of [Pro gradu -seminaari](coursename)\n- I want to know the start date of [RANA1](course)\n- I want to know the start date of [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- I want to know the start date of [POLKVS33](course)\n- I want to know the start date of [Johdatus filosofian historiaan](coursename)\n- I want to know the start date of [TERKAN2](course)\n- I want to know the start date of [Kandidaatin tutkielma ja seminaari, (hoitotieteen opiskelijoille), Seinäjoki](coursename)\n- I want to know the start date of [KASA11](course)\n- I want to know the start date of [Pro gradu -seminaari ja -tutkielma](coursename)\n- I want to know the start date of [TERY4](course)\n- I want to know the start date of [Tutkiva harjoittelu](coursename)\n- I want to know the start date of [JOVPVS8](course)\n- I want to know the start date of [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](coursename)\n- I want to know the start date of [MTTTP1](course)\n- I want to know the start date of [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](coursename)\n- I want to know the start date of [BTK1023](course)\n- I want to know the start date of [Markkinoinnin ja myynnin perusteet](coursename)\n- I want to know the start date of [PSYP5](course)\n- I want to know the start date of [Espanja III](coursename)\n- I want to know the start date of [KATLAA11](course)\n- I want to know the start date of [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](coursename)\n- I want to know the start date of [KASVAR1](course)\n- I want to know the start date of [Kielen kehitys / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- I want to know the start date of [HALJUS13](course)\n- I want to know the start date of [Tutkielmapiiri](coursename)\n- I want to know the start date of [KATJOA13](course)\n- I want to know the start date of [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](coursename)\n- I want to know the start date of [TERHOIA1](course)\n- I want to know the start date of [Kerronnan monet muodot (luentokurssi korvaa kirjatentin)](coursename)\n- I want to know the start date of [KKRUYHT](course)\n- I want to know the start date of [Tilinpäätösanalyysi](coursename)\n- I want to know the start date of [YKYYKEKE0](course)\n- I want to know the start date of [Health systems and health in developing Asia: India, China, and North Korea](coursename)\n- I want to know the start date of [TSEKP2](course)\n- I want to know the start date of [Käännöstieteellinen tutkimus ja metodit](coursename)\n- I want to know when [ENGP8](course) begin\n- I want to know when [Seminaari (Seppänen)](coursename) begin\n- I want to know when [VENP3/VENK1](course) begin\n- I want to know when [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](coursename) begin\n- I want to know when [KATLAS11](course) begin\n- I want to know when [Johdatus politiikan teoriaan (kirjatentti/essee)](coursename) begin\n- I want to know when [POLKVA22](course) begin\n- I want to know when [Yhteiskunnan mittaaminen](coursename) begin\n- I want to know when [POLVOA31](course) begin\n- I want to know when [Asioimistulkkaus venäjä-suomi-venäjä](coursename) begin\n- I want to know when [PCP10/NAM IV](course) begin\n- I want to know when [Tilastollisen tutkimuksen perusteet](coursename) begin\n- I want to know when [ENGA5](course) begin\n- I want to know when [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](coursename) begin\n- I want to know when [JOVTS5](course) begin\n- I want to know when [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename) begin\n- I want to know when [BTK1023](course) begin\n- I want to know when [Suullinen viestintä II/Muntlig kommunikation II](coursename) begin\n- I want to know when [LOGP2](course) begin\n- I want to know when [Pro gradu -seminaari ja -tutkielma (2018-2019)](coursename) begin\n- I want to know when [SOSM5.1](course) begin\n- I want to know when [Peace and Conflict Research (book exam/essay)](coursename) begin\n- I want to know when [TIETS13](course) begin\n- I want to know when [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](coursename) begin\n- I want to know when [POLVOA42](course) begin\n- I want to know when [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (2. periodi)](coursename) begin\n- I want to know when [DPEDUE](course) begin\n- I want to know when [Yksilöllisyys oppimisessa ja osallistumisessa](coursename) begin\n- I want to know when [KKSUPRO](course) begin\n- I want to know when [Ulkopolitiikka ja diplomatia (kirjatentti/essee)](coursename) begin\n- I want to know when [HALJUA22](course) begin\n- I want to know when [Käännösteknologian harjoituskurssi](coursename) begin\n- I want to know when [ESPFA7](course) begin\n- I want to know when [Tekninen kirjoittaminen (englanti)](coursename) begin\n- I want to know when [KKSUSOTE](course) begin\n- I want to know when [Johdatus politiikan teoriaan (kirjatentti/essee)](coursename) begin\n- I want to know when [POLKVA41](course) begin\n- I want to know when [Moniammatilliset oppimisyhteisöt - Seminaari](coursename) begin\n- I want to know when [TERKAN16](course) begin\n- I want to know when [Kansainväliset suhteet ja ilmaston muutoksen hallinta](coursename) begin\n- I want to know when [STYA5](course) begin\n- I want to know when [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](coursename) begin\n- I want to know when [TIEP1](course) begin\n- I want to know when [Pakolaisuus, tila ja hallinta](coursename) begin\n- I want to know when [COSOPON5](course) begin\n- I want to know when [Johdatus sosiaalitieteisiin](coursename) begin\n- I want to know when [POHP4](course) begin\n- I want to know when [Methods in Text and Discourse Analysis](coursename) begin\n- I want to know when [KATTAA32](course) begin\n- I want to know when [Julkaisun visuaalisuus: Taitto](coursename) begin\n- I want to know when [SUOP4](course) begin\n- I want to know when [Johdatus yrittäjyyteen](coursename) begin\n- I want to know when [POHP4](course) begin\n- I want to know when [Foundations of Games and Internet Research](coursename) begin\n- I want to know when [KASLOH4A](course) begin\n- I want to know when [A seminar on theoretical social research: Schmitt, Arendt, and The Political](coursename) begin\n- I want to know when [KATYVA34](course) begin\n- I want to know when [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename) begin\n- I want to know when [SUKKP3](course) begin\n- I want to know when [Journalismin tulevaisuus, luennot](coursename) begin\n- Tell me the start date of [KASVAR10](course)\n- Tell me the start date of [Syntyvyys, hoiva, sukupolvi](coursename)\n- Tell me the start date of [SUOV2](course)\n- Tell me the start date of [Johtaminen ja organisaatiot II](coursename)\n- Tell me the start date of [LOGP3](course)\n- Tell me the start date of [Introduction to Corporate Social Responsibility](coursename)\n- Tell me the start date of [KATTAA21](course)\n- Tell me the start date of [Liikunta - Liikuntapedagogiikka perusopetuksessa A - 2. vsk](coursename)\n- Tell me the start date of [POLVOS24](course)\n- Tell me the start date of [Liikunta - Liikuntapedagogiikan perusteet - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Tell me the start date of [TERHOI6](course)\n- Tell me the start date of [Terveydenhuollon ja terveystutkimuksen etiikka](coursename)\n- Tell me the start date of [PGHES03](course)\n- Tell me the start date of [Käyttöliittymien perusteet](coursename)\n- Tell me the start date of [KASLOE8.1](course)\n- Tell me the start date of [KEB-61420 Laaja kemia 2](coursename)\n- Tell me the start date of [TAYJ12](course)\n- Tell me the start date of [Tutkiva ja kehittävä opettaja](coursename)\n- Tell me the start date of [TAYJ11](course)\n- Tell me the start date of [Legal English](coursename)\n- Tell me the start date of [POLKVS33](course)\n- Tell me the start date of [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](coursename)\n- Tell me the start date of [SOS09.1](course)\n- Tell me the start date of [Old and New Classics of Political Theory (book exam/essay)](coursename)\n- Tell me the start date of [KKRUKTMO](course)\n- Tell me the start date of [Kehittyminen johtajaksi terveydenhuollossa](coursename)\n- Tell me the start date of [TIETA9](course)\n- Tell me the start date of [Environmental History and Cultural Ecology of Russia (VENS20)](coursename)\n- Tell me the start date of [HISA2](course)\n- Tell me the start date of [Kielellinen vaihtelu/Språklig variation](coursename)\n- Tell me the start date of [ITIS41](course)\n- Tell me the start date of [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](coursename)\n- Tell me the start date of [PEDA2](course)\n- Tell me the start date of [Parties and Elections (book exam/essay)](coursename)\n- Tell me the start date of [LOGP3](course)\n- Tell me the start date of [Research on Teaching and Learning - Seminar](coursename)\n- Tell me the start date of [TAYJ035](course)\n- Tell me the start date of [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- Tell me the start date of [MVKS11](course)\n- Tell me the start date of [Puhetekniikan ja äänenkäytön perusteet](coursename)\n- Tell me the start date of [STYP3](course)\n- Tell me the start date of [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](coursename)\n- Tell me the start date of [VENP5](course)\n- Tell me the start date of [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](coursename)\n- Tell me the start date of [TAYJ13](course)\n- Tell me the start date of [Tekninen kirjoittaminen (suomi)](coursename)\n- Tell me the start date of [KASLOE7.2](course)\n- Tell me the start date of [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](coursename)\n- Tell me the start date of [KKENVAL7](course)\n- Tell me the start date of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](coursename)\n- Tell me the start date of [TERKANP5](course)\n- Tell me the start date of [Tutkiva harjoittelu](coursename)\n- Tell me the start date of [KKSA4](course)\n- Tell me the start date of [Tuutorina toimiminen](coursename)\n- Tell me the start date of [KASP4](course)\n- Tell me the start date of [Johdatus hoitotieteeseen](coursename)\n- Tell me the start date of [JKKYORP1](course)\n- Tell me the start date of [Tutkimuspraktikum](coursename)\n- Tell me the start date of [POLKVS99](course)\n- Tell me the start date of [Sosiaalipsykologia](coursename)\n- Tell me when [ENGS1](course) begins\n- Tell me when [Solut](coursename) begins\n- Tell me when [TAYJ11](course) begins\n- Tell me when [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](coursename) begins\n- Tell me when [BTK4701](course) begins\n- Tell me when [Valtio-opin johdantokurssi (kirjatentti)](coursename) begins\n- Tell me when [DPHSS206](course) begins\n- Tell me when [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi) / KTM-tutkinto](coursename) begins\n- Tell me when [KASLOM5](course) begins\n- Tell me when [Laskentatoimen teoria ja IFRS I](coursename) begins\n- Tell me when [KASVART2](course) begins\n- Tell me when [Tutkielmapiiri: sota-ajan kirjeenvaihdon lingvistinen tutkimus](coursename) begins\n- Tell me when [TRSU06](course) begins\n- Tell me when [Valinnainen jakso: Radioprojekti (syksy)](coursename) begins\n- Tell me when [BTK2112](course) begins\n- Tell me when [Psykologiharjoittelu](coursename) begins\n- Tell me when [HISP1](course) begins\n- Tell me when [Statistics](coursename) begins\n- Tell me when [KKENYHT](course) begins\n- Tell me when [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](coursename) begins\n- Tell me when [TIETS19](course) begins\n- Tell me when [Reportaasi](coursename) begins\n- Tell me when [BIO2085](course) begins\n- Tell me when [Public Policy and Governance (book exam/essay)](coursename) begins\n- Tell me when [HISA3A](course) begins\n- Tell me when [Kuvakulttuuri -](coursename) begins\n- Tell me when [KASP5](course) begins\n- Tell me when [Democratic Decision-Making (BOOK EXAM)](coursename) begins\n- Tell me when [KASVAR6](course) begins\n- Tell me when [Distributed Systems](coursename) begins\n- Tell me when [TAYJ033](course) begins\n- Tell me when [TUTU4 Tulevaisuudentutkimuksen tieteellinen perusta](coursename) begins\n- Tell me when [RANA5](course) begins\n- Tell me when [Johdanto riskienhallintaan ja vakuuttamiseen](coursename) begins\n- Tell me when [KKVE3](course) begins\n- Tell me when [Valtio-opin teoriat (kirjatentti/essee)](coursename) begins\n- Tell me when [KASA13](course) begins\n- Tell me when [Johdatus kaunokirjalliseen kääntämiseen](coursename) begins\n- Tell me when [KASVART2](course) begins\n- Tell me when [Kielisuihkutustoiminta osana varhaista kielikasvatusta](coursename) begins\n- Tell me when [DPHSS205](course) begins\n- Tell me when [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](coursename) begins\n- Tell me when [SAKA5](course) begins\n- Tell me when [Tutkiva ja kehittävä opettaja](coursename) begins\n- Tell me when [KATTAA12A](course) begins\n- Tell me when [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](coursename) begins\n- Tell me when [POLKVA41](course) begins\n- Tell me when [Human Rights and International Society (book exam/essay)](coursename) begins\n- Tell me when [SOS4.6](course) begins\n- Tell me when [Tieteellinen kirjoittaminen (SOC)](coursename) begins\n- Tell me when [MTTTS11](course) begins\n- Tell me when [Strategia ja yrittäjyys](coursename) begins\n- Tell me when [KASLOM1](course) begins\n- Tell me when [Lasten puheen ja kielen häiriöt - A1a Lasten puheen ja kielen häiriöt](coursename) begins\n- Tell me when [KATVRP12](course) begins\n- Tell me when [Usean muuttujan differentiaalilaskenta](coursename) begins\n- Tell me when [MVKS40/62](course) begins\n- Tell me when [Johdatus kirjallisuuden poetiikkaan](coursename) begins\n- Tell me when [HALHAS17](course) begins\n- Tell me when [Kertomuksen vaarat](coursename) begins\n- What day will [SOCYKV2](course) start\n- What day will [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](coursename) start\n- What day will [SOSM2](course) start\n- What day will [Professional Writing (online course)](coursename) start\n- What day will [HTIS59](course) start\n- What day will [Julkistalousoikeus](coursename) start\n- What day will [ENGP8](course) start\n- What day will [Antiikintutkimuksen lähteet ja menetelmät](coursename) start\n- What day will [KASLTT](course) start\n- What day will [Neuropsykologinen kuntoutus](coursename) start\n- What day will [TAYJ035](course) start\n- What day will [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](coursename) start\n- What day will [TAYJ032](course) start\n- What day will [Writing for Research (online course)](coursename) start\n- What day will [PGHES03](course) start\n- What day will [Introduction to Risk Management and Insurance (autumn semester)](coursename) start\n- What day will [TERA1](course) start\n- What day will [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kirjoittaminen ja käsitteellistäminen tieteellisenä menetelmänä](coursename) start\n- What day will [HTIS85](course) start\n- What day will [Pro gradu -seminaari ja -tutkielma](coursename) start\n- What day will [HALYAA13](course) start\n- What day will [Orientaatio tutkielman tekemiseen -](coursename) start\n- What day will [LUOYY021](course) start\n- What day will [Ympäristön ja alueiden poliittisuus (avoin yliopisto-opetus), monimuoto-opetus](coursename) start\n- What day will [TEE5](course) start\n- What day will [World society: National policies, global governance and transnational sociology](coursename) start\n- What day will [BTK2036](course) start\n- What day will [Tutkimustyön perusteet (syksy)](coursename) start\n- What day will [YKYYKEKE0](course) start\n- What day will [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (1. periodi)](coursename) start\n- What day will [POLKVA43](course) start\n- What day will [Tieteellisen tiedonhankinnan perusteet (venäjä) -](coursename) start\n- What day will [SUKKP3](course) start\n- What day will [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename) start\n- What day will [LTLY210](course) start\n- What day will [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) start\n- What day will [HISS2](course) start\n- What day will [Valinnainen jakso: Toimitustyön johtaminen/ JOVVJS1 Visuaalisen työn johtaminen](coursename) start\n- What day will [PSYA4](course) start\n- What day will [Advanced English Business Communication](coursename) start\n- What day will [MVKS18S](course) start\n- What day will [Introduction to R](coursename) start\n- What day will [KATVRS51](course) start\n- What day will [Keskustelunanalyysi (verkkokurssi), syksy 2018](coursename) start\n- What day will [KKSUVAL1](course) start\n- What day will [Public Financial Management and Evolving Administrative Structures](coursename) start\n- What day will [KASVAR11](course) start\n- What day will [Everything You Wanted to Know about Political Parties - But Never Dared to Ask (POMLFCS1)](coursename) start\n- What day will [KKRA3](course) start\n- What day will [Kompleksianalyysi](coursename) start\n- What day will [KASSG](course) start\n- What day will [Tutkimustyön perusteet - a) Tieteenfilosofia](coursename) start\n- What day will [PEACE046](course) start\n- What day will [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](coursename) start\n- What day will [KKKI4](course) start\n- What day will [BMT-61227 Medical Biomaterials](coursename) start\n- What day will [HTIY004](course) start\n- What day will [Perheen vuorovaikutus](coursename) start\n- What day will [KKSU8](course) start\n- What day will [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](coursename) start\n\n\n## intent:creditsMin\n- How many points [KATVRS40](course)\n- How many points [Dialogue: Constructive Talk at Work](coursename)\n- How many points [ITIP3](course)\n- How many points [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- How many points [MTTMA4](course)\n- How many points [Behavioraalinen ja psykologinen taloustiede](coursename)\n- How many points [POLVOA31/32/S26](course)\n- How many points [Käännös suomi-espanja I/Traducción finés-español I](coursename)\n- How many points [KASLOH2](course)\n- How many points [High-throughput data analysis](coursename)\n- How many points [TERA1](course)\n- How many points [Bioinformatics tools (autumn 2018)](coursename)\n- How many points [LTLY16](course)\n- How many points [Advanced English Business Communication (RPL) / näyttökoe](coursename)\n- How many points [KKSAPRE1](course)\n- How many points [Media, Race and Society](coursename)\n- How many points [KKRUPRE2](course)\n- How many points [Kaupunkien maankäytön pelikenttä](coursename)\n- How many points [YKYYHT3](course)\n- How many points [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](coursename)\n- How many points [KASVAL](course)\n- How many points [Scientific Writing - Module A - Writing Clinic](coursename)\n- How many points [TERTIETO3](course)\n- How many points [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename)\n- How many points [TERKAN18](course)\n- How many points [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](coursename)\n- How many points [SOS08.2](course)\n- How many points [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](coursename)\n- How many points [POLPOP01](course)\n- How many points [Theory and practice of peaceful change: The Baltic Sea Region](coursename)\n- How many points [TERTIETO4](course)\n- How many points [Julkisten palvelujen johtaminen](coursename)\n- How many points [TAYJ031](course)\n- How many points [Introduction to International Relations (book exam)](coursename)\n- How many points [KASLOM11](course)\n- How many points [Arvonlisäverotus](coursename)\n- How many points [KKSU5](course)\n- How many points [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](coursename)\n- How many points [TAYJ035](course)\n- How many points [Verkostoitunut maailma](coursename)\n- How many points [JOVTS5](course)\n- How many points [Valtiosääntöoikeuden syventävä jakso](coursename)\n- How many points [TRSU05](course)\n- How many points [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- How many points [TAYJ11](course)\n- How many points [Kirjoitusviestintä / COMS](coursename)\n- How many points [JKKYLII](course)\n- How many points [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](coursename)\n- How many points [KASLOM7](course)\n- How many points [Terveyden ja mielenterveyden psykologia I (avoin yliopisto)](coursename)\n- How many points [TIEP3](course)\n- How many points [[CANCELLED] Editing Project](coursename)\n- How many points [KASLOE7.2](course)\n- How many points [Finnish Society and Culture (autumn)](coursename)\n- How many points [KKENYHT](course)\n- How many points [Reading Waste](coursename)\n- How many points [KASA13](course)\n- How many points [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen 3.vsk](coursename)\n- How many points [HTIS54](course)\n- How many points [Project Planning and Management](coursename)\n- How many credits [KASLOE7.2](course)\n- How many credits [Writing Scientific Journal Articles](coursename)\n- How many credits [YKT06.2](course)\n- How many credits [Terveyden edistäminen kansanterveystieteilijöille](coursename)\n- How many credits [YKYYHT2](course)\n- How many credits [Johdatus historiantutkimukseen (verkkokurssi)](coursename)\n- How many credits [BTK0001](course)\n- How many credits [Kilpailuoikeus](coursename)\n- How many credits [KASSO8](course)\n- How many credits [Introduction to Academic English (Open University Course)](coursename)\n- How many credits [JOVAT1](course)\n- How many credits [Literature and Change after 1900 (British Literature)](coursename)\n- How many credits [JOVPVS6](course)\n- How many credits [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](coursename)\n- How many credits [KKRUKTMO](course)\n- How many credits [Tutkimuspraktikum -](coursename)\n- How many credits [POLKVA42](course)\n- How many credits [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](coursename)\n- How many credits [POHP3](course)\n- How many credits [Research seminar for postgraduate studies](coursename)\n- How many credits [LFCS02](course)\n- How many credits [Kandidaattiseminaari (Vahtikari)](coursename)\n- How many credits [GTS2](course)\n- How many credits [Kommunikationstraining I](coursename)\n- How many credits [TIETS02](course)\n- How many credits [Digital Image Processing - Self-studying](coursename)\n- How many credits [TAYJ034](course)\n- How many credits [PlayLab! Game Journalism Project](coursename)\n- How many credits [IGS006](course)\n- How many credits [Käännösviestintä suomi-ruotsi/Översättning finska-svenska](coursename)\n- How many credits [KATLITO5](course)\n- How many credits [Tila, teknologia ja toiminta - essee](coursename)\n- How many credits [POLKVA21](course)\n- How many credits [Viestinnän etiikka](coursename)\n- How many credits [TIETS05](course)\n- How many credits [Euroopan integraation tutkimus (kirjatentti/essee)](coursename)\n- How many credits [HALJUA14](course)\n- How many credits [Diskutera som specialist](coursename)\n- How many credits [TRSU02](course)\n- How many credits [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](coursename)\n- How many credits [POLKVA31](course)\n- How many credits [Kaunokirjallinen kääntäminen venäjä-suomi](coursename)\n- How many credits [KKSAVAL2](course)\n- How many credits [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- How many credits [FILP3B](course)\n- How many credits [Principles of Programming Graphical User Interfaces](coursename)\n- How many credits [KATTAA40](course)\n- How many credits [Johdanto terveysviestintään](coursename)\n- How many credits [LOGS3](course)\n- How many credits [Kansainväliset suhteet ja ilmaston muutoksen hallinta](coursename)\n- How many credits [KATYVA33](course)\n- How many credits [Varhaisiän musiikkikasvatus / Luennot - 2.vsk](coursename)\n- How many credits [MTTTP4](course)\n- How many credits [Nuorisotutkimuksen ajankohtaisia kysymyksiä](coursename)\n- How many credits [SUOP3](course)\n- How many credits [Lain ja hallinnon käännösviestinnän seminaari suomi-venäjä](coursename)\n- How many credits [SOS6.3.3](course)\n- How many credits [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Laadullisen aineiston analyysi](coursename)\n- How many credits [MTTTY1](course)\n- How many credits [Graduseminaari, jatkava (Krötzl)](coursename)\n- How many ECTS [KIRP3](course)\n- How many ECTS [Preparatory Course in Communicative Skills](coursename)\n- How many ECTS [VIROP1](course)\n- How many ECTS [Orientation - Orientation to studying in the Computational Big Data Analytics programme](coursename)\n- How many ECTS [KASLOE8.3](course)\n- How many ECTS [Johdanto riskienhallintaan ja vakuuttamiseen](coursename)\n- How many ECTS [KATRAA12](course)\n- How many ECTS [Sosiaalipolitiikan ideat ja käytännöt](coursename)\n- How many ECTS [KATJOS12](course)\n- How many ECTS [Julkisyhteisöjen kirjanpito ja tilinpäätös](coursename)\n- How many ECTS [KASP2](course)\n- How many ECTS [Tieteellisen tiedonhankinnan perusteet (venäjä) -](coursename)\n- How many ECTS [KASA13](course)\n- How many ECTS [Research Methods in HTI](coursename)\n- How many ECTS [KKENYHT](course)\n- How many ECTS [Business Translation Seminar Finnish - English](coursename)\n- How many ECTS [PSYS6C](course)\n- How many ECTS [Seminaarit 1. lukukausi/2. lukukausi](coursename)\n- How many ECTS [JOVA17](course)\n- How many ECTS [Viestinnän etiikka - verkkokurssi](coursename)\n- How many ECTS [HALHAP01](course)\n- How many ECTS [Planning, Managing and Completing Your Doctoral Thesis](coursename)\n- How many ECTS [ITIS45](course)\n- How many ECTS [Political Communication and Rhetoric (book exam/essay)](coursename)\n- How many ECTS [SOSM5.1](course)\n- How many ECTS [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](coursename)\n- How many ECTS [KKENYHT](course)\n- How many ECTS [Introduction to Statistics](coursename)\n- How many ECTS [SOSM5.1](course)\n- How many ECTS [Tekstin tekemisen perusteet](coursename)\n- How many ECTS [JMMETUS](course)\n- How many ECTS [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- How many ECTS [TIETS14](course)\n- How many ECTS [Orientaatio sosiaalityön opintoihin](coursename)\n- How many ECTS [PSYP5](course)\n- How many ECTS [Julkisen hallinnon reformit ja muutos](coursename)\n- How many ECTS [BTK4620](course)\n- How many ECTS [Personal Study Planning](coursename)\n- How many ECTS [POHP2](course)\n- How many ECTS [Rahoitusoikeuden syventävä opintojakso - kirjatentti](coursename)\n- How many ECTS [BTK0001](course)\n- How many ECTS [Strateginen brändijohtaminen](coursename)\n- How many ECTS [HISA3B](course)\n- How many ECTS [Tekoäly ja vakuutustoiminta/ Vakuutustieteen vaihtuvasisältöinen kurssi](coursename)\n- How many ECTS [KASLOM4](course)\n- How many ECTS [Organisaatio, hallinto ja johtaminen - Harjoitustyö](coursename)\n- How many ECTS [BTK1062](course)\n- How many ECTS [Aikuiskasvatus ja työelämä - Seminaari ja lukupiiri (II-III per.) TAI kirjatentti (slk ja klk)](coursename)\n- How many ECTS [TIEA2.1B](course)\n- How many ECTS [Symbols that move us - popular culture/deep culture](coursename)\n- How many ECTS [POLKVA42](course)\n- How many ECTS [Kansainvälistymistä ja verkostoitumista tukevat opinnot](coursename)\n- How many ECTS [POHA12](course)\n- How many ECTS [Venäjän kielen valmentava kurssi](coursename)\n- How many ECTS [KIRP3](course)\n- How many ECTS [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](coursename)\n- How many ECTS [POHP2](course)\n- How many ECTS [Creative Writing in English](coursename)\n- How many ECTS [HTIS66](course)\n- How many ECTS [TUTU4 Tulevaisuudentutkimuksen tieteellinen perusta](coursename)\n- How many student credits [KASLOM11](course)\n- How many student credits [Konsekutiivitulkkaus -](coursename)\n- How many student credits [SOS6.4.4](course)\n- How many student credits [Tutkimusetiikka](coursename)\n- How many student credits [ITIA01](course)\n- How many student credits [EI OPETETA 2018-2019 In vitro models](coursename)\n- How many student credits [JOVA18](course)\n- How many student credits [Vanhempien aikojen tutkijaseminaari](coursename)\n- How many student credits [KASA9](course)\n- How many student credits [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename)\n- How many student credits [SAKA5](course)\n- How many student credits [Tekninen kirjoittaminen (suomi)](coursename)\n- How many student credits [KKES1](course)\n- How many student credits [Nuorisotyö ja nuorten elämänkulku](coursename)\n- How many student credits [JOUJOVTS](course)\n- How many student credits [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](coursename)\n- How many student credits [KASMULTI3](course)\n- How many student credits [Johtamisviestintä](coursename)\n- How many student credits [DPCMTJT4](course)\n- How many student credits [Introduction to Academic English / RPL (näyttökoe)](coursename)\n- How many student credits [KKSAVAL2](course)\n- How many student credits [Ympäristöhallinnan muutos (esseesuoritusvaihtoehto)](coursename)\n- How many student credits [KATLAA13](course)\n- How many student credits [Student supervision in computer sciences](coursename)\n- How many student credits [KASP1](course)\n- How many student credits [Opettajasuunnan seminaari](coursename)\n- How many student credits [JOVA11](course)\n- How many student credits [Advanced Microscopy](coursename)\n- How many student credits [HISA2](course)\n- How many student credits [Pro gradu -seminaari ja -tutkielma](coursename)\n- How many student credits [POHP3](course)\n- How many student credits [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](coursename)\n- How many student credits [TERKAN1](course)\n- How many student credits [Neurocomputing](coursename)\n- How many student credits [LUOYY003](course)\n- How many student credits [Konsekutiivitulkkaus -](coursename)\n- How many student credits [ITIP2](course)\n- How many student credits [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](coursename)\n- How many student credits [KASVAR9](course)\n- How many student credits [Puhetekniikan ja äänenkäytön perusteet](coursename)\n- How many student credits [HEAAE03](course)\n- How many student credits [Semantiikka ja pragmatiikka / Sémantique et pragmatique](coursename)\n- How many student credits [ESPFA6](course)\n- How many student credits [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- How many student credits [POLKVA22](course)\n- How many student credits [Organisaatiokäyttäytyminen](coursename)\n- How many student credits [TERTIETO2](course)\n- How many student credits [Pohjoismaisten kielten lähtötasokoe](coursename)\n- How many student credits [DPHSF502](course)\n- How many student credits [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- How many student credits [BTK2051](course)\n- How many student credits [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](coursename)\n- How many student credits [TERY4](course)\n- How many student credits [Olio-ohjelmoinnin perusteet I](coursename)\n- How many student credits [KKENVAL4](course)\n- How many student credits [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](coursename)\n- How many student credits [STYS3A](course)\n- How many student credits [Laboroinnin perusteet](coursename)\n- How many student credits [LTLY16](course)\n- How many student credits [Academic Presentations](coursename)\n- How many student points [KIRS4](course)\n- How many student points [Kandidaattiseminaari (JATKAVA, Vuolanto)](coursename)\n- How many student points [KATVAA12](course)\n- How many student points [Lähtötasokoe](coursename)\n- How many student points [FILAK](course)\n- How many student points [Kandidaatintutkielma ja seminaari, syksy 2018](coursename)\n- How many student points [RANA6](course)\n- How many student points [Tutkielmapiiri](coursename)\n- How many student points [ENGP5](course)\n- How many student points [TUTU1 Tulevaisuusajattelu ja skenaariot](coursename)\n- How many student points [KATVAS21](course)\n- How many student points [Histoteknologian ja valomikroskopian perusteet](coursename)\n- How many student points [PEACE043](course)\n- How many student points [Kandidaatintutkielma ja seminaari, syksy 2018](coursename)\n- How many student points [TERY4](course)\n- How many student points [Managing industrial e-business and B2B](coursename)\n- How many student points [SOSM5.1](course)\n- How many student points [Tieteellinen kirjoittaminen](coursename)\n- How many student points [FONEP1](course)\n- How many student points [Research work](coursename)\n- How many student points [KASSM2](course)\n- How many student points [Kielioppi I (venäjänkieliset opiskelijat)](coursename)\n- How many student points [KASLOM2](course)\n- How many student points [Uuden ajan alun ryhmä](coursename)\n- How many student points [TIETA13](course)\n- How many student points [Uutiskuvaus ja Henkilökuvaus](coursename)\n- How many student points [KASVAR7](course)\n- How many student points [Finnish Society and Culture (spring)](coursename)\n- How many student points [PSYA7](course)\n- How many student points [Orientoivat opinnot ja HOPS (suomen kieli)](coursename)\n- How many student points [JOVP2](course)\n- How many student points [Sustainable business practices (Lectures)](coursename)\n- How many student points [BIO4722](course)\n- How many student points [Legal English](coursename)\n- How many student points [POHP0](course)\n- How many student points [KEB-21101 Mikrobiologia](coursename)\n- How many student points [KKENVAL1](course)\n- How many student points [Puhe- ja nielemistoimintojen tutkimus ja kuntoutus](coursename)\n- How many student points [KASVAR7](course)\n- How many student points [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi (keväällä 2018 opintokokonaisuuden aloittaneille)](coursename)\n- How many student points [COSOPC3](course)\n- How many student points [Kaunokirjallisen kääntämisen peruskurssi](coursename)\n- How many student points [YKYYHT3](course)\n- How many student points [Orientation - Introduction to Academic Culture and Degree Studies](coursename)\n- How many student points [DPIS1](course)\n- How many student points [Political Communication and Rhetoric (book exam/essay)](coursename)\n- How many student points [KASLOM5](course)\n- How many student points [Linguistics II: Meaning and Discourse](coursename)\n- How many student points [KATVAA12](course)\n- How many student points [Seminaari](coursename)\n- How many student points [HALJUA99](course)\n- How many student points [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename)\n- How many student points [TAYJ035](course)\n- How many student points [Software Project Management, Software Project Management (Spring term)](coursename)\n- How many student points [HALKOS25](course)\n- How many student points [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](coursename)\n- How many student points [PSYS6A](course)\n- How many student points [Romanian kielen alkeet / Basic Course in Romanian](coursename)\n- How many student points [TIETS19](course)\n- How many student points [Laadullisten tutkimusmenetelmien soveltaminen hoitotieteessä](coursename)\n- How many student credits from [ENGA12](course)\n- How many student credits from [Finnish Society and Culture (spring)](coursename)\n- How many student credits from [TERA2](course)\n- How many student credits from [Nordiska synvinklar](coursename)\n- How many student credits from [LOGA3](course)\n- How many student credits from [Journalismin perusteet, harjoitukset](coursename)\n- How many student credits from [KATVRA22](course)\n- How many student credits from [Vapaaehtoistyö / Voluntary Work](coursename)\n- How many student credits from [SOS7.1/STYA4A](course)\n- How many student credits from [Neurologia](coursename)\n- How many student credits from [DPHSS205](course)\n- How many student credits from [Yritysjuridiikan ajankohtaiset teemat](coursename)\n- How many student credits from [KATTAS40](course)\n- How many student credits from [Ylellisyyden historia -verkkokurssi](coursename)\n- How many student credits from [KATVRS51](course)\n- How many student credits from [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](coursename)\n- How many student credits from [ITIA03](course)\n- How many student credits from [Tuutorivastaavana toimiminen](coursename)\n- How many student credits from [KATTAA31](course)\n- How many student credits from [Arjen latinaa ja kulttuurihistoriaa](coursename)\n- How many student credits from [MVKS18E](course)\n- How many student credits from [Seminaari II](coursename)\n- How many student credits from [KASA7](course)\n- How many student credits from [KV-tuutorina toimiminen](coursename)\n- How many student credits from [KASVAR7](course)\n- How many student credits from [Tietojärjestelmän suunnittelun perusteet](coursename)\n- How many student credits from [TERA3](course)\n- How many student credits from [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- How many student credits from [ESPFP4](course)\n- How many student credits from [Rahoituksen perusteet](coursename)\n- How many student credits from [KKKI2](course)\n- How many student credits from [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](coursename)\n- How many student credits from [STYS2A](course)\n- How many student credits from [Digital Media Landscape and Media Policies](coursename)\n- How many student credits from [BTK0030](course)\n- How many student credits from [Academic writing and theory](coursename)\n- How many student credits from [JOVA9](course)\n- How many student credits from [Regression analysis](coursename)\n- How many student credits from [KATTAS33](course)\n- How many student credits from [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](coursename)\n- How many student credits from [KATVRA22](course)\n- How many student credits from [History, Culture and Literature: History](coursename)\n- How many student credits from [JKKYOA12](course)\n- How many student credits from [Opetus, ohjaus, oppiminen, monimuoto-opetus](coursename)\n- How many student credits from [KKSU4](course)\n- How many student credits from [Kehittävä asiantuntijatyö organisaatioissa](coursename)\n- How many student credits from [BIO2085](course)\n- How many student credits from [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename)\n- How many student credits from [KASS3](course)\n- How many student credits from [Kiina II](coursename)\n- How many student credits from [TERKAN16](course)\n- How many student credits from [Verkkomedian suunnittelu (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename)\n- How many student credits from [POHS5](course)\n- How many student credits from [Orientation Course - General Orientation Course for International Students](coursename)\n- How many student credits from [KATLAA22](course)\n- How many student credits from [Tutkielmapiiri](coursename)\n- How many student credits from [VIROP3](course)\n- How many student credits from [Tuutorina toimiminen](coursename)\n- How many student credits from [MTTMS5](course)\n- How many student credits from [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename)\n- How many student points from [RANS3](course)\n- How many student points from [Ruotsin kielen kirjallinen ja suullinen viestintä / intensiivikurssi](coursename)\n- How many student points from [KKVE3](course)\n- How many student points from [Yrityksen johtamisen perusteet](coursename)\n- How many student points from [VENA6/VENK3](course)\n- How many student points from [Yksilön työhyvinvointi](coursename)\n- How many student points from [SUOA8](course)\n- How many student points from [Debating for Academic Purposes](coursename)\n- How many student points from [KATTAA12A](course)\n- How many student points from [Gradu-kvantimetodit](coursename)\n- How many student points from [ENGP8](course)\n- How many student points from [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](coursename)\n- How many student points from [JOVTS5](course)\n- How many student points from [Tilastotieteen matriisilaskenta ja laskennalliset menetelmät](coursename)\n- How many student points from [KKRUKTK](course)\n- How many student points from [Viron jatkokurssi](coursename)\n- How many student points from [MTTTP1](course)\n- How many student points from [Ruututekstikääntämisen peruskurssi](coursename)\n- How many student points from [POLKVA33](course)\n- How many student points from [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](coursename)\n- How many student points from [SOSM5.1](course)\n- How many student points from [Academic Writing](coursename)\n- How many student points from [KASS3](course)\n- How many student points from [Kuluttajakäyttäytyminen](coursename)\n- How many student points from [HISA1B](course)\n- How many student points from [Biologia ja ympäristötieto - Biologian kenttäkurssi - 2. vsk (1-2. ryhmät Hyytiälä)](coursename)\n- How many student points from [BTK1053](course)\n- How many student points from [Tutkimustyötä tukevat tohtoriopinnot (tietojenkäsittelyoppi)](coursename)\n- How many student points from [STYS1B4](course)\n- How many student points from [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](coursename)\n- How many student points from [BTK2036](course)\n- How many student points from [Lineaarialgebra 1B](coursename)\n- How many student points from [SUOA4](course)\n- How many student points from [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](coursename)\n- How many student points from [HISA4](course)\n- How many student points from [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](coursename)\n- How many student points from [ENGP6](course)\n- How many student points from [Saksankielinen kaunokirjallisuus valistusajasta toiseen maailmansotaan / Deutschsprachige Literatur von der Aufklärung bis zum Zweiten Weltkrieg](coursename)\n- How many student points from [ITIA6](course)\n- How many student points from [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- How many student points from [KATYVS44](course)\n- How many student points from [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename)\n- How many student points from [VENS10](course)\n- How many student points from [Introduction to Bayesian Analysis 2](coursename)\n- How many student points from [POLKVS31](course)\n- How many student points from [International Society (book exam/essay)](coursename)\n- How many student points from [KKSU1](course)\n- How many student points from [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](coursename)\n- How many student points from [KATTV01](course)\n- How many student points from [Käännösten suomi](coursename)\n- How many student points from [ENGA12](course)\n- How many student points from [Global politics of gender](coursename)\n- How many student points from [JOVP3](course)\n- How many student points from [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](coursename)\n- How many student points from [MTTMA10](course)\n- How many student points from [Antiikin ja keskiajan ryhmä](coursename)\n- How many student points from [KASSO7](course)\n- How many student points from [Translating and Editing for Publication](coursename)\n- How many student points from [HTIS51](course)\n- How many student points from [Tilintarkastusoikeus - kirjatentti](coursename)\n- How many ECTS from [PSYP5](course)\n- How many ECTS from [Luontokirjoittamisen klassikot](coursename)\n- How many ECTS from [KKENVAL9](course)\n- How many ECTS from [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](coursename)\n- How many ECTS from [KASA9](course)\n- How many ECTS from [Lasten monipaikkainen asuminen](coursename)\n- How many ECTS from [HALYAS13](course)\n- How many ECTS from [Johtaminen ja organisaatiot I (kirjallisuus)](coursename)\n- How many ECTS from [MEDU09](course)\n- How many ECTS from [Sosiaalipsykologinen ajattelu II](coursename)\n- How many ECTS from [PEACE046](course)\n- How many ECTS from [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](coursename)\n- How many ECTS from [KASMULTI3](course)\n- How many ECTS from [Strateginen brändijohtaminen](coursename)\n- How many ECTS from [DPHSS203](course)\n- How many ECTS from [Inclusiveness in Local Innovation Environments](coursename)\n- How many ECTS from [ENGS46](course)\n- How many ECTS from [Bioinformatics tools (autumn 2018)](coursename)\n- How many ECTS from [KKRUHY](course)\n- How many ECTS from [Tutkimuspraktikum](coursename)\n- How many ECTS from [TERHOO1](course)\n- How many ECTS from [Ihmisoikeudet ja kansainvälinen yhteisö (kirjatentti/essee)](coursename)\n- How many ECTS from [POLVOS27](course)\n- How many ECTS from [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](coursename)\n- How many ECTS from [VENP2](course)\n- How many ECTS from [Literature and Change after 1900 (British Literature)](coursename)\n- How many ECTS from [BTK4410](course)\n- How many ECTS from [Peace and Conflict Research (book exam/essay)](coursename)\n- How many ECTS from [POLVOA42/S25](course)\n- How many ECTS from [Journalistinen kieli - Tekstinhuolto](coursename)\n- How many ECTS from [JOVTS5](course)\n- How many ECTS from [Ainedidaktiikka I](coursename)\n- How many ECTS from [FILP1A](course)\n- How many ECTS from [Performance management in public organizations](coursename)\n- How many ECTS from [RANP0](course)\n- How many ECTS from [Suullinen viestintä I - Fonetiikka](coursename)\n- How many ECTS from [KKRULUK](course)\n- How many ECTS from [Conflicts over the Use of Natural Resources and the Environment](coursename)\n- How many ECTS from [KASP2](course)\n- How many ECTS from [Ympäristöoikeus](coursename)\n- How many ECTS from [HALJTA04](course)\n- How many ECTS from [Puheviestinnän opettaminen](coursename)\n- How many ECTS from [VENP0](course)\n- How many ECTS from [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](coursename)\n- How many ECTS from [BTK1080](course)\n- How many ECTS from [A Biomedical View of Patenting](coursename)\n- How many ECTS from [JOVP4](course)\n- How many ECTS from [Book Exam in Human-Technology Interaction](coursename)\n- How many ECTS from [TRSU02](course)\n- How many ECTS from [Parties and Elections (book exam/essay)](coursename)\n- How many ECTS from [JOVAT1](course)\n- How many ECTS from [Toisen kielen oppiminen ja opetus](coursename)\n- How many ECTS from [KIRP3](course)\n- How many ECTS from [Mental Health Research: Using the Knowledge and Adding to it](coursename)\n- How many ECTS from [KATJOA99](course)\n- How many ECTS from [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](coursename)\n- How many ECTS from [MTTMP3](course)\n- How many ECTS from [Aluetalous ja kaupunkitalous](coursename)\n- How many ECTS from [KATLAS24](course)\n- How many ECTS from [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](coursename)\n- How many student credits is [KASLOM4](course)\n- How many student credits is [Writing Research Grant Proposals](coursename)\n- How many student credits is [TERY1](course)\n- How many student credits is [Master's thesis seminar and master's thesis](coursename)\n- How many student credits is [MVKS11](course)\n- How many student credits is [Orientation and Study Planning](coursename)\n- How many student credits is [SUKKP3](course)\n- How many student credits is [Ekoterveys, luonto ja ihminen](coursename)\n- How many student credits is [RANS1](course)\n- How many student credits is [Integraation teoria ja EU:n päätöksenteko (kirjatentti/essee)](coursename)\n- How many student credits is [JKKYTVA13](course)\n- How many student credits is [Feministisen ajattelun klassikot (verkkokurssi)](coursename)\n- How many student credits is [SOS06.1](course)\n- How many student credits is [TUTU4 Tulevaisuudentutkimuksen tieteellinen perusta](coursename)\n- How many student credits is [TERHOIA3](course)\n- How many student credits is [BMT-70100 Kudosteknologian perusteet](coursename)\n- How many student credits is [SUOP3](course)\n- How many student credits is [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](coursename)\n- How many student credits is [KATLAS14](course)\n- How many student credits is [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Luennot - 1.vsk](coursename)\n- How many student credits is [KKSUPRO](course)\n- How many student credits is [Tutkielmaseminaari](coursename)\n- How many student credits is [HALJUA44](course)\n- How many student credits is [Etnografinen tutkimusprosessi](coursename)\n- How many student credits is [TERHOIA1](course)\n- How many student credits is [Tietotekniikka ja yhteiskunta](coursename)\n- How many student credits is [KASLOE6.2](course)\n- How many student credits is [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](coursename)\n- How many student credits is [KATMAS99](course)\n- How many student credits is [Johdatus verkostoanalyysiin](coursename)\n- How many student credits is [KATJOP11](course)\n- How many student credits is [Terve ja turvallinen kouluyhteisö](coursename)\n- How many student credits is [KATYVA35](course)\n- How many student credits is [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](coursename)\n- How many student credits is [LUOYA200](course)\n- How many student credits is [Digital Image Processing - Self-studying](coursename)\n- How many student credits is [BTK1053](course)\n- How many student credits is [Ranska I](coursename)\n- How many student credits is [LUOYA200](course)\n- How many student credits is [Johdatus Euroopan unioniin](coursename)\n- How many student credits is [SOS6.4.4](course)\n- How many student credits is [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- How many student credits is [HISA1B](course)\n- How many student credits is [Laskentatoimen teoria ja IFRS I](coursename)\n- How many student credits is [TERHOO3](course)\n- How many student credits is [Conflict Resolution (book exam/essay)](coursename)\n- How many student credits is [HALJUA61](course)\n- How many student credits is [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](coursename)\n- How many student credits is [KASLOE6.1](course)\n- How many student credits is [Verkkojulkaiseminen](coursename)\n- How many student credits is [KASLOM1](course)\n- How many student credits is [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](coursename)\n- How many student credits is [LTLY16](course)\n- How many student credits is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](coursename)\n- How many student credits is [KASSO5](course)\n- How many student credits is [Aikuisten puheen ja kielen häiriöt - A2a Aikuisten puheen ja kielen häiriöt](coursename)\n- How many student credits is [LTLY16](course)\n- How many student credits is [Filosofian työpaja](coursename)\n- How many student credits is [JOVY2](course)\n- How many student credits is [Vaihtuva-alainen kurssi: Oppimisvaikeudet](coursename)\n- How many points is [MTTA1](course)\n- How many points is [Opetussuunnitelmateoria, kirjatentti](coursename)\n- How many points is [LTLY01](course)\n- How many points is [Biostatistics](coursename)\n- How many points is [KKENLL](course)\n- How many points is [Lähtötasokoe](coursename)\n- How many points is [GTS8](course)\n- How many points is [Political Communication and Rhetoric (book exam/essay)](coursename)\n- How many points is [JOUJOVTS](course)\n- How many points is [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](coursename)\n- How many points is [KASVAL](course)\n- How many points is [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](coursename)\n- How many points is [LUOYA200](course)\n- How many points is [Moniammatillinen -klinikkaopetus](coursename)\n- How many points is [SUKKP2](course)\n- How many points is [Johdatus Euroopan unioniin](coursename)\n- How many points is [VENP5](course)\n- How many points is [Johdatus Euroopan unioniin](coursename)\n- How many points is [KATSTA13](course)\n- How many points is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](coursename)\n- How many points is [HTIS64](course)\n- How many points is [OASIS Key Master 2018-2019](coursename)\n- How many points is [SOS4.1](course)\n- How many points is [Verkkojulkaisemisen perusteet - syksy 2018](coursename)\n- How many points is [KIRA5](course)\n- How many points is [Scottish Literature](coursename)\n- How many points is [PEDAYOP1](course)\n- How many points is [Pro gradu -tutkielma ja -seminaari, tammikuussa 2018 aloittaneet ryhmät](coursename)\n- How many points is [POLKVA43](course)\n- How many points is [Itsenäinen projekti: Opintopassi](coursename)\n- How many points is [JOVTKS3](course)\n- How many points is [Taitoseminaari](coursename)\n- How many points is [HISS1B](course)\n- How many points is [Matemaattiset aineet - Koulugeometria - 2 vsk](coursename)\n- How many points is [POLVOA12](course)\n- How many points is [Suullinen viestintä I - Keskusteluharjoitukset](coursename)\n- How many points is [STYA3A](course)\n- How many points is [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename)\n- How many points is [KATVRA24](course)\n- How many points is [Venäjä I](coursename)\n- How many points is [KKENVAL4](course)\n- How many points is [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename)\n- How many points is [YKTT10.2](course)\n- How many points is [Tutkielmaseminaari](coursename)\n- How many points is [KATLAA22](course)\n- How many points is [All You Wanted to Know about Elections - But Never Dared to Ask (POMLFCS1)](coursename)\n- How many points is [SOSM6.1](course)\n- How many points is [Johdatus yrittäjyyteen](coursename)\n- How many points is [HISA4](course)\n- How many points is [Poliittiset ongelmat ja niiden muuttuvat kontekstit](coursename)\n- How many points is [TIEA3](course)\n- How many points is [Tutustuminen psykologin työhön](coursename)\n- How many points is [STYP5](course)\n- How many points is [Laaja-alaistava harjoittelu - Opetus- ja koulutushallinnon luennot](coursename)\n- How many points is [DPIPEF05](course)\n- How many points is [Markkinoinnin ja myynnin perusteet](coursename)\n- How many points is [BTK4660](course)\n- How many points is [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename)\n- How many points is [HTIS51](course)\n- How many points is [Molekyylibiologian työt](coursename)\n- How many credits is [TAYJ13](course)\n- How many credits is [Research on Public Management and Organizations](coursename)\n- How many credits is [SOSM5.1](course)\n- How many credits is [Talous ja yhteiskunta](coursename)\n- How many credits is [DPCMTJT2](course)\n- How many credits is [Matemaattiset aineet - Koulugeometria - 2 vsk](coursename)\n- How many credits is [KKRUPRE2](course)\n- How many credits is [Seminaari (Ridell)](coursename)\n- How many credits is [PEDAYOP1](course)\n- How many credits is [Kandidaattiseminaari ja tutkielma (taloustiede) - kevät 2019](coursename)\n- How many credits is [KASVAR12](course)\n- How many credits is [Translators' Cultural Competencies](coursename)\n- How many credits is [SOS10.1.5](course)\n- How many credits is [Toimintatutkimus hyvinvointipalvelujen kehittämisessä](coursename)\n- How many credits is [POHA14](course)\n- How many credits is [Yritysverotuksen syventävä opintojakso](coursename)\n- How many credits is [KASLOM4](course)\n- How many credits is [Pro gradu -seminaari ja -tutkielma (julkisoikeus)](coursename)\n- How many credits is [STYA3A2](course)\n- How many credits is [EU External Relations: Security, Economy and Values (book exam/essay)](coursename)\n- How many credits is [SOS6.1.3](course)\n- How many credits is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaopiskelijat](coursename)\n- How many credits is [SOSM5.1](course)\n- How many credits is [Semantiikka ja pragmatiikka / Sémantique et pragmatique](coursename)\n- How many credits is [KATVRS55](course)\n- How many credits is [Ajankohtaiset ilmiöt hallintotieteissä - Itsenäinen työskentely](coursename)\n- How many credits is [SUOA8](course)\n- How many credits is [Medioitu vuorovaikutus](coursename)\n- How many credits is [KKIN5](course)\n- How many credits is [Basics II: Intermediate Czech I](coursename)\n- How many credits is [BTK4320](course)\n- How many credits is [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Kuuntelukasvatus](coursename)\n- How many credits is [KKRUYHT](course)\n- How many credits is [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- How many credits is [POLVOA32/S27](course)\n- How many credits is [Työ- ja organisaatiopsykologian interventiot](coursename)\n- How many credits is [SOS4.5](course)\n- How many credits is [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](coursename)\n- How many credits is [COSOPON1](course)\n- How many credits is [Tutkiva ja kehittävä opettaja](coursename)\n- How many credits is [COSOPC3](course)\n- How many credits is [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- How many credits is [KASVAR11](course)\n- How many credits is [Käännösten suomi](coursename)\n- How many credits is [MTTY1](course)\n- How many credits is [Vakuutustoiminnan periaatteet ja johtaminen](coursename)\n- How many credits is [HALJUS31](course)\n- How many credits is [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](coursename)\n- How many credits is [ITIP4](course)\n- How many credits is [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](coursename)\n- How many credits is [TEE7](course)\n- How many credits is [Toiminnanohjausjärjestelmät (ERP)](coursename)\n- How many credits is [MTTTA14](course)\n- How many credits is [Lasten puheen ja kielen häiriöt - A1a Lasten puheen ja kielen häiriöt](coursename)\n- How many credits is [KIRA3B](course)\n- How many credits is [Tieteellinen kirjoittaminen / LUO & COMS](coursename)\n- How many credits is [TIETS07](course)\n- How many credits is [Arvonlisäverotus](coursename)\n- How many credits is [DPEDUC.3](course)\n- How many credits is [Kasvatuksen historialliset ja filosofiset lähtökohdat, verkko-opetus](coursename)\n- How many ECTS is [MVKS39E/S](course)\n- How many ECTS is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteisopetusta avoimen yo:n kanssa](coursename)\n- How many ECTS is [TERA1](course)\n- How many ECTS is [Yritysjuridiikan ajankohtaiset teemat](coursename)\n- How many ECTS is [KASA7](course)\n- How many ECTS is [Suullinen viestintä I/Muntlig kommunikation I](coursename)\n- How many ECTS is [SUOR1/A6](course)\n- How many ECTS is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kirjoittaminen ja käsitteellistäminen tieteellisenä menetelmänä](coursename)\n- How many ECTS is [MVKS04](course)\n- How many ECTS is [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- How many ECTS is [BTK2100](course)\n- How many ECTS is [Valinnainen jakso: Tiedeviestinnän projekti](coursename)\n- How many ECTS is [KATYVA24](course)\n- How many ECTS is [Lesen, Verstehen, Schreiben](coursename)\n- How many ECTS is [TAYJ041](course)\n- How many ECTS is [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](coursename)\n- How many ECTS is [KKENPRE2](course)\n- How many ECTS is [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename)\n- How many ECTS is [ENGS42](course)\n- How many ECTS is [Johdatus kääntäjän suomen opintoihin](coursename)\n- How many ECTS is [KASLOE7.5](course)\n- How many ECTS is [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](coursename)\n- How many ECTS is [KASSO7](course)\n- How many ECTS is [Käännös suomi-espanja I/Traducción finés-español I](coursename)\n- How many ECTS is [PSYA7](course)\n- How many ECTS is [Valtio-opin teoriat (kirjatentti/essee)](coursename)\n- How many ECTS is [KATMAS99](course)\n- How many ECTS is [Lain ja hallinnon käännösviestinnän seminaari ranska-suomi](coursename)\n- How many ECTS is [YKT06.2](course)\n- How many ECTS is [Terve ja turvallinen kouluyhteisö](coursename)\n- How many ECTS is [KASP4](course)\n- How many ECTS is [Laskentatoimen perusteet](coursename)\n- How many ECTS is [JOVPVA5](course)\n- How many ECTS is [Tekstiklinikka tutkielman kirjoittajille](coursename)\n- How many ECTS is [DPJKKKS](course)\n- How many ECTS is [Vanhuus ja gerontologinen sosiaalityö](coursename)\n- How many ECTS is [FONEP3](course)\n- How many ECTS is [Fundamentals of Finance (Tampere Summer School)](coursename)\n- How many ECTS is [ENGA13](course)\n- How many ECTS is [Writing Research Grant Proposals](coursename)\n- How many ECTS is [ITIS24](course)\n- How many ECTS is [Riskienhallinta- ja vakuutuscaset](coursename)\n- How many ECTS is [STYA1A2](course)\n- How many ECTS is [Vauvasta vaariin. Ikä feministisessä tutkimuksessa](coursename)\n- How many ECTS is [HISOKV1](course)\n- How many ECTS is [Venäjän kielen valmentava kurssi](coursename)\n- How many ECTS is [POLVOA22](course)\n- How many ECTS is [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename)\n- How many ECTS is [KATYVA44](course)\n- How many ECTS is [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (kansanterveystieteen opiskelijoille)](coursename)\n- How many ECTS is [JOVA13](course)\n- How many ECTS is [Kiina III](coursename)\n- How many ECTS is [POLVOA42/S25](course)\n- How many ECTS is [Musiikin soveltava projekti - Yhteisöllinen musiikillinen projekti](coursename)\n- How many ECTS is [BIO2200](course)\n- How many ECTS is [Kunnallistalouden kirjanpito -](coursename)\n- How many ECTS is [JOUJOVTS](course)\n- How many ECTS is [Comparative Education - book exam](coursename)\n- How many ECTS is [TERHOIA3](course)\n- How many ECTS is [Harjoittelu ja työelämävalmiudet](coursename)\n- How many student credits is [KASLOM3](course)\n- How many student credits is [Kick-start to Biomedical Technology](coursename)\n- How many student credits is [KATLAA22](course)\n- How many student credits is [Saksa IV](coursename)\n- How many student credits is [HISS2](course)\n- How many student credits is [Research Ethics](coursename)\n- How many student credits is [HALTVA12](course)\n- How many student credits is [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename)\n- How many student credits is [SUOA3](course)\n- How many student credits is [Diskurssianalyysi](coursename)\n- How many student credits is [TRMU2](course)\n- How many student credits is [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](coursename)\n- How many student credits is [KASP4](course)\n- How many student credits is [Toimittajan tieto- ja viestintätekniikkataidot](coursename)\n- How many student credits is [HALYAA15](course)\n- How many student credits is [Tuutorivastaavana toimiminen](coursename)\n- How many student credits is [KASORIENT](course)\n- How many student credits is [Cultural Diversity in Education and at Work - (autumn)](coursename)\n- How many student credits is [KASSG](course)\n- How many student credits is [Introduction to Cultural Psychology](coursename)\n- How many student credits is [ITIY3](course)\n- How many student credits is [Usean muuttujan integraalilaskenta](coursename)\n- How many student credits is [HISS1A](course)\n- How many student credits is [Statistical Inference 1](coursename)\n- How many student credits is [KATTAA35](course)\n- How many student credits is [Tulkkauksen teoria](coursename)\n- How many student credits is [KATJOA12](course)\n- How many student credits is [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename)\n- How many student credits is [DPHSF503](course)\n- How many student credits is [Kandidaatintutkielmaseminaari - Seminaari, II-periodissa alkava nopeasti etenevä ryhmä](coursename)\n- How many student credits is [PSYA7](course)\n- How many student credits is [Johdatus hallintotieteeseen](coursename)\n- How many student credits is [KATYVA38](course)\n- How many student credits is [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename)\n- How many student credits is [POLVOS22](course)\n- How many student credits is [Asioimistulkkaus venäjä-suomi-venäjä](coursename)\n- How many student credits is [MTTTP1](course)\n- How many student credits is [Median ja politiikan välinen suhde](coursename)\n- How many student credits is [HALYAS14](course)\n- How many student credits is [Vanhat ja uudet klassikot (kirjatentti/essee)](coursename)\n- How many student credits is [LÄÄKA460](course)\n- How many student credits is [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename)\n- How many student credits is [TIEP3](course)\n- How many student credits is [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](coursename)\n- How many student credits is [TERHOIA1](course)\n- How many student credits is [Environmental History and Cultural Ecology of Russia (VENS20)](coursename)\n- How many student credits is [HTIS51](course)\n- How many student credits is [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](coursename)\n- How many student credits is [KKSU8](course)\n- How many student credits is [Poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- How many student credits is [JKKYOA12](course)\n- How many student credits is [ROMA MEDIAEVALIS - kansainvälinen keskiajan historian Rooma -kurssi -](coursename)\n- How many student credits is [TERHOIA1](course)\n- How many student credits is [Organisaatiokäyttäytyminen](coursename)\n- How many student credits is [KASERIT4](course)\n- How many student credits is [Vähittäiskaupan konseptit](coursename)\n- How many student credits is [KASLOM11](course)\n- How many student credits is [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](coursename)\n- How many student credits is [HALKOS22](course)\n- How many student credits is [Euroopan muotoutuminen](coursename)\n- How many student points is [KATYVS24](course)\n- How many student points is [Responsible Business and Social Accounting (Lectures)](coursename)\n- How many student points is [HALYAA13](course)\n- How many student points is [Perspectives in Educational Research](coursename)\n- How many student points is [SUOK2/A6](course)\n- How many student points is [Strategic Management Accounting and Control](coursename)\n- How many student points is [POLKVS33](course)\n- How many student points is [Master's Thesis Seminar (2nd year students)](coursename)\n- How many student points is [JOVA14](course)\n- How many student points is [Writing Scientific Journal Articles](coursename)\n- How many student points is [LUOYY005](course)\n- How many student points is [Ympäristö ja hyvinvointi](coursename)\n- How many student points is [KASLOE7.2](course)\n- How many student points is [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi)](coursename)\n- How many student points is [STYA5](course)\n- How many student points is [Analyysi C](coursename)\n- How many student points is [KASVAR12](course)\n- How many student points is [Rahoituksen perusteet](coursename)\n- How many student points is [SOSM2](course)\n- How many student points is [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- How many student points is [HALHAP01](course)\n- How many student points is [Fonetiikan perusopintojen harjoitustyö](coursename)\n- How many student points is [VENA13](course)\n- How many student points is [Kandidaattiseminaari (JATKAVA, Nenonen)](coursename)\n- How many student points is [KASA12](course)\n- How many student points is [Writing for Research](coursename)\n- How many student points is [SOS6.4.4](course)\n- How many student points is [Kerronnan monet muodot (luentokurssi korvaa kirjatentin)](coursename)\n- How many student points is [KKSUYHT](course)\n- How many student points is [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- How many student points is [KATTAS11](course)\n- How many student points is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](coursename)\n- How many student points is [PEDAYOP4](course)\n- How many student points is [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- How many student points is [HIST02](course)\n- How many student points is [Tuutorina toimiminen](coursename)\n- How many student points is [KASA9](course)\n- How many student points is [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename)\n- How many student points is [KKENVAL4](course)\n- How many student points is [Kvalitatiiviset menetelmät](coursename)\n- How many student points is [TAYJ024](course)\n- How many student points is [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](coursename)\n- How many student points is [KKSU8](course)\n- How many student points is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen OPETUS PERUUTETTU](coursename)\n- How many student points is [STYA3B](course)\n- How many student points is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](coursename)\n- How many student points is [SAKS1](course)\n- How many student points is [Managing industrial e-business and B2B](coursename)\n- How many student points is [KASA11](course)\n- How many student points is [Monimutkaisia itsestäänselvyyksiä-näkökulmia arjen ja henkilökohtaisen elämän tutkimukseen](coursename)\n- How many student points is [SUOA4](course)\n- How many student points is [Pro gradu -seminaari ja -tutkielma (julkisoikeus)](coursename)\n- How many student points is [HALKOS23](course)\n- How many student points is [Taiteen historia, filosofia ja kulttuurit: Populaarit esitysmuodot (avoin yliopisto)](coursename)\n- How many student points is [MTTMA1B](course)\n- How many student points is [Maisteriopintojen esittely - TIM](coursename)\n- How many student points is [PEDAYOP1](course)\n- How many student points is [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](coursename)\n- How many student points is [TIETS02](course)\n- How many student points is [Sociolinguistics](coursename)\n- Student points [BTK5003](course)\n- Student points [Harjoittelu / Varhaiskasvatus](coursename)\n- Student points [MTTY4](course)\n- Student points [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- Student points [KKRUYHT](course)\n- Student points [Sosiaalityön harjoittelu](coursename)\n- Student points [YKYYV07](course)\n- Student points [Dialogitulkkaus](coursename)\n- Student points [LUOYY003](course)\n- Student points [Moniammatilliset oppimisyhteisöt - Luennot](coursename)\n- Student points [MVKS13P](course)\n- Student points [Perusharjoittelu B - Ohjattu opetusharjoittelu](coursename)\n- Student points [JKKYVAL00](course)\n- Student points [Valinnainen jakso: Tiedeviestinnän projekti](coursename)\n- Student points [TERA6](course)\n- Student points [Basics of Management and Organizations](coursename)\n- Student points [KATJOS99](course)\n- Student points [Äänen tutkimus ja kuntoutus](coursename)\n- Student points [PSYA9](course)\n- Student points [International Political Economy](coursename)\n- Student points [KATLAS17](course)\n- Student points [Sota-ajan säännösteltyä kulttuuria](coursename)\n- Student points [LUOYY026](course)\n- Student points [Introduction to computational biology](coursename)\n- Student points [BIO2085](course)\n- Student points [Journalismin perusteet, luennot](coursename)\n- Student points [ITIP3](course)\n- Student points [Kansainvälistymistä ja verkostoitumista tukevat opinnot](coursename)\n- Student points [DPCMTJ3](course)\n- Student points [Tiimi toimii - puheviestinnän syventävä kurssi (3. periodi)](coursename)\n- Student points [KATTAS21B](course)\n- Student points [Orientaatio yhteiskuntatutkimuksen opintoihin](coursename)\n- Student points [POLKVA21](course)\n- Student points [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaopiskelijat](coursename)\n- Student points [TIETS21](course)\n- Student points [Kielen käyttö II](coursename)\n- Student points [SOS6.3.3](course)\n- Student points [Kielen käyttö II](coursename)\n- Student points [VENA6](course)\n- Student points [Tekstin ymmärtäminen III](coursename)\n- Student points [FONEA4](course)\n- Student points [Study Skills and Personal Study Planning - Basics of Information Literacy](coursename)\n- Student points [HALYAA13](course)\n- Student points [Tietokantaohjelmointi](coursename)\n- Student points [KATJOS99](course)\n- Student points [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename)\n- Student points [TIETA13](course)\n- Student points [Tutkimuspraktikum -](coursename)\n- Student points [STYA9](course)\n- Student points [Master's Thesis Seminar / Internet and Game Studies](coursename)\n- Student points [VENS4](course)\n- Student points [The Study of World Politics (book exam/essay)](coursename)\n- Student points [KKENKTK](course)\n- Student points [Current Issues in Speech Communication (Puheviestintä tieteenä jatkuu)](coursename)\n- Student points [HISP1](course)\n- Student points [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](coursename)\n- Student points [JKKYLII](course)\n- Student points [Filosofian historia](coursename)\n- Student points [MEDU02](course)\n- Student points [Semantiikka ja pragmatiikka / Semantik und Pragmatik](coursename)\n- Student credits [NAM-III/VI](course)\n- Student credits [Puhe- ja nielemistoimintojen tutkimus ja kuntoutus](coursename)\n- Student credits [SOS09.3](course)\n- Student credits [Suullinen viestintä II/Muntlig kommunikation II](coursename)\n- Student credits [KKSAVAL3](course)\n- Student credits [Konsernitilinpäätös I](coursename)\n- Student credits [POLKVS33](course)\n- Student credits [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](coursename)\n- Student credits [KASLOE8.1](course)\n- Student credits [Johdatus sosiaaliantropologiaan -seminaari](coursename)\n- Student credits [KKENYHT](course)\n- Student credits [Johtamisen ja organisaatioiden perusteet](coursename)\n- Student credits [TRMU2](course)\n- Student credits [Viestinnän ja median tutkimussuuntauksia](coursename)\n- Student credits [KATRAS11](course)\n- Student credits [Kasvatuksen ja koulutuksen järjestelmät](coursename)\n- Student credits [STYA3B2](course)\n- Student credits [Environment and Well-Being](coursename)\n- Student credits [JOVTS5](course)\n- Student credits [Venäjän kielen valmentava kurssi](coursename)\n- Student credits [KKSUHUK1](course)\n- Student credits [Ohjelmoinnin tekniikka C++](coursename)\n- Student credits [DPHSR404](course)\n- Student credits [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](coursename)\n- Student credits [KASMULTI5](course)\n- Student credits [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- Student credits [KKSA4](course)\n- Student credits [PhD by publication: writing integrative chapter](coursename)\n- Student credits [NORDIG1](course)\n- Student credits [Venäjä III](coursename)\n- Student credits [BTK0024](course)\n- Student credits [Matematiikan peruskäsitteitä](coursename)\n- Student credits [SAKS1](course)\n- Student credits [Tutkiva opiskelu](coursename)\n- Student credits [JOVP5](course)\n- Student credits [Business, Society and Nature (Independent study) Autumn 2018](coursename)\n- Student credits [DPHSS206](course)\n- Student credits [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](coursename)\n- Student credits [KASP3](course)\n- Student credits [Hoitotiede tieteenä](coursename)\n- Student credits [VENA6/VENK3](course)\n- Student credits [Business, Society and Nature (Independent study) Autumn 2018](coursename)\n- Student credits [STYA1A](course)\n- Student credits [Tutkijan digi- ja medianäkyvyys](coursename)\n- Student credits [POLKVS31](course)\n- Student credits [Verkkomedian suunnittelu - verkkokurssi](coursename)\n- Student credits [STYA8](course)\n- Student credits [Tiede, tutkimus, kirjoittaminen](coursename)\n- Student credits [STYP1A](course)\n- Student credits [Readings in Strategy](coursename)\n- Student credits [MVKS23](course)\n- Student credits [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy](coursename)\n- Student credits [MVKS57](course)\n- Student credits [Political Systems Outside of Europe (book exam/essay)](coursename)\n- Student credits [KATJOS42](course)\n- Student credits [Kandidaattiseminaari (Vuolanto)](coursename)\n- Student credits [KASLOE2.2](course)\n- Student credits [Tietohallinnon johtaminen](coursename)\n- Student credits [MVKS29](course)\n- Student credits [Tutkimuspraktikum](coursename)\n- ECTS [LOGA8](course)\n- ECTS [Oikeustieteellinen tutkimus](coursename)\n- ECTS [MOLI](course)\n- ECTS [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename)\n- ECTS [KATLAS11](course)\n- ECTS [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.5.2019](coursename)\n- ECTS [KASMAT2](course)\n- ECTS [Julkaisun visuaalisuus: Taitto](coursename)\n- ECTS [TIEP3](course)\n- ECTS [New Wars and How to Study Them (POMLFCS3)](coursename)\n- ECTS [TIETS19](course)\n- ECTS [Asioimistulkkaus venäjä-suomi-venäjä](coursename)\n- ECTS [MTTTY1](course)\n- ECTS [Second Language Acquisition](coursename)\n- ECTS [HIS](course)\n- ECTS [Asiantuntijan ja esimiehen työelämätaidot](coursename)\n- ECTS [RANS3](course)\n- ECTS [Harjoittelu / Elinikäinen oppiminen ja kasvatus - HARJOITTELUTUKIOPTION HAKEMINEN: Seminaarit ja harjoittelu vuonna 2019 opintojakson suorittaville](coursename)\n- ECTS [YKT06.2](course)\n- ECTS [Makrotalousteorian jatkokurssi II](coursename)\n- ECTS [HALJUS14](course)\n- ECTS [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](coursename)\n- ECTS [SUKKP1](course)\n- ECTS [Comparative Education - Lectures in English (spring) or book exam in English (autumn and spring)](coursename)\n- ECTS [DPEDUA.1A](course)\n- ECTS [Laadullisen aineiston analysointi](coursename)\n- ECTS [STYS2A](course)\n- ECTS [Toisen kielen oppiminen ja opetus](coursename)\n- ECTS [HISA2](course)\n- ECTS [Microfinance and development](coursename)\n- ECTS [TIETA6](course)\n- ECTS [Poliittinen viestintä: Eduskuntavaalit 2019](coursename)\n- ECTS [KATVRP11](course)\n- ECTS [Research Mobility for Doctoral Researchers](coursename)\n- ECTS [KATVRS52](course)\n- ECTS [Täydennysilmoittautuminen pro gradu -seminaariin, syksyllä 2018 alkavat ryhmät](coursename)\n- ECTS [YKIEP1](course)\n- ECTS [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename)\n- ECTS [ENGA9](course)\n- ECTS [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- ECTS [HALJTA99](course)\n- ECTS [Aikuisten neuropsykologinen tutkiminen](coursename)\n- ECTS [KATJOA12](course)\n- ECTS [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename)\n- ECTS [HALJUS14](course)\n- ECTS [Health in disasters, conflicts and complex human emergencies](coursename)\n- ECTS [TRSU02](course)\n- ECTS [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename)\n- ECTS [KASMULTI4](course)\n- ECTS [Medioitu vuorovaikutus](coursename)\n- ECTS [JKKYTVA13](course)\n- ECTS [Kaunokirjallinen kääntäminen venäjä-suomi](coursename)\n- ECTS [KASLOH3](course)\n- ECTS [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](coursename)\n- ECTS [KATLITO4](course)\n- ECTS [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename)\n- ECTS [PSYA1](course)\n- ECTS [Espanja II](coursename)\n- ECTS [HTIS52](course)\n- ECTS [Postcolonial Literature](coursename)\n- [MVKS18S](course) ECTS\n- [Kielioppi II](coursename) ECTS\n- [KASA2](course) ECTS\n- [Johdon laskentatoimen jatkokurssi](coursename) ECTS\n- [LTLY16](course) ECTS\n- [Lääketieteellisen tutkimuksen etiikka](coursename) ECTS\n- [HISA2](course) ECTS\n- [Lapsuuden, nuoruuden ja perheen tutkimuskeskus PERLAn tutkimusseminaari](coursename) ECTS\n- [FONEA4](course) ECTS\n- [Inclusiveness in Local Innovation Environments](coursename) ECTS\n- [SUOS1](course) ECTS\n- [TUTU4 Tulevaisuudentutkimuksen tieteellinen perusta](coursename) ECTS\n- [KASLOH4B](course) ECTS\n- [Tieteellinen seminaarisarja](coursename) ECTS\n- [HTIS50](course) ECTS\n- [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](coursename) ECTS\n- [KKENYHT](course) ECTS\n- [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](coursename) ECTS\n- [POLKVS32](course) ECTS\n- [International Trade and Finance (Tampere Summer School) - luennot ja tentti](coursename) ECTS\n- [JOVTKS3](course) ECTS\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename) ECTS\n- [ENGA10](course) ECTS\n- [Terve ja sairas ihminen](coursename) ECTS\n- [KKSAVAL3](course) ECTS\n- [Dokumentaation visualisointi](coursename) ECTS\n- [HTIS67](course) ECTS\n- [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) ECTS\n- [KASLOE8.1](course) ECTS\n- [Scottish Literature](coursename) ECTS\n- [KKSUYTK](course) ECTS\n- [Perusharjoittelu B - Ohjattu opetusharjoittelu](coursename) ECTS\n- [HALKAA12](course) ECTS\n- [Tieteellinen kirjoittaminen (3. vuosikurssin opiskelijoille)](coursename) ECTS\n- [STYS3B](course) ECTS\n- [Introduction to Bayesian Analysis 2](coursename) ECTS\n- [ITIA6](course) ECTS\n- [Johdatus analyysiin](coursename) ECTS\n- [LUOYY006](course) ECTS\n- [Liiketoimintaympäristön taloustiede](coursename) ECTS\n- [KKRA5](course) ECTS\n- [Julkisoikeuden perusteet (verkkototeutus)](coursename) ECTS\n- [RANP5](course) ECTS\n- [Study Skills and Personal Study Planning - Basics of Information Literacy](coursename) ECTS\n- [ITIS42](course) ECTS\n- [Translating and Editing for Publication](coursename) ECTS\n- [TAYJ032](course) ECTS\n- [Peace Research Design](coursename) ECTS\n- [KKENVAL2](course) ECTS\n- [Seminaari (Kunelius) jatkuu keväältä](coursename) ECTS\n- [SUOV4](course) ECTS\n- [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](coursename) ECTS\n- [ESPFP1](course) ECTS\n- [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename) ECTS\n- [KATYVS44](course) ECTS\n- [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](coursename) ECTS\n- [YKYYHT5](course) ECTS\n- [Terveys, tieto, asiantuntijuus](coursename) ECTS\n- [KAMMAS99](course) ECTS\n- [Teemaseminaari Kant Puhtaan järjen kritiikki](coursename) ECTS\n- [KASS1](course) course points\n- [Asiantuntemus ja arjen ympäristöpolitiikka](coursename) course points\n- [KASA11](course) course points\n- [Suomen kielen rakenne S2-näkökulmasta](coursename) course points\n- [KASTUTOR](course) course points\n- [Orientoiva tutkielmaseminaari - Seminaari](coursename) course points\n- [KASA13](course) course points\n- [Yhteiskunnallinen muutos](coursename) course points\n- [FILA9](course) course points\n- [Terveys, arki ja toimijuus](coursename) course points\n- [TERKANP4](course) course points\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename) course points\n- [TAYJ032](course) course points\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](coursename) course points\n- [KATTAA40](course) course points\n- [Human Rights and International Society (book exam/essay)](coursename) course points\n- [JKKYTVA13](course) course points\n- [Puheviestintä tieteenä](coursename) course points\n- [KASLOE6.4](course) course points\n- [Oppimisen ja opiskelun taidot](coursename) course points\n- [BIO2085](course) course points\n- [Human Rights and International Society (book exam/essay)](coursename) course points\n- [MTTTS17](course) course points\n- [Viestintää tukevat keinot asiakas-työntekijä-suhteessa](coursename) course points\n- [HALJTS08](course) course points\n- [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](coursename) course points\n- [JOVP3](course) course points\n- [Writing for Research](coursename) course points\n- [LTLY03](course) course points\n- [Conflicts over the Use of Natural Resources and the Environment](coursename) course points\n- [KKRA3](course) course points\n- [Tekniikan käännösviestinnän seminaari englanti-suomi](coursename) course points\n- [KKENMP3](course) course points\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename) course points\n- [ITIP1](course) course points\n- [Introduction to Big Data Processing](coursename) course points\n- [TIEP3](course) course points\n- [Matematiikan gradustartti](coursename) course points\n- [POHA13](course) course points\n- [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](coursename) course points\n- [TERKANA5](course) course points\n- [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) course points\n- [HALJTA14](course) course points\n- [BMT-61227 Medical Biomaterials](coursename) course points\n- [KKSUPRO](course) course points\n- [Dialogue: Constructive Talk at Work](coursename) course points\n- [VENS2](course) course points\n- [Suomen kielen ja sen tutkimuksen historia](coursename) course points\n- [BIO4380](course) course points\n- [Matemaattiset ohjelmistot (luentokurssi)](coursename) course points\n- [KASLOE2.2](course) course points\n- [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](coursename) course points\n- [VENA1](course) course points\n- [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](coursename) course points\n- [SOST10.4](course) course points\n- [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename) course points\n- [JOVTS1/SOS10.6](course) course points\n- [Puheviestintä ja hyvinvointi](coursename) course points\n- [TIETA8](course) course points\n- [Luentateatteri](coursename) course points\n- [KASLOM6](course) student points\n- [Gypsies in Hungary (intensive course)](coursename) student points\n- [HALJTA04](course) student points\n- [Peace, Security and International Institutions (book exam/essay)](coursename) student points\n- [HALYAS99](course) student points\n- [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](coursename) student points\n- [HALTVA12](course) student points\n- [Puhe- ja nielemistoimintojen tutkimus ja kuntoutus](coursename) student points\n- [SOSM1](course) student points\n- [Introduction to Academic English (diverse learners)](coursename) student points\n- [TERA2](course) student points\n- [Tuutorina toimiminen](coursename) student points\n- [POHP1](course) student points\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaopiskelijat](coursename) student points\n- [KASLOM5](course) student points\n- [Current Trends in Leadership](coursename) student points\n- [TERA6](course) student points\n- [Research Ethics](coursename) student points\n- [JOUJOVTS](course) student points\n- [Managing Research Information](coursename) student points\n- [KATJOS42](course) student points\n- [The Cancer Biology Journal Club](coursename) student points\n- [JOVA7](course) student points\n- [Introduction to Political Theory (book exam/essay)](coursename) student points\n- [TEE4](course) student points\n- [Kääntäminen äidinkieleen](coursename) student points\n- [TIETS02](course) student points\n- [Tietojärjestelmän suunnittelun perusteet](coursename) student points\n- [JOVA7/JMMETUS](course) student points\n- [Luova kaupunkikehittäminen](coursename) student points\n- [VENS3](course) student points\n- [Orientation](coursename) student points\n- [MVKS42E](course) student points\n- [Sosiaalipsykologia (verkkokurssi)](coursename) student points\n- [KATVAA15](course) student points\n- [Muu valinnainen kurssi](coursename) student points\n- [ITIS14](course) student points\n- [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 1.vsk:n monimuotoryhmien opiskelijoille](coursename) student points\n- [FILP5B](course) student points\n- [Lähtötasokoe](coursename) student points\n- [HTIS81](course) student points\n- [Minustako asiantuntijamyynnin ammattilainen?](coursename) student points\n- [MTTTA1](course) student points\n- [Biologia ja ympäristötieto - Biologian kenttäkurssi (1-4 ryhmät, Arboretum ja Pyynikinharju)](coursename) student points\n- [ESPFA1](course) student points\n- [Bioinformatics tools (spring 2019)](coursename) student points\n- [KASA2](course) student points\n- [Oikeustulkkaus I/II (monikielinen)](coursename) student points\n- [KASERIT3](course) student points\n- [Lain ja hallinnon käännösviestinnän seminaari suomi-venäjä](coursename) student points\n- [KATLITO8](course) student points\n- [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) student points\n- [SOS6.2.1](course) student points\n- [Espanjan lähihistoria ja kirjallisuus/Historia y literatura contemporáneas de España](coursename) student points\n- [POHP1](course) student points\n- [Julkiset rahoitusjärjestelmät](coursename) student points\n- [KASERIT4](course) student points\n- [Graduseminaari, alkava (Kaarninen)](coursename) student points\n- [KKENLL](course) student points\n- [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](coursename) student points\n- [HALJTP01](course) points\n- [Accounting Information Systems](coursename) points\n- [TIETA6](course) points\n- [Tutkijan puheviestintä](coursename) points\n- [MVKS42V](course) points\n- [Lasten monipaikkainen asuminen](coursename) points\n- [TAYJ032](course) points\n- [Finnish Education System - Seminar](coursename) points\n- [KKSUTEK2](course) points\n- [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](coursename) points\n- [VENA7](course) points\n- [Simultaaninen konferenssitulkkaus](coursename) points\n- [KATVRS41](course) points\n- [Euroopan unioni ja maailma](coursename) points\n- [KASVAR11](course) points\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](coursename) points\n- [HALJUS14](course) points\n- [Käännösviestintä ranska-suomi I / Traduction français-finnois I](coursename) points\n- [ENGA11](course) points\n- [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](coursename) points\n- [POLPOP03](course) points\n- [Ympäristön ja alueiden poliittisuus](coursename) points\n- [STYA6](course) points\n- [Introduction to Science and Research (spring)](coursename) points\n- [KASA11](course) points\n- [Kehityspsykologia I (avoin yliopisto)](coursename) points\n- [KKSUKK](course) points\n- [Kokeellinen tiedonhaku](coursename) points\n- [KASVAR11](course) points\n- [Venäjä III](coursename) points\n- [TERA6](course) points\n- [Opetussuunnitelmatyö yliopistossa](coursename) points\n- [KKSUPRO](course) points\n- [Opettajasuunnan seminaari](coursename) points\n- [KKSA4](course) points\n- [Tutkimustyön perusteet (teemalla Verkostot ja somevaikuttaminen Twitterissä)](coursename) points\n- [VENA1](course) points\n- [The Liberal Welfare State](coursename) points\n- [POLKVA33](course) points\n- [Käyttöliittymien perusteet](coursename) points\n- [KASA5](course) points\n- [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot (verkkokurssi)](coursename) points\n- [TAYJ033](course) points\n- [Research seminar for postgraduate studies](coursename) points\n- [DPHSF503](course) points\n- [Johdatus matemaattiseen päättelyyn](coursename) points\n- [DPIS1](course) points\n- [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (yhteiset seminaarit)](coursename) points\n- [FILA1](course) points\n- [Valtio-opin johdantokurssi](coursename) points\n- [STYS1B4](course) points\n- [Luova kaupunkikehittäminen](coursename) points\n- [MTTMA3B](course) points\n- [Kieli käyttöön/Språket i bruk](coursename) points\n- [HALJTS02](course) points\n- [Russia beyond Russia. Case Study Finland](coursename) points\n- [VENS1](course) points\n- [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](coursename) points\n- [HALHAS14](course) points\n- [Tekstienväliset suhteet: Syventävä tekstianalyysi](coursename) points\n- [MTTMY1](course) amount of points\n- [Testimenetelmien perusteet ja ammattietiikka](coursename) amount of points\n- [LOGP2](course) amount of points\n- [Seminaari, kandidaatintutkielma ja kypsyysnäyte](coursename) amount of points\n- [KASLOH4B](course) amount of points\n- [Structure of English II - Phonology and Pronunciation II](coursename) amount of points\n- [KASVAR2](course) amount of points\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename) amount of points\n- [FILS1](course) amount of points\n- [Käyttöliittymien perusteet](coursename) amount of points\n- [KASP5](course) amount of points\n- [Orientoivat opinnot - Alkuorientaatio](coursename) amount of points\n- [KASTUTOR](course) amount of points\n- [Tilastollisen tutkimuksen perusteet](coursename) amount of points\n- [BTK2020](course) amount of points\n- [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](coursename) amount of points\n- [ENGS3](course) amount of points\n- [Kielen- ja tekstinhuolto](coursename) amount of points\n- [KASLOM6](course) amount of points\n- [Johdatus asiakastyöhön](coursename) amount of points\n- [KATYVA22](course) amount of points\n- [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) amount of points\n- [KKENVAL8](course) amount of points\n- [Nordic Parliaments (POMLFCS1)](coursename) amount of points\n- [MTTTA14](course) amount of points\n- [Työelämäntutkimusta monimuuttujamenetelmin](coursename) amount of points\n- [POLPOP01](course) amount of points\n- [Orientation Course - General Orientation Course for International Students](coursename) amount of points\n- [SUKKP2](course) amount of points\n- [Kansanterveystieteen johdantojakso](coursename) amount of points\n- [YKIEP1](course) amount of points\n- [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](coursename) amount of points\n- [BTK1053](course) amount of points\n- [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](coursename) amount of points\n- [TRMU2](course) amount of points\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](coursename) amount of points\n- [JOUJOVTS](course) amount of points\n- [Vieraan kielen taito, perustaso](coursename) amount of points\n- [KKSUPRO](course) amount of points\n- [The European Union's Transnational Policies (POMLFCS2)](coursename) amount of points\n- [MTTMS11](course) amount of points\n- [Lapset ympäristönsä tutkijoina - Ympäristökasvatus](coursename) amount of points\n- [KATVAA11](course) amount of points\n- [Ranskan kirjallisuus II / Littérature française II](coursename) amount of points\n- [BTK0024](course) amount of points\n- [Oikeustieteellinen tutkimus](coursename) amount of points\n- [TERKANP1](course) amount of points\n- [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](coursename) amount of points\n- [KATMAP11](course) amount of points\n- [Vertaisohjaus tietojenkäsittelytieteissä](coursename) amount of points\n- [KASA13](course) amount of points\n- [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](coursename) amount of points\n- [TAYJ032](course) amount of points\n- [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), kevät 2019](coursename) amount of points\n- [JKKYTEP01](course) amount of points\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Seinäjoki](coursename) amount of points\n- [KASSO8](course) amount of points\n- [Media Landscape in Russia: Regional Perspective](coursename) amount of points\n- [KASA13](course) amount of points\n- [Tekstin ymmärtäminen III](coursename) amount of points\n- [SOS4.3](course) credits\n- [Uskontojen antropologiaa](coursename) credits\n- [LUOYY003](course) credits\n- [Basics of Marketing and Sales -](coursename) credits\n- [KATVRP11](course) credits\n- [Matemaattiset ohjelmistot (luentokurssi)](coursename) credits\n- [KASVAR9](course) credits\n- [Johdanto terveysviestintään](coursename) credits\n- [TAYJ041](course) credits\n- [Konsernitilinpäätös I](coursename) credits\n- [KASSM2](course) credits\n- [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Luennot - 1.vsk](coursename) credits\n- [TERTIETO2](course) credits\n- [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi) / KTM-tutkinto](coursename) credits\n- [HALHAP01](course) credits\n- [Uutisjournalismi](coursename) credits\n- [BTK4121](course) credits\n- [Kiina III](coursename) credits\n- [KATJOS21](course) credits\n- [Integraation teoria ja EU:n päätöksenteko (kirjatentti/essee)](coursename) credits\n- [JOVA17](course) credits\n- [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti, Seinäjoki](coursename) credits\n- [VENA10](course) credits\n- [Managing industrial e-business and B2B](coursename) credits\n- [KKVE2](course) credits\n- [Asioimistulkkaus venäjä-suomi-venäjä](coursename) credits\n- [KATYVA23](course) credits\n- [Johdatus viestinnän tutkimukseen ja analyysiin - kirjatentti](coursename) credits\n- [JOVKA4](course) credits\n- [Keskiajan symboliikkaa -verkkokurssi](coursename) credits\n- [FONEP4](course) credits\n- [Rasismi ja antirasismi](coursename) credits\n- [SUOV4](course) credits\n- [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename) credits\n- [JOVPVS13](course) credits\n- [Keskustelunanalyysi (verkkokurssi), syksy 2018](coursename) credits\n- [GTS4](course) credits\n- [Simultaanitulkkaus I venäjä-suomi-venäjä](coursename) credits\n- [KIRP5](course) credits\n- [Tieteellinen seminaarisarja](coursename) credits\n- [POLVOA41/S28](course) credits\n- [Commercial Actors in Security and War](coursename) credits\n- [SOS6.2.1](course) credits\n- [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename) credits\n- [KKRUKTMO](course) credits\n- [Taloustieteen matematiikan jatkokurssi](coursename) credits\n- [KASA12](course) credits\n- [Organisaatioiden tiedonhallinta](coursename) credits\n- [HISA4](course) credits\n- [Lähtötasokoe - Kirjallinen tentti](coursename) credits\n- [POLKAA99](course) credits\n- [Tietotekniikkataidot (syksy)](coursename) credits\n- [KKRUVAL2](course) credits\n- [Kansainvälisen politiikan erikoistuvat menetelmäopinnot](coursename) credits\n- [JOVA16](course) credits\n- [Kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename) credits\n- [POLVOA42/52/S23](course) credits\n- [Kvalitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename) credits\n- [KATLAA23](course) credits\n- [KEB-61430 Laaja kemia 3](coursename) credits\n- [FONEA4](course) the amount of ECTS\n- [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) the amount of ECTS\n- [DPJKKPS](course) the amount of ECTS\n- [Statistical Analysis with Missing Data (intermediate)](coursename) the amount of ECTS\n- [BTK2045](course) the amount of ECTS\n- [Epidemiology Journal Club](coursename) the amount of ECTS\n- [SOP03.6](course) the amount of ECTS\n- [Graduvauhditus](coursename) the amount of ECTS\n- [KATMAS99](course) the amount of ECTS\n- [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](coursename) the amount of ECTS\n- [HALHAA16](course) the amount of ECTS\n- [Tutkimusseminaari ja pro gradu -tutkielma](coursename) the amount of ECTS\n- [GTS8](course) the amount of ECTS\n- [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](coursename) the amount of ECTS\n- [KATMAA12](course) the amount of ECTS\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) the amount of ECTS\n- [KASLOE6.2](course) the amount of ECTS\n- [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](coursename) the amount of ECTS\n- [TIEA1](course) the amount of ECTS\n- [Tieteellinen kirjoittaminen](coursename) the amount of ECTS\n- [LTLY16](course) the amount of ECTS\n- [MA Thesis Seminar](coursename) the amount of ECTS\n- [PSYS6B](course) the amount of ECTS\n- [1800-luvun ja 1900-luvun kirjallisuuden historia/ Istorija russkoj literatury XIX i XX vekov](coursename) the amount of ECTS\n- [JKKYTEP01](course) the amount of ECTS\n- [Johdatus kääntäjän suomen opintoihin](coursename) the amount of ECTS\n- [HALJTS03](course) the amount of ECTS\n- [Master´s Thesis and Seminar - for the group that started in 2017](coursename) the amount of ECTS\n- [BTK3210](course) the amount of ECTS\n- [Korkeakoulutus ja kansainvälistyminen](coursename) the amount of ECTS\n- [LOGA7](course) the amount of ECTS\n- [Hoitotieteen tohtorikoulutusseminaari](coursename) the amount of ECTS\n- [POLKVA41](course) the amount of ECTS\n- [Vaikuttaminen ja argumentointi](coursename) the amount of ECTS\n- [JKKYMYJK05](course) the amount of ECTS\n- [International Trade and Finance (Tampere Summer School) - luennot ja tentti](coursename) the amount of ECTS\n- [HALYAS14](course) the amount of ECTS\n- [Politics of Memory in Eastern Europe](coursename) the amount of ECTS\n- [DPJKKPS](course) the amount of ECTS\n- [Introduction to Statistics (Tampere Summer School)](coursename) the amount of ECTS\n- [POLKVS33](course) the amount of ECTS\n- [Maailmanpolitiikan tutkimus (kirjatentti/essee)](coursename) the amount of ECTS\n- [KASPUHS6](course) the amount of ECTS\n- [Etnografinen tutkimusprosessi](coursename) the amount of ECTS\n- [POLPOP01](course) the amount of ECTS\n- [Käsityöilmaisu - projekti/käytännön työ ja portfolio](coursename) the amount of ECTS\n- [IGS005](course) the amount of ECTS\n- [Pro gradu -seminaari](coursename) the amount of ECTS\n- [TAYJ034](course) the amount of ECTS\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) the amount of ECTS\n- [STYA3B](course) the amount of ECTS\n- [Master's Thesis Seminar / Internet and Game Studies](coursename) the amount of ECTS\n- [POLPOP02](course) the amount of ECTS\n- [Tutkielmakurssi (III)](coursename) the amount of ECTS\n- [IGS006](course) the amount of ECTS\n- [Business Ethics (Lectures)](coursename) the amount of ECTS\n- [ROMAP1](course) the amount of ECTS\n- [Lähtötasokoe](coursename) the amount of ECTS\n- [ITIS21](course) the amount of ECTS\n- [Psykologiset interventiot](coursename) the amount of ECTS\n- How many points [TIETS31](course) is\n- How many points [Universal Basic Income](coursename) is\n- How many points [KKENVAL1](course) is\n- How many points [Kaikille avoin tutkijaseminaari](coursename) is\n- How many points [BTK3125](course) is\n- How many points [Simultaaninen konferenssitulkkaus](coursename) is\n- How many points [TAYJ13](course) is\n- How many points [Sosiaalityön peruskurssi (luennot)](coursename) is\n- How many points [BTK2100](course) is\n- How many points [Oikeustulkkaus I/II (monikielinen)](coursename) is\n- How many points [KKSUPRO](course) is\n- How many points [Sosiaalioikeus II](coursename) is\n- How many points [YKT07.1](course) is\n- How many points [Opetus, ohjaus, oppiminen, verkko-opetus](coursename) is\n- How many points [HALJUA14](course) is\n- How many points [Markkinoinnin ja myynnin perusteet](coursename) is\n- How many points [SAKA5](course) is\n- How many points [Orientoiva tutkielmaseminaari](coursename) is\n- How many points [KATJOS99](course) is\n- How many points [Digital Image Processing - Self-studying](coursename) is\n- How many points [VENA7](course) is\n- How many points [Tutkielmakurssi (III)](coursename) is\n- How many points [PSYP2](course) is\n- How many points [Ranska III](coursename) is\n- How many points [MTTTP1](course) is\n- How many points [Political Systems (book exam/essay)](coursename) is\n- How many points [KATLAA11](course) is\n- How many points [Tiedon organisointi ja informaatioarkkitehtuuri](coursename) is\n- How many points [DPHSR404](course) is\n- How many points [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](coursename) is\n- How many points [KATLAA22](course) is\n- How many points [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](coursename) is\n- How many points [KASLOM5](course) is\n- How many points [Satututkimuksen lukupiiri](coursename) is\n- How many points [SOS10.10.1](course) is\n- How many points [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename) is\n- How many points [KATSTA11](course) is\n- How many points [Finnish Advanced-Level Vocabulary Course (taught in Finnish)](coursename) is\n- How many points [SOS9](course) is\n- How many points [Tekstianalyysi - Luennot](coursename) is\n- How many points [SOS10.1.3](course) is\n- How many points [Teemaseminaari Kant Puhtaan järjen kritiikki](coursename) is\n- How many points [KASLOH1](course) is\n- How many points [Advanced Functional Programming](coursename) is\n- How many points [JOVPVS3](course) is\n- How many points [Organisational Change Dynamics and Management](coursename) is\n- How many points [TERA3](course) is\n- How many points [Menetelmäopinnot / Kielentutkimuksen metodit](coursename) is\n- How many points [PSYP5](course) is\n- How many points [Liikuntapedagogiikan perusteet / Harjoitukset - 1.vsk](coursename) is\n- How many points [JOVA8](course) is\n- How many points [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) is\n- How many points [KATTAA40](course) is\n- How many points [Course on International Publishing in Social Sciences and Humanities](coursename) is\n- How many points [YKT07.2](course) is\n- How many points [Quantitative Approach](coursename) is\n- How many points [DPIPEF05](course) is\n- How many points [Saksa III](coursename) is\n- How many points [POLVOS40](course) is\n- How many points [Euroopan unioni (kirjatentti/essee)](coursename) is\n- How many ECTS [HISS2](course) will be\n- How many ECTS [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi) / KTM-tutkinto](coursename) will be\n- How many ECTS [POLVOA11](course) will be\n- How many ECTS [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename) will be\n- How many ECTS [BTK4400](course) will be\n- How many ECTS [Introduction to R](coursename) will be\n- How many ECTS [TAYJ032](course) will be\n- How many ECTS [Terveystieteiden laadulliset tutkimusmenetelmät](coursename) will be\n- How many ECTS [KKENLL](course) will be\n- How many ECTS [Tutkijan työpaja](coursename) will be\n- How many ECTS [KKENKTM](course) will be\n- How many ECTS [Espanjan kielioppi II/Gramática española II](coursename) will be\n- How many ECTS [KASA3](course) will be\n- How many ECTS [Asiantuntijan puheviestintä ja vuorovaikutus (3. periodi)](coursename) will be\n- How many ECTS [POLKVA21](course) will be\n- How many ECTS [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) will be\n- How many ECTS [STYP1B](course) will be\n- How many ECTS [Tietokantojen perusteet](coursename) will be\n- How many ECTS [KASVAR5](course) will be\n- How many ECTS [Luemme ja keskustelemme venäjäksi](coursename) will be\n- How many ECTS [KIRA4D](course) will be\n- How many ECTS [Yritysverotus](coursename) will be\n- How many ECTS [LOGA6](course) will be\n- How many ECTS [Analyysi C](coursename) will be\n- How many ECTS [KATJOS42](course) will be\n- How many ECTS [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](coursename) will be\n- How many ECTS [KASERIT3](course) will be\n- How many ECTS [Retoriikka ja argumentaatioanalyysi/Retorik och argumentationsanalys](coursename) will be\n- How many ECTS [TAYJ033](course) will be\n- How many ECTS [Lausekielinen ohjelmointi II](coursename) will be\n- How many ECTS [ENGS13/15-16](course) will be\n- How many ECTS [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](coursename) will be\n- How many ECTS [KASPUHS8](course) will be\n- How many ECTS [Henkilöriskien vakuuttaminen](coursename) will be\n- How many ECTS [KASERIT4](course) will be\n- How many ECTS [Perintö-, lahja- ja varainsiirtoverotus](coursename) will be\n- How many ECTS [KATVRS40](course) will be\n- How many ECTS [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](coursename) will be\n- How many ECTS [MTTTS11](course) will be\n- How many ECTS [Verkkojulkaiseminen](coursename) will be\n- How many ECTS [BTK4321](course) will be\n- How many ECTS [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](coursename) will be\n- How many ECTS [RANP1](course) will be\n- How many ECTS [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](coursename) will be\n- How many ECTS [HISA3B](course) will be\n- How many ECTS [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](coursename) will be\n- How many ECTS [POLKAA99](course) will be\n- How many ECTS [Ekoterveys, luonto ja ihminen](coursename) will be\n- How many ECTS [KATRAA12](course) will be\n- How many ECTS [Statistical Analysis with Missing Data (advanced)](coursename) will be\n- How many ECTS [TIETS21](course) will be\n- How many ECTS [Matemaattisen tilastotieteen perusteet](coursename) will be\n- How many ECTS [KASS4](course) will be\n- How many ECTS [Terve ja turvallinen kouluyhteisö](coursename) will be\n- How many ECTS [KASTUTVA](course) will be\n- How many ECTS [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename) will be\n- How many ECTS [POLVOA42](course) will be\n- How many ECTS [Usability Evaluation Methods](coursename) will be\n- How many ECTS [HALKOS27](course) will be\n- How many ECTS [Epidemiologian tohtorikoulutusseminaari](coursename) will be\n- Credits [PSYA8](course)\n- Credits [Introduction to Social Circus Pedagogy - (Tampere Summer School 2018)](coursename)\n- Credits [HALTVA12](course)\n- Credits [Terveysteknologia](coursename)\n- Credits [ENGS4](course)\n- Credits [History of English](coursename)\n- Credits [KATLAA12](course)\n- Credits [Verkkojulkaisemisen perusteet - kevät 2019](coursename)\n- Credits [BTK1061](course)\n- Credits [Study Skills - Basics of Information Literacy](coursename)\n- Credits [SOS10.6](course)\n- Credits [Menetelmäopinnot / Kielentutkimuksen metodit](coursename)\n- Credits [TERTIETO4](course)\n- Credits [New Wars and How to Study Them (POMLFCS3)](coursename)\n- Credits [KATJOS31](course)\n- Credits [Taiteen historia, filosofia ja kulttuurit: Populaarit esitysmuodot (avoin yliopisto)](coursename)\n- Credits [SUOV3](course)\n- Credits [Vanhempien aikojen tutkijaseminaari](coursename)\n- Credits [TRMU1](course)\n- Credits [Empiirinen projekti](coursename)\n- Credits [LTLY210](course)\n- Credits [Master's Thesis Seminar / Internet and Game Studies](coursename)\n- Credits [TIEP4](course)\n- Credits [Kvalitatiiviset menetelmät](coursename)\n- Credits [BTK1080](course)\n- Credits [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename)\n- Credits [SUOT3](course)\n- Credits [Statistical Inference 1](coursename)\n- Credits [KATMAS11](course)\n- Credits [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](coursename)\n- Credits [KATLITO4](course)\n- Credits [Introduction to Public Administration Research, Reforms and Trends](coursename)\n- Credits [PSYS13](course)\n- Credits [Business, Society and Nature (Independent study) Autumn 2018](coursename)\n- Credits [TERHOIA7](course)\n- Credits [Sosiaalityö terveydenhuollossa](coursename)\n- Credits [TERHOIA2](course)\n- Credits [Yritysjuridiikan perusteet](coursename)\n- Credits [HISS2](course)\n- Credits [Research Methods in HTI](coursename)\n- Credits [LTLY210](course)\n- Credits [Lasten arviointi](coursename)\n- Credits [PEACE045](course)\n- Credits [Strateginen johtaminen](coursename)\n- Credits [HALJUA14](course)\n- Credits [Maisteriopintojen esittely - TIM](coursename)\n- Credits [IGS005](course)\n- Credits [Asiantuntijan puheviestintä ja vuorovaikutus (3. periodi)](coursename)\n- Credits [BIO2085](course)\n- Credits [Kielen käyttö II](coursename)\n- Credits [LOGS1](course)\n- Credits [Tietokantojen perusteet](coursename)\n- Credits [KKENVAL4](course)\n- Credits [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](coursename)\n- Credits [NORDIG4](course)\n- Credits [Puheviestintä ja hyvinvointi](coursename)\n- Credits [FILA6](course)\n- Credits [Institutions, Innovation and Economic Renewal](coursename)\n- Credits [KKSUYTK](course)\n- Credits [Journalismin perusteet, harjoitukset](coursename)\n- How many credits can I get from [GTS3](course)\n- How many credits can I get from [Hoitotieteen tohtorikoulutusseminaari](coursename)\n- How many credits can I get from [KASA11](course)\n- How many credits can I get from [Kieli käyttöön/Språket i bruk](coursename)\n- How many credits can I get from [KASELOHA](course)\n- How many credits can I get from [Asiantuntijan puheviestintä ja vuorovaikutus, 3.-4. periodi / VIESTINTÄROHKEUDEN RYHMÄ](coursename)\n- How many credits can I get from [JOUJOVTS](course)\n- How many credits can I get from [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename)\n- How many credits can I get from [ITIP5](course)\n- How many credits can I get from [Monikielisyys ja -kulttuurisuus](coursename)\n- How many credits can I get from [KASA11](course)\n- How many credits can I get from [Kandidaattiseminaari (JATKAVA, Vuolanto)](coursename)\n- How many credits can I get from [HALYHT](course)\n- How many credits can I get from [Minuus, identiteetti ja sosiaalinen konteksti](coursename)\n- How many credits can I get from [KKENPRE2](course)\n- How many credits can I get from [Globaali, lokaali ja yhteisöllisyys sosiaalityössä (kirjatentti)](coursename)\n- How many credits can I get from [ITIY3](course)\n- How many credits can I get from [Tilastomenetelmien perusteet](coursename)\n- How many credits can I get from [TERKANA2](course)\n- How many credits can I get from [Talous - politiikka - kulttuuri -lukupiiri](coursename)\n- How many credits can I get from [DPEDUB.1B](course)\n- How many credits can I get from [Kasvatushistoria, kirjatentti](coursename)\n- How many credits can I get from [JOVPVS6](course)\n- How many credits can I get from [Korkeakoulut työyhteisöinä - Kehittämistehtävä](coursename)\n- How many credits can I get from [KATTAS22A](course)\n- How many credits can I get from [Graduseminaari / Kekäläinen](coursename)\n- How many credits can I get from [BIO2450](course)\n- How many credits can I get from [Tilinpäätös- ja verosuunnittelu](coursename)\n- How many credits can I get from [KATYVA21](course)\n- How many credits can I get from [Harjoittelu ja työelämävalmiudet](coursename)\n- How many credits can I get from [SOSKV3](course)\n- How many credits can I get from [Ohjelmoinnin tekniikka C](coursename)\n- How many credits can I get from [KASP4](course)\n- How many credits can I get from [Methodology of Social and Comparative Research](coursename)\n- How many credits can I get from [HIST01](course)\n- How many credits can I get from [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](coursename)\n- How many credits can I get from [DPHSF501](course)\n- How many credits can I get from [Identities in Peace and Conflict](coursename)\n- How many credits can I get from [ROMAP1](course)\n- How many credits can I get from [Rakenteinen dokumentaatio ja DITA](coursename)\n- How many credits can I get from [POLVOA51](course)\n- How many credits can I get from [Saksan kielen valmentava kurssi - kielioppi- ja sanastokertausta](coursename)\n- How many credits can I get from [KASLOM5](course)\n- How many credits can I get from [Tekoälyn filosofia](coursename)\n- How many credits can I get from [KATMAP11](course)\n- How many credits can I get from [Workshop in Film Education](coursename)\n- How many credits can I get from [KIRP2](course)\n- How many credits can I get from [Aikuisten puheen ja kielen häiriöt - A2a Aikuisten puheen ja kielen häiriöt](coursename)\n- How many credits can I get from [HALJUS15](course)\n- How many credits can I get from [Sosiaalityön toimintaympäristöt](coursename)\n- How many credits can I get from [KKENYHT](course)\n- How many credits can I get from [Translation II Finnish-English](coursename)\n- How many credits can I get from [JOVA20](course)\n- How many credits can I get from [Representations and Identities - kirjatentti/essee](coursename)\n- How many credits can I get from [PEACE045](course)\n- How many credits can I get from [Lastenkirjallisuus ja draama / Luennot - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- How many credits can I get from [KASPUHP3](course)\n- How many credits can I get from [Orientoiva tutkielmaseminaari](coursename)\n- How many credits can I get from [KKSUYP](course)\n- How many credits can I get from [Perspectives to sustainable organisational and societal change](coursename)\n- How many ECTS can I get from [KASA1.1](course)\n- How many ECTS can I get from [Sosiaalioikeus - STYA1A2 Sosiaalioikeus II](coursename)\n- How many ECTS can I get from [HALHAA16](course)\n- How many ECTS can I get from [Tutkimustyön perusteet (syksy)](coursename)\n- How many ECTS can I get from [SOS06.4](course)\n- How many ECTS can I get from [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](coursename)\n- How many ECTS can I get from [PSYS11](course)\n- How many ECTS can I get from [Harjoittelu / Elinikäinen oppiminen ja kasvatus - HARJOITTELUTUKIOPTION HAKEMINEN: Seminaarit ja harjoittelu vuonna 2019 opintojakson suorittaville](coursename)\n- How many ECTS can I get from [KKRA4](course)\n- How many ECTS can I get from [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Pori](coursename)\n- How many ECTS can I get from [KASVAR12](course)\n- How many ECTS can I get from [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](coursename)\n- How many ECTS can I get from [PEACEGS1](course)\n- How many ECTS can I get from [Comparative Criminal Justice](coursename)\n- How many ECTS can I get from [JKKYTUO2](course)\n- How many ECTS can I get from [Vapaaehtoistyö / Voluntary Work](coursename)\n- How many ECTS can I get from [KASELOHA](course)\n- How many ECTS can I get from [Education in Developing Countries: Problems and Possible Solutions - Seminar](coursename)\n- How many ECTS can I get from [TERKANA5](course)\n- How many ECTS can I get from [Introduction to Pharmacology and Drug Modelling](coursename)\n- How many ECTS can I get from [KKIN5](course)\n- How many ECTS can I get from [Government and Society: Inequality](coursename)\n- How many ECTS can I get from [POLVOA42](course)\n- How many ECTS can I get from [Ohjelmistotuotannon käytännöt](coursename)\n- How many ECTS can I get from [HTIS87](course)\n- How many ECTS can I get from [Toiminta, tulkinta ja tieto](coursename)\n- How many ECTS can I get from [KATYVS43](course)\n- How many ECTS can I get from [Tekoäly ja vakuutustoiminta/ Vakuutustieteen vaihtuvasisältöinen kurssi](coursename)\n- How many ECTS can I get from [SOS10.1.3](course)\n- How many ECTS can I get from [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](coursename)\n- How many ECTS can I get from [TRSU02](course)\n- How many ECTS can I get from [Näkökulmia kääntämiseen - Käännös-, rakenne- ja sanastoharjoitukset I / Perspektiven auf Übersetzen](coursename)\n- How many ECTS can I get from [KASA8](course)\n- How many ECTS can I get from [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename)\n- How many ECTS can I get from [POLVOA51/52/S24](course)\n- How many ECTS can I get from [Syntyvyys, hoiva, sukupolvi](coursename)\n- How many ECTS can I get from [POLPOP05](course)\n- How many ECTS can I get from [Study Skills - Basics of Information Literacy](coursename)\n- How many ECTS can I get from [STYVA](course)\n- How many ECTS can I get from [Tieteellinen kirjoittaminen (SOC)](coursename)\n- How many ECTS can I get from [FILP1A](course)\n- How many ECTS can I get from [Finnish Advanced Course 1 (taught in Finnish)](coursename)\n- How many ECTS can I get from [STYS3B2](course)\n- How many ECTS can I get from [Filosofian historia](coursename)\n- How many ECTS can I get from [KATTV01](course)\n- How many ECTS can I get from [Old and New Classics of Political Theory (book exam/essay)](coursename)\n- How many ECTS can I get from [KASA15](course)\n- How many ECTS can I get from [Writing Research Grant Proposals](coursename)\n- How many ECTS can I get from [BTK1085](course)\n- How many ECTS can I get from [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](coursename)\n- How many ECTS can I get from [MTTMA1C](course)\n- How many ECTS can I get from [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- How many ECTS can I get from [POLKVA42](course)\n- How many ECTS can I get from [Kirjallisuuden analyysi/Analiz hudozhestvennoj literatury](coursename)\n- How many ECTS can I get from [ENGA7](course)\n- How many ECTS can I get from [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Seinäjoki](coursename)\n- How many ECTS can I get from [BTK2100](course)\n- How many ECTS can I get from [Kielen opettaminen / Fremdsprachenlehren](coursename)\n- How many ECTS can I get from [POLVOS26](course)\n- How many ECTS can I get from [Moniammatilliset oppimisyhteisöt - Luennot](coursename)\n- How many student points can I get from [HALKOS25](course)\n- How many student points can I get from [Knowledge, business and work in a digital society](coursename)\n- How many student points can I get from [GTS2](course)\n- How many student points can I get from [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](coursename)\n- How many student points can I get from [YKT6.6.1](course)\n- How many student points can I get from [Liiketoimintamallit](coursename)\n- How many student points can I get from [KKENVAL4](course)\n- How many student points can I get from [Mediated Learning Experinces in Multicultural Settings](coursename)\n- How many student points can I get from [GTS2](course)\n- How many student points can I get from [Statistics](coursename)\n- How many student points can I get from [ITIP3](course)\n- How many student points can I get from [Innovation Project (2018-II)](coursename)\n- How many student points can I get from [KASVAR11](course)\n- How many student points can I get from [Sosiaalitieteiden kvalitatiiviset tutkimusmenetelmät (verkkokurssi)](coursename)\n- How many student points can I get from [KKENYHT](course)\n- How many student points can I get from [Lukuteoria ja algebra opettajille -](coursename)\n- How many student points can I get from [MTTMS3](course)\n- How many student points can I get from [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename)\n- How many student points can I get from [KASVAR11](course)\n- How many student points can I get from [Tekstienväliset suhteet: Syventävä tekstianalyysi](coursename)\n- How many student points can I get from [KATPAL11](course)\n- How many student points can I get from [Valtiosääntöoikeus](coursename)\n- How many student points can I get from [PSYS1](course)\n- How many student points can I get from [Tekninen viestintä ja informaation suunnittelu](coursename)\n- How many student points can I get from [KKRULL](course)\n- How many student points can I get from [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename)\n- How many student points can I get from [HISP2](course)\n- How many student points can I get from [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](coursename)\n- How many student points can I get from [KATMAS14](course)\n- How many student points can I get from [Yrityksen johtamisen perusteet](coursename)\n- How many student points can I get from [KASLOE4.3](course)\n- How many student points can I get from [Vanhuus ja gerontologinen sosiaalityö](coursename)\n- How many student points can I get from [HISA2](course)\n- How many student points can I get from [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](coursename)\n- How many student points can I get from [SUOS1](course)\n- How many student points can I get from [Tieto- ja asiakirjahallinto](coursename)\n- How many student points can I get from [TIETS02](course)\n- How many student points can I get from [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename)\n- How many student points can I get from [JOVTS5](course)\n- How many student points can I get from [Kansainvälisen politiikan menetelmäseminaari (kirjatentti)](coursename)\n- How many student points can I get from [KASLOH1](course)\n- How many student points can I get from [Filosofian työpaja](coursename)\n- How many student points can I get from [KASMULTI4](course)\n- How many student points can I get from [Kandidaattiseminaari (Mustakallio)](coursename)\n- How many student points can I get from [POLVOS23](course)\n- How many student points can I get from [Kansainväliset suhteet ja ilmaston muutoksen hallinta](coursename)\n- How many student points can I get from [VENP5/VENK2](course)\n- How many student points can I get from [POISTA TÄMÄ! Solun biokemia ja molekyylibiologia](coursename)\n- How many student points can I get from [RANA5](course)\n- How many student points can I get from [Strategia ja yrittäjyys](coursename)\n- How many student points can I get from [KKSUSOTE](course)\n- How many student points can I get from [Terveystiedon didaktiikan perusteet](coursename)\n- How many student points can I get from [KASSA5](course)\n- How many student points can I get from [COURSE CANCELLED: Islamism](coursename)\n- How many student points can I get from [TAYJ034](course)\n- How many student points can I get from [History of Education - book exam](coursename)\n- How many student points can I get from [HISA2](course)\n- How many student points can I get from [Specialized Optional Research Methodology: Action research](coursename)\n- How many student points can I get from [KATVAS11](course)\n- How many student points can I get from [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](coursename)\n- I want to know how many credits can I get from [FILA9](course)\n- I want to know how many credits can I get from [Tiede, tutkimus, kirjoittaminen](coursename)\n- I want to know how many credits can I get from [DPIS1](course)\n- I want to know how many credits can I get from [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](coursename)\n- I want to know how many credits can I get from [DPIPEF05](course)\n- I want to know how many credits can I get from [Professional Writing (online course)](coursename)\n- I want to know how many credits can I get from [SOSM5.1](course)\n- I want to know how many credits can I get from [Writing for Research](coursename)\n- I want to know how many credits can I get from [MTTA2](course)\n- I want to know how many credits can I get from [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- I want to know how many credits can I get from [PEDA6](course)\n- I want to know how many credits can I get from [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](coursename)\n- I want to know how many credits can I get from [SOSM2](course)\n- I want to know how many credits can I get from [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename)\n- I want to know how many credits can I get from [KKSUHY](course)\n- I want to know how many credits can I get from [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- I want to know how many credits can I get from [POLPOP05](course)\n- I want to know how many credits can I get from [Theories of Welfare States and Comparative Social Policy: An introduction](coursename)\n- I want to know how many credits can I get from [KKES1](course)\n- I want to know how many credits can I get from [Research seminar for postgraduate studies](coursename)\n- I want to know how many credits can I get from [KATMAA16](course)\n- I want to know how many credits can I get from [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](coursename)\n- I want to know how many credits can I get from [SAKD5](course)\n- I want to know how many credits can I get from [Teoria- ja metodiopinnot](coursename)\n- I want to know how many credits can I get from [POLKVA12](course)\n- I want to know how many credits can I get from [Tiedonhankintataidot 3op - Tiedonhankintataidot I - Tiedonhankinnan perusteet](coursename)\n- I want to know how many credits can I get from [BTK4660](course)\n- I want to know how many credits can I get from [Kohti matematiikan opettajuutta 1(TTY)](coursename)\n- I want to know how many credits can I get from [KKSUHUK1](course)\n- I want to know how many credits can I get from [Kandidaatintutkielma](coursename)\n- I want to know how many credits can I get from [ENGP7](course)\n- I want to know how many credits can I get from [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- I want to know how many credits can I get from [ENGS29](course)\n- I want to know how many credits can I get from [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](coursename)\n- I want to know how many credits can I get from [LOGP2](course)\n- I want to know how many credits can I get from [Kasvatushistoria, kirjatentti, Seinäjoki](coursename)\n- I want to know how many credits can I get from [TECHS6](course)\n- I want to know how many credits can I get from [Puolueet, vaalit ja poliittinen vaikuttaminen (kirjatentti/essee)](coursename)\n- I want to know how many credits can I get from [HIST02](course)\n- I want to know how many credits can I get from [Aktuelle Texte aus Presse und Studium](coursename)\n- I want to know how many credits can I get from [TERKAN4](course)\n- I want to know how many credits can I get from [Yritysjuridiikan perusteet](coursename)\n- I want to know how many credits can I get from [KASLOK3](course)\n- I want to know how many credits can I get from [Lapsuuden, nuoruuden ja perheen tutkimuskeskus PERLAn tutkimusseminaari](coursename)\n- I want to know how many credits can I get from [BIO2250](course)\n- I want to know how many credits can I get from [Europe's Wicked Policy Problems (POMLFCS2)](coursename)\n- I want to know how many credits can I get from [ENGS42](course)\n- I want to know how many credits can I get from [Kielioppi I / Grammatik I](coursename)\n- I want to know how many credits can I get from [RANA2](course)\n- I want to know how many credits can I get from [Matemaattiset aineet - Koulugeometria - 2 vsk](coursename)\n- I want to know how many credits can I get from [PSYP3](course)\n- I want to know how many credits can I get from [WWW Programming](coursename)\n- I want to know how many credits can I get from [KKIN4](course)\n- I want to know how many credits can I get from [Eheyttävä temaattinen loppuprojekti - projekti/käytännön työ ja portfolio](coursename)\n- I want to know how many credits can I get from [SUKKP6](course)\n- I want to know how many credits can I get from [Dokumentaation visualisointi](coursename)\n- I want to know how many credits can I get from [YKT6.6.2](course)\n- I want to know how many credits can I get from [EI OPETETA 2018-2019 In vitro models](coursename)\n- I want to know how many credits can I get from [RANA7](course)\n- I want to know how many credits can I get from [Farmakologisen biologian perusteet](coursename)\n- I want to know how many ECTS can I get from [ROMAP1](course)\n- I want to know how many ECTS can I get from [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Diskurssianalyysi](coursename)\n- I want to know how many ECTS can I get from [BTK1053](course)\n- I want to know how many ECTS can I get from [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename)\n- I want to know how many ECTS can I get from [MTTMS1](course)\n- I want to know how many ECTS can I get from [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), kevät](coursename)\n- I want to know how many ECTS can I get from [HISA1B](course)\n- I want to know how many ECTS can I get from [Opetussuunnitelmateoria, kirjatentti](coursename)\n- I want to know how many ECTS can I get from [KATYVS26](course)\n- I want to know how many ECTS can I get from [Tutkielmaseminaari](coursename)\n- I want to know how many ECTS can I get from [ITIA11](course)\n- I want to know how many ECTS can I get from [Professional Writing (online course)](coursename)\n- I want to know how many ECTS can I get from [KASP4](course)\n- I want to know how many ECTS can I get from [Mediadiskurssi](coursename)\n- I want to know how many ECTS can I get from [ITIP2](course)\n- I want to know how many ECTS can I get from [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](coursename)\n- I want to know how many ECTS can I get from [KKSAVAL0](course)\n- I want to know how many ECTS can I get from [Perehdyttäminen tietotekniikan alkeisiin](coursename)\n- I want to know how many ECTS can I get from [SUOP1](course)\n- I want to know how many ECTS can I get from [Erot, jaot ja niiden rakentuminen, kirjatentti](coursename)\n- I want to know how many ECTS can I get from [TERA3](course)\n- I want to know how many ECTS can I get from [Julkisen talousjohtamisen näkökulmia](coursename)\n- I want to know how many ECTS can I get from [PEDAYOP3](course)\n- I want to know how many ECTS can I get from [Johdatus asiakastyöhön](coursename)\n- I want to know how many ECTS can I get from [ENGA1](course)\n- I want to know how many ECTS can I get from [Euroopan muotoutuminen](coursename)\n- I want to know how many ECTS can I get from [KIRP2](course)\n- I want to know how many ECTS can I get from [Taiteen historia, filosofia ja kulttuurit: Populaarit esitysmuodot (avoin yliopisto)](coursename)\n- I want to know how many ECTS can I get from [KASA15](course)\n- I want to know how many ECTS can I get from [Julkiset hankinnat](coursename)\n- I want to know how many ECTS can I get from [HALKAP01](course)\n- I want to know how many ECTS can I get from [Suurvalta kriiseissä: näkökulmia Venäjän historiaan 1700-luvulta 1900-luvulle](coursename)\n- I want to know how many ECTS can I get from [KASP3](course)\n- I want to know how many ECTS can I get from [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (2. periodi)](coursename)\n- I want to know how many ECTS can I get from [POHA1](course)\n- I want to know how many ECTS can I get from [Professional Writing (online course)](coursename)\n- I want to know how many ECTS can I get from [MVKS28](course)\n- I want to know how many ECTS can I get from [Tutkiva harjoittelu](coursename)\n- I want to know how many ECTS can I get from [TAYJ034](course)\n- I want to know how many ECTS can I get from [Vuorovaikutussuhteiden konsultointi](coursename)\n- I want to know how many ECTS can I get from [KATMAP11](course)\n- I want to know how many ECTS can I get from [Introduction to Academic English (Open University Course)](coursename)\n- I want to know how many ECTS can I get from [TERTIETO3](course)\n- I want to know how many ECTS can I get from [Kandidaatin tutkielma ja seminaari (hoitotiede)](coursename)\n- I want to know how many ECTS can I get from [HISA2](course)\n- I want to know how many ECTS can I get from [Master's Thesis Seminar in Software Development](coursename)\n- I want to know how many ECTS can I get from [STYA6](course)\n- I want to know how many ECTS can I get from [Audiovisuaalisen kääntämisen seminaari / Kuvailutulkkaus](coursename)\n- I want to know how many ECTS can I get from [TIEA2.1B](course)\n- I want to know how many ECTS can I get from [Kliinisen tutkijan peruskurssi](coursename)\n- I want to know how many ECTS can I get from [KIRS5](course)\n- I want to know how many ECTS can I get from [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- I want to know how many ECTS can I get from [SUOR4/A6](course)\n- I want to know how many ECTS can I get from [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](coursename)\n- I want to know how many ECTS can I get from [KATVRS54](course)\n- I want to know how many ECTS can I get from [Opetus, ohjaus, oppiminen - elokas ja avoimen lähiop.: pienryhmäopetus (2 op) ja kirjallisuus (2 op)](coursename)\n- I want to know how many ECTS can I get from [KASLOM3](course)\n- I want to know how many ECTS can I get from [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 30.-31.8.2018](coursename)\n- I want to know how many ECTS can I get from [ENGS46](course)\n- I want to know how many ECTS can I get from [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi) / KTM-tutkinto](coursename)\n- I want to know how many student points can I get from [KKSUSOTE](course)\n- I want to know how many student points can I get from [Projektinhallinnan perusteet](coursename)\n- I want to know how many student points can I get from [JOVTS2](course)\n- I want to know how many student points can I get from [Murder and Representation](coursename)\n- I want to know how many student points can I get from [POLKVA23](course)\n- I want to know how many student points can I get from [Terveyden edistäminen kansanterveystieteilijöille](coursename)\n- I want to know how many student points can I get from [KASP4](course)\n- I want to know how many student points can I get from [Kandidaatin tutkielma ja seminaari (kurssi alkanut keväällä 2018 Hoitotieteen opiskelijoille)](coursename)\n- I want to know how many student points can I get from [KASLOE6.2](course)\n- I want to know how many student points can I get from [Talous ja yhteiskunta](coursename)\n- I want to know how many student points can I get from [DPHSM304](course)\n- I want to know how many student points can I get from [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](coursename)\n- I want to know how many student points can I get from [KATLAS17](course)\n- I want to know how many student points can I get from [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop.](coursename)\n- I want to know how many student points can I get from [PCP11](course)\n- I want to know how many student points can I get from [Political Philosophy (book exam/essay)](coursename)\n- I want to know how many student points can I get from [TAYJ032](course)\n- I want to know how many student points can I get from [Latinankielinen kirjallisuus I: klassinen latina](coursename)\n- I want to know how many student points can I get from [MVKS39V](course)\n- I want to know how many student points can I get from [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- I want to know how many student points can I get from [TIETS43](course)\n- I want to know how many student points can I get from [Kommunikationstraining II](coursename)\n- I want to know how many student points can I get from [TIETS19](course)\n- I want to know how many student points can I get from [Biological data analysis with R](coursename)\n- I want to know how many student points can I get from [ENGS40](course)\n- I want to know how many student points can I get from [Study Skills - Basics of Information Literacy](coursename)\n- I want to know how many student points can I get from [IGS005](course)\n- I want to know how many student points can I get from [Introduction to Social Circus Pedagogy - (Tampere Summer School 2018)](coursename)\n- I want to know how many student points can I get from [SOS5](course)\n- I want to know how many student points can I get from [Käyttäjäkeskeinen kääntäminen](coursename)\n- I want to know how many student points can I get from [TERTIETO4](course)\n- I want to know how many student points can I get from [Syntyvyys, hoiva, sukupolvi](coursename)\n- I want to know how many student points can I get from [KATYVA22](course)\n- I want to know how many student points can I get from [Ruututekstikääntämisen peruskurssi](coursename)\n- I want to know how many student points can I get from [YKT09.4](course)\n- I want to know how many student points can I get from [Kansainvälistymistä ja verkostoitumista tukevat opinnot](coursename)\n- I want to know how many student points can I get from [HISA2](course)\n- I want to know how many student points can I get from [Terveys ja talous](coursename)\n- I want to know how many student points can I get from [POHA1](course)\n- I want to know how many student points can I get from [Variety in Present-day English](coursename)\n- I want to know how many student points can I get from [KASLOE7.2](course)\n- I want to know how many student points can I get from [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](coursename)\n- I want to know how many student points can I get from [HTIS67](course)\n- I want to know how many student points can I get from [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](coursename)\n- I want to know how many student points can I get from [STYS2B](course)\n- I want to know how many student points can I get from [Genes and Genomes](coursename)\n- I want to know how many student points can I get from [POLVOA31/32/S26](course)\n- I want to know how many student points can I get from [Software Project Management, Theory](coursename)\n- I want to know how many student points can I get from [KATJOS99](course)\n- I want to know how many student points can I get from [Tietotekniikka ja yhteiskunta](coursename)\n- I want to know how many student points can I get from [BIO4230](course)\n- I want to know how many student points can I get from [Molekyylibiologia](coursename)\n- I want to know how many student points can I get from [BTK3115](course)\n- I want to know how many student points can I get from [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- I want to know how many student points can I get from [GTS1](course)\n- I want to know how many student points can I get from [Tuutorivastaavana toimiminen](coursename)\n- I want to know how many student points can I get from [TERA6](course)\n- I want to know how many student points can I get from [Merkitys](coursename)\n- I want to know how many student points can I get from [KASLOE1.1](course)\n- I want to know how many student points can I get from [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](coursename)\n- I want to know the amount of student points [POHA1](course)\n- I want to know the amount of student points [Tutkielmaseminaari - Seminaari](coursename)\n- I want to know the amount of student points [TAYJ033](course)\n- I want to know the amount of student points [Syömis- ja nielemishäiriöt](coursename)\n- I want to know the amount of student points [YKT07.2](course)\n- I want to know the amount of student points [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, syksy 2018)](coursename)\n- I want to know the amount of student points [MOLI](course)\n- I want to know the amount of student points [Sosiaalityön peruskurssi (verkkokurssi)](coursename)\n- I want to know the amount of student points [KASLOM2](course)\n- I want to know the amount of student points [Health in disasters, conflicts and complex human emergencies](coursename)\n- I want to know the amount of student points [TSEKP3](course)\n- I want to know the amount of student points [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus - 1. vsk](coursename)\n- I want to know the amount of student points [KKSUVAL3](course)\n- I want to know the amount of student points [Tutkimusseminaari ja pro gradu -tutkielma - Tutkimusseminaari](coursename)\n- I want to know the amount of student points [PCP10/NAM IV](course)\n- I want to know the amount of student points [Biostatistiikka ja tilastollinen tietojenkäsittely](coursename)\n- I want to know the amount of student points [KASA1.2](course)\n- I want to know the amount of student points [Bioinformatics project](coursename)\n- I want to know the amount of student points [KATVRA24](course)\n- I want to know the amount of student points [Kandidaatin tutkielma ja seminaari (syksy)](coursename)\n- I want to know the amount of student points [POHP1](course)\n- I want to know the amount of student points [Julkisorganisaation talouden suunnittelu ja päätöksenteko](coursename)\n- I want to know the amount of student points [KASELOHA](course)\n- I want to know the amount of student points [Kielen käyttö II](coursename)\n- I want to know the amount of student points [KATVAS12](course)\n- I want to know the amount of student points [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Design-tutkimus](coursename)\n- I want to know the amount of student points [STYS2B](course)\n- I want to know the amount of student points [Tiimi toimii - puheviestinnän syventävä kurssi (2. periodi)](coursename)\n- I want to know the amount of student points [TERHOIA6](course)\n- I want to know the amount of student points [Orientaatio historian tutkinto-ohjelman opintoihin](coursename)\n- I want to know the amount of student points [POLYEP12](course)\n- I want to know the amount of student points [Suomen turvallisuuspolitiikan historia ja tulevaisuus -luentosarja](coursename)\n- I want to know the amount of student points [TRSU02](course)\n- I want to know the amount of student points [Algorithmic Problem Solving](coursename)\n- I want to know the amount of student points [KASSM2](course)\n- I want to know the amount of student points [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename)\n- I want to know the amount of student points [TRSU03](course)\n- I want to know the amount of student points [Vanhempien aikojen tutkijaseminaari](coursename)\n- I want to know the amount of student points [POLPOP05](course)\n- I want to know the amount of student points [Laskentatoimen perusteet](coursename)\n- I want to know the amount of student points [KKRUHY](course)\n- I want to know the amount of student points [Monikieliset tekstikorpukset (verkkokurssi)](coursename)\n- I want to know the amount of student points [KASLOE6.4](course)\n- I want to know the amount of student points [Kuvataidekasvatus / Luennot - 2.vsk](coursename)\n- I want to know the amount of student points [MVKS28](course)\n- I want to know the amount of student points [Johdatus asiakastyöhön](coursename)\n- I want to know the amount of student points [KKVE3](course)\n- I want to know the amount of student points [Communication Skills in English - Speaking Practice](coursename)\n- I want to know the amount of student points [JOUJOVTS](course)\n- I want to know the amount of student points [Yhteisösosiaalityö monikulttuurisessa ympäristössä](coursename)\n- I want to know the amount of student points [PGHINT](course)\n- I want to know the amount of student points [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi (avoin yo)](coursename)\n- I want to know the amount of student points [KATMAA99](course)\n- I want to know the amount of student points [Kandidaatin tutkielma ja seminaari (syksy)](coursename)\n- I want to know the amount of student points [LUOYY006](course)\n- I want to know the amount of student points [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](coursename)\n- I want to know the amount of student points [HALKAA14](course)\n- I want to know the amount of student points [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename)\n- I want to know the amount of student points [KASS4](course)\n- I want to know the amount of student points [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](coursename)\n\n\n## intent:paikka\n- Where is [KASP4](course)\n- Where is [Introduction to Criminal Justice](coursename)\n- Where is [KKVEVAL1](course)\n- Where is [Musiikki - Musiikkikasvatuksen perusteet 1- 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Where is [KASA8](course)\n- Where is [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)](coursename)\n- Where is [TERKANP5](course)\n- Where is [Perspectives to sustainable organisational and societal change](coursename)\n- Where is [KASSA1](course)\n- Where is [Sopimusoikeus](coursename)\n- Where is [SAKP3](course)\n- Where is [Epävarmuuden hallinta](coursename)\n- Where is [JOVA15](course)\n- Where is [Viestinnän etiikka](coursename)\n- Where is [VENP4](course)\n- Where is [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Where is [TERTIETO2](course)\n- Where is [Tieteellisen artikkelin tehokas kirjoittaminen](coursename)\n- Where is [HALKAA12](course)\n- Where is [Johdanto tietokäytäntöjen tutkimukseen](coursename)\n- Where is [KASMULTI4](course)\n- Where is [Emotions and Sociality in Human-Technology Interaction](coursename)\n- Where is [PGHES03](course)\n- Where is [Euroopan unioni (kirjatentti/essee)](coursename)\n- Where is [LTLY212](course)\n- Where is [Creative Writing in English](coursename)\n- Where is [KATTAA32](course)\n- Where is [Introduction to Finnish History](coursename)\n- Where is [KASVAPAA](course)\n- Where is [Tieteenfilosofia](coursename)\n- Where is [DPHSS202](course)\n- Where is [Täydennysilmoittautuminen pro gradu -seminaariin, syksyllä 2018 alkavat ryhmät](coursename)\n- Where is [KKENKTM](course)\n- Where is [Kuvataidekasvatus / Luennot - 2.vsk](coursename)\n- Where is [ENGP2](course)\n- Where is [Äkilliset traumaattiset kriisit ja niiden käsittely](coursename)\n- Where is [KKES3](course)\n- Where is [EI toteutusta 2018-19 Advanced immunology](coursename)\n- Where is [FILP1B](course)\n- Where is [Trends in Global Politics (BOOK EXAM POLKVS31)](coursename)\n- Where is [KASLOM7](course)\n- Where is [Pro gradu -seminaari ja -tutkielma](coursename)\n- Where is [KASLOM5](course)\n- Where is [Maailmanloppu nyt. Ja ennen.](coursename)\n- Where is [KATLITO4](course)\n- Where is [Media Landscape in Russia: Regional Perspective](coursename)\n- Where is [KASVAR11](course)\n- Where is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 11.-12.4.2019](coursename)\n- Where is [MTTMA1B](course)\n- Where is [Kielitieto ja -taito - Käännös-, rakenne- ja sanastoharjoitukset II Sprachwissen und Sprachfertigkeiten: Kontrastive Text- und Wortschatzübungen](coursename)\n- Where is [POHA1](course)\n- Where is [Asiakirjatiedon organisointi- ja kuvailumenetelmät](coursename)\n- Where is [KATJOS31](course)\n- Where is [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename)\n- Where is [KASSG](course)\n- Where is [Multidisciplinary Games and Internet Research](coursename)\n- Where is [SUOV4](course)\n- Where is [Yhteiskunnallinen muutos](coursename)\n- Where is [KATTAA40](course)\n- Where is [Poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- Where is course [TERKANA2](course)\n- Where is course [Qualitative Approach](coursename)\n- Where is course [TEE2](course)\n- Where is course [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- Where is course [KASSM2](course)\n- Where is course [Tieteellinen kirjoittaminen](coursename)\n- Where is course [YKT06.2](course)\n- Where is course [Liberalismi ja demokratia](coursename)\n- Where is course [KASSM2](course)\n- Where is course [Kandidaattiseminaari (Aatsinki)](coursename)\n- Where is course [SOS06.4](course)\n- Where is course [Yrityksen oikeudellinen riskienhallinta](coursename)\n- Where is course [PEDAYOP3](course)\n- Where is course [Kehittyminen johtajaksi terveydenhuollossa](coursename)\n- Where is course [ENGS4](course)\n- Where is course [International Business Law](coursename)\n- Where is course [ENGP4](course)\n- Where is course [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, slk18](coursename)\n- Where is course [SOSM1](course)\n- Where is course [Suomen turvallisuuspolitiikan historia ja tulevaisuus -luentosarja](coursename)\n- Where is course [POLKAA99](course)\n- Where is course [Sosiaalityön toimintaympäristöt (kirjatentti)](coursename)\n- Where is course [DPCMTJ3](course)\n- Where is course [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.2.2019](coursename)\n- Where is course [JOUJOVTS](course)\n- Where is course [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi)](coursename)\n- Where is course [IGS006](course)\n- Where is course [Makrotalousteorian jatkokurssi I](coursename)\n- Where is course [KASP3](course)\n- Where is course [Vastuullisen liiketoiminnan case-kurssi](coursename)\n- Where is course [KASLOH3](course)\n- Where is course [Vauvasta vaariin. Ikä feministisessä tutkimuksessa](coursename)\n- Where is course [LOGA3](course)\n- Where is course [Soveltava projekti - projekti](coursename)\n- Where is course [HIST01](course)\n- Where is course [Latinalaisen Amerikan historia ja kirjallisuus - Historia y literatura de Latinoamérica](coursename)\n- Where is course [KIRA2](course)\n- Where is course [Äkilliset traumaattiset kriisit ja niiden käsittely](coursename)\n- Where is course [MTTS1](course)\n- Where is course [Lähtötasokoe](coursename)\n- Where is course [KASP2](course)\n- Where is course [Terve ja turvallinen kouluyhteisö](coursename)\n- Where is course [ITIP2](course)\n- Where is course [Research in Practice](coursename)\n- Where is course [LTLY16](course)\n- Where is course [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy](coursename)\n- Where is course [KATVAA13](course)\n- Where is course [Kirjoitusviestintä / COMS](coursename)\n- Where is course [KASA10](course)\n- Where is course [Basics II: Intermediate Czech I](coursename)\n- Where is course [MTTTS12](course)\n- Where is course [Kokemuksen historia: tavoitteet ja menetelmät](coursename)\n- Where is course [HALKAS99](course)\n- Where is course [Kansainvälisen politiikan teoria ja menetelmät (luentokurssi)](coursename)\n- Where is course [MTTTY1](course)\n- Where is course [Stem Cells Laboratory Course](coursename)\n- Where is course [HALVAL1](course)\n- Where is course [Methods of Variationist Linguistics](coursename)\n- Where is course [KKENKTMO](course)\n- Where is course [Tutkimusetiikka](coursename)\n- Where is class [LTLY214](course)\n- Where is class [Dimensionality Reduction and Visualization](coursename)\n- Where is class [ITIS12](course)\n- Where is class [Political Ideologies (book exam)](coursename)\n- Where is class [KASTUTVA](course)\n- Where is class [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](coursename)\n- Where is class [KKSUBMT](course)\n- Where is class [Terveys, tieto, asiantuntijuus](coursename)\n- Where is class [TIEA1](course)\n- Where is class [Moniammatilliset johtamisopinnot](coursename)\n- Where is class [KASLOK1](course)\n- Where is class [Fonetiikan tilastomenetelmät](coursename)\n- Where is class [COSOPON4](course)\n- Where is class [Orientoivat opinnot ja HOPS](coursename)\n- Where is class [PSYP5](course)\n- Where is class [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename)\n- Where is class [MTTMP4](course)\n- Where is class [Espanja III](coursename)\n- Where is class [KASA13](course)\n- Where is class [Käsitteellinen mallintaminen I](coursename)\n- Where is class [FILA1](course)\n- Where is class [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](coursename)\n- Where is class [VENP4](course)\n- Where is class [Valinnainen jakso: Radioprojekti (kevät)](coursename)\n- Where is class [TIETS07](course)\n- Where is class [Vaikuttaminen ja argumentointi](coursename)\n- Where is class [KATYVS27](course)\n- Where is class [Demola-projektityö I](coursename)\n- Where is class [KKKI2](course)\n- Where is class [Organisaatioiden kehittäminen ja konsultointi](coursename)\n- Where is class [PEDA1](course)\n- Where is class [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- Where is class [TAYJ041](course)\n- Where is class [Intercultural Communication](coursename)\n- Where is class [KASLOM5](course)\n- Where is class [Tragedy of the Commons? Problems and Solutions](coursename)\n- Where is class [HALJUA99](course)\n- Where is class [Soveltava projekti - projekti](coursename)\n- Where is class [TERKAN12](course)\n- Where is class [Tietotekniikka ja yhteiskunta](coursename)\n- Where is class [BTK1053](course)\n- Where is class [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](coursename)\n- Where is class [RANAV3](course)\n- Where is class [Tilastotieteen matriisilaskenta ja laskennalliset menetelmät](coursename)\n- Where is class [KAMYVS99](course)\n- Where is class [Foreign Policy and Diplomacy (book exam/essay)](coursename)\n- Where is class [KATJOA13](course)\n- Where is class [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä - Luennot (slk) TAI kirjallisuus (slk ja klk)](coursename)\n- Where is class [ITIA03](course)\n- Where is class [Gender in Society](coursename)\n- Where is class [KATTAA35](course)\n- Where is class [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](coursename)\n- Where is class [VENS13](course)\n- Where is class [Basics I: Basics of Czech language II](coursename)\n- Where is class [KKSAVAL2](course)\n- Where is class [Kandidaattiseminaari ja -tutkielma (hallintotiede), syksy](coursename)\n- Where is class [LUOYY003](course)\n- Where is class [Taloustieteen matematiikka I](coursename)\n- Where is class [HALKOS23](course)\n- Where is class [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- Where is lecture [HTIS80](course)\n- Where is lecture [Sosiologia (verkkokurssi)](coursename)\n- Where is lecture [STYS1B2](course)\n- Where is lecture [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](coursename)\n- Where is lecture [KASVAR11](course)\n- Where is lecture [Kilpailuoikeus](coursename)\n- Where is lecture [TRMU2](course)\n- Where is lecture [Asiantuntijan puheviestintä ja vuorovaikutus, 1.-2. periodi / VIESTINTÄROHKEUDEN RYHMÄ](coursename)\n- Where is lecture [KASA7](course)\n- Where is lecture [Systemaattinen tiedonhaku hoitotieteessä](coursename)\n- Where is lecture [KATVRP11](course)\n- Where is lecture [Mediated Learning Experinces in Multicultural Settings](coursename)\n- Where is lecture [HISA2](course)\n- Where is lecture [Quantitative Approach](coursename)\n- Where is lecture [KKKI1](course)\n- Where is lecture [Orientation - Orientation to studying in the Degree Programme](coursename)\n- Where is lecture [KKVEPRE1](course)\n- Where is lecture [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](coursename)\n- Where is lecture [TIEP1](course)\n- Where is lecture [Inclusiveness in Local Innovation Environments](coursename)\n- Where is lecture [MTTTA13](course)\n- Where is lecture [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](coursename)\n- Where is lecture [KKENLL](course)\n- Where is lecture [Kandidaattiseminaari (Vuolanto)](coursename)\n- Where is lecture [TIEA5](course)\n- Where is lecture [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- Where is lecture [FILAK](course)\n- Where is lecture [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](coursename)\n- Where is lecture [MOLI](course)\n- Where is lecture [New Forms of Violence, Change in Security Paradigm (book exam/essay)](coursename)\n- Where is lecture [MTTY4](course)\n- Where is lecture [Kielioppi I](coursename)\n- Where is lecture [TERKANP6](course)\n- Where is lecture [Media and Cultural Industries](coursename)\n- Where is lecture [KASA6](course)\n- Where is lecture [Markkinoinnin kannattavuus ja taloudellisuus](coursename)\n- Where is lecture [SOS6.3.1](course)\n- Where is lecture [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename)\n- Where is lecture [SOS4.4](course)\n- Where is lecture [Vuorovaikutuksen perusteet - verkkokurssina II](coursename)\n- Where is lecture [SUOA8](course)\n- Where is lecture [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](coursename)\n- Where is lecture [POHA12](course)\n- Where is lecture [Tekoäly ja vakuutustoiminta](coursename)\n- Where is lecture [JOUJOVTS/JMMETU](course)\n- Where is lecture [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](coursename)\n- Where is lecture [TIEA1](course)\n- Where is lecture [Käännös suomi-espanja I/Traducción finés-español I](coursename)\n- Where is lecture [PSYS16](course)\n- Where is lecture [Structure of English II - Grammar II](coursename)\n- Where is lecture [KASLTT](course)\n- Where is lecture [Business, Society and Nature (Lectures)](coursename)\n- Where is lecture [HALJTA13](course)\n- Where is lecture [Kunnallisoikeuden syventävä jakso](coursename)\n- Where is lecture [HISA2](course)\n- Where is lecture [Parametric and Non-Parametric Statistics](coursename)\n- Where is lecture [HALJUA64](course)\n- Where is lecture [Ohjelmistotuotannon käytännöt](coursename)\n- Where is lecture [HALYHT](course)\n- Where is lecture [Tutkielmapiiri: sota-ajan kirjeenvaihdon lingvistinen tutkimus](coursename)\n- Where is the classroom [MEDU06](course)\n- Where is the classroom [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](coursename)\n- Where is the classroom [KATLITO8](course)\n- Where is the classroom [Peace, Security and International Institutions (book exam/essay)](coursename)\n- Where is the classroom [KASVAR5](course)\n- Where is the classroom [Nuorisotyö ja nuorisotutkimus (verkkokurssi)](coursename)\n- Where is the classroom [KKSUTTK](course)\n- Where is the classroom [Tieteellinen kommunikaatio ja bibliometriikka](coursename)\n- Where is the classroom [KATTAS90](course)\n- Where is the classroom [Finnish Elementary Course 4](coursename)\n- Where is the classroom [ITIP4](course)\n- Where is the classroom [Kirjallinen viestintä II / Schriftliche Kommunikation II](coursename)\n- Where is the classroom [KKSUYP](course)\n- Where is the classroom [Suullinen viestintä I/Muntlig kommunikation I](coursename)\n- Where is the classroom [KKSAVAL3](course)\n- Where is the classroom [Cell Technology](coursename)\n- Where is the classroom [KKSAVAL3](course)\n- Where is the classroom [Finnish Society and Culture (autumn)](coursename)\n- Where is the classroom [KASVAR1](course)\n- Where is the classroom [Kognitiivinen neurotiede I (avoin yliopisto)](coursename)\n- Where is the classroom [KASLOM6](course)\n- Where is the classroom [Tutkimustyön perusteet - b) Tutkimusmenetelmät](coursename)\n- Where is the classroom [SOSM5.1](course)\n- Where is the classroom [Tilastotieteen matriisilaskenta ja laskennalliset menetelmät](coursename)\n- Where is the classroom [SAKA3](course)\n- Where is the classroom [Orientation and Study Planning](coursename)\n- Where is the classroom [TIEP3](course)\n- Where is the classroom [Sosiaalipsykologinen ajattelu II](coursename)\n- Where is the classroom [KIRS4](course)\n- Where is the classroom [Käännösviestintä I - Käännösviestintä I englanti-suomi](coursename)\n- Where is the classroom [KKRUYHT](course)\n- Where is the classroom [Liike-elämän ruotsia I / näyttökoe (AHOT)](coursename)\n- Where is the classroom [ITIY3](course)\n- Where is the classroom [Ohjelmoinnin tekniikka C++](coursename)\n- Where is the classroom [KATVAS31](course)\n- Where is the classroom [Sukupuolentutkimus](coursename)\n- Where is the classroom [TEATP3](course)\n- Where is the classroom [Pro gradu -seminaari ja -tutkielma (hallintotiede) - Seminaari](coursename)\n- Where is the classroom [MVKS38](course)\n- Where is the classroom [Thesis seminar](coursename)\n- Where is the classroom [KKRUYHT](course)\n- Where is the classroom [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- Where is the classroom [ESPFA6](course)\n- Where is the classroom [Testimenetelmien perusteet ja ammattietiikka](coursename)\n- Where is the classroom [MTTMA5](course)\n- Where is the classroom [Sosiaalipsykologinen ajattelu II](coursename)\n- Where is the classroom [ITIA5](course)\n- Where is the classroom [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](coursename)\n- Where is the classroom [TERHOO1](course)\n- Where is the classroom [Yksilöllisyys oppimisessa ja osallistumisessa](coursename)\n- Where is the classroom [BIO2085](course)\n- Where is the classroom [Puolueet ja vaalit (kirjatentti/essee)](coursename)\n- Where is the classroom [TIETS31](course)\n- Where is the classroom [Filosofian työpaja](coursename)\n- Where is the classroom [HALJTA14](course)\n- Where is the classroom [Käännösviestintä suomi-ruotsi/Översättning finska-svenska](coursename)\n- Where is the classroom [KATLAA13](course)\n- Where is the classroom [Media maailmassa - verkkokurssi](coursename)\n- Where is the classroom [PSYS3](course)\n- Where is the classroom [Global Humanitarianism and its Critics (POMLFCS3)](coursename)\n- Where can I find [SAKA1](course)\n- Where can I find [Contemporary Peace and Conflict Studies](coursename)\n- Where can I find [SOSM5.1](course)\n- Where can I find [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](coursename)\n- Where can I find [KASVAR8](course)\n- Where can I find [Kunnallistalouden kirjanpito -](coursename)\n- Where can I find [KASMAT1](course)\n- Where can I find [Special Issues in Games and Internet Cultures](coursename)\n- Where can I find [HISOKV1](course)\n- Where can I find [Johtamisen ja organisaatioiden perusteet](coursename)\n- Where can I find [KKVE4](course)\n- Where can I find [Jatko-opintoja](coursename)\n- Where can I find [MTTS1](course)\n- Where can I find [Opetus, ohjaus, oppiminen, monimuoto-opeus](coursename)\n- Where can I find [KKES5](course)\n- Where can I find [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](coursename)\n- Where can I find [KATLITO8](course)\n- Where can I find [Social Constructionism](coursename)\n- Where can I find [POLPOP05](course)\n- Where can I find [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](coursename)\n- Where can I find [POLVOA31/32/S26](course)\n- Where can I find [Rahoitusekonometria](coursename)\n- Where can I find [KASVAR11](course)\n- Where can I find [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](coursename)\n- Where can I find [YKYYHT4B](course)\n- Where can I find [Innovation Project (2018-I)](coursename)\n- Where can I find [SOCYKV2](course)\n- Where can I find [Tutkimustyön perusteet (kevät, optio ryhmälle)](coursename)\n- Where can I find [LOGM1](course)\n- Where can I find [Liikunta - Liikuntapedagogiikan perusteet - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Where can I find [SOS6.2.3](course)\n- Where can I find [Kielioppi I (venäjänkieliset opiskelijat)](coursename)\n- Where can I find [YKYYHT1](course)\n- Where can I find [Kandidaatin tutkielma ja seminaari (hoitotiede)](coursename)\n- Where can I find [POLVOS21](course)\n- Where can I find [European Public Law](coursename)\n- Where can I find [STYA9](course)\n- Where can I find [Sisäinen valvonta ja sisäinen tarkastus](coursename)\n- Where can I find [KATYVA33](course)\n- Where can I find [Approaches and Tools for Conflict Analysis and Peace Mediation](coursename)\n- Where can I find [KKENVAL4](course)\n- Where can I find [Kohti matematiikan opettajuutta 2 (TTY)](coursename)\n- Where can I find [KASLOM6](course)\n- Where can I find [Korkeakoulujen rahoitus ja talous - Harjoitustyö](coursename)\n- Where can I find [TRMU1](course)\n- Where can I find [Kuvanprosessointi / Digital Image Processing](coursename)\n- Where can I find [ITIS61](course)\n- Where can I find [Methods of Variationist Linguistics](coursename)\n- Where can I find [PEDAYOP3](course)\n- Where can I find [Academic Presentations](coursename)\n- Where can I find [VENA10](course)\n- Where can I find [Filosofian historia](coursename)\n- Where can I find [KKRUKTK](course)\n- Where can I find [Organisaatioteoria](coursename)\n- Where can I find [SUOA1](course)\n- Where can I find [Kielioppi II/Språkets strukturer II](coursename)\n- Where can I find [TIETA15](course)\n- Where can I find [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename)\n- Where can I find [LÄÄKA460](course)\n- Where can I find [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](coursename)\n- How to get to [KATLAS17](course)\n- How to get to [Tietohallinnon johtaminen](coursename)\n- How to get to [JOVP5](course)\n- How to get to [Conflicts over the Use of Natural Resources and the Environment](coursename)\n- How to get to [KKSULL](course)\n- How to get to [Syventävä ammatillinen asiantuntijuus - Johdanto kehittämistyöhön -luentoseminaari, Pori](coursename)\n- How to get to [RANA5](course)\n- How to get to [KEB-21101 Mikrobiologia](coursename)\n- How to get to [LUOYY003](course)\n- How to get to [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename)\n- How to get to [ITIP1](course)\n- How to get to [Basics I: Basics of Czech language II](coursename)\n- How to get to [HISJATKO](course)\n- How to get to [Journalismin tulevaisuus, harjoittelun kielikritiikki](coursename)\n- How to get to [HISA2](course)\n- How to get to [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja luokanopettajaopiskelijat](coursename)\n- How to get to [HALJTS08](course)\n- How to get to [Finnish Education System - Seminar](coursename)\n- How to get to [DPCMTJT3](course)\n- How to get to [Draama - 2 vsk opinnot ja 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat (pienryhmäopetus)](coursename)\n- How to get to [PSYS14](course)\n- How to get to [Pankkioikeus](coursename)\n- How to get to [POLKVS21](course)\n- How to get to [Lapsuuden antropologia ja transnationaali lapsuus](coursename)\n- How to get to [BTK1013](course)\n- How to get to [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (yhteiset seminaarit)](coursename)\n- How to get to [FILA9](course)\n- How to get to [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](coursename)\n- How to get to [DPJKK20](course)\n- How to get to [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename)\n- How to get to [STYP1A](course)\n- How to get to [Erot, jaot ja niiden rakentuminen, kirjatentti](coursename)\n- How to get to [PSYS4](course)\n- How to get to [Julkaisun visuaalisuus: Taitto](coursename)\n- How to get to [ENGA6](course)\n- How to get to [International Political Economy](coursename)\n- How to get to [ESPFP2](course)\n- How to get to [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](coursename)\n- How to get to [KKSUKTK](course)\n- How to get to [Bachelor's Thesis Seminar - seminar in English](coursename)\n- How to get to [DPIS1](course)\n- How to get to [Liikunta pedagogisena ilmiönä - B Liikunnan vaihtevat ympäristöt](coursename)\n- How to get to [KASA9](course)\n- How to get to [Ranska eilen, tänään ja huomenna](coursename)\n- How to get to [KKENVAL7](course)\n- How to get to [Inclusive Education](coursename)\n- How to get to [KASLOM6](course)\n- How to get to [Terveystiedon sisällöt (sähköinen tentti)](coursename)\n- How to get to [ENGA6](course)\n- How to get to [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](coursename)\n- How to get to [ESPFA6](course)\n- How to get to [Yksilön työhyvinvointi](coursename)\n- How to get to [KASVART3](course)\n- How to get to [Kiina II](coursename)\n- How to get to [JOVKA4](course)\n- How to get to [Arvonlisäverotuksen syventävä opintojakso](coursename)\n- How to get to [PSYA1](course)\n- How to get to [Tiedonhaun kieliteknologia](coursename)\n- How to get to [MVKS11](course)\n- How to get to [Advanced Microscopy](coursename)\n- Where [HISA2](course)\n- Where [TUTU4 Tulevaisuudentutkimuksen tieteellinen perusta](coursename)\n- Where [HISS2](course)\n- Where [Kielikonsultointia käytännössä](coursename)\n- Where [JOUJOVTS](course)\n- Where [Henkilöstöjohtaminen](coursename)\n- Where [KKRUYHT](course)\n- Where [Kirjallinen ja suullinen viestintä II: suullinen viestintä](coursename)\n- Where [FONEA4](course)\n- Where [Olio-ohjelmoinnin perusteet](coursename)\n- Where [DPHSS204](course)\n- Where [Academic Writing](coursename)\n- Where [POLVOA51](course)\n- Where [Kandidaattiseminaari ja -tutkielma (hallintotiede), kevät -](coursename)\n- Where [TIEP4](course)\n- Where [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](coursename)\n- Where [GTS1](course)\n- Where [Introduction to Bayesian Analysis 2](coursename)\n- Where [BTK1062](course)\n- Where [Käännös suomi-espanja I/Traducción finés-español I](coursename)\n- Where [DPCMTJ2](course)\n- Where [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename)\n- Where [SOS6.3.3](course)\n- Where [Kirjallinen ja suullinen viestintä II: suullinen viestintä](coursename)\n- Where [VENS3](course)\n- Where [Ranska III](coursename)\n- Where [JOVA6/JMMETUS](course)\n- Where [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](coursename)\n- Where [POLKVA41](course)\n- Where [Matemaattiset aineet - Koulugeometria - 2 vsk](coursename)\n- Where [PSYP3](course)\n- Where [Improving the quality and safety of health care through outcomes research](coursename)\n- Where [KKSUPRO](course)\n- Where [Saksan kielen valmentava kurssi - kielioppi- ja sanastokertausta](coursename)\n- Where [KASP2](course)\n- Where [Internationalisation in Education - (Tampere Summer School 2018)](coursename)\n- Where [TERKAN18](course)\n- Where [Esimiestyö (syksy 2018)](coursename)\n- Where [HALHAS21](course)\n- Where [The Coeliac Disease Journal Club](coursename)\n- Where [YKTT10.2](course)\n- Where [Työpaja (matematiikan perustaitotesti)](coursename)\n- Where [TIETA18](course)\n- Where [Talousviestintä / Wirtschaftskommunikation](coursename)\n- Where [KKENPRE1](course)\n- Where [Variety in Present-day English](coursename)\n- Where [MTTY1](course)\n- Where [Dramaturgia: Musikaalin dramaturgia](coursename)\n- Where [POLVOA22](course)\n- Where [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](coursename)\n- Where [HALJUA44](course)\n- Where [Personal Study Planning](coursename)\n- Where [KASVAR6](course)\n- Where [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename)\n- Where [KASP2](course)\n- Where [Kielen käyttö I](coursename)\n- Where [KKSU4](course)\n- Where [Biokemian menetelmät](coursename)\n- Where [TERA3](course)\n- Where [Orientaatio yhteiskuntatutkimuksen opintoihin](coursename)\n- Location [GTS2](course)\n- Location [Työterveyden tohtorikoulutusseminaari](coursename)\n- Location [TERVAL4](course)\n- Location [MED Research Day](coursename)\n- Location [TAYJ035](course)\n- Location [Harjoittelu / Varhaiskasvatus](coursename)\n- Location [KKENYHT](course)\n- Location [Mitä oikeudenmukaisuus on?](coursename)\n- Location [KKENLL](course)\n- Location [Eheyttävä temaattinen loppuprojekti - projekti/käytännön työ ja portfolio](coursename)\n- Location [KKRAVAL1](course)\n- Location [Europe in transition](coursename)\n- Location [TERKANP6](course)\n- Location [Viestinnän ja median tutkimussuuntauksia](coursename)\n- Location [SOS6.1.1](course)\n- Location [Monimuuttujamenetelmien perusteet](coursename)\n- Location [KASP1](course)\n- Location [Liikekirjanpito ja tilinpäätös](coursename)\n- Location [KASVAR5](course)\n- Location [Esimiestyö (syksy 2018)](coursename)\n- Location [POLPOP05](course)\n- Location [Terveystieteiden laadulliset tutkimusmenetelmät (hoitotieteen opiskelijat), Seinäjoki](coursename)\n- Location [COSOPON1](course)\n- Location [Advanced Course in Microeconomics II](coursename)\n- Location [KATJOA12](course)\n- Location [Julkiset rahoitusjärjestelmät](coursename)\n- Location [DPIS1](course)\n- Location [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](coursename)\n- Location [LTLY16](course)\n- Location [Kaupungistuva maailma: Kaupungit ja kaupunkilaisuus 1800-luvulta nykypäivään](coursename)\n- Location [KKRUKTMO](course)\n- Location [Kielioppi I / Grammatik I](coursename)\n- Location [KKSA3](course)\n- Location [Johtamisviestintä](coursename)\n- Location [TIETS26](course)\n- Location [Managing Research Information](coursename)\n- Location [KASP1-2, KASP5](course)\n- Location [Feministinen teoria ja metodologia](coursename)\n- Location [KASS2](course)\n- Location [Kvantitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename)\n- Location [SOS10.6](course)\n- Location [Study Skills - Basics of Information Literacy](coursename)\n- Location [KASSG](course)\n- Location [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename)\n- Location [SOS6.2.4](course)\n- Location [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](coursename)\n- Location [HALJTS99](course)\n- Location [Kansainväliset suhteet ja ilmaston muutoksen hallinta](coursename)\n- Location [YKYYHT3](course)\n- Location [Persoonallisuuspsykologia I](coursename)\n- Location [KASP3](course)\n- Location [Kuvataiteen vaihtuvateemainen opintojakso/Elokuva mediakasvatuksen välineenä](coursename)\n- Location [MEDU02](course)\n- Location [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](coursename)\n- Location [TIETA18](course)\n- Location [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](coursename)\n- Location [MEJOS15](course)\n- Location [Ohjatut asiakastyöt](coursename)\n- Location [MTTY3](course)\n- Location [Venäjä III](coursename)\n- Find [PSYP0](course)\n- Find [Orientaatio sosiaalityön opintoihin](coursename)\n- Find [KASELOHA](course)\n- Find [Teaching, Pedagogical Facilitating, Learning](coursename)\n- Find [KKES3](course)\n- Find [Public Financial Management and Evolving Administrative Structures](coursename)\n- Find [KASP2](course)\n- Find [Romanian kielen alkeet / Basic Course in Romanian](coursename)\n- Find [MTTY4](course)\n- Find [Media, Information and Democracy](coursename)\n- Find [HISA2](course)\n- Find [Ympäristön ja alueiden poliittisuus (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- Find [POLKVS33](course)\n- Find [Tietohallinnon johtaminen](coursename)\n- Find [VENA11](course)\n- Find [Children, young people, politics and participation](coursename)\n- Find [KKSUPRO](course)\n- Find [Väittelijän puheviestintä](coursename)\n- Find [KKIN5](course)\n- Find [Gene Expression](coursename)\n- Find [PSYS6B](course)\n- Find [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- Find [HALHAS17](course)\n- Find [Liiketoiminnan analysoinnin ja kehittämisen case-kurssi](coursename)\n- Find [POLPOP05](course)\n- Find [Julkisoikeuden perusteet (järjestäjä TAMK)](coursename)\n- Find [GTS4](course)\n- Find [Sosiaalipsykologia (verkkokurssi)](coursename)\n- Find [KASVAR7](course)\n- Find [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Find [IGS006](course)\n- Find [Minustako asiantuntijamyynnin ammattilainen?](coursename)\n- Find [BTK4320](course)\n- Find [Managing e-commerce; Consumers and Community Perspective](coursename)\n- Find [ITIA5](course)\n- Find [Organisation Theory and Analysis](coursename)\n- Find [KATLAA15](course)\n- Find [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename)\n- Find [KIRA4D](course)\n- Find [Introduction to Public Administration Research, Reforms and Trends](coursename)\n- Find [KKENPRE1](course)\n- Find [Puheen ja äänen harjoitusmenetelmät](coursename)\n- Find [KATTAS31](course)\n- Find [Advanced Microscopy](coursename)\n- Find [LTLY01](course)\n- Find [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](coursename)\n- Find [KKRUBMT](course)\n- Find [Sukukieli: norska](coursename)\n- Find [JOVY3](course)\n- Find [Viestintä ammatillisissa ja läheisissä vuorovaikutussuhteissa](coursename)\n- Find [KASA12](course)\n- Find [Kansanterveystieteen johdantojakso](coursename)\n- Find [VENA10](course)\n- Find [Biological data analysis with R](coursename)\n- Find [HALJUA63](course)\n- Find [Tieteenfilosofiaa kasvatustieteen näkökulmasta](coursename)\n- Find [TERTIETO5](course)\n- Find [Sanastotyö](coursename)\n- Find [JKKYTVA12](course)\n- Find [Matematiikan ja tilastotieteen työpajat](coursename)\n- How to find [POHP2](course)\n- How to find [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](coursename)\n- How to find [JOVA15](course)\n- How to find [Finnish Society and Culture (autumn)](coursename)\n- How to find [DPJKK20](course)\n- How to find [Valinnainen jakso: Radioprojekti (syksy)](coursename)\n- How to find [BTK0030](course)\n- How to find [Tuutorvastaavana toimiminen / Being a tutor in charge](coursename)\n- How to find [KKENVAL4](course)\n- How to find [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](coursename)\n- How to find [TIEA3](course)\n- How to find [Johdon laskentatoimen perusteet (avoin yliopisto-opetus)](coursename)\n- How to find [TIEA4](course)\n- How to find [Kilpailuoikeuden syventävä opintojakso - kirjatentti](coursename)\n- How to find [KKES2](course)\n- How to find [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](coursename)\n- How to find [ITIA11](course)\n- How to find [Markkinoinnin kannattavuus ja taloudellisuus](coursename)\n- How to find [KATTAS22A](course)\n- How to find [Minuus, identiteetti ja sosiaalinen konteksti](coursename)\n- How to find [SAKP0](course)\n- How to find [Teoria- ja metodiopinnot](coursename)\n- How to find [KATVRA00](course)\n- How to find [Kääntämisen ja tulkkauksen teoria ja käytäntö - Käännösteoria](coursename)\n- How to find [POLKVA21](course)\n- How to find [Kandidaattiseminaari (JATKAVA, Vahtikari)](coursename)\n- How to find [VENS4](course)\n- How to find [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- How to find [KIRP5](course)\n- How to find [Käännösteknologian harjoituskurssi](coursename)\n- How to find [YKYYHT1](course)\n- How to find [Orientoivat opinnot - Tiedonhankintataidot](coursename)\n- How to find [DPHSFC07](course)\n- How to find [Visuaalisen kulttuurin syventymiskohde - Seminaari](coursename)\n- How to find [DPJKKPS](course)\n- How to find [Studies of expansive learning: Foundations, findings and challenges](coursename)\n- How to find [POLVOA51/S10/24](course)\n- How to find [Making sense of globalization - Theorizing beyond the nation-state - seminar](coursename)\n- How to find [KKSAVAL1](course)\n- How to find [Comparative Education - book exam](coursename)\n- How to find [ENGP3](course)\n- How to find [Making sense of globalization - Theorizing beyond the nation-state - seminar](coursename)\n- How to find [HISA4](course)\n- How to find [Kestävän kehityksen käytäntöjä](coursename)\n- How to find [PEACE1](course)\n- How to find [Biostatistics](coursename)\n- How to find [HALDIGI01](course)\n- How to find [Tampereen puhekieli](coursename)\n- How to find [LTLY213](course)\n- How to find [Yksilö, yhteiskunta ja kulttuuri - evankelisluterilaiset uskonnon ja elämänkatsomustiedon harjoitusryhmät - 2. vsk](coursename)\n- How to find [TERA2](course)\n- How to find [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](coursename)\n- How to find [KASA1.3](course)\n- How to find [Pro gradu -seminaari ja -tutkielma (hallintotiede) - Seminaari](coursename)\n- How to find [KASMULTI4](course)\n- How to find [Työ- ja organisaatiopsykologia I](coursename)\n- How to find [TAYJ042](course)\n- How to find [ABC of Scientific Communication](coursename)\n- How to find [MOLI](course)\n- How to find [EU:n ulkosuhteiden erityiskysymykset: turvallisuus, talous ja arvot (kirjatentti/essee)](coursename)\n- How can I find [PSYA9](course)\n- How can I find [Tiede, tutkimus, kirjoittaminen (verkkokurssi)](coursename)\n- How can I find [KKSU1](course)\n- How can I find [Symbols that move us - popular culture/deep culture](coursename)\n- How can I find [HALJUA99](course)\n- How can I find [Pro gradu -seminaari ja -tutkielma](coursename)\n- How can I find [PGHINT](course)\n- How can I find [TUTU4 Tulevaisuudentutkimuksen tieteellinen perusta](coursename)\n- How can I find [POLKVS21](course)\n- How can I find [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename)\n- How can I find [KKVE1](course)\n- How can I find [Keskustelunanalyysi (verkkokurssi), syksy 2018](coursename)\n- How can I find [KATYVA99](course)\n- How can I find [Kaupunkien maankäytön pelikenttä](coursename)\n- How can I find [KASA11](course)\n- How can I find [Sopimusoikeus](coursename)\n- How can I find [TERY4](course)\n- How can I find [Lähtötasokoe](coursename)\n- How can I find [BTK2060](course)\n- How can I find [Master's Thesis Seminar / Internet and Game Studies](coursename)\n- How can I find [KKVE1](course)\n- How can I find [Kielioppi I / Grammatik I](coursename)\n- How can I find [KATLAA13](course)\n- How can I find [Arvonlisäverotus](coursename)\n- How can I find [KKSUYP](course)\n- How can I find [Molekyylibiologian työt](coursename)\n- How can I find [LOGP2](course)\n- How can I find [Kieli ja kielentäminen - 2 vsk (pienryhmät)](coursename)\n- How can I find [MTTMP1A](course)\n- How can I find [Dimensionality Reduction and Visualization](coursename)\n- How can I find [PEDA3](course)\n- How can I find [Työn taloustiede](coursename)\n- How can I find [JKKYORP1](course)\n- How can I find [Antiikintutkimuksen lähteet ja menetelmät](coursename)\n- How can I find [KKKI4](course)\n- How can I find [Identity and Lifecourse - Lectures, reading groups and essay](coursename)\n- How can I find [TIETS19](course)\n- How can I find [Pedagoginen kehittäminen ja johtajuus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- How can I find [STYS1B1](course)\n- How can I find [Tekoäly ja vakuutustoiminta](coursename)\n- How can I find [LUOYA200](course)\n- How can I find [Kandidaatin tutkielma ja seminaari (syksy)](coursename)\n- How can I find [HALJUS14](course)\n- How can I find [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](coursename)\n- How can I find [TAYJ041](course)\n- How can I find [KEB-62100 Orgaaninen kemia](coursename)\n- How can I find [POLKVS21](course)\n- How can I find [Software Project Management, Theory](coursename)\n- How can I find [JOVMS2A](course)\n- How can I find [Käännöstieteellinen tutkimus ja metodit](coursename)\n- How can I find [TERKAN1](course)\n- How can I find [Terveyden ja mielenterveyden psykologia I](coursename)\n- How can I find [ITIS61](course)\n- How can I find [Sosiaalityön historia ja tutkimus (kirjatentti)](coursename)\n- How can I find [KKRUPRE2](course)\n- How can I find [Dialogue: Constructive Talk at Work](coursename)\n- How can I find [LUOYY023](course)\n- How can I find [Viestinnän ja median tutkimus](coursename)\n- How can I find [RANA2](course)\n- How can I find [Old and New Classics of Political Theory (book exam/essay)](coursename)\n- Which classroom is [SOS10.1.4](course)\n- Which classroom is [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](coursename)\n- Which classroom is [HTIS85](course)\n- Which classroom is [Graduseminaari, alkava (Niemi)](coursename)\n- Which classroom is [KASA13](course)\n- Which classroom is [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- Which classroom is [KASLOH3](course)\n- Which classroom is [Valinnainen jakso: Radioprojekti (syksy)](coursename)\n- Which classroom is [KATLITO2](course)\n- Which classroom is [Lineaarialgebra 1B](coursename)\n- Which classroom is [TERKANA5](course)\n- Which classroom is [Distributed Systems](coursename)\n- Which classroom is [SOSM5.1](course)\n- Which classroom is [Advanced English Business Communication](coursename)\n- Which classroom is [LTLY212](course)\n- Which classroom is [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Pori](coursename)\n- Which classroom is [HALJUS11](course)\n- Which classroom is [Introduction to Big Data Processing](coursename)\n- Which classroom is [TERY4](course)\n- Which classroom is [Julkisen talousjohtamisen klassikkoteokset (kirjallinen tentti)](coursename)\n- Which classroom is [ENGA9](course)\n- Which classroom is [Poliittiset ongelmat ja niiden muuttuvat kontekstit](coursename)\n- Which classroom is [TAYJ026](course)\n- Which classroom is [KEB-21101 Mikrobiologia](coursename)\n- Which classroom is [POLVOS21](course)\n- Which classroom is [Introduction to Pharmacology and Drug Modelling](coursename)\n- Which classroom is [KASLOM5](course)\n- Which classroom is [Tieteellinen kirjoittaminen (SOC)](coursename)\n- Which classroom is [ENGA1](course)\n- Which classroom is [Poliittiset aatteet ja ideologiat](coursename)\n- Which classroom is [SAKA8](course)\n- Which classroom is [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](coursename)\n- Which classroom is [KASVAR8](course)\n- Which classroom is [Kliininen neuropsykologia II](coursename)\n- Which classroom is [HISA4](course)\n- Which classroom is [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](coursename)\n- Which classroom is [ITIA03](course)\n- Which classroom is [Lähtötasokoe / Schwellentest](coursename)\n- Which classroom is [SUOS4](course)\n- Which classroom is [Game Theory/Advanced Course in Microeconomics](coursename)\n- Which classroom is [PSYP3](course)\n- Which classroom is [European Social Policy: Content and Actors](coursename)\n- Which classroom is [FILA9](course)\n- Which classroom is [Radiojournalismi](coursename)\n- Which classroom is [TAYJ032](course)\n- Which classroom is [Kielitaito ja kielitaidon arviointi](coursename)\n- Which classroom is [LOGA9](course)\n- Which classroom is [Tiede, tutkimus, kirjoittaminen (verkkokurssi)](coursename)\n- Which classroom is [KASLOE4.3](course)\n- Which classroom is [Saksa I](coursename)\n- Which classroom is [POLKVA32](course)\n- Which classroom is [Suomen turvallisuuspolitiikan historia ja tulevaisuus -luentosarja](coursename)\n- Which classroom is [SAKA5](course)\n- Which classroom is [Liberalismi ja demokratia](coursename)\n- Which classroom is [KKSA2](course)\n- Which classroom is [Research Methods in HTI](coursename)\n- Which classroom is [KIRS4](course)\n- Which classroom is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](coursename)\n- Which classroom is [HISJATKO](course)\n- Which classroom is [Tuutorivastaavana toimiminen](coursename)\n- What is the classroom for [HALJUA65](course)\n- What is the classroom for [Muutosjohtaminen sosiaalityössä - Sosnet verkkokurssi](coursename)\n- What is the classroom for [SUOA5/YKIEA1](course)\n- What is the classroom for [Tieteellinen kirjoittaminen / SOC (logopedia)](coursename)\n- What is the classroom for [KKENYHT](course)\n- What is the classroom for [Cultural Conversations](coursename)\n- What is the classroom for [PSYS16](course)\n- What is the classroom for [Eheyttävä musiikkikasvatus - Musiikkiteknologia](coursename)\n- What is the classroom for [TERHOIA3](course)\n- What is the classroom for [Arviointimenetelmät](coursename)\n- What is the classroom for [JOVAT1](course)\n- What is the classroom for [Historian tutkimusprosessi ja historiantutkijan etiikka](coursename)\n- What is the classroom for [KATYVA33](course)\n- What is the classroom for [Kieliopin harjoitukset](coursename)\n- What is the classroom for [KASLOE6.4](course)\n- What is the classroom for [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Kevät 2019](coursename)\n- What is the classroom for [KATYVA51](course)\n- What is the classroom for [Liikunnan projekti (5 op)](coursename)\n- What is the classroom for [PSYA8](course)\n- What is the classroom for [Graduseminaari / Harviainen](coursename)\n- What is the classroom for [TIETS40](course)\n- What is the classroom for [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](coursename)\n- What is the classroom for [RUST2/VENS13](course)\n- What is the classroom for [Euroopan unioni ja maailma](coursename)\n- What is the classroom for [BTK5557](course)\n- What is the classroom for [Valtio-opin maisteriseminaari](coursename)\n- What is the classroom for [JKKYTVA12](course)\n- What is the classroom for [Tilintarkastus II](coursename)\n- What is the classroom for [RANA2](course)\n- What is the classroom for [TUTU1 Tulevaisuusajattelu ja skenaariot](coursename)\n- What is the classroom for [KKENMP3](course)\n- What is the classroom for [Yhteisöviestintä kunta- ja aluejohtamisessa](coursename)\n- What is the classroom for [HALHAA15](course)\n- What is the classroom for [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](coursename)\n- What is the classroom for [KASLOE1.1](course)\n- What is the classroom for [Venäjän kulttuuri](coursename)\n- What is the classroom for [TIETS40](course)\n- What is the classroom for [Postgraduate seminar in Interactive Technology (Surakka)](coursename)\n- What is the classroom for [PEACE045](course)\n- What is the classroom for [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](coursename)\n- What is the classroom for [TERHOIA5](course)\n- What is the classroom for [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename)\n- What is the classroom for [KASP4](course)\n- What is the classroom for [Toimintatutkimus hyvinvointipalvelujen kehittämisessä](coursename)\n- What is the classroom for [KASLOM10](course)\n- What is the classroom for [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](coursename)\n- What is the classroom for [TIEA4](course)\n- What is the classroom for [Tieteellinen kommunikaatio ja bibliometriikka](coursename)\n- What is the classroom for [KKSU2](course)\n- What is the classroom for [Markkina- ja immateriaalioikeus](coursename)\n- What is the classroom for [KATTAS21B](course)\n- What is the classroom for [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename)\n- What is the classroom for [KATTV01](course)\n- What is the classroom for [Vanhuus ja gerontologinen sosiaalityö](coursename)\n- What is the classroom for [KKRUYHT](course)\n- What is the classroom for [Tietokantojen perusteet](coursename)\n- What is the classroom for [FONEP4](course)\n- What is the classroom for [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](coursename)\n- What is the classroom for [POLVOA31/32/S26](course)\n- What is the classroom for [Kuinka suurenmoisia ihmiset ovat olleet - sopeutumaan pohjoisiin luonnonolosuhteisiin!](coursename)\n- Which room is [KASLOE8.1](course)\n- Which room is [International tutoring / Kv-tuutorina toimiminen](coursename)\n- Which room is [KASA10](course)\n- Which room is [Tutkimuspraktikum](coursename)\n- Which room is [FILP5B](course)\n- Which room is [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename)\n- Which room is [LTLY16](course)\n- Which room is [Terveys, arki ja toimijuus, luennot](coursename)\n- Which room is [KKRUKTK](course)\n- Which room is [Struggles on Education](coursename)\n- Which room is [VENP5/VENK2](course)\n- Which room is [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- Which room is [HISS1A](course)\n- Which room is [Special Issues in Games and Internet Cultures](coursename)\n- Which room is [POLKVA22](course)\n- Which room is [Stem Cells Laboratory Course](coursename)\n- Which room is [KASERIT1](course)\n- Which room is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](coursename)\n- Which room is [HALYAS14](course)\n- Which room is [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename)\n- Which room is [KKRA2](course)\n- Which room is [Johdon laskentatoimi ja inhimillinen käyttäytyminen](coursename)\n- Which room is [HIST03](course)\n- Which room is [Introduction to Statistics (Tampere Summer School)](coursename)\n- Which room is [MVKS42V](course)\n- Which room is [Master's Thesis Seminar and Master's Thesis (2nd year students)](coursename)\n- Which room is [POLPOP04](course)\n- Which room is [Analyysi B](coursename)\n- Which room is [VIROP1](course)\n- Which room is [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename)\n- Which room is [LTLY229](course)\n- Which room is [Mental Health Research: Using the Knowledge and Adding to it](coursename)\n- Which room is [HISA4](course)\n- Which room is [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](coursename)\n- Which room is [POLKVA22](course)\n- Which room is [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](coursename)\n- Which room is [KATYVS11](course)\n- Which room is [Poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- Which room is [KASS1](course)\n- Which room is [Johdatus filosofiaan](coursename)\n- Which room is [KATJOA12](course)\n- Which room is [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari](coursename)\n- Which room is [LTLY214](course)\n- Which room is [Nationalismi ja poliittiset ideologiat](coursename)\n- Which room is [KASA13](course)\n- Which room is [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename)\n- Which room is [DPLS01](course)\n- Which room is [Käännöstieteellinen tutkimus ja metodit](coursename)\n- Which room is [HALYAA13](course)\n- Which room is [Geometria - Geometria](coursename)\n- Which room is [KASA9](course)\n- Which room is [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](coursename)\n- Which room is [KASMULTI6](course)\n- Which room is [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](coursename)\n- Which room is [KATJOS99](course)\n- Which room is [Perhe ja tunteet](coursename)\n- Which room is [TIEA3](course)\n- Which room is [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename)\n- Which room is [POLKVA44](course)\n- Which room is [Tiedon organisointi ja informaatioarkkitehtuuri](coursename)\n- I'd like to find [BTK0021](course)\n- I'd like to find [Saamelaisen kirjallisuuden intensiivikurssi](coursename)\n- I'd like to find [IGS006](course)\n- I'd like to find [Merkitys](coursename)\n- I'd like to find [KASA13](course)\n- I'd like to find [Perspectives in Educational Research](coursename)\n- I'd like to find [ITIA2](course)\n- I'd like to find [Tendances de la littérature française moderne/Ranskalaisen nykykirjallisuuden suuntauksia](coursename)\n- I'd like to find [LFCS01](course)\n- I'd like to find [Väitöskirja (tutkijaseminaarit)](coursename)\n- I'd like to find [ENGP3](course)\n- I'd like to find [Pohjoismaisten kielten lähtötasokoe](coursename)\n- I'd like to find [BTK4400](course)\n- I'd like to find [Kehityspsykologia I (avoin yliopisto)](coursename)\n- I'd like to find [SOS4.3](course)\n- I'd like to find [Workshop in Film Education](coursename)\n- I'd like to find [MTTMP4](course)\n- I'd like to find [Valinnainen jakso: Dokumenttikurssi](coursename)\n- I'd like to find [TERHOJ2](course)\n- I'd like to find [Mental Health Research: Using the Knowledge and Adding to it](coursename)\n- I'd like to find [DPLS01](course)\n- I'd like to find [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- I'd like to find [JOVP2](course)\n- I'd like to find [Comparative Research in Social Policy](coursename)\n- I'd like to find [KASLOM5](course)\n- I'd like to find [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](coursename)\n- I'd like to find [TIETA18](course)\n- I'd like to find [Tietojärjestelmän suunnittelun perusteet](coursename)\n- I'd like to find [KATJOA13](course)\n- I'd like to find [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- I'd like to find [KASP4](course)\n- I'd like to find [Asioimistulkkaus venäjä-suomi-venäjä](coursename)\n- I'd like to find [KIRS1](course)\n- I'd like to find [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](coursename)\n- I'd like to find [TIEA5](course)\n- I'd like to find [Terveystaloustieteen tohtorikoulutussemiaari](coursename)\n- I'd like to find [SUOA1](course)\n- I'd like to find [Vanheneminen ikääntyvässä yhteiskunnassa](coursename)\n- I'd like to find [PEDAYOP3](course)\n- I'd like to find [Algebra 1B](coursename)\n- I'd like to find [KASSY3](course)\n- I'd like to find [Vieraan kielen taito, perustaso](coursename)\n- I'd like to find [LUOYY021](course)\n- I'd like to find [Erilaisuudesta moninaisuuteen - 1.vsk](coursename)\n- I'd like to find [KASMULTI2B](course)\n- I'd like to find [Nykyajan filosofia](coursename)\n- I'd like to find [SUKKP2](course)\n- I'd like to find [Luova kaupunkikehittäminen](coursename)\n- I'd like to find [KKRUYHT](course)\n- I'd like to find [Personal Study Planning](coursename)\n- I'd like to find [LOGA2](course)\n- I'd like to find [Opetusharjoittelu](coursename)\n- I'd like to find [YKYYHT4B](course)\n- I'd like to find [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Tiedonhankinnan perusteet](coursename)\n- I'd like to find [POHP2](course)\n- I'd like to find [Projektin suunnittelu ja johtaminen](coursename)\n- I'd like to find [KATJOA15](course)\n- I'd like to find [Epävarmuuden hallinta](coursename)\n- I'd like to find [ENGA1](course)\n- I'd like to find [Management and organizations I (literature)](coursename)\n- Where can I find [KASVAR11](course)\n- Where can I find [Julkisen talousjohtamisen tutkimusotteet](coursename)\n- Where can I find [KASSM3](course)\n- Where can I find [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Where can I find [SOSM2](course)\n- Where can I find [Kielikonsultointia käytännössä](coursename)\n- Where can I find [POLVOS10](course)\n- Where can I find [Ihmisoikeudet ja kansainvälinen yhteisö (kirjatentti/essee)](coursename)\n- Where can I find [TERA3](course)\n- Where can I find [Peace, Human Rights and Democracy in the Korean Peninsula and East Asia (Tampere Summer School 2018)](coursename)\n- Where can I find [KKENYHT](course)\n- Where can I find [Tulkin oikeustieto I](coursename)\n- Where can I find [ENGA1](course)\n- Where can I find [Orientoivat opinnot ja HOPS (kirjallisuustiede)](coursename)\n- Where can I find [KASA6](course)\n- Where can I find [Käytännön opetus ja ohjaus - STYA3B1 Taitoseminaari](coursename)\n- Where can I find [TERKAN18](course)\n- Where can I find [Kandidaatintutkielmaseminaari - Tammikuussa 2019 alkava seminaari](coursename)\n- Where can I find [KATLAA22](course)\n- Where can I find [Sustainable business practices (Independent study)](coursename)\n- Where can I find [KASP4](course)\n- Where can I find [Vapaaehtoistyö - Osallistuminen vapaaehtoistyöhön](coursename)\n- Where can I find [BTK4321](course)\n- Where can I find [Maisteriopintojen esittely - HTI (in Finnish)](coursename)\n- Where can I find [POLKVS31](course)\n- Where can I find [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](coursename)\n- Where can I find [MTTY3](course)\n- Where can I find [Critical theory and social ontology](coursename)\n- Where can I find [MTTTS11](course)\n- Where can I find [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](coursename)\n- Where can I find [KKSUKTK](course)\n- Where can I find [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](coursename)\n- Where can I find [KASSM2](course)\n- Where can I find [Kirjallisuudentutkijan työkalupakki tieteellisiin kertomuksiin](coursename)\n- Where can I find [MTTMP3](course)\n- Where can I find [Professional Writing (online course)](coursename)\n- Where can I find [KKIN5](course)\n- Where can I find [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](coursename)\n- Where can I find [HALJTA12](course)\n- Where can I find [Pro gradu -seminaari ja -tutkielma](coursename)\n- Where can I find [ITIP1](course)\n- Where can I find [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- Where can I find [HALJUS13](course)\n- Where can I find [Johdatus tietojenkäsittelytieteisiin](coursename)\n- Where can I find [POLKVS10](course)\n- Where can I find [Introduction to Bayesian Analysis 1](coursename)\n- Where can I find [MTTMA10](course)\n- Where can I find [Viron jatkokurssi](coursename)\n- Where can I find [KKSUTEK2](course)\n- Where can I find [Vähittäiskaupan konseptit](coursename)\n- Where can I find [KASLOE6.2](course)\n- Where can I find [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](coursename)\n- Where can I find [NORDIG1](course)\n- Where can I find [Kuvakulttuuri -](coursename)\n- Where can I find [POLPOP01](course)\n- Where can I find [Distributed Systems](coursename)\n- Where can I find [KATVAA11](course)\n- Where can I find [Kirjallisuus ja tunteet](coursename)\n- Where can I find [KATJOA19](course)\n- Where can I find [Verkkomedian suunnittelu](coursename)\n- [TAYJ041](course) place\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename) place\n- [HALKAS99](course) place\n- [Visuality, security and peace: Introduction into visual peace research and visual security studies](coursename) place\n- [KATTAA13A](course) place\n- [Finnish Education System - Seminar](coursename) place\n- [VENS2](course) place\n- [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](coursename) place\n- [KASP3](course) place\n- [Nordic Parliaments (POMLFCS1)](coursename) place\n- [STYS1B4](course) place\n- [Legal English](coursename) place\n- [HISP3](course) place\n- [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](coursename) place\n- [KKRUPRE2](course) place\n- [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](coursename) place\n- [BTK4030](course) place\n- [Viestinnän ja median tutkimus](coursename) place\n- [TERHOIA4](course) place\n- [Konsekutiivitulkkaus -](coursename) place\n- [MVKS57](course) place\n- [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](coursename) place\n- [TIETS19](course) place\n- [Innovation Project (2018-II)](coursename) place\n- [KASSM2](course) place\n- [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](coursename) place\n- [KASA15](course) place\n- [Speakers Series](coursename) place\n- [KATYVA51](course) place\n- [Valokuva historian tekijänä](coursename) place\n- [HISA1A](course) place\n- [Persoonallisuuspsykologia I](coursename) place\n- [BTK4400](course) place\n- [Kandidaatintutkielma](coursename) place\n- [HALHAA13](course) place\n- [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](coursename) place\n- [TIEP1](course) place\n- [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](coursename) place\n- [PSYS6D](course) place\n- [Sosiaalityön peruskurssi (kirjatentti)](coursename) place\n- [HALJUS22](course) place\n- [Valtio-opin maisteriseminaari](coursename) place\n- [KKENVAL4](course) place\n- [Feministinen teoria ja metodologia](coursename) place\n- [HISS2](course) place\n- [Kehityspsykologia I (avoin yliopisto)](coursename) place\n- [JOVA2](course) place\n- [Graduseminaari (Junkkari)](coursename) place\n- [SUKKP4](course) place\n- [Radiokääntäminen (venäjä)](coursename) place\n- [KASP5](course) place\n- [Henkilöriskien vakuuttaminen](coursename) place\n- [VENP3/VENK1](course) place\n- [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename) place\n- [LOGA8](course) place\n- [Aikuiskasvatus ja työelämä - Seminaari ja lukupiiri (II-III per.) TAI kirjatentti (slk ja klk)](coursename) place\n- [KASVART3](course) place\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Diskurssianalyysi](coursename) place\n- [YKT6.6.4](course) place\n- [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](coursename) place\n- [KATYVP11](course) where\n- [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](coursename) where\n- [MTTTA7](course) where\n- [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](coursename) where\n- [KKSU1](course) where\n- [Introduction to Game Research (Tampere Summer School 2018)](coursename) where\n- [FILS2B/C](course) where\n- [Sukukieli: norska](coursename) where\n- [POLVOA21](course) where\n- [Laskentatoimi ja talousjohtaminen](coursename) where\n- [JOVVAL](course) where\n- [Lapset ympäristönsä tutkijoina - Matematiikka](coursename) where\n- [TERY3](course) where\n- [Orientation - Orientation to studying in the Computational Big Data Analytics programme](coursename) where\n- [TIETA10](course) where\n- [Kirjallisuus, kulttuuri ja yhteiskunta](coursename) where\n- [TERHOO3](course) where\n- [Yritysjuridiikan ajankohtaiset teemat](coursename) where\n- [KASA8](course) where\n- [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](coursename) where\n- [ITIS21](course) where\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](coursename) where\n- [PSYP1](course) where\n- [Genetiikka](coursename) where\n- [JOVP4](course) where\n- [Paikallisen hallinnan teoriat - Lukupiiri](coursename) where\n- [TERA6](course) where\n- [Maisteriopintojen esittely - CBDA](coursename) where\n- [TIETS02](course) where\n- [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename) where\n- [TAYJ12](course) where\n- [Tilastollisen päättelyn perusteet](coursename) where\n- [SUOS1](course) where\n- [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename) where\n- [KATMAA99](course) where\n- [Advanced course in Czech language](coursename) where\n- [KASVAR7](course) where\n- [Latinalaisen Amerikan historia ja kirjallisuus - Historia y literatura de Latinoamérica](coursename) where\n- [TERKANA2](course) where\n- [Poliittinen kommunikaatio ja retoriikka (kirjatentti/essee)](coursename) where\n- [KASP3](course) where\n- [Teaching, Pedagogical Facilitating, Learning](coursename) where\n- [ENGA12](course) where\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](coursename) where\n- [FILS2B/C](course) where\n- [Korkeakoulujen rahoitus ja talous - Harjoitustyö](coursename) where\n- [TRMU2](course) where\n- [Henkilöverotus](coursename) where\n- [TEE2](course) where\n- [Päätöksenteon etiikka](coursename) where\n- [KASLOK2](course) where\n- [Lesen, Verstehen, Schreiben](coursename) where\n- [POLKVS99](course) where\n- [Tarkastusmenetelmien teoria ja käytäntö](coursename) where\n- [LTLY229](course) where\n- [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](coursename) where\n- [ROMAP3](course) where\n- [Väestön terveys](coursename) where\n- [MEDU10](course) where\n- [Työ- ja organisaatiopsykologian interventiot](coursename) where\n- [KASELOHA](course) location\n- [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](coursename) location\n- [TIEP3](course) location\n- [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename) location\n- [TAYJ031](course) location\n- [Nordic Welfare Systems: Past, present, and future](coursename) location\n- [PEDA6](course) location\n- [Kasvatuksen ja koulutuksen järjestelmät](coursename) location\n- [TIETS43](course) location\n- [Ethnographic Research](coursename) location\n- [KKSUTTK](course) location\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](coursename) location\n- [JOVKA5](course) location\n- [Translation II Finnish-English](coursename) location\n- [HISS2](course) location\n- [Makrotalousteorian jatkokurssi I](coursename) location\n- [RANS5](course) location\n- [Postcolonial Literature](coursename) location\n- [KASLOH3](course) location\n- [Cultural Conversations](coursename) location\n- [PSYA2](course) location\n- [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Syksy 2018](coursename) location\n- [SAKA4](course) location\n- [Tilastollisen päättelyn perusteet, iltaryhmä](coursename) location\n- [SUOK2/A6](course) location\n- [Julkisyhteisöjen kirjanpito ja tilinpäätös](coursename) location\n- [KKSUYP](course) location\n- [Seminaarit 1. lukukausi/2. lukukausi](coursename) location\n- [KASP4](course) location\n- [Tiivistämisen taito](coursename) location\n- [JOVAT1](course) location\n- [Opintopiiri](coursename) location\n- [POLKVS21](course) location\n- [Euroopan maiden ja Suomen poliittiset järjestelmät (kirjatentti/essee)](coursename) location\n- [SOSM5.1](course) location\n- [Governing Hybrid Organizations](coursename) location\n- [SUOP3](course) location\n- [Tilastotieteen johdantokurssi, kevät](coursename) location\n- [KASVART2](course) location\n- [Pankkioikeus](coursename) location\n- [KKSAVAL1](course) location\n- [Laskentatoimen teoria ja IFRS I](coursename) location\n- [KATMAS13](course) location\n- [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](coursename) location\n- [TERKANP5](course) location\n- [Terveyden ja mielenterveyden psykologia I](coursename) location\n- [KATVRS55](course) location\n- [SPSS:n perusteet, syksy 1](coursename) location\n- [YKYYKEKE0](course) location\n- [Journalismin perusteet, harjoitukset](coursename) location\n- [KASP3](course) location\n- [Johdatus tietojenkäsittelytieteisiin](coursename) location\n- [KASP1](course) location\n- [Venäjän kulttuuri](coursename) location\n- [KASA7](course) location\n- [Metafysiikka](coursename) location\n- [STYS2A](course) location\n- [Fonetiikan tilastomenetelmät](coursename) location\n- [POLVOS24](course) location\n- [Pakolaisuus, tila ja hallinta](coursename) location\n- Locate [KASA5](course)\n- Locate [Maailmanpolitiikan tutkimus (kirjatentti/essee)](coursename)\n- Locate [BTK4320](course)\n- Locate [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename)\n- Locate [POLVOA32/S27](course)\n- Locate [Puhetekniikan ja äänenkäytön perusteet](coursename)\n- Locate [KKSUHUK1](course)\n- Locate [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](coursename)\n- Locate [ITIA2](course)\n- Locate [Satututkimuksen lukupiiri](coursename)\n- Locate [KKSA1](course)\n- Locate [Epidemiologian perusteet](coursename)\n- Locate [DPJKKHS](course)\n- Locate [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](coursename)\n- Locate [DPCMTJ2/JMMETUS](course)\n- Locate [Valtio-opin maisteriseminaari](coursename)\n- Locate [TAYJ033](course)\n- Locate [Viestintä ammatillisissa ja läheisissä vuorovaikutussuhteissa](coursename)\n- Locate [HALJUS21](course)\n- Locate [Metodologia/Metodologi](coursename)\n- Locate [POLVOS24](course)\n- Locate [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](coursename)\n- Locate [SOSKV3](course)\n- Locate [Business, Society and Nature (Independent study) Autumn 2018](coursename)\n- Locate [TERHOI1](course)\n- Locate [Käsityöilmaisu - projekti/käytännön työ ja portfolio](coursename)\n- Locate [POLKVA42](course)\n- Locate [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](coursename)\n- Locate [POHA13](course)\n- Locate [Research Ethics](coursename)\n- Locate [KASP1](course)\n- Locate [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- Locate [MVKS15E](course)\n- Locate [Tutkimusetiikka](coursename)\n- Locate [HALKOS24](course)\n- Locate [Orientoivat opinnot - Alkuorientaatio](coursename)\n- Locate [POLKVS22](course)\n- Locate [Tutkijan puheviestintä](coursename)\n- Locate [KASA12](course)\n- Locate [Statistics Workshop](coursename)\n- Locate [HTIS79](course)\n- Locate [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename)\n- Locate [POLKVS31](course)\n- Locate [Suullinen viestintä I/Muntlig kommunikation I](coursename)\n- Locate [YKYYHT2](course)\n- Locate [Ääntämisharjoituksia](coursename)\n- Locate [KATLITO4](course)\n- Locate [Vuorovaikutus ja tekstit S2-näkökulmasta](coursename)\n- Locate [KATYVS99](course)\n- Locate [Intercultural Communication](coursename)\n- Locate [POHA13](course)\n- Locate [Ranska III](coursename)\n- Locate [JMMETUS](course)\n- Locate [Työ- ja organisaatiopsykologia I](coursename)\n- Locate [TSEKP3](course)\n- Locate [Persoonallisuuspsykologia I](coursename)\n- Locate [POLPOP05](course)\n- Locate [Julkisten palvelujen johtaminen](coursename)\n- Locate [KKSA3](course)\n- Locate [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](coursename)\n- Where is [HALJUA65](course) located\n- Where is [Dialogue: Constructive Talk at Work](coursename) located\n- Where is [STYP3](course) located\n- Where is [Kandidaattiseminaari ja tutkielma (yritysjuridiikka ja vero-oikeus)](coursename) located\n- Where is [POLVOA21](course) located\n- Where is [Markkinointitutkimuksen sovellukset](coursename) located\n- Where is [RUST5/VENS10](course) located\n- Where is [Johdatus asiakastyöhön](coursename) located\n- Where is [ENGA9](course) located\n- Where is [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](coursename) located\n- Where is [TIETA18](course) located\n- Where is [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](coursename) located\n- Where is [KATLAS25](course) located\n- Where is [Journal club](coursename) located\n- Where is [BTK4321](course) located\n- Where is [Statistical Analysis with Missing Data (advanced)](coursename) located\n- Where is [JKKYINA11](course) located\n- Where is [Johdatus oikeusjärjestykseen](coursename) located\n- Where is [KASA13](course) located\n- Where is [Service Management](coursename) located\n- Where is [VENS15](course) located\n- Where is [Käännösviestintä II englanti-suomi](coursename) located\n- Where is [POLKVA11](course) located\n- Where is [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](coursename) located\n- Where is [LOGS1](course) located\n- Where is [Quantitative Approach](coursename) located\n- Where is [KKENYHT](course) located\n- Where is [Methods of Variationist Linguistics](coursename) located\n- Where is [HISA4](course) located\n- Where is [Kompleksianalyysi](coursename) located\n- Where is [MTTA2](course) located\n- Where is [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, syksy 2018)](coursename) located\n- Where is [TERKAN12](course) located\n- Where is [Geometria - Geometria](coursename) located\n- Where is [KKENPRE2](course) located\n- Where is [Cultural Conversations](coursename) located\n- Where is [KKSAVAL2](course) located\n- Where is [Seminaari II - Tieteellisen tekstin tuottaminen](coursename) located\n- Where is [KIRA3G](course) located\n- Where is [Yhtiöoikeuden syventävä opintojakso](coursename) located\n- Where is [JOVTS5](course) located\n- Where is [Käsityöilmaisu - projekti/käytännön työ ja portfolio](coursename) located\n- Where is [KATYVA41](course) located\n- Where is [Lasten arki suomalaisessa yhteiskunnassa / Harjoitukset - 1.vsk](coursename) located\n- Where is [KATYVS41](course) located\n- Where is [Lineaarialgebra 1A](coursename) located\n- Where is [PEACE046](course) located\n- Where is [Kilpailuoikeuden syventävä opintojakso - kirjatentti](coursename) located\n- Where is [KASVAR4](course) located\n- Where is [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](coursename) located\n- Where is [ENGS7-9](course) located\n- Where is [Verkkopalvelujen informaatioarkkitehtuuri](coursename) located\n- Where is [DPIT2](course) located\n- Where is [Health in disasters, conflicts and complex human emergencies](coursename) located\n- Where is [PSYS11](course) located\n- Where is [Väestön vanheneminen, terveys ja hyvinvointi](coursename) located\n- Where is [KASERIT4](course) located\n- Where is [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](coursename) located\n- Where is [ENGA1](course) located\n- Where is [Kielioppi I/Språkets strukturer I](coursename) located\n- The location of [KATLAS14](course) class\n- The location of [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](coursename) class\n- The location of [ENGA7](course) class\n- The location of [Orientoivat opinnot ja HOPS (saksan kieli, kulttuuri ja kääntäminen)](coursename) class\n- The location of [KASSM2](course) class\n- The location of [Tieteellisen tiedonhankinnan perusteet (pohjoismaiset kielet) -](coursename) class\n- The location of [STYS3C](course) class\n- The location of [Sisäinen valvonta ja sisäinen tarkastus](coursename) class\n- The location of [ITIA11](course) class\n- The location of [Internationalisation in Education - (Tampere Summer School 2018)](coursename) class\n- The location of [TAYJ041](course) class\n- The location of [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](coursename) class\n- The location of [KATYVA23](course) class\n- The location of [Kognitiivinen neurotiede I](coursename) class\n- The location of [LTLY212](course) class\n- The location of [Tietotekniikka ja yhteiskunta](coursename) class\n- The location of [ITIS61](course) class\n- The location of [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](coursename) class\n- The location of [KATVRA23](course) class\n- The location of [Theatre, Society, and Politics 1660-1760](coursename) class\n- The location of [KATTV01](course) class\n- The location of [Web-tutkimus](coursename) class\n- The location of [KASVAR11](course) class\n- The location of [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename) class\n- The location of [POHP0](course) class\n- The location of [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename) class\n- The location of [TERKAN4](course) class\n- The location of [Johdatus länsimaiseen kirjallisuushistoriaan - luennot](coursename) class\n- The location of [LOGM2](course) class\n- The location of [KV-tuutorina toimiminen](coursename) class\n- The location of [SOS6.3.3](course) class\n- The location of [Kandidaatintutkielma, seminaari](coursename) class\n- The location of [TAYJ12](course) class\n- The location of [Venäjän kielen valmentava kurssi](coursename) class\n- The location of [KATYVA33](course) class\n- The location of [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä - Luennot (slk) TAI kirjallisuus (slk ja klk)](coursename) class\n- The location of [ITIS23](course) class\n- The location of [Tutkijan digi- ja medianäkyvyys](coursename) class\n- The location of [POLKVA33](course) class\n- The location of [Europe in transition](coursename) class\n- The location of [MTTTA14](course) class\n- The location of [Communication Skills in English - Academic Writing II](coursename) class\n- The location of [STYS3A](course) class\n- The location of [Kääntäminen äidinkieleen](coursename) class\n- The location of [TIETA17](course) class\n- The location of [Liberalismi ja demokratia](coursename) class\n- The location of [KATLITO8](course) class\n- The location of [Työelämäviestinnän tutkimus- tai kehityshanke](coursename) class\n- The location of [MTTTS13](course) class\n- The location of [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename) class\n- The location of [TERY4](course) class\n- The location of [Kielitieteen historia ja tutkimussuunnat](coursename) class\n- The location of [HTIS79](course) class\n- The location of [Tietotekniikkataidot (kevät)](coursename) class\n- The location of [KKSUHUK](course) class\n- The location of [Deviance and Social Control](coursename) class\n- The location of [DPLS01](course) class\n- The location of [Pohjoismaisten kielten lähtötasokoe](coursename) class\n- The location of [POLKVA44](course) class\n- The location of [Current Approaches in Games and Internet Research](coursename) class\n- I can't find [KASERIT2](course)\n- I can't find [Visual Peace Research](coursename)\n- I can't find [HISA2](course)\n- I can't find [Venäjä III](coursename)\n- I can't find [ITIY003](course)\n- I can't find [Kansainvälinen talous](coursename)\n- I can't find [TSEKP1](course)\n- I can't find [Neuropsykologinen kuntoutus](coursename)\n- I can't find [TAYJ027](course)\n- I can't find [Professional Writing (online course)](coursename)\n- I can't find [TIEP1](course)\n- I can't find [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](coursename)\n- I can't find [MOLI](course)\n- I can't find [Median ja politiikan välinen suhde](coursename)\n- I can't find [KASSG](course)\n- I can't find [Academic Presentations](coursename)\n- I can't find [TERTIETO2](course)\n- I can't find [Kiina II](coursename)\n- I can't find [POLKVA43](course)\n- I can't find [Yritysverotuksen syventävä opintojakso](coursename)\n- I can't find [KASVAR11](course)\n- I can't find [Venäjä II](coursename)\n- I can't find [HIST03](course)\n- I can't find [Introduction to Corporate Social Responsibility](coursename)\n- I can't find [POLKVA33](course)\n- I can't find [Lapset ympäristönsä tutkijoina - Käsityö](coursename)\n- I can't find [HISA2](course)\n- I can't find [Tieto- ja asiakirjahallinto](coursename)\n- I can't find [MTTTS12](course)\n- I can't find [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](coursename)\n- I can't find [KKSU7](course)\n- I can't find [Individual project course](coursename)\n- I can't find [PEDAEH](course)\n- I can't find [Johdanto terveysviestintään](coursename)\n- I can't find [FILP1B](course)\n- I can't find [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Seinäjoki](coursename)\n- I can't find [POLKVA11](course)\n- I can't find [Kielen- ja tekstinhuolto](coursename)\n- I can't find [ENGS3](course)\n- I can't find [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](coursename)\n- I can't find [BTK1099](course)\n- I can't find [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](coursename)\n- I can't find [ENGP1](course)\n- I can't find [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- I can't find [SOS4.2](course)\n- I can't find [Tilintarkastus II](coursename)\n- I can't find [POLVOA42/S25](course)\n- I can't find [Käytännön opetus ja ohjaus](coursename)\n- I can't find [BTK1080](course)\n- I can't find [Minustako asiantuntijamyynnin ammattilainen?](coursename)\n- I can't find [TAYJ035](course)\n- I can't find [Makrotalousteorian jatkokurssi I](coursename)\n- I can't find [SAKA3](course)\n- I can't find [International Political Economy (book exam/essay)](coursename)\n- I can't find [HTIS81](course)\n- I can't find [Grammaire/Kielioppi](coursename)\n- I can't find [KATYVS41](course)\n- I can't find [Tiimi toimii - puheviestinnän syventävä kurssi (2. periodi)](coursename)\n- I can't find [KASP3](course)\n- I can't find [Master´s Thesis and Seminar - for the group that started in 2017](coursename)\n- I'm trying to find [JKKYOA12](course)\n- I'm trying to find [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename)\n- I'm trying to find [LUOYY026](course)\n- I'm trying to find [Kansainvälistymistä ja verkostoitumista tukevat opinnot](coursename)\n- I'm trying to find [KATYVA52](course)\n- I'm trying to find [Nimistöntutkimus](coursename)\n- I'm trying to find [YKT07.2](course)\n- I'm trying to find [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- I'm trying to find [POLVOS40](course)\n- I'm trying to find [Study Skills and Personal Study Planning - Basics of Information Literacy](coursename)\n- I'm trying to find [YKYY0](course)\n- I'm trying to find [Julkistalousoikeus](coursename)\n- I'm trying to find [HTIS66](course)\n- I'm trying to find [Orientoivat opinnot ja HOPS](coursename)\n- I'm trying to find [TIEY1](course)\n- I'm trying to find [Ohjelmointia teknisille viestijöille](coursename)\n- I'm trying to find [KKSUYP](course)\n- I'm trying to find [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](coursename)\n- I'm trying to find [STYP1B](course)\n- I'm trying to find [Creative Writing in English](coursename)\n- I'm trying to find [HISA1A](course)\n- I'm trying to find [Kuvataidekasvatus / Luennot - 2.vsk](coursename)\n- I'm trying to find [MVKS36/31](course)\n- I'm trying to find [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](coursename)\n- I'm trying to find [KASA5](course)\n- I'm trying to find [Re-Thinking Value Creation](coursename)\n- I'm trying to find [HALKOS22](course)\n- I'm trying to find [Puolueet ja vaalit (kirjatentti/essee)](coursename)\n- I'm trying to find [HISA4](course)\n- I'm trying to find [Media, Information and Democracy](coursename)\n- I'm trying to find [HALYAS14](course)\n- I'm trying to find [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti, Seinäjoki](coursename)\n- I'm trying to find [TSEKP1](course)\n- I'm trying to find [Cross-Institutional Studies in TUT](coursename)\n- I'm trying to find [KKENVAL1](course)\n- I'm trying to find [Asevelvollisuus Suomessa ja kansainvälisesti](coursename)\n- I'm trying to find [TERKANA4](course)\n- I'm trying to find [Epidemiologian perusteet](coursename)\n- I'm trying to find [HALKAS14](course)\n- I'm trying to find [Quantitative Approach](coursename)\n- I'm trying to find [KASA12](course)\n- I'm trying to find [Mental Health Research: Using the Knowledge and Adding to it](coursename)\n- I'm trying to find [KKENVAL4](course)\n- I'm trying to find [Aikuisten puheen ja kielen häiriöt - A2a Aikuisten puheen ja kielen häiriöt](coursename)\n- I'm trying to find [KATLAA23](course)\n- I'm trying to find [Marketing Communications](coursename)\n- I'm trying to find [KASVAR11](course)\n- I'm trying to find [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi) / KTM-tutkinto](coursename)\n- I'm trying to find [TAYJ032](course)\n- I'm trying to find [Hallinto-oikeus](coursename)\n- I'm trying to find [TERTIETO3](course)\n- I'm trying to find [Valinnainen jakso: Valokuva historian tekijänä - luennot](coursename)\n- I'm trying to find [TERKAN11](course)\n- I'm trying to find [Personal Study Planning](coursename)\n- I'm trying to find [MVKS18S](course)\n- I'm trying to find [Johdatus kielitieteeseen / Initiation à la linguistique](coursename)\n- I'm trying to find [KATYVA35](course)\n- I'm trying to find [Terveys politiikassa, taloudessa ja järjestelmissä](coursename)\n- I'm trying to find [KKENYHT](course)\n- I'm trying to find [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](coursename)\n- I want to know the location of [KASP3](course)\n- I want to know the location of [Principles of Usability, User Experience and User Interfaces](coursename)\n- I want to know the location of [KKSA4](course)\n- I want to know the location of [Game Theory/Advanced Course in Microeconomics](coursename)\n- I want to know the location of [MVKS57](course)\n- I want to know the location of [Sosiaalipsykologia](coursename)\n- I want to know the location of [TAYJ033](course)\n- I want to know the location of [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename)\n- I want to know the location of [JOVA4](course)\n- I want to know the location of [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- I want to know the location of [KKSUVAL3](course)\n- I want to know the location of [Fundamentals of Finance (Tampere Summer School)](coursename)\n- I want to know the location of [KATLITO8](course)\n- I want to know the location of [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](coursename)\n- I want to know the location of [KASA12](course)\n- I want to know the location of [Työelämän tekstitaidot](coursename)\n- I want to know the location of [HISA2](course)\n- I want to know the location of [KEB-61430 Laaja kemia 3](coursename)\n- I want to know the location of [TIETS07](course)\n- I want to know the location of [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (kansanterveystieteen opiskelijoille)](coursename)\n- I want to know the location of [KASVAR8](course)\n- I want to know the location of [Journal club](coursename)\n- I want to know the location of [SAKP6](course)\n- I want to know the location of [Euroopan unioni ja maailma](coursename)\n- I want to know the location of [STYA5](course)\n- I want to know the location of [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename)\n- I want to know the location of [HISA4](course)\n- I want to know the location of [Työ ja äitiys tänään](coursename)\n- I want to know the location of [HISOKV1](course)\n- I want to know the location of [Ääntämisharjoituksia](coursename)\n- I want to know the location of [HALKAS99](course)\n- I want to know the location of [Topical Issues in Governance, Management and Administration](coursename)\n- I want to know the location of [KASA10](course)\n- I want to know the location of [Specialised International Relations Research Methods (book exam/essay)](coursename)\n- I want to know the location of [STYA1B](course)\n- I want to know the location of [Causal inference in social science](coursename)\n- I want to know the location of [FILA3](course)\n- I want to know the location of [Research Ethics](coursename)\n- I want to know the location of [POLKVS32](course)\n- I want to know the location of [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](coursename)\n- I want to know the location of [HALJTA12](course)\n- I want to know the location of [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](coursename)\n- I want to know the location of [KASVAR7](course)\n- I want to know the location of [Talouselämän käännösviestinnän seminaari venäjä-suomi](coursename)\n- I want to know the location of [TIETA18](course)\n- I want to know the location of [Master's Thesis Seminar / Internet and Game Studies](coursename)\n- I want to know the location of [KASP4](course)\n- I want to know the location of [Pro gradu -seminaari ja -tutkielma](coursename)\n- I want to know the location of [SUOS4](course)\n- I want to know the location of [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, I-periodi](coursename)\n- I want to know the location of [LOGA5](course)\n- I want to know the location of [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](coursename)\n- I want to know the location of [MEDU06](course)\n- I want to know the location of [Asevelvollisuus Suomessa ja kansainvälisesti](coursename)\n- I want to know the location of [TERKAN11](course)\n- I want to know the location of [Terveys ja yhteiskuntapolitiikka](coursename)\n- I want to know the location of [POLKVA11](course)\n- I want to know the location of [Sosiaaliantropologian teoreettinen ajattelu](coursename)\n- I want to know the location of [SUKKP6](course)\n- I want to know the location of [Johdanto riskienhallintaan ja vakuuttamiseen](coursename)\n- I want to know where [KKRULL](course) is\n- I want to know where [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename) is\n- I want to know where [SOS10.1.4](course) is\n- I want to know where [Advanced Course in Microeconomics I](coursename) is\n- I want to know where [ITIP2](course) is\n- I want to know where [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), kevät](coursename) is\n- I want to know where [KASLOM6](course) is\n- I want to know where [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](coursename) is\n- I want to know where [PEACE046/047](course) is\n- I want to know where [Syntax](coursename) is\n- I want to know where [FILAK](course) is\n- I want to know where [Identity and Lifecourse - Lectures, reading groups and essay](coursename) is\n- I want to know where [TERVAL7](course) is\n- I want to know where [Monikielinen käännöstyöpaja](coursename) is\n- I want to know where [HALJTS01](course) is\n- I want to know where [Sosiaalityön peruskurssi (verkkokurssi)](coursename) is\n- I want to know where [BTK1061](course) is\n- I want to know where [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](coursename) is\n- I want to know where [KASVAR4](course) is\n- I want to know where [Media and Globalization - Lectures + essay](coursename) is\n- I want to know where [LUOYY004](course) is\n- I want to know where [Laskentatoimen teoria ja IFRS II](coursename) is\n- I want to know where [TERHOIA3](course) is\n- I want to know where [Järjestöjen rooli sosiaalipolitiikassa ja vapaaehtoistyö](coursename) is\n- I want to know where [MVKS42V](course) is\n- I want to know where [Economics and the Business Environment](coursename) is\n- I want to know where [TSEKP1](course) is\n- I want to know where [Johdatus vuorovaikutteiseen teknologiaan](coursename) is\n- I want to know where [KASP4](course) is\n- I want to know where [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](coursename) is\n- I want to know where [BTK3115](course) is\n- I want to know where [Case study: Examining leadership challenges](coursename) is\n- I want to know where [KASA9](course) is\n- I want to know where [Johdatus espanjalaiseen kulttuuriin](coursename) is\n- I want to know where [KASA13](course) is\n- I want to know where [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) is\n- I want to know where [BTK4121](course) is\n- I want to know where [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Tiedonhankinnan perusteet](coursename) is\n- I want to know where [SAKA4](course) is\n- I want to know where [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi) / KTM-tutkinto](coursename) is\n- I want to know where [GTS4](course) is\n- I want to know where [Preparatory Course in Communicative Skills](coursename) is\n- I want to know where [HISA2](course) is\n- I want to know where [Identity Conflicts in the Arab Worlds](coursename) is\n- I want to know where [PSYP4](course) is\n- I want to know where [Tuutorivastaavana toimiminen](coursename) is\n- I want to know where [JOVA15](course) is\n- I want to know where [Ekoterveys, luonto ja ihminen](coursename) is\n- I want to know where [VENA5](course) is\n- I want to know where [Vuorovaikutuksen perusteet](coursename) is\n- I want to know where [KATVAS11](course) is\n- I want to know where [Perehdyttäminen tietotekniikan alkeisiin](coursename) is\n- I want to know where [JOVMS2A](course) is\n- I want to know where [Johdatus www-tekniikoihin](coursename) is\n- I want to know where [PCP11](course) is\n- I want to know where [MED Research Day](coursename) is\n- I want to know where [KATTAA90](course) is\n- I want to know where [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](coursename) is\n- I want to know where [KASA9](course) is\n- I want to know where [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](coursename) is\n- I want to know the classroom for [POLVOS40](course)\n- I want to know the classroom for [Valtiosääntöoikeuden syventävä jakso](coursename)\n- I want to know the classroom for [KKRULL](course)\n- I want to know the classroom for [Imagining Persia/Iran: Orientalism, Revolution and Diaspora](coursename)\n- I want to know the classroom for [KKSA3](course)\n- I want to know the classroom for [Histoteknologian ja valomikroskopian perusteet](coursename)\n- I want to know the classroom for [SUOP4](course)\n- I want to know the classroom for [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- I want to know the classroom for [KKENKTM](course)\n- I want to know the classroom for [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](coursename)\n- I want to know the classroom for [MTTMA1C](course)\n- I want to know the classroom for [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename)\n- I want to know the classroom for [KASA5](course)\n- I want to know the classroom for [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](coursename)\n- I want to know the classroom for [COSOPOM3](course)\n- I want to know the classroom for [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename)\n- I want to know the classroom for [KASA11](course)\n- I want to know the classroom for [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](coursename)\n- I want to know the classroom for [KKENVAL4](course)\n- I want to know the classroom for [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- I want to know the classroom for [KASSM2](course)\n- I want to know the classroom for [Education, Work and Culture](coursename)\n- I want to know the classroom for [KASP1](course)\n- I want to know the classroom for [Kielikonsultointia käytännössä](coursename)\n- I want to know the classroom for [KKES5](course)\n- I want to know the classroom for [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](coursename)\n- I want to know the classroom for [LTLY16](course)\n- I want to know the classroom for [Johdatus tilastotieteeseen](coursename)\n- I want to know the classroom for [POLVOS26](course)\n- I want to know the classroom for [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](coursename)\n- I want to know the classroom for [ROMAP5](course)\n- I want to know the classroom for [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](coursename)\n- I want to know the classroom for [KASLOM3](course)\n- I want to know the classroom for [Konfliktinratkaisu (kirjatentti/essee)](coursename)\n- I want to know the classroom for [LTLY16](course)\n- I want to know the classroom for [Historiankirjoituksen historia](coursename)\n- I want to know the classroom for [KKSAVAL0](course)\n- I want to know the classroom for [Tiede, tutkimus, kirjoittaminen](coursename)\n- I want to know the classroom for [SOS6.2.3](course)\n- I want to know the classroom for [Puheen ja äänen tutkimusharjoittelu - Projekti / käytännön työ](coursename)\n- I want to know the classroom for [STYA5](course)\n- I want to know the classroom for [Keskiajan symboliikkaa -verkkokurssi](coursename)\n- I want to know the classroom for [KATJOA14](course)\n- I want to know the classroom for [Orientaatio maisteriopintoihin](coursename)\n- I want to know the classroom for [SOS6.4.1](course)\n- I want to know the classroom for [Kompleksianalyysi](coursename)\n- I want to know the classroom for [POLVOA21](course)\n- I want to know the classroom for [Ajankohtaisia kansanterveyskysymyksiä](coursename)\n- I want to know the classroom for [KASELOHA](course)\n- I want to know the classroom for [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](coursename)\n- I want to know the classroom for [PGHAS07](course)\n- I want to know the classroom for [Yleistetyt lineaariset mallit 1](coursename)\n- I want to know the classroom for [SUKKP5B](course)\n- I want to know the classroom for [Sosiaalipsykologia](coursename)\n- I want to know the classroom for [MVKS24E](course)\n- I want to know the classroom for [Service Marketing](coursename)\n- I want to know the classroom for [POLVOA31/S21](course)\n- I want to know the classroom for [Liikunnan projekti (5 op)](coursename)\n- I want to know the classroom for [KKSUHUK](course)\n- I want to know the classroom for [Experimental animal course](coursename)\n- I want to know how to find [YKT07.1](course)\n- I want to know how to find [Lapsen puheen ja kielen tutkimus ja kuntoutus](coursename)\n- I want to know how to find [PGHES03](course)\n- I want to know how to find [Kielellinen merkitys, käyttö ja konteksti](coursename)\n- I want to know how to find [KKIN5](course)\n- I want to know how to find [Työ- ja organisaatiopsykologia II](coursename)\n- I want to know how to find [KASLOE7.2](course)\n- I want to know how to find [Scientific Writing - Module B - Thesis Writing (online)](coursename)\n- I want to know how to find [JOVA20](course)\n- I want to know how to find [Pohjoismaisten kielten lähtötasokoe](coursename)\n- I want to know how to find [KKENYHT](course)\n- I want to know how to find [Minustako asiantuntijamyynnin ammattilainen?](coursename)\n- I want to know how to find [POLKVA23](course)\n- I want to know how to find [WWW Programming](coursename)\n- I want to know how to find [POLKVS21](course)\n- I want to know how to find [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](coursename)\n- I want to know how to find [SUOR4/A6](course)\n- I want to know how to find [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](coursename)\n- I want to know how to find [TAYJ11](course)\n- I want to know how to find [Aluetalous ja kaupunkitalous](coursename)\n- I want to know how to find [TIETA18](course)\n- I want to know how to find [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](coursename)\n- I want to know how to find [KATTAS22A](course)\n- I want to know how to find [Tissue biology](coursename)\n- I want to know how to find [KASLOE2.2](course)\n- I want to know how to find [Macroprudential Policy and Financial Stability](coursename)\n- I want to know how to find [SOS6.2.1](course)\n- I want to know how to find [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](coursename)\n- I want to know how to find [TAYJ029](course)\n- I want to know how to find [Romanian historia, yhteiskunta ja talouselämä / Romanian History, Society and Economy -](coursename)\n- I want to know how to find [KKSUSOTE](course)\n- I want to know how to find [Vastuullisen liiketoiminnan case-kurssi](coursename)\n- I want to know how to find [FILA9](course)\n- I want to know how to find [Espanjan kielen kirjallinen ja suullinen taito](coursename)\n- I want to know how to find [TERHOIA6](course)\n- I want to know how to find [Tutkimusseminaari ja pro gradu -tutkielma](coursename)\n- I want to know how to find [KKENYHT](course)\n- I want to know how to find [Organisaatio, hallinto ja johtaminen - Harjoitustyö](coursename)\n- I want to know how to find [JOVPVS1](course)\n- I want to know how to find [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](coursename)\n- I want to know how to find [KASP4](course)\n- I want to know how to find [Civil Society and Political Participation (book exam/essay)](coursename)\n- I want to know how to find [KKSUPRO](course)\n- I want to know how to find [Oikeus ja politiikka](coursename)\n- I want to know how to find [KASLOM10](course)\n- I want to know how to find [Kielellinen vaihtelu/Språklig variation](coursename)\n- I want to know how to find [KASA13](course)\n- I want to know how to find [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](coursename)\n- I want to know how to find [YKTM6.3](course)\n- I want to know how to find [Algebra 2](coursename)\n- I want to know how to find [PSYS4](course)\n- I want to know how to find [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- I want to know how to find [COSOPC3](course)\n- I want to know how to find [Valokuva historian tekijänä](coursename)\n- I want to know how to find [HALYAA99](course)\n- I want to know how to find [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](coursename)\n- I want to know how to find [JOVP4](course)\n- I want to know how to find [Hesdoc Annual Meeting](coursename)\n- I want to know how to find [PSYS6E](course)\n- I want to know how to find [Poliittiset järjestelmät (kirjatentti/essee)](coursename)\n\n\n## intent:opetusajat\n- Schedule [MOLI](course)\n- Schedule [Strateginen johtaminen julkisyhteisöissä](coursename)\n- Schedule [TIEVA36](course)\n- Schedule [Biostatistics](coursename)\n- Schedule [JKKYTVA13](course)\n- Schedule [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](coursename)\n- Schedule [KASP4](course)\n- Schedule [Vuorovaikutuksen perusteet - verkkokurssina I](coursename)\n- Schedule [KATYVA32](course)\n- Schedule [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](coursename)\n- Schedule [ITIS61](course)\n- Schedule [Communication Skills in English - Academic Writing II](coursename)\n- Schedule [KASA11](course)\n- Schedule [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename)\n- Schedule [SOS4.1](course)\n- Schedule [Yksilö, yhteiskunta ja kulttuuri - evankelisluterilaiset uskonnon ja elämänkatsomustiedon harjoitusryhmät - 2. vsk](coursename)\n- Schedule [SOSM2](course)\n- Schedule [Introduction to Statistics (Tampere Summer School)](coursename)\n- Schedule [KKENYHT](course)\n- Schedule [Vaihtuvasisältöiset erikoiskurssit (kirjallinen tentti suoritusvaihtoehto) -](coursename)\n- Schedule [TERHOI5](course)\n- Schedule [Sosiaalinen maailma](coursename)\n- Schedule [FONEA4](course)\n- Schedule [Sosiaalioikeus](coursename)\n- Schedule [KKIN5](course)\n- Schedule [Kielellinen vaihtelu/Språklig variation](coursename)\n- Schedule [VENP3/VENK1](course)\n- Schedule [Introduction to Academic English (diverse learners)](coursename)\n- Schedule [JOVPVA7](course)\n- Schedule [Medical English - Introduction to Scientific Writing](coursename)\n- Schedule [KASA11](course)\n- Schedule [Teoria- ja metodiopinnot](coursename)\n- Schedule [KASA12](course)\n- Schedule [Master's Seminar and Thesis](coursename)\n- Schedule [KASSG](course)\n- Schedule [The Study of World Politics (book exam/essay)](coursename)\n- Schedule [KATLAS12](course)\n- Schedule [Kv-tuutorina toimiminen](coursename)\n- Schedule [PSYS4](course)\n- Schedule [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](coursename)\n- Schedule [HISA2](course)\n- Schedule [Aktuelle Texte aus Presse und Studium](coursename)\n- Schedule [MVKS18S](course)\n- Schedule [Kandidaatin tutkielma ja seminaari, (hoitotieteen opiskelijoille), Seinäjoki](coursename)\n- Schedule [LATAP2](course)\n- Schedule [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- Schedule [BTK1099](course)\n- Schedule [Introduction to Trans Studies](coursename)\n- Schedule [POLKVA33](course)\n- Schedule [Kirjallisuuden teoria - Kirjallisuustieteen klassikoita](coursename)\n- Schedule [KASELOHA](course)\n- Schedule [Tiede ja teknologia yhteiskunnassa](coursename)\n- Schedule [KKSUHUK](course)\n- Schedule [Leadership for Sustainable Change (KATVAS39)](coursename)\n- Schedule [TAYJ035](course)\n- Schedule [Valinnainen jakso: Työpaja: Tulevaisuuden kaupunki](coursename)\n- Schedule [MTTMA1A](course)\n- Schedule [Kliininen neuropsykologia II](coursename)\n- Schedule [PSYP4](course)\n- Schedule [Pro gradu -tutkielma ja -seminaari](coursename)\n- [TERKANP3](course) schedule\n- [Viestinnän ja median tutkimuksen metodologia, luennot](coursename) schedule\n- [KATLAS20](course) schedule\n- [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](coursename) schedule\n- [POLKVA11](course) schedule\n- [Sosiaalisten riskien hallinta](coursename) schedule\n- [KKSUKK](course) schedule\n- [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](coursename) schedule\n- [KASMULTI4](course) schedule\n- [Orientoivat opinnot - Tiedonhankintataidot I](coursename) schedule\n- [KIRA5](course) schedule\n- [Research Ethics](coursename) schedule\n- [BIO4460](course) schedule\n- [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja sovellukset](coursename) schedule\n- [POLPOP04](course) schedule\n- [Syventävä projekti, keväällä 2018 alkanut](coursename) schedule\n- [TERKANP3](course) schedule\n- [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](coursename) schedule\n- [ENGS29](course) schedule\n- [Introduction to Gender Studies (web course)](coursename) schedule\n- [MTTTA2](course) schedule\n- [Musiikin soveltava projekti - Yhteisöllinen musiikillinen projekti](coursename) schedule\n- [SOSM6.1](course) schedule\n- [Political Systems Outside of Europe (book exam/essay)](coursename) schedule\n- [BTK4121](course) schedule\n- [Rasismi ja antirasismi](coursename) schedule\n- [TERKANA2](course) schedule\n- [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename) schedule\n- [MTTA1](course) schedule\n- [Governing Hybrid Organizations](coursename) schedule\n- [PSYS6C](course) schedule\n- [Sosiaalihuollon hallinto ja johtaminen](coursename) schedule\n- [SOS4.5](course) schedule\n- [Immunologian perusteet](coursename) schedule\n- [FONEA4](course) schedule\n- [Master's Seminar and Thesis](coursename) schedule\n- [TERHOO1](course) schedule\n- [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](coursename) schedule\n- [JKKYVAL00](course) schedule\n- [Academic Presentations](coursename) schedule\n- [KASVAR9](course) schedule\n- [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](coursename) schedule\n- [JOVKA5](course) schedule\n- [Management and organizations I (literature)](coursename) schedule\n- [KASA5](course) schedule\n- [Perhe ja tunteet](coursename) schedule\n- [POLVOA51](course) schedule\n- [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](coursename) schedule\n- [SOSM5.1](course) schedule\n- [Tieteellinen kirjoittaminen](coursename) schedule\n- [SAKP2](course) schedule\n- [Valinnainen jakso: Valokuva historian tekijänä - työpaja](coursename) schedule\n- [MVKS38](course) schedule\n- [Global Humanitarianism and its Critics (POMLFCS3)](coursename) schedule\n- [KASVAR7](course) schedule\n- [Tuutorina toimiminen](coursename) schedule\n- [KATVAS99](course) schedule\n- [Tekninen kirjoittaminen (suomi)](coursename) schedule\n- [HIST03](course) schedule\n- [Journalistinen kieli - Kielenhuolto, lauseoppi](coursename) schedule\n- [KKSU9](course) weekly schedule\n- [Kääntämisen ja tulkkauksen teoria ja käytäntö - Tulkkausviestinnän perusteet](coursename) weekly schedule\n- [KKES3](course) weekly schedule\n- [Pro gradu -seminaari ja -tutkielma (taloustiede) - Pro gradu -seminaari](coursename) weekly schedule\n- [KKKI4](course) weekly schedule\n- [Seminaari (Ridell)](coursename) weekly schedule\n- [KATYVS22](course) weekly schedule\n- [Strateginen brändijohtaminen](coursename) weekly schedule\n- [FONEP3](course) weekly schedule\n- [Oikeus ja politiikka](coursename) weekly schedule\n- [MTTMA11](course) weekly schedule\n- [Translation II Finnish-English](coursename) weekly schedule\n- [SUOV1](course) weekly schedule\n- [United States History, 1877-1945](coursename) weekly schedule\n- [KKSUHUK1](course) weekly schedule\n- [Tieteellinen kirjoittaminen (SOC)](coursename) weekly schedule\n- [KKSUSOTE](course) weekly schedule\n- [Management Accounting and Human Behaviour](coursename) weekly schedule\n- [HTIS80](course) weekly schedule\n- [Tiedonhankintataidot - Tiedonhankintataidot II - Tiedonhankinnan syventäminen](coursename) weekly schedule\n- [KKRA4](course) weekly schedule\n- [Tiedonhankintataidot - Tiedonhankintataidot II - Tiedonhankinnan syventäminen](coursename) weekly schedule\n- [FILA7](course) weekly schedule\n- [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy](coursename) weekly schedule\n- [PEDAYOA1](course) weekly schedule\n- [Markkinoinnin teoria](coursename) weekly schedule\n- [HALHAA13](course) weekly schedule\n- [MED Research Colloquium](coursename) weekly schedule\n- [POLKVA12](course) weekly schedule\n- [Introduction to Argumentation and Scientific Reasoning](coursename) weekly schedule\n- [KASA12](course) weekly schedule\n- [Kandidaattiseminaari ja tutkielma (yritysjuridiikka ja vero-oikeus)](coursename) weekly schedule\n- [KIRA3G](course) weekly schedule\n- [Saksa IV](coursename) weekly schedule\n- [SOSM6.2](course) weekly schedule\n- [Graduseminaari, alkava (Kaarninen)](coursename) weekly schedule\n- [LFCS99](course) weekly schedule\n- [Kulttuuripsykologian perusteet](coursename) weekly schedule\n- [SOS1](course) weekly schedule\n- [Intercultural Communication](coursename) weekly schedule\n- [KIRA1](course) weekly schedule\n- [Johdanto tietokäytäntöjen tutkimukseen](coursename) weekly schedule\n- [KATJOA19](course) weekly schedule\n- [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) weekly schedule\n- [SUOK2/A6/S8](course) weekly schedule\n- [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](coursename) weekly schedule\n- [ESPFP5](course) weekly schedule\n- [Kick-start to Biomedical Technology](coursename) weekly schedule\n- [ENGP6](course) weekly schedule\n- [Liikunta pedagogisena ilmiönä - B Liikunnan vaihtevat ympäristöt](coursename) weekly schedule\n- [KASVAR7](course) weekly schedule\n- [Tietorakenteet](coursename) weekly schedule\n- [TEE6](course) weekly schedule\n- [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename) weekly schedule\n- [KKSUVAL3](course) weekly schedule\n- [Knowledge Discovery](coursename) weekly schedule\n- [YKTM4](course) weekly schedule\n- [Kandidaatintutkielma - Seminaari ja tutkielma](coursename) weekly schedule\n- [RANA7](course) weekly schedule\n- [Johdatus tilastotieteeseen](coursename) weekly schedule\n- [LOGA1](course) weekly\n- [Analyysi A](coursename) weekly\n- [HALHAS21](course) weekly\n- [Esimiestyö (syksy 2018)](coursename) weekly\n- [KKSUPRO](course) weekly\n- [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](coursename) weekly\n- [HALHAS20](course) weekly\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) weekly\n- [HALTTS12](course) weekly\n- [Proseminaari](coursename) weekly\n- [KASP4](course) weekly\n- [Poliittinen kommunikaatio ja retoriikka (kirjatentti/essee)](coursename) weekly\n- [ENGS7-9](course) weekly\n- [Espanja II](coursename) weekly\n- [KASTUTVA](course) weekly\n- [Tutkimus ja teoria](coursename) weekly\n- [KATLITO5](course) weekly\n- [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](coursename) weekly\n- [KASVARPH](course) weekly\n- [Kuvataidekasvatus / Harjoitukset - 2.vsk](coursename) weekly\n- [PSYA9](course) weekly\n- [Sosiaalioikeus I](coursename) weekly\n- [PEACE045](course) weekly\n- [Menetelmäklinikka](coursename) weekly\n- [COSOPON3](course) weekly\n- [Henkilöriskien vakuuttaminen](coursename) weekly\n- [VENP4/VENK2](course) weekly\n- [Digitaalinen historia](coursename) weekly\n- [TECHS5](course) weekly\n- [Johdatus kaunokirjalliseen kääntämiseen](coursename) weekly\n- [KATVAA11](course) weekly\n- [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](coursename) weekly\n- [TIETS05](course) weekly\n- [Tutkijan työpaja](coursename) weekly\n- [POLVOA41/S23/28](course) weekly\n- [Kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename) weekly\n- [MTTTA6](course) weekly\n- [Sosiaalisten riskien hallinta](coursename) weekly\n- [SOSM4](course) weekly\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename) weekly\n- [KASSG](course) weekly\n- [Kulutuksen ja ostokäyttäytymisen teoria](coursename) weekly\n- [POLVOS40](course) weekly\n- [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](coursename) weekly\n- [KKENYHT](course) weekly\n- [Tieteellinen kirjoittaminen](coursename) weekly\n- [TIEA3](course) weekly\n- [Toiminnanohjausjärjestelmät (ERP)](coursename) weekly\n- [LTLY16](course) weekly\n- [Moniammatilliset oppimisyhteisöt - Luennot](coursename) weekly\n- [KATSTA12](course) weekly\n- [Translation II Finnish-English](coursename) weekly\n- [KASLOE1.1](course) weekly\n- [Peace, Human Rights and Democracy in the Korean Peninsula and East Asia (Tampere Summer School 2018)](coursename) weekly\n- [KASSM2](course) weekly\n- [Johdatus tieteenfilosofiaan](coursename) weekly\n- [STYS3A](course) weekly\n- [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename) weekly\n- [TSEKP1](course) weekly\n- [Journalismin perusteet, luennot](coursename) weekly\n- What is the schedule for [KASLOM2](course)\n- What is the schedule for [Struggles on Education](coursename)\n- What is the schedule for [KASA11](course)\n- What is the schedule for [The Cancer Biology Journal Club](coursename)\n- What is the schedule for [ITIA4](course)\n- What is the schedule for [Vakuutustoiminnan periaatteet ja johtaminen](coursename)\n- What is the schedule for [ESPFA2](course)\n- What is the schedule for [Orientaatiopäivä väitöskirjatutkijoille](coursename)\n- What is the schedule for [KASLOM6](course)\n- What is the schedule for [Viron kielen suullinen ja kirjallinen taito](coursename)\n- What is the schedule for [KKSAVAL2](course)\n- What is the schedule for [Vertaisohjaus tietojenkäsittelytieteissä](coursename)\n- What is the schedule for [HALJTA06](course)\n- What is the schedule for [Tila, teknologia ja toiminta: Lukuseminaari: Julkinen toiminta teknoyhteiskunnassa](coursename)\n- What is the schedule for [PEACE1](course)\n- What is the schedule for [Introduction to Corporate Social Responsibility](coursename)\n- What is the schedule for [KASLOH3](course)\n- What is the schedule for [Orientaatio tutkielman tekemiseen -](coursename)\n- What is the schedule for [KASLOM10](course)\n- What is the schedule for [Tekstin tekemisen perusteet](coursename)\n- What is the schedule for [FILA9](course)\n- What is the schedule for [Genes and Genomes](coursename)\n- What is the schedule for [KASA13](course)\n- What is the schedule for [Yhtiöoikeus](coursename)\n- What is the schedule for [KASLOM5](course)\n- What is the schedule for [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](coursename)\n- What is the schedule for [DPJKKHS](course)\n- What is the schedule for [Hoitotyön johtamisen harjoittelu](coursename)\n- What is the schedule for [KATTAS21A](course)\n- What is the schedule for [Markkinoinnin kannattavuus ja taloudellisuus](coursename)\n- What is the schedule for [HALJTS99](course)\n- What is the schedule for [Graduseminaari, jatkava (Krötzl)](coursename)\n- What is the schedule for [ITIS14](course)\n- What is the schedule for [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename)\n- What is the schedule for [KASSM2](course)\n- What is the schedule for [Bachelor's Thesis Seminar - seminar in English](coursename)\n- What is the schedule for [POHA13](course)\n- What is the schedule for [Persoonallisuuspsykologia II](coursename)\n- What is the schedule for [ESPFP1](course)\n- What is the schedule for [Orientation](coursename)\n- What is the schedule for [MVKS47](course)\n- What is the schedule for [Ohjelmoinnin tekniikka C](coursename)\n- What is the schedule for [KASA2](course)\n- What is the schedule for [Verkkopalvelujen informaatioarkkitehtuuri](coursename)\n- What is the schedule for [MTTA2](course)\n- What is the schedule for [Journalismin tulevaisuus, harjoittelun kielikritiikki](coursename)\n- What is the schedule for [POLVOA21](course)\n- What is the schedule for [Johdatus yhteiskuntahistoriaan](coursename)\n- What is the schedule for [LTLY16](course)\n- What is the schedule for [Writing Scientific Journal Articles](coursename)\n- What is the schedule for [KASLOH3](course)\n- What is the schedule for [Introduction to Science and Research (spring)](coursename)\n- What is the schedule for [KATVAA13](course)\n- What is the schedule for [Arctic Fantasies](coursename)\n- What is the schedule for [KASLOE7.1](course)\n- What is the schedule for [Planning, Managing and Completing Your Doctoral Thesis](coursename)\n- What is the schedule for [POLKVA33](course)\n- What is the schedule for [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- What is the schedule for [KKSUPRO](course)\n- What is the schedule for [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](coursename)\n- What is the schedule [JKKYTUO2](course)\n- What is the schedule [MED Research Day](coursename)\n- What is the schedule [DPHSR404](course)\n- What is the schedule [Orientoivat opinnot ja HOPS (suomen kieli)](coursename)\n- What is the schedule [BIO2085](course)\n- What is the schedule [Orientoivat opinnot, HOPS](coursename)\n- What is the schedule [POLVOA41](course)\n- What is the schedule [Tutkimustyötä tukevat tohtoriopinnot (tietojenkäsittelyoppi)](coursename)\n- What is the schedule [BTK4620](course)\n- What is the schedule [Doctoral Studies](coursename)\n- What is the schedule [KASA1.2](course)\n- What is the schedule [Käännösten suomi](coursename)\n- What is the schedule [PEACE045](course)\n- What is the schedule [Dialogue: Constructive Talk at Work](coursename)\n- What is the schedule [PSYS6C](course)\n- What is the schedule [Embryology](coursename)\n- What is the schedule [HALJUS22](course)\n- What is the schedule [Terveyden edistämisen perusteet](coursename)\n- What is the schedule [KKSU2](course)\n- What is the schedule [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](coursename)\n- What is the schedule [KATTAA12B](course)\n- What is the schedule [Tieteenfilosofia](coursename)\n- What is the schedule [ENGA1](course)\n- What is the schedule [Tieteellinen kirjoittaminen / LUO & COMS](coursename)\n- What is the schedule [KKRA2](course)\n- What is the schedule [Verkostoitunut maailma](coursename)\n- What is the schedule [MEJOS15](course)\n- What is the schedule [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) kevät 2019](coursename)\n- What is the schedule [ENGS7-9](course)\n- What is the schedule [Palvelut ja hyvinvointivaltion murros](coursename)\n- What is the schedule [KATTAS33](course)\n- What is the schedule [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](coursename)\n- What is the schedule [KASLOE7.1](course)\n- What is the schedule [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (1. periodi)](coursename)\n- What is the schedule [KKSU4](course)\n- What is the schedule [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](coursename)\n- What is the schedule [BTK4663](course)\n- What is the schedule [Visuaalisen journalismin perusteet, harjoitukset](coursename)\n- What is the schedule [JOVA20](course)\n- What is the schedule [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- What is the schedule [JOUJOVTS](course)\n- What is the schedule [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](coursename)\n- What is the schedule [SAKS2](course)\n- What is the schedule [Luontokirjoittamisen klassikot](coursename)\n- What is the schedule [KKSA3](course)\n- What is the schedule [Draama - 2 vsk opinnot ja 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat (pienryhmäopetus)](coursename)\n- What is the schedule [KATYVA24](course)\n- What is the schedule [Tietotekniikka ja yhteiskunta](coursename)\n- What is the schedule [TERTIETO5](course)\n- What is the schedule [Terveystieteiden laadulliset tutkimusmenetelmät (hoitotieteen opiskelijat), Seinäjoki](coursename)\n- What is the schedule [KASLOM2](course)\n- What is the schedule [Finnish Survival Course](coursename)\n- What is the schedule [KATTAA12A](course)\n- What is the schedule [Tilintarkastus I](coursename)\n- What is the schedule [HISS2](course)\n- What is the schedule [Valtiosääntöoikeus](coursename)\n- What is the schedule [HALKAS14](course)\n- What is the schedule [Business, Society and Nature (Lectures)](coursename)\n- What is the schedule [KKRULUK](course)\n- What is the schedule [Global Humanitarianism and its Critics (POMLFCS3)](coursename)\n- When are classes for [HALJTA99](course)\n- When are classes for [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](coursename)\n- When are classes for [YKYY0](course)\n- When are classes for [Ääntämisharjoituksia](coursename)\n- When are classes for [BIO4661](course)\n- When are classes for [Ohjaus yliopistossa](coursename)\n- When are classes for [YKYYHT1](course)\n- When are classes for [Tietotekniikkataidot (kevät)](coursename)\n- When are classes for [ENGA12](course)\n- When are classes for [Tilintarkastus II](coursename)\n- When are classes for [YKYYHT2](course)\n- When are classes for [Yksilöllisyys oppimisessa ja osallistumisessa](coursename)\n- When are classes for [KASVAPAA](course)\n- When are classes for [Julkistalous](coursename)\n- When are classes for [KATJOA19](course)\n- When are classes for [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](coursename)\n- When are classes for [FONEP2](course)\n- When are classes for [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](coursename)\n- When are classes for [POLKVA41](course)\n- When are classes for [Kieli käyttöön/Språket i bruk](coursename)\n- When are classes for [KASERIT4](course)\n- When are classes for [Orientaatio psykologiaan](coursename)\n- When are classes for [JKKYLII](course)\n- When are classes for [Professional Writing (online course)](coursename)\n- When are classes for [SOS10.10.1](course)\n- When are classes for [Tieteenfilosofia](coursename)\n- When are classes for [TERTIETO5](course)\n- When are classes for [Asiantuntijan puheviestintä ja vuorovaikutusosaaminen](coursename)\n- When are classes for [HALJUA24](course)\n- When are classes for [Lapset ja lastensuojelu](coursename)\n- When are classes for [KASP3](course)\n- When are classes for [Taloustieteen perusteet, monimuoto-opetus](coursename)\n- When are classes for [POLKVA31](course)\n- When are classes for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](coursename)\n- When are classes for [JOVTS2](course)\n- When are classes for [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- When are classes for [FILA2](course)\n- When are classes for [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](coursename)\n- When are classes for [POLKVA23](course)\n- When are classes for [Genes and Genomes](coursename)\n- When are classes for [JOVA5](course)\n- When are classes for [Management and organizations I (literature)](coursename)\n- When are classes for [HISA2](course)\n- When are classes for [Toimittajan tieto- ja viestintätekniikkataidot](coursename)\n- When are classes for [JOVAT1](course)\n- When are classes for [Tilastollisen päättelyn perusteet](coursename)\n- When are classes for [DPCMTJ2/JMMETUS](course)\n- When are classes for [Sustainable business practices (Lectures)](coursename)\n- When are classes for [KASP4](course)\n- When are classes for [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename)\n- When are classes for [POLVOA41/S23/28](course)\n- When are classes for [Advanced International Relations Research Methods (book exam/essay)](coursename)\n- When are classes for [LATAP3](course)\n- When are classes for [Yhteisösosiaalityö monikulttuurisessa ympäristössä](coursename)\n- When are classes for [HISA2](course)\n- When are classes for [Institutions, Innovation and Economic Renewal (NORDIG)](coursename)\n- When are classes for [KASVAR2](course)\n- When are classes for [Minustako asiantuntijamyynnin ammattilainen?](coursename)\n- When are classes for [TERTIETO4](course)\n- When are classes for [Tutkielmapiiri](coursename)\n- Classes [RANSV5](course)\n- Classes [Orientation - Orientation to studying in the Degree Programme](coursename)\n- Classes [ITIA8](course)\n- Classes [Tilinpäätösanalyysi](coursename)\n- Classes [MTTTY1](course)\n- Classes [Kandidaattitutkielma ja seminaari (matematiikka) - seminaari](coursename)\n- Classes [BTK2112](course)\n- Classes [Kansalaisyhteiskunta ja poliittinen osallistuminen (kirjatentti/essee)](coursename)\n- Classes [TIEP1](course)\n- Classes [Radiojournalismi](coursename)\n- Classes [KKKI1](course)\n- Classes [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename)\n- Classes [JKKYY](course)\n- Classes [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- Classes [DPHSR403](course)\n- Classes [Pro gradu -tutkielma ja seminaari](coursename)\n- Classes [KASLOM8](course)\n- Classes [Academic Presentations](coursename)\n- Classes [KASVARH](course)\n- Classes [Kasvatustieteiden perusopinnot lukuvuonna 2018-2019 - yhteinen johdantoluento](coursename)\n- Classes [KATLAP21](course)\n- Classes [Cross-Institutional Studies in TUT](coursename)\n- Classes [KASA2](course)\n- Classes [Scientific Writing - Module B - Thesis Writing (online)](coursename)\n- Classes [KASP4](course)\n- Classes [Tekstiklinikka tutkielman kirjoittajille](coursename)\n- Classes [KKENKTM](course)\n- Classes [Päätöksenteon etiikka](coursename)\n- Classes [JKKYTUA02](course)\n- Classes [Radiokääntäminen (saksa)](coursename)\n- Classes [PEACE046](course)\n- Classes [Kuvataidekasvatus / Harjoitukset - 2.vsk](coursename)\n- Classes [HALTVA12](course)\n- Classes [Ruotsin kielen kirjallinen ja suullinen viestintä / intensiivikurssi](coursename)\n- Classes [BTK4400](course)\n- Classes [Johdatus politiikan teoriaan (kirjatentti/essee)](coursename)\n- Classes [STYS3B2](course)\n- Classes [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](coursename)\n- Classes [KASA13](course)\n- Classes [Tieteellinen kirjoittaminen / LUO & COMS](coursename)\n- Classes [ENGA4](course)\n- Classes [Työelämän tekstitaidot](coursename)\n- Classes [POLVOS21](course)\n- Classes [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat lo-opiskelijat](coursename)\n- Classes [DPEDUC.3](course)\n- Classes [Asiantuntijan puheviestintä ja vuorovaikutus (3. periodi)](coursename)\n- Classes [FONEP4](course)\n- Classes [European Social Policy: Content and Actors](coursename)\n- Classes [JOVPVS5](course)\n- Classes [Graduvauhditus](coursename)\n- Classes [KATVRA30](course)\n- Classes [Kasvatus, tieto ja teoria - Luennot](coursename)\n- Classes [GTS4](course)\n- Classes [Konfliktinratkaisu (kirjatentti/essee)](coursename)\n- Classes [KASA8](course)\n- Classes [Individual project course](coursename)\n- Classes [KASA7](course)\n- Classes [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](coursename)\n- Classes [SOS08.3](course)\n- Classes [Tutkimusetiikka](coursename)\n- When are classes [LTLY01](course)\n- When are classes [Science and Biotechnology Journal Club](coursename)\n- When are classes [KKRA5](course)\n- When are classes [European Integration Theory and External Relations (book exam/essay)](coursename)\n- When are classes [TAYJ12](course)\n- When are classes [Rahoituksen jatkokurssi](coursename)\n- When are classes [POLKVA31](course)\n- When are classes [Budgeting and capital budgeting (online course)](coursename)\n- When are classes [KASP2](course)\n- When are classes [Persoonallisuuspsykologia I](coursename)\n- When are classes [TERKAN6](course)\n- When are classes [Kielioppi I](coursename)\n- When are classes [HISA4](course)\n- When are classes [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](coursename)\n- When are classes [KASLOH3](course)\n- When are classes [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename)\n- When are classes [ENGA10](course)\n- When are classes [Julkisorganisaation talouden suunnittelu ja päätöksenteko](coursename)\n- When are classes [DPII1](course)\n- When are classes [Julkisen talousjohtamisen näkökulmia](coursename)\n- When are classes [KASVAR12](course)\n- When are classes [Luova kaupunkikehittäminen](coursename)\n- When are classes [TRSU03](course)\n- When are classes [Professional Writing (online course)](coursename)\n- When are classes [SOS3](course)\n- When are classes [Improving the quality and safety of health care through outcomes research](coursename)\n- When are classes [KASA13](course)\n- When are classes [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](coursename)\n- When are classes [FILS1E](course)\n- When are classes [Orientoiva tutkielmaseminaari](coursename)\n- When are classes [KASSA4](course)\n- When are classes [Workshop in Film Education](coursename)\n- When are classes [TERY4](course)\n- When are classes [Johdatus viestintään ja mediaan](coursename)\n- When are classes [KASLOM5](course)\n- When are classes [Studies of expansive learning: Foundations, findings and challenges](coursename)\n- When are classes [SUOA3](course)\n- When are classes [Kiina III](coursename)\n- When are classes [HALJUS31](course)\n- When are classes [Seminaari](coursename)\n- When are classes [ITIS42](course)\n- When are classes [Kandidaattiseminaari (JATKAVA, Vuolanto)](coursename)\n- When are classes [NORDIG4](course)\n- When are classes [Bioinformatics tools (autumn 2018)](coursename)\n- When are classes [JKKYOA11](course)\n- When are classes [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](coursename)\n- When are classes [SUOA5/YKIEA1](course)\n- When are classes [Comparative Education Policy](coursename)\n- When are classes [KATTAS31](course)\n- When are classes [Johdatus sosiaaliantropologiaan, luennot (verkkokurssi)](coursename)\n- When are classes [MTTTP4](course)\n- When are classes [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename)\n- When are classes [POLVOS40](course)\n- When are classes [Master's Thesis Seminar - Thesis seminar II](coursename)\n- When are classes [MTTTA14](course)\n- When are classes [Tutkimuksen perusteet ja etiikka](coursename)\n- When are classes [JKKYVAP](course)\n- When are classes [Internet ja vuorovaikutteinen media (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- When are classes [DPHSR404](course)\n- When are classes [Player and User Studies](coursename)\n- Teaching times [TIEA5](course)\n- Teaching times [Algorithmic Problem Solving](coursename)\n- Teaching times [KATYVS44](course)\n- Teaching times [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](coursename)\n- Teaching times [KATMAA12](course)\n- Teaching times [Nuorisotyö ja nuorisotutkimus (verkkokurssi)](coursename)\n- Teaching times [KASLOM11](course)\n- Teaching times [Aineenvaihdunta](coursename)\n- Teaching times [ROMAP5](course)\n- Teaching times [Contemporary Peace and Conflict Studies](coursename)\n- Teaching times [HALYAS14](course)\n- Teaching times [Finlaysonin kielimaailmat](coursename)\n- Teaching times [KASSM2](course)\n- Teaching times [Introduction to Education in Finland - Lectures, observation, essay and learning diary](coursename)\n- Teaching times [KATJOA12](course)\n- Teaching times [Kieli käyttöön/Språket i bruk](coursename)\n- Teaching times [HISA4](course)\n- Teaching times [Ääntämisharjoituksia](coursename)\n- Teaching times [JOVPVA7](course)\n- Teaching times [Internet ja vuorovaikutteinen media](coursename)\n- Teaching times [KATYVA52](course)\n- Teaching times [Vakuutustoiminnan periaatteet ja johtaminen](coursename)\n- Teaching times [JOVA13](course)\n- Teaching times [PhD by publication: writing integrative chapter](coursename)\n- Teaching times [POLKVA12](course)\n- Teaching times [Making sense of globalization - Theorizing beyond the nation-state - seminar](coursename)\n- Teaching times [LTLY16](course)\n- Teaching times [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](coursename)\n- Teaching times [KASSM2](course)\n- Teaching times [Learning About Language with Corpora](coursename)\n- Teaching times [KKENMP3](course)\n- Teaching times [Harjoittelu ja työelämävalmiudet](coursename)\n- Teaching times [KIRA3G](course)\n- Teaching times [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti](coursename)\n- Teaching times [KASPUHA5](course)\n- Teaching times [Verkkojulkaiseminen](coursename)\n- Teaching times [KASA3](course)\n- Teaching times [Markkinoinnin teoria](coursename)\n- Teaching times [TERHOIA6](course)\n- Teaching times [Kognitiivinen neurotiede I](coursename)\n- Teaching times [TAYJ042](course)\n- Teaching times [Valinnainen jakso: Radioprojekti (syksy)](coursename)\n- Teaching times [TAYJ035](course)\n- Teaching times [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename)\n- Teaching times [KATLAA15](course)\n- Teaching times [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](coursename)\n- Teaching times [KATYVA31](course)\n- Teaching times [Speakers Series](coursename)\n- Teaching times [BTK1023](course)\n- Teaching times [Literature and Change after 1900 (British Literature)](coursename)\n- Teaching times [LTLY16](course)\n- Teaching times [Tieteellinen kirjoittaminen](coursename)\n- Teaching times [KIRA2](course)\n- Teaching times [Semantiikka ja pragmatiikka / Sémantique et pragmatique](coursename)\n- Teaching times [LUOYY003](course)\n- Teaching times [Kiina I](coursename)\n- Teaching times [POLYEP12](course)\n- Teaching times [Biologia ja ympäristötieto - Biologian kenttäkurssi - 2. vsk (1-2. ryhmät Hyytiälä)](coursename)\n- Teaching times [KKENVAL7](course)\n- Teaching times [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- Teaching hours [ENGS44](course)\n- Teaching hours [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](coursename)\n- Teaching hours [KASPUHS8](course)\n- Teaching hours [Environmental History and Cultural Ecology of Russia (VENS20)](coursename)\n- Teaching hours [KKRUYHT](course)\n- Teaching hours [Research on Media, Culture and Education](coursename)\n- Teaching hours [TIETS31](course)\n- Teaching hours [Kuluttajakäyttäytyminen](coursename)\n- Teaching hours [STYS2A](course)\n- Teaching hours [Nuorten ja aikuisten mielenterveyden arviointi](coursename)\n- Teaching hours [KASPUHP3](course)\n- Teaching hours [Tutkielmaseminaari](coursename)\n- Teaching hours [HALJTS01](course)\n- Teaching hours [Kognitiiviseen käyttäytymisterapiaan pohjautuvat interventiot](coursename)\n- Teaching hours [HALJTS01](course)\n- Teaching hours [Arviointimenetelmät](coursename)\n- Teaching hours [SOS6.2.1](course)\n- Teaching hours [Esimiestyö (syksy 2018)](coursename)\n- Teaching hours [TAYJ13](course)\n- Teaching hours [Mikrotalousteoria I](coursename)\n- Teaching hours [RUST5/VENS10](course)\n- Teaching hours [Kansainvälinen verotus](coursename)\n- Teaching hours [KASA4](course)\n- Teaching hours [Verkkojulkaisemisen perusteet - kevät 2019](coursename)\n- Teaching hours [KATTAA40](course)\n- Teaching hours [Tilinpäätös- ja verosuunnittelu](coursename)\n- Teaching hours [PSYS6C](course)\n- Teaching hours [Semantiikka ja pragmatiikka / Semantik und Pragmatik](coursename)\n- Teaching hours [JOVY3](course)\n- Teaching hours [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari](coursename)\n- Teaching hours [HALYAA12](course)\n- Teaching hours [Uutisjournalismi](coursename)\n- Teaching hours [KASP4](course)\n- Teaching hours [History, Culture and Literature: Culture and Literature](coursename)\n- Teaching hours [POLVOA31](course)\n- Teaching hours [Varhaisiän musiikkikasvatus / Harjoitukset - 2.vsk](coursename)\n- Teaching hours [PSYP1](course)\n- Teaching hours [Tieteellinen kirjoittaminen](coursename)\n- Teaching hours [HALHAS18](course)\n- Teaching hours [Orientoivat opinnot ja HOPS](coursename)\n- Teaching hours [HALYAS11](course)\n- Teaching hours [Scientific Writing - Module A - Writing Clinic](coursename)\n- Teaching hours [VENP5/VENK2](course)\n- Teaching hours [Experimental animal course](coursename)\n- Teaching hours [MEDU02](course)\n- Teaching hours [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](coursename)\n- Teaching hours [KKSUYP](course)\n- Teaching hours [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Teaching hours [KASA12](course)\n- Teaching hours [Kontrastiivisen fonetiikan perusteet -](coursename)\n- Teaching hours [KATJOA14](course)\n- Teaching hours [Rauhan- ja konfliktintutkimus (kirjatentti/essee)](coursename)\n- Teaching hours [KATVRS52](course)\n- Teaching hours [Mikrotalousteoria II](coursename)\n- Teaching hours [DPHSFC07](course)\n- Teaching hours [Writing for Research](coursename)\n- Teaching hours [MVKS23](course)\n- Teaching hours [Tarkastusmenetelmien teoria ja käytäntö](coursename)\n- Teaching hours [KASVAR10](course)\n- Teaching hours [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](coursename)\n- Teaching [ENGA6](course)\n- Teaching [Johdatus logiikkaan 2](coursename)\n- Teaching [ROMAP1](course)\n- Teaching [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](coursename)\n- Teaching [KATLAS17](course)\n- Teaching [Suullinen viestintä I - Keskusteluharjoitukset](coursename)\n- Teaching [JKKYMYJK05](course)\n- Teaching [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](coursename)\n- Teaching [JKKYORP1](course)\n- Teaching [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](coursename)\n- Teaching [JKKYTVA13](course)\n- Teaching [Europe in transition](coursename)\n- Teaching [MTTY4](course)\n- Teaching [Kommunikationstraining II](coursename)\n- Teaching [JOVA9](course)\n- Teaching [Orientoivat opinnot Pori](coursename)\n- Teaching [KATLITO4](course)\n- Teaching [Tietokantojen perusteet](coursename)\n- Teaching [ITIA01](course)\n- Teaching [Tuutorina toimiminen](coursename)\n- Teaching [JOUJOVTS](course)\n- Teaching [Puheviestintä tieteenä](coursename)\n- Teaching [KKENYHT](course)\n- Teaching [Simultaaninen konferenssitulkkaus](coursename)\n- Teaching [BIO4716](course)\n- Teaching [Tietojenkäsittelyopin syventävä opintojakso TTY:ltä](coursename)\n- Teaching [JOVA18](course)\n- Teaching [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- Teaching [HISP1](course)\n- Teaching [Eurooppalainen, euraasialainen ja globaali energiapolitiikka (kirjatentti/essee)](coursename)\n- Teaching [SUOA1](course)\n- Teaching [C. Wright Millsin sosiologia - Luentoseminaari](coursename)\n- Teaching [TRSU01](course)\n- Teaching [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename)\n- Teaching [POLKVA43](course)\n- Teaching [Tietokantojen perusteet - Näyttökoe, syksy 2018](coursename)\n- Teaching [STYS2A](course)\n- Teaching [Henkilöstöjohtaminen](coursename)\n- Teaching [KASA13](course)\n- Teaching [Finnish Survival Course](coursename)\n- Teaching [SOSM1](course)\n- Teaching [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](coursename)\n- Teaching [MVKS13P](course)\n- Teaching [PhD by publication: writing integrative chapter](coursename)\n- Teaching [KASSY1](course)\n- Teaching [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteisopetusta avoimen yo:n kanssa](coursename)\n- Teaching [POHP6](course)\n- Teaching [Master's Seminar and Thesis - seminar](coursename)\n- Teaching [KATJOS31](course)\n- Teaching [Talouselämän käännösviestinnän seminaari venäjä-suomi](coursename)\n- Teaching [TERVAL5](course)\n- Teaching [Human Rights and International Society (book exam/essay)](coursename)\n- Teaching [HALYAA13](course)\n- Teaching [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](coursename)\n- Teaching [KASA9](course)\n- Teaching [Mikrotalousteoria II](coursename)\n- Teaching [KKRAVAL1](course)\n- Teaching [Kehittävä asiantuntijatyö organisaatioissa](coursename)\n- Teaching [KATJOA99](course)\n- Teaching [Syntyvyys, hoiva, sukupolvi](coursename)\n- [VENP3/VENK1](course) teaching\n- [Specialized Optional Research Methodology: Action research](coursename) teaching\n- [PSYS6A](course) teaching\n- [Euroopan muotoutuminen](coursename) teaching\n- [PEDAYOA1](course) teaching\n- [Moniammatilliset johtamisopinnot](coursename) teaching\n- [ITIS24](course) teaching\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kirjoittaminen ja käsitteellistäminen tieteellisenä menetelmänä](coursename) teaching\n- [KATVRS42](course) teaching\n- [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](coursename) teaching\n- [JOUJOVTS](course) teaching\n- [Johdatus seminaarityöskentelyyn](coursename) teaching\n- [KKES4](course) teaching\n- [Kielioppi I / Grammatik I](coursename) teaching\n- [PGHINT](course) teaching\n- [Analyysi B](coursename) teaching\n- [ROMAP3](course) teaching\n- [Johdatus hoitotieteeseen, Seinäjoki](coursename) teaching\n- [TERHOI2](course) teaching\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](coursename) teaching\n- [HALTVA12](course) teaching\n- [Psykologiset interventiot](coursename) teaching\n- [KASP5](course) teaching\n- [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](coursename) teaching\n- [KASVAR3](course) teaching\n- [Kandidaatin tutkielma ja seminaari (kurssi alkanut keväällä 2018 Hoitotieteen opiskelijoille)](coursename) teaching\n- [POMLFCS3](course) teaching\n- [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot (verkkokurssi)](coursename) teaching\n- [KATMAP11](course) teaching\n- [Knowledge, business and work in a digital society](coursename) teaching\n- [KATTV01](course) teaching\n- [EI OPETETA 2018-2019 In vitro models](coursename) teaching\n- [KIRP3](course) teaching\n- [Esimiestyö (kevät 2019)](coursename) teaching\n- [POLPOP03](course) teaching\n- [Sosiaalioikeus](coursename) teaching\n- [KASA6](course) teaching\n- [Introduction to computational biology](coursename) teaching\n- [KASVAR11](course) teaching\n- [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename) teaching\n- [KKSUPRO](course) teaching\n- [Asiantuntijan puheviestintä ja vuorovaikutus, 3.-4. periodi / VIESTINTÄROHKEUDEN RYHMÄ](coursename) teaching\n- [MVKS54-56](course) teaching\n- [Tekninen kirjoittaminen (suomi)](coursename) teaching\n- [POLVOA32/S23/24](course) teaching\n- [Linguistics II: Meaning and Discourse](coursename) teaching\n- [KKSUOPE](course) teaching\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](coursename) teaching\n- [KATVRA13](course) teaching\n- [Kandidaattiseminaari ja -tutkielma (hallintotiede), syksy](coursename) teaching\n- [SUKKP1](course) teaching\n- [Human-Centered Product Development (TUT/IHTE)](coursename) teaching\n- [KASVAR11](course) teaching\n- [Vanheneminen sosiaalisena ilmiönä](coursename) teaching\n- [KATVRS54](course) teaching\n- [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](coursename) teaching\n- [KASA9](course) teaching\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](coursename) teaching\n- [KKVE2](course) teaching\n- [Yritysjuridiikan perusteet](coursename) teaching\n- Week [ENGP8](course)\n- Week [Vaihtuvasisältöiset erikoiskurssit (kirjallinen tentti suoritusvaihtoehto) -](coursename)\n- Week [TERTIETO4](course)\n- Week [Dialogitulkkaus](coursename)\n- Week [PSYS6A](course)\n- Week [Hoitotiede ja näytön ohjaama toiminta](coursename)\n- Week [KKRULUK](course)\n- Week [Foundations of English Business Communication (RPL) / näyttökoe](coursename)\n- Week [KASA15](course)\n- Week [Introduction to Cultural Psychology](coursename)\n- Week [KATYVP11](course)\n- Week [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](coursename)\n- Week [BTK0011](course)\n- Week [Opetussuunnitelmatyö yliopistossa](coursename)\n- Week [KASA13](course)\n- Week [Qualitative Approach](coursename)\n- Week [SOS08.2](course)\n- Week [Opetus, ohjaus, oppiminen - elokas ja avoimen lähiop.: pienryhmäopetus (2 op) ja kirjallisuus (2 op)](coursename)\n- Week [TIEP1](course)\n- Week [Julkisen hallinnon reformit ja muutos](coursename)\n- Week [VENA7](course)\n- Week [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Week [DPII2](course)\n- Week [Emotions and Sociality in Human-Technology Interaction](coursename)\n- Week [KASA2](course)\n- Week [Hallinto-oikeuden syventävä jakso](coursename)\n- Week [KKRULUK](course)\n- Week [United States History, 1877-1945](coursename)\n- Week [KKSUKK](course)\n- Week [Graduseminaari, alkava (Markkola)](coursename)\n- Week [HISS1A](course)\n- Week [Writing for Research (online course)](coursename)\n- Week [KKSUSOTE](course)\n- Week [Organisaatioteoria](coursename)\n- Week [POLVOA12](course)\n- Week [Study Skills and Personal Study Planning - Basics of Information Literacy](coursename)\n- Week [VENA6](course)\n- Week [SGN-53007 Computational Diagnostics](coursename)\n- Week [KIRP5](course)\n- Week [Foundations of English Business Communication](coursename)\n- Week [MTTTA1](course)\n- Week [Courses in Computer Science in TUT](coursename)\n- Week [KASA8](course)\n- Week [Hoitotyön johtamisen harjoittelu](coursename)\n- Week [RANS5](course)\n- Week [Business, Society and Nature (Lectures)](coursename)\n- Week [STYS1B2](course)\n- Week [Advanced Course in Corporate Finance](coursename)\n- Week [POLVOA32/S27](course)\n- Week [Tekoäly ja vakuutustoiminta/ Vakuutustieteen vaihtuvasisältöinen kurssi](coursename)\n- Week [KASA12](course)\n- Week [Systemaattinen tiedonhaku hoitotieteessä](coursename)\n- Week [POLVOA31](course)\n- Week [Terveys ja talous](coursename)\n- Week [KIRS5](course)\n- Week [Orientation Course - General Orientation Course for International Students](coursename)\n- Week [PSYA9](course)\n- Week [Rahoitusekonometria](coursename)\n- Week [POLKVA33](course)\n- Week [Tilinpäätös- ja verosuunnittelu](coursename)\n- Lectures [LUOYY006](course)\n- Lectures [Väittelijän puheviestintä](coursename)\n- Lectures [HALTTS13](course)\n- Lectures [Scientific Writing - Module B - Thesis Writing (online)](coursename)\n- Lectures [KKVE3](course)\n- Lectures [Biotechnical product development](coursename)\n- Lectures [SAKP3](course)\n- Lectures [Työ- ja organisaatiopsykologia I](coursename)\n- Lectures [MTTA2](course)\n- Lectures [Medioitu vuorovaikutus](coursename)\n- Lectures [GTS2](course)\n- Lectures [Lapset ja lastensuojelu](coursename)\n- Lectures [KATVAA13](course)\n- Lectures [Dialogitulkkaus](coursename)\n- Lectures [POLKVA12](course)\n- Lectures [Research on Media, Culture and Education](coursename)\n- Lectures [KATVAA12](course)\n- Lectures [Julkistalouden valvonta ja tarkastus](coursename)\n- Lectures [KKVE2](course)\n- Lectures [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename)\n- Lectures [ITIP3](course)\n- Lectures [Tila, paikka ja aika](coursename)\n- Lectures [POLKVS31](course)\n- Lectures [Seminaari (Seppänen)](coursename)\n- Lectures [FILA9](course)\n- Lectures [Puheen ja äänen kulttuurinen ja ammatillinen variaatio - Kirjatentti](coursename)\n- Lectures [KASP1](course)\n- Lectures [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](coursename)\n- Lectures [KASS1](course)\n- Lectures [Terveydenhuollon ja terveystutkimuksen etiikka, Seinäjoki](coursename)\n- Lectures [COSOPOM3](course)\n- Lectures [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](coursename)\n- Lectures [KKRUYHT](course)\n- Lectures [Tiimi toimii - puheviestinnän syventävä kurssi (3. periodi)](coursename)\n- Lectures [KKENYHT](course)\n- Lectures [New Forms of Violence, Change in Security Paradigm (book exam/essay)](coursename)\n- Lectures [KASA11](course)\n- Lectures [Käännösviestintä saksa - suomi / Transalation Deutsch-Finnisch](coursename)\n- Lectures [YKT09.6](course)\n- Lectures [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](coursename)\n- Lectures [VENA11](course)\n- Lectures [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](coursename)\n- Lectures [KASA11](course)\n- Lectures [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](coursename)\n- Lectures [PSYS3](course)\n- Lectures [Kandidaattiseminaari (Aatsinki)](coursename)\n- Lectures [MTTMA10](course)\n- Lectures [Mathematics and statistics for bioinformatics](coursename)\n- Lectures [KKRUKTMO](course)\n- Lectures [Structure of English III: Grammar and Context](coursename)\n- Lectures [ESPFA6](course)\n- Lectures [Tekstin tekemisen perusteet](coursename)\n- Lectures [LOGM2](course)\n- Lectures [Pro gradu -seminaari ja -tutkielma](coursename)\n- Lectures [POLVOS27](course)\n- Lectures [Liikunta pedagogisena ilmiönä - B Liikunnan vaihtevat ympäristöt](coursename)\n- Lectures [BIO4661](course)\n- Lectures [Graduseminaari, jatkava (Krötzl)](coursename)\n- Lectures [KATTAA12A](course)\n- Lectures [Media and the Arctic](coursename)\n- When are lectures [SAKA12](course)\n- When are lectures [Tieteenfilosofiaa kasvatustieteen näkökulmasta](coursename)\n- When are lectures [PSYS16](course)\n- When are lectures [Special Issues in Games and Internet Cultures](coursename)\n- When are lectures [HTIS60](course)\n- When are lectures [Finlaysonin kielimaailmat](coursename)\n- When are lectures [HALJTJ00](course)\n- When are lectures [Äänen häiriöt](coursename)\n- When are lectures [PSYP2](course)\n- When are lectures [Monikulttuurinen kirjallisuus Suomessa](coursename)\n- When are lectures [KKSUPRO](course)\n- When are lectures [Viestinnän etiikka - verkkokurssi](coursename)\n- When are lectures [JKKYINA15](course)\n- When are lectures [Understanding Legal Regulation of Business](coursename)\n- When are lectures [TAYJ035](course)\n- When are lectures [Introduction to Bayesian Analysis 2](coursename)\n- When are lectures [KATLAS11](course)\n- When are lectures [Klassinen länsimainen kertomakirjallisuus](coursename)\n- When are lectures [KKSUHUK1](course)\n- When are lectures [Jatkokoulutusseminaari](coursename)\n- When are lectures [ENGA6](course)\n- When are lectures [Tiedonhankintataidot - Tiedonhankintataidot II - Tiedonhankinnan syventäminen](coursename)\n- When are lectures [HTIS81](course)\n- When are lectures [Tarkastusmenetelmien teoria ja käytäntö](coursename)\n- When are lectures [POLVOA22](course)\n- When are lectures [Ekonometrian jatkokurssi](coursename)\n- When are lectures [ROMAP3](course)\n- When are lectures [Teksti, keskustelu ja vuorovaikutus](coursename)\n- When are lectures [VENA11](course)\n- When are lectures [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](coursename)\n- When are lectures [KKKI3](course)\n- When are lectures [BMT-70100 Kudosteknologian perusteet](coursename)\n- When are lectures [RUST5/VENS10](course)\n- When are lectures [Biostatistiikka ja tilastollinen tietojenkäsittely](coursename)\n- When are lectures [VENA16](course)\n- When are lectures [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](coursename)\n- When are lectures [TIETA17](course)\n- When are lectures [Ammattimainen tekstintarkistus](coursename)\n- When are lectures [KKENVAL2](course)\n- When are lectures [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](coursename)\n- When are lectures [STYA3B1](course)\n- When are lectures [Terve ja turvallinen kouluyhteisö](coursename)\n- When are lectures [HTIY004](course)\n- When are lectures [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)](coursename)\n- When are lectures [KATTAA90](course)\n- When are lectures [Europe's Wicked Policy Problems (POMLFCS2)](coursename)\n- When are lectures [JOVAT2](course)\n- When are lectures [Päätöksenteko lastensuojelussa](coursename)\n- When are lectures [ENGS42-43](course)\n- When are lectures [Markkinoinnin kannattavuus ja taloudellisuus](coursename)\n- When are lectures [POLPOP04](course)\n- When are lectures [Advanced course in Czech language](coursename)\n- When are lectures [KASA10](course)\n- When are lectures [Johdatus hoitotieteeseen](coursename)\n- When are lectures [TERHOIA7](course)\n- When are lectures [The European Union's Transnational Policies (POMLFCS2)](coursename)\n- When are lectures [KASA13](course)\n- When are lectures [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](coursename)\n- When are lectures [HALYAS13](course)\n- When are lectures [Finnish Society and Culture (spring)](coursename)\n- Hours weekly [STYA1A2](course)\n- Hours weekly [Liiketoimintaympäristön taloustiede](coursename)\n- Hours weekly [RANS5](course)\n- Hours weekly [Dialogitulkkaus / Dialogdolmetschen](coursename)\n- Hours weekly [HALKAS99](course)\n- Hours weekly [Molekyylibiologia](coursename)\n- Hours weekly [COSOPC2](course)\n- Hours weekly [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- Hours weekly [KASA10](course)\n- Hours weekly [Vähittäiskaupan konseptit](coursename)\n- Hours weekly [KKRA2](course)\n- Hours weekly [Re-Thinking Value Creation](coursename)\n- Hours weekly [KKRUKTK](course)\n- Hours weekly [Organizational Behavior (Independent study, Spring 2019)](coursename)\n- Hours weekly [DPCMTJ2](course)\n- Hours weekly [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Hours weekly [ENGS3](course)\n- Hours weekly [Taiteen historia, filosofia ja kulttuurit: Populaarit esitysmuodot (avoin yliopisto)](coursename)\n- Hours weekly [POLVOS32](course)\n- Hours weekly [Taitoseminaari](coursename)\n- Hours weekly [ITIS41](course)\n- Hours weekly [Seminaari (Ridell)](coursename)\n- Hours weekly [KKRUKTMO](course)\n- Hours weekly [Study Skills and Personal Study Planning - Basics of Information Literacy](coursename)\n- Hours weekly [TERY6](course)\n- Hours weekly [Literature and Change after 1900 (American Literature)](coursename)\n- Hours weekly [KASSO5](course)\n- Hours weekly [Laboroinnin perusteet](coursename)\n- Hours weekly [HISS2](course)\n- Hours weekly [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename)\n- Hours weekly [TAYJ027](course)\n- Hours weekly [Shakespeare: Past and Present](coursename)\n- Hours weekly [FILA7](course)\n- Hours weekly [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](coursename)\n- Hours weekly [LTLY16](course)\n- Hours weekly [Tiedonhaun perusteet](coursename)\n- Hours weekly [JOVTS5](course)\n- Hours weekly [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- Hours weekly [SAKA10](course)\n- Hours weekly [Julkisen hallinnon reformit ja muutos](coursename)\n- Hours weekly [HALJTA04](course)\n- Hours weekly [Saksa II](coursename)\n- Hours weekly [TERTIETO2](course)\n- Hours weekly [Tilastotieteen johdantokurssi, iltaryhmä](coursename)\n- Hours weekly [KKRUPRE2](course)\n- Hours weekly [Orientoivat opinnot ja HOPS (kirjallisuustiede)](coursename)\n- Hours weekly [VENP0](course)\n- Hours weekly [Old and New Classics of Political Theory (book exam/essay)](coursename)\n- Hours weekly [JOVA15](course)\n- Hours weekly [Sukupuoli, perhe ja yhteiskunta](coursename)\n- Hours weekly [KKSA3](course)\n- Hours weekly [Tietotekniikkataidot (kevät)](coursename)\n- Hours weekly [TIETS40](course)\n- Hours weekly [Venäjän historia, kirjallisuus ja kulttuuri](coursename)\n- Hours weekly [KASPUHA4](course)\n- Hours weekly [Arviointimenetelmät](coursename)\n- Hours weekly [YKYYKEKE1](course)\n- Hours weekly [Public Financial Management and Evolving Administrative Structures](coursename)\n- Hours weekly [HALJUS15](course)\n- Hours weekly [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, II-periodi](coursename)\n- When are the classes [BTK2070](course) weekly\n- When are the classes [Merkitys](coursename) weekly\n- When are the classes [SOS6.3.3](course) weekly\n- When are the classes [Aikuiskasvatus ja työelämä, kirjatentti, Pori](coursename) weekly\n- When are the classes [MTTTS14](course) weekly\n- When are the classes [EU Financial Management](coursename) weekly\n- When are the classes [SAKW1](course) weekly\n- When are the classes [Matematiikan ja tilastotieteen työpajat](coursename) weekly\n- When are the classes [DPJKKKS](course) weekly\n- When are the classes [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) weekly\n- When are the classes [JOVTS5](course) weekly\n- When are the classes [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (4. periodi)](coursename) weekly\n- When are the classes [VENP3/VENK1](course) weekly\n- When are the classes [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 11.-12.4.2019](coursename) weekly\n- When are the classes [MVKS42S](course) weekly\n- When are the classes [Lasten puheen ja kielen häiriöt - A1a Lasten puheen ja kielen häiriöt](coursename) weekly\n- When are the classes [KASA3](course) weekly\n- When are the classes [Kääntämisen perusteet](coursename) weekly\n- When are the classes [SOS6.1.3](course) weekly\n- When are the classes [Espanja II](coursename) weekly\n- When are the classes [JOUJOVTS](course) weekly\n- When are the classes [Aikuis- ja ammattikasvatuksen asiantuntijuus](coursename) weekly\n- When are the classes [VENP2](course) weekly\n- When are the classes [Kielen käyttö I](coursename) weekly\n- When are the classes [GTS3](course) weekly\n- When are the classes [Hesdoc Annual Meeting](coursename) weekly\n- When are the classes [IGS006](course) weekly\n- When are the classes [Kandidaatintutkielma, seminaari](coursename) weekly\n- When are the classes [KKSU3](course) weekly\n- When are the classes [Johdatus sosiaalitieteisiin](coursename) weekly\n- When are the classes [KASA2](course) weekly\n- When are the classes [Innovation Project (2018-II)](coursename) weekly\n- When are the classes [KASP4](course) weekly\n- When are the classes [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](coursename) weekly\n- When are the classes [TERTIETO5](course) weekly\n- When are the classes [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](coursename) weekly\n- When are the classes [KASLOK2](course) weekly\n- When are the classes [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), kevät -](coursename) weekly\n- When are the classes [TAYJ041](course) weekly\n- When are the classes [Seminaari (Kunelius) jatkuu keväältä](coursename) weekly\n- When are the classes [KASVAR2](course) weekly\n- When are the classes [Euroopan integraation tutkimus (kirjatentti/essee)](coursename) weekly\n- When are the classes [KATLITO8](course) weekly\n- When are the classes [Multimodal Interaction](coursename) weekly\n- When are the classes [KASSG](course) weekly\n- When are the classes [Implementation and Evaluation of Public Policies](coursename) weekly\n- When are the classes [LTLY16](course) weekly\n- When are the classes [Project Planning and Management](coursename) weekly\n- When are the classes [MOLI](course) weekly\n- When are the classes [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](coursename) weekly\n- When are the classes [TERHOI3](course) weekly\n- When are the classes [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), kevät](coursename) weekly\n- When are the classes [KKENVAL2](course) weekly\n- When are the classes [Lasten arki suomalaisessa yhteiskunnassa / Luennot - 1.vsk](coursename) weekly\n- When are the classes [VENP4/VENK2](course) weekly\n- When are the classes [Vahinkoriskien vakuuttaminen](coursename) weekly\n- When are the classes [TRSU01](course) weekly\n- When are the classes [New Wars and How to Study Them (POMLFCS3)](coursename) weekly\n- When are the classes [KASMULTI2C](course) weekly\n- When are the classes [Käännösviestintä I - Käännösviestintä I englanti-suomi](coursename) weekly\n- [POHS12](course) teaching times\n- [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](coursename) teaching times\n- [KATVRA12](course) teaching times\n- [Doctoral Studies](coursename) teaching times\n- [KATMAA16](course) teaching times\n- [Journalistinen kieli - Kielenhuolto, lauseoppi](coursename) teaching times\n- [ITIP4](course) teaching times\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](coursename) teaching times\n- [PSYP2](course) teaching times\n- [Philosophy of Science](coursename) teaching times\n- [HALDIGI01](course) teaching times\n- [Kielen opettaminen / Fremdsprachenlehren](coursename) teaching times\n- [HALJUA14](course) teaching times\n- [Syventävä projekti, keväällä 2019 alkava](coursename) teaching times\n- [KASA4](course) teaching times\n- [Planning, Managing and Completing Your Doctoral Thesis](coursename) teaching times\n- [TIEP2](course) teaching times\n- [Social Constructionism](coursename) teaching times\n- [KKSAVAL0](course) teaching times\n- [SGN-41007 Pattern Recognition and Machine Learning](coursename) teaching times\n- [DPJKKKS](course) teaching times\n- [Media and Cultural Industries](coursename) teaching times\n- [KKSUHUK1](course) teaching times\n- [Systemaattinen tiedonhaku hoitotieteessä](coursename) teaching times\n- [KASLOM7](course) teaching times\n- [Varhaisiän musiikkikasvatus / Luennot - 2.vsk](coursename) teaching times\n- [KASA8](course) teaching times\n- [Global politics of gender](coursename) teaching times\n- [KASA13](course) teaching times\n- [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](coursename) teaching times\n- [LATAP1](course) teaching times\n- [Demola Project](coursename) teaching times\n- [KASPUHA5](course) teaching times\n- [Johdatus länsimaiseen kirjallisuushistoriaan - luennot](coursename) teaching times\n- [ITIS11](course) teaching times\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename) teaching times\n- [POLKVA33](course) teaching times\n- [Laadulliset tutkimusotteet](coursename) teaching times\n- [LOGA3](course) teaching times\n- [Current Trends in Leadership](coursename) teaching times\n- [SOS6.4.2](course) teaching times\n- [Kansainvälisen politiikan erikoistuvat menetelmäopinnot](coursename) teaching times\n- [POMLFCS3](course) teaching times\n- [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) teaching times\n- [JKKYTVA12](course) teaching times\n- [Tulkin oikeustieto I](coursename) teaching times\n- [TAYJ026](course) teaching times\n- [WWW Programming](coursename) teaching times\n- [TRMU2](course) teaching times\n- [Research on Public Management and Organizations](coursename) teaching times\n- [SOS6.3.3](course) teaching times\n- [Kansainvälinen verotus](coursename) teaching times\n- [TERA2](course) teaching times\n- [Sosiaalitieteiden kvalitatiiviset tutkimusmenetelmät (verkkokurssi)](coursename) teaching times\n- [PSYP2](course) teaching times\n- [Tulkkauksen teoria](coursename) teaching times\n- [POLVOA51/52/S24](course) teaching times\n- [Monikielinen käännöstyöpaja](coursename) teaching times\n- [TERY4](course) teaching times\n- [Julkisyhteisöjen kirjanpito ja tilinpäätös](coursename) teaching times\n- When are [JOVY1](course) teaching times\n- When are [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename) teaching times\n- When are [DPEDUC.3](course) teaching times\n- When are [Orientoivat opinnot - Tiedonhankintataidot](coursename) teaching times\n- When are [ITIS45](course) teaching times\n- When are [Pro gradu -tutkielma ja seminaari](coursename) teaching times\n- When are [KASA15](course) teaching times\n- When are [Russia beyond Russia. Case Study Finland](coursename) teaching times\n- When are [TIETS05](course) teaching times\n- When are [Imagining Persia/Iran: Orientalism, Revolution and Diaspora](coursename) teaching times\n- When are [KASSM2](course) teaching times\n- When are [Tekstienväliset suhteet: Syventävä tekstianalyysi](coursename) teaching times\n- When are [HALJUA14](course) teaching times\n- When are [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, III-periodi](coursename) teaching times\n- When are [KKSA2](course) teaching times\n- When are [Project Work (Fall term 2018)](coursename) teaching times\n- When are [VENS10](course) teaching times\n- When are [Yksilöllisyys oppimisessa ja osallistumisessa](coursename) teaching times\n- When are [ENGS10](course) teaching times\n- When are [Tiedon rajat](coursename) teaching times\n- When are [JOVPVS6](course) teaching times\n- When are [Terveyden edistämisen perusteet (hoitotieteen opiskelijoille), kirjatentti, Seinäjoki](coursename) teaching times\n- When are [KKES3](course) teaching times\n- When are [Käsityöilmaisu - projekti/käytännön työ ja portfolio](coursename) teaching times\n- When are [POHP2](course) teaching times\n- When are [Opimme lisää venäjän kielen suullisia taitoja](coursename) teaching times\n- When are [TAYJ032](course) teaching times\n- When are [Reading Waste](coursename) teaching times\n- When are [POLYEP11](course) teaching times\n- When are [Terveysviestintä](coursename) teaching times\n- When are [KASPUHP3](course) teaching times\n- When are [Theories of Crime and Deviance](coursename) teaching times\n- When are [MVKS23](course) teaching times\n- When are [Vähittäiskaupan konseptit](coursename) teaching times\n- When are [KKENVAL1](course) teaching times\n- When are [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Pori](coursename) teaching times\n- When are [KKSU1](course) teaching times\n- When are [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](coursename) teaching times\n- When are [BTK4660](course) teaching times\n- When are [Nuorisotyö ja nuorten elämänkulku](coursename) teaching times\n- When are [BIO2085](course) teaching times\n- When are [Korkeakoulut työyhteisöinä - Kehittämistehtävä](coursename) teaching times\n- When are [ITIS45](course) teaching times\n- When are [Espanjan kielen kirjallinen ja suullinen taito](coursename) teaching times\n- When are [KASERIT3](course) teaching times\n- When are [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](coursename) teaching times\n- When are [PSYS4](course) teaching times\n- When are [Arvonlisäverotuksen syventävä opintojakso](coursename) teaching times\n- When are [HALHAS17](course) teaching times\n- When are [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](coursename) teaching times\n- When are [KKENVAL9](course) teaching times\n- When are [Systemaattinen tiedonhaku hoitotieteessä](coursename) teaching times\n- When are [POLKAA99](course) teaching times\n- When are [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](coursename) teaching times\n- When are [HISS1A](course) teaching times\n- When are [Tieteellinen kirjoittaminen](coursename) teaching times\n- When are [ENGS40](course) teaching times\n- When are [Graduseminaari, alkava (Kaarninen)](coursename) teaching times\n- When are [KATLITO2](course) teaching times\n- When are [Retoriikka ja argumentaatioanalyysi/Retorik och argumentationsanalys](coursename) teaching times\n- What are [HALEUA11](course) teaching times\n- What are [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](coursename) teaching times\n- What are [LUOYY023](course) teaching times\n- What are [Orientation - Orientation to studying in the Degree Programme](coursename) teaching times\n- What are [KASLOM7](course) teaching times\n- What are [Latinalaisen amerikan lähihistoria ja kirjallisuus/Historia y literature contemporáneas de Latinoamérica](coursename) teaching times\n- What are [RANP6](course) teaching times\n- What are [Valtakurssi](coursename) teaching times\n- What are [HALTVA15](course) teaching times\n- What are [Graduseminaari / Henttonen](coursename) teaching times\n- What are [KASLOE7.1](course) teaching times\n- What are [Sosiologia (verkkokurssi)](coursename) teaching times\n- What are [KASA2](course) teaching times\n- What are [Sanastotyö](coursename) teaching times\n- What are [SOS1](course) teaching times\n- What are [Tieteellinen kirjoittaminen](coursename) teaching times\n- What are [YKT09.4](course) teaching times\n- What are [Kirjallinen viestintä I - Kirjallinen tuottaminen](coursename) teaching times\n- What are [KASA2](course) teaching times\n- What are [Orientation - General Orientation Course for International Students](coursename) teaching times\n- What are [ITIA4](course) teaching times\n- What are [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti](coursename) teaching times\n- What are [TERKANP4](course) teaching times\n- What are [Venäjän kielen rakenne - Tekstin ymmärtäminen II](coursename) teaching times\n- What are [ENGA9](course) teaching times\n- What are [Palvelut ja hyvinvointivaltion murros](coursename) teaching times\n- What are [POLVOA42/52/S23](course) teaching times\n- What are [Politics and Changing Contexts (book exam)](coursename) teaching times\n- What are [POLVOA21](course) teaching times\n- What are [Kirjoitusviestintä / COMS](coursename) teaching times\n- What are [HALJTA21](course) teaching times\n- What are [Johdatus filosofian historiaan](coursename) teaching times\n- What are [HISA2](course) teaching times\n- What are [Käsityömuotoilu - projekti/käytännön työ ja protfolio](coursename) teaching times\n- What are [KKENVAL2](course) teaching times\n- What are [Kielikonsultointia käytännössä](coursename) teaching times\n- What are [PEDAYOP1](course) teaching times\n- What are [European, Eurasian and Global Energy Policy (book exam/essay)](coursename) teaching times\n- What are [HIST04](course) teaching times\n- What are [Visuaalisen journalismin erityisalueet](coursename) teaching times\n- What are [HISP1](course) teaching times\n- What are [Viron jatkokurssi](coursename) teaching times\n- What are [LOGA3](course) teaching times\n- What are [Valtio-opin maisteriseminaari](coursename) teaching times\n- What are [SAKS4/K4](course) teaching times\n- What are [Regression analysis](coursename) teaching times\n- What are [KASMULTI1](course) teaching times\n- What are [Kognitiiviseen käyttäytymisterapiaan pohjautuvat interventiot](coursename) teaching times\n- What are [KKSUHUK1](course) teaching times\n- What are [Causal inference in social science](coursename) teaching times\n- What are [BTK1062](course) teaching times\n- What are [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename) teaching times\n- What are [POLPOP03](course) teaching times\n- What are [Johdatus viestinnän tutkimukseen ja analyysiin](coursename) teaching times\n- What are [ITIS22](course) teaching times\n- What are [Latinan kielen alkeiskurssi](coursename) teaching times\n- What are [HISP1](course) teaching times\n- What are [Tekninen kirjoittaminen (suomi)](coursename) teaching times\n- What are [POLKVA23](course) teaching times\n- What are [Johdatus oikeusjärjestykseen](coursename) teaching times\n- When are lectures [KASLOM10](course)\n- When are lectures [Puheen, kielen ja viestinnän kehitys](coursename)\n- When are lectures [HISJATKO](course)\n- When are lectures [Nordic Model: Nordic Welfare Societies](coursename)\n- When are lectures [HALHAS18](course)\n- When are lectures [Johdatus Euroopan unioniin](coursename)\n- When are lectures [SOS9](course)\n- When are lectures [Romanian historia, yhteiskunta ja talouselämä / Romanian History, Society and Economy -](coursename)\n- When are lectures [KASA12](course)\n- When are lectures [Valtio-opin johdantokurssi (kirjatentti)](coursename)\n- When are lectures [VENA12](course)\n- When are lectures [Kielitaito ja kielitaidon arviointi](coursename)\n- When are lectures [SOS10.1.4](course)\n- When are lectures [Valinnainen jakso: Toimitustyön johtaminen/ JOVVJS1 Visuaalisen työn johtaminen](coursename)\n- When are lectures [TERY3](course)\n- When are lectures [Behavioral Finance](coursename)\n- When are lectures [YKT6.4.3](course)\n- When are lectures [Aikuisten mielenterveysinterventiot](coursename)\n- When are lectures [BIO4661](course)\n- When are lectures [Mediakulttuurit / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- When are lectures [KASA4](course)\n- When are lectures [Opimme lisää venäjän kielen suullisia taitoja](coursename)\n- When are lectures [KASELOHA](course)\n- When are lectures [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](coursename)\n- When are lectures [TIETS02](course)\n- When are lectures [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen 3.vsk](coursename)\n- When are lectures [POHP4](course)\n- When are lectures [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 1.vsk:n monimuotoryhmien opiskelijoille](coursename)\n- When are lectures [RUST5/VENS10](course)\n- When are lectures [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](coursename)\n- When are lectures [POLVOA41](course)\n- When are lectures [Maisteriopintojen esittely - SDE](coursename)\n- When are lectures [HIST01](course)\n- When are lectures [United States History, 1877-1945](coursename)\n- When are lectures [JOVA18](course)\n- When are lectures [Political Institutions and Processes (book exam/essay)](coursename)\n- When are lectures [HISA2](course)\n- When are lectures [Sosiaalitieteiden teoria I - SOS5b luennot](coursename)\n- When are lectures [MVKS11](course)\n- When are lectures [Sukupuolentutkimus](coursename)\n- When are lectures [COSOPOM1](course)\n- When are lectures [History of English](coursename)\n- When are lectures [KASPUHP2](course)\n- When are lectures [Makrotalousteorian jatkokurssi I](coursename)\n- When are lectures [TIETS44](course)\n- When are lectures [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename)\n- When are lectures [SOSM5.1](course)\n- When are lectures [Sosiologia](coursename)\n- When are lectures [RUST1/RUST3](course)\n- When are lectures [Europe in transition](coursename)\n- When are lectures [LTLY01](course)\n- When are lectures [Current Approaches in Games and Internet Research](coursename)\n- When are lectures [KKLA1](course)\n- When are lectures [Introduction to Academic English (diverse learners)](coursename)\n- When are lectures [HISS2](course)\n- When are lectures [Practical Introduction to Data Mining](coursename)\n- When are lectures [KASSA5](course)\n- When are lectures [Tieteellinen kirjoittaminen](coursename)\n- When are lectures [KATMAA99](course)\n- When are lectures [Perusharjoittelu](coursename)\n- The schedule for [BIO4460](course)\n- The schedule for [Tietokantojen perusteet](coursename)\n- The schedule for [TERHOIA2](course)\n- The schedule for [Johdatus sosiaalitieteisiin](coursename)\n- The schedule for [KASKVTUT](course)\n- The schedule for [Quantitative Research Methods and Comparative Research Design (Global Society students)](coursename)\n- The schedule for [KKENYHT](course)\n- The schedule for [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](coursename)\n- The schedule for [RUST5/VENS10](course)\n- The schedule for [Kielitieto ja -taito - Käännös-, rakenne- ja sanastoharjoitukset II Sprachwissen und Sprachfertigkeiten: Kontrastive Text- und Wortschatzübungen](coursename)\n- The schedule for [HALYAP01](course)\n- The schedule for [Graduseminaari, jatkava (Markkola)](coursename)\n- The schedule for [TECHS5](course)\n- The schedule for [Research Methods in HTI](coursename)\n- The schedule for [KASLOM5](course)\n- The schedule for [Talousviestintä / Wirtschaftskommunikation](coursename)\n- The schedule for [TRSU02](course)\n- The schedule for [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](coursename)\n- The schedule for [PSYP1](course)\n- The schedule for [Yhteiskunnallinen muutos](coursename)\n- The schedule for [POLVOA42](course)\n- The schedule for [Tutkimus ja teoria](coursename)\n- The schedule for [KASPUHA5](course)\n- The schedule for [Organisaatio, hallinto ja johtaminen - Harjoitustyö](coursename)\n- The schedule for [FILAK](course)\n- The schedule for [Kaikille avoin tutkijaseminaari](coursename)\n- The schedule for [LOGS3](course)\n- The schedule for [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](coursename)\n- The schedule for [POLKVS31](course)\n- The schedule for [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename)\n- The schedule for [KATSTA13](course)\n- The schedule for [Kansalaisvaikuttaminen (kirjatentti/essee)](coursename)\n- The schedule for [POHA1](course)\n- The schedule for [Lokalisoinnin peruskurssi](coursename)\n- The schedule for [HISA2](course)\n- The schedule for [Sosiaalipsykologia (verkkokurssi)](coursename)\n- The schedule for [MVKS13E](course)\n- The schedule for [Yritysjuridiikan perusteet](coursename)\n- The schedule for [JOVAT1](course)\n- The schedule for [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](coursename)\n- The schedule for [STYA9](course)\n- The schedule for [Kandidaattitutkielma ja seminaari (matematiikka) - LaTeX-opinnot](coursename)\n- The schedule for [KIRP4](course)\n- The schedule for [Introduction to R (Tampere Summer School 2018)](coursename)\n- The schedule for [SOS06.4](course)\n- The schedule for [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](coursename)\n- The schedule for [KKENKTM](course)\n- The schedule for [Yhteisöllinen kehittämistehtävä](coursename)\n- The schedule for [KASVAR11](course)\n- The schedule for [Terveystiedon didaktiikan perusteet](coursename)\n- The schedule for [PEDA3](course)\n- The schedule for [Mediated Learning Experinces in Multicultural Settings](coursename)\n- The schedule for [KATVRA24](course)\n- The schedule for [Graduvauhditus](coursename)\n- The schedule for [HALJTS07](course)\n- The schedule for [Johdatus kaunokirjalliseen kääntämiseen](coursename)\n- The schedule for [KATYVA23](course)\n- The schedule for [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](coursename)\n- The schedule for [KIRA3G](course)\n- The schedule for [Theatre, Society, and Politics 1660-1760](coursename)\n- What are the teaching times for [KKSUOPE](course)\n- What are the teaching times for [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](coursename)\n- What are the teaching times for [KASSM2](course)\n- What are the teaching times for [Biologia ja ympäristötieto - Biologian kenttäkurssi (1-4 ryhmät, Arboretum ja Pyynikinharju)](coursename)\n- What are the teaching times for [KATVRS41](course)\n- What are the teaching times for [Multi-level Governance and Europeanisation (book exam/essay)](coursename)\n- What are the teaching times for [FILP5A](course)\n- What are the teaching times for [Orientoivat opinnot Pori](coursename)\n- What are the teaching times for [JOVA9](course)\n- What are the teaching times for [Business Ethics (Lectures)](coursename)\n- What are the teaching times for [KATLAS13](course)\n- What are the teaching times for [Suomen kielen rakenne S2-näkökulmasta](coursename)\n- What are the teaching times for [KATTAA01](course)\n- What are the teaching times for [Johtamisen ja julkisen politiikan tutkimus ja ajankohtaiset kysymykset](coursename)\n- What are the teaching times for [TERA2](course)\n- What are the teaching times for [Suunnittelu ja kehittäminen hoitotyön johtamisessa](coursename)\n- What are the teaching times for [KKENVAL4](course)\n- What are the teaching times for [Menetelmäopinnot / Kielentutkimuksen metodit](coursename)\n- What are the teaching times for [RANS5](course)\n- What are the teaching times for [Scottish Literature](coursename)\n- What are the teaching times for [ENGP8](course)\n- What are the teaching times for [Terveystieteiden tilastolliset tutkimusmenetelmät](coursename)\n- What are the teaching times for [KASVAR3](course)\n- What are the teaching times for [Teaching, Pedagogical Facilitating, Learning](coursename)\n- What are the teaching times for [ENGP7](course)\n- What are the teaching times for [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti](coursename)\n- What are the teaching times for [JOVPVS10](course)\n- What are the teaching times for [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 12.-13.12.2018](coursename)\n- What are the teaching times for [HALJUA61](course)\n- What are the teaching times for [Syventävä projekti, syksyllä 2018 alkava](coursename)\n- What are the teaching times for [KASSM2](course)\n- What are the teaching times for [Julkistalouden jatkokurssi](coursename)\n- What are the teaching times for [KKENVAL4](course)\n- What are the teaching times for [Valinnainen jakso: Radioprojekti (kevät)](coursename)\n- What are the teaching times for [SOS4.4](course)\n- What are the teaching times for [Historiateoria](coursename)\n- What are the teaching times for [KATTAA13B](course)\n- What are the teaching times for [Osallistuminen opiskelijavaihtoon](coursename)\n- What are the teaching times for [VENP5/VENK2](course)\n- What are the teaching times for [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename)\n- What are the teaching times for [VENA10](course)\n- What are the teaching times for [Research on Society and Organisations](coursename)\n- What are the teaching times for [RANP6](course)\n- What are the teaching times for [Introduction to Web Publishing - Autumn 2018](coursename)\n- What are the teaching times for [KKSAVAL0](course)\n- What are the teaching times for [Vuorovaikutussuhteiden konsultointi](coursename)\n- What are the teaching times for [BTK1053](course)\n- What are the teaching times for [Henkilöstöjohtaminen](coursename)\n- What are the teaching times for [KKSUKK](course)\n- What are the teaching times for [Legal English](coursename)\n- What are the teaching times for [HISA2](course)\n- What are the teaching times for [Korkeakoulujärjestelmät ja niiden ohjaus - Harjoitustyö](coursename)\n- What are the teaching times for [JOVTS5](course)\n- What are the teaching times for [Vaihtuvasisältöiset erikoiskurssit (kirjallinen tentti suoritusvaihtoehto) -](coursename)\n- What are the teaching times for [SUOP3](course)\n- What are the teaching times for [Ulkopolitiikka ja diplomatia (kirjatentti/essee)](coursename)\n- What are the teaching times for [HISA3A](course)\n- What are the teaching times for [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- What are the teaching times for [KKSUHUK](course)\n- What are the teaching times for [Lain ja hallinnon käännösviestinnän seminaari suomi-venäjä](coursename)\n- [BTK4090](course) times\n- [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename) times\n- [POLVOS24](course) times\n- [Parametric and Non-Parametric Statistics](coursename) times\n- [PSYP3](course) times\n- [Seminaari (Nikunen)](coursename) times\n- [KASMULTI6](course) times\n- [Käytännön opetus ja ohjaus](coursename) times\n- [TERHOI2](course) times\n- [Practical Introduction to Data Mining](coursename) times\n- [KATTAA90](course) times\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) times\n- [LOGA10](course) times\n- [Asiakassuhde ja haastattelu](coursename) times\n- [HALKAS11](course) times\n- [Toisen kielen oppiminen ja opetus](coursename) times\n- [LOGP3](course) times\n- [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](coursename) times\n- [FILA3](course) times\n- [Experimental animal course](coursename) times\n- [JOVA4](course) times\n- [Latinan kielen alkeiskurssi](coursename) times\n- [KKSAVAL0](course) times\n- [BMT-61227 Medical Biomaterials](coursename) times\n- [KATJOA12](course) times\n- [Solut](coursename) times\n- [POLVOA51/S10/24](course) times\n- [Second Language Acquisition](coursename) times\n- [KKRUYHT](course) times\n- [Kirjallisuus, kulttuuri ja yhteiskunta](coursename) times\n- [SOSM2](course) times\n- [Lukeminen ja kirjoittaminen oppimisen haasteena (seminaarit 1-4 ryhmät)](coursename) times\n- [KKSUVAL3](course) times\n- [Espanjan lähihistoria ja kirjallisuus/Historia y literatura contemporáneas de España](coursename) times\n- [DPHSR404](course) times\n- [Tuutorivastaavana toimiminen - Projekti/käytännön työ](coursename) times\n- [PSYS6E](course) times\n- [Tutkimuksen perusteet ja etiikka](coursename) times\n- [KAMYVS99](course) times\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](coursename) times\n- [TERHOI2](course) times\n- [Julkaisun visuaalisuus: Taitto](coursename) times\n- [FILA9](course) times\n- [Representations and Identities - kirjatentti/essee](coursename) times\n- [VIROP1](course) times\n- [Kääntäjän ja tulkin työelämätaidot](coursename) times\n- [TERVAL5](course) times\n- [Preparatory Course in Communicative Skills](coursename) times\n- [JOVA4](course) times\n- [Contemporary Peace and Conflict Studies](coursename) times\n- [HALJTJ00](course) times\n- [Tiimi toimii - puheviestinnän syventävä kurssi (1.-2.periodi)](coursename) times\n- [KASERIT1](course) times\n- [Innovation Project (Spring term 2018-IV)](coursename) times\n- [KATYVA13](course) times\n- [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](coursename) times\n- [POLPOP03](course) times\n- [Kandidaattiseminaari (Vahtikari)](coursename) times\n- [KKRUYHT](course) times\n- [Kielioppi I/Språkets strukturer I](coursename) times\n- [DPJKK20](course) hours\n- [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename) hours\n- [KASA12](course) hours\n- [Bioinformatics work course](coursename) hours\n- [TERY4](course) hours\n- [Sosiaalinen maailma](coursename) hours\n- [KATVAS99](course) hours\n- [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](coursename) hours\n- [KKSUPRO](course) hours\n- [Human Rights Law](coursename) hours\n- [KASMAT1](course) hours\n- [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename) hours\n- [KATVRA30](course) hours\n- [Kandidaattiseminaari (JATKAVA, Katermaa)](coursename) hours\n- [TERKAN18](course) hours\n- [Graduseminaari, alkava (Niemi)](coursename) hours\n- [PCP10/NAM IV](course) hours\n- [Klinikkaharjoittelu](coursename) hours\n- [KASLOE6.5](course) hours\n- [Sosiaalioikeus](coursename) hours\n- [PEACE046](course) hours\n- [Seminaari](coursename) hours\n- [TERVAL5](course) hours\n- [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Luennot - 1.vsk](coursename) hours\n- [POLPOP01](course) hours\n- [Foundations of English Business Communication](coursename) hours\n- [KIRS5](course) hours\n- [Lukuteoria ja algebra opettajille -](coursename) hours\n- [KKSUYP](course) hours\n- [Metodologia/Metodologi](coursename) hours\n- [KASVAR7](course) hours\n- [Ethnographic Research](coursename) hours\n- [HISA1B](course) hours\n- [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename) hours\n- [POLKVA41](course) hours\n- [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) hours\n- [JKKYORP1](course) hours\n- [Tiedonhankintataidot - Tiedonhankintataidot II - Tiedonhankinnan syventäminen](coursename) hours\n- [KKENYHT](course) hours\n- [Kielen- ja tekstinhuolto](coursename) hours\n- [TRMU2](course) hours\n- [Planning, Managing and Completing Your Doctoral Thesis](coursename) hours\n- [MTTMA2](course) hours\n- [Ranskan yhteiskunta II/Société française II](coursename) hours\n- [HALKAS12](course) hours\n- [Academic writing and theory](coursename) hours\n- [ENGS13/15-16](course) hours\n- [Introduction to R (Tampere Summer School 2018)](coursename) hours\n- [HALYAS14](course) hours\n- [Oikeus ja politiikka](coursename) hours\n- [POLKVA21](course) hours\n- [Making sense of globalization - Theorizing beyond the nation-state - seminar](coursename) hours\n- [HISA1B](course) hours\n- [Personal Study Planning](coursename) hours\n- [STYS2A](course) hours\n- [Personal Study Planning](coursename) hours\n- [ESPFP1](course) hours\n- [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](coursename) hours\n- [HALKAP01](course) hours\n- [Espanja I](coursename) hours\n- I want to know when [POLKVA12](course) teaching times are\n- I want to know when [Viestinnän etiikka](coursename) teaching times are\n- I want to know when [SUKKP6](course) teaching times are\n- I want to know when [Yksilön työhyvinvointi](coursename) teaching times are\n- I want to know when [KKRUYHT](course) teaching times are\n- I want to know when [Kandidaattitutkielma ja seminaari (matematiikka) - LaTeX-opinnot](coursename) teaching times are\n- I want to know when [MTTMA10](course) teaching times are\n- I want to know when [Kansainvälisen oikeuden peruskurssi](coursename) teaching times are\n- I want to know when [KKRAVAL1](course) teaching times are\n- I want to know when [Preparatory Course in Communicative Skills](coursename) teaching times are\n- I want to know when [KASLOM8](course) teaching times are\n- I want to know when [Comparative Education - Lectures in English (spring) or book exam in English (autumn and spring)](coursename) teaching times are\n- I want to know when [PEDA4](course) teaching times are\n- I want to know when [Professional Writing (online course)](coursename) teaching times are\n- I want to know when [GTS4](course) teaching times are\n- I want to know when [Psykologian tutkimusmenetelmät I](coursename) teaching times are\n- I want to know when [ITIA03](course) teaching times are\n- I want to know when [Kirjallisuuden opettaminen](coursename) teaching times are\n- I want to know when [ITIS22](course) teaching times are\n- I want to know when [Cultural Conversations](coursename) teaching times are\n- I want to know when [POLVOA31/32/S26](course) teaching times are\n- I want to know when [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](coursename) teaching times are\n- I want to know when [DPEDUB.1C](course) teaching times are\n- I want to know when [Pro gradu -seminaari ja -tutkielma (julkisoikeus)](coursename) teaching times are\n- I want to know when [SUKKP0](course) teaching times are\n- I want to know when [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename) teaching times are\n- I want to know when [KIRS5](course) teaching times are\n- I want to know when [Luovat aineistot ja analyysimenetelmät (intensiivikurssi)](coursename) teaching times are\n- I want to know when [SUOV2](course) teaching times are\n- I want to know when [Ympäristöhallinnan muutos](coursename) teaching times are\n- I want to know when [TIETS07](course) teaching times are\n- I want to know when [Tekstianalyysi - Luennot](coursename) teaching times are\n- I want to know when [HTIY005](course) teaching times are\n- I want to know when [Kirjallisuus, kulttuuri ja yhteiskunta](coursename) teaching times are\n- I want to know when [MTTTA1](course) teaching times are\n- I want to know when [Second Language Acquisition](coursename) teaching times are\n- I want to know when [TERHOI3](course) teaching times are\n- I want to know when [Kieli käyttöön/Språket i bruk](coursename) teaching times are\n- I want to know when [KKIN5](course) teaching times are\n- I want to know when [Yhtiöoikeus](coursename) teaching times are\n- I want to know when [KASP4](course) teaching times are\n- I want to know when [Olio-ohjelmoinnin perusteet I](coursename) teaching times are\n- I want to know when [LFCS04](course) teaching times are\n- I want to know when [Finnish Society and Culture (spring)](coursename) teaching times are\n- I want to know when [YKT09.4](course) teaching times are\n- I want to know when [Tutkielmaseminaari - Seminaari](coursename) teaching times are\n- I want to know when [GTS8](course) teaching times are\n- I want to know when [Puheviestintä ja hyvinvointi](coursename) teaching times are\n- I want to know when [TERKANP5](course) teaching times are\n- I want to know when [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](coursename) teaching times are\n- I want to know when [BTK4320](course) teaching times are\n- I want to know when [Human Rights and International Society (book exam/essay)](coursename) teaching times are\n- I want to know when [JKKYTUO2](course) teaching times are\n- I want to know when [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti](coursename) teaching times are\n- I want to know when [STYA7](course) teaching times are\n- I want to know when [Julkiset rahoitusjärjestelmät](coursename) teaching times are\n- I want to know when [KKRULUK](course) teaching times are\n- I want to know when [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](coursename) teaching times are\n- I want to know when [KASERIT4](course) teaching times are\n- I want to know when [Political Communication and Rhetoric (book exam/essay)](coursename) teaching times are\n- I want to know teaching times of [COSOPON3](course)\n- I want to know teaching times of [Pelit ja pelillisyys](coursename)\n- I want to know teaching times of [MTTMA1C](course)\n- I want to know teaching times of [Terveys, arki ja toimijuus, luennot](coursename)\n- I want to know teaching times of [HISA4](course)\n- I want to know teaching times of [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](coursename)\n- I want to know teaching times of [COSOPOM3](course)\n- I want to know teaching times of [Median ja politiikan välinen suhde](coursename)\n- I want to know teaching times of [ITIY3](course)\n- I want to know teaching times of [Media- ja informaatiolukutaito](coursename)\n- I want to know teaching times of [ITIA5](course)\n- I want to know teaching times of [Representations and Identities - kirjatentti/essee](coursename)\n- I want to know teaching times of [MTTY4](course)\n- I want to know teaching times of [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](coursename)\n- I want to know teaching times of [SOS6.1.3](course)\n- I want to know teaching times of [Vahinkoriskien vakuuttaminen](coursename)\n- I want to know teaching times of [KKRUYHT](course)\n- I want to know teaching times of [Introduction to Criminal Justice](coursename)\n- I want to know teaching times of [DPJKK20](course)\n- I want to know teaching times of [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](coursename)\n- I want to know teaching times of [BIO2350](course)\n- I want to know teaching times of [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- I want to know teaching times of [HALJUS13](course)\n- I want to know teaching times of [Kirjallisuus, kulttuuri ja yhteiskunta](coursename)\n- I want to know teaching times of [JOVA21](course)\n- I want to know teaching times of [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](coursename)\n- I want to know teaching times of [KASLOM11](course)\n- I want to know teaching times of [Tilastomenetelmien perusteet](coursename)\n- I want to know teaching times of [TRMU2](course)\n- I want to know teaching times of [Kehityspsykologia I](coursename)\n- I want to know teaching times of [PSYS12](course)\n- I want to know teaching times of [Democratic Decision-Making (BOOK EXAM)](coursename)\n- I want to know teaching times of [POHA2](course)\n- I want to know teaching times of [Epidemiologian perusteet](coursename)\n- I want to know teaching times of [KKENVAL9](course)\n- I want to know teaching times of [Johdatus viestintään ja mediaan - verkkokurssi](coursename)\n- I want to know teaching times of [MVKS29](course)\n- I want to know teaching times of [International Political Economy](coursename)\n- I want to know teaching times of [TIEA2.1B](course)\n- I want to know teaching times of [Science and Biotechnology Journal Club](coursename)\n- I want to know teaching times of [TRSU03](course)\n- I want to know teaching times of [Yritysappro](coursename)\n- I want to know teaching times of [ENGS2](course)\n- I want to know teaching times of [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](coursename)\n- I want to know teaching times of [POLKVA43](course)\n- I want to know teaching times of [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](coursename)\n- I want to know teaching times of [POLKVA42](course)\n- I want to know teaching times of [Tutkimustyön perusteet - a) Tieteenfilosofia](coursename)\n- I want to know teaching times of [POLVOA22](course)\n- I want to know teaching times of [Varhaismoderni yhteiskunta](coursename)\n- I want to know teaching times of [ESPFA7](course)\n- I want to know teaching times of [Tutkielmakurssi (periodi I)](coursename)\n- I want to know teaching times of [NORDIG3](course)\n- I want to know teaching times of [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](coursename)\n- I want to know teaching times of [TAYJ11](course)\n- I want to know teaching times of [Gender in Society](coursename)\n- I want to know teaching times of [KATTAA35](course)\n- I want to know teaching times of [Orientoiva tutkielmaseminaari](coursename)\n- I want to know teaching times of [BTK1053](course)\n- I want to know teaching times of [Demola Project](coursename)\n- I want to know the schedule of [KASLOM5](course)\n- I want to know the schedule of [ROMA MEDIAEVALIS - kansainvälinen keskiajan historian Rooma -kurssi -](coursename)\n- I want to know the schedule of [JKKYTVA12](course)\n- I want to know the schedule of [Media maailmassa - verkkokurssi](coursename)\n- I want to know the schedule of [DPLSSEM](course)\n- I want to know the schedule of [Johdatus kulttuurisosiologiaan](coursename)\n- I want to know the schedule of [TAYJ032](course)\n- I want to know the schedule of [Uskontojen antropologiaa](coursename)\n- I want to know the schedule of [SOS6.4.1](course)\n- I want to know the schedule of [Yhteisösosiaalityö monikulttuurisessa ympäristössä](coursename)\n- I want to know the schedule of [YKYYHT3](course)\n- I want to know the schedule of [Visuaalisen journalismin erityisalueet](coursename)\n- I want to know the schedule of [KKSUKK](course)\n- I want to know the schedule of [Tutkimustyön perusteet (teemalla Verkostot ja somevaikuttaminen Twitterissä)](coursename)\n- I want to know the schedule of [KKENKTK](course)\n- I want to know the schedule of [Biotechnical product development](coursename)\n- I want to know the schedule of [LTLY16](course)\n- I want to know the schedule of [Maailmanpolitiikan tutkimus (kirjatentti/essee)](coursename)\n- I want to know the schedule of [JOVP4](course)\n- I want to know the schedule of [Konsekutiivitulkkaus -](coursename)\n- I want to know the schedule of [JOVP2](course)\n- I want to know the schedule of [Dialogue: Constructive Talk at Work](coursename)\n- I want to know the schedule of [KASLOM11](course)\n- I want to know the schedule of [Viestinnän ja median tutkimussuuntauksia](coursename)\n- I want to know the schedule of [TECHS5](course)\n- I want to know the schedule of [Opetussuunnitelmateoria, kirjatentti, Pori](coursename)\n- I want to know the schedule of [MOLI](course)\n- I want to know the schedule of [COURSE CANCELLED: Islamism](coursename)\n- I want to know the schedule of [HALJTS01](course)\n- I want to know the schedule of [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](coursename)\n- I want to know the schedule of [KASP5](course)\n- I want to know the schedule of [Orientation - Orientation to studying in the Degree Programme](coursename)\n- I want to know the schedule of [POLKVA21](course)\n- I want to know the schedule of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](coursename)\n- I want to know the schedule of [KATLITO4](course)\n- I want to know the schedule of [Tietojärjestelmän suunnittelun perusteet](coursename)\n- I want to know the schedule of [POHS3](course)\n- I want to know the schedule of [Kielellinen vaihtelu/Språklig variation](coursename)\n- I want to know the schedule of [KASLOM7](course)\n- I want to know the schedule of [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- I want to know the schedule of [JOVTS5](course)\n- I want to know the schedule of [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](coursename)\n- I want to know the schedule of [DPHSFC01](course)\n- I want to know the schedule of [Julkistalous](coursename)\n- I want to know the schedule of [JOVP2](course)\n- I want to know the schedule of [KEB-61430 Laaja kemia 3](coursename)\n- I want to know the schedule of [TAYJ042](course)\n- I want to know the schedule of [Persoonallisuuspsykologia I (avoin yliopisto)](coursename)\n- I want to know the schedule of [BTK5003](course)\n- I want to know the schedule of [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](coursename)\n- I want to know the schedule of [HISA1B](course)\n- I want to know the schedule of [Politics of Memory in Eastern Europe](coursename)\n- I want to know the schedule of [TIETS05](course)\n- I want to know the schedule of [Kansainvälisen oikeuden peruskurssi](coursename)\n- I want to know the schedule of [JOVPVS3](course)\n- I want to know the schedule of [Kunnallistalouden kirjanpito -](coursename)\n- I want to know the schedule of [HALYAS14](course)\n- I want to know the schedule of [Kasvatus, koulutus ja yhteiskunta - Luennot ja kirjallisuus](coursename)\n- I want to know the schedule of [TIETA15](course)\n- I want to know the schedule of [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- I want to know when the lectures in course [KKENKTK](course) are\n- I want to know when the lectures in course [Sosiaalisen median ja vuorovaikutteisen median perusteet](coursename) are\n- I want to know when the lectures in course [NAM-III/VI](course) are\n- I want to know when the lectures in course [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](coursename) are\n- I want to know when the lectures in course [LFCOR](course) are\n- I want to know when the lectures in course [Johdatus hoitotieteeseen](coursename) are\n- I want to know when the lectures in course [POLKVS32](course) are\n- I want to know when the lectures in course [Specialized Optional Research Methodology: Action research](coursename) are\n- I want to know when the lectures in course [LOGP3](course) are\n- I want to know when the lectures in course [Talouselämän käännösviestinnän seminaari suomi-saksa -](coursename) are\n- I want to know when the lectures in course [TIEP3](course) are\n- I want to know when the lectures in course [Terveysteknologia](coursename) are\n- I want to know when the lectures in course [KASA6](course) are\n- I want to know when the lectures in course [Mikrotalousteoria I](coursename) are\n- I want to know when the lectures in course [KATLAS24](course) are\n- I want to know when the lectures in course [Romanian kielen alkeet / Basic Course in Romanian](coursename) are\n- I want to know when the lectures in course [SOS6.5.2](course) are\n- I want to know when the lectures in course [Organisaatio, hallinto ja johtaminen - Harjoitustyö](coursename) are\n- I want to know when the lectures in course [STYA3B1](course) are\n- I want to know when the lectures in course [Civil Society and Political Participation (book exam/essay)](coursename) are\n- I want to know when the lectures in course [KASVAR5](course) are\n- I want to know when the lectures in course [Responsible Business and Social Accounting (Online course)](coursename) are\n- I want to know when the lectures in course [KATLAA12](course) are\n- I want to know when the lectures in course [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](coursename) are\n- I want to know when the lectures in course [KKSUPRO](course) are\n- I want to know when the lectures in course [Käännöstieteellinen tutkimus ja metodit](coursename) are\n- I want to know when the lectures in course [POLPOP05](course) are\n- I want to know when the lectures in course [Johdatus espanjalaiseen kulttuuriin](coursename) are\n- I want to know when the lectures in course [KASVAR12](course) are\n- I want to know when the lectures in course [Romanian kielen alkeet / Basic Course in Romanian](coursename) are\n- I want to know when the lectures in course [KATVRA12](course) are\n- I want to know when the lectures in course [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename) are\n- I want to know when the lectures in course [ITIY3](course) are\n- I want to know when the lectures in course [Data Structures](coursename) are\n- I want to know when the lectures in course [LOGA7](course) are\n- I want to know when the lectures in course [Tekstilingvistiikka / Textlinguistik](coursename) are\n- I want to know when the lectures in course [STYA1A](course) are\n- I want to know when the lectures in course [Klassinen länsimainen kertomakirjallisuus](coursename) are\n- I want to know when the lectures in course [POLVOS40](course) are\n- I want to know when the lectures in course [Sosiaalityön toimintaympäristöt](coursename) are\n- I want to know when the lectures in course [ENGP3](course) are\n- I want to know when the lectures in course [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](coursename) are\n- I want to know when the lectures in course [POLKVS22](course) are\n- I want to know when the lectures in course [Yritysverkoston juridinen hallinta](coursename) are\n- I want to know when the lectures in course [KKENMP3](course) are\n- I want to know when the lectures in course [Tekstiklinikka tutkielman kirjoittajille](coursename) are\n- I want to know when the lectures in course [KASSG](course) are\n- I want to know when the lectures in course [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) are\n- I want to know when the lectures in course [KATLAS12](course) are\n- I want to know when the lectures in course [Sosiaalisen median ja vuorovaikutteisen median perusteet](coursename) are\n- I want to know when the lectures in course [KASSM2](course) are\n- I want to know when the lectures in course [Valokuva historian tekijänä](coursename) are\n- I want to know when the lectures in course [JOVA13](course) are\n- I want to know when the lectures in course [Viestinnän ja median tutkimussuuntauksia](coursename) are\n- I want to know when the lectures in course [PEACE043](course) are\n- I want to know when the lectures in course [Tieteellinen kirjoittaminen](coursename) are\n- I want to know when the lectures in course [SOS4.3](course) are\n- I want to know when the lectures in course [Asiantuntijan puheviestintä ja vuorovaikutusosaaminen](coursename) are\n- I want to know when the lectures in course [STYS3B2](course) are\n- I want to know when the lectures in course [Topical Issues in Governance, Management and Administration](coursename) are\n\n\n## intent:kieli\n- Teaching language [KKES4](course)\n- Teaching language [Stem Cells](coursename)\n- Teaching language [POLPOP05](course)\n- Teaching language [Civil Society and Political Participation (book exam/essay)](coursename)\n- Teaching language [YKYYHT1](course)\n- Teaching language [Poverty in the world: Hunger, inequalities and action](coursename)\n- Teaching language [KKSU7](course)\n- Teaching language [Education, Work and Culture](coursename)\n- Teaching language [KKKI1](course)\n- Teaching language [Poliittiset ongelmat ja niiden muuttuvat kontekstit](coursename)\n- Teaching language [JOVA17](course)\n- Teaching language [Verkkojulkaisemisen perusteet - syksy 2018](coursename)\n- Teaching language [TAYJ041](course)\n- Teaching language [Seminaari II/Seminarium II](coursename)\n- Teaching language [KASVAR7](course)\n- Teaching language [Kandidaattiseminaari ja -tutkielma (hallintotiede), kevät -](coursename)\n- Teaching language [JOUJOVTS](course)\n- Teaching language [Metodologia/Metodologi](coursename)\n- Teaching language [DPHSS202](course)\n- Teaching language [Tutkimusseminaari ja pro gradu -tutkielma - Tutkimusseminaari](coursename)\n- Teaching language [KASLOH4A](course)\n- Teaching language [Nationalismi ja poliittiset ideologiat](coursename)\n- Teaching language [KATYVA35](course)\n- Teaching language [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti](coursename)\n- Teaching language [POLKVS22](course)\n- Teaching language [Introduction to Web Publishing - Spring 2019](coursename)\n- Teaching language [POLKAA99](course)\n- Teaching language [Monikieliset tekstikorpukset (verkkokurssi)](coursename)\n- Teaching language [JOVPVS6](course)\n- Teaching language [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename)\n- Teaching language [LUOYY005](course)\n- Teaching language [Student Exchange - courses completed in foreign universities 2-8 ECTS](coursename)\n- Teaching language [KATYVA36](course)\n- Teaching language [Kandidaattiseminaari ja tutkielma (taloustiede) - syksy 2018](coursename)\n- Teaching language [MEDU02](course)\n- Teaching language [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat( luennot)](coursename)\n- Teaching language [STYA3B](course)\n- Teaching language [Tutkielmapiiri](coursename)\n- Teaching language [ENGA1](course)\n- Teaching language [Sukukieli: norska](coursename)\n- Teaching language [KASVAR12](course)\n- Teaching language [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename)\n- Teaching language [HALTVP11](course)\n- Teaching language [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- Teaching language [KKRUKTK](course)\n- Teaching language [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](coursename)\n- Teaching language [TERKANA2](course)\n- Teaching language [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)](coursename)\n- Teaching language [STYVA](course)\n- Teaching language [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename)\n- Teaching language [TAYJ12](course)\n- Teaching language [Ranskan yhteiskunta I / Société française I](coursename)\n- Teaching language [LÄÄKA460](course)\n- Teaching language [Eheyttävä musiikkikasvatus - Musiikkiteknologia](coursename)\n- Teaching language [KATSTA11](course)\n- Teaching language [Käännösviestintä saksa - suomi / Transalation Deutsch-Finnisch](coursename)\n- Teaching language [KASS3](course)\n- Teaching language [Oman äänen analyysi ja harjoittaminen](coursename)\n- Teaching language [VENP4](course)\n- Teaching language [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](coursename)\n- Lecture language [DPCMTJ1/JT1](course)\n- Lecture language [Kommunikationstraining II](coursename)\n- Lecture language [IGS006](course)\n- Lecture language [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- Lecture language [KKENVAL7](course)\n- Lecture language [Valtio-opin maisteriseminaari](coursename)\n- Lecture language [ENGP3](course)\n- Lecture language [Business Ethics (Lectures)](coursename)\n- Lecture language [KKRUVAL2](course)\n- Lecture language [Julkinen hallinto ja politiikka](coursename)\n- Lecture language [POHA1](course)\n- Lecture language [Kielen variaatio](coursename)\n- Lecture language [LOGA1](course)\n- Lecture language [SGN-41007 Pattern Recognition and Machine Learning](coursename)\n- Lecture language [KATJOS43](course)\n- Lecture language [Oppimisyhteisöt ja vuorovaikutus, kirjatentti](coursename)\n- Lecture language [PEACE045](course)\n- Lecture language [Palvelut ja hyvinvointivaltion murros](coursename)\n- Lecture language [JKKYLECT](course)\n- Lecture language [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- Lecture language [HALYAP01](course)\n- Lecture language [Ranskan kielen suullinen harjoituskurssi](coursename)\n- Lecture language [KATYVA31](course)\n- Lecture language [MA Thesis Seminar](coursename)\n- Lecture language [MTTTS13](course)\n- Lecture language [Tieteellinen kirjoittaminen](coursename)\n- Lecture language [LTLY212](course)\n- Lecture language [Tekstianalyysi - Luennot](coursename)\n- Lecture language [POLKVS33](course)\n- Lecture language [Kandidaatin tutkielma ja seminaari (kurssi alkanut keväällä 2018 Hoitotieteen opiskelijoille)](coursename)\n- Lecture language [KASLOM10](course)\n- Lecture language [Pro gradu -tutkielma ja seminaari (vaiheet I-IV)](coursename)\n- Lecture language [PSYA8](course)\n- Lecture language [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen OPETUS PERUUTETTU](coursename)\n- Lecture language [POHA2](course)\n- Lecture language [Kandidaattiseminaari (Aatsinki)](coursename)\n- Lecture language [MTTTS17](course)\n- Lecture language [International Political Economy (book exam/essay)](coursename)\n- Lecture language [TIEY1](course)\n- Lecture language [Tila, teknologia ja toiminta - essee](coursename)\n- Lecture language [SOSM5.1](course)\n- Lecture language [Organisaatiokäyttäytyminen](coursename)\n- Lecture language [JOUJOVTS](course)\n- Lecture language [Viestinnän ja median tutkimus](coursename)\n- Lecture language [MTTTS16](course)\n- Lecture language [Historiateoria](coursename)\n- Lecture language [TERHOIA3](course)\n- Lecture language [Saksa II](coursename)\n- Lecture language [TRSU02](course)\n- Lecture language [Ranska III](coursename)\n- Lecture language [DPYT](course)\n- Lecture language [Liikuntatuutorina toimiminen / Sports Tutoring](coursename)\n- Lecture language [VENA1](course)\n- Lecture language [Tieteellisen tiedonhankinnan perusteet (pohjoismaiset kielet) -](coursename)\n- Lecture language [KATRAS11](course)\n- Lecture language [Sosiaaliantropologian teoreettinen ajattelu](coursename)\n- Lecture language [TEE4](course)\n- Lecture language [Game Theory/Advanced Course in Microeconomics](coursename)\n- Lecture language [TERTIETO5](course)\n- Lecture language [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](coursename)\n- What is the teaching language in [SUOP4](course)\n- What is the teaching language in [Biotechnical product development](coursename)\n- What is the teaching language in [HISA4](course)\n- What is the teaching language in [Kliininen neuropsykologia II](coursename)\n- What is the teaching language in [PEDAYOP3](course)\n- What is the teaching language in [Kommunikationstraining I](coursename)\n- What is the teaching language in [POLKVA33](course)\n- What is the teaching language in [Governing Hybrid Organizations](coursename)\n- What is the teaching language in [KATLITO6](course)\n- What is the teaching language in [Ilmoittautuminen pro gradu -seminaariin, tammikuussa 2019 alkavat ryhmät](coursename)\n- What is the teaching language in [KATYVA52](course)\n- What is the teaching language in [Aluetalous ja kaupunkitalous](coursename)\n- What is the teaching language in [KATTAA31](course)\n- What is the teaching language in [Methods of Variationist Linguistics](coursename)\n- What is the teaching language in [VENS13](course)\n- What is the teaching language in [Ympäristön ja alueiden poliittisuus](coursename)\n- What is the teaching language in [KASVART2](course)\n- What is the teaching language in [Tiimi toimii - puheviestinnän syventävä kurssi (3. periodi)](coursename)\n- What is the teaching language in [KASSA1](course)\n- What is the teaching language in [Matemaattisen tilastotieteen perusteet](coursename)\n- What is the teaching language in [TIEP1](course)\n- What is the teaching language in [Multidisciplinary Games and Internet Research](coursename)\n- What is the teaching language in [BTK2051](course)\n- What is the teaching language in [Kääntämisen ja tulkkauksen teoria ja käytäntö - Terminologia](coursename)\n- What is the teaching language in [DPII2](course)\n- What is the teaching language in [Open Educational Resources - Lectures, seminars etc. in other universities or institutions](coursename)\n- What is the teaching language in [KKSAVAL2](course)\n- What is the teaching language in [User Experience: Design and Evaluation (TUT/IHTE)](coursename)\n- What is the teaching language in [TRSU05](course)\n- What is the teaching language in [Theatre, Society, and Politics 1660-1760](coursename)\n- What is the teaching language in [POHS3](course)\n- What is the teaching language in [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (ryhmät)](coursename)\n- What is the teaching language in [ENGS46](course)\n- What is the teaching language in [Lastenkirjallisuus ja draama / Luennot - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- What is the teaching language in [TAYJ033](course)\n- What is the teaching language in [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](coursename)\n- What is the teaching language in [KATYVS11](course)\n- What is the teaching language in [Euroopan muotoutuminen](coursename)\n- What is the teaching language in [MTTMA15](course)\n- What is the teaching language in [Budgeting and capital budgeting (online course)](coursename)\n- What is the teaching language in [MVKS05](course)\n- What is the teaching language in [Development, Education and Lifecourse](coursename)\n- What is the teaching language in [KASMULTI2B](course)\n- What is the teaching language in [Geometria - Geometria](coursename)\n- What is the teaching language in [KASLOE1.1](course)\n- What is the teaching language in [Media, Race and Society](coursename)\n- What is the teaching language in [KKES4](course)\n- What is the teaching language in [Literature and Change after 1900 (American Literature)](coursename)\n- What is the teaching language in [ROMAP5](course)\n- What is the teaching language in [Menetelmäopinnot / Kielentutkimuksen metodit](coursename)\n- What is the teaching language in [HISS1B](course)\n- What is the teaching language in [Talouselämän käännösviestinnän seminaari suomi-saksa -](coursename)\n- What is the teaching language in [KKENVAL9](course)\n- What is the teaching language in [Matematiikan peruskäsitteitä](coursename)\n- What is the teaching language in [POLPOP04](course)\n- What is the teaching language in [Uuden ajan alun ryhmä](coursename)\n- What is the teaching language in [RANS4](course)\n- What is the teaching language in [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename)\n- What is the teaching language in [BTK4090](course)\n- What is the teaching language in [Makrotalousteoria I](coursename)\n- Teaching language in [PEDAYOA1](course)\n- Teaching language in [Business Models](coursename)\n- Teaching language in [HALJUA42](course)\n- Teaching language in [Kieli käyttöön/Språket i bruk](coursename)\n- Teaching language in [BTK0024](course)\n- Teaching language in [Kääntämisen perusteet](coursename)\n- Teaching language in [TIETS19](course)\n- Teaching language in [Finnish Elementary Course 1 (taught in 1. & 2. period)](coursename)\n- Teaching language in [HALHAS18](course)\n- Teaching language in [Psykologiharjoittelu](coursename)\n- Teaching language in [BIO2310](course)\n- Teaching language in [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- Teaching language in [KASA11](course)\n- Teaching language in [Sosiaalisen median ja vuorovaikutteisen median perusteet](coursename)\n- Teaching language in [KATLAA23](course)\n- Teaching language in [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](coursename)\n- Teaching language in [KASA3](course)\n- Teaching language in [Järjestöjen rooli sosiaalipolitiikassa ja vapaaehtoistyö](coursename)\n- Teaching language in [KASA13](course)\n- Teaching language in [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](coursename)\n- Teaching language in [NORDIG3](course)\n- Teaching language in [Political Systems (book exam/essay)](coursename)\n- Teaching language in [KKRUYHT](course)\n- Teaching language in [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Kevät 2019](coursename)\n- Teaching language in [ITIP2](course)\n- Teaching language in [Graduvauhditus](coursename)\n- Teaching language in [BTK2100](course)\n- Teaching language in [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](coursename)\n- Teaching language in [KASLOE6.5](course)\n- Teaching language in [Kaupunkien maankäytön pelikenttä](coursename)\n- Teaching language in [KATJOA13](course)\n- Teaching language in [Algebra 2](coursename)\n- Teaching language in [HALJUS13](course)\n- Teaching language in [Organisaatiokäyttäytyminen](coursename)\n- Teaching language in [KATVRA30](course)\n- Teaching language in [Liike-elämän ruotsia I / näyttökoe (AHOT)](coursename)\n- Teaching language in [HALJUS15](course)\n- Teaching language in [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename)\n- Teaching language in [JOVPVS1](course)\n- Teaching language in [Making sense of globalization - Theorizing beyond the nation-state - Lectures + essay](coursename)\n- Teaching language in [TIETS40](course)\n- Teaching language in [Finnish Survival Course (Tampere Summer School 2018)](coursename)\n- Teaching language in [TIEY1](course)\n- Teaching language in [Environment and Well-Being](coursename)\n- Teaching language in [TAYJ033](course)\n- Teaching language in [Kompleksianalyysi](coursename)\n- Teaching language in [HTIS53](course)\n- Teaching language in [Tilintarkastus II](coursename)\n- Teaching language in [POLVOA32/S23/24](course)\n- Teaching language in [Introduction to Political Science (book exam)](coursename)\n- Teaching language in [KATLAA15](course)\n- Teaching language in [Organisation Theory and Analysis](coursename)\n- Teaching language in [BTK2060](course)\n- Teaching language in [Kommunikationstraining I](coursename)\n- Teaching language in [TAYJ031](course)\n- Teaching language in [Tekoäly ja vakuutustoiminta/ Vakuutustieteen vaihtuvasisältöinen kurssi](coursename)\n- Teaching language in [MEDU06](course)\n- Teaching language in [Metafysiikka](coursename)\n- Teaching language in [MTTMA10](course)\n- Teaching language in [Kuvataiteen perusteet - 1.vsk](coursename)\n- What language is [RANS5](course)\n- What language is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 11.-12.4.2019](coursename)\n- What language is [HALJUA13](course)\n- What language is [Liike-elämän ruotsia I](coursename)\n- What language is [HTIS51](course)\n- What language is [Psykiatria ja mielenterveys](coursename)\n- What language is [JKKYORP1](course)\n- What language is [Kansainvälistymistä ja verkostoitumista tukevat opinnot](coursename)\n- What language is [PSYP2](course)\n- What language is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kirjoittaminen ja käsitteellistäminen tieteellisenä menetelmänä](coursename)\n- What language is [MTTY3](course)\n- What language is [KEB-21101 Mikrobiologia](coursename)\n- What language is [SOS9](course)\n- What language is [Rakenteinen dokumentaatio ja DITA](coursename)\n- What language is [ROMAP5](course)\n- What language is [Antiikintutkimuksen lähteet ja menetelmät](coursename)\n- What language is [POLKVS21](course)\n- What language is [Verkkojulkaiseminen](coursename)\n- What language is [TERTIETO4](course)\n- What language is [Taloustieteen matematiikan jatkokurssi](coursename)\n- What language is [LOGA2](course)\n- What language is [Terveydenhuollon ja terveystutkimuksen etiikka, Seinäjoki](coursename)\n- What language is [JKKYTVA12](course)\n- What language is [Journalismin perusteet, luennot](coursename)\n- What language is [TRMU1](course)\n- What language is [POISTA TÄMÄ! Solun biokemia ja molekyylibiologia](coursename)\n- What language is [MTTTA14](course)\n- What language is [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi (avoin yo)](coursename)\n- What language is [HTIS81](course)\n- What language is [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](coursename)\n- What language is [HALHAA16](course)\n- What language is [Tilinpäätösanalyysi](coursename)\n- What language is [POLVOS40](course)\n- What language is [Language, Communication and Culture](coursename)\n- What language is [TERY2](course)\n- What language is [Johdatus etiikkaan](coursename)\n- What language is [HALHAS20](course)\n- What language is [Liiketoimintamallit](coursename)\n- What language is [KKENVAL4](course)\n- What language is [Ohjelmoinnin tekniikka C](coursename)\n- What language is [KATTAA35](course)\n- What language is [Economics and the Business Environment](coursename)\n- What language is [DPIS2](course)\n- What language is [Contemporary Political Theory (book exam/essay)](coursename)\n- What language is [SAKS5](course)\n- What language is [Littérature française I /Ranskan kirjallisuus I](coursename)\n- What language is [SUOT3](course)\n- What language is [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Syksy 2018](coursename)\n- What language is [TERY1](course)\n- What language is [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](coursename)\n- What language is [POHA13](course)\n- What language is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Diskurssianalyysi](coursename)\n- What language is [POLVOA52](course)\n- What language is [Political Ideologies (book exam)](coursename)\n- What language is [KASSO4](course)\n- What language is [Medical English - Introduction to Scientific Writing](coursename)\n- What language is [SOS6.4.2](course)\n- What language is [Tietokäytännöt](coursename)\n- What language is [MTTTA2](course)\n- What language is [Eurooppa-vero-oikeus](coursename)\n- Is [KATTAA13B](course) in english\n- Is [ROMA MEDIAEVALIS - kansainvälinen keskiajan historian Rooma -kurssi -](coursename) in english\n- Is [DPHSS203](course) in english\n- Is [Yhtiöoikeus](coursename) in english\n- Is [HALKOS23](course) in english\n- Is [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Luennot - 1.vsk](coursename) in english\n- Is [KASA13](course) in english\n- Is [Lain ja hallinnon tekstit ja niiden kääntäminen](coursename) in english\n- Is [HALYAA99](course) in english\n- Is [Kansalaisvaikuttaminen (kirjatentti/essee)](coursename) in english\n- Is [MTTY4](course) in english\n- Is [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](coursename) in english\n- Is [KASS3](course) in english\n- Is [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](coursename) in english\n- Is [HISA2](course) in english\n- Is [Tiedonhaun perusteet](coursename) in english\n- Is [HALYHT](course) in english\n- Is [Academic Presentations](coursename) in english\n- Is [PEACE045](course) in english\n- Is [Tietokäytännöt](coursename) in english\n- Is [KATYVA12](course) in english\n- Is [Projektiharjoittelu](coursename) in english\n- Is [KATVRS42](course) in english\n- Is [Organisation Theory and Analysis](coursename) in english\n- Is [KKSUVAL1](course) in english\n- Is [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename) in english\n- Is [TERKAN6](course) in english\n- Is [Terveyden edistämisen perusteet](coursename) in english\n- Is [KKKI3](course) in english\n- Is [Terveystieteiden tilastolliset tutkimusmenetelmät](coursename) in english\n- Is [LUOYY027](course) in english\n- Is [Cultural Conversations](coursename) in english\n- Is [TERY4](course) in english\n- Is [Kandidaattiseminaari ja -tutkielma (julkisoikeus), kevät -](coursename) in english\n- Is [ITIP2](course) in english\n- Is [Kirjoitusviestintä / COMS](coursename) in english\n- Is [POLVOA31/S26/27](course) in english\n- Is [Kandidaattiseminaari (JATKAVA, Vahtikari)](coursename) in english\n- Is [DPYT](course) in english\n- Is [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](coursename) in english\n- Is [KIRP3](course) in english\n- Is [Johdatus viestintään ja mediaan](coursename) in english\n- Is [KASSG](course) in english\n- Is [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](coursename) in english\n- Is [KATVAS99](course) in english\n- Is [Tietojenkäsittelytieteiden opintojakso TTY:ltä](coursename) in english\n- Is [BTK2025](course) in english\n- Is [Talouselämän käännösviestinnän seminaari venäjä-suomi](coursename) in english\n- Is [MTTMA10](course) in english\n- Is [Behavioraalinen ja psykologinen taloustiede](coursename) in english\n- Is [SAKA1](course) in english\n- Is [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename) in english\n- Is [KKRUYHT](course) in english\n- Is [Seminaari (Ridell)](coursename) in english\n- Is [KASPUHS8](course) in english\n- Is [Political Ideologies (book exam)](coursename) in english\n- Is [KIRS4](course) in english\n- Is [Matematiikan ja tilastotieteen työpajat](coursename) in english\n- Is [KASA13](course) in english\n- Is [Johdatus hoitotieteeseen, Seinäjoki](coursename) in english\n- Is [TAYJ035](course) in finnish\n- Is [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (4. periodi)](coursename) in finnish\n- Is [MTTTA6](course) in finnish\n- Is [Ekoterveys, luonto ja ihminen](coursename) in finnish\n- Is [PEACE046](course) in finnish\n- Is [Kansainvälinen verotus](coursename) in finnish\n- Is [KATYVA37](course) in finnish\n- Is [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](coursename) in finnish\n- Is [TIEA4](course) in finnish\n- Is [Legal English](coursename) in finnish\n- Is [ITIA1](course) in finnish\n- Is [Strategic Management Accounting and Control](coursename) in finnish\n- Is [JOVTS5](course) in finnish\n- Is [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](coursename) in finnish\n- Is [VENA10](course) in finnish\n- Is [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) in finnish\n- Is [KASLOH3](course) in finnish\n- Is [Asiantuntemus ja arjen ympäristöpolitiikka](coursename) in finnish\n- Is [PSYS12](course) in finnish\n- Is [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](coursename) in finnish\n- Is [TAYJ033](course) in finnish\n- Is [Tutkiva opiskelu](coursename) in finnish\n- Is [JOVTS5](course) in finnish\n- Is [Johdatus kirjallisuuden poetiikkaan](coursename) in finnish\n- Is [BTK0002](course) in finnish\n- Is [Johdatus erikoisalojen käännösviestintään](coursename) in finnish\n- Is [SOS10.10.1](course) in finnish\n- Is [Structure of English II - Phonology and Pronunciation II](coursename) in finnish\n- Is [TECHS3](course) in finnish\n- Is [Littérature et société françaises/Ranskan kirjallisuus ja yhteiskunta](coursename) in finnish\n- Is [PGHAS06](course) in finnish\n- Is [Ryhmäviestintä](coursename) in finnish\n- Is [PSYA3](course) in finnish\n- Is [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](coursename) in finnish\n- Is [ENGP7](course) in finnish\n- Is [Legal English](coursename) in finnish\n- Is [SUKKP0](course) in finnish\n- Is [Perheen vuorovaikutus](coursename) in finnish\n- Is [JKKYTVA12](course) in finnish\n- Is [Latinan kielen alkeiskurssi](coursename) in finnish\n- Is [SOS6.3.3](course) in finnish\n- Is [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) in finnish\n- Is [POLKVA44](course) in finnish\n- Is [Sosiaalityön tutkimuksen metodologisia suunnistuksia](coursename) in finnish\n- Is [KASA2](course) in finnish\n- Is [Terve ja turvallinen kouluyhteisö](coursename) in finnish\n- Is [POLVOA41/S28](course) in finnish\n- Is [Käännösteknologian harjoituskurssi](coursename) in finnish\n- Is [BIO4716](course) in finnish\n- Is [Yhteisö, terveys ja sairaus](coursename) in finnish\n- Is [KKENVAL2](course) in finnish\n- Is [Julkisoikeuden perusteet (verkkototeutus)](coursename) in finnish\n- Is [MTTMS1](course) in finnish\n- Is [Neuropsykologinen kuntoutus](coursename) in finnish\n- Is [JOVVAL](course) in finnish\n- Is [Työelämän myytit ja todellisuus](coursename) in finnish\n- Is [KKENKTK](course) in finnish\n- Is [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](coursename) in finnish\n- Is [KKVEPRE1](course) in finnish\n- Is [Julkistalouden valvonta ja tarkastus](coursename) in finnish\n- [KASA6](course) language\n- [Latinan jatkokurssi](coursename) language\n- [KKRUBMT](course) language\n- [Syntyvyys, hoiva, sukupolvi](coursename) language\n- [HISA1A](course) language\n- [Opimme lisää venäjän kielen suullisia taitoja](coursename) language\n- [SUOV4](course) language\n- [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](coursename) language\n- [KATTAS11](course) language\n- [Political Economy](coursename) language\n- [HALTTS13](course) language\n- [Knowledge Discovery](coursename) language\n- [YKYYHT3](course) language\n- [KEB-61420 Laaja kemia 2](coursename) language\n- [TERHOJ2](course) language\n- [Kandidaattitutkielma ja seminaari (tilastotiede)](coursename) language\n- [VENS10](course) language\n- [Tekstiklinikka tutkielman kirjoittajille](coursename) language\n- [KKSUHUK](course) language\n- [Writing for Research (online course)](coursename) language\n- [ENGA8](course) language\n- [Responsible Business and Social Accounting (Online course)](coursename) language\n- [KKSUHUK](course) language\n- [Kasvatushistoria, kirjatentti](coursename) language\n- [TIETA18](course) language\n- [Tekstin ymmärtäminen III](coursename) language\n- [KKSUHUK1](course) language\n- [Systems biology methods](coursename) language\n- [KASA4](course) language\n- [Johdatus taloushallintoon](coursename) language\n- [POLVOS24](course) language\n- [Lain ja hallinnon käännösviestinnän seminaari englanti-suomi](coursename) language\n- [STYVA](course) language\n- [Tilastollisen päättelyn perusteet](coursename) language\n- [KASA1.1](course) language\n- [Sosiaalityön historia ja tutkimus (kirjatentti)](coursename) language\n- [POLVOA12](course) language\n- [Internationalisation in Education - (Tampere Summer School 2018)](coursename) language\n- [KASA11](course) language\n- [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](coursename) language\n- [BIO4450](course) language\n- [Visuaalisen kulttuurin syventymiskohde - Seminaari](coursename) language\n- [KKSUPRO](course) language\n- [Kulttuuripsykologian perusteet](coursename) language\n- [SAKS3](course) language\n- [Writing Research Grant Proposals](coursename) language\n- [JOVTS5](course) language\n- [Orientation Course - General Orientation Course for International Students](coursename) language\n- [ITIP4](course) language\n- [Asiantuntijan puheviestintä ja vuorovaikutus, 3.-4. periodi / VIESTINTÄROHKEUDEN RYHMÄ](coursename) language\n- [STYVA](course) language\n- [Orientation - Introduction to Academic Culture and Degree Studies](coursename) language\n- [HISA2](course) language\n- [Julkaisun visuaalisuus: Taitto](coursename) language\n- [MTTA1](course) language\n- [Personal Study Planning](coursename) language\n- [ITIS61](course) language\n- [Matematiikan ja tilastotieteen työpajat](coursename) language\n- [LUOYY027](course) language\n- [Hallinto-oikeuden syventävä jakso](coursename) language\n- [YKYY0](course) teaching language\n- [Practical Programming in Python](coursename) teaching language\n- [JOVAT1](course) teaching language\n- [International Business Law](coursename) teaching language\n- [KATJOS42](course) teaching language\n- [Orientation - Introduction to Academic Culture and Degree Studies](coursename) teaching language\n- [KKSAVAL1](course) teaching language\n- [Sijoitustoiminta](coursename) teaching language\n- [TERHOIA6](course) teaching language\n- [Legal English](coursename) teaching language\n- [POLPOP02](course) teaching language\n- [Lasten oikeuspsykologia](coursename) teaching language\n- [KATTAS40](course) teaching language\n- [Poliittiset ongelmat ja niiden muuttuvat kontekstit](coursename) teaching language\n- [FONEP2](course) teaching language\n- [Advanced Course in Corporate Finance](coursename) teaching language\n- [NAM-IV](course) teaching language\n- [Systemaattinen tiedonhaku hoitotieteessä](coursename) teaching language\n- [KKSAVAL2](course) teaching language\n- [Terveystieteiden laadulliset tutkimusmenetelmät (hoitotieteen opiskelijat), Seinäjoki](coursename) teaching language\n- [SOSM2](course) teaching language\n- [Esimiestyö (syksy 2018)](coursename) teaching language\n- [SOS7.1/STYA4A](course) teaching language\n- [Historiateoria](coursename) teaching language\n- [TAYJ032](course) teaching language\n- [Foreign Policy and Diplomacy (book exam/essay)](coursename) teaching language\n- [JOVP3](course) teaching language\n- [Nordic Model: Nordic Welfare Societies](coursename) teaching language\n- [KASA15](course) teaching language\n- [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](coursename) teaching language\n- [ITIS35](course) teaching language\n- [Modern Risk Management](coursename) teaching language\n- [HISA2](course) teaching language\n- [Business Writing](coursename) teaching language\n- [KKSUHUK](course) teaching language\n- [Tekoäly ja vakuutustoiminta/ Vakuutustieteen vaihtuvasisältöinen kurssi](coursename) teaching language\n- [KATLAA99](course) teaching language\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename) teaching language\n- [BTK4410](course) teaching language\n- [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](coursename) teaching language\n- [MVKS16V](course) teaching language\n- [Big Data Entity Resolution](coursename) teaching language\n- [STYS2B](course) teaching language\n- [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](coursename) teaching language\n- [KATTAA13B](course) teaching language\n- [Poliittiset ongelmat ja niiden muuttuvat kontekstit](coursename) teaching language\n- [MTTA2](course) teaching language\n- [Graduseminaari, jatkava (Markkola)](coursename) teaching language\n- [ROMAP2](course) teaching language\n- [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](coursename) teaching language\n- [PEDAYOA1](course) teaching language\n- [Re-Thinking Value Creation](coursename) teaching language\n- [KASA3](course) teaching language\n- [Johdatus kulttuurisosiologiaan](coursename) teaching language\n- [TERTIETO2](course) teaching language\n- [Musisointi - 1.vsk](coursename) teaching language\n- [KASPUHA4](course) teaching language\n- [Studying abroad / Osallistuminen opiskelijavaihtoon](coursename) teaching language\n- [POLKVA43](course) teaching language\n- [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename) teaching language\n- Is [LOGS6](course) taught in english\n- Is [Minuus, identiteetti ja sosiaalinen konteksti](coursename) taught in english\n- Is [ITIP5](course) taught in english\n- Is [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](coursename) taught in english\n- Is [JKKYOA11](course) taught in english\n- Is [Keskiajan paleografia ja diplomatiikka (PERUTTU)](coursename) taught in english\n- Is [KASLOM5](course) taught in english\n- Is [Terveys ja yhteiskuntapolitiikka](coursename) taught in english\n- Is [TIEP1](course) taught in english\n- Is [Poliittiset prosessit (kirjatentti/essee)](coursename) taught in english\n- Is [SOS6.3.1](course) taught in english\n- Is [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Pori](coursename) taught in english\n- Is [YKT6.6.1](course) taught in english\n- Is [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](coursename) taught in english\n- Is [ITIS23](course) taught in english\n- Is [Tieteellinen kirjoittaminen / LUO & COMS](coursename) taught in english\n- Is [MTTMA5](course) taught in english\n- Is [Conflict Resolution (book exam/essay)](coursename) taught in english\n- Is [KASP4](course) taught in english\n- Is [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](coursename) taught in english\n- Is [SUOP1](course) taught in english\n- Is [Espanja III](coursename) taught in english\n- Is [TRMU2](course) taught in english\n- Is [Laaja-alaistava harjoittelu - Opetus- ja koulutushallinnon luennot](coursename) taught in english\n- Is [POMLFCS3](course) taught in english\n- Is [Software Project Management, Software Project Management (Spring term)](coursename) taught in english\n- Is [DPLS01](course) taught in english\n- Is [Ainedidaktiikka II](coursename) taught in english\n- Is [IGS006](course) taught in english\n- Is [Aineopintojen valinnainen jakso: Metso Talk - suoran lähetyksen ja yleisötilaisuuden tuottaminen](coursename) taught in english\n- Is [KATYVA23](course) taught in english\n- Is [Valtio-opin maisteriseminaari](coursename) taught in english\n- Is [KIRP2](course) taught in english\n- Is [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](coursename) taught in english\n- Is [POLPOP04](course) taught in english\n- Is [Asiakastieto ja asiakkuuksien johtaminen](coursename) taught in english\n- Is [TIETA18](course) taught in english\n- Is [Tutkijaseminaari](coursename) taught in english\n- Is [KASP5](course) taught in english\n- Is [Kieli ja yhteiskunta/Språk och samhälle](coursename) taught in english\n- Is [KKRUYHT](course) taught in english\n- Is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteisopetusta avoimen yo:n kanssa](coursename) taught in english\n- Is [STYA8](course) taught in english\n- Is [Kohti matematiikan opettajuutta 2 (TTY)](coursename) taught in english\n- Is [LOGA3](course) taught in english\n- Is [Johdatus www-tekniikoihin](coursename) taught in english\n- Is [HALTTS13](course) taught in english\n- Is [Psykologiharjoittelu](coursename) taught in english\n- Is [GTS3](course) taught in english\n- Is [Euroopan integraation tutkimus (kirjatentti/essee)](coursename) taught in english\n- Is [KKENYHT](course) taught in english\n- Is [International Political Economy (book exam/essay)](coursename) taught in english\n- Is [SOS4.4](course) taught in english\n- Is [Venäjä II](coursename) taught in english\n- Is [LTLY16](course) taught in english\n- Is [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename) taught in english\n- Is [ITIS61](course) taught in english\n- Is [Seminaari](coursename) taught in english\n- Is [FILP5B](course) taught in english\n- Is [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) taught in english\n- Is [MTTMA4](course) taught in english\n- Is [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) taught in english\n- Is [STYS3](course) taught in english\n- Is [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](coursename) taught in english\n- Is [ESPFP1](course) taught in english\n- Is [Perheen vuorovaikutus](coursename) taught in english\n- Is [RANA5](course) taught in english\n- Is [Monikulttuurinen kirjallisuus Suomessa](coursename) taught in english\n- Is [KKSUYHT](course) taught in english\n- Is [Pro gradu -seminaari ja -tutkielma (taloustiede) - Pro gradu -seminaari](coursename) taught in english\n- Is [KATLITO7](course) taught in english\n- Is [Yritysverotuksen syventävä opintojakso](coursename) taught in english\n- Is [POLKVA41](course) taught in english\n- Is [Harjoittelu ja työelämävalmiudet](coursename) taught in english\n- Is [PEDA1](course) taught in english\n- Is [Työ- ja organisaatiopsykologia II](coursename) taught in english\n- Is [STYS1B2](course) taught in english\n- Is [Kääntämisen perusteet](coursename) taught in english\n- Is [KASSG](course) taught in english\n- Is [Tilastomenetelmien perusteet](coursename) taught in english\n- Is [VENP1](course) taught in english\n- Is [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename) taught in english\n- Is [TRSU02](course) taught in english\n- Is [Sosiaalitieteiden teoria I - SOS5b luennot](coursename) taught in english\n- Is [DPHSS206](course) taught in english\n- Is [Käytännön opetus ja ohjaus](coursename) taught in english\n- Is [ITIA01](course) taught in english\n- Is [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](coursename) taught in english\n- Is [KASLOM1](course) taught in english\n- Is [Vastuullisen liiketoiminnan case-kurssi](coursename) taught in english\n- Is [KATYVA33](course) taught in english\n- Is [Networks in Service Business](coursename) taught in english\n- Is [HISA1B](course) taught in english\n- Is [Tutkielmapiiri](coursename) taught in english\n- Is [POLVOA41/S23/28](course) taught in english\n- Is [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](coursename) taught in english\n- Is [VENA6/VENK3](course) taught in english\n- Is [Viron jatkokurssi](coursename) taught in english\n- Is [SOS6.2.3](course) taught in english\n- Is [Strateginen johtaminen](coursename) taught in english\n- Is [KASP1](course) taught in english\n- Is [Specialized Optional Research Methodology: Action research](coursename) taught in english\n- Is [FONEP4](course) taught in english\n- Is [Kuvakulttuuri -](coursename) taught in english\n- Is [KATJOA12](course) taught in english\n- Is [Culture and everyday life of the \"Soviet Thaw\"](coursename) taught in english\n- Is [KATTAS90](course) taught in english\n- Is [Lähtötasokoe](coursename) taught in english\n- Is [HALJUA21](course) taught in english\n- Is [Dialogue: Constructive Talk at Work](coursename) taught in english\n- Is [SOSM2](course) taught in english\n- Is [Maailmanloppu nyt. Ja ennen.](coursename) taught in english\n- Is [ITIA6](course) taught in english\n- Is [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](coursename) taught in english\n- Is [POLKVA33](course) taught in english\n- Is [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](coursename) taught in english\n- Is [KASA13](course) taught in english\n- Is [Vanheneminen ikääntyvässä yhteiskunnassa](coursename) taught in english\n- Is [POLVOS33](course) taught in english\n- Is [Johdatus yhteiskuntafilosofiaan](coursename) taught in english\n- Can I pass [PSYP3](course) in english\n- Can I pass [Bioinformatics tools (spring 2019)](coursename) in english\n- Can I pass [HALJUS21](course) in english\n- Can I pass [Persoonallisuuspsykologia I (avoin yliopisto)](coursename) in english\n- Can I pass [SUOA3](course) in english\n- Can I pass [Tietojenkäsittelyopin syventävä opintojakso TTY:ltä](coursename) in english\n- Can I pass [TAYJ026](course) in english\n- Can I pass [Legal English](coursename) in english\n- Can I pass [TERA6](course) in english\n- Can I pass [Liikunta - Liikuntapedagogiikka perusopetuksessa A - 2. vsk](coursename) in english\n- Can I pass [BTK4410](course) in english\n- Can I pass [Ryhmäviestintä](coursename) in english\n- Can I pass [STYA1A](course) in english\n- Can I pass [Political Systems (book exam/essay)](coursename) in english\n- Can I pass [POHP0](course) in english\n- Can I pass [Finnish Elementary Course 4](coursename) in english\n- Can I pass [KKENVAL2](course) in english\n- Can I pass [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](coursename) in english\n- Can I pass [KASA12](course) in english\n- Can I pass [Budgeting and capital budgeting (online course)](coursename) in english\n- Can I pass [MTTTP5](course) in english\n- Can I pass [BMT-61227 Medical Biomaterials](coursename) in english\n- Can I pass [JOVTS5](course) in english\n- Can I pass [Kandidaatintutkielmaseminaari - Seminaari](coursename) in english\n- Can I pass [POLKVA23](course) in english\n- Can I pass [Literature and Change after 1900 (American Literature)](coursename) in english\n- Can I pass [MVKS29](course) in english\n- Can I pass [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename) in english\n- Can I pass [DPHSF502](course) in english\n- Can I pass [Ajankohtaisia kansanterveyskysymyksiä](coursename) in english\n- Can I pass [TIETA7](course) in english\n- Can I pass [Neurocomputing](coursename) in english\n- Can I pass [JKKYMYJK05](course) in english\n- Can I pass [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](coursename) in english\n- Can I pass [JOVPVS8](course) in english\n- Can I pass [PhD by publication: writing integrative chapter](coursename) in english\n- Can I pass [JOVPVS12](course) in english\n- Can I pass [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](coursename) in english\n- Can I pass [LATAP4](course) in english\n- Can I pass [Business Translation Seminar Finnish - English](coursename) in english\n- Can I pass [HALJTA99](course) in english\n- Can I pass [Sisäinen valvonta ja sisäinen tarkastus](coursename) in english\n- Can I pass [HALJTA05](course) in english\n- Can I pass [Finnish Survival Course](coursename) in english\n- Can I pass [KASVAR4](course) in english\n- Can I pass [Histoteknologian ja valomikroskopian perusteet](coursename) in english\n- Can I pass [PEACE045](course) in english\n- Can I pass [Tiedonhankintataidot - Tiedonhankintataidot II - Tiedonhankinnan syventäminen](coursename) in english\n- Can I pass [KATMAA14](course) in english\n- Can I pass [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](coursename) in english\n- Can I pass [KASA11](course) in english\n- Can I pass [Proseminaari (ryhmä 2)](coursename) in english\n- Can I pass [HISJATKO](course) in english\n- Can I pass [Yrityksen johtamisen perusteet](coursename) in english\n- Can I pass [JKKYORP1](course) in english\n- Can I pass [Suomi ja maailman kielet](coursename) in english\n- Can I pass [KASSO1](course) in english\n- Can I pass [Political Institutions and Processes (book exam/essay)](coursename) in english\n- Can I pass [TERHOIA1](course) in english\n- Can I pass [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](coursename) in english\n- Which language is [JKKYTUA02](course)\n- Which language is [Markkinointitutkimuksen sovellukset](coursename)\n- Which language is [SOS10.6](course)\n- Which language is [Kirjoitusviestintä / COMS](coursename)\n- Which language is [KKRUYHT](course)\n- Which language is [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](coursename)\n- Which language is [BTK4311](course)\n- Which language is [Kielellinen vaihtelu/Språklig variation](coursename)\n- Which language is [FILA2](course)\n- Which language is [Ajankohtaisia kansanterveyskysymyksiä](coursename)\n- Which language is [KASPUHA5](course)\n- Which language is [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- Which language is [VENP5/VENK2](course)\n- Which language is [Business Writing](coursename)\n- Which language is [SOS6.3.3](course)\n- Which language is [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Which language is [JOVA4](course)\n- Which language is [Introduction to Programming I (Tampere Summer School 2018)](coursename)\n- Which language is [TEATP3](course)\n- Which language is [Journalistinen kieli - Tekstinhuolto](coursename)\n- Which language is [DPEDUA.1A](course)\n- Which language is [Seminaari (Ridell)](coursename)\n- Which language is [KKVE4](course)\n- Which language is [Tilastomenetelmien perusteet](coursename)\n- Which language is [JKKYTU01](course)\n- Which language is [Orientation - Orientation to studying in the Computational Big Data Analytics programme](coursename)\n- Which language is [KASP4](course)\n- Which language is [Hoitotiede ja näytön ohjaama toiminta](coursename)\n- Which language is [KKSUTEK2](course)\n- Which language is [Syventävä projekti, keväällä 2019 alkava](coursename)\n- Which language is [KKSA4](course)\n- Which language is [Tilintarkastus I](coursename)\n- Which language is [RANP1](course)\n- Which language is [Käännösteknologian harjoituskurssi](coursename)\n- Which language is [TIEP3](course)\n- Which language is [Introduction to Public Administration Research, Reforms and Trends](coursename)\n- Which language is [SUOV2](course)\n- Which language is [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Kuuntelukasvatus](coursename)\n- Which language is [JOVA15](course)\n- Which language is [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä - Luennot (slk) TAI kirjallisuus (slk ja klk)](coursename)\n- Which language is [SOS09.3](course)\n- Which language is [Johdatus visuaaliseen kulttuuriin](coursename)\n- Which language is [DPHSR403](course)\n- Which language is [Keskiajan paleografia ja diplomatiikka (PERUTTU)](coursename)\n- Which language is [COSOPOM1](course)\n- Which language is [Tutkielmapiiri](coursename)\n- Which language is [LOGA5](course)\n- Which language is [Specialized Optional Research Methodology: Action research](coursename)\n- Which language is [ROMAP3](course)\n- Which language is [Advanced European Integration Studies (book exam/essay)](coursename)\n- Which language is [KIRS1/A4](course)\n- Which language is [Ranskan kielen suullinen harjoituskurssi](coursename)\n- Which language is [VENS4](course)\n- Which language is [Rahoituksen jatkokurssi](coursename)\n- Which language is [HALYAA99](course)\n- Which language is [KnowUp - Yrittäjyys ja liiketoiminnan kehittäminen](coursename)\n- Which language is [HALKAP01](course)\n- Which language is [Moniammatilliset johtamisopinnot](coursename)\n- Which language is [TIETA18](course)\n- Which language is [Commercial Actors in Security and War](coursename)\n- What is [KASS1](course) language\n- What is [Aikuis- ja ammattikasvatuksen asiantuntijuus](coursename) language\n- What is [HALJTS99](course) language\n- What is [Academic Writing](coursename) language\n- What is [JOUJOVTS](course) language\n- What is [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) language\n- What is [KASVAR7](course) language\n- What is [Liiketoiminnan analysoinnin ja kehittämisen case-kurssi](coursename) language\n- What is [POLYEP12](course) language\n- What is [Menetelmäklinikka](coursename) language\n- What is [KKSUYTK](course) language\n- What is [Sijoitustoiminta](coursename) language\n- What is [JOVTS1/SOS10.6](course) language\n- What is [Taloustieteen matematiikan jatkokurssi](coursename) language\n- What is [MEDU10](course) language\n- What is [Lapset ja lastensuojelu](coursename) language\n- What is [KATTV01](course) language\n- What is [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](coursename) language\n- What is [KATLITO6](course) language\n- What is [Finnish Society and Culture (autumn)](coursename) language\n- What is [YKYYHT4B](course) language\n- What is [Lain ja hallinnon tekstit ja niiden kääntäminen](coursename) language\n- What is [JOVA20](course) language\n- What is [Julkiset hankinnat](coursename) language\n- What is [TIETA15](course) language\n- What is [Practices of Strategic Leadership](coursename) language\n- What is [STYP5](course) language\n- What is [Kansallisen ja Euroopan tason vuorovaikutus (kirjatentti/essee)](coursename) language\n- What is [KASA13](course) language\n- What is [Solut](coursename) language\n- What is [SAKA5](course) language\n- What is [Saksa IV](coursename) language\n- What is [STYA5](course) language\n- What is [Lapsen puheen ja kielen tutkimus ja kuntoutus](coursename) language\n- What is [POLVOA32/S27](course) language\n- What is [Tietotekniikkataidot (syksy)](coursename) language\n- What is [TIEP3](course) language\n- What is [Bachelor's Thesis Seminar - seminar in English](coursename) language\n- What is [KASMULTI2C](course) language\n- What is [Literature and Society in Early Modern Britain](coursename) language\n- What is [POLKVA23](course) language\n- What is [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](coursename) language\n- What is [SUKKP1](course) language\n- What is [Digital Image Processing - Self-studying](coursename) language\n- What is [HTIS84](course) language\n- What is [Strateginen brändijohtaminen](coursename) language\n- What is [POLVOS28](course) language\n- What is [Introduction to Web Publishing (Tampere Summer School 2018)](coursename) language\n- What is [MVKS40/62](course) language\n- What is [Tutkielmapiiri](coursename) language\n- What is [KKENYHT](course) language\n- What is [Lineaarialgebra 1A](coursename) language\n- What is [SOS5](course) language\n- What is [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename) language\n- What is [LFCS04](course) language\n- What is [Työ- ja organisaatiopsykologia I](coursename) language\n- What is [LTLY01](course) language\n- What is [Kuoleman sosiaali- ja kulttuurihistoriaa antiikista uuden ajan alkuun](coursename) language\n- What is [HALJUA19](course) language\n- What is [Liikekirjanpito ja tilinpäätös](coursename) language\n- What is the language of [KASP4](course) is\n- What is the language of [Intercultural Communication](coursename) is\n- What is the language of [TERTIETO3](course) is\n- What is the language of [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Luennot - 1.vsk](coursename) is\n- What is the language of [POLVOS32](course) is\n- What is the language of [Lapset ja lastensuojelu](coursename) is\n- What is the language of [FONEA4](course) is\n- What is the language of [Political Communication and Rhetoric (book exam/essay)](coursename) is\n- What is the language of [HALYAP01](course) is\n- What is the language of [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](coursename) is\n- What is the language of [KKSU8](course) is\n- What is the language of [Sosiaalityön toimintaympäristöt (kirjatentti)](coursename) is\n- What is the language of [KKRA2](course) is\n- What is the language of [Nuorisotutkimuksen ajankohtaisia kysymyksiä](coursename) is\n- What is the language of [HTIS51](course) is\n- What is the language of [Biologia ja ympäristötieto - Biologian kenttäkurssi - 2. vsk (1-2. ryhmät Hyytiälä)](coursename) is\n- What is the language of [POLVOS23](course) is\n- What is the language of [Tarkastusmenetelmien teoria ja käytäntö](coursename) is\n- What is the language of [DPII1](course) is\n- What is the language of [Tilintarkastus II](coursename) is\n- What is the language of [VENP4](course) is\n- What is the language of [Musiikki - Musiikkikasvatuksen perusteet 1- 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) is\n- What is the language of [KKENKTK](course) is\n- What is the language of [Lausekielinen ohjelmointi II](coursename) is\n- What is the language of [ENGS44](course) is\n- What is the language of [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](coursename) is\n- What is the language of [YKT04.2](course) is\n- What is the language of [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (kansanterveystieteen opiskelijoille)](coursename) is\n- What is the language of [HALTVA12](course) is\n- What is the language of [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](coursename) is\n- What is the language of [HISA4](course) is\n- What is the language of [Työelämän myytit ja todellisuus](coursename) is\n- What is the language of [KKES2](course) is\n- What is the language of [Julkisen talousjohtamisen tutkimusotteet](coursename) is\n- What is the language of [KKSUPRO](course) is\n- What is the language of [Usean muuttujan differentiaalilaskenta](coursename) is\n- What is the language of [KIRP1](course) is\n- What is the language of [Talouselämän käännösviestinnän seminaari venäjä-suomi](coursename) is\n- What is the language of [STYA1A2](course) is\n- What is the language of [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](coursename) is\n- What is the language of [SAKS1](course) is\n- What is the language of [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](coursename) is\n- What is the language of [SAKS3](course) is\n- What is the language of [Thesis seminar](coursename) is\n- What is the language of [KKSUSC](course) is\n- What is the language of [Johdatus hoitotieteeseen, Seinäjoki](coursename) is\n- What is the language of [STYA5](course) is\n- What is the language of [Julkisyhteisöjen kirjanpito ja tilinpäätös](coursename) is\n- What is the language of [TIETS40](course) is\n- What is the language of [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](coursename) is\n- What is the language of [ESPFP0](course) is\n- What is the language of [Special Issues in Design Research](coursename) is\n- What is the language of [POHP3](course) is\n- What is the language of [Urban Inequalities](coursename) is\n- What is the language of [BTK1061](course) is\n- What is the language of [Tieteellisen tiedonhankinnan perusteet (venäjä) -](coursename) is\n- What is the language of [POLVOS31](course) is\n- What is the language of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](coursename) is\n- What is the language of [KKENVAL9](course) is\n- What is the language of [Rahoituksen jatkokurssi](coursename) is\n- The teaching language of [HALKAP01](course)\n- The teaching language of [Current Trends in Leadership](coursename)\n- The teaching language of [KATSTA11](course)\n- The teaching language of [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename)\n- The teaching language of [KASVAR12](course)\n- The teaching language of [Laajentava harjoittelu](coursename)\n- The teaching language of [TERTIETO5](course)\n- The teaching language of [Vapaaehtoistyössä toimiminen](coursename)\n- The teaching language of [BIO2450](course)\n- The teaching language of [Johdatus sosiaalitieteisiin (verkkokurssi)](coursename)\n- The teaching language of [STYA3A](course)\n- The teaching language of [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- The teaching language of [KKVE3](course)\n- The teaching language of [Scottish Literature](coursename)\n- The teaching language of [MOLI](course)\n- The teaching language of [Tieteenfilosofiaa kasvatustieteen näkökulmasta](coursename)\n- The teaching language of [JOVP5](course)\n- The teaching language of [Valinnainen jakso: Johdatus tiedeviestintään](coursename)\n- The teaching language of [KASSA1](course)\n- The teaching language of [Sosiaalityön historia ja tutkimus (kirjatentti)](coursename)\n- The teaching language of [KKSUSC](course)\n- The teaching language of [Orientoivat opinnot ja HOPS](coursename)\n- The teaching language of [PSYA4](course)\n- The teaching language of [Orientoivat opinnot Pori](coursename)\n- The teaching language of [POLKAA99](course)\n- The teaching language of [Euroopan maiden ja Suomen poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- The teaching language of [SOS4.3](course)\n- The teaching language of [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti](coursename)\n- The teaching language of [KASP5](course)\n- The teaching language of [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu syksyllä 2019)](coursename)\n- The teaching language of [RUST1/VENS15](course)\n- The teaching language of [Diskutera som specialist](coursename)\n- The teaching language of [BTK2020](course)\n- The teaching language of [Latinalaisen amerikan lähihistoria ja kirjallisuus/Historia y literature contemporáneas de Latinoamérica](coursename)\n- The teaching language of [JOVPVS5](course)\n- The teaching language of [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- The teaching language of [POLKVS33](course)\n- The teaching language of [Making sense of globalization - Theorizing beyond the nation-state - Lectures + essay](coursename)\n- The teaching language of [KATYVA52](course)\n- The teaching language of [Viron peruskurssi](coursename)\n- The teaching language of [HALJUS15](course)\n- The teaching language of [Keskiajan paleografia ja diplomatiikka (PERUTTU)](coursename)\n- The teaching language of [MTTMP1A](course)\n- The teaching language of [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- The teaching language of [KATYVA33](course)\n- The teaching language of [Kvantitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename)\n- The teaching language of [TERTIETO4](course)\n- The teaching language of [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) kevät 2019](coursename)\n- The teaching language of [POLKVA12](course)\n- The teaching language of [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename)\n- The teaching language of [KASA13](course)\n- The teaching language of [Research work](coursename)\n- The teaching language of [MEDU07](course)\n- The teaching language of [Software Project Management, Software Project Management (Spring term)](coursename)\n- The teaching language of [KATLAS13](course)\n- The teaching language of [Internet ja vuorovaikutteinen media](coursename)\n- The teaching language of [KATVAS99](course)\n- The teaching language of [Tekoälyn filosofia](coursename)\n- The teaching language of [HISA3A](course)\n- The teaching language of [Simultaaninen konferenssitulkkaus](coursename)\n- What language is used in [KASERIT3](course)\n- What language is used in [Verkkojulkaiseminen](coursename)\n- What language is used in [ITIP5](course)\n- What language is used in [Kuvan uudet muodot](coursename)\n- What language is used in [TAYJ042](course)\n- What language is used in [Tekoäly ja vakuutustoiminta/ Vakuutustieteen vaihtuvasisältöinen kurssi](coursename)\n- What language is used in [TIETS26](course)\n- What language is used in [Media maailmassa - verkkokurssi](coursename)\n- What language is used in [ITIP5](course)\n- What language is used in [Ajankohtaiset ilmiöt hallintotieteissä - Itsenäinen työskentely](coursename)\n- What language is used in [KATYVA33](course)\n- What language is used in [Grammaire/Kielioppi](coursename)\n- What language is used in [BTK4030](course)\n- What language is used in [Teoria- ja metodiopinnot](coursename)\n- What language is used in [KATLITO8](course)\n- What language is used in [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](coursename)\n- What language is used in [TAYJ13](course)\n- What language is used in [Uutisjournalismi](coursename)\n- What language is used in [KKESVAL4](course)\n- What language is used in [Historiateoria](coursename)\n- What language is used in [LUOYY020](course)\n- What language is used in [Merkitys](coursename)\n- What language is used in [HISA4](course)\n- What language is used in [Case study: Examining leadership challenges](coursename)\n- What language is used in [KKSUKK](course)\n- What language is used in [Orientaatiopäivä väitöskirjatutkijoille](coursename)\n- What language is used in [KASLOH4B](course)\n- What language is used in [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (hoitotieteen opiskelijoille)](coursename)\n- What language is used in [PEACE046](course)\n- What language is used in [Johdatus hoitotieteeseen](coursename)\n- What language is used in [KASA11](course)\n- What language is used in [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- What language is used in [SOST10.4](course)\n- What language is used in [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename)\n- What language is used in [KKRUYHT](course)\n- What language is used in [Musiikin perusteet / Harjoitukset - 1.vsk](coursename)\n- What language is used in [KATSTA12](course)\n- What language is used in [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. opiskelijat](coursename)\n- What language is used in [HALJTS06](course)\n- What language is used in [Yhtiöoikeus](coursename)\n- What language is used in [MTTS1](course)\n- What language is used in [Terveydenhuollon ja terveystutkimuksen etiikka](coursename)\n- What language is used in [SAKA5](course)\n- What language is used in [Puhe ja ääni tieteellisen tutkimuksen kohteena](coursename)\n- What language is used in [HTIS60](course)\n- What language is used in [Yhteiskunnalliset kiistat ja niiden hallinta (esseesuoritusvaihtoehto)](coursename)\n- What language is used in [JOVKA1](course)\n- What language is used in [Pro gradu -seminaari ja -tutkielma](coursename)\n- What language is used in [KKSUYP](course)\n- What language is used in [POISTA TÄMÄ! Solun biokemia ja molekyylibiologia](coursename)\n- What language is used in [STYP1A](course)\n- What language is used in [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](coursename)\n- What language is used in [MTTA2](course)\n- What language is used in [Sosiaalitieteiden kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- What language is used in [KASP4](course)\n- What language is used in [Työn taloustiede](coursename)\n- What language is used in [POLKVA32](course)\n- What language is used in [Metafysiikka](coursename)\n- What language is used in [JOVA11](course)\n- What language is used in [Knowledge Discovery](coursename)\n- Which language [KATLAA13](course) is used\n- Which language [Monimuuttujamenetelmien perusteet](coursename) is used\n- Which language [RANP0](course) is used\n- Which language [Capstone - Talousjohdon tehtävät ja osaamisalueet](coursename) is used\n- Which language [HTIS84](course) is used\n- Which language [ATLAS.ti laadullisen analyysin tukena](coursename) is used\n- Which language [KASLOM5](course) is used\n- Which language [Yhteiskunnallinen laskentatoimi](coursename) is used\n- Which language [TERA2](course) is used\n- Which language [Terveyden ja mielenterveyden psykologia I](coursename) is used\n- Which language [KASMULTI3](course) is used\n- Which language [Media and Globalization - Lectures + essay](coursename) is used\n- Which language [SOS3](course) is used\n- Which language [Europe in transition](coursename) is used\n- Which language [LUOYY003](course) is used\n- Which language [Gradu-kvantimetodit](coursename) is used\n- Which language [KATYVA38](course) is used\n- Which language [Markkinointitutkimuksen sovellukset](coursename) is used\n- Which language [ENGS40](course) is used\n- Which language [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, III-periodi](coursename) is used\n- Which language [MVKS40/62](course) is used\n- Which language [Seminaarit 1. lukukausi/2. lukukausi](coursename) is used\n- Which language [SUOS4](course) is used\n- Which language [Game Theory/Advanced Course in Microeconomics](coursename) is used\n- Which language [JKKYTVA12](course) is used\n- Which language [Vakuutuslaitosten sijoitustoiminta](coursename) is used\n- Which language [KATVRP12](course) is used\n- Which language [Hands-on genetics](coursename) is used\n- Which language [KKSAVAL3](course) is used\n- Which language [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](coursename) is used\n- Which language [JKKYPS1](course) is used\n- Which language [Kuvataiteen perusteet - 1.vsk](coursename) is used\n- Which language [KIRP4](course) is used\n- Which language [Johdatus yhteiskuntafilosofiaan](coursename) is used\n- Which language [POLKVA43](course) is used\n- Which language [Multi-level Governance and Europeanisation (book exam/essay)](coursename) is used\n- Which language [KKENVAL4](course) is used\n- Which language [Toisen kielen oppiminen ja opetus](coursename) is used\n- Which language [HALKAS12](course) is used\n- Which language [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](coursename) is used\n- Which language [POLVOS26](course) is used\n- Which language [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) is used\n- Which language [POLVOS27](course) is used\n- Which language [Terveystiedon didaktiikan perusteet](coursename) is used\n- Which language [BTK5557](course) is used\n- Which language [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)](coursename) is used\n- Which language [MTTA1](course) is used\n- Which language [Cross-Institutional Studies in TUT](coursename) is used\n- Which language [ITIS22](course) is used\n- Which language [Kandidaatintutkielma - Seminaari ja tutkielma](coursename) is used\n- Which language [KKSUSOTE](course) is used\n- Which language [Soluviljely (2. vuosikurssin opiskelijoille)](coursename) is used\n- Which language [KASMAT2](course) is used\n- Which language [Literature and Change after 1900 (American Literature)](coursename) is used\n- Which language [KASA11](course) is used\n- Which language [SOS6.2.3 Työelämän vuorovaikutus](coursename) is used\n- Which language [PEACE045](course) is used\n- Which language [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](coursename) is used\n- Which language [MTTTS16](course) is used\n- Which language [Pro gradu -tutkielma ja seminaari (vaiheet I-IV)](coursename) is used\n- [KASVAR10](course) spoken language\n- [Terveystiedon sisällöt (sähköinen tentti)](coursename) spoken language\n- [HISA4](course) spoken language\n- [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](coursename) spoken language\n- [KASA1.3](course) spoken language\n- [Continental Model: The Austrian System of Work and Social Security](coursename) spoken language\n- [KASSY4](course) spoken language\n- [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](coursename) spoken language\n- [ENGS29](course) spoken language\n- [Orientation - General Orientation Course for International Students](coursename) spoken language\n- [LOGM3](course) spoken language\n- [Civil Society and Political Participation (book exam/essay)](coursename) spoken language\n- [SOSM1](course) spoken language\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Seinäjoki](coursename) spoken language\n- [YKYYHT3](course) spoken language\n- [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](coursename) spoken language\n- [TAYJ035](course) spoken language\n- [Kasvatustieteiden perusopinnot lukuvuonna 2018-2019 - yhteinen johdantoluento](coursename) spoken language\n- [TAYJ035](course) spoken language\n- [Reportaasi](coursename) spoken language\n- [KATRAA12](course) spoken language\n- [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](coursename) spoken language\n- [DPJKK20](course) spoken language\n- [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](coursename) spoken language\n- [TERHOIA5](course) spoken language\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename) spoken language\n- [KKRUKTM](course) spoken language\n- [Graduseminaari / Henttonen](coursename) spoken language\n- [KATRAA12](course) spoken language\n- [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](coursename) spoken language\n- [TRSU03](course) spoken language\n- [Maisteriopintojen esittely - CBDA](coursename) spoken language\n- [STYA1A](course) spoken language\n- [Farmakologisen biologian perusteet](coursename) spoken language\n- [JOUJOVTS](course) spoken language\n- [SGN-41007 Pattern Recognition and Machine Learning](coursename) spoken language\n- [KASVAR3](course) spoken language\n- [Politics and Changing Contexts (book exam)](coursename) spoken language\n- [POHS1](course) spoken language\n- [Yhteiskunnalliset kiistat ja niiden hallinta (esseesuoritusvaihtoehto)](coursename) spoken language\n- [KKSUPRO](course) spoken language\n- [Kääntäjän ja tulkin työelämätaidot](coursename) spoken language\n- [JOVA6/JMMETUS](course) spoken language\n- [Pankkioikeus](coursename) spoken language\n- [TIETS19](course) spoken language\n- [Demola-projektityö I](coursename) spoken language\n- [TERHOI2](course) spoken language\n- [Pro gradu -tutkielma ja -seminaari, tammikuussa 2019 aloittavat ryhmät](coursename) spoken language\n- [YKYYKEKE1](course) spoken language\n- [Courses in Computer Science in TUT](coursename) spoken language\n- [POLVOA32](course) spoken language\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](coursename) spoken language\n- [HISS2](course) spoken language\n- [Seminaari, kandidaatintutkielma ja kypsyysnäyte](coursename) spoken language\n- [KATYVA99](course) spoken language\n- [Työhyvinvoinnin johtaminen](coursename) spoken language\n- [KATTAA13B](course) spoken language\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) spoken language\n- [KASLOH3](course) spoken language\n- [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename) spoken language\n- [HIST04](course) languages\n- [Sosiaalipolitiikan ideat ja käytännöt](coursename) languages\n- [KKSUSOTE](course) languages\n- [Kansainvälisen oikeuden peruskurssi](coursename) languages\n- [MTTTA1](course) languages\n- [International Society (book exam/essay)](coursename) languages\n- [JOVY1](course) languages\n- [Johdatus kääntäjän suomen opintoihin](coursename) languages\n- [PSYA5](course) languages\n- [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](coursename) languages\n- [KASVAR9](course) languages\n- [Orientaatiopäivä väitöskirjatutkijoille](coursename) languages\n- [JMMETUS](course) languages\n- [Viestinnän ja median tutkimuksen metodologia, luennot](coursename) languages\n- [TAYJ041](course) languages\n- [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename) languages\n- [HALHAS18](course) languages\n- [Quantitative Approach](coursename) languages\n- [KATTAS31](course) languages\n- [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](coursename) languages\n- [ENGS42](course) languages\n- [Johtaminen ja organisaatiot I (kirjallisuus)](coursename) languages\n- [SUOV4](course) languages\n- [Ohjatut asiakastyöt](coursename) languages\n- [POLKVA12](course) languages\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat - Luennot ja kirjallisuus](coursename) languages\n- [KATLAA13](course) languages\n- [Valtio-opin teoriat (kirjatentti/essee)](coursename) languages\n- [SOCYKV2](course) languages\n- [Lineaarialgebra 1A](coursename) languages\n- [TERHOI1](course) languages\n- [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, syksy 2018)](coursename) languages\n- [SOS6.4.3](course) languages\n- [Terveyden edistämisen perusteet](coursename) languages\n- [ITIA11](course) languages\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop.](coursename) languages\n- [JOVP1](course) languages\n- [Student Exchange - courses completed in foreign universities 2-8 ECTS](coursename) languages\n- [VENP4/VENK2](course) languages\n- [Business Writing](coursename) languages\n- [KASA2](course) languages\n- [Yksilöllisyys oppimisessa ja osallistumisessa](coursename) languages\n- [KATLITO4](course) languages\n- [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](coursename) languages\n- [KASMULTI2B](course) languages\n- [Itsenäinen projekti: Opintopassi](coursename) languages\n- [KKENVAL8](course) languages\n- [Julkisoikeuden perusteet](coursename) languages\n- [KASELOHA](course) languages\n- [KEB-61410 Laaja kemia 1](coursename) languages\n- [TERTIETO3](course) languages\n- [Conflicts over the Use of Natural Resources and the Environment](coursename) languages\n- [JOVAT1](course) languages\n- [Radiokääntäminen (venäjä)](coursename) languages\n- [JOVP5](course) languages\n- [Verkkomedian suunnittelu - verkkokurssi](coursename) languages\n- [JKKYTVA13](course) languages\n- [Poliittisen sosiologian käsitteet ja tutkimukset](coursename) languages\n- [POLVOS34](course) languages\n- [Peace and Conflict Research (book exam/essay)](coursename) languages\n- What are [KKSUYHT](course) languages\n- What are [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Pori](coursename) languages\n- What are [SUOA8](course) languages\n- What are [Työoikeuden syventävä opintojakso](coursename) languages\n- What are [FILA3](course) languages\n- What are [Journalism Start-Ups and Enterpreneurialism](coursename) languages\n- What are [DPEDUB.1C](course) languages\n- What are [Protein technology](coursename) languages\n- What are [KASP4](course) languages\n- What are [Aineenvaihdunta](coursename) languages\n- What are [SOCYKV2](course) languages\n- What are [Eastern European Model: Lithuanian System of Work and Social Security](coursename) languages\n- What are [ENGP4](course) languages\n- What are [Kielitieto ja -taito - Käännös-, rakenne- ja sanastoharjoitukset II Sprachwissen und Sprachfertigkeiten: Kontrastive Text- und Wortschatzübungen](coursename) languages\n- What are [BTK4663](course) languages\n- What are [Johdatus kääntäjän suomen opintoihin](coursename) languages\n- What are [ENGS3](course) languages\n- What are [Sosiaalipsykologinen ajattelu II](coursename) languages\n- What are [SOS5](course) languages\n- What are [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](coursename) languages\n- What are [ITIA03](course) languages\n- What are [Perhehoitotieteellisen tiedon syventäminen -](coursename) languages\n- What are [HALHAA15](course) languages\n- What are [Varhaismoderni yhteiskunta](coursename) languages\n- What are [KATVRA15](course) languages\n- What are [Kansainvälinen verotus](coursename) languages\n- What are [JOUJOVTS](course) languages\n- What are [Kasvatuksen historialliset ja filosofiset lähtökohdat, verkko-opetus](coursename) languages\n- What are [KATJOA15](course) languages\n- What are [Lapset ja lastensuojelu](coursename) languages\n- What are [POLKVA31](course) languages\n- What are [Konsekutiivitulkkaus -](coursename) languages\n- What are [TIETA11](course) languages\n- What are [Saksan kielen valmentava kurssi - kielioppi- ja sanastokertausta](coursename) languages\n- What are [JKKYTUA02](course) languages\n- What are [Finlaysonin kielimaailmat](coursename) languages\n- What are [TERVAL1](course) languages\n- What are [Nuorisotutkimuksen ajankohtaisia kysymyksiä](coursename) languages\n- What are [ENGP3](course) languages\n- What are [Kandidaattiseminaari ja tutkielma (taloustiede) - kevät 2019](coursename) languages\n- What are [SOS9](course) languages\n- What are [Lausekielinen ohjelmointi I](coursename) languages\n- What are [HALJTS99](course) languages\n- What are [Asiakassuhde ja haastattelu](coursename) languages\n- What are [HALKOS24](course) languages\n- What are [Valtio-opin maisteriseminaari](coursename) languages\n- What are [KASA11](course) languages\n- What are [Kielen käyttö I](coursename) languages\n- What are [HALTVP11](course) languages\n- What are [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename) languages\n- What are [LFCS01](course) languages\n- What are [Cultural Diversity in Education and at Work - (autumn)](coursename) languages\n- What are [ENGS44](course) languages\n- What are [Tragedy of the Commons? Problems and Solutions](coursename) languages\n- What are [ROMAP1](course) languages\n- What are [Johdatus logopediaan](coursename) languages\n- What are [BIOMJ016](course) languages\n- What are [Julkisen talousjohtamisen informaatio](coursename) languages\n- What are [TIETS05](course) languages\n- What are [Terveysviestintä](coursename) languages\n- The [POLKVA12](course) language\n- The [Kehityspsykologia I](coursename) language\n- The [TAYJ033](course) language\n- The [Tutkimustyön perusteet (teemalla Verkostot ja somevaikuttaminen Twitterissä)](coursename) language\n- The [ENGS3](course) language\n- The [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](coursename) language\n- The [LOGS1](course) language\n- The [Asiantuntijan ja esimiehen työelämätaidot](coursename) language\n- The [SOS10.10.1](course) language\n- The [Rakenteinen dokumentaatio ja DITA](coursename) language\n- The [TERHOIA7](course) language\n- The [Sisäinen valvonta ja sisäinen tarkastus](coursename) language\n- The [KASP5](course) language\n- The [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](coursename) language\n- The [RANP3](course) language\n- The [Saksankielinen kaunokirjallisuus valistusajasta toiseen maailmansotaan / Deutschsprachige Literatur von der Aufklärung bis zum Zweiten Weltkrieg](coursename) language\n- The [JOVTS5](course) language\n- The [Theory and practice of peaceful change: The Baltic Sea Region](coursename) language\n- The [SUOA8](course) language\n- The [Study Skills and Personal Study Planning - Basics of Information Literacy](coursename) language\n- The [KKENYHT](course) language\n- The [High-throughput data analysis](coursename) language\n- The [POLKVS22](course) language\n- The [Tietokantojen perusteet (Hervannan kampus)](coursename) language\n- The [POMLFCS2](course) language\n- The [Laskentatoimen teoria ja IFRS II](coursename) language\n- The [TERVAL7](course) language\n- The [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename) language\n- The [KASA11](course) language\n- The [Seminaari II - Tieteellisen tekstin tuottaminen](coursename) language\n- The [SOS3](course) language\n- The [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) language\n- The [PSYP1](course) language\n- The [Orientoivat opinnot Pori](coursename) language\n- The [STYA8](course) language\n- The [Käännösviestintä II englanti-suomi](coursename) language\n- The [SOS4.5](course) language\n- The [Asioimistulkkaus (monikielinen)](coursename) language\n- The [STYA5](course) language\n- The [Organizational Behavior (Independent study, Autumn 2018)](coursename) language\n- The [JKKYPS1](course) language\n- The [Venäjä III](coursename) language\n- The [TAYJ11](course) language\n- The [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename) language\n- The [KATVRA22](course) language\n- The [Käännösten suomi](coursename) language\n- The [FILA2](course) language\n- The [Orientoiva tutkielmaseminaari](coursename) language\n- The [KKSAVAL1](course) language\n- The [Ympäristöoikeus](coursename) language\n- The [POLKVA42](course) language\n- The [Academic Writing](coursename) language\n- The [KATLAP21](course) language\n- The [Tietokantojen perusteet (Hervannan kampus)](coursename) language\n- The [HISP3](course) language\n- The [Venäjä III](coursename) language\n- The [HISS2](course) language\n- The [Lasten monipaikkainen asuminen](coursename) language\n- The [KATSTA16](course) language\n- The [Osallistuminen opiskelijavaihtoon](coursename) language\n- [HALJTA02](course) teaching languages\n- [Tekoäly ja vakuutustoiminta/ Vakuutustieteen vaihtuvasisältöinen kurssi](coursename) teaching languages\n- [KKKI2](course) teaching languages\n- [Graduseminaari / Kekäläinen](coursename) teaching languages\n- [TIETS21](course) teaching languages\n- [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](coursename) teaching languages\n- [PSYS16](course) teaching languages\n- [Opetussuunnitelmateoria, kirjatentti](coursename) teaching languages\n- [BTK1053](course) teaching languages\n- [Työ- ja virkamiesoikeus](coursename) teaching languages\n- [DPJKKPS](course) teaching languages\n- [Ajankohtaisia kansanterveyskysymyksiä](coursename) teaching languages\n- [KASP2](course) teaching languages\n- [Tilintarkastus I](coursename) teaching languages\n- [HALJTA14](course) teaching languages\n- [Graduseminaari, alkava (Markkola)](coursename) teaching languages\n- [MVKS26](course) teaching languages\n- [Professional Writing (online course)](coursename) teaching languages\n- [KASLOM3](course) teaching languages\n- [Kiina I](coursename) teaching languages\n- [HALYAP01](course) teaching languages\n- [PhD by publication: writing integrative chapter](coursename) teaching languages\n- [POLKVA11](course) teaching languages\n- [Seminaari](coursename) teaching languages\n- [KKSUYTK](course) teaching languages\n- [Perspectives in Educational Research](coursename) teaching languages\n- [POMLFCS2](course) teaching languages\n- [Kandidaattiseminaari (Aatsinki)](coursename) teaching languages\n- [POLVOA32](course) teaching languages\n- [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](coursename) teaching languages\n- [KIRA3G](course) teaching languages\n- [Tieto- ja asiakirjahallinto](coursename) teaching languages\n- [KKENVAL2](course) teaching languages\n- [Research on Public Management and Organizations](coursename) teaching languages\n- [JOVA8](course) teaching languages\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) teaching languages\n- [KKENVAL2](course) teaching languages\n- [Lasten puheen ja kielen häiriöt - A1a Lasten puheen ja kielen häiriöt](coursename) teaching languages\n- [TEE5](course) teaching languages\n- [Oppimisyhteisöt ja vuorovaikutus, kirjatentti](coursename) teaching languages\n- [POLPOP01](course) teaching languages\n- [Työn uusi järjestys ja aikuiskasvatus - Seminaari](coursename) teaching languages\n- [MTTA1](course) teaching languages\n- [Biotechnical product development](coursename) teaching languages\n- [MEJOS15](course) teaching languages\n- [Modern Risk Management](coursename) teaching languages\n- [ENGS1](course) teaching languages\n- [Courses in Computer Science in TUT](coursename) teaching languages\n- [JOVTS5](course) teaching languages\n- [Seminaarit 1. lukukausi/2. lukukausi](coursename) teaching languages\n- [KASORIENT](course) teaching languages\n- [Johdatus sosiaaliantropologiaan -seminaari](coursename) teaching languages\n- [HTIS60](course) teaching languages\n- [Deutsch im Alltag und Studium](coursename) teaching languages\n- [TERTIETO4](course) teaching languages\n- [Johdatus kulttuurisosiologiaan](coursename) teaching languages\n- [POLKVS22](course) teaching languages\n- [Statistics Workshop](coursename) teaching languages\n- [KASSM2](course) teaching languages\n- [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) teaching languages\n- The language of [STYS1B4](course)\n- The language of [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](coursename)\n- The language of [KASP2](course)\n- The language of [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](coursename)\n- The language of [PSYS11](course)\n- The language of [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](coursename)\n- The language of [VENT1](course)\n- The language of [Strategia ja yrittäjyys](coursename)\n- The language of [HALJTS04](course)\n- The language of [Innovation Project (2018-II)](coursename)\n- The language of [TIETS14](course)\n- The language of [Kaunokirjallinen kääntäminen venäjä-suomi](coursename)\n- The language of [HALJUA99](course)\n- The language of [Sosiaalityön toimintaympäristöt (kirjatentti)](coursename)\n- The language of [TAYJ029](course)\n- The language of [Kandidaattiseminaari ja tutkielma (taloustiede) - syksy 2018](coursename)\n- The language of [TAYJ035](course)\n- The language of [Kansainvälisen politiikan menetelmäseminaari](coursename)\n- The language of [STYP5](course)\n- The language of [Vertaisohjaus tietojenkäsittelytieteissä](coursename)\n- The language of [KASS1](course)\n- The language of [POISTA TÄMÄ! Solun biokemia ja molekyylibiologia](coursename)\n- The language of [PSYA1](course)\n- The language of [Course on International Publishing in Social Sciences and Humanities](coursename)\n- The language of [KATVRA00](course)\n- The language of [Latinalaisen Amerikan historia ja kirjallisuus - Historia y literatura de Latinoamérica](coursename)\n- The language of [RANP5](course)\n- The language of [Kielioppi- ja sanastoharjoitukset / Grammatik und Wortschatzübungen](coursename)\n- The language of [KASA6](course)\n- The language of [Shakespeare: Past and Present](coursename)\n- The language of [YKYYKV1](course)\n- The language of [Johdatus oikeusjärjestykseen (verkkokurssi)](coursename)\n- The language of [RANA5](course)\n- The language of [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](coursename)\n- The language of [KKENVAL9](course)\n- The language of [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](coursename)\n- The language of [DPYT](course)\n- The language of [Konfliktinratkaisu (kirjatentti/essee)](coursename)\n- The language of [LOGS5](course)\n- The language of [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](coursename)\n- The language of [HALJTS06](course)\n- The language of [Orientation - Orientation to studying in the Software Development programme](coursename)\n- The language of [FONEP1](course)\n- The language of [Internet ja vuorovaikutteinen media](coursename)\n- The language of [POLPOP03](course)\n- The language of [Ympäristö ja hyvinvointi](coursename)\n- The language of [SOS08.3](course)\n- The language of [Radio Project](coursename)\n- The language of [PSYS14](course)\n- The language of [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](coursename)\n- The language of [HALJUS11](course)\n- The language of [Tutkiva opiskelu](coursename)\n- The language of [TERY4](course)\n- The language of [Venäjän kulttuuri](coursename)\n- The language of [JOUJOVTS](course)\n- The language of [Advanced Course in Microeconomics II](coursename)\n- The language of [HISA4](course)\n- The language of [The Coeliac Disease Journal Club](coursename)\n- The language of [TAYJ035](course)\n- The language of [Nordic Model: Nordic Welfare Societies](coursename)\n- Teaching language in [RANP2](course)\n- Teaching language in [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](coursename)\n- Teaching language in [TEATP3](course)\n- Teaching language in [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (ryhmät)](coursename)\n- Teaching language in [LTLY214](course)\n- Teaching language in [Kielioppi II/Språkets strukturer II](coursename)\n- Teaching language in [HTIS52](course)\n- Teaching language in [Tiede ja teknologia -tutkimusseminaari](coursename)\n- Teaching language in [JOVA1](course)\n- Teaching language in [Kielellinen vaihtelu/Språklig variation](coursename)\n- Teaching language in [HALYAA14](course)\n- Teaching language in [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](coursename)\n- Teaching language in [DPIPEF05](course)\n- Teaching language in [Aktuelle Texte aus Presse und Studium](coursename)\n- Teaching language in [RANP3](course)\n- Teaching language in [Leadership for Sustainable Change (KATVAS39)](coursename)\n- Teaching language in [KASA13](course)\n- Teaching language in [Fördjupad kurs i skriftlig och muntlig affärskommunikation](coursename)\n- Teaching language in [SAKS5](course)\n- Teaching language in [Johdatus sosiaaliantropologiaan -seminaari](coursename)\n- Teaching language in [KKSUTTK](course)\n- Teaching language in [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - Kasvatustieteellinen luku- ja kirjoitustaito](coursename)\n- Teaching language in [KASLOE6.4](course)\n- Teaching language in [Orientaatio sosiaalityön opintoihin](coursename)\n- Teaching language in [SAKP0](course)\n- Teaching language in [Opetussuunnitelmatyö yliopistossa](coursename)\n- Teaching language in [KKENVAL4](course)\n- Teaching language in [Kandidaattiseminaari ja tutkielma (yritysjuridiikka ja vero-oikeus)](coursename)\n- Teaching language in [HALTTS11](course)\n- Teaching language in [Planning, Managing and Completing Your Doctoral Thesis](coursename)\n- Teaching language in [POLKVA42](course)\n- Teaching language in [Latinalaisen amerikan lähihistoria ja kirjallisuus/Historia y literature contemporáneas de Latinoamérica](coursename)\n- Teaching language in [KASA2](course)\n- Teaching language in [Tieteellinen kirjoittaminen (SOC)](coursename)\n- Teaching language in [ENGS44](course)\n- Teaching language in [Master's Seminar and Thesis](coursename)\n- Teaching language in [POLKVA43](course)\n- Teaching language in [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot (kirjallinen tentti ja essee)](coursename)\n- Teaching language in [KKRUBMT](course)\n- Teaching language in [Aikuiskasvatus ja työelämä, kirjatentti, Seinäjoki](coursename)\n- Teaching language in [POLVOA42/52/S23](course)\n- Teaching language in [Kasvatushistoria - kirjatentti (slk ja klk)](coursename)\n- Teaching language in [KASA13](course)\n- Teaching language in [Pitkä harjoittelu](coursename)\n- Teaching language in [KATTAA21](course)\n- Teaching language in [Hoitotiede tieteenä, Seinäjoki](coursename)\n- Teaching language in [DPLS01](course)\n- Teaching language in [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename)\n- Teaching language in [JOVP1](course)\n- Teaching language in [Monikielinen käännöstyöpaja](coursename)\n- Teaching language in [IGS006](course)\n- Teaching language in [Tekstienväliset suhteet: Syventävä tekstianalyysi](coursename)\n- Teaching language in [KASVAR9](course)\n- Teaching language in [Yhtiöoikeuden syventävä opintojakso](coursename)\n- Teaching language in [KKSUSC](course)\n- Teaching language in [Oikeustieteellinen tutkimus](coursename)\n- Teaching language in [JOVVAL](course)\n- Teaching language in [Johdatus viestinnän tutkimukseen ja analyysiin - kirjatentti](coursename)\n- Teaching language in [JOVVAL](course)\n- Teaching language in [Knowledge, business and work in a digital society](coursename)\n- [POLVOS25](course) in which language\n- [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename) in which language\n- [JKKYLII](course) in which language\n- [Student Exchange - courses completed in foreign universities 2-8 ECTS](coursename) in which language\n- [KASLOM10](course) in which language\n- [Seminaari II - Tieteellisen tekstin tuottaminen](coursename) in which language\n- [VENS13](course) in which language\n- [Political Communication and Rhetoric (book exam/essay)](coursename) in which language\n- [TERVAL5](course) in which language\n- [Tieteellinen kirjoittaminen / COMS (puheviestinnän opiskelijoille)](coursename) in which language\n- [DPJKK20](course) in which language\n- [Tutkijan digi- ja medianäkyvyys](coursename) in which language\n- [MTTMP2](course) in which language\n- [Lapsen puheen ja kielen tutkimus ja kuntoutus](coursename) in which language\n- [MTTTA7](course) in which language\n- [All You Wanted to Know about Elections - But Never Dared to Ask (POMLFCS1)](coursename) in which language\n- [ENGS1](course) in which language\n- [Courses in Computer Science in TUT](coursename) in which language\n- [HTIS84](course) in which language\n- [Postgraduate seminar in Interactive Technology (Surakka)](coursename) in which language\n- [TRMU1](course) in which language\n- [Liiketoimintaympäristön taloustiede](coursename) in which language\n- [JOVPVA7](course) in which language\n- [POISTA TÄMÄ! Solun biologian perusteet](coursename) in which language\n- [TIETS19](course) in which language\n- [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](coursename) in which language\n- [KATJOA13](course) in which language\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](coursename) in which language\n- [KASLOK3](course) in which language\n- [Saksankielinen kaunokirjallisuus valistusajasta toiseen maailmansotaan / Deutschsprachige Literatur von der Aufklärung bis zum Zweiten Weltkrieg](coursename) in which language\n- [SOSM5.1](course) in which language\n- [Sustainable business practices (Lectures)](coursename) in which language\n- [KASTUTOR](course) in which language\n- [Finnish Survival Course](coursename) in which language\n- [TERY4](course) in which language\n- [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](coursename) in which language\n- [TERKAN9](course) in which language\n- [Suomen historian tutkijaseminaari](coursename) in which language\n- [MVKS04](course) in which language\n- [Lausekielinen ohjelmointi II](coursename) in which language\n- [HISA4](course) in which language\n- [Tieteellinen kirjoittaminen](coursename) in which language\n- [ENGS44](course) in which language\n- [Ranska III](coursename) in which language\n- [KASS3](course) in which language\n- [Poliittinen filosofia (kirjatentti/essee)](coursename) in which language\n- [KASLOE7.2](course) in which language\n- [Kunnallistalouden kirjanpito -](coursename) in which language\n- [SOS6.4.2](course) in which language\n- [Yhteiskuntatutkimuksen tutkinto-ohjelman esittely](coursename) in which language\n- [PSYS2](course) in which language\n- [Bachelor's Thesis Seminar - seminar in English](coursename) in which language\n- [JOVA18](course) in which language\n- [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename) in which language\n- [HALYHT](course) in which language\n- [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](coursename) in which language\n- [COSOPOM1](course) in which language\n- [Tieteellisen tiedonhankinnan perusteet (venäjä) -](coursename) in which language\n- [YKT09.4](course) in which language\n- [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (4. periodi)](coursename) in which language\n- What language do they speak in [PEDAYOP2](course)\n- What language do they speak in [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename)\n- What language do they speak in [MOLI](course)\n- What language do they speak in [Liiketoimintamallit](coursename)\n- What language do they speak in [SOS9](course)\n- What language do they speak in [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename)\n- What language do they speak in [MVKS39E/S](course)\n- What language do they speak in [Kuvataiteen perusteet - 1.vsk](coursename)\n- What language do they speak in [KATTAS12](course)\n- What language do they speak in [Developing a Proposal for Community-Based Qualitative Research](coursename)\n- What language do they speak in [MTTTS12](course)\n- What language do they speak in [Biomolekyylit](coursename)\n- What language do they speak in [KIRA5](course)\n- What language do they speak in [Orientoivat opinnot Pori](coursename)\n- What language do they speak in [ENGS40](course)\n- What language do they speak in [Radiokääntäminen (saksa)](coursename)\n- What language do they speak in [TERA2](course)\n- What language do they speak in [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- What language do they speak in [KATVRP11](course)\n- What language do they speak in [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- What language do they speak in [BTK4665](course)\n- What language do they speak in [Master's Thesis Seminar in Human-Technology Interaction (Starting Spring term)](coursename)\n- What language do they speak in [KASP1-2, KASP5](course)\n- What language do they speak in [Kliininen neuropsykologia II](coursename)\n- What language do they speak in [KATVRA12](course)\n- What language do they speak in [Puheviestintä tieteenä](coursename)\n- What language do they speak in [KASA2](course)\n- What language do they speak in [Valinnainen jakso: Tiedeviestinnän käytänteet](coursename)\n- What language do they speak in [POLVOS26](course)\n- What language do they speak in [Vapaaehtoistyössä toimiminen](coursename)\n- What language do they speak in [STYP1A](course)\n- What language do they speak in [Perehdyttäminen tietotekniikan alkeisiin (kevät)](coursename)\n- What language do they speak in [HALJTS04](course)\n- What language do they speak in [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](coursename)\n- What language do they speak in [FILAPRO](course)\n- What language do they speak in [Oppimispelien käyttö ja evaluaatio](coursename)\n- What language do they speak in [KATVRP11](course)\n- What language do they speak in [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- What language do they speak in [HALJTA99](course)\n- What language do they speak in [Politics and governance in education - Lectures in English](coursename)\n- What language do they speak in [YKYYKEKE0](course)\n- What language do they speak in [Opetussuunnitelmateoria, kirjatentti, Seinäjoki](coursename)\n- What language do they speak in [KASA3](course)\n- What language do they speak in [Empiirinen projekti](coursename)\n- What language do they speak in [TERHOIA5](course)\n- What language do they speak in [Graduseminaari / Henttonen](coursename)\n- What language do they speak in [SOS6.5.1](course)\n- What language do they speak in [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](coursename)\n- What language do they speak in [JKKYLECT](course)\n- What language do they speak in [Käännös suomi-espanja II/Traducción finés-español II](coursename)\n- What language do they speak in [POLPOP04](course)\n- What language do they speak in [Ruotsin kielen valmentava kurssi](coursename)\n- What language do they speak in [BIO4716](course)\n- What language do they speak in [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- What language do they speak in [BTK4090](course)\n- What language do they speak in [Readings in Entrepreneurship](coursename)\n- What language do they speak in [SAKD5](course)\n- What language do they speak in [Introduction to Web Publishing (Tampere Summer School 2018)](coursename)\n- What language do they speak in [JOVA20](course)\n- What language do they speak in [Johdatus historiantutkimukseen (verkkokurssi)](coursename)\n- I want to know which language [KASMULTI4](course) is used\n- I want to know which language [Tietojenkäsittelyopin syventävä opintojakso TTY:ltä](coursename) is used\n- I want to know which language [KKVE4](course) is used\n- I want to know which language [Imagining Persia/Iran: Orientalism, Revolution and Diaspora](coursename) is used\n- I want to know which language [POMLFCS3](course) is used\n- I want to know which language [Sosiaalityön teoriahistoria](coursename) is used\n- I want to know which language [TERHOIA1](course) is used\n- I want to know which language [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename) is used\n- I want to know which language [TERHOIA1](course) is used\n- I want to know which language [Semantiikan harjoituskurssi](coursename) is used\n- I want to know which language [YKYYHT1](course) is used\n- I want to know which language [Advanced English Business Communication (RPL) / näyttökoe](coursename) is used\n- I want to know which language [MTTMS10](course) is used\n- I want to know which language [Orientation - Orientation to studying in the Degree Programme](coursename) is used\n- I want to know which language [KASA12](course) is used\n- I want to know which language [Johdatus vuorovaikutteiseen teknologiaan](coursename) is used\n- I want to know which language [JOVPVS9](course) is used\n- I want to know which language [Education, Work and Culture](coursename) is used\n- I want to know which language [SOS10.6](course) is used\n- I want to know which language [Ohjelmoinnin tekniikka C++](coursename) is used\n- I want to know which language [SOS06.4](course) is used\n- I want to know which language [Protein technology](coursename) is used\n- I want to know which language [MTTMS10](course) is used\n- I want to know which language [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](coursename) is used\n- I want to know which language [STYS3C](course) is used\n- I want to know which language [Liikuntatuutorina toimiminen / Sports Tutoring](coursename) is used\n- I want to know which language [KKRUYHT](course) is used\n- I want to know which language [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](coursename) is used\n- I want to know which language [ITIA11](course) is used\n- I want to know which language [Recommender Systems](coursename) is used\n- I want to know which language [PEACE046](course) is used\n- I want to know which language [Advanced bioinformatics tools](coursename) is used\n- I want to know which language [TERHOI3](course) is used\n- I want to know which language [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename) is used\n- I want to know which language [BTK2020](course) is used\n- I want to know which language [Genetics and Pathogenesis of Common Killers](coursename) is used\n- I want to know which language [POLKVA22](course) is used\n- I want to know which language [Seminaarit 1. lukukausi/2. lukukausi](coursename) is used\n- I want to know which language [POLKVA44](course) is used\n- I want to know which language [Orientoivat opinnot ja HOPS (saksan kieli, kulttuuri ja kääntäminen)](coursename) is used\n- I want to know which language [DPEDUB.1C](course) is used\n- I want to know which language [Media maailmassa - verkkokurssi](coursename) is used\n- I want to know which language [IGS006](course) is used\n- I want to know which language [Kandidaatintutkielma, seminaari](coursename) is used\n- I want to know which language [KIRA4E](course) is used\n- I want to know which language [Master´s Thesis and Seminar - for the group that started in 2018](coursename) is used\n- I want to know which language [POHA14](course) is used\n- I want to know which language [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](coursename) is used\n- I want to know which language [TERHOIA1](course) is used\n- I want to know which language [TUTU1 Tulevaisuusajattelu ja skenaariot](coursename) is used\n- I want to know which language [STYP1A](course) is used\n- I want to know which language [Työelämän myytit ja todellisuus](coursename) is used\n- I want to know which language [SOSM5.1](course) is used\n- I want to know which language [Johdatus tieteenfilosofiaan](coursename) is used\n- I want to know which language [POLPOP01](course) is used\n- I want to know which language [Ylellisyyden historia -verkkokurssi](coursename) is used\n- I want to know which language [HTIS66](course) is used\n- I want to know which language [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](coursename) is used\n- I want to know which language [HALJUA99](course) is used\n- I want to know which language [Suurvalta kriiseissä: näkökulmia Venäjän historiaan 1700-luvulta 1900-luvulle](coursename) is used\n- I want to know the language of [POLVOA32/S27](course)\n- I want to know the language of [Tieteellinen kirjoittaminen](coursename)\n- I want to know the language of [SAKW1](course)\n- I want to know the language of [Sustainable business practices (Independent study)](coursename)\n- I want to know the language of [YKTM4](course)\n- I want to know the language of [Master's thesis seminar and master's thesis](coursename)\n- I want to know the language of [KASA2](course)\n- I want to know the language of [Julkisen talousjohtamisen klassikkoteokset (kirjallinen tentti)](coursename)\n- I want to know the language of [TRSU07](course)\n- I want to know the language of [Mitä oikeudenmukaisuus on?](coursename)\n- I want to know the language of [KASLOM3](course)\n- I want to know the language of [Research in Practice](coursename)\n- I want to know the language of [COSOPON1](course)\n- I want to know the language of [ATLAS.ti laadullisen analyysin tukena](coursename)\n- I want to know the language of [TIETA6](course)\n- I want to know the language of [Psychology of Pervasive Computing (TUT/IHTE)](coursename)\n- I want to know the language of [KKIN5](course)\n- I want to know the language of [Työyhteisöjen muutos ja kehittäminen](coursename)\n- I want to know the language of [SAKP6](course)\n- I want to know the language of [Erikoiskurssi](coursename)\n- I want to know the language of [SOSM1](course)\n- I want to know the language of [Poliittinen viestintä: Eduskuntavaalit 2019](coursename)\n- I want to know the language of [LUOYY023](course)\n- I want to know the language of [Foundations of English Business Communication](coursename)\n- I want to know the language of [ESPFA4](course)\n- I want to know the language of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Diskurssianalyysi](coursename)\n- I want to know the language of [ENGA1](course)\n- I want to know the language of [Tekstin tekemisen perusteet](coursename)\n- I want to know the language of [KATYVS21](course)\n- I want to know the language of [Tieteellinen seminaarisarja](coursename)\n- I want to know the language of [DPHSR401](course)\n- I want to know the language of [Kielitieto ja -taito - Kielioppi II / Sprachwissen und Sprachfertigkeiten: Grammatik II](coursename)\n- I want to know the language of [TERHOO3](course)\n- I want to know the language of [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](coursename)\n- I want to know the language of [SOS6.1.1](course)\n- I want to know the language of [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- I want to know the language of [MVKS29](course)\n- I want to know the language of [Trends in Global Politics (BOOK EXAM POLKVS31)](coursename)\n- I want to know the language of [KKENLL](course)\n- I want to know the language of [Education in Developing Countries: Problems and Possible Solutions - Seminar](coursename)\n- I want to know the language of [KKVE3](course)\n- I want to know the language of [Historian määrällisen tiedon esittäminen](coursename)\n- I want to know the language of [LTLY01](course)\n- I want to know the language of [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](coursename)\n- I want to know the language of [TERA2](course)\n- I want to know the language of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteisopetusta avoimen yo:n kanssa](coursename)\n- I want to know the language of [POLKVA41](course)\n- I want to know the language of [Saamelaisen kirjallisuuden intensiivikurssi](coursename)\n- I want to know the language of [SUKKP5B](course)\n- I want to know the language of [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](coursename)\n- I want to know the language of [TERA3](course)\n- I want to know the language of [New Wars and How to Study Them (POMLFCS3)](coursename)\n- I want to know the language of [POLKVS22](course)\n- I want to know the language of [Kandidaatintutkielma ja seminaari, syksy 2018](coursename)\n- I want to know the language of [PEACE043](course)\n- I want to know the language of [Korkeakoulujärjestelmät ja niiden ohjaus - Harjoitustyö](coursename)\n- I want to know the language of [KASLOM10](course)\n- I want to know the language of [Kielioppi II/Språkets strukturer II](coursename)\n- I want to know the language of [ESPFA7](course)\n- I want to know the language of [Asiakastieto ja asiakkuuksien johtaminen](coursename)\n- I want to know what language do they speak in [FILS1E](course)\n- I want to know what language do they speak in [Usability Evaluation Methods](coursename)\n- I want to know what language do they speak in [POLVOA21](course)\n- I want to know what language do they speak in [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](coursename)\n- I want to know what language do they speak in [HALJTA21](course)\n- I want to know what language do they speak in [Ohjatut asiakastyöt](coursename)\n- I want to know what language do they speak in [YKT10.1.2](course)\n- I want to know what language do they speak in [Kielioppi I (suomenkieliset opiskelijat)](coursename)\n- I want to know what language do they speak in [MTTMA15](course)\n- I want to know what language do they speak in [Ylellisyyden historia -verkkokurssi](coursename)\n- I want to know what language do they speak in [TIETS46](course)\n- I want to know what language do they speak in [Julkisen talousjohtamisen vaihtuvasisältöinen opintojakso](coursename)\n- I want to know what language do they speak in [POHS5](course)\n- I want to know what language do they speak in [Orientation - Introduction to Academic Culture and Degree Studies](coursename)\n- I want to know what language do they speak in [KASLOH3](course)\n- I want to know what language do they speak in [Opetussuunnitelmateoria, kirjatentti, Seinäjoki](coursename)\n- I want to know what language do they speak in [SOSM1](course)\n- I want to know what language do they speak in [Liiketoimintamallit](coursename)\n- I want to know what language do they speak in [DPHSS203](course)\n- I want to know what language do they speak in [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- I want to know what language do they speak in [KASLOM5](course)\n- I want to know what language do they speak in [Health systems and health in developing Asia: India, China, and North Korea](coursename)\n- I want to know what language do they speak in [TSEKP1](course)\n- I want to know what language do they speak in [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- I want to know what language do they speak in [HALJUA25](course)\n- I want to know what language do they speak in [Social research and the behavioural sciences](coursename)\n- I want to know what language do they speak in [SOS10.1.5](course)\n- I want to know what language do they speak in [Writing for Research](coursename)\n- I want to know what language do they speak in [MVKS18E](course)\n- I want to know what language do they speak in [Käytännön opetus ja ohjaus](coursename)\n- I want to know what language do they speak in [KATLITO2](course)\n- I want to know what language do they speak in [Asiakastyön menetelmät, luennot](coursename)\n- I want to know what language do they speak in [KIRA1](course)\n- I want to know what language do they speak in [Data Structures](coursename)\n- I want to know what language do they speak in [MVKS39E/S](course)\n- I want to know what language do they speak in [Yhteiskunnallinen laskentatoimi](coursename)\n- I want to know what language do they speak in [HTIS52](course)\n- I want to know what language do they speak in [Study Skills - Basics of Information Literacy](coursename)\n- I want to know what language do they speak in [JOVA18](course)\n- I want to know what language do they speak in [Modernisoituva yhteiskunta](coursename)\n- I want to know what language do they speak in [LOGA9](course)\n- I want to know what language do they speak in [Sisäinen valvonta ja sisäinen tarkastus](coursename)\n- I want to know what language do they speak in [KASA2](course)\n- I want to know what language do they speak in [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- I want to know what language do they speak in [PEACE046](course)\n- I want to know what language do they speak in [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename)\n- I want to know what language do they speak in [KATTAA40](course)\n- I want to know what language do they speak in [Empiirinen projekti](coursename)\n- I want to know what language do they speak in [TIETS18](course)\n- I want to know what language do they speak in [Kasvatustieteiden perusopinnot lukuvuonna 2018-2019 - yhteinen johdantoluento](coursename)\n- I want to know what language do they speak in [ROMAP2](course)\n- I want to know what language do they speak in [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](coursename)\n- I want to know what language do they speak in [KASSG](course)\n- I want to know what language do they speak in [Ohjelmoinnin tekniikka C](coursename)\n- I want to know what language do they speak in [SOS10.6](course)\n- I want to know what language do they speak in [Johtamisen ja organisaatioiden perusteet](coursename)\n- I want to know what language do they speak in [STYA3B1](course)\n- I want to know what language do they speak in [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSO-opintosuunnan ryhmä)](coursename)\n- I want to know what language do they speak in [HEAAE03](course)\n- I want to know what language do they speak in [Johdatus sosiaaliantropologiaan -seminaari](coursename)\n- I want to know is [MTTMS10](course) taught in english\n- I want to know is [Fonetiikan perusopintojen harjoitustyö](coursename) taught in english\n- I want to know is [ENGS13](course) taught in english\n- I want to know is [Tulkin oikeustieto I](coursename) taught in english\n- I want to know is [KKSUSC](course) taught in english\n- I want to know is [Media maailmassa - verkkokurssi](coursename) taught in english\n- I want to know is [KKENKTM](course) taught in english\n- I want to know is [Talous ja yhteiskunta](coursename) taught in english\n- I want to know is [HTIS64](course) taught in english\n- I want to know is [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename) taught in english\n- I want to know is [LUOYY027](course) taught in english\n- I want to know is [Terveystieteiden orientoivat tohtoriopinnot](coursename) taught in english\n- I want to know is [ITIP1](course) taught in english\n- I want to know is [Johdatus logiikkaan 2](coursename) taught in english\n- I want to know is [KATMAA99](course) taught in english\n- I want to know is [Sosiaalitieteiden teoria I - SOS5b luennot](coursename) taught in english\n- I want to know is [KASSY5](course) taught in english\n- I want to know is [Monimutkaisia itsestäänselvyyksiä- näkökulmia arjen ja henkilökohtaisen elämän tutkimukseen](coursename) taught in english\n- I want to know is [POLKVA22](course) taught in english\n- I want to know is [Käännöstieteellinen tutkimus ja metodit](coursename) taught in english\n- I want to know is [FILAK](course) taught in english\n- I want to know is [Master´s Thesis and Seminar - for the group that started in 2017](coursename) taught in english\n- I want to know is [DPHSR403](course) taught in english\n- I want to know is [Managing Research Information](coursename) taught in english\n- I want to know is [KASSY3](course) taught in english\n- I want to know is [Toimintatutkimus hyvinvointipalvelujen kehittämisessä](coursename) taught in english\n- I want to know is [SUOR1/A6](course) taught in english\n- I want to know is [Johdatus hoitotieteeseen, Seinäjoki](coursename) taught in english\n- I want to know is [ITIS44](course) taught in english\n- I want to know is [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](coursename) taught in english\n- I want to know is [TERTIETO4](course) taught in english\n- I want to know is [Practical Programming in Python](coursename) taught in english\n- I want to know is [POLVOA11](course) taught in english\n- I want to know is [Cultural Transitions](coursename) taught in english\n- I want to know is [ITIS45](course) taught in english\n- I want to know is [Valinnainen jakso: Työpaja: Tulevaisuuden kaupunki](coursename) taught in english\n- I want to know is [MTTY3](course) taught in english\n- I want to know is [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](coursename) taught in english\n- I want to know is [KIRS4](course) taught in english\n- I want to know is [Kandidaattiseminaari ja -tutkielma (hallintotiede), syksy](coursename) taught in english\n- I want to know is [NORDIG1](course) taught in english\n- I want to know is [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](coursename) taught in english\n- I want to know is [PEACE2](course) taught in english\n- I want to know is [Information Visualization](coursename) taught in english\n- I want to know is [KASMULTI3](course) taught in english\n- I want to know is [Tilastollisen päättelyn perusteet, iltaryhmä](coursename) taught in english\n- I want to know is [KKRUYHT](course) taught in english\n- I want to know is [Behavioraalinen ja psykologinen taloustiede](coursename) taught in english\n- I want to know is [KASA1.1](course) taught in english\n- I want to know is [History of Education - book exam](coursename) taught in english\n- I want to know is [JOVPVS9](course) taught in english\n- I want to know is [Suullinen viestintä I/Muntlig kommunikation I](coursename) taught in english\n- I want to know is [TERKANA2](course) taught in english\n- I want to know is [Individual project course](coursename) taught in english\n- I want to know is [KKSUPRO](course) taught in english\n- I want to know is [Julkisoikeuden perusteet (järjestäjä TAMK)](coursename) taught in english\n- I want to know is [ENGA7](course) taught in english\n- I want to know is [Microfinance and development](coursename) taught in english\n- I want to know is [KKSUPRO](course) taught in english\n- I want to know is [Nuorisotyön harjoittelu](coursename) taught in english\n\n\n## intent:periodi\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Semester [POLKVA42](course)\n- Semester [Suomen kielen rakenne S2-näkökulmasta](coursename)\n- Semester [KASVAR7](course)\n- Semester [Tieteellinen kirjoittaminen](coursename)\n- Semester [RUST5/VENS10](course)\n- Semester [Orientoivat opinnot - Tiedonhankintataidot](coursename)\n- Semester [BTK4121](course)\n- Semester [Education in Developing Countries: Problems and Possible Solutions - Seminar](coursename)\n- Semester [TEE6](course)\n- Semester [Poliittiset instituutiot ja prosessit (kirjatentti/essee)](coursename)\n- Semester [SOS3](course)\n- Semester [Julkisen toiminnan tuloksellisuuden arviointi](coursename)\n- Semester [ENGS13](course)\n- Semester [Kasvatushistoria, kirjatentti](coursename)\n- Semester [ENGA1](course)\n- Semester [Paikallisen hallinnan teoriat - Lukupiiri](coursename)\n- Semester [PSYS16](course)\n- Semester [Luentateatteri](coursename)\n- Semester [KASERIT4](course)\n- Semester [Työelämän myytit ja todellisuus](coursename)\n- Semester [POLVOA42](course)\n- Semester [Ympäristön ja alueiden poliittisuus (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- Semester [KATJOS11](course)\n- Semester [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](coursename)\n- Semester [HISA4](course)\n- Semester [Metodologia/Metodologi](coursename)\n- Semester [ENGA3](course)\n- Semester [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (4. periodi)](coursename)\n- Semester [RANA2](course)\n- Semester [Sosiaalioikeus](coursename)\n- Semester [POLKVA42](course)\n- Semester [Teaching, Pedagogical Facilitating, Learning](coursename)\n- Semester [HALTTS13](course)\n- Semester [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- Semester [TAYJ11](course)\n- Semester [Jatkokoulutusseminaari](coursename)\n- Semester [TERKANA5](course)\n- Semester [Johdatus yhteiskuntahistoriaan](coursename)\n- Semester [KASVAPAA](course)\n- Semester [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](coursename)\n- Semester [POLPOP04](course)\n- Semester [Median ja politiikan välinen suhde](coursename)\n- Semester [MVKS26](course)\n- Semester [Introduction to Trans Studies](coursename)\n- Semester [KATLITO8](course)\n- Semester [Journal club](coursename)\n- Semester [KKSUYP](course)\n- Semester [Poliittinen viestintä: Eduskuntavaalit 2019](coursename)\n- Semester [FILAK](course)\n- Semester [Monikieliset tekstikorpukset (verkkokurssi)](coursename)\n- Semester [SOS9](course)\n- Semester [Työhyvinvoinnin johtaminen](coursename)\n- Semester [STYS3C](course)\n- Semester [Introduction to Social Circus Pedagogy - (Tampere Summer School 2018)](coursename)\n- Semester [KASVAR12](course)\n- Semester [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename)\n- Semester [ITIS24](course)\n- Semester [Responsible Business and Social Accounting (Lectures)](coursename)\n- Semester [KKENLL](course)\n- Semester [Vanhuus ja gerontologinen sosiaalityö](coursename)\n- Quarter [KASPUHA4](course)\n- Quarter [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Quarter [KASP2](course)\n- Quarter [Viestinnän ja median tutkimussuuntauksia](coursename)\n- Quarter [KATTAA12B](course)\n- Quarter [Kognitiiviseen käyttäytymisterapiaan pohjautuvat interventiot](coursename)\n- Quarter [MTTMS3](course)\n- Quarter [Esiintyminen](coursename)\n- Quarter [TRMU5](course)\n- Quarter [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](coursename)\n- Quarter [TERKAN11](course)\n- Quarter [Basics of Management and Organizations](coursename)\n- Quarter [PGHINT](course)\n- Quarter [Ranska IV](coursename)\n- Quarter [ITIP3](course)\n- Quarter [Monikielisyys ja -kulttuurisuus](coursename)\n- Quarter [KATMAS14](course)\n- Quarter [Moniammatillinen -klinikkaopetus](coursename)\n- Quarter [ENGA7](course)\n- Quarter [Yliopistopedagogiikan perusteet](coursename)\n- Quarter [KASVAR9](course)\n- Quarter [Tutkimustyön perusteet - a) Tieteenfilosofia](coursename)\n- Quarter [HALJUA25](course)\n- Quarter [Etnografinen tutkimusprosessi](coursename)\n- Quarter [JOUJOVTS](course)\n- Quarter [Current Trends in Leadership](coursename)\n- Quarter [FILA7](course)\n- Quarter [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](coursename)\n- Quarter [VENA6](course)\n- Quarter [Kirjallisuus ja tunteet](coursename)\n- Quarter [POLVOS31](course)\n- Quarter [Finnish Education System - Seminar](coursename)\n- Quarter [KATTAS90](course)\n- Quarter [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](coursename)\n- Quarter [KKSUTTK](course)\n- Quarter [Quantitative Research Methods and Comparative Research Design (Global Society students)](coursename)\n- Quarter [KASA6](course)\n- Quarter [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](coursename)\n- Quarter [VIROP2](course)\n- Quarter [Cultural Transitions](coursename)\n- Quarter [KASA7](course)\n- Quarter [Research Methods in HTI](coursename)\n- Quarter [KKES5](course)\n- Quarter [Euroopan integraation tutkimus (kirjatentti/essee)](coursename)\n- Quarter [HISA2](course)\n- Quarter [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename)\n- Quarter [MTTTS17](course)\n- Quarter [Peace and Conflict Research (book exam/essay)](coursename)\n- Quarter [JOVA2](course)\n- Quarter [Kielioppi II/Språkets strukturer II](coursename)\n- Quarter [KASA2](course)\n- Quarter [Democratic Decision-Making (BOOK EXAM)](coursename)\n- Quarter [HTIS64](course)\n- Quarter [Literary Theory and Methodology](coursename)\n- Quarter [KASLOH3](course)\n- Quarter [Johdatus kaunokirjalliseen kääntämiseen](coursename)\n- Quarter [KASVAR7](course)\n- Quarter [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](coursename)\n- Quarter [KASP3](course)\n- Quarter [Tiede ja teknologia yhteiskunnassa](coursename)\n- Academic term [ITIA03](course)\n- Academic term [Äänen häiriöt](coursename)\n- Academic term [PSYS17](course)\n- Academic term [Käännösviestintä ja kirjoittaminen - Johdatus käännösviestintään](coursename)\n- Academic term [TECHS1](course)\n- Academic term [Kieli käyttöön/Språket i bruk](coursename)\n- Academic term [KASELOHA](course)\n- Academic term [Communication orale/Suullinen viestintä](coursename)\n- Academic term [KASMULTI2C](course)\n- Academic term [Parties and Elections (book exam/essay)](coursename)\n- Academic term [NAM-III/VI](course)\n- Academic term [Julkisuuden tuottamisen käytännöt](coursename)\n- Academic term [KASSM2](course)\n- Academic term [Opetus, ohjaus, oppiminen, verkko-opetus](coursename)\n- Academic term [TAYJ029](course)\n- Academic term [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename)\n- Academic term [PSYP4](course)\n- Academic term [Jatkokoulutusseminaari](coursename)\n- Academic term [KKENVAL4](course)\n- Academic term [Musiikki - Musiikkikasvatuksen perusteet 1- 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Academic term [SOSKV3](course)\n- Academic term [Syventävä ammatillinen asiantuntijuus - Johdanto kehittämistyöhön -luentoseminaari, Pori](coursename)\n- Academic term [TERA6](course)\n- Academic term [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)](coursename)\n- Academic term [HALJUA19](course)\n- Academic term [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](coursename)\n- Academic term [POLVOS27](course)\n- Academic term [Ylellisyyden historia -verkkokurssi](coursename)\n- Academic term [LOGA8](course)\n- Academic term [Musiikin soveltava projekti - Yhteisöllinen musiikillinen projekti](coursename)\n- Academic term [MTTTS13](course)\n- Academic term [Puhetekniikan ja äänenkäytön perusteet](coursename)\n- Academic term [KATYVP11](course)\n- Academic term [Julkisen talousjohtamisen näkökulmia](coursename)\n- Academic term [COSOPOM2](course)\n- Academic term [Asiantuntemus ja arjen ympäristöpolitiikka](coursename)\n- Academic term [KASLOM5](course)\n- Academic term [Courses in Computer Science in TUT](coursename)\n- Academic term [TAYJ12](course)\n- Academic term [Sosiaalipsykologinen ajattelu II](coursename)\n- Academic term [KKENYHT](course)\n- Academic term [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](coursename)\n- Academic term [KATVRA15](course)\n- Academic term [Opetus, ohjaus, oppiminen, monimuoto-opeus](coursename)\n- Academic term [STYP5](course)\n- Academic term [Julkisen talousjohtamisen näkökulmia](coursename)\n- Academic term [KKSUSC](course)\n- Academic term [Psychology of Pervasive Computing (TUT/IHTE)](coursename)\n- Academic term [TIETS40](course)\n- Academic term [Orientoivat opinnot ja HOPS (suomen kieli)](coursename)\n- Academic term [SOS10.6](course)\n- Academic term [Introduction to Criminal Justice](coursename)\n- Academic term [TIETS21](course)\n- Academic term [Johdatus filosofiaan](coursename)\n- Academic term [MTTMA3B](course)\n- Academic term [Nuorisotyö ja nuorten elämänkulku](coursename)\n- Academic term [MVKS48/58](course)\n- Academic term [Journal club](coursename)\n- Academic term [JOVA18](course)\n- Academic term [Kieli ja kielentäminen -2. vsk (luennot)](coursename)\n- [MTTA1](course) semester\n- [Simultaaninen konferenssitulkkaus](coursename) semester\n- [SOS6.2.2](course) semester\n- [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](coursename) semester\n- [POLVOA41](course) semester\n- [Organizational Behavior (Independent study, Spring 2019)](coursename) semester\n- [KASLOM3](course) semester\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename) semester\n- [SOSM2](course) semester\n- [Tilinpäätöksen tulkinta julkisessa hallinnossa](coursename) semester\n- [HISA4](course) semester\n- [Science and Biotechnology Journal Club](coursename) semester\n- [RANA5](course) semester\n- [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](coursename) semester\n- [TAYJ041](course) semester\n- [International Political Economy (book exam/essay)](coursename) semester\n- [KATTAS90](course) semester\n- [Johdatus oikeusjärjestykseen (verkkokurssi)](coursename) semester\n- [ENGA1](course) semester\n- [Tiedonhaun kieliteknologia](coursename) semester\n- [JOVP1](course) semester\n- [Biokemian työt](coursename) semester\n- [POHP1](course) semester\n- [Tilastotieteen johdantokurssi, iltaryhmä](coursename) semester\n- [LOGA3](course) semester\n- [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename) semester\n- [MTTTA4](course) semester\n- [Päätöksenteko lastensuojelussa](coursename) semester\n- [DPHSF502](course) semester\n- [Suullinen ja kirjallinen esitys/Expresión oral y redacción](coursename) semester\n- [TAYJ13](course) semester\n- [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) semester\n- [KKSUPRO](course) semester\n- [Behavioraalinen ja psykologinen taloustiede](coursename) semester\n- [KATMAA14](course) semester\n- [Opetus, ohjaus, oppiminen - Luennot (1 op) EDUn opiskelijoille TAI luennot (1 op) ja kirjatentti (4 op) opintojakson valinnaisena suorittaville](coursename) semester\n- [TAYJ035](course) semester\n- [Vaihtuvasisältöiset erikoiskurssit (kirjallinen tentti suoritusvaihtoehto) -](coursename) semester\n- [KASLOH2](course) semester\n- [Europe's Wicked Policy Problems (POMLFCS2)](coursename) semester\n- [PSYP2](course) semester\n- [Julkisen toiminnan tuloksellisuuden arviointi](coursename) semester\n- [KASLOM7](course) semester\n- [Multi-level Modelling (MLM) - Concepts and Practice -](coursename) semester\n- [HALHAS20](course) semester\n- [Kv-tuutorina toimiminen](coursename) semester\n- [SOS4.3](course) semester\n- [Graduseminaari, alkava (Markkola)](coursename) semester\n- [KKSU1](course) semester\n- [Musiikin soveltava projekti - Yhteisöllinen musiikillinen projekti](coursename) semester\n- [ITIP3](course) semester\n- [Latinan kielen alkeiskurssi](coursename) semester\n- [KKSA4](course) semester\n- [Causal inference in social science](coursename) semester\n- [KASPUHP1](course) semester\n- [Johdatus tietojenkäsittelytieteisiin](coursename) semester\n- [MTTMS5](course) semester\n- [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename) semester\n- [MEDU10](course) semester\n- [Pro gradu -tutkielma ja seminaari](coursename) semester\n- [FILP1A](course) academic term\n- [Orientation Day for International Doctoral Researchers](coursename) academic term\n- [TEE2](course) academic term\n- [Uskontojen antropologiaa](coursename) academic term\n- [POLKVA41](course) academic term\n- [Kasvatushistoria - kirjatentti (slk ja klk)](coursename) academic term\n- [KKSUPRO](course) academic term\n- [Poliittiset prosessit (kirjatentti/essee)](coursename) academic term\n- [POLVOA51/52/S24](course) academic term\n- [Master's Thesis Seminar (2nd year students)](coursename) academic term\n- [DPHSS206](course) academic term\n- [Kandidaattiseminaari (JATKAVA, Vuolanto)](coursename) academic term\n- [KASLOM6](course) academic term\n- [Everything You Wanted to Know about Political Parties - But Never Dared to Ask (POMLFCS1)](coursename) academic term\n- [HTIY004](course) academic term\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](coursename) academic term\n- [TIETA13](course) academic term\n- [Työmarkkinat, työvoiman käyttö ja työllisyysturva](coursename) academic term\n- [KATTAS22B](course) academic term\n- [Yksilö, yhteiskunta ja kulttuuri - evankelisluterilaiset uskonnon ja elämänkatsomustiedon harjoitusryhmät - 2. vsk](coursename) academic term\n- [TERKANA2](course) academic term\n- [SOS6.2.3 Työelämän vuorovaikutus](coursename) academic term\n- [ENGP3](course) academic term\n- [Kulutuksen ja ostokäyttäytymisen teoria](coursename) academic term\n- [ENGS3](course) academic term\n- [Venäjän kielen rakenne - Syntaksi](coursename) academic term\n- [KASA13](course) academic term\n- [World society: National policies, global governance and transnational sociology](coursename) academic term\n- [PEDA1](course) academic term\n- [Foundations of Ecological Economics](coursename) academic term\n- [LFCOR](course) academic term\n- [Tietokantojen perusteet (Hervannan kampus)](coursename) academic term\n- [KASLOK2](course) academic term\n- [Argumentaation ja tieteellisen päättelyn perusteet](coursename) academic term\n- [LUOYY004](course) academic term\n- [Julkinen hallinto ja politiikka](coursename) academic term\n- [KKRUYHT](course) academic term\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename) academic term\n- [KASVAR11](course) academic term\n- [Tulkin työkalupakki](coursename) academic term\n- [POLKVS33](course) academic term\n- [Asiantuntijuus ja tietopalvelujen kehittäminen](coursename) academic term\n- [KASLOH4B](course) academic term\n- [Johdanto tietokäytäntöjen tutkimukseen](coursename) academic term\n- [KKSUSC](course) academic term\n- [Kandidaattiseminaari ja tutkielma (taloustiede) - kevät 2019](coursename) academic term\n- [TIETA10](course) academic term\n- [Menetelmäopinnot / Kielentutkimuksen metodit](coursename) academic term\n- [KKSUVAL3](course) academic term\n- [Identities in Peace and Conflict](coursename) academic term\n- [JOUJOVTS](course) academic term\n- [Fonetiikan tilastomenetelmät](coursename) academic term\n- [KASP4](course) academic term\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](coursename) academic term\n- [NAM-IV](course) academic term\n- [Ohjelmoinnin tekniikka C](coursename) academic term\n- [KATVAA11](course) academic term\n- [Aikuiskasvatus ja työelämä, kirjatentti, Seinäjoki](coursename) academic term\n- [PSYS3](course) academic term\n- [Orientoivat opinnot ja HOPS (suomen kieli)](coursename) academic term\n- [VENA12](course) quarter\n- [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](coursename) quarter\n- [MVKS34](course) quarter\n- [Professional Writing (online course)](coursename) quarter\n- [BTK1013](course) quarter\n- [Introduction to Gender Studies (web course)](coursename) quarter\n- [TERKAN14](course) quarter\n- [Russia beyond Russia. Case Study Finland](coursename) quarter\n- [KASVAR3](course) quarter\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename) quarter\n- [POLVOA22](course) quarter\n- [Televisiojournalismi](coursename) quarter\n- [KKVE3](course) quarter\n- [Aktuelle Texte aus Presse und Studium](coursename) quarter\n- [KKSUPRO](course) quarter\n- [Luemme ja keskustelemme venäjäksi](coursename) quarter\n- [MTTTS14](course) quarter\n- [Seminaari II](coursename) quarter\n- [JMMETUS](course) quarter\n- [Human-Technology Interaction Project Work](coursename) quarter\n- [JOVA18](course) quarter\n- [Tekstianalyysi - Harjoitukset](coursename) quarter\n- [FILA9](course) quarter\n- [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti](coursename) quarter\n- [STYA1A2](course) quarter\n- [Yhteiskuntatutkimuksen tutkinto-ohjelman esittely](coursename) quarter\n- [KASELOHA](course) quarter\n- [Tekstianalyysi - Luennot](coursename) quarter\n- [SUKKP3](course) quarter\n- [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](coursename) quarter\n- [ENGA12](course) quarter\n- [Cell Technology](coursename) quarter\n- [ITIP2](course) quarter\n- [Lastenkirjallisuus ja draama / Luennot - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename) quarter\n- [KASA12](course) quarter\n- [Journalismin tulevaisuus, harjoittelun kielikritiikki](coursename) quarter\n- [KKIN5](course) quarter\n- [Opettajasuunnan seminaari](coursename) quarter\n- [POLPOP04](course) quarter\n- [Literature and Change after 1900 (British Literature)](coursename) quarter\n- [TIEY4](course) quarter\n- [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](coursename) quarter\n- [SOS06.1](course) quarter\n- [Latinalaisen amerikan lähihistoria ja kirjallisuus/Historia y literature contemporáneas de Latinoamérica](coursename) quarter\n- [POLKVS40](course) quarter\n- [Matemaattiset ohjelmistot (luentokurssi)](coursename) quarter\n- [MOLI](course) quarter\n- [New Wars and How to Study Them (POMLFCS3)](coursename) quarter\n- [KKSU6](course) quarter\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](coursename) quarter\n- [FILT10](course) quarter\n- [Global politics of gender](coursename) quarter\n- [KASP5](course) quarter\n- [Kirjallinen viestintä I / Schriftliche Kommunikation I](coursename) quarter\n- [KKSUPRO](course) quarter\n- [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename) quarter\n- [HALTVP11](course) quarter\n- [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](coursename) quarter\n- [LOGA5](course) quarter\n- [Johdatus verkostoanalyysiin](coursename) quarter\n- This semester [PSYP5](course)\n- This semester [Managing Research Information](coursename)\n- This semester [KATTAA13A](course)\n- This semester [Topical Issues in Governance, Management and Administration](coursename)\n- This semester [COSOPON3](course)\n- This semester [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (1. periodi)](coursename)\n- This semester [JOVTKS3](course)\n- This semester [Kuvakulttuuri -](coursename)\n- This semester [KKSU4](course)\n- This semester [Varhaisiän musiikkikasvatus / Harjoitukset - 2.vsk](coursename)\n- This semester [TERKANP4](course)\n- This semester [Latinan jatkokurssi](coursename)\n- This semester [KKRUYHT](course)\n- This semester [SGN-53007 Computational Diagnostics](coursename)\n- This semester [VENP4](course)\n- This semester [Vanheneminen ikääntyvässä yhteiskunnassa](coursename)\n- This semester [KIRP3](course)\n- This semester [English Word Formation](coursename)\n- This semester [VENS3](course)\n- This semester [Poliittiset aatteet ja ideologiat (kirjatentti)](coursename)\n- This semester [TERTIETO3](course)\n- This semester [Kielioppi I/Språkets strukturer I](coursename)\n- This semester [KIRS3](course)\n- This semester [Kandidaattiseminaari (Mustakallio)](coursename)\n- This semester [KATYVA12](course)\n- This semester [Saksankielisten maiden nykykulttuuri / Gegenwartskultur der deutschsprachigen Länder](coursename)\n- This semester [SUOK2/A6](course)\n- This semester [Kohti matematiikan opettajuutta 1(TTY)](coursename)\n- This semester [YKYYKEKE0](course)\n- This semester [Radio Project](coursename)\n- This semester [KKENKTK](course)\n- This semester [Critical theory and social ontology](coursename)\n- This semester [POLKVA12](course)\n- This semester [Software Project Management, Theory](coursename)\n- This semester [MTTMA2](course)\n- This semester [Perehdyttäminen tietotekniikan alkeisiin](coursename)\n- This semester [BTK2112](course)\n- This semester [African and Black Diaspora Studies Research Seminar](coursename)\n- This semester [KKSAVAL1](course)\n- This semester [Identity and Lifecourse - Lectures, reading groups and essay](coursename)\n- This semester [BIO4722](course)\n- This semester [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](coursename)\n- This semester [TAYJ032](course)\n- This semester [Rahatalous](coursename)\n- This semester [KATLITO5](course)\n- This semester [Orientation and Study Planning](coursename)\n- This semester [DPHSFC06](course)\n- This semester [Ruotsin kielen kirjallinen ja suullinen viestintä / intensiivikurssi](coursename)\n- This semester [POLVOA32](course)\n- This semester [Research on Public Management and Organizations](coursename)\n- This semester [KASP4](course)\n- This semester [Scientific Writing - Module B - Thesis Writing (online)](coursename)\n- This semester [DPHSFC06](course)\n- This semester [Tutkielmapiiri](coursename)\n- This semester [BTK2223](course)\n- This semester [Matematiikan peruskäsitteitä](coursename)\n- This semester [STYS1B1](course)\n- This semester [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](coursename)\n- This semester [KATVAS21](course)\n- This semester [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Diskurssianalyysi](coursename)\n- What period [KASLOE7.2](course)\n- What period [Kielitieteen historia ja tutkimussuunnat](coursename)\n- What period [KKSA1](course)\n- What period [Kääntämisen perusteet](coursename)\n- What period [HISA1B](course)\n- What period [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename)\n- What period [ENGS1](course)\n- What period [Kansalaisyhteiskunta ja poliittinen osallistuminen (kirjatentti/essee)](coursename)\n- What period [POLVOA12](course)\n- What period [Mediated Learning Experinces in Multicultural Settings](coursename)\n- What period [KATLITO1](course)\n- What period [Intercultural Communication](coursename)\n- What period [SAKS3](course)\n- What period [Ilmoittautuminen pro gradu -seminaariin, tammikuussa 2019 alkavat ryhmät](coursename)\n- What period [HALJTA03](course)\n- What period [Tutkimustyötä tukevat tohtoriopinnot (matematiikka)](coursename)\n- What period [KKENVAL4](course)\n- What period [Rakenteinen dokumentaatio ja DITA](coursename)\n- What period [VENP3/VENK1](course)\n- What period [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](coursename)\n- What period [ENGS46](course)\n- What period [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](coursename)\n- What period [POLVOS25](course)\n- What period [Environment and Well-Being](coursename)\n- What period [MEDU06](course)\n- What period [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename)\n- What period [KATLAA11](course)\n- What period [Terveyden ja mielenterveyden psykologia I (avoin yliopisto)](coursename)\n- What period [HALKAS14](course)\n- What period [Special Issues in Design Research](coursename)\n- What period [JOVP5](course)\n- What period [Verkkopalvelujen informaatioarkkitehtuuri](coursename)\n- What period [TERKAN6](course)\n- What period [Orientation - General Orientation Course for International Students](coursename)\n- What period [MTTTA6](course)\n- What period [Orientoivat opinnot - Tiedonhankintataidot](coursename)\n- What period [KASVAR12](course)\n- What period [Fundamentals of Finance (Tampere Summer School)](coursename)\n- What period [LTLY212](course)\n- What period [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](coursename)\n- What period [VENA6](course)\n- What period [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](coursename)\n- What period [KIRS4](course)\n- What period [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- What period [TAYJ035](course)\n- What period [Fenomenologia](coursename)\n- What period [ITIS61](course)\n- What period [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](coursename)\n- What period [FONEP2](course)\n- What period [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename)\n- What period [KATTAA01](course)\n- What period [Orientation - Introduction to Academic Culture and Degree Studies](coursename)\n- What period [LOGA10](course)\n- What period [Psykologian tutkimusmenetelmät I (avoin yliopisto)](coursename)\n- What period [TIETA6](course)\n- What period [Kääntäminen äidinkieleen](coursename)\n- What period [SOS08.2](course)\n- What period [Työoikeuden syventävä opintojakso](coursename)\n- What period [YKYYHT1](course)\n- What period [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](coursename)\n- What study period [ITIS24](course)\n- What study period [Global Humanitarianism and its Critics (POMLFCS3)](coursename)\n- What study period [SOS4.4](course)\n- What study period [Käytännön opetus ja ohjaus - STYA3B1 Taitoseminaari](coursename)\n- What study period [LOGA2](course)\n- What study period [The Theory and Method of International Relations (seminar) (book exam)](coursename)\n- What study period [RANP0](course)\n- What study period [Innovation Project (Spring term 2018-IV)](coursename)\n- What study period [LUOYY006](course)\n- What study period [Bioinformatics](coursename)\n- What study period [KASA11](course)\n- What study period [Opetus, ohjaus, oppiminen, monimuoto-opeus](coursename)\n- What study period [KASLOE4.3](course)\n- What study period [Aikuis- ja ammattikasvatuksen asiantuntijuus](coursename)\n- What study period [KIRP4](course)\n- What study period [Master's Thesis Seminar - Thesis seminar II](coursename)\n- What study period [ITIP2](course)\n- What study period [Tuutorivastaavana toimiminen](coursename)\n- What study period [SUKKP3](course)\n- What study period [Neuropsykologinen kuntoutus](coursename)\n- What study period [STYS2A](course)\n- What study period [Tiedonhankintataidot (hoitotiede), Seinäjoki](coursename)\n- What study period [HALHAA99](course)\n- What study period [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](coursename)\n- What study period [TIETS26](course)\n- What study period [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- What study period [SUOA8](course)\n- What study period [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](coursename)\n- What study period [SOSM6.1](course)\n- What study period [Terveys, arki ja toimijuus, kirjatentti](coursename)\n- What study period [KKRULUK](course)\n- What study period [Kielitieteen historia ja tutkimussuunnat](coursename)\n- What study period [COSOPON4](course)\n- What study period [Ajankohtaiset ilmiöt hallintotieteissä](coursename)\n- What study period [POLKVA44](course)\n- What study period [Doctoral Studies](coursename)\n- What study period [ITIA03](course)\n- What study period [Radio Project](coursename)\n- What study period [TERY4](course)\n- What study period [European Integration Theory and External Relations (book exam/essay)](coursename)\n- What study period [JOVPVA5](course)\n- What study period [Syventävä projekti, keväällä 2019 alkava](coursename)\n- What study period [KKENYHT](course)\n- What study period [Peace, Security and International Institutions (book exam/essay)](coursename)\n- What study period [PEDA1](course)\n- What study period [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](coursename)\n- What study period [HALYAA14](course)\n- What study period [Verkkomedian suunnittelu (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename)\n- What study period [MVKS02](course)\n- What study period [Finnish Elementary Course 4](coursename)\n- What study period [SOS3](course)\n- What study period [Matemaattiset aineet - Koulugeometria - 2 vsk](coursename)\n- What study period [SAKP4](course)\n- What study period [Kaikille avoin tutkijaseminaari](coursename)\n- What study period [KIRA3G](course)\n- What study period [Advanced International Relations Research Methods (book exam/essay)](coursename)\n- What study period [TAYJ042](course)\n- What study period [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](coursename)\n- What study period [KKRA3](course)\n- What study period [Tiimi toimii - puheviestinnän syventävä kurssi (1.-2.periodi)](coursename)\n- What study period is [BTK5001](course) in\n- What study period is [Tekstianalyysi - Harjoitukset](coursename) in\n- What study period is [HALYAS14](course) in\n- What study period is [Foundations of Games and Internet Research](coursename) in\n- What study period is [KATLITO4](course) in\n- What study period is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](coursename) in\n- What study period is [KKVE3](course) in\n- What study period is [Kielioppi I/Språkets strukturer I](coursename) in\n- What study period is [PCP11](course) in\n- What study period is [Eettinen johtajuus](coursename) in\n- What study period is [LOGS6](course) in\n- What study period is [Nuorisotyö ja nuorisotutkimus (verkkokurssi)](coursename) in\n- What study period is [PSYS15](course) in\n- What study period is [Sosiaalipsykologia](coursename) in\n- What study period is [KASVAR11](course) in\n- What study period is [Sosiaalityön peruskurssi (kirjatentti)](coursename) in\n- What study period is [TIEA2.1A](course) in\n- What study period is [Orientoivat opinnot - Tiedonhankintataidot I (MTT)](coursename) in\n- What study period is [STYP1A](course) in\n- What study period is [Matemaattiset ohjelmistot (luentokurssi)](coursename) in\n- What study period is [COSOPOM2](course) in\n- What study period is [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi](coursename) in\n- What study period is [PEDAYOA1](course) in\n- What study period is [KnowUp - Yrittäjyys ja liiketoiminnan kehittäminen](coursename) in\n- What study period is [STYVA](course) in\n- What study period is [Sosiaalityön toimintaympäristöt](coursename) in\n- What study period is [POLVOA21/22/S22](course) in\n- What study period is [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](coursename) in\n- What study period is [JKKYLT01](course) in\n- What study period is [Tieteellinen kommunikaatio ja bibliometriikka](coursename) in\n- What study period is [KATYVS21](course) in\n- What study period is [Fördjupad kurs i skriftlig och muntlig affärskommunikation](coursename) in\n- What study period is [TAYJ12](course) in\n- What study period is [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename) in\n- What study period is [KKSA2](course) in\n- What study period is [Scottish Literature](coursename) in\n- What study period is [SAKA9](course) in\n- What study period is [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) in\n- What study period is [KKENVAL9](course) in\n- What study period is [Studies of expansive learning: Foundations, findings and challenges](coursename) in\n- What study period is [STYS2A](course) in\n- What study period is [Tieteellinen seminaarisarja](coursename) in\n- What study period is [JOVA18](course) in\n- What study period is [Kielen käyttö I](coursename) in\n- What study period is [HISA1B](course) in\n- What study period is [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), kevät -](coursename) in\n- What study period is [KKRUPRE2](course) in\n- What study period is [Työ ja äitiys tänään](coursename) in\n- What study period is [KATTAA31](course) in\n- What study period is [Tieteellinen kirjoittaminen](coursename) in\n- What study period is [KASP4](course) in\n- What study period is [Identity and Lifecourse - Lectures, reading groups and essay](coursename) in\n- What study period is [KKENKTM](course) in\n- What study period is [Arctic Fantasies](coursename) in\n- What study period is [RANA5](course) in\n- What study period is [Visualization of Quantitative Data](coursename) in\n- What study period is [KASMULTI4](course) in\n- What study period is [Johdatus verkostoanalyysiin](coursename) in\n- What study period is [HALTTS13](course) in\n- What study period is [Järjestöjen rooli sosiaalipolitiikassa ja vapaaehtoistyö](coursename) in\n- What period will [MTTA2](course) begin\n- What period will [Terveyden ja mielenterveyden psykologia II](coursename) begin\n- What period will [KASLOM10](course) begin\n- What period will [Markkinoinnin kannattavuus ja taloudellisuus](coursename) begin\n- What period will [MVKS42E](course) begin\n- What period will [Yhteisöllinen oppiminen ja ohjaus - Seminaari](coursename) begin\n- What period will [KASS1](course) begin\n- What period will [Terveystaloustieteen tohtorikoulutussemiaari](coursename) begin\n- What period will [KKRULL](course) begin\n- What period will [Practical Programming in Python](coursename) begin\n- What period will [SAKA1](course) begin\n- What period will [European Public Law](coursename) begin\n- What period will [TERKANA2](course) begin\n- What period will [Olevan muoto - johdatus formaaliontologiaan](coursename) begin\n- What period will [KKRUKK](course) begin\n- What period will [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](coursename) begin\n- What period will [TECHS4](course) begin\n- What period will [Sosiaalityö terveydenhuollossa](coursename) begin\n- What period will [BTK0011](course) begin\n- What period will [Julkaisun visuaalisuus: Taitto](coursename) begin\n- What period will [SOS6.1.3](course) begin\n- What period will [Poliittinen filosofia (kirjatentti/essee)](coursename) begin\n- What period will [SOS08.3](course) begin\n- What period will [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename) begin\n- What period will [SUKKP3](course) begin\n- What period will [Julkisen talousjohtamisen tutkimusotteet](coursename) begin\n- What period will [MTTMA3B](course) begin\n- What period will [Book Exam in Human-Technology Interaction](coursename) begin\n- What period will [TERA3](course) begin\n- What period will [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Seinäjoki](coursename) begin\n- What period will [HTIS67](course) begin\n- What period will [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) begin\n- What period will [KKSUYP](course) begin\n- What period will [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename) begin\n- What period will [KATTAS34](course) begin\n- What period will [Kuoleman sosiaali- ja kulttuurihistoriaa antiikista uuden ajan alkuun](coursename) begin\n- What period will [STYVA](course) begin\n- What period will [Kunnallisoikeuden syventävä jakso](coursename) begin\n- What period will [BTK1085](course) begin\n- What period will [Finnish Elementary Course 3](coursename) begin\n- What period will [RANP0](course) begin\n- What period will [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](coursename) begin\n- What period will [POLHAR10](course) begin\n- What period will [Johdatus yritysjuridiikkaan](coursename) begin\n- What period will [HALDIGI01](course) begin\n- What period will [Radiojournalismi](coursename) begin\n- What period will [SUOA1](course) begin\n- What period will [Kääntäjän ja tulkin työelämätaidot](coursename) begin\n- What period will [BTK1014](course) begin\n- What period will [Ranskan kielen suullinen harjoituskurssi](coursename) begin\n- What period will [KKSUHUK1](course) begin\n- What period will [Orientoivat opinnot, HOPS](coursename) begin\n- What period will [NORDIG4](course) begin\n- What period will [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](coursename) begin\n- What period will [KASORIENT](course) begin\n- What period will [Sosiaalityön toimintaympäristöt](coursename) begin\n- What period will [KASP4](course) begin\n- What period will [Transcultural perspectives in developing media education](coursename) begin\n- What period will [KATLITO8](course) begin\n- What period will [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](coursename) begin\n- [HALJTS04](course) period\n- [Yksilöllisyys oppimisessa ja osallistumisessa](coursename) period\n- [LUOYY021](course) period\n- [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](coursename) period\n- [COSOPOM2](course) period\n- [Tila, teknologia ja toiminta: Lukuseminaari: Julkinen toiminta teknoyhteiskunnassa](coursename) period\n- [SOCYKV2](course) period\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) period\n- [POHA2](course) period\n- [Contemporary Peace and Conflict Studies](coursename) period\n- [KKRUYHT](course) period\n- [Populaarikulttuuri ja -kirjallisuus](coursename) period\n- [ENGA10](course) period\n- [Understanding Legal Regulation of Business](coursename) period\n- [KASA13](course) period\n- [Deviance and Social Control](coursename) period\n- [SOCYKV2](course) period\n- [Tilastomenetelmien perusteet](coursename) period\n- [FONEP1](course) period\n- [Analyysi A](coursename) period\n- [TAYJ025](course) period\n- [Kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename) period\n- [KKENVAL8](course) period\n- [Legal English](coursename) period\n- [KASVARPH](course) period\n- [Ranska eilen, tänään ja huomenna](coursename) period\n- [LFCS04](course) period\n- [EI OPETETA 2018-2019 In vitro models](coursename) period\n- [KATMAS11](course) period\n- [Intermediate studies in Computer Science in TUT](coursename) period\n- [KASVAR10](course) period\n- [Liikunnan projekti (5 op)](coursename) period\n- [BTK5557](course) period\n- [Innovation Project (2018-II)](coursename) period\n- [HISA1B](course) period\n- [Organisational Change Dynamics and Management](coursename) period\n- [SOS08.2](course) period\n- [Valtio-opin teoriat (kirjatentti/essee)](coursename) period\n- [FONEP1](course) period\n- [Laskentatoimen perusteet](coursename) period\n- [LTLY16](course) period\n- [African and Black Diaspora Studies Research Seminar](coursename) period\n- [STYS2A](course) period\n- [1800-luvun ja 1900-luvun kirjallisuuden historia/ Istorija russkoj literatury XIX i XX vekov](coursename) period\n- [HALJTA14](course) period\n- [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä - Luennot (slk) TAI kirjallisuus (slk ja klk)](coursename) period\n- [KASVAR11](course) period\n- [Aikuisten neuropsykologinen tutkiminen](coursename) period\n- [KASORIENT](course) period\n- [Media and the Arctic (POMLFCS3)](coursename) period\n- [KKSAVAL3](course) period\n- [Introduction to Academic English (diverse learners)](coursename) period\n- [BTK4300](course) period\n- [Kansanterveystieteen johdantojakso](coursename) period\n- [HALJTA21](course) period\n- [Tutkimusetiikka](coursename) period\n- [KASLOE7.2](course) period\n- [Human-Technology Interaction Project Work](coursename) period\n- [TIEA2.1B](course) period\n- [Latinan jatkokurssi](coursename) period\n- Is [KKSUHUK](course) this period\n- Is [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](coursename) this period\n- Is [MTTA1](course) this period\n- Is [Julkisorganisaation talouden suunnittelu ja päätöksenteko](coursename) this period\n- Is [JOVVAL](course) this period\n- Is [Thesis seminar](coursename) this period\n- Is [FILA7](course) this period\n- Is [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](coursename) this period\n- Is [KASP5](course) this period\n- Is [Trends in Global Politics (BOOK EXAM POLKVS31)](coursename) this period\n- Is [KKSUYP](course) this period\n- Is [Tietorakenteet](coursename) this period\n- Is [KIRA1](course) this period\n- Is [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](coursename) this period\n- Is [PSYA10](course) this period\n- Is [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (hoitotieteen opiskelijoille)](coursename) this period\n- Is [LTLY213](course) this period\n- Is [Työelämän korttipakka](coursename) this period\n- Is [KIRP4](course) this period\n- Is [Tieteellinen kirjoittaminen](coursename) this period\n- Is [KIRP4](course) this period\n- Is [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename) this period\n- Is [JOUJOVTS](course) this period\n- Is [Everything You Wanted to Know about Political Parties - But Never Dared to Ask (POMLFCS1)](coursename) this period\n- Is [KASA13](course) this period\n- Is [Lasten arki suomalaisessa yhteiskunnassa / Harjoitukset - 1.vsk](coursename) this period\n- Is [SUOA8](course) this period\n- Is [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](coursename) this period\n- Is [KASVAR3](course) this period\n- Is [Professional Writing (online course)](coursename) this period\n- Is [HALYAA13](course) this period\n- Is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](coursename) this period\n- Is [LTLY210](course) this period\n- Is [Seminaarit 1. lukukausi/2. lukukausi](coursename) this period\n- Is [POLPOP04](course) this period\n- Is [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, II-periodi](coursename) this period\n- Is [KATLAA24](course) this period\n- Is [Knowledge, business and work in a digital society](coursename) this period\n- Is [HALJTS01](course) this period\n- Is [Kiina III](coursename) this period\n- Is [KASPUHP3](course) this period\n- Is [Master's Thesis Seminar in Human-Technology Interaction (Starting Fall term)](coursename) this period\n- Is [HALKAS12](course) this period\n- Is [Pro gradu -tutkielma ja seminaari](coursename) this period\n- Is [SOS7.2/STYA4B](course) this period\n- Is [Orientation - Orientation to studying in the Computational Big Data Analytics programme](coursename) this period\n- Is [SUKKP0](course) this period\n- Is [Introduction to research methods in public administration](coursename) this period\n- Is [TAYJ13](course) this period\n- Is [Olio-ohjelmoinnin perusteet II](coursename) this period\n- Is [FILA3](course) this period\n- Is [Service Marketing](coursename) this period\n- Is [SUOT1](course) this period\n- Is [Tutkimustyötä tukevat tohtoriopinnot (matematiikka)](coursename) this period\n- Is [POHS3](course) this period\n- Is [Johdon laskentatoimen perusteet](coursename) this period\n- Is [POLKVA11](course) this period\n- Is [Asiakassuhde ja haastattelu](coursename) this period\n- Is [KATVRS52](course) this period\n- Is [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](coursename) this period\n- Which period is [FILP2](course)\n- Which period is [Saksan kielen valmentava kurssi - kielioppi- ja sanastokertausta](coursename)\n- Which period is [SOS4.5](course)\n- Which period is [Hallinto-oikeuden harjoituskurssi](coursename)\n- Which period is [KASLOH4A](course)\n- Which period is [Basics of programming and algorithms for bioinformatics](coursename)\n- Which period is [KATVAA11](course)\n- Which period is [Asiantuntijan puheviestintä ja vuorovaikutus, 3.-4. periodi / VIESTINTÄROHKEUDEN RYHMÄ](coursename)\n- Which period is [JOVPVS9](course)\n- Which period is [Kansainvälisen politiikan johdantokurssi (kirjatentti)](coursename)\n- Which period is [LTLY210](course)\n- Which period is [Maisteriopintojen esittely - HTI (in Finnish)](coursename)\n- Which period is [SOS6.1.3](course)\n- Which period is [Cultural Transitions](coursename)\n- Which period is [TAYJ031](course)\n- Which period is [Kielitaito ja kielitaidon arviointi](coursename)\n- Which period is [JOVTS2](course)\n- Which period is [Poliittiset instituutiot ja prosessit (kirjatentti/essee)](coursename)\n- Which period is [SOSM5.1](course)\n- Which period is [EI toteutusta 2018-19 Advanced immunology](coursename)\n- Which period is [MTTA1](course)\n- Which period is [Julkistalouden valvonta ja tarkastus](coursename)\n- Which period is [SAKA9](course)\n- Which period is [Poliittisen sosiologian käsitteet ja tutkimukset](coursename)\n- Which period is [YKYYKV1](course)\n- Which period is [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Which period is [PEACE046](course)\n- Which period is [Syntax](coursename)\n- Which period is [FONEA4](course)\n- Which period is [Introduction to Trans Studies](coursename)\n- Which period is [RUST2/VENS13](course)\n- Which period is [Introduction to R (Tampere Summer School 2018)](coursename)\n- Which period is [KASA12](course)\n- Which period is [Sukupuoli, perhe ja yhteiskunta](coursename)\n- Which period is [TERHOI2](course)\n- Which period is [Nuorisotyö ja nuorten elämänkulku](coursename)\n- Which period is [ITIS11](course)\n- Which period is [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- Which period is [MVKS28](course)\n- Which period is [Tietotekniikkataidot (syksy)](coursename)\n- Which period is [KASLOE4.1](course)\n- Which period is [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](coursename)\n- Which period is [RANA7](course)\n- Which period is [Usean muuttujan integraalilaskenta](coursename)\n- Which period is [TIEA5](course)\n- Which period is [Menetelmäklinikka](coursename)\n- Which period is [POMLFCS1](course)\n- Which period is [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari](coursename)\n- Which period is [POLVOA31](course)\n- Which period is [Äänen häiriöt](coursename)\n- Which period is [KASLOM4](course)\n- Which period is [Perheen vuorovaikutus](coursename)\n- Which period is [HISA1B](course)\n- Which period is [Pääoma-lukuseminaari](coursename)\n- Which period is [KATYVA12](course)\n- Which period is [Kunnallisoikeus](coursename)\n- Which period is [HISA2](course)\n- Which period is [Internship or work placement](coursename)\n- Which period is [TERHOIA6](course)\n- Which period is [Kilpailuoikeus](coursename)\n- Which period will [MTTTY1](course) begin\n- Which period will [Kansainvälisen politiikan teoria ja menetelmät (kirjatentti)](coursename) begin\n- Which period will [KASVARPH](course) begin\n- Which period will [Ainedidaktinen tutkimus ja tutkiva opettajuus](coursename) begin\n- Which period will [ITIS61](course) begin\n- Which period will [Kertomuksen vaarat](coursename) begin\n- Which period will [POLVOA41](course) begin\n- Which period will [Seminaari](coursename) begin\n- Which period will [KASELOHA](course) begin\n- Which period will [Democratic Decision-Making (BOOK EXAM)](coursename) begin\n- Which period will [HTIS64](course) begin\n- Which period will [Reading Waste](coursename) begin\n- Which period will [TIETS05](course) begin\n- Which period will [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename) begin\n- Which period will [KIRA5](course) begin\n- Which period will [Yritysetiikka (verkkokurssi)](coursename) begin\n- Which period will [TERY2](course) begin\n- Which period will [Opetussuunnitelmateoria, kirjatentti, Pori](coursename) begin\n- Which period will [KASA9](course) begin\n- Which period will [Tieteenfilosofia](coursename) begin\n- Which period will [TEE9](course) begin\n- Which period will [Orientation - General Orientation Course for International Students](coursename) begin\n- Which period will [SOS6.2.2](course) begin\n- Which period will [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename) begin\n- Which period will [ITIS33](course) begin\n- Which period will [Johdatus tieteenfilosofiaan](coursename) begin\n- Which period will [SOS6.2.3](course) begin\n- Which period will [Statistics Workshop](coursename) begin\n- Which period will [KASSG](course) begin\n- Which period will [Kognitiivinen neurotiede I (avoin yliopisto)](coursename) begin\n- Which period will [KKENKTMO](course) begin\n- Which period will [Master's Thesis Seminar / Internet and Game Studies](coursename) begin\n- Which period will [FILP5A](course) begin\n- Which period will [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](coursename) begin\n- Which period will [POLVOA11](course) begin\n- Which period will [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](coursename) begin\n- Which period will [HALHAS15](course) begin\n- Which period will [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](coursename) begin\n- Which period will [COSOPOM2](course) begin\n- Which period will [Distributed Systems](coursename) begin\n- Which period will [KASP4](course) begin\n- Which period will [Linguistics II: Meaning and Discourse](coursename) begin\n- Which period will [POLVOS21](course) begin\n- Which period will [Asiakastyön menetelmät, luennot](coursename) begin\n- Which period will [LOGM1](course) begin\n- Which period will [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](coursename) begin\n- Which period will [MVKS60](course) begin\n- Which period will [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename) begin\n- Which period will [TIEA4](course) begin\n- Which period will [Vuorovaikutus ja tekstit S2-näkökulmasta](coursename) begin\n- Which period will [TERHOIA1](course) begin\n- Which period will [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](coursename) begin\n- Which period will [BTK4090](course) begin\n- Which period will [Kliininen neuropsykologia II](coursename) begin\n- Which period will [POLVOS40](course) begin\n- Which period will [Professional Writing (online course)](coursename) begin\n- Which period will [PSYA5](course) begin\n- Which period will [European, Eurasian and Global Energy Policy (book exam/essay)](coursename) begin\n- Which period will [TAYJ035](course) begin\n- Which period will [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](coursename) begin\n- What period will [KIRS4](course) begin\n- What period will [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](coursename) begin\n- What period will [HALKAP01](course) begin\n- What period will [Vanhempien aikojen tutkijaseminaari](coursename) begin\n- What period will [KKVEPRE1](course) begin\n- What period will [Kandidaatintutkielmaseminaari - Seminaari](coursename) begin\n- What period will [KKENVAL2](course) begin\n- What period will [Terve ja turvallinen kouluyhteisö](coursename) begin\n- What period will [HALKAA99](course) begin\n- What period will [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) begin\n- What period will [JOVY2](course) begin\n- What period will [Lasten puheen ja kielen häiriöt - A1a Lasten puheen ja kielen häiriöt](coursename) begin\n- What period will [TIEY4](course) begin\n- What period will [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](coursename) begin\n- What period will [ITIA03](course) begin\n- What period will [Kandidaatin tutkielma ja seminaari (kurssi alkanut keväällä 2018 Hoitotieteen opiskelijoille)](coursename) begin\n- What period will [LUOYY004](course) begin\n- What period will [Moniammatillinen -klinikkaopetus](coursename) begin\n- What period will [TERY2](course) begin\n- What period will [ABC of Scientific Communication](coursename) begin\n- What period will [POLKVA31](course) begin\n- What period will [Foundations of English Business Communication (RPL) / näyttökoe](coursename) begin\n- What period will [YKIEP4](course) begin\n- What period will [Suomen historian tutkijaseminaari](coursename) begin\n- What period will [RANAV3](course) begin\n- What period will [Käännösteknologian harjoituskurssi](coursename) begin\n- What period will [TIETA15](course) begin\n- What period will [Liikunta - Liikuntapedagogiikka perusopetuksessa B - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename) begin\n- What period will [TERA3](course) begin\n- What period will [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](coursename) begin\n- What period will [MOLI](course) begin\n- What period will [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](coursename) begin\n- What period will [KASVAR3](course) begin\n- What period will [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](coursename) begin\n- What period will [KASSM2](course) begin\n- What period will [Business, Society and Nature (Independent study) Autumn 2018](coursename) begin\n- What period will [POLPOP02](course) begin\n- What period will [Viron peruskurssi](coursename) begin\n- What period will [KASSO1](course) begin\n- What period will [Sosiaalipolitiikan ideat ja käytännöt](coursename) begin\n- What period will [KKSU6](course) begin\n- What period will [Tendances de la littérature française moderne/Ranskalaisen nykykirjallisuuden suuntauksia](coursename) begin\n- What period will [TIETA18](course) begin\n- What period will [Everything You Wanted to Know about Political Parties - But Never Dared to Ask (POMLFCS1)](coursename) begin\n- What period will [KASLOE7.5](course) begin\n- What period will [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.2.2019](coursename) begin\n- What period will [KASP1](course) begin\n- What period will [Kansainvälisen politiikan työseminaari - Luennot ja seminaari](coursename) begin\n- What period will [KKSUSOTE](course) begin\n- What period will [Hoitotyön johtamisen harjoittelu](coursename) begin\n- What period will [KKSULL](course) begin\n- What period will [Tutkielmakurssi (III)](coursename) begin\n- What period will [TIEP1](course) begin\n- What period will [Johtajuuden nykysuuntia](coursename) begin\n- What period will [KATSTA14](course) begin\n- What period will [Romanticism and Its Legacy](coursename) begin\n- What period will [JOVA20](course) begin\n- What period will [Valinnainen jakso: TV-makasiinikurssi (kevään ryhmä)](coursename) begin\n- What period will [PSYS17](course) begin\n- What period will [Hoitotiede tieteenä](coursename) begin\n- [ITIS44](course) curriculum\n- [Seminaari](coursename) curriculum\n- [ENGA9](course) curriculum\n- [Johdanto tietokäytäntöjen tutkimukseen](coursename) curriculum\n- [MOLI](course) curriculum\n- [Graduseminaari / Henttonen](coursename) curriculum\n- [STYVA](course) curriculum\n- [Tietokantaohjelmointi](coursename) curriculum\n- [BTK1053](course) curriculum\n- [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](coursename) curriculum\n- [KATYVS21](course) curriculum\n- [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (1. periodi)](coursename) curriculum\n- [KKENVAL2](course) curriculum\n- [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](coursename) curriculum\n- [ESPFA2](course) curriculum\n- [Latinankielinen kirjallisuus I: klassinen latina](coursename) curriculum\n- [KATLITO6](course) curriculum\n- [Asevelvollisuus Suomessa ja kansainvälisesti](coursename) curriculum\n- [TSEKP3](course) curriculum\n- [Kohti matematiikan opettajuutta 2 (TTY)](coursename) curriculum\n- [SOSM6.2](course) curriculum\n- [Bioinformatics tools (autumn 2018)](coursename) curriculum\n- [KASSM2](course) curriculum\n- [Journalistinen kieli - Tekstinhuolto](coursename) curriculum\n- [LUOYY006](course) curriculum\n- [Keskiajan symboliikkaa -verkkokurssi](coursename) curriculum\n- [KASSG](course) curriculum\n- [Minustako asiantuntijamyynnin ammattilainen?](coursename) curriculum\n- [POLVOS25](course) curriculum\n- [ROMA MEDIAEVALIS - kansainvälinen keskiajan historian Rooma -kurssi -](coursename) curriculum\n- [KIRA2](course) curriculum\n- [Software Project Management, Software Project Management (Fall term)](coursename) curriculum\n- [KASLOE7.2](course) curriculum\n- [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](coursename) curriculum\n- [HALYHT](course) curriculum\n- [Kansainvälisen politiikan erikoistuvat menetelmäopinnot](coursename) curriculum\n- [HIST04](course) curriculum\n- [Kuoleman sosiaali- ja kulttuurihistoriaa antiikista uuden ajan alkuun](coursename) curriculum\n- [DPJKKPS](course) curriculum\n- [Espanja I](coursename) curriculum\n- [KKSA4](course) curriculum\n- [Todennäköisyyslaskenta](coursename) curriculum\n- [KKRUKTK](course) curriculum\n- [Teoria perhehoitotieteessä](coursename) curriculum\n- [SOS10.6](course) curriculum\n- [Työ- ja virkamiesoikeus](coursename) curriculum\n- [HISP1](course) curriculum\n- [Tutkimusetiikka](coursename) curriculum\n- [ROMAP2](course) curriculum\n- [Kasvatushistoria - kirjatentti (slk ja klk)](coursename) curriculum\n- [FONEP4](course) curriculum\n- [Ranskan kielen suullinen harjoituskurssi](coursename) curriculum\n- [FILS1](course) curriculum\n- [Tutkielmaseminaari](coursename) curriculum\n- [TIETS19](course) curriculum\n- [Lapset ympäristönsä tutkijoina - Ympäristökasvatus](coursename) curriculum\n- [PEDA3](course) curriculum\n- [Julkiset rahoitusjärjestelmät](coursename) curriculum\n- [HALJUA65](course) curriculum\n- [A seminar on theoretical social research: Schmitt, Arendt, and The Political](coursename) curriculum\n- When is [VENP5](course) in the curriulum\n- When is [Johdatus kielitieteeseen / Initiation à la linguistique](coursename) in the curriulum\n- When is [TIEY4](course) in the curriulum\n- When is [Advanced Project Studies](coursename) in the curriulum\n- When is [BTK1085](course) in the curriulum\n- When is [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Syksy 2018](coursename) in the curriulum\n- When is [PEACE046](course) in the curriulum\n- When is [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](coursename) in the curriulum\n- When is [TERKAN2](course) in the curriulum\n- When is [SGN-41007 Pattern Recognition and Machine Learning](coursename) in the curriulum\n- When is [TERKAN12](course) in the curriulum\n- When is [Kommunikationstraining I](coursename) in the curriulum\n- When is [HALJTA99](course) in the curriulum\n- When is [Opetussuunnitelmateoria, kirjatentti](coursename) in the curriulum\n- When is [BIO2200](course) in the curriulum\n- When is [Opetus, ohjaus, oppiminen - Varhaiskasvatus: Pienryhmäopetus ja orientaatioharjoittelu (2 op) ja kirjallisuus (2 op)](coursename) in the curriulum\n- When is [ENGS3](course) in the curriulum\n- When is [Kandidaattiseminaari (Vahtikari)](coursename) in the curriulum\n- When is [TERKANA1](course) in the curriulum\n- When is [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](coursename) in the curriulum\n- When is [MTTMA4](course) in the curriulum\n- When is [Sukupuolentutkimus](coursename) in the curriulum\n- When is [HIS](course) in the curriulum\n- When is [Kansainvälinen poliittinen talous (kirjatentti/essee)](coursename) in the curriulum\n- When is [SOS10.10.1](course) in the curriulum\n- When is [Master's Thesis Seminar and Master's Thesis (2nd year students)](coursename) in the curriulum\n- When is [FILT10](course) in the curriulum\n- When is [Kieli käyttöön/Språket i bruk](coursename) in the curriulum\n- When is [ITIS43](course) in the curriulum\n- When is [Opetussuunnitelmateoria, kirjatentti, Seinäjoki](coursename) in the curriulum\n- When is [POLVOS10](course) in the curriulum\n- When is [Kvantitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename) in the curriulum\n- When is [KASLOM6](course) in the curriulum\n- When is [Käännösviestintä II englanti-suomi](coursename) in the curriulum\n- When is [STYS3C](course) in the curriulum\n- When is [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename) in the curriulum\n- When is [POMLFCS3](course) in the curriulum\n- When is [Yritysverotus](coursename) in the curriulum\n- When is [KASLOM5](course) in the curriulum\n- When is [Research work](coursename) in the curriulum\n- When is [KKENVAL8](course) in the curriulum\n- When is [Dialogitulkkaus](coursename) in the curriulum\n- When is [TRMU5](course) in the curriulum\n- When is [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi) / KTM-tutkinto](coursename) in the curriulum\n- When is [TERKAN9](course) in the curriulum\n- When is [Urban Ethnography: The Social, Political and Economic Dimensions of Marginalization](coursename) in the curriulum\n- When is [MTTY4](course) in the curriulum\n- When is [Introduction to Academic English (Open University Course)](coursename) in the curriulum\n- When is [TAYJ11](course) in the curriulum\n- When is [Terveydenhuollon ja terveystutkimuksen etiikka, Seinäjoki](coursename) in the curriulum\n- When is [KATMAA13](course) in the curriulum\n- When is [Governing Hybrid Organizations](coursename) in the curriulum\n- When is [TAYJ035](course) in the curriulum\n- When is [Dialogue: Constructive Talk at Work](coursename) in the curriulum\n- When is [KKSUPRO](course) in the curriulum\n- When is [Kansallisen ja Euroopan tason vuorovaikutus (kirjatentti/essee)](coursename) in the curriulum\n- When is [KATMAS14](course) in the curriulum\n- When is [Fundamentals of Finance (Tampere Summer School)](coursename) in the curriulum\n- When is [PSYA6](course) in the curriulum\n- When is [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](coursename) in the curriulum\n- The period of [VENS10](course)\n- The period of [Kandidaattiseminaari (Nenonen)](coursename)\n- The period of [BTK0001](course)\n- The period of [Mielenterveys, yhteiskunta ja sukupuoli](coursename)\n- The period of [KATVRS44](course)\n- The period of [Persoonallisuuspsykologia I](coursename)\n- The period of [ENGP8](course)\n- The period of [Liikuntapedagogiikan perusteet / Harjoitukset - 1.vsk](coursename)\n- The period of [POLKVA12](course)\n- The period of [Postgraduate seminar in Interactive Technology (Turunen)](coursename)\n- The period of [POLKVA43](course)\n- The period of [Käsiteanalyysi ja filosofiset tutkimusmenetelmät (kirjatentti/essee)](coursename)\n- The period of [JOUJOVTS](course)\n- The period of [Regression analysis](coursename)\n- The period of [KASP1](course)\n- The period of [Latinan jatkokurssi](coursename)\n- The period of [KKSAVAL4](course)\n- The period of [Syventävä projekti, keväällä 2018 alkanut](coursename)\n- The period of [SUKKP1](course)\n- The period of [Kuinka suurenmoisia ihmiset ovat olleet - sopeutumaan pohjoisiin luonnonolosuhteisiin!](coursename)\n- The period of [JOVP2](course)\n- The period of [Re-Thinking Value Creation](coursename)\n- The period of [KATRAA11](course)\n- The period of [Neuropsykologinen kuntoutus](coursename)\n- The period of [TAYJ11](course)\n- The period of [Finnish Elementary Course 2 (taught in 4. period)](coursename)\n- The period of [TIETS13](course)\n- The period of [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](coursename)\n- The period of [PSYA8](course)\n- The period of [Johdatus logiikkaan 1](coursename)\n- The period of [KASLOM3](course)\n- The period of [Sosiologia (verkkokurssi)](coursename)\n- The period of [HISA1A](course)\n- The period of [Valtio-opin teoriat (kirjatentti/essee)](coursename)\n- The period of [ITIS23](course)\n- The period of [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](coursename)\n- The period of [KATTAA90](course)\n- The period of [Kv-tuutorina toimiminen](coursename)\n- The period of [KASLOH3](course)\n- The period of [Language and Identity](coursename)\n- The period of [DPIS1](course)\n- The period of [Vanheneminen ikääntyvässä yhteiskunnassa](coursename)\n- The period of [RANP0](course)\n- The period of [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](coursename)\n- The period of [STYA8](course)\n- The period of [Variety in Present-day English](coursename)\n- The period of [SAKP5](course)\n- The period of [Sosiaalisten riskien hallinta](coursename)\n- The period of [STYS3C](course)\n- The period of [Transcultural perspectives in developing media education](coursename)\n- The period of [TERA6](course)\n- The period of [Strategic Management Accounting and Control](coursename)\n- The period of [STYP3](course)\n- The period of [Ajankohtaiset ilmiöt hallintotieteissä](coursename)\n- The period of [KASLOM5](course)\n- The period of [Julkisen hallinnon reformit ja muutos](coursename)\n- The period of [SUOS2](course)\n- The period of [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](coursename)\n- The period of [KATVRA12](course)\n- The period of [Toiminta, tulkinta ja tieto (verkkokurssi)](coursename)\n- Study period of [POLVOA41](course)\n- Study period of [Valtio-opin johdantokurssi](coursename)\n- Study period of [POLVOA22](course)\n- Study period of [Tieteellinen kirjoittaminen](coursename)\n- Study period of [TAYJ026](course)\n- Study period of [Valinnainen jakso: Työpaja: Tulevaisuuden kaupunki](coursename)\n- Study period of [HALHAA15](course)\n- Study period of [Tila, paikka ja aika](coursename)\n- Study period of [TSEKP2](course)\n- Study period of [Doctoral Studies](coursename)\n- Study period of [ITIY3](course)\n- Study period of [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, III-periodi](coursename)\n- Study period of [POLKVA42](course)\n- Study period of [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](coursename)\n- Study period of [COSOPOM2](course)\n- Study period of [Kielioppi I (suomenkieliset opiskelijat)](coursename)\n- Study period of [LUOYY006](course)\n- Study period of [Käännösviestintä suomi-venäjä](coursename)\n- Study period of [TSEKP1](course)\n- Study period of [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](coursename)\n- Study period of [POLVOS23](course)\n- Study period of [Kääntäjän ja tulkin työelämätaidot](coursename)\n- Study period of [STYP5](course)\n- Study period of [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat lo-opiskelijat](coursename)\n- Study period of [JOVAT1](course)\n- Study period of [History, Culture and Literature: History](coursename)\n- Study period of [KASA13](course)\n- Study period of [Puhesuomi ja esiintyminen](coursename)\n- Study period of [SOS09.1](course)\n- Study period of [Variety in Present-day English](coursename)\n- Study period of [POLVOS26](course)\n- Study period of [Kestävän kehityksen käytäntöjä](coursename)\n- Study period of [KATYVS43](course)\n- Study period of [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, slk18](coursename)\n- Study period of [TAYJ035](course)\n- Study period of [PhD by publication: writing integrative chapter](coursename)\n- Study period of [YKYYKEKE1](course)\n- Study period of [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Study period of [VENS15](course)\n- Study period of [Kandidaatintutkielma - Seminaari ja tutkielma](coursename)\n- Study period of [POLVOA11](course)\n- Study period of [Kasvatuksen historialliset ja filosofiset lähtökohdat, verkko-opetus](coursename)\n- Study period of [KASA11](course)\n- Study period of [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy](coursename)\n- Study period of [LTLY229](course)\n- Study period of [Tietokantojen perusteet - Näyttökoe, syksy 2018](coursename)\n- Study period of [KKES4](course)\n- Study period of [Saksa III](coursename)\n- Study period of [BIO4230](course)\n- Study period of [Yksilö, yhteiskunta ja kulttuuri - Historia, yhteiskuntaoppi ja katsomusopetus - 2. vsk (luennot)](coursename)\n- Study period of [KKIN5](course)\n- Study period of [Terveydenhuollon ja terveystutkimuksen etiikka, Seinäjoki](coursename)\n- Study period of [HALJUA99](course)\n- Study period of [Vuorovaikutus organisaatioissa](coursename)\n- Study period of [BTK1015](course)\n- Study period of [Markkinoinnin kannattavuus ja taloudellisuus](coursename)\n- Study period of [FILA9](course)\n- Study period of [Lukuteoria ja algebra opettajille -](coursename)\n- Study period of [KATJOA12](course)\n- Study period of [Seminaari (Kunelius) jatkuu keväältä](coursename)\n- Semester [STYA3A2](course)\n- Semester [Filosofian historia](coursename)\n- Semester [KATYVS11](course)\n- Semester [Esimiestyö (kevät 2019)](coursename)\n- Semester [POLKVA41](course)\n- Semester [Introduction to Social Circus Pedagogy - (Tampere Summer School 2018)](coursename)\n- Semester [JOVA3](course)\n- Semester [Johdatus Suomen kirjallisuushistoriaan - luennot](coursename)\n- Semester [KASMULTI2B](course)\n- Semester [Managing Research Information](coursename)\n- Semester [SOSM2](course)\n- Semester [Kerronnan monet muodot - kirjatentti ja essee](coursename)\n- Semester [BTK1053](course)\n- Semester [Public Financial Management and Evolving Administrative Structures](coursename)\n- Semester [KATJOS12](course)\n- Semester [Seminaarit 1. lukukausi/2. lukukausi](coursename)\n- Semester [JOVPVS5](course)\n- Semester [Oppimispelien käyttö ja evaluaatio](coursename)\n- Semester [KIRS5](course)\n- Semester [Demola Project](coursename)\n- Semester [JMMETUS](course)\n- Semester [Welfare State Theories](coursename)\n- Semester [KASA11](course)\n- Semester [Latinan jatkokurssi](coursename)\n- Semester [TIEP4](course)\n- Semester [Yrityksen taloustieteellisen tutkimuksen perusteet](coursename)\n- Semester [ITIS43](course)\n- Semester [Terveyden edistämisen perusteet](coursename)\n- Semester [KIRP3](course)\n- Semester [Hallinto-oikeuden syventävä jakso](coursename)\n- Semester [TERTIETO1](course)\n- Semester [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](coursename)\n- Semester [TRSU02](course)\n- Semester [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](coursename)\n- Semester [KKVEVAL1](course)\n- Semester [Practical Introduction to Data Mining](coursename)\n- Semester [KASLOE7.1](course)\n- Semester [Kandidaattiseminaari (Vuolanto)](coursename)\n- Semester [HALYAA15](course)\n- Semester [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Semester [ESPFP1](course)\n- Semester [Laajentava harjoittelu](coursename)\n- Semester [JOVPVA7](course)\n- Semester [Tilastollisen päättelyn perusteet](coursename)\n- Semester [PEACE045](course)\n- Semester [Olio-ohjelmoinnin perusteet](coursename)\n- Semester [JOVA14](course)\n- Semester [Monikielinen käännöstyöpaja](coursename)\n- Semester [TERKANP1](course)\n- Semester [Graduseminaari, jatkava (Markkola)](coursename)\n- Semester [KATVAA12](course)\n- Semester [Kvalitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename)\n- Semester [ENGP1](course)\n- Semester [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- Semester [KASSM2](course)\n- Semester [Johdatus kasvatuksen ja koulutuksen yhteiskunnalliseen ja kulttuuriseen tutkimukseen - Luennot ja luentopäiväkirja](coursename)\n- Semester [JOVTS5](course)\n- Semester [Hesdoc Annual Meeting](coursename)\n- Semester [KIRA4D](course)\n- Semester [Pro gradu -seminaari ja -tutkielma (julkinen talousjohtaminen)](coursename)\n- Which semester will [LTLY16](course) start\n- Which semester will [Laskentatoimen teoria ja IFRS II](coursename) start\n- Which semester will [POHA2](course) start\n- Which semester will [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](coursename) start\n- Which semester will [PSYS6B](course) start\n- Which semester will [Thesis seminar and Master's Thesis](coursename) start\n- Which semester will [ENGA8](course) start\n- Which semester will [Tekninen kirjoittaminen (englanti)](coursename) start\n- Which semester will [NAM-III/VI](course) start\n- Which semester will [Juridisk svenska](coursename) start\n- Which semester will [KATTAS22A](course) start\n- Which semester will [SOS6.2.3 Työelämän vuorovaikutus](coursename) start\n- Which semester will [ENGA10](course) start\n- Which semester will [Tutkielmakurssi (III)](coursename) start\n- Which semester will [KATLITO8](course) start\n- Which semester will [Tutkielmakurssi (periodi I)](coursename) start\n- Which semester will [KKSU2](course) start\n- Which semester will [Maisteriopintojen esittely - SDE](coursename) start\n- Which semester will [KASA11](course) start\n- Which semester will [Lasten monipaikkainen asuminen](coursename) start\n- Which semester will [VENP5](course) start\n- Which semester will [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](coursename) start\n- Which semester will [PSYS6B](course) start\n- Which semester will [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](coursename) start\n- Which semester will [TERKANP5](course) start\n- Which semester will [Kandidaatintutkielma - Seminaari ja tutkielma](coursename) start\n- Which semester will [TIETA15](course) start\n- Which semester will [Pelit ja pelillisyys](coursename) start\n- Which semester will [JOVP3](course) start\n- Which semester will [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](coursename) start\n- Which semester will [KASP1](course) start\n- Which semester will [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](coursename) start\n- Which semester will [KATYVA42](course) start\n- Which semester will [Perhe ja tunteet](coursename) start\n- Which semester will [TAYJ035](course) start\n- Which semester will [Moniulotteinen markkinointi (avoin yliopisto-opetus), monimuoto-opetus](coursename) start\n- Which semester will [DPIT1](course) start\n- Which semester will [Suullinen viestintä I - Fonetiikka](coursename) start\n- Which semester will [KKRUYHT](course) start\n- Which semester will [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Seinäjoki](coursename) start\n- Which semester will [POLPOP05](course) start\n- Which semester will [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](coursename) start\n- Which semester will [KATLITO5](course) start\n- Which semester will [Statistics Workshop](coursename) start\n- Which semester will [KASVAR9](course) start\n- Which semester will [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaryhmä](coursename) start\n- Which semester will [TIETA18](course) start\n- Which semester will [Viestinnän etiikka](coursename) start\n- Which semester will [PSYA10](course) start\n- Which semester will [Käsiteanalyysi ja filosofiset tutkimusmenetelmät (kirjatentti/essee)](coursename) start\n- Which semester will [MOLI](course) start\n- Which semester will [Fonetiikan perusopintojen harjoitustyö](coursename) start\n- Which semester will [KASLOM9](course) start\n- Which semester will [Nuorisotyön harjoittelu](coursename) start\n- Which semester will [KASLOM7](course) start\n- Which semester will [Introduction to Criminal Justice](coursename) start\n- Which semester will [KKRULUK](course) start\n- Which semester will [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](coursename) start\n- Which semester will [TIEP4](course) start\n- Which semester will [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](coursename) start\n- Which semester is [HIST04](course)\n- Which semester is [Politics and governance in education - Lectures in English](coursename)\n- Which semester is [KKENKTM](course)\n- Which semester is [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](coursename)\n- Which semester is [LATAP3](course)\n- Which semester is [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](coursename)\n- Which semester is [BTK0002](course)\n- Which semester is [Päätöksenteko lastensuojelussa](coursename)\n- Which semester is [MTTTS12](course)\n- Which semester is [Geometria - Geometria](coursename)\n- Which semester is [KATMAS13](course)\n- Which semester is [Venäjä III](coursename)\n- Which semester is [LOGA1](course)\n- Which semester is [Opetus, ohjaus, oppiminen - elokas ja avoimen lähiop.: pienryhmäopetus (2 op) ja kirjallisuus (2 op)](coursename)\n- Which semester is [POLVOA12](course)\n- Which semester is [Tilinpäätösanalyysi](coursename)\n- Which semester is [VENP3/VENK1](course)\n- Which semester is [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- Which semester is [TIEVA36](course)\n- Which semester is [Henkilöstöjohtaminen](coursename)\n- Which semester is [HTIS51](course)\n- Which semester is [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](coursename)\n- Which semester is [TERY4](course)\n- Which semester is [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- Which semester is [KKSAVAL2](course)\n- Which semester is [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](coursename)\n- Which semester is [SOS6.2.2](course)\n- Which semester is [Johdatus visuaaliseen kulttuuriin](coursename)\n- Which semester is [MTTTP1](course)\n- Which semester is [Kiina IV](coursename)\n- Which semester is [KATLITO8](course)\n- Which semester is [Sosiaalityön peruskurssi (luennot)](coursename)\n- Which semester is [POHA2](course)\n- Which semester is [Lapset ympäristönsä tutkijoina - Ympäristökasvatus](coursename)\n- Which semester is [BTK4501](course)\n- Which semester is [Asiantuntijan ja esimiehen työelämätaidot](coursename)\n- Which semester is [TIETS19](course)\n- Which semester is [Causal inference in social science](coursename)\n- Which semester is [KASLOM6](course)\n- Which semester is [Kielen variaatio](coursename)\n- Which semester is [SOS10.1.4](course)\n- Which semester is [Johdatus hoitotieteelliseen tutkimukseen](coursename)\n- Which semester is [TERHOIA5](course)\n- Which semester is [Orientation - General Orientation Course for International Students](coursename)\n- Which semester is [KIRA3B](course)\n- Which semester is [Olio-ohjelmoinnin perusteet](coursename)\n- Which semester is [SOS7.1/STYA4A](course)\n- Which semester is [Tieteellinen kirjoittaminen (SOC)](coursename)\n- Which semester is [KATTAA01](course)\n- Which semester is [Syventävä metodologia - Luennot](coursename)\n- Which semester is [KKSU4](course)\n- Which semester is [Kansainväliset vakuutusmarkkinat ja jälleenvakuutus](coursename)\n- Which semester is [JOVPVS13](course)\n- Which semester is [Legal English](coursename)\n- Which semester is [JOVPVS3](course)\n- Which semester is [Aktuelle Texte aus Presse und Studium](coursename)\n- Which semester is [KASLOK2](course)\n- Which semester is [Päätöksenteon etiikka](coursename)\n- Which semester is [ITIA2](course)\n- Which semester is [Pelit ja pelillisyys](coursename)\n- Is [SUOA4](course) this semester\n- Is [Kielen käyttö I](coursename) this semester\n- Is [HALYAP01](course) this semester\n- Is [Kielitieto ja -taito - Käännös-, rakenne- ja sanastoharjoitukset II Sprachwissen und Sprachfertigkeiten: Kontrastive Text- und Wortschatzübungen](coursename) this semester\n- Is [JOUJOVTS](course) this semester\n- Is [Nordic Parliaments (POMLFCS1)](coursename) this semester\n- Is [KATLAS90](course) this semester\n- Is [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](coursename) this semester\n- Is [NORDIG4](course) this semester\n- Is [Kielioppi I / Grammatik I](coursename) this semester\n- Is [MEDU10](course) this semester\n- Is [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](coursename) this semester\n- Is [HALHAP01](course) this semester\n- Is [Datan hallinnan perusteet](coursename) this semester\n- Is [KATYVS42](course) this semester\n- Is [Yritysappro](coursename) this semester\n- Is [ENGA12](course) this semester\n- Is [Democratic Decision-Making (BOOK EXAM)](coursename) this semester\n- Is [SAKD5](course) this semester\n- Is [Kandidaatintutkielmaseminaari - Seminaari](coursename) this semester\n- Is [STYS2A](course) this semester\n- Is [Shakespeare: Past and Present](coursename) this semester\n- Is [ENGS13/15-16](course) this semester\n- Is [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) this semester\n- Is [KATVAA14](course) this semester\n- Is [Terveystiedon sisällöt (sähköinen tentti)](coursename) this semester\n- Is [VIROP3](course) this semester\n- Is [Sukupuoli, perhe ja yhteiskunta](coursename) this semester\n- Is [KATJOA12](course) this semester\n- Is [Johdatus viestinnän tutkimukseen ja analyysiin - verkkokurssi](coursename) this semester\n- Is [HALKAA15](course) this semester\n- Is [A seminar on theoretical social research: Schmitt, Arendt, and The Political](coursename) this semester\n- Is [KATJOS11](course) this semester\n- Is [Causal inference in social science](coursename) this semester\n- Is [HALKAA17](course) this semester\n- Is [Comparative Education - book exam](coursename) this semester\n- Is [MTTMA3B](course) this semester\n- Is [Johdatus taloushallintoon](coursename) this semester\n- Is [JKKYORP1](course) this semester\n- Is [Marketing Communications](coursename) this semester\n- Is [KASELOHA](course) this semester\n- Is [Pro gradu -seminaari ja -tutkielma (julkinen talousjohtaminen)](coursename) this semester\n- Is [KKENYHT](course) this semester\n- Is [Venäjä III](coursename) this semester\n- Is [KKIN3](course) this semester\n- Is [Kandidaatintutkielmaseminaari - Tammikuussa 2019 alkava seminaari](coursename) this semester\n- Is [SAKS3](course) this semester\n- Is [Tutkimustyön perusteet - b) Tutkimusmenetelmät](coursename) this semester\n- Is [KATVAS31](course) this semester\n- Is [Suullinen ja kirjallinen taito - Suulliset ja kirjalliset harjoitukset/Expresión oral y escrita - Conversación y redacción](coursename) this semester\n- Is [DPYT](course) this semester\n- Is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](coursename) this semester\n- Is [KASA8](course) this semester\n- Is [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](coursename) this semester\n- Is [MTTTY1](course) this semester\n- Is [Identity and Lifecourse - Lectures, reading groups and essay](coursename) this semester\n- Is [TECHS5](course) this semester\n- Is [Comparative Education - Lectures in English (spring) or book exam in English (autumn and spring)](coursename) this semester\n- Is [KATJOS99](course) this semester\n- Is [Kommunikationstraining I](coursename) this semester\n- What semester is [POLVOA32](course)\n- What semester is [Perhehoitotieteellisen tiedon syventäminen -](coursename)\n- What semester is [STYS3A](course)\n- What semester is [Taitoseminaari](coursename)\n- What semester is [KKENMP3](course)\n- What semester is [Specialised International Relations Research Methods (book exam/essay)](coursename)\n- What semester is [HISOKV1](course)\n- What semester is [Basics of Management and Organizations](coursename)\n- What semester is [ITIA11](course)\n- What semester is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](coursename)\n- What semester is [MVKS46](course)\n- What semester is [Sociolinguistics](coursename)\n- What semester is [TERKANP3](course)\n- What semester is [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename)\n- What semester is [KATTAS34](course)\n- What semester is [Taitoseminaari](coursename)\n- What semester is [LTLY210](course)\n- What semester is [Yritysjuridiikan ajankohtaiset teemat](coursename)\n- What semester is [JOVA8](course)\n- What semester is [Lasten oikeuspsykologia](coursename)\n- What semester is [KASMULTI1](course)\n- What semester is [Current Trends in Leadership](coursename)\n- What semester is [STYS3B](course)\n- What semester is [Kaunokirjallisen kääntämisen peruskurssi](coursename)\n- What semester is [KASA7](course)\n- What semester is [Espanjan kielen kirjallinen ja suullinen taito](coursename)\n- What semester is [SUOV4](course)\n- What semester is [Kvalitatiiviset menetelmät](coursename)\n- What semester is [JOVPVA7](course)\n- What semester is [Translating and Editing for Publication](coursename)\n- What semester is [TERHOIA5](course)\n- What semester is [Syventävä projekti, syksyllä 2018 alkava](coursename)\n- What semester is [TAYJ041](course)\n- What semester is [Aikuiskasvatus ja työelämä, kirjatentti, Seinäjoki](coursename)\n- What semester is [KATMAS17](course)\n- What semester is [Valtio-opin johdantokurssi](coursename)\n- What semester is [MVKS48/58](course)\n- What semester is [Tilinpäätösanalyysi](coursename)\n- What semester is [SOCYKV2](course)\n- What semester is [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](coursename)\n- What semester is [JOVPVS9](course)\n- What semester is [Tietojenkäsittelytieteiden opintojakso TTY:ltä](coursename)\n- What semester is [TAYJ11](course)\n- What semester is [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](coursename)\n- What semester is [HALJUS99](course)\n- What semester is [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](coursename)\n- What semester is [TIEP1](course)\n- What semester is [Liiketoimintaympäristön taloustiede](coursename)\n- What semester is [TAYJ13](course)\n- What semester is [History, Culture and Literature: Culture and Literature](coursename)\n- What semester is [KASS2](course)\n- What semester is [Introduction to Formal Specification](coursename)\n- What semester is [KASSM2](course)\n- What semester is [Finnish Society and Culture (spring)](coursename)\n- What semester is [TIETS17](course)\n- What semester is [Open Educational Resources - Lectures, seminars etc. in other universities or institutions](coursename)\n- What semester is [FILS2B/C](course)\n- What semester is [Johdatus yritysjuridiikkaan](coursename)\n- What semester is [VENS15](course)\n- What semester is [Viron kielen suullinen ja kirjallinen taito](coursename)\n- Academic term [TIETS35](course)\n- Academic term [Talous ja yhteiskunta](coursename)\n- Academic term [KKES2](course)\n- Academic term [Kaunokirjallisen kääntämisen peruskurssi](coursename)\n- Academic term [PEACE043](course)\n- Academic term [Media and Globalization - Seminar](coursename)\n- Academic term [JOVPVS6](course)\n- Academic term [Tieteellinen kirjoittaminen (3. vuosikurssin opiskelijoille)](coursename)\n- Academic term [KKSULUK](course)\n- Academic term [Puheen ja äänen tutkimusharjoittelu - Projekti / käytännön työ](coursename)\n- Academic term [MTTTP1](course)\n- Academic term [Kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- Academic term [FILS1](course)\n- Academic term [Introduction to Political Theory (book exam/essay)](coursename)\n- Academic term [KATVRA22](course)\n- Academic term [Harjoittelu / Varhaiskasvatus](coursename)\n- Academic term [PSYA3](course)\n- Academic term [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](coursename)\n- Academic term [COSOPOM2](course)\n- Academic term [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](coursename)\n- Academic term [KKENVAL8](course)\n- Academic term [Ihmisoikeudet ja kansainvälinen yhteisö (kirjatentti/essee)](coursename)\n- Academic term [TRMU1](course)\n- Academic term [Maisteriopintojen esittely - TIM](coursename)\n- Academic term [JMMETUS](course)\n- Academic term [Aikuisten mielenterveysinterventiot](coursename)\n- Academic term [HALTTS11](course)\n- Academic term [Terveystiedon perusteet](coursename)\n- Academic term [KASERIT3](course)\n- Academic term [Learning About Language with Corpora](coursename)\n- Academic term [TIETS40](course)\n- Academic term [Environment and Well-Being](coursename)\n- Academic term [ENGS42-43](course)\n- Academic term [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](coursename)\n- Academic term [TAYJ027](course)\n- Academic term [Tieteellinen kirjoittaminen](coursename)\n- Academic term [KASLOM8](course)\n- Academic term [Global politics of gender](coursename)\n- Academic term [TERHOIA1](course)\n- Academic term [Käsitteellinen mallintaminen I](coursename)\n- Academic term [YKYYHT1](course)\n- Academic term [Health systems and health in developing Asia: India, China, and North Korea](coursename)\n- Academic term [TAYJ035](course)\n- Academic term [Ruututekstikääntämisen peruskurssi](coursename)\n- Academic term [LTLY16](course)\n- Academic term [Finnish Elementary Course 1 (taught in 1. & 2. period)](coursename)\n- Academic term [SOS09.3](course)\n- Academic term [Parties, Elections and Political Participation (book exam/essay)](coursename)\n- Academic term [TERVAL7](course)\n- Academic term [Sosiaalityön tutkimuksen metodologisia suunnistuksia](coursename)\n- Academic term [POLKVA33](course)\n- Academic term [Espanja IV](coursename)\n- Academic term [SUOK2/A6](course)\n- Academic term [Moniammatilliset johtamisopinnot](coursename)\n- Academic term [BTK3125](course)\n- Academic term [Foundations of English Business Communication (RPL) / näyttökoe](coursename)\n- Academic term [DPHSFC07](course)\n- Academic term [Introduction to Risk Management and Insurance (spring semester)](coursename)\n- Academic term [JOVY1](course)\n- Academic term [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](coursename)\n- Which academic term will [ROMAP2](course) begin\n- Which academic term will [Terveystiedon sisällöt (sähköinen tentti)](coursename) begin\n- Which academic term will [KASERIT3](course) begin\n- Which academic term will [Kandidaattitutkielma ja seminaari (tilastotiede)](coursename) begin\n- Which academic term will [KKRULL](course) begin\n- Which academic term will [Julkiset hankinnat](coursename) begin\n- Which academic term will [HALTTS12](course) begin\n- Which academic term will [Tieteellinen kirjoittaminen](coursename) begin\n- Which academic term will [DPEDUB.1C](course) begin\n- Which academic term will [Protein technology](coursename) begin\n- Which academic term will [KASP1](course) begin\n- Which academic term will [Sosiaalioikeus I](coursename) begin\n- Which academic term will [SUOP2](course) begin\n- Which academic term will [Approaches and Tools for Conflict Analysis and Peace Mediation](coursename) begin\n- Which academic term will [POLVOA42](course) begin\n- Which academic term will [Comparative European Politics and the Finnish Political System (book exam/essay)](coursename) begin\n- Which academic term will [TERHOI1](course) begin\n- Which academic term will [Eastern European Model: Lithuanian System of Work and Social Security](coursename) begin\n- Which academic term will [HALHAS19](course) begin\n- Which academic term will [Protein technology Laboratory Course A](coursename) begin\n- Which academic term will [PEDA2](course) begin\n- Which academic term will [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen 1 vsk (pienryhmäopetus)](coursename) begin\n- Which academic term will [TIEP1](course) begin\n- Which academic term will [Analyysi B](coursename) begin\n- Which academic term will [KASP3](course) begin\n- Which academic term will [Johdatus tietojenkäsittelytieteisiin](coursename) begin\n- Which academic term will [HISA3B](course) begin\n- Which academic term will [Aikuis- ja ammattikasvatuksen asiantuntijuus](coursename) begin\n- Which academic term will [DPHSS202](course) begin\n- Which academic term will [Talouselämän käännösviestinnän seminaari suomi-saksa -](coursename) begin\n- Which academic term will [HALHAA99](course) begin\n- Which academic term will [Institutions, Innovation and Economic Renewal (NORDIG)](coursename) begin\n- Which academic term will [JOVA9](course) begin\n- Which academic term will [Emotions and Sociality in Human-Technology Interaction](coursename) begin\n- Which academic term will [KATYVA99](course) begin\n- Which academic term will [Dialogitulkkaus / Dialogdolmetschen](coursename) begin\n- Which academic term will [COSOPON5](course) begin\n- Which academic term will [Talous ja yhteiskunta](coursename) begin\n- Which academic term will [SOS6.5.3](course) begin\n- Which academic term will [Terveyden edistäminen kansanterveystieteilijöille](coursename) begin\n- Which academic term will [LOGA5](course) begin\n- Which academic term will [Tilastotieteen perusteet](coursename) begin\n- Which academic term will [MOLI](course) begin\n- Which academic term will [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) begin\n- Which academic term will [POLVOS31](course) begin\n- Which academic term will [Introduction to Political Science (book exam)](coursename) begin\n- Which academic term will [ITIS31](course) begin\n- Which academic term will [Introduction to Risk Management and Insurance (autumn semester)](coursename) begin\n- Which academic term will [BTK2223](course) begin\n- Which academic term will [Kielitieto ja -taito - Käännös-, rakenne- ja sanastoharjoitukset II Sprachwissen und Sprachfertigkeiten: Kontrastive Text- und Wortschatzübungen](coursename) begin\n- Which academic term will [POLVOS21](course) begin\n- Which academic term will [Testimenetelmien perusteet ja ammattietiikka](coursename) begin\n- Which academic term will [KASS1](course) begin\n- Which academic term will [Semantiikka ja pragmatiikka / Semantik und Pragmatik](coursename) begin\n- Which academic term will [MTTA1](course) begin\n- Which academic term will [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) begin\n- Which academic term will [KASS1](course) begin\n- Which academic term will [Sota-ajan säännösteltyä kulttuuria](coursename) begin\n- Which academic term will [STYS1A](course) begin\n- Which academic term will [Julkisoikeuden syventävä tutkimusjakso](coursename) begin\n- Which academic term is [KKENVAL9](course)\n- Which academic term is [Oppimisyhteisöt ja vuorovaikutus, kirjatentti](coursename)\n- Which academic term is [JOVKA4](course)\n- Which academic term is [Toisen vuoden opiskelijoiden info-tilaisuus](coursename)\n- Which academic term is [MTTMS11](course)\n- Which academic term is [Menetelmäopinnot / Kielentutkimuksen metodit](coursename)\n- Which academic term is [POLVOA31/S21](course)\n- Which academic term is [Mental Health Research: Using the Knowledge and Adding to it](coursename)\n- Which academic term is [HALJUA22](course)\n- Which academic term is [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename)\n- Which academic term is [KASVAR7](course)\n- Which academic term is [Kielioppi II/Språkets strukturer II](coursename)\n- Which academic term is [DPJKKPS](course)\n- Which academic term is [Mediated Learning Experinces in Multicultural Settings](coursename)\n- Which academic term is [MTTTP5](course)\n- Which academic term is [Ohjelmistotuotannon käytännöt](coursename)\n- Which academic term is [KASLOH4B](course)\n- Which academic term is [Johtamisviestintä](coursename)\n- Which academic term is [SOS10.1.3](course)\n- Which academic term is [Sanastotyö](coursename)\n- Which academic term is [KATLITO2](course)\n- Which academic term is [Valinnainen jakso: Toimitustyön johtaminen/ JOVVJS1 Visuaalisen työn johtaminen](coursename)\n- Which academic term is [KIRA5](course)\n- Which academic term is [Tilastotieteen johdantokurssi, kevät](coursename)\n- Which academic term is [KASA4](course)\n- Which academic term is [Universal Basic Income](coursename)\n- Which academic term is [FILAPRO](course)\n- Which academic term is [Uutiskuvaus ja Henkilökuvaus](coursename)\n- Which academic term is [POLPOP03](course)\n- Which academic term is [Legal English](coursename)\n- Which academic term is [KKSUYHT](course)\n- Which academic term is [Academic Presentations](coursename)\n- Which academic term is [ITIA11](course)\n- Which academic term is [Poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- Which academic term is [SOSM2](course)\n- Which academic term is [Johdatus filosofian historiaan](coursename)\n- Which academic term is [KASA12](course)\n- Which academic term is [Introduction to Political Theory (book exam/essay)](coursename)\n- Which academic term is [POLVOA31](course)\n- Which academic term is [Workshop in Film Education](coursename)\n- Which academic term is [KKSUOPE](course)\n- Which academic term is [Peace and Conflict Research (book exam/essay)](coursename)\n- Which academic term is [KKENPRE2](course)\n- Which academic term is [Tekninen kirjoittaminen (englanti)](coursename)\n- Which academic term is [POLPOP01](course)\n- Which academic term is [Usean muuttujan integraalilaskenta](coursename)\n- Which academic term is [ITIS61](course)\n- Which academic term is [Viron peruskurssi](coursename)\n- Which academic term is [TERY5B](course)\n- Which academic term is [Julkiset rahoitusjärjestelmät](coursename)\n- Which academic term is [STYS3A](course)\n- Which academic term is [History, Culture and Literature: Culture and Literature](coursename)\n- Which academic term is [JOVA14](course)\n- Which academic term is [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- Which academic term is [KATTAA90](course)\n- Which academic term is [Korkeakoulujärjestelmät ja niiden ohjaus - Harjoitustyö](coursename)\n- Which academic term is [KASLOM3](course)\n- Which academic term is [Lähtötasokoe](coursename)\n- Which academic term is [JOVTS5](course)\n- Which academic term is [Opetus, ohjaus, oppiminen, monimuoto-opeus](coursename)\n- [LTLY16](course) academic term\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename) academic term\n- [KASSY3](course) academic term\n- [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename) academic term\n- [KASA15](course) academic term\n- [Bioinformatics project](coursename) academic term\n- [KKENVAL3](course) academic term\n- [Government and Society: Inequality](coursename) academic term\n- [KATTAA40](course) academic term\n- [Johdatus viestinnän tutkimukseen ja analyysiin - kirjatentti](coursename) academic term\n- [ENGA12](course) academic term\n- [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) kevät 2019](coursename) academic term\n- [ITIA4](course) academic term\n- [Yhtiöoikeuden syventävä opintojakso](coursename) academic term\n- [TIETA9](course) academic term\n- [Tutkijan työpaja](coursename) academic term\n- [KATYVP11](course) academic term\n- [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](coursename) academic term\n- [KKIN3](course) academic term\n- [Sosiaalihuollon hallinto ja johtaminen](coursename) academic term\n- [KASA7](course) academic term\n- [Johdatus historiantutkimukseen (verkkokurssi)](coursename) academic term\n- [HALYAS14](course) academic term\n- [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](coursename) academic term\n- [SUOV2](course) academic term\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename) academic term\n- [KATJOA12](course) academic term\n- [Vanhempien aikojen tutkijaseminaari](coursename) academic term\n- [HALJUA61](course) academic term\n- [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](coursename) academic term\n- [MVKS28](course) academic term\n- [Tekoälyn filosofia](coursename) academic term\n- [KATTAA31](course) academic term\n- [Tilastotieteen matriisilaskenta ja laskennalliset menetelmät](coursename) academic term\n- [IGS006](course) academic term\n- [Genetiikka](coursename) academic term\n- [KASLOM2](course) academic term\n- [Causal inference in social science](coursename) academic term\n- [SOS4.4](course) academic term\n- [Johdatus erikoisalojen käännösviestintään](coursename) academic term\n- [TERHOJ4](course) academic term\n- [Ainedidaktiikka I](coursename) academic term\n- [TSEKP2](course) academic term\n- [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](coursename) academic term\n- [POHA12](course) academic term\n- [Korkeakoulutus ja kansainvälistyminen](coursename) academic term\n- [KKSUHUK1](course) academic term\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) academic term\n- [HALJUS22](course) academic term\n- [Suullinen viestintä / Mündliche Kommunikation](coursename) academic term\n- [PSYA7](course) academic term\n- [Yrityksen taloustieteellisen tutkimuksen perusteet](coursename) academic term\n- [HTIS81](course) academic term\n- [Kick-start to Biomedical Technology](coursename) academic term\n- [ITIP1](course) academic term\n- [Terveysviestintä](coursename) academic term\n- [YKT06.2](course) academic term\n- [Johdanto riskienhallintaan ja vakuuttamiseen](coursename) academic term\n- [YKYYV07](course) academic term\n- [Venäjä III](coursename) academic term\n- Which semester will [KATJOS13](course) begin\n- Which semester will [Kielioppi I/Språkets strukturer I](coursename) begin\n- Which semester will [PSYA7](course) begin\n- Which semester will [Lasten monipaikkainen asuminen](coursename) begin\n- Which semester will [KASVAR10](course) begin\n- Which semester will [Sosiaalityön tutkimuksen metodologisia suunnistuksia](coursename) begin\n- Which semester will [SUOP2](course) begin\n- Which semester will [Valtio-opin maisteriseminaari](coursename) begin\n- Which semester will [HIS](course) begin\n- Which semester will [Research Mobility for Doctoral Researchers](coursename) begin\n- Which semester will [KATYVA38](course) begin\n- Which semester will [Tiedon rajat](coursename) begin\n- Which semester will [BIO4460](course) begin\n- Which semester will [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 1.vsk:n monimuotoryhmien opiskelijoille](coursename) begin\n- Which semester will [PSYA11](course) begin\n- Which semester will [Kliinisen tutkijan peruskurssi](coursename) begin\n- Which semester will [SOS4.1](course) begin\n- Which semester will [Dramaturgia: Musikaalin dramaturgia](coursename) begin\n- Which semester will [HALJTS02](course) begin\n- Which semester will [Comparative Education Policy](coursename) begin\n- Which semester will [KASP4](course) begin\n- Which semester will [Tutkimuksen perusteet ja etiikka](coursename) begin\n- Which semester will [KASA2](course) begin\n- Which semester will [Puheviestintä tieteenä](coursename) begin\n- Which semester will [VENA6](course) begin\n- Which semester will [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) begin\n- Which semester will [SOS6.2.4](course) begin\n- Which semester will [Tieteellinen kirjoittaminen (3. vuosikurssin opiskelijoille)](coursename) begin\n- Which semester will [BTK4400](course) begin\n- Which semester will [Laskentatoimi ja talousjohtaminen](coursename) begin\n- Which semester will [LATAP2](course) begin\n- Which semester will [Kliinisen tutkijan peruskurssi](coursename) begin\n- Which semester will [PSYS5](course) begin\n- Which semester will [Business Writing](coursename) begin\n- Which semester will [KKSUVAL1](course) begin\n- Which semester will [Kuvataidekasvatus / Harjoitukset - 2.vsk](coursename) begin\n- Which semester will [KATYVA23](course) begin\n- Which semester will [Vaihtuva-alainen kurssi: Oppimisvaikeudet](coursename) begin\n- Which semester will [KASSY5](course) begin\n- Which semester will [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](coursename) begin\n- Which semester will [KASVART3](course) begin\n- Which semester will [Liikunta pedagogisena ilmiönä - B Liikunnan vaihtevat ympäristöt](coursename) begin\n- Which semester will [ITIA5](course) begin\n- Which semester will [ROMA MEDIAEVALIS - kansainvälinen keskiajan historian Rooma -kurssi -](coursename) begin\n- Which semester will [KASSA1](course) begin\n- Which semester will [Theories of Crime and Deviance](coursename) begin\n- Which semester will [DPHSFC01](course) begin\n- Which semester will [Puhetekniikan ja vokologian opettaminen](coursename) begin\n- Which semester will [JOVVJS2](course) begin\n- Which semester will [Johdatus kääntäjän suomen opintoihin](coursename) begin\n- Which semester will [KATMAA99](course) begin\n- Which semester will [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](coursename) begin\n- Which semester will [TERTIETO1](course) begin\n- Which semester will [Digital Image Processing - Self-studying](coursename) begin\n- Which semester will [KKSU8](course) begin\n- Which semester will [Internet ja vuorovaikutteinen media](coursename) begin\n- Which semester will [KKSAVAL1](course) begin\n- Which semester will [Innovation Project (Spring term 2018-IV)](coursename) begin\n- Which semester will [SAKP3](course) begin\n- Which semester will [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti](coursename) begin\n- The period of [KKRULL](course)\n- The period of [Personal Study Planning](coursename)\n- The period of [LOGA7](course)\n- The period of [Ranska II](coursename)\n- The period of [KATTAP11](course)\n- The period of [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- The period of [POLPOP05](course)\n- The period of [Student supervision in computer sciences](coursename)\n- The period of [POLKVA22](course)\n- The period of [Software Project Management, Theory](coursename)\n- The period of [MVKS18E](course)\n- The period of [Research work](coursename)\n- The period of [JKKYOA12](course)\n- The period of [Kirjoitusviestintä / COMS](coursename)\n- The period of [TRSU02](course)\n- The period of [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename)\n- The period of [POLVOA31/S26/27](course)\n- The period of [Retoriikka ja argumentaatioanalyysi/Retorik och argumentationsanalys](coursename)\n- The period of [POLVOS21](course)\n- The period of [Kandidaatin tutkielma ja seminaari (hoitotiede)](coursename)\n- The period of [KASLOK2](course)\n- The period of [Venäjän kielen valmentava kurssi](coursename)\n- The period of [LUOYA200](course)\n- The period of [Esimiestyö (syksy 2018)](coursename)\n- The period of [JOVP3](course)\n- The period of [Kielioppi I (suomenkieliset opiskelijat)](coursename)\n- The period of [POLVOA51](course)\n- The period of [Kvalitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename)\n- The period of [KASTUTVA](course)\n- The period of [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](coursename)\n- The period of [KKENVAL3](course)\n- The period of [Maailmanpolitiikan tutkimus (kirjatentti/essee)](coursename)\n- The period of [POLPOP04](course)\n- The period of [Lain ja hallinnon käännösviestinnän seminaari englanti-suomi](coursename)\n- The period of [KASVAR12](course)\n- The period of [Hoitotyön johtamisen harjoittelu](coursename)\n- The period of [FILAPRO](course)\n- The period of [Kansainvälisen politiikan työseminaari - Luennot ja seminaari](coursename)\n- The period of [HTIS87](course)\n- The period of [Seminaari (Ridell)](coursename)\n- The period of [KIRS5](course)\n- The period of [Käännösviestintä ja kirjoittaminen - Johdatus käännösviestintään](coursename)\n- The period of [POHS12](course)\n- The period of [1800-luvun ja 1900-luvun kirjallisuuden historia/ Istorija russkoj literatury XIX i XX vekov](coursename)\n- The period of [ITIS31](course)\n- The period of [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](coursename)\n- The period of [POLVOA51/52/S24](course)\n- The period of [Research on Public Management and Organizations](coursename)\n- The period of [TIETS05](course)\n- The period of [Sosiaalihuollon hallinto ja johtaminen](coursename)\n- The period of [FONEP2](course)\n- The period of [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](coursename)\n- The period of [JOVA13](course)\n- The period of [Tuutorina toimiminen](coursename)\n- The period of [KKSUVAL1](course)\n- The period of [Tilintarkastus II](coursename)\n- The period of [YKYYHT1](course)\n- The period of [Qualitative Approach](coursename)\n- The period of [HISA1B](course)\n- The period of [Academic Presentations](coursename)\n- The semester of [ENGS22-24](course)\n- The semester of [Cultural Conversations](coursename)\n- The semester of [SOS10.1.4](course)\n- The semester of [Musiikin soveltava projekti - Yhteisöllinen musiikillinen projekti](coursename)\n- The semester of [POLVOA42](course)\n- The semester of [Väitöskirja (tutkijaseminaarit)](coursename)\n- The semester of [FILP5A](course)\n- The semester of [Suomet vieraina suussa](coursename)\n- The semester of [PSYS6A](course)\n- The semester of [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](coursename)\n- The semester of [KASA2](course)\n- The semester of [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- The semester of [JOVPVS9](course)\n- The semester of [Vähittäiskaupan konseptit](coursename)\n- The semester of [MVKS40/62](course)\n- The semester of [Markkinointitutkimuksen sovellukset](coursename)\n- The semester of [KKRULUK](course)\n- The semester of [Johdatus sosiaalitieteisiin (verkkokurssi)](coursename)\n- The semester of [POLKVS21](course)\n- The semester of [EI toteutusta 2018-19 Advanced immunology](coursename)\n- The semester of [TERKAN12](course)\n- The semester of [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- The semester of [POHP1](course)\n- The semester of [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](coursename)\n- The semester of [NAM-IV](course)\n- The semester of [Postgraduate seminar in Interactive Technology (Surakka)](coursename)\n- The semester of [TIEP5](course)\n- The semester of [Historian tutkimusprosessi ja historiantutkijan etiikka](coursename)\n- The semester of [KATPAL11](course)\n- The semester of [Johdon laskentatoimi ja inhimillinen käyttäytyminen](coursename)\n- The semester of [FILJATKO](course)\n- The semester of [Kliinisen tutkijan peruskurssi](coursename)\n- The semester of [HISA1B](course)\n- The semester of [Qualitative Research Methods and Comparative Research Design](coursename)\n- The semester of [ITIP1](course)\n- The semester of [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](coursename)\n- The semester of [ITIY3](course)\n- The semester of [Tietoresurssien tuotanto ja kokoelmatyö](coursename)\n- The semester of [HISA4](course)\n- The semester of [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](coursename)\n- The semester of [MVKS28](course)\n- The semester of [Introduction to Public Administration Research, Reforms and Trends](coursename)\n- The semester of [LTLY01](course)\n- The semester of [Sosiaalipsykologinen ajattelu II](coursename)\n- The semester of [TAYJ11](course)\n- The semester of [Julkisoikeuden syventävä tutkimusjakso](coursename)\n- The semester of [MEDU06](course)\n- The semester of [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename)\n- The semester of [HALJUA99](course)\n- The semester of [Vakuutustiede ja vakuutustutkimus](coursename)\n- The semester of [KKRUYHT](course)\n- The semester of [Organisaatioiden kehittäminen ja konsultointi](coursename)\n- The semester of [BTK4121](course)\n- The semester of [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- The semester of [JKKYJOTE1](course)\n- The semester of [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](coursename)\n- The semester of [JOVA16](course)\n- The semester of [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- The semester of [SUOP2](course)\n- The semester of [Politicization in Europe and the EU](coursename)\n- The academic term of [MVKS18S](course)\n- The academic term of [Graduseminaari / Henttonen](coursename)\n- The academic term of [KASA3](course)\n- The academic term of [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](coursename)\n- The academic term of [HALJTS99](course)\n- The academic term of [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](coursename)\n- The academic term of [YKYY0](course)\n- The academic term of [Organisaatio, hallinto ja johtaminen - Harjoitustyö](coursename)\n- The academic term of [SUOA5/YKIEA1](course)\n- The academic term of [Sosiaalioikeus I](coursename)\n- The academic term of [BTK4121](course)\n- The academic term of [Ranska IV](coursename)\n- The academic term of [KIRP4](course)\n- The academic term of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen OPETUS PERUUTETTU](coursename)\n- The academic term of [KATVAA11](course)\n- The academic term of [Representations and Identities - kirjatentti/essee](coursename)\n- The academic term of [LOGM1](course)\n- The academic term of [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 3. periodi](coursename)\n- The academic term of [HALJUA99](course)\n- The academic term of [Introduction to International Relations (book exam)](coursename)\n- The academic term of [ENGA20](course)\n- The academic term of [Latinalaisen amerikan lähihistoria ja kirjallisuus/Historia y literature contemporáneas de Latinoamérica](coursename)\n- The academic term of [JKKYVAP](course)\n- The academic term of [Digital Media Landscape and Media Policies](coursename)\n- The academic term of [TERA6](course)\n- The academic term of [Kvalitatiiviset menetelmät](coursename)\n- The academic term of [BIO2350](course)\n- The academic term of [Feministinen tietäminen](coursename)\n- The academic term of [STYP1A](course)\n- The academic term of [Makrotalousteorian jatkokurssi I](coursename)\n- The academic term of [KKSUVAL3](course)\n- The academic term of [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](coursename)\n- The academic term of [MTTTS11](course)\n- The academic term of [Moniammatilliset oppimisyhteisöt - Seminaari](coursename)\n- The academic term of [KASLOM5](course)\n- The academic term of [Tutkielmaseminaari - Seminaari](coursename)\n- The academic term of [DPHSO101](course)\n- The academic term of [Puheen ja äänen kulttuurinen ja ammatillinen variaatio - Kirjatentti](coursename)\n- The academic term of [KASVAR4](course)\n- The academic term of [Kunta- ja aluejohtamisen vaihtuvasisältöinen erikoiskurssi](coursename)\n- The academic term of [JOVA1](course)\n- The academic term of [Suullinen ja kirjallinen taito - Suulliset ja kirjalliset harjoitukset/Expresión oral y escrita - Conversación y redacción](coursename)\n- The academic term of [KKRUHY](course)\n- The academic term of [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](coursename)\n- The academic term of [KASA13](course)\n- The academic term of [Aikuisten mielenterveysinterventiot](coursename)\n- The academic term of [KATLAS90](course)\n- The academic term of [Literature and Change after 1900 (British Literature)](coursename)\n- The academic term of [KKRA2](course)\n- The academic term of [Orientaatio maisteriopintoihin](coursename)\n- The academic term of [KKIN1](course)\n- The academic term of [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename)\n- The academic term of [KKSUOPE](course)\n- The academic term of [Valtiosääntöoikeuden syventävä jakso](coursename)\n- The academic term of [POHS1](course)\n- The academic term of [Kandidaattiseminaari ja tutkielma (taloustiede) - kevät 2019](coursename)\n- The academic term of [KIRA4E](course)\n- The academic term of [Pro gradu -seminaari ja -tutkielma (taloustiede) - Pro gradu -seminaari](coursename)\n- The academic term of [ESPFP2](course)\n- The academic term of [Cross-Institutional Studies in TUT](coursename)\n- The quarter of [BIO2085](course)\n- The quarter of [Tuutorivastaavana toimiminen](coursename)\n- The quarter of [POLVOA32/S27](course)\n- The quarter of [The Cancer Biology Journal Club](coursename)\n- The quarter of [KATYVS22](course)\n- The quarter of [Makrotalousteorian jatkokurssi I](coursename)\n- The quarter of [KATYVA24](course)\n- The quarter of [Introduction to Political Science (book exam)](coursename)\n- The quarter of [POLPOP01](course)\n- The quarter of [Asiakassuhde ja haastattelu](coursename)\n- The quarter of [FILAPRO](course)\n- The quarter of [Eheyttävä musiikkikasvatus - Musiikkiteknologia](coursename)\n- The quarter of [TEE7](course)\n- The quarter of [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari](coursename)\n- The quarter of [KASVAR3](course)\n- The quarter of [Kielioppi- ja sanastoharjoitukset / Grammatik und Wortschatzübungen](coursename)\n- The quarter of [TAYJ035](course)\n- The quarter of [Terveyden edistämisen interventiot, Seinäjoki](coursename)\n- The quarter of [ITIA11](course)\n- The quarter of [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](coursename)\n- The quarter of [KKRULL](course)\n- The quarter of [Practical Programming in Python](coursename)\n- The quarter of [KATLAA12](course)\n- The quarter of [Rekisteritutkimukset](coursename)\n- The quarter of [POLVOA41/S28](course)\n- The quarter of [Valtio-opin maisteriseminaari](coursename)\n- The quarter of [PSYS17](course)\n- The quarter of [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename)\n- The quarter of [JOVA14](course)\n- The quarter of [Organisaatioiden kehittäminen ja konsultointi](coursename)\n- The quarter of [KATVAS99](course)\n- The quarter of [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](coursename)\n- The quarter of [HALJUS99](course)\n- The quarter of [Kandidaattitutkielma ja seminaari (matematiikka) - seminaari](coursename)\n- The quarter of [SOS6.1.3](course)\n- The quarter of [Kunnallisoikeus](coursename)\n- The quarter of [KKRULL](course)\n- The quarter of [Russia beyond Russia. Case Study Finland](coursename)\n- The quarter of [HISA1B](course)\n- The quarter of [Pro gradu -tutkielma ja -seminaari](coursename)\n- The quarter of [KASA15](course)\n- The quarter of [Proseminaari](coursename)\n- The quarter of [VENP6](course)\n- The quarter of [Verkkomedian suunnittelu](coursename)\n- The quarter of [TERHOO3](course)\n- The quarter of [Kehittyminen johtajaksi terveydenhuollossa](coursename)\n- The quarter of [ITIP3](course)\n- The quarter of [Seminaari](coursename)\n- The quarter of [HALYAA12](course)\n- The quarter of [Kliininen neuropsykologia II](coursename)\n- The quarter of [KKENKTMO](course)\n- The quarter of [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](coursename)\n- The quarter of [TERHOIA4](course)\n- The quarter of [Liiketoiminnan analysoinnin ja kehittämisen case-kurssi](coursename)\n- The quarter of [FILA9](course)\n- The quarter of [Graduseminaari / Harviainen](coursename)\n- The quarter of [KASVAR11](course)\n- The quarter of [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename)\n- The quarter of [KATLITO4](course)\n- The quarter of [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- Which quarter is [KATJOS11](course)\n- Which quarter is [Bioinformatics](coursename)\n- Which quarter is [KAMVRS99](course)\n- Which quarter is [Kandidaatintutkielma ja seminaari, kevät 2019](coursename)\n- Which quarter is [KATTAP11](course)\n- Which quarter is [Orientaatio sosiaalityön opintoihin](coursename)\n- Which quarter is [ITIA11](course)\n- Which quarter is [Systems biology methods](coursename)\n- Which quarter is [ITIA11](course)\n- Which quarter is [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename)\n- Which quarter is [KASA13](course)\n- Which quarter is [Monikulttuurinen kirjallisuus Suomessa](coursename)\n- Which quarter is [KKSUVAL1](course)\n- Which quarter is [Current Trends in Leadership](coursename)\n- Which quarter is [PEDA6](course)\n- Which quarter is [Viestinnän ja median tutkimussuuntauksia](coursename)\n- Which quarter is [KKES1](course)\n- Which quarter is [Yrityksen taloustieteellisen tutkimuksen perusteet](coursename)\n- Which quarter is [KATLAP21](course)\n- Which quarter is [Kääntämisen ja tulkkauksen teoria ja käytäntö - Tulkkausviestinnän perusteet](coursename)\n- Which quarter is [SOS4.6](course)\n- Which quarter is [Orientoivat opinnot Pori](coursename)\n- Which quarter is [SUOS1](course)\n- Which quarter is [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, syksy 2018)](coursename)\n- Which quarter is [POLVOA52](course)\n- Which quarter is [Historiateoria](coursename)\n- Which quarter is [KKSUYP](course)\n- Which quarter is [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- Which quarter is [KASP2](course)\n- Which quarter is [Viron peruskurssi](coursename)\n- Which quarter is [TIETS09](course)\n- Which quarter is [Kokemuksen historia: tavoitteet ja menetelmät](coursename)\n- Which quarter is [SOS09.3](course)\n- Which quarter is [Research Methods in HTI](coursename)\n- Which quarter is [HALJUA21](course)\n- Which quarter is [Introduction to Political Theory (book exam/essay)](coursename)\n- Which quarter is [POLVOS24](course)\n- Which quarter is [Hoitotiede tieteenä, Seinäjoki](coursename)\n- Which quarter is [HISA2](course)\n- Which quarter is [Johdatus viestintään ja mediaan - verkkokurssi](coursename)\n- Which quarter is [ESPFA6](course)\n- Which quarter is [Algorithmic Problem Solving](coursename)\n- Which quarter is [HALJTS06](course)\n- Which quarter is [Opetussuunnitelmatyö yliopistossa](coursename)\n- Which quarter is [KATYVS24](course)\n- Which quarter is [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](coursename)\n- Which quarter is [KIRP5](course)\n- Which quarter is [Parties and Elections (book exam/essay)](coursename)\n- Which quarter is [KASA10](course)\n- Which quarter is [Keskustelunanalyysi (verkkokurssi), kevät 2019](coursename)\n- Which quarter is [LUOYY025](course)\n- Which quarter is [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- Which quarter is [POLVOS31](course)\n- Which quarter is [Kansainvälisen oikeuden peruskurssi](coursename)\n- Which quarter is [DPHSS204](course)\n- Which quarter is [Cultural Diversity in Education and at Work - (autumn)](coursename)\n- Which quarter is [KKVEVAL1](course)\n- Which quarter is [Sosiaalitieteiden kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- Which quarter is [HISS2](course)\n- Which quarter is [Translating and Editing for Publication](coursename)\n- What is the quarter of [TERA2](course)\n- What is the quarter of [Aikuiskasvatus ja työelämä - Seminaari ja lukupiiri (II-III per.) TAI kirjatentti (slk ja klk)](coursename)\n- What is the quarter of [KKENVAL8](course)\n- What is the quarter of [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- What is the quarter of [MTTTA14](course)\n- What is the quarter of [Yritysjuridiikan ajankohtaiset teemat](coursename)\n- What is the quarter of [JOVPVA7](course)\n- What is the quarter of [Pohjoismaisten kielten lähtötasokoe](coursename)\n- What is the quarter of [JOUJOVTS](course)\n- What is the quarter of [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](coursename)\n- What is the quarter of [TEATP3](course)\n- What is the quarter of [Gerontologian tohtorikoulutusseminaari](coursename)\n- What is the quarter of [KKIN5](course)\n- What is the quarter of [Sosiaalioikeus I](coursename)\n- What is the quarter of [TERKANA2](course)\n- What is the quarter of [Terveys politiikassa, taloudessa ja järjestelmissä](coursename)\n- What is the quarter of [KASP4](course)\n- What is the quarter of [Finnish Advanced Course 2 (taught in Finnish)](coursename)\n- What is the quarter of [KASLOE6.2](course)\n- What is the quarter of [Kandidaattiseminaari](coursename)\n- What is the quarter of [KASS1](course)\n- What is the quarter of [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](coursename)\n- What is the quarter of [KASP1](course)\n- What is the quarter of [Kestävän kehityksen käytäntöjä](coursename)\n- What is the quarter of [JOUJOVTS](course)\n- What is the quarter of [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](coursename)\n- What is the quarter of [MVKS46](course)\n- What is the quarter of [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](coursename)\n- What is the quarter of [KASVAR5](course)\n- What is the quarter of [Vanheneminen ikääntyvässä yhteiskunnassa](coursename)\n- What is the quarter of [COSOPC1](course)\n- What is the quarter of [Communication écrite/Kirjallinen viestintä](coursename)\n- What is the quarter of [PEACEGS1](course)\n- What is the quarter of [Software Project Management, Theory](coursename)\n- What is the quarter of [JKKYINA15](course)\n- What is the quarter of [Postcolonial Literature](coursename)\n- What is the quarter of [VENA10](course)\n- What is the quarter of [Markkinoinnin kannattavuus ja taloudellisuus](coursename)\n- What is the quarter of [SUOP2](course)\n- What is the quarter of [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](coursename)\n- What is the quarter of [KASA9](course)\n- What is the quarter of [Arjen latinaa ja kulttuurihistoriaa](coursename)\n- What is the quarter of [KKES4](course)\n- What is the quarter of [Usean muuttujan integraalilaskenta](coursename)\n- What is the quarter of [SOSM6.3](course)\n- What is the quarter of [Vakuutuslaitosten sijoitustoiminta](coursename)\n- What is the quarter of [TIETA19](course)\n- What is the quarter of [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename)\n- What is the quarter of [TAYJ12](course)\n- What is the quarter of [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](coursename)\n- What is the quarter of [KATMAP11](course)\n- What is the quarter of [Peace and Conflict Research (book exam/essay)](coursename)\n- What is the quarter of [FILA3](course)\n- What is the quarter of [Aikuiskasvatus ja työelämä, kirjatentti, Pori](coursename)\n- What is the quarter of [PEDAYOP1](course)\n- What is the quarter of [Human-Centered Product Development (TUT/IHTE)](coursename)\n- What is the quarter of [KKES5](course)\n- What is the quarter of [Kasvatushistoria, kirjatentti, Seinäjoki](coursename)\n- What is the quarter of [ITIA03](course)\n- What is the quarter of [Finnish Survival Course (Tampere Summer School 2018)](coursename)\n- Which quarter will [ITIA11](course) begin\n- Which quarter will [Variety in Present-day English](coursename) begin\n- Which quarter will [PCP10/NAM IV](course) begin\n- Which quarter will [Advanced Course in Microeconomics I](coursename) begin\n- Which quarter will [ESPFP3](course) begin\n- Which quarter will [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi) / KTM-tutkinto](coursename) begin\n- Which quarter will [SOS4.4](course) begin\n- Which quarter will [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename) begin\n- Which quarter will [TRSU02](course) begin\n- Which quarter will [Nordic Parliaments (POMLFCS1)](coursename) begin\n- Which quarter will [MVKS30](course) begin\n- Which quarter will [Kunnallistalouden kirjanpito -](coursename) begin\n- Which quarter will [TIETA9](course) begin\n- Which quarter will [Julkisten palvelujen johtaminen](coursename) begin\n- Which quarter will [POLKVA22](course) begin\n- Which quarter will [Management and organizations I (literature)](coursename) begin\n- Which quarter will [POLKVA33](course) begin\n- Which quarter will [Writing Scientific Journal Articles](coursename) begin\n- Which quarter will [KASLOM6](course) begin\n- Which quarter will [History of Education - book exam](coursename) begin\n- Which quarter will [TAYJ035](course) begin\n- Which quarter will [Internship or work placement](coursename) begin\n- Which quarter will [RANP1](course) begin\n- Which quarter will [Kandidaatintutkielma ja seminaari, kevät 2019](coursename) begin\n- Which quarter will [KKSUOPE](course) begin\n- Which quarter will [Konfliktinratkaisu (kirjatentti/essee)](coursename) begin\n- Which quarter will [ITIA03](course) begin\n- Which quarter will [Tilastotieteen perusteet](coursename) begin\n- Which quarter will [DPMED15](course) begin\n- Which quarter will [Journalismin perusteet, luennot](coursename) begin\n- Which quarter will [KASA13](course) begin\n- Which quarter will [Kirjallisuus, kulttuuri ja yhteiskunta](coursename) begin\n- Which quarter will [FONEP2](course) begin\n- Which quarter will [Puhetekniikan ja vokologian opettaminen](coursename) begin\n- Which quarter will [KASPUHA4](course) begin\n- Which quarter will [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](coursename) begin\n- Which quarter will [MVKS54-56](course) begin\n- Which quarter will [Eheyttävä musiikkikasvatus - Soitinrakennus](coursename) begin\n- Which quarter will [KASSM2](course) begin\n- Which quarter will [Julkisen talousjohtamisen vaihtuvasisältöinen opintojakso](coursename) begin\n- Which quarter will [FILP2](course) begin\n- Which quarter will [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](coursename) begin\n- Which quarter will [MTTMA10](course) begin\n- Which quarter will [KEB-21101 Mikrobiologia](coursename) begin\n- Which quarter will [ENGA10](course) begin\n- Which quarter will [Latinalaisen Amerikan historia ja kirjallisuus - Historia y literatura de Latinoamérica](coursename) begin\n- Which quarter will [KATLAA99](course) begin\n- Which quarter will [Terveyden ja mielenterveyden psykologia I (avoin yliopisto)](coursename) begin\n- Which quarter will [POLVOA31](course) begin\n- Which quarter will [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename) begin\n- Which quarter will [DPII1](course) begin\n- Which quarter will [International Society (book exam/essay)](coursename) begin\n- Which quarter will [JOVA18](course) begin\n- Which quarter will [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi](coursename) begin\n- Which quarter will [SOS10.2](course) begin\n- Which quarter will [Tieteellinen kirjoittaminen (SOC)](coursename) begin\n- Which quarter will [KASLOE7.1](course) begin\n- Which quarter will [Fonetiikan tilastomenetelmät](coursename) begin\n- Which quarter will [HALYAA99](course) begin\n- Which quarter will [Terveys, arki ja toimijuus](coursename) begin\n- I want to know which semester will [KATVAA14](course) start\n- I want to know which semester will [Kandidaatintutkielmaseminaari - Seminaari](coursename) start\n- I want to know which semester will [MTTTP5](course) start\n- I want to know which semester will [Yritysverkoston juridinen hallinta](coursename) start\n- I want to know which semester will [SUOV4](course) start\n- I want to know which semester will [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](coursename) start\n- I want to know which semester will [BTK1099](course) start\n- I want to know which semester will [Data Structures](coursename) start\n- I want to know which semester will [TAYJ033](course) start\n- I want to know which semester will [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](coursename) start\n- I want to know which semester will [KATLAS26](course) start\n- I want to know which semester will [Johdon laskentatoimen jatkokurssi](coursename) start\n- I want to know which semester will [MTTTA2](course) start\n- I want to know which semester will [Käännösviestintä I - Käännösviestintä I englanti-suomi](coursename) start\n- I want to know which semester will [KATVRS44](course) start\n- I want to know which semester will [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)](coursename) start\n- I want to know which semester will [DPEDUB.1B](course) start\n- I want to know which semester will [Asiantuntemus ja arjen ympäristöpolitiikka](coursename) start\n- I want to know which semester will [KKSUPRO](course) start\n- I want to know which semester will [Introduction to Web Publishing - Spring 2019](coursename) start\n- I want to know which semester will [KATMAP11](course) start\n- I want to know which semester will [Kerronnan monet muodot - kirjatentti ja essee](coursename) start\n- I want to know which semester will [DPCMTJT2](course) start\n- I want to know which semester will [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename) start\n- I want to know which semester will [KASLOM6](course) start\n- I want to know which semester will [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](coursename) start\n- I want to know which semester will [KATLITO3](course) start\n- I want to know which semester will [Politicization in Europe and the EU](coursename) start\n- I want to know which semester will [TERHOI4](course) start\n- I want to know which semester will [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](coursename) start\n- I want to know which semester will [KASERIT4](course) start\n- I want to know which semester will [Terveyden edistämisen interventiot, Seinäjoki](coursename) start\n- I want to know which semester will [JOVA20](course) start\n- I want to know which semester will [Puhe- ja nielemistoimintojen tutkimus ja kuntoutus](coursename) start\n- I want to know which semester will [MTTA2](course) start\n- I want to know which semester will [Accounting Information Systems](coursename) start\n- I want to know which semester will [PEACE045](course) start\n- I want to know which semester will [Introduction to Web Publishing - Spring 2019](coursename) start\n- I want to know which semester will [TAYJ034](course) start\n- I want to know which semester will [Ranska III](coursename) start\n- I want to know which semester will [HALKAS15](course) start\n- I want to know which semester will [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename) start\n- I want to know which semester will [PEACE046](course) start\n- I want to know which semester will [Tieteellinen kommunikaatio ja bibliometriikka](coursename) start\n- I want to know which semester will [KKRUYHT](course) start\n- I want to know which semester will [Kestävän kehityksen johdantojakso](coursename) start\n- I want to know which semester will [SOS04.4](course) start\n- I want to know which semester will [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](coursename) start\n- I want to know which semester will [HISA3A](course) start\n- I want to know which semester will [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 9.11.2018](coursename) start\n- I want to know which semester will [SOSM2](course) start\n- I want to know which semester will [Johdatus Euroopan unioniin](coursename) start\n- I want to know which semester will [SOS6.2.1](course) start\n- I want to know which semester will [Talousviestintä / Wirtschaftskommunikation](coursename) start\n- I want to know which semester will [KKSU2](course) start\n- I want to know which semester will [Orientation - General Orientation Course for International Students](coursename) start\n- I want to know which semester will [BTK2040](course) start\n- I want to know which semester will [Kulttuurien kohtaaminen](coursename) start\n- I want to know which semester will [POLKVS31](course) start\n- I want to know which semester will [Introduction to R](coursename) start\n- I want to know which semester is [JOVAT1](course)\n- I want to know which semester is [Tekstiklinikka tutkielman kirjoittajille](coursename)\n- I want to know which semester is [SOS10.6](course)\n- I want to know which semester is [Kandidaattiseminaari ja tutkielma (yritysjuridiikka ja vero-oikeus)](coursename)\n- I want to know which semester is [KASVART2](course)\n- I want to know which semester is [Finnish Elementary Course 1 (taught in 1. & 2. period)](coursename)\n- I want to know which semester is [TAYJ042](course)\n- I want to know which semester is [Valinnainen jakso: Dokumenttikurssi](coursename)\n- I want to know which semester is [TAYJ032](course)\n- I want to know which semester is [Sosiaalisten riskien hallinta](coursename)\n- I want to know which semester is [KASA13](course)\n- I want to know which semester is [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](coursename)\n- I want to know which semester is [FILA2](course)\n- I want to know which semester is [Tietorakenteet](coursename)\n- I want to know which semester is [ENGS44](course)\n- I want to know which semester is [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](coursename)\n- I want to know which semester is [JOUJOVTS](course)\n- I want to know which semester is [Orientoivat opinnot - Alkuorientaatio](coursename)\n- I want to know which semester is [JOVA18](course)\n- I want to know which semester is [Business, Society and Nature (Independent study) Autumn 2018](coursename)\n- I want to know which semester is [FILS1A](course)\n- I want to know which semester is [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](coursename)\n- I want to know which semester is [ITIY3](course)\n- I want to know which semester is [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](coursename)\n- I want to know which semester is [HALHAS15](course)\n- I want to know which semester is [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi (avoin yo)](coursename)\n- I want to know which semester is [KASP1](course)\n- I want to know which semester is [Pro gradu -seminaari ja -tutkielma (2018-2019)](coursename)\n- I want to know which semester is [KASSM3](course)\n- I want to know which semester is [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- I want to know which semester is [KKENVAL9](course)\n- I want to know which semester is [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](coursename)\n- I want to know which semester is [ITIA03](course)\n- I want to know which semester is [Teaching, Pedagogical Facilitating, Learning](coursename)\n- I want to know which semester is [POLKVS21](course)\n- I want to know which semester is [Hoitotiede tieteenä](coursename)\n- I want to know which semester is [SOS10.1.4](course)\n- I want to know which semester is [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti](coursename)\n- I want to know which semester is [MTTTA1](course)\n- I want to know which semester is [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename)\n- I want to know which semester is [KKSULUK](course)\n- I want to know which semester is [Taidehistoria ja näyttelypedagogiikka -](coursename)\n- I want to know which semester is [PCP11](course)\n- I want to know which semester is [Lähtötasokoe](coursename)\n- I want to know which semester is [TAYJ035](course)\n- I want to know which semester is [Sosiaalityön toimintaympäristöt](coursename)\n- I want to know which semester is [SOS3](course)\n- I want to know which semester is [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot (verkkokurssi)](coursename)\n- I want to know which semester is [HALHAA99](course)\n- I want to know which semester is [EI OPETETA 2018-2019 In vitro models](coursename)\n- I want to know which semester is [JOVPVS12](course)\n- I want to know which semester is [Oppimisyhteisöt ja vuorovaikutus, kirjatentti](coursename)\n- I want to know which semester is [LATAP4](course)\n- I want to know which semester is [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](coursename)\n- I want to know which semester is [KATYVS25](course)\n- I want to know which semester is [Asiakassuhde ja haastattelu](coursename)\n- I want to know which semester is [KKRUPRE2](course)\n- I want to know which semester is [Kehityspsykologia I](coursename)\n- I want to know which semester is [KASSA5](course)\n- I want to know which semester is [KEB-61410 Laaja kemia 1](coursename)\n- I want to know the study period of [MEDU06](course)\n- I want to know the study period of [Graduseminaari, jatkava (Markkola)](coursename)\n- I want to know the study period of [PSYA1](course)\n- I want to know the study period of [Johdatus länsimaiseen kirjallisuushistoriaan - luennot](coursename)\n- I want to know the study period of [KKSAVAL2](course)\n- I want to know the study period of [Economics and the Business Environment](coursename)\n- I want to know the study period of [DPHSS203](course)\n- I want to know the study period of [Terveyden edistämisen perusteet](coursename)\n- I want to know the study period of [KATMAS12](course)\n- I want to know the study period of [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](coursename)\n- I want to know the study period of [KASLOH1](course)\n- I want to know the study period of [Kandidaatintutkielma - Seminaari ja tutkielma](coursename)\n- I want to know the study period of [JOVTS5](course)\n- I want to know the study period of [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](coursename)\n- I want to know the study period of [KASMULTI5](course)\n- I want to know the study period of [Lokalisoinnin peruskurssi](coursename)\n- I want to know the study period of [SUOR1/A6](course)\n- I want to know the study period of [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](coursename)\n- I want to know the study period of [ENGA12](course)\n- I want to know the study period of [Yhteisösosiaalityö monikulttuurisessa ympäristössä](coursename)\n- I want to know the study period of [HTIS53](course)\n- I want to know the study period of [Innovation Project (Spring term 2018-IV)](coursename)\n- I want to know the study period of [JKKYVAL00](course)\n- I want to know the study period of [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](coursename)\n- I want to know the study period of [JOVPVA5](course)\n- I want to know the study period of [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- I want to know the study period of [HTIS67](course)\n- I want to know the study period of [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](coursename)\n- I want to know the study period of [KASMULTI2C](course)\n- I want to know the study period of [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](coursename)\n- I want to know the study period of [KASA12](course)\n- I want to know the study period of [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- I want to know the study period of [KKENKTMO](course)\n- I want to know the study period of [Biologia ja ympäristötieto - Biologian kenttäkurssi - 2. vsk (1-2. ryhmät Hyytiälä)](coursename)\n- I want to know the study period of [KASVAR1](course)\n- I want to know the study period of [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename)\n- I want to know the study period of [SOS06.4](course)\n- I want to know the study period of [Kandidaattiseminaari (JATKAVA, Vahtikari)](coursename)\n- I want to know the study period of [POLKVS22](course)\n- I want to know the study period of [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](coursename)\n- I want to know the study period of [POHS3](course)\n- I want to know the study period of [Viestinnän etiikka - verkkokurssi](coursename)\n- I want to know the study period of [SOS10.1.4](course)\n- I want to know the study period of [Finnish Elementary Course 1 (taught in 1. period)](coursename)\n- I want to know the study period of [TAYJ026](course)\n- I want to know the study period of [Fundamentals of Finance (Tampere Summer School)](coursename)\n- I want to know the study period of [ITIY3](course)\n- I want to know the study period of [Analyysi B](coursename)\n- I want to know the study period of [POLKVS22](course)\n- I want to know the study period of [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Seinäjoki](coursename)\n- I want to know the study period of [KASSG](course)\n- I want to know the study period of [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- I want to know the study period of [KKSUSOTE](course)\n- I want to know the study period of [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Pori](coursename)\n- I want to know the study period of [SOS4.3](course)\n- I want to know the study period of [Kandidaattiseminaari ja tutkielma (markkinointi) - syksy 2018](coursename)\n- I want to know the study period of [KATTAS34](course)\n- I want to know the study period of [Markkinoinnin ja myynnin perusteet](coursename)\n- I want to know the study period of [KASP4](course)\n- I want to know the study period of [Sosiaalisten riskien hallinta](coursename)\n- I want to know the academic term for [YKIEP1](course)\n- I want to know the academic term for [Seminaari, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- I want to know the academic term for [YKYY0](course)\n- I want to know the academic term for [Hesdoc Annual Meeting](coursename)\n- I want to know the academic term for [FILA3](course)\n- I want to know the academic term for [Projektiharjoittelu](coursename)\n- I want to know the academic term for [ITIS61](course)\n- I want to know the academic term for [Personal Study Planning](coursename)\n- I want to know the academic term for [SUKKP6](course)\n- I want to know the academic term for [Knowledge, business and work in a digital society](coursename)\n- I want to know the academic term for [DPIS2](course)\n- I want to know the academic term for [Talous - politiikka - kulttuuri -lukupiiri](coursename)\n- I want to know the academic term for [BIO4470](course)\n- I want to know the academic term for [Yksilöllisyys oppimisessa ja osallistumisessa](coursename)\n- I want to know the academic term for [SOS08.3](course)\n- I want to know the academic term for [Master's Thesis Seminar - Thesis seminar II](coursename)\n- I want to know the academic term for [KASSA4](course)\n- I want to know the academic term for [Mental Health Research: Using the Knowledge and Adding to it](coursename)\n- I want to know the academic term for [LTLY01](course)\n- I want to know the academic term for [Valtakurssi](coursename)\n- I want to know the academic term for [LTLY213](course)\n- I want to know the academic term for [Johdatus viestinnän tutkimukseen ja analyysiin](coursename)\n- I want to know the academic term for [KATYVA41](course)\n- I want to know the academic term for [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename)\n- I want to know the academic term for [JKKYVAL00](course)\n- I want to know the academic term for [Puhe ja ääni tieteellisen tutkimuksen kohteena](coursename)\n- I want to know the academic term for [JOVTS5](course)\n- I want to know the academic term for [Academic Presentations](coursename)\n- I want to know the academic term for [RANP4](course)\n- I want to know the academic term for [Study Skills - Basics of Information Literacy](coursename)\n- I want to know the academic term for [KKSUSOTE](course)\n- I want to know the academic term for [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat( luennot)](coursename)\n- I want to know the academic term for [KKENVAL9](course)\n- I want to know the academic term for [Johdatus yhteiskuntahistoriaan](coursename)\n- I want to know the academic term for [SUOT3](course)\n- I want to know the academic term for [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](coursename)\n- I want to know the academic term for [GTS2](course)\n- I want to know the academic term for [Soluviljely (2. vuosikurssin opiskelijoille)](coursename)\n- I want to know the academic term for [POLVOA22](course)\n- I want to know the academic term for [Methods of Variationist Linguistics](coursename)\n- I want to know the academic term for [KATJOA13](course)\n- I want to know the academic term for [Asevelvollisuus Suomessa ja kansainvälisesti](coursename)\n- I want to know the academic term for [KASLOE8.1](course)\n- I want to know the academic term for [Vero-oikeuden perusteet](coursename)\n- I want to know the academic term for [LOGA4](course)\n- I want to know the academic term for [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, slk18](coursename)\n- I want to know the academic term for [DPJKKPS](course)\n- I want to know the academic term for [Lain ja hallinnon käännösviestinnän seminaari englanti-suomi](coursename)\n- I want to know the academic term for [KASVAR3](course)\n- I want to know the academic term for [Tutkimustyön perusteet - a) Tieteenfilosofia](coursename)\n- I want to know the academic term for [KASLOH3](course)\n- I want to know the academic term for [Simultaanitulkkaus I englanti-suomi-englanti](coursename)\n- I want to know the academic term for [PEDAYOP4](course)\n- I want to know the academic term for [International Political Economy (book exam/essay)](coursename)\n- I want to know the academic term for [KASMULTI2C](course)\n- I want to know the academic term for [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](coursename)\n- I want to know the academic term for [GTS9](course)\n- I want to know the academic term for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. opiskelijat](coursename)\n- I want to know the academic term for [HALKOS21](course)\n- I want to know the academic term for [American Government & Politics (Tampere Summer School 2018)](coursename)\n\n\n## intent:poikkeusajat\n- Exceptions [KASA9](course)\n- Exceptions [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, I-periodi](coursename)\n- Exceptions [TERTIETO3](course)\n- Exceptions [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](coursename)\n- Exceptions [HALKAA99](course)\n- Exceptions [Tieteenfilosofia](coursename)\n- Exceptions [KASP2](course)\n- Exceptions [Julkistalous](coursename)\n- Exceptions [YKYYHT1](course)\n- Exceptions [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](coursename)\n- Exceptions [ENGS3](course)\n- Exceptions [Terveydenhuollon ja terveystutkimuksen etiikka, Seinäjoki](coursename)\n- Exceptions [ENGP2](course)\n- Exceptions [Orientaatio psykologiaan](coursename)\n- Exceptions [HALHAS21](course)\n- Exceptions [Tieteellisen tiedonhankinnan perusteet (venäjä) -](coursename)\n- Exceptions [KATVRA15](course)\n- Exceptions [Opetus, ohjaus, oppiminen, verkko-opetus](coursename)\n- Exceptions [KKSAPRE1](course)\n- Exceptions [Political Systems (book exam/essay)](coursename)\n- Exceptions [SOS08.3](course)\n- Exceptions [Kandidaatintutkielma ja seminaari - Seminaari](coursename)\n- Exceptions [HTIY006](course)\n- Exceptions [Translating and Editing for Publication](coursename)\n- Exceptions [KATJOP11](course)\n- Exceptions [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename)\n- Exceptions [HISA1B](course)\n- Exceptions [Tarkastusmenetelmien teoria ja käytäntö](coursename)\n- Exceptions [TERKANA2](course)\n- Exceptions [Sosiaalityön teoriahistoria](coursename)\n- Exceptions [BIO4661](course)\n- Exceptions [Tuutorivastaavana toimiminen](coursename)\n- Exceptions [MEDU10](course)\n- Exceptions [Empiiristen tutkimusmenetelmien yleisesitykset (kirjatentti/essee)](coursename)\n- Exceptions [POLKAA99](course)\n- Exceptions [Kognitiivinen neurotiede I (avoin yliopisto)](coursename)\n- Exceptions [KIRA3G](course)\n- Exceptions [Verkkopalvelujen informaatioarkkitehtuuri](coursename)\n- Exceptions [KIRA1](course)\n- Exceptions [Logiikka](coursename)\n- Exceptions [POHP0](course)\n- Exceptions [Master´s Thesis and Seminar - for the group that started in 2017](coursename)\n- Exceptions [KATTAS33](course)\n- Exceptions [Ohjelmoinnin tekniikka C](coursename)\n- Exceptions [STYS3B](course)\n- Exceptions [Argumentaation ja tieteellisen päättelyn perusteet](coursename)\n- Exceptions [TERKAN12](course)\n- Exceptions [Kandidaatin tutkielma ja seminaari (hoitotiede)](coursename)\n- Exceptions [DPCMTJ2](course)\n- Exceptions [Perspectives in Educational Research](coursename)\n- Exceptions [BIO4716](course)\n- Exceptions [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](coursename)\n- Exceptions [ESPFA5](course)\n- Exceptions [Sukukieli: norska](coursename)\n- Exceptions [YKT04.2](course)\n- Exceptions [Yritysverotus](coursename)\n- Exceptions [KAMYVS99](course)\n- Exceptions [Tuutorina toimiminen](coursename)\n- Exceptions [POHA2](course)\n- Exceptions [Monimuuttujamenetelmien perusteet](coursename)\n- Exception [KATTV01](course)\n- Exception [SGN-53007 Computational Diagnostics](coursename)\n- Exception [JOUJOVTS](course)\n- Exception [Tampereen puhekieli](coursename)\n- Exception [TERKANA2](course)\n- Exception [Ranskan yhteiskunta I / Société française I](coursename)\n- Exception [GTS2](course)\n- Exception [Johdatus kääntäjän suomen opintoihin](coursename)\n- Exception [DPEDUE](course)\n- Exception [Käännösteknologian harjoituskurssi](coursename)\n- Exception [KASVART2](course)\n- Exception [Kandidaatin tutkielma ja seminaari (kevät)](coursename)\n- Exception [POLYEP12](course)\n- Exception [Aktuelle Texte aus Presse und Studium](coursename)\n- Exception [TERHOIA1](course)\n- Exception [Matemaattiset aineet - Koulugeometria - 2 vsk](coursename)\n- Exception [HISA4](course)\n- Exception [Master's Thesis Seminar in Human-Technology Interaction (Starting Spring term)](coursename)\n- Exception [TRMU2](course)\n- Exception [Työhyvinvointi](coursename)\n- Exception [POLKVA31](course)\n- Exception [Asiantuntijan puheviestintä ja vuorovaikutus (3. periodi)](coursename)\n- Exception [LTLY16](course)\n- Exception [Radio Project](coursename)\n- Exception [TERKAN4](course)\n- Exception [Ainedidaktiikka II](coursename)\n- Exception [KKSUVAL3](course)\n- Exception [Työ- ja virkamiesoikeus](coursename)\n- Exception [KASLOM2](course)\n- Exception [Biokemian työt: Proteiinit](coursename)\n- Exception [BTK0002](course)\n- Exception [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- Exception [TERKANA5](course)\n- Exception [Sosiaalitieteiden kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- Exception [JOVP4](course)\n- Exception [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](coursename)\n- Exception [PEDA6](course)\n- Exception [Cancer Biology](coursename)\n- Exception [KASSM3](course)\n- Exception [Introduction to leadership and management](coursename)\n- Exception [SOSM5.1](course)\n- Exception [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](coursename)\n- Exception [KKSUKK](course)\n- Exception [Markkinoinnin johtaminen ja organisointi](coursename)\n- Exception [KASLOE9.5](course)\n- Exception [Human-Centered Product Development (TUT/IHTE)](coursename)\n- Exception [SOSM6.1](course)\n- Exception [Kiina I](coursename)\n- Exception [YKYYHT2](course)\n- Exception [Yhteiskunnan mittaaminen](coursename)\n- Exception [STYP5](course)\n- Exception [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](coursename)\n- Exception [DPEDUB.2](course)\n- Exception [Dialogue: Constructive Talk at Work](coursename)\n- Exception [KATJOA13](course)\n- Exception [Tuloksellisuuden arvioinnin teoria](coursename)\n- Exception [SUOP2](course)\n- Exception [Kuvataidekasvatus / Harjoitukset - 2.vsk](coursename)\n- Exception [TERTIETO3](course)\n- Exception [Sociolinguistics](coursename)\n- What are the exceptions for [BTK4410](course)\n- What are the exceptions for [Johdatus etiikkaan](coursename)\n- What are the exceptions for [POLVOA42](course)\n- What are the exceptions for [[CANCELLED] Editing Project](coursename)\n- What are the exceptions for [HALJUS12](course)\n- What are the exceptions for [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- What are the exceptions for [POLVOS24](course)\n- What are the exceptions for [Rauhan- ja konfliktintutkimus (kirjatentti/essee)](coursename)\n- What are the exceptions for [LOGS6](course)\n- What are the exceptions for [Euroopan unioni ja maailma](coursename)\n- What are the exceptions for [STYA6](course)\n- What are the exceptions for [Journalism Start-Ups and Enterpreneurialism](coursename)\n- What are the exceptions for [VIROP1](course)\n- What are the exceptions for [Aikuis- ja ammattikasvatuksen asiantuntijuus](coursename)\n- What are the exceptions for [JOVP1](course)\n- What are the exceptions for [Business Ethics (Lectures)](coursename)\n- What are the exceptions for [KKRAVAL1](course)\n- What are the exceptions for [Perehdyttäminen tietotekniikan alkeisiin (kevät)](coursename)\n- What are the exceptions for [POHS3](course)\n- What are the exceptions for [Työeläkejärjestelmät](coursename)\n- What are the exceptions for [PSYA1](course)\n- What are the exceptions for [Courses in Computer Science in TUT](coursename)\n- What are the exceptions for [KASMULTI2C](course)\n- What are the exceptions for [Cancer Biology](coursename)\n- What are the exceptions for [HTIS51](course)\n- What are the exceptions for [Government and Society: Inequality](coursename)\n- What are the exceptions for [DPIT1](course)\n- What are the exceptions for [Juridisk svenska](coursename)\n- What are the exceptions for [KATLAA11](course)\n- What are the exceptions for [Moniammatillinen -klinikkaopetus](coursename)\n- What are the exceptions for [SOS09.1](course)\n- What are the exceptions for [Liike-elämän ruotsia I](coursename)\n- What are the exceptions for [SUKKP6](course)\n- What are the exceptions for [Strateginen brändijohtaminen](coursename)\n- What are the exceptions for [COSOPC1](course)\n- What are the exceptions for [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - Kasvatustieteellinen luku- ja kirjoitustaito](coursename)\n- What are the exceptions for [HALJTS03](course)\n- What are the exceptions for [Kandidaatin tutkielma ja seminaari (hoitotiede)](coursename)\n- What are the exceptions for [KKSUPRO](course)\n- What are the exceptions for [Seminaari (Nikunen) jatkuu keväältä](coursename)\n- What are the exceptions for [RANS3](course)\n- What are the exceptions for [Oikeudellisen tutkimuksen perusteet](coursename)\n- What are the exceptions for [TERTIETO2](course)\n- What are the exceptions for [Introduction to Public Administration Research, Reforms and Trends](coursename)\n- What are the exceptions for [KKENVAL4](course)\n- What are the exceptions for [Writing for Research (online course)](coursename)\n- What are the exceptions for [MOLI](course)\n- What are the exceptions for [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 13.-14.12.2017](coursename)\n- What are the exceptions for [KKENVAL4](course)\n- What are the exceptions for [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 4. periodi](coursename)\n- What are the exceptions for [KKIN5](course)\n- What are the exceptions for [The Cancer Biology Journal Club](coursename)\n- What are the exceptions for [TERKAN4](course)\n- What are the exceptions for [Tietokantojen perusteet - Näyttökoe, syksy 2018](coursename)\n- What are the exceptions for [KATTAS90](course)\n- What are the exceptions for [Taidehistoria ja näyttelypedagogiikka -](coursename)\n- What are the exceptions for [ITIA7](course)\n- What are the exceptions for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](coursename)\n- What are the exceptions for [HALYAS99](course)\n- What are the exceptions for [Kiina II](coursename)\n- [POLVOS21](course) exceptions\n- [Projektin suunnittelu ja johtaminen](coursename) exceptions\n- [POLKVA32](course) exceptions\n- [The Employment Protection in Russia](coursename) exceptions\n- [SOS09.3](course) exceptions\n- [Kandidaattitutkielma ja seminaari (tilastotiede)](coursename) exceptions\n- [HALKOS25](course) exceptions\n- [Introduction to Big Data Processing](coursename) exceptions\n- [VENP4/VENK2](course) exceptions\n- [Yritysjuridiikan ajankohtaiset teemat](coursename) exceptions\n- [SOSM5.1](course) exceptions\n- [Kasvatuksen ja koulutuksen järjestelmät](coursename) exceptions\n- [ITIS42](course) exceptions\n- [Kielioppi I](coursename) exceptions\n- [PSYS10](course) exceptions\n- [Verkkopalvelujen informaatioarkkitehtuuri](coursename) exceptions\n- [KASERIT2](course) exceptions\n- [Johdatus hallintotieteeseen (avoin yliopisto-opetus), monimuoto-opetus](coursename) exceptions\n- [BIOMJ016](course) exceptions\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](coursename) exceptions\n- [SUOV1](course) exceptions\n- [Tutkimuksen perusteet ja etiikka](coursename) exceptions\n- [KKSULL](course) exceptions\n- [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename) exceptions\n- [JKKYTVA12](course) exceptions\n- [Rakennebiologia](coursename) exceptions\n- [POLKVA33](course) exceptions\n- [Konfliktinratkaisu (kirjatentti/essee)](coursename) exceptions\n- [SUKKP0](course) exceptions\n- [Tiede ja teknologia -tutkimusseminaari](coursename) exceptions\n- [ENGP7](course) exceptions\n- [Global Terrorism: Political Violence in a Global Age](coursename) exceptions\n- [ITIY3](course) exceptions\n- [Aikuis- ja ammattikasvatuksen asiantuntijuus](coursename) exceptions\n- [KKSUHUK](course) exceptions\n- [ATLAS.ti laadullisen analyysin tukena](coursename) exceptions\n- [LOGS6](course) exceptions\n- [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) exceptions\n- [HALKAS12](course) exceptions\n- [Internship or work placement](coursename) exceptions\n- [KASP1](course) exceptions\n- [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](coursename) exceptions\n- [VENP5](course) exceptions\n- [Terveystaloustieteen tohtorikoulutussemiaari](coursename) exceptions\n- [HTIS51](course) exceptions\n- [Lukuteoria ja algebra opettajille -](coursename) exceptions\n- [KATYVS25](course) exceptions\n- [Terveyden ja mielenterveyden psykologia II](coursename) exceptions\n- [HISA1B](course) exceptions\n- [Asiantuntijan puheviestintä ja vuorovaikutusosaaminen](coursename) exceptions\n- [DPEDUA.1B](course) exceptions\n- [Thesis seminar](coursename) exceptions\n- [HALYAS12](course) exceptions\n- [Language and Identity](coursename) exceptions\n- [POLPOP05](course) exceptions\n- [Kognitiivinen neurotiede I](coursename) exceptions\n- [KATSTA13](course) exceptions\n- [Kieli ja kielentäminen -2. vsk (luennot)](coursename) exceptions\n- [BTK4321](course) exceptions\n- [Kirjallinen ja suullinen viestintä II: suullinen viestintä](coursename) exceptions\n- [KASA5](course) exception\n- [United States History, 1877-1945](coursename) exception\n- [KKRUBMT](course) exception\n- [Empiirinen projekti](coursename) exception\n- [KKENVAL9](course) exception\n- [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](coursename) exception\n- [KASP4](course) exception\n- [SGN-41007 Pattern Recognition and Machine Learning](coursename) exception\n- [KKSAVAL3](course) exception\n- [Sota-ajan säännösteltyä kulttuuria](coursename) exception\n- [HALKOS27](course) exception\n- [Kandidaatin tutkielma ja seminaari (syksy)](coursename) exception\n- [JOVP4](course) exception\n- [Terve ja turvallinen kouluyhteisö](coursename) exception\n- [SOCYKV1](course) exception\n- [Tekninen työ -](coursename) exception\n- [KKSUHUK1](course) exception\n- [Conflicts over the Use of Natural Resources and the Environment](coursename) exception\n- [KATYVS25](course) exception\n- [Viestinnän etiikka - verkkokurssi](coursename) exception\n- [TIETA6](course) exception\n- [Ajankohtaiset ilmiöt hallintotieteissä](coursename) exception\n- [KASLOM5](course) exception\n- [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](coursename) exception\n- [TAYJ035](course) exception\n- [Valinnainen jakso: Työpaja: Tulevaisuuden kaupunki](coursename) exception\n- [TIEY2](course) exception\n- [Eläimet työssä](coursename) exception\n- [YKYYV07](course) exception\n- [Tutkimustyön perusteet - a) Tieteenfilosofia](coursename) exception\n- [POLVOS27](course) exception\n- [Markkinoinnin johtaminen ja organisointi](coursename) exception\n- [RANS3](course) exception\n- [Medioitu vuorovaikutus](coursename) exception\n- [KATVAA14](course) exception\n- [Study Skills and Personal Study Planning - Basics of Information Literacy](coursename) exception\n- [KATRAS12](course) exception\n- [Intercultural Communication](coursename) exception\n- [TERA2](course) exception\n- [Lähtötasokoe / Schwellentest](coursename) exception\n- [KATVAS21](course) exception\n- [Terveyden edistämisen interventiot](coursename) exception\n- [SOS10.6](course) exception\n- [Pääoma-lukuseminaari](coursename) exception\n- [KASERIT4](course) exception\n- [Filosofian historia](coursename) exception\n- [HALJTS02](course) exception\n- [Scientific Writing - Module B - Thesis Writing (online)](coursename) exception\n- [POLKVA31](course) exception\n- [Dialogitulkkaus / Dialogdolmetschen](coursename) exception\n- [KKENVAL4](course) exception\n- [Kandidaattiseminaari (JATKAVA, Nevala)](coursename) exception\n- [KKRUYHT](course) exception\n- [Väitöskirja (tutkijaseminaarit)](coursename) exception\n- [BIO2350](course) exception\n- [Dimensionality Reduction and Visualization](coursename) exception\n- [HTIS79](course) exception\n- [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](coursename) exception\n- [KASLOM8](course) exception\n- [Politics and Changing Contexts (book exam)](coursename) exception\n- Exceptions in teaching hours [MVKS46](course)\n- Exceptions in teaching hours [Basics of Management and Organizations](coursename)\n- Exceptions in teaching hours [ROMAP2](course)\n- Exceptions in teaching hours [Developing a Proposal for Community-Based Qualitative Research](coursename)\n- Exceptions in teaching hours [VENP2](course)\n- Exceptions in teaching hours [Orientoivat opinnot ja HOPS (suomen kieli)](coursename)\n- Exceptions in teaching hours [HISP1](course)\n- Exceptions in teaching hours [Epidemiologian perusteet](coursename)\n- Exceptions in teaching hours [KATVRS42](course)\n- Exceptions in teaching hours [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- Exceptions in teaching hours [KKSUYP](course)\n- Exceptions in teaching hours [Kielioppi I/Språkets strukturer I](coursename)\n- Exceptions in teaching hours [KKVEVAL1](course)\n- Exceptions in teaching hours [Orientaatiopäivä väitöskirjatutkijoille](coursename)\n- Exceptions in teaching hours [KASVART2](course)\n- Exceptions in teaching hours [Learning from Multiple Sources](coursename)\n- Exceptions in teaching hours [KASLIITU](course)\n- Exceptions in teaching hours [Managing Research Information](coursename)\n- Exceptions in teaching hours [POLKAA99](course)\n- Exceptions in teaching hours [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](coursename)\n- Exceptions in teaching hours [KASP5](course)\n- Exceptions in teaching hours [Opettajasuunnan seminaari](coursename)\n- Exceptions in teaching hours [POLPOP05](course)\n- Exceptions in teaching hours [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- Exceptions in teaching hours [HISA2](course)\n- Exceptions in teaching hours [Johdon laskentatoimen teoria -](coursename)\n- Exceptions in teaching hours [TERA2](course)\n- Exceptions in teaching hours [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), kevät -](coursename)\n- Exceptions in teaching hours [KASA13](course)\n- Exceptions in teaching hours [Research Methods in HTI](coursename)\n- Exceptions in teaching hours [STYP1B](course)\n- Exceptions in teaching hours [Research on Media, Culture and Education](coursename)\n- Exceptions in teaching hours [TERVAL1](course)\n- Exceptions in teaching hours [Orientaatio maisteriopintoihin](coursename)\n- Exceptions in teaching hours [PSYA10](course)\n- Exceptions in teaching hours [Vuorovaikutus ja tekstit S2-näkökulmasta](coursename)\n- Exceptions in teaching hours [PSYS6D](course)\n- Exceptions in teaching hours [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](coursename)\n- Exceptions in teaching hours [TERKAN6](course)\n- Exceptions in teaching hours [Geometria](coursename)\n- Exceptions in teaching hours [KATYVA22](course)\n- Exceptions in teaching hours [Suomen kielen ja sen tutkimuksen historia](coursename)\n- Exceptions in teaching hours [ITIP1](course)\n- Exceptions in teaching hours [Legal English](coursename)\n- Exceptions in teaching hours [KASVAR11](course)\n- Exceptions in teaching hours [International Business Law](coursename)\n- Exceptions in teaching hours [ENGA13](course)\n- Exceptions in teaching hours [Poliittinen viestintä - verkkosuorituksena](coursename)\n- Exceptions in teaching hours [TECHS6](course)\n- Exceptions in teaching hours [Kiina II](coursename)\n- Exceptions in teaching hours [KKENVAL8](course)\n- Exceptions in teaching hours [Tila, teknologia ja toiminta - essee](coursename)\n- Exceptions in teaching hours [KASSO8](course)\n- Exceptions in teaching hours [Moniammatilliset johtamisopinnot](coursename)\n- Exceptions in teaching hours [ITIS24](course)\n- Exceptions in teaching hours [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename)\n- Exceptions in teaching hours [POLVOA31](course)\n- Exceptions in teaching hours [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](coursename)\n- Exceptions in teaching hours [LATAP3](course)\n- Exceptions in teaching hours [Writing for Research](coursename)\n- Exceptions in teaching times [POHS2](course)\n- Exceptions in teaching times [Creative Writing in English](coursename)\n- Exceptions in teaching times [KKSU6](course)\n- Exceptions in teaching times [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](coursename)\n- Exceptions in teaching times [POLVOS24](course)\n- Exceptions in teaching times [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](coursename)\n- Exceptions in teaching times [SOS7.2/STYA4B](course)\n- Exceptions in teaching times [Introduction to leadership and management](coursename)\n- Exceptions in teaching times [STYP1A](course)\n- Exceptions in teaching times [Kandidaatintutkielma - Seminaari ja tutkielma](coursename)\n- Exceptions in teaching times [KATYVA34](course)\n- Exceptions in teaching times [Web-tutkimus](coursename)\n- Exceptions in teaching times [KKES1](course)\n- Exceptions in teaching times [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](coursename)\n- Exceptions in teaching times [JKKYVAP](course)\n- Exceptions in teaching times [Tiedonhankintataidot (hoitotiede), Seinäjoki](coursename)\n- Exceptions in teaching times [KKSULUK](course)\n- Exceptions in teaching times [Tiedon rajat](coursename)\n- Exceptions in teaching times [HALTVA15](course)\n- Exceptions in teaching times [Johdon laskentatoimen teoria -](coursename)\n- Exceptions in teaching times [SAKP0](course)\n- Exceptions in teaching times [Asevelvollisuus Suomessa ja kansainvälisesti](coursename)\n- Exceptions in teaching times [TERA6](course)\n- Exceptions in teaching times [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](coursename)\n- Exceptions in teaching times [KATVRA15](course)\n- Exceptions in teaching times [Introduction to R (Tampere Summer School 2018)](coursename)\n- Exceptions in teaching times [KASA11](course)\n- Exceptions in teaching times [Proseminaari](coursename)\n- Exceptions in teaching times [JOVPVS13](course)\n- Exceptions in teaching times [Johdatus tilastotieteeseen](coursename)\n- Exceptions in teaching times [ITIP2](course)\n- Exceptions in teaching times [Kandidaattiseminaari](coursename)\n- Exceptions in teaching times [STYA5](course)\n- Exceptions in teaching times [Kielioppi I / Grammatik I](coursename)\n- Exceptions in teaching times [DPLS01](course)\n- Exceptions in teaching times [Molekyylibiologian työt](coursename)\n- Exceptions in teaching times [KKSUYHT](course)\n- Exceptions in teaching times [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename)\n- Exceptions in teaching times [LATAP4](course)\n- Exceptions in teaching times [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Exceptions in teaching times [KASLOH4A](course)\n- Exceptions in teaching times [Study Skills - Basics of Information Literacy](coursename)\n- Exceptions in teaching times [PSYS6D](course)\n- Exceptions in teaching times [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](coursename)\n- Exceptions in teaching times [TAYJ034](course)\n- Exceptions in teaching times [Johdatus hallintotieteeseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- Exceptions in teaching times [POLKVA23](course)\n- Exceptions in teaching times [Sopimusoikeus](coursename)\n- Exceptions in teaching times [STYVA](course)\n- Exceptions in teaching times [Teemaseminaari Kant Puhtaan järjen kritiikki](coursename)\n- Exceptions in teaching times [HISP4](course)\n- Exceptions in teaching times [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](coursename)\n- Exceptions in teaching times [SAKW1](course)\n- Exceptions in teaching times [Commercial Actors in Security and War](coursename)\n- Exceptions in teaching times [POLVOA32](course)\n- Exceptions in teaching times [Finnish Elementary Course 1 (taught in 1. period)](coursename)\n- Exceptions in teaching times [TIEA3](course)\n- Exceptions in teaching times [Tutkiva opiskelu](coursename)\n- Exceptions in teaching times [KKSUYHT](course)\n- Exceptions in teaching times [Radiokääntäminen (saksa)](coursename)\n- Are there any exceptions in teaching [KATRAA11](course)\n- Are there any exceptions in teaching [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](coursename)\n- Are there any exceptions in teaching [POLKAA99](course)\n- Are there any exceptions in teaching [Imagining Persia/Iran: Orientalism, Revolution and Diaspora](coursename)\n- Are there any exceptions in teaching [HALYAA13](course)\n- Are there any exceptions in teaching [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename)\n- Are there any exceptions in teaching [HISA4](course)\n- Are there any exceptions in teaching [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename)\n- Are there any exceptions in teaching [SAKP2](course)\n- Are there any exceptions in teaching [Kandidaattiseminaari ja -tutkielma (hallintotiede), kevät -](coursename)\n- Are there any exceptions in teaching [SOSM6.3](course)\n- Are there any exceptions in teaching [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- Are there any exceptions in teaching [DPHSS201](course)\n- Are there any exceptions in teaching [Kandidaattiseminaari (JATKAVA, Katermaa)](coursename)\n- Are there any exceptions in teaching [JOVA2](course)\n- Are there any exceptions in teaching [Orientation - Orientation to studying in the Software Development programme](coursename)\n- Are there any exceptions in teaching [YKT06.2](course)\n- Are there any exceptions in teaching [Johdatus yritysjuridiikkaan](coursename)\n- Are there any exceptions in teaching [KIRS4](course)\n- Are there any exceptions in teaching [Venäjän historia, kirjallisuus ja kulttuuri](coursename)\n- Are there any exceptions in teaching [ITIS45](course)\n- Are there any exceptions in teaching [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- Are there any exceptions in teaching [POHS3](course)\n- Are there any exceptions in teaching [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](coursename)\n- Are there any exceptions in teaching [LTLY16](course)\n- Are there any exceptions in teaching [Viron peruskurssi](coursename)\n- Are there any exceptions in teaching [HALJUS14](course)\n- Are there any exceptions in teaching [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](coursename)\n- Are there any exceptions in teaching [HIST01](course)\n- Are there any exceptions in teaching [KEB-62100 Orgaaninen kemia](coursename)\n- Are there any exceptions in teaching [HALJUA42](course)\n- Are there any exceptions in teaching [Speakers Series](coursename)\n- Are there any exceptions in teaching [HALJUA21](course)\n- Are there any exceptions in teaching [Saksa I](coursename)\n- Are there any exceptions in teaching [TIETA18](course)\n- Are there any exceptions in teaching [Tuutorvastaavana toimiminen / Being a tutor in charge](coursename)\n- Are there any exceptions in teaching [POLVOA22](course)\n- Are there any exceptions in teaching [Poliittiset prosessit (kirjatentti/essee)](coursename)\n- Are there any exceptions in teaching [KASLOM3](course)\n- Are there any exceptions in teaching [Kognitiiviseen käyttäytymisterapiaan pohjautuvat interventiot](coursename)\n- Are there any exceptions in teaching [KASP5](course)\n- Are there any exceptions in teaching [Multi-level Modelling (MLM) - Concepts and Practice -](coursename)\n- Are there any exceptions in teaching [POLPOP05](course)\n- Are there any exceptions in teaching [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename)\n- Are there any exceptions in teaching [TERKANP6](course)\n- Are there any exceptions in teaching [Etnografinen tutkimusprosessi](coursename)\n- Are there any exceptions in teaching [POLKVS31](course)\n- Are there any exceptions in teaching [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 3. periodi](coursename)\n- Are there any exceptions in teaching [KASLOE6.2](course)\n- Are there any exceptions in teaching [Intermediate studies in Computer Science in TUT](coursename)\n- Are there any exceptions in teaching [LTLY210](course)\n- Are there any exceptions in teaching [Pro gradu -tutkielma ja seminaari](coursename)\n- Are there any exceptions in teaching [PSYP1](course)\n- Are there any exceptions in teaching [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](coursename)\n- Are there any exceptions in teaching [STYS2B](course)\n- Are there any exceptions in teaching [Tiimi toimii - puheviestinnän syventävä kurssi (1.-2.periodi)](coursename)\n- Are there any exceptions in teaching [JOVTS7](course)\n- Are there any exceptions in teaching [Sosiaalityön toimintaympäristöt (kirjatentti)](coursename)\n- Are there any exceptions in teaching [KKKI3](course)\n- Are there any exceptions in teaching [Introduction to Web Publishing (Tampere Summer School 2018)](coursename)\n- What exceptions are there in [MTTMA1A](course)\n- What exceptions are there in [EI toteutusta 2018-19 Advanced immunology](coursename)\n- What exceptions are there in [KASLOM6](course)\n- What exceptions are there in [Perspectives in Educational Research](coursename)\n- What exceptions are there in [FILT10](course)\n- What exceptions are there in [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](coursename)\n- What exceptions are there in [KATRAA12](course)\n- What exceptions are there in [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](coursename)\n- What exceptions are there in [KASVAR1](course)\n- What exceptions are there in [Study Skills and Personal Study Planning - Basics of Information Literacy](coursename)\n- What exceptions are there in [BTK1013](course)\n- What exceptions are there in [Kognitiivinen neurotiede I](coursename)\n- What exceptions are there in [TSEKP2](course)\n- What exceptions are there in [Algebra 2](coursename)\n- What exceptions are there in [HALTVA15](course)\n- What exceptions are there in [Neurocomputing](coursename)\n- What exceptions are there in [KATVRS60](course)\n- What exceptions are there in [Visualization of Quantitative Data](coursename)\n- What exceptions are there in [KKSUSC](course)\n- What exceptions are there in [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](coursename)\n- What exceptions are there in [KKSU7](course)\n- What exceptions are there in [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.3.2019](coursename)\n- What exceptions are there in [KASA13](course)\n- What exceptions are there in [Lasten arki suomalaisessa yhteiskunnassa / Harjoitukset - 1.vsk](coursename)\n- What exceptions are there in [KASMULTI4](course)\n- What exceptions are there in [Kiina I](coursename)\n- What exceptions are there in [PSYA5](course)\n- What exceptions are there in [Dialogitulkkaus](coursename)\n- What exceptions are there in [KASA2](course)\n- What exceptions are there in [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](coursename)\n- What exceptions are there in [HISA1B](course)\n- What exceptions are there in [Professional Writing (online course)](coursename)\n- What exceptions are there in [HALYAA14](course)\n- What exceptions are there in [Research on Media, Culture and Education](coursename)\n- What exceptions are there in [POLVOA42](course)\n- What exceptions are there in [Opintojen suunnittelu - HOPS2](coursename)\n- What exceptions are there in [KKRUHY](course)\n- What exceptions are there in [Kohti matematiikan opettajuutta 1(TTY)](coursename)\n- What exceptions are there in [KATMAP11](course)\n- What exceptions are there in [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename)\n- What exceptions are there in [HTIS84](course)\n- What exceptions are there in [Ilmoittautuminen pro gradu -seminaariin, tammikuussa 2019 alkavat ryhmät](coursename)\n- What exceptions are there in [TERKAN16](course)\n- What exceptions are there in [Tieteellinen kirjoittaminen](coursename)\n- What exceptions are there in [COSOPC3](course)\n- What exceptions are there in [Sosiaalitieteiden teoria I - SOS5b luennot](coursename)\n- What exceptions are there in [KKSUYP](course)\n- What exceptions are there in [Tilastotieteen matriisilaskenta ja laskennalliset menetelmät](coursename)\n- What exceptions are there in [KATLITO2](course)\n- What exceptions are there in [Environmental History and Cultural Ecology of Russia (VENS20)](coursename)\n- What exceptions are there in [TERKANP5](course)\n- What exceptions are there in [Distributed Systems](coursename)\n- What exceptions are there in [POLKVA42](course)\n- What exceptions are there in [Johdatus matematiikkaan ja tilastotieteeseen](coursename)\n- What exceptions are there in [KKSU1](course)\n- What exceptions are there in [Kehittävä asiantuntijatyö organisaatioissa](coursename)\n- What exceptions are there in [STYA1A](course)\n- What exceptions are there in [Graduseminaari, jatkava (Niemi)](coursename)\n- What exceptions are there in [SOSM6.3](course)\n- What exceptions are there in [Continental Model: The Austrian System of Work and Social Security](coursename)\n- Lecture exceptions [YKYYHT4A](course)\n- Lecture exceptions [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](coursename)\n- Lecture exceptions [STYA3B2](course)\n- Lecture exceptions [Current and Future Challenges of World Politics and Economy (POMLFCS3)](coursename)\n- Lecture exceptions [MVKS15R](course)\n- Lecture exceptions [Opintojen ohjattu suunnittelu](coursename)\n- Lecture exceptions [TAYJ035](course)\n- Lecture exceptions [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename)\n- Lecture exceptions [KKSAVAL4](course)\n- Lecture exceptions [Seminaari (Nikunen)](coursename)\n- Lecture exceptions [HALYAA15](course)\n- Lecture exceptions [Musiikin soveltava projekti - Yhteisöllinen musiikillinen projekti](coursename)\n- Lecture exceptions [KKSU7](course)\n- Lecture exceptions [Peace, Human Rights and Democracy in the Korean Peninsula and East Asia (Tampere Summer School 2018)](coursename)\n- Lecture exceptions [ITIS24](course)\n- Lecture exceptions [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- Lecture exceptions [KIRA4E](course)\n- Lecture exceptions [Johtamisen ja julkisen politiikan tutkimus ja ajankohtaiset kysymykset](coursename)\n- Lecture exceptions [POHA6](course)\n- Lecture exceptions [Nordic Model: Nordic Welfare Societies](coursename)\n- Lecture exceptions [POMLFCS3](course)\n- Lecture exceptions [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename)\n- Lecture exceptions [PSYS12](course)\n- Lecture exceptions [Phylogenetics](coursename)\n- Lecture exceptions [HISA2](course)\n- Lecture exceptions [Aktuelle Texte aus Presse und Studium](coursename)\n- Lecture exceptions [TECHS1](course)\n- Lecture exceptions [Draama - 2 vsk opinnot ja 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat (pienryhmäopetus)](coursename)\n- Lecture exceptions [KASA11](course)\n- Lecture exceptions [Writing the Nation](coursename)\n- Lecture exceptions [KASLOH3](course)\n- Lecture exceptions [Data Structures](coursename)\n- Lecture exceptions [KKVE2](course)\n- Lecture exceptions [Statistics](coursename)\n- Lecture exceptions [KATTAS90](course)\n- Lecture exceptions [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- Lecture exceptions [KASMULTI4](course)\n- Lecture exceptions [Hoitotiede tieteenä, Seinäjoki](coursename)\n- Lecture exceptions [KASA15](course)\n- Lecture exceptions [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi)](coursename)\n- Lecture exceptions [RANP0](course)\n- Lecture exceptions [Soluviljely (2. vuosikurssin opiskelijoille)](coursename)\n- Lecture exceptions [HALYAP01](course)\n- Lecture exceptions [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](coursename)\n- Lecture exceptions [POLKVS32](course)\n- Lecture exceptions [Ekoterveys, luonto ja ihminen](coursename)\n- Lecture exceptions [HISA1B](course)\n- Lecture exceptions [Kvalitatiiviset menetelmät](coursename)\n- Lecture exceptions [SOSM2](course)\n- Lecture exceptions [Player and User Studies](coursename)\n- Lecture exceptions [BTK2112](course)\n- Lecture exceptions [Human-Centered Product Development (TUT/IHTE)](coursename)\n- Lecture exceptions [MTTMA3B](course)\n- Lecture exceptions [Klinikkaharjoittelu](coursename)\n- Lecture exceptions [ITIP2](course)\n- Lecture exceptions [Environmental History and Cultural Ecology of Russia (VENS20)](coursename)\n- Lecture exceptions [POHP2](course)\n- Lecture exceptions [Uskontojen antropologiaa](coursename)\n- Lecture exceptions [PSYS5](course)\n- Lecture exceptions [Terve ja turvallinen kouluyhteisö](coursename)\n- Does [TERKAN1](course) have exceptions in teaching hours\n- Does [Terveystieteiden orientoivat tohtoriopinnot](coursename) have exceptions in teaching hours\n- Does [HALJUA22](course) have exceptions in teaching hours\n- Does [Moniammatilliset oppimisyhteisöt - Luennot](coursename) have exceptions in teaching hours\n- Does [DPIT2](course) have exceptions in teaching hours\n- Does [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) have exceptions in teaching hours\n- Does [HISA4](course) have exceptions in teaching hours\n- Does [Pro gradu -seminaari](coursename) have exceptions in teaching hours\n- Does [BTK3125](course) have exceptions in teaching hours\n- Does [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](coursename) have exceptions in teaching hours\n- Does [RANP5](course) have exceptions in teaching hours\n- Does [Saamelaisen kirjallisuuden intensiivikurssi](coursename) have exceptions in teaching hours\n- Does [TAYJ034](course) have exceptions in teaching hours\n- Does [Käyttöliittymien perusteet](coursename) have exceptions in teaching hours\n- Does [JOUJOVTS](course) have exceptions in teaching hours\n- Does [Vanhat ja uudet klassikot (kirjatentti/essee)](coursename) have exceptions in teaching hours\n- Does [JOVPVA5](course) have exceptions in teaching hours\n- Does [Kandidaatin tutkielma ja seminaari (kurssi alkanut keväällä 2018 Hoitotieteen opiskelijoille)](coursename) have exceptions in teaching hours\n- Does [HISA2](course) have exceptions in teaching hours\n- Does [Tieteellinen kirjoittaminen / SOC (logopedia)](coursename) have exceptions in teaching hours\n- Does [HALJTA14](course) have exceptions in teaching hours\n- Does [Visuaalisen journalismin erityisalueet](coursename) have exceptions in teaching hours\n- Does [TAYJ025](course) have exceptions in teaching hours\n- Does [SGN-53007 Computational Diagnostics](coursename) have exceptions in teaching hours\n- Does [POLKVS22](course) have exceptions in teaching hours\n- Does [Viestinnän etiikka](coursename) have exceptions in teaching hours\n- Does [KATVAA13](course) have exceptions in teaching hours\n- Does [Käännöstieteellinen tutkimus ja metodit](coursename) have exceptions in teaching hours\n- Does [MTTTY1](course) have exceptions in teaching hours\n- Does [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](coursename) have exceptions in teaching hours\n- Does [JOVA15](course) have exceptions in teaching hours\n- Does [The Study of World Politics (book exam/essay)](coursename) have exceptions in teaching hours\n- Does [SOSM6.1](course) have exceptions in teaching hours\n- Does [Työelämäntutkimusta monimuuttujamenetelmin](coursename) have exceptions in teaching hours\n- Does [POLKVS32](course) have exceptions in teaching hours\n- Does [Valtio-opin maisteriseminaari](coursename) have exceptions in teaching hours\n- Does [VENA10](course) have exceptions in teaching hours\n- Does [Aikuis- ja ammattikasvatuksen asiantuntijuus](coursename) have exceptions in teaching hours\n- Does [KASS3](course) have exceptions in teaching hours\n- Does [Historiankirjoituksen historia](coursename) have exceptions in teaching hours\n- Does [PEACE045](course) have exceptions in teaching hours\n- Does [Lehti- ja verkkojournalismi](coursename) have exceptions in teaching hours\n- Does [KASP1](course) have exceptions in teaching hours\n- Does [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](coursename) have exceptions in teaching hours\n- Does [KKIN5](course) have exceptions in teaching hours\n- Does [Äänen tutkimus ja kuntoutus](coursename) have exceptions in teaching hours\n- Does [KKSUVAL3](course) have exceptions in teaching hours\n- Does [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](coursename) have exceptions in teaching hours\n- Does [HALYAP01](course) have exceptions in teaching hours\n- Does [Tutkimuksen perusteet ja etiikka](coursename) have exceptions in teaching hours\n- Does [KATYVA99](course) have exceptions in teaching hours\n- Does [Julkisen talousjohtamisen informaatio](coursename) have exceptions in teaching hours\n- Does [BTK1031](course) have exceptions in teaching hours\n- Does [Oikeustieteellinen tutkimus](coursename) have exceptions in teaching hours\n- Does [KKRUPRE2](course) have exceptions in teaching hours\n- Does [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename) have exceptions in teaching hours\n- Does [STYVA](course) have exceptions in teaching hours\n- Does [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](coursename) have exceptions in teaching hours\n- Does [BTK4701](course) have exceptions in teaching hours\n- Does [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](coursename) have exceptions in teaching hours\n- Were there exceptions in lectures [SOS10.1.3](course)\n- Were there exceptions in lectures [The Study of World Politics (book exam/essay)](coursename)\n- Were there exceptions in lectures [KATJOA12](course)\n- Were there exceptions in lectures [Tuutorina toimiminen](coursename)\n- Were there exceptions in lectures [KASVAR4](course)\n- Were there exceptions in lectures [Rakennebiologia](coursename)\n- Were there exceptions in lectures [HALKAA15](course)\n- Were there exceptions in lectures [Seminaari II / Seminar II](coursename)\n- Were there exceptions in lectures [KATTAS40](course)\n- Were there exceptions in lectures [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename)\n- Were there exceptions in lectures [KATJOS32](course)\n- Were there exceptions in lectures [Esimiestyö (kevät 2019)](coursename)\n- Were there exceptions in lectures [LUOYA200](course)\n- Were there exceptions in lectures [Tietohallinnon johtaminen](coursename)\n- Were there exceptions in lectures [BTK2040](course)\n- Were there exceptions in lectures [International Political Economy (book exam/essay)](coursename)\n- Were there exceptions in lectures [ITIY3](course)\n- Were there exceptions in lectures [Antiikin ja keskiajan ryhmä](coursename)\n- Were there exceptions in lectures [HALJTA99](course)\n- Were there exceptions in lectures [Kasvatushistoria - kirjatentti (slk ja klk)](coursename)\n- Were there exceptions in lectures [POLKVA33](course)\n- Were there exceptions in lectures [Finnish Society and Culture (spring)](coursename)\n- Were there exceptions in lectures [KKRUKTM](course)\n- Were there exceptions in lectures [Mediadiskurssi](coursename)\n- Were there exceptions in lectures [SOS4.4](course)\n- Were there exceptions in lectures [Analyysi C](coursename)\n- Were there exceptions in lectures [KIRS5](course)\n- Were there exceptions in lectures [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC) online](coursename)\n- Were there exceptions in lectures [KATLITO4](course)\n- Were there exceptions in lectures [MED Research Day](coursename)\n- Were there exceptions in lectures [JOVP1](course)\n- Were there exceptions in lectures [Latinan kielen alkeiskurssi](coursename)\n- Were there exceptions in lectures [PSYP1](course)\n- Were there exceptions in lectures [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](coursename)\n- Were there exceptions in lectures [KASLOE6.2](course)\n- Were there exceptions in lectures [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (2. periodi)](coursename)\n- Were there exceptions in lectures [KASA13](course)\n- Were there exceptions in lectures [Political Institutions and Processes (book exam/essay)](coursename)\n- Were there exceptions in lectures [KASP3](course)\n- Were there exceptions in lectures [Suullinen ja kirjallinen taito - Suulliset ja kirjalliset harjoitukset/Expresión oral y escrita - Conversación y redacción](coursename)\n- Were there exceptions in lectures [SOS6.2.1](course)\n- Were there exceptions in lectures [Pro gradu -seminaari](coursename)\n- Were there exceptions in lectures [MVKS63](course)\n- Were there exceptions in lectures [Speakers Series](coursename)\n- Were there exceptions in lectures [FILA2](course)\n- Were there exceptions in lectures [Second Language Acquisition](coursename)\n- Were there exceptions in lectures [HALJUS14](course)\n- Were there exceptions in lectures [Aikuiskasvatus ja työelämä, kirjatentti, Seinäjoki](coursename)\n- Were there exceptions in lectures [VENA16](course)\n- Were there exceptions in lectures [Tiedon organisointi ja informaatioarkkitehtuuri](coursename)\n- Were there exceptions in lectures [DPEDUA.1B](course)\n- Were there exceptions in lectures [Experimental animal course](coursename)\n- Were there exceptions in lectures [ITIY003](course)\n- Were there exceptions in lectures [Monikieliset tekstikorpukset (verkkokurssi)](coursename)\n- Were there exceptions in lectures [POHA14](course)\n- Were there exceptions in lectures [Kommunikationstraining I](coursename)\n- Were there exceptions in lectures [SUOV3](course)\n- Were there exceptions in lectures [Valinnainen jakso: Radioprojekti (syksy)](coursename)\n- Were there exceptions in lectures [KKSA2](course)\n- Were there exceptions in lectures [Kandidaattiseminaari (JATKAVA, Nevala)](coursename)\n- Teaching times exceptions for [HALKAS11](course)\n- Teaching times exceptions for [Uutiskuvaus ja Henkilökuvaus](coursename)\n- Teaching times exceptions for [KATLAS25](course)\n- Teaching times exceptions for [Scientific Writing - Module B - Thesis Writing (online)](coursename)\n- Teaching times exceptions for [TAYJ11](course)\n- Teaching times exceptions for [Modern Risk Management](coursename)\n- Teaching times exceptions for [KATTAS40](course)\n- Teaching times exceptions for [Lähtötasokoe](coursename)\n- Teaching times exceptions for [LOGS2](course)\n- Teaching times exceptions for [Perspectives to sustainable organisational and societal change](coursename)\n- Teaching times exceptions for [KASA11](course)\n- Teaching times exceptions for [Histoteknologian ja valomikroskopian perusteet](coursename)\n- Teaching times exceptions for [POLKVA12](course)\n- Teaching times exceptions for [Tiivistämisen taito](coursename)\n- Teaching times exceptions for [KASP5](course)\n- Teaching times exceptions for [Finnish Elementary Course 3](coursename)\n- Teaching times exceptions for [KASLOE6.2](course)\n- Teaching times exceptions for [Liikuntapedagogiikan perusteet / Harjoitukset - 1.vsk](coursename)\n- Teaching times exceptions for [TRSU02](course)\n- Teaching times exceptions for [Johdatus matematiikkaan ja tilastotieteeseen](coursename)\n- Teaching times exceptions for [LUOYY006](course)\n- Teaching times exceptions for [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](coursename)\n- Teaching times exceptions for [KATLAA12](course)\n- Teaching times exceptions for [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](coursename)\n- Teaching times exceptions for [MVKS34](course)\n- Teaching times exceptions for [Business Ethics (Lectures)](coursename)\n- Teaching times exceptions for [SOS6.4.2](course)\n- Teaching times exceptions for [Syventävä projekti, syksyllä 2018 alkava](coursename)\n- Teaching times exceptions for [HTIS84](course)\n- Teaching times exceptions for [Valtiosääntöoikeuden syventävä jakso](coursename)\n- Teaching times exceptions for [HALTVP11](course)\n- Teaching times exceptions for [Improving the quality and safety of health care through outcomes research](coursename)\n- Teaching times exceptions for [HALHAS15](course)\n- Teaching times exceptions for [Kansainvälinen poliittinen talous (kirjatentti/essee)](coursename)\n- Teaching times exceptions for [KASLOM9](course)\n- Teaching times exceptions for [Parties, Elections and Political Participation (book exam/essay)](coursename)\n- Teaching times exceptions for [JOVA4](course)\n- Teaching times exceptions for [Johtamisen ja julkisen politiikan tutkimus ja ajankohtaiset kysymykset](coursename)\n- Teaching times exceptions for [KKENKTMO](course)\n- Teaching times exceptions for [Johdatus tilastotieteeseen](coursename)\n- Teaching times exceptions for [KKRULL](course)\n- Teaching times exceptions for [Minuus, identiteetti ja sosiaalinen konteksti](coursename)\n- Teaching times exceptions for [DPLSSEM](course)\n- Teaching times exceptions for [Orientoivat opinnot, HOPS](coursename)\n- Teaching times exceptions for [HALHAS15](course)\n- Teaching times exceptions for [Inclusiveness in Local Innovation Environments](coursename)\n- Teaching times exceptions for [KKSUTTK](course)\n- Teaching times exceptions for [Johdatus kaunokirjalliseen kääntämiseen](coursename)\n- Teaching times exceptions for [KASPUHS6](course)\n- Teaching times exceptions for [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti, Seinäjoki](coursename)\n- Teaching times exceptions for [BTK0011](course)\n- Teaching times exceptions for [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Teaching times exceptions for [KASLOM7](course)\n- Teaching times exceptions for [Kokemuksen historia: tavoitteet ja menetelmät](coursename)\n- Teaching times exceptions for [POLYEP11](course)\n- Teaching times exceptions for [Suullinen viestintä I - Fonetiikka](coursename)\n- Teaching times exceptions for [RUST1/VENS15](course)\n- Teaching times exceptions for [Metodologia/Metodologi](coursename)\n- Teaching times exceptions for [TRSU02](course)\n- Teaching times exceptions for [Vaihtuva-alainen kurssi: Oppimisvaikeudet](coursename)\n- What were the exceptions of teaching in [VENP6](course)\n- What were the exceptions of teaching in [Sosiaaliantropologian teoreettinen ajattelu](coursename)\n- What were the exceptions of teaching in [BTK1062](course)\n- What were the exceptions of teaching in [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, II-periodi](coursename)\n- What were the exceptions of teaching in [TERKAN12](course)\n- What were the exceptions of teaching in [Tekoälyn filosofia](coursename)\n- What were the exceptions of teaching in [BIO4395](course)\n- What were the exceptions of teaching in [Current Trends in Leadership](coursename)\n- What were the exceptions of teaching in [KKSUVAL3](course)\n- What were the exceptions of teaching in [Nuorisotyö ja nuorten elämänkulku](coursename)\n- What were the exceptions of teaching in [KASVAR4](course)\n- What were the exceptions of teaching in [Biomolekyylit](coursename)\n- What were the exceptions of teaching in [TIEA2.1A](course)\n- What were the exceptions of teaching in [Terveyttä viestinnästä- viestintää terveydestä](coursename)\n- What were the exceptions of teaching in [FONEP2](course)\n- What were the exceptions of teaching in [Scientific Writing - Module B - Thesis Writing (online)](coursename)\n- What were the exceptions of teaching in [KKENYHT](course)\n- What were the exceptions of teaching in [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](coursename)\n- What were the exceptions of teaching in [KASSM3](course)\n- What were the exceptions of teaching in [Theatre, Society, and Politics 1660-1760](coursename)\n- What were the exceptions of teaching in [DPLSSEM](course)\n- What were the exceptions of teaching in [Yhteiskunnan mittaaminen (verkkokurssi)](coursename)\n- What were the exceptions of teaching in [POLKVA43](course)\n- What were the exceptions of teaching in [Simultaanitulkkaus I saksa-suomi-saksa](coursename)\n- What were the exceptions of teaching in [BTK5557](course)\n- What were the exceptions of teaching in [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- What were the exceptions of teaching in [KATLAA99](course)\n- What were the exceptions of teaching in [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](coursename)\n- What were the exceptions of teaching in [JKKYTUO2](course)\n- What were the exceptions of teaching in [Julkisoikeuden perusteet](coursename)\n- What were the exceptions of teaching in [MEDU10](course)\n- What were the exceptions of teaching in [Julkisoikeuden perusteet (verkkototeutus)](coursename)\n- What were the exceptions of teaching in [POLVOA52](course)\n- What were the exceptions of teaching in [Johdatus politiikan teoriaan (kirjatentti/essee)](coursename)\n- What were the exceptions of teaching in [TERKAN9](course)\n- What were the exceptions of teaching in [Vakuutuslaitosten sijoitustoiminta](coursename)\n- What were the exceptions of teaching in [BTK1053](course)\n- What were the exceptions of teaching in [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](coursename)\n- What were the exceptions of teaching in [KATJOA99](course)\n- What were the exceptions of teaching in [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](coursename)\n- What were the exceptions of teaching in [KASLOE7.1](course)\n- What were the exceptions of teaching in [OASIS Key Master 2018-2019](coursename)\n- What were the exceptions of teaching in [KATPAL12](course)\n- What were the exceptions of teaching in [Scottish Literature](coursename)\n- What were the exceptions of teaching in [TERA2](course)\n- What were the exceptions of teaching in [Kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- What were the exceptions of teaching in [KATLAS17](course)\n- What were the exceptions of teaching in [Ajankohtaiset ilmiöt hallintotieteissä](coursename)\n- What were the exceptions of teaching in [KASVAR1](course)\n- What were the exceptions of teaching in [Ranska eilen, tänään ja huomenna](coursename)\n- What were the exceptions of teaching in [TERY4](course)\n- What were the exceptions of teaching in [Education in Developing Countries: Problems and Possible Solutions - Seminar](coursename)\n- What were the exceptions of teaching in [YKT07.1](course)\n- What were the exceptions of teaching in [Tietokantojen perusteet](coursename)\n- What were the exceptions of teaching in [KASA12](course)\n- What were the exceptions of teaching in [Kandidaattiseminaari ja -tutkielma (hallintotiede), kevät -](coursename)\n- What were the exceptions of teaching in [TERHOIA2](course)\n- What were the exceptions of teaching in [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](coursename)\n- What were the exceptions of teaching in [KASVAR11](course)\n- What were the exceptions of teaching in [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](coursename)\n- Does the schedule for [ROMAP3](course) have any exceptions\n- Does the schedule for [Lain ja hallinnon käännösviestinnän seminaari englanti-suomi](coursename) have any exceptions\n- Does the schedule for [LTLY16](course) have any exceptions\n- Does the schedule for [European Integration and Disintegration (BOOK EXAM POLKVS32)](coursename) have any exceptions\n- Does the schedule for [KAMYVS99](course) have any exceptions\n- Does the schedule for [Europe's Wicked Policy Problems (POMLFCS2)](coursename) have any exceptions\n- Does the schedule for [ITIA03](course) have any exceptions\n- Does the schedule for [A Biomedical View of Patenting](coursename) have any exceptions\n- Does the schedule for [ITIY3](course) have any exceptions\n- Does the schedule for [Liikuntatuutorina toimiminen / Sports Tutoring](coursename) have any exceptions\n- Does the schedule for [KATJOA12](course) have any exceptions\n- Does the schedule for [Persoonallisuuspsykologia II](coursename) have any exceptions\n- Does the schedule for [JOVA11](course) have any exceptions\n- Does the schedule for [Inklusiivinen pedagogiikka ja oppimisen tukeminen](coursename) have any exceptions\n- Does the schedule for [HALKAP01](course) have any exceptions\n- Does the schedule for [Peace, Security and International Institutions (book exam/essay)](coursename) have any exceptions\n- Does the schedule for [VENA1](course) have any exceptions\n- Does the schedule for [Laaja-alaistava harjoittelu - Opetus- ja koulutushallinnon luennot](coursename) have any exceptions\n- Does the schedule for [STYVA](course) have any exceptions\n- Does the schedule for [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), kevät](coursename) have any exceptions\n- Does the schedule for [JOVA7](course) have any exceptions\n- Does the schedule for [Johdatus hoitotieteeseen](coursename) have any exceptions\n- Does the schedule for [JOVA11](course) have any exceptions\n- Does the schedule for [Teemaseminaari Kant Puhtaan järjen kritiikki](coursename) have any exceptions\n- Does the schedule for [TERA2](course) have any exceptions\n- Does the schedule for [Social Constructionism](coursename) have any exceptions\n- Does the schedule for [POLKVS33](course) have any exceptions\n- Does the schedule for [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](coursename) have any exceptions\n- Does the schedule for [KASERIT4](course) have any exceptions\n- Does the schedule for [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename) have any exceptions\n- Does the schedule for [KASA1.3](course) have any exceptions\n- Does the schedule for [Vaikuttaminen ja argumentointi](coursename) have any exceptions\n- Does the schedule for [DPIT2](course) have any exceptions\n- Does the schedule for [Terveystiedon didaktiikan perusteet](coursename) have any exceptions\n- Does the schedule for [BTK0002](course) have any exceptions\n- Does the schedule for [Tekstienväliset suhteet: Syventävä tekstianalyysi](coursename) have any exceptions\n- Does the schedule for [POLPOP03](course) have any exceptions\n- Does the schedule for [Orientoivat opinnot - Orientoivat opinnot](coursename) have any exceptions\n- Does the schedule for [TERY4](course) have any exceptions\n- Does the schedule for [Tilastomenetelmien perusteet, iltaryhmä](coursename) have any exceptions\n- Does the schedule for [JKKYORP1](course) have any exceptions\n- Does the schedule for [Lain ja hallinnon käännösviestinnän seminaari suomi-venäjä](coursename) have any exceptions\n- Does the schedule for [HALHAS99](course) have any exceptions\n- Does the schedule for [Venäjä IV](coursename) have any exceptions\n- Does the schedule for [HALJUA14](course) have any exceptions\n- Does the schedule for [Approaches and Tools for Conflict Analysis and Peace Mediation](coursename) have any exceptions\n- Does the schedule for [JMMETUS](course) have any exceptions\n- Does the schedule for [Yhtiöoikeuden syventävä opintojakso](coursename) have any exceptions\n- Does the schedule for [ITIA03](course) have any exceptions\n- Does the schedule for [Master's Thesis Seminar in Human-Technology Interaction (Starting Spring term)](coursename) have any exceptions\n- Does the schedule for [KATRAA12](course) have any exceptions\n- Does the schedule for [Hallinto-oikeus](coursename) have any exceptions\n- Does the schedule for [KASP5](course) have any exceptions\n- Does the schedule for [Critical theory and social ontology](coursename) have any exceptions\n- Does the schedule for [MTTTA7](course) have any exceptions\n- Does the schedule for [Multimodal Interaction](coursename) have any exceptions\n- Does the schedule for [POLKVA33](course) have any exceptions\n- Does the schedule for [Research seminar for postgraduate studies](coursename) have any exceptions\n- Does the schedule for [HISA1A](course) have any exceptions\n- Does the schedule for [Kansainvälisen politiikan menetelmäseminaari](coursename) have any exceptions\n- When were the exceptions for [KASA2](course)\n- When were the exceptions for [Liiketoiminnan analysoinnin ja kehittämisen case-kurssi](coursename)\n- When were the exceptions for [KASA13](course)\n- When were the exceptions for [Kielitieteen historia ja tutkimussuunnat](coursename)\n- When were the exceptions for [LTLY01](course)\n- When were the exceptions for [Gerontologian tohtorikoulutusseminaari](coursename)\n- When were the exceptions for [POLVOA32/S27](course)\n- When were the exceptions for [Research on Public Management and Organizations](coursename)\n- When were the exceptions for [KKSUKK](course)\n- When were the exceptions for [Terveyden ja mielenterveyden psykologia II](coursename)\n- When were the exceptions for [KASP5](course)\n- When were the exceptions for [Taitoseminaari](coursename)\n- When were the exceptions for [KASA12](course)\n- When were the exceptions for [Introduction to Cultural Psychology](coursename)\n- When were the exceptions for [VENP4/VENK2](course)\n- When were the exceptions for [Kielioppi I](coursename)\n- When were the exceptions for [KATMAS99](course)\n- When were the exceptions for [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename)\n- When were the exceptions for [SUOK2/A6/S8](course)\n- When were the exceptions for [Orientaatio yhteiskuntatutkimuksen opintoihin](coursename)\n- When were the exceptions for [KKSA2](course)\n- When were the exceptions for [Laskentatoimen perusteet](coursename)\n- When were the exceptions for [JOVP2](course)\n- When were the exceptions for [Visuaalisen kulttuurin syventymiskohde - Seminaari](coursename)\n- When were the exceptions for [KASMULTI2A](course)\n- When were the exceptions for [Ranska II](coursename)\n- When were the exceptions for [KKRUBMT](course)\n- When were the exceptions for [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](coursename)\n- When were the exceptions for [POLKAA99](course)\n- When were the exceptions for [Kuvanprosessointi / Digital Image Processing](coursename)\n- When were the exceptions for [MTTTP5](course)\n- When were the exceptions for [Teknologiat ja materiaalisuus terveyskysymyksissä](coursename)\n- When were the exceptions for [KASERIT4](course)\n- When were the exceptions for [Vapaaehtoistyössä toimiminen](coursename)\n- When were the exceptions for [SOSM5.1](course)\n- When were the exceptions for [Pro gradun viimeistelyseminaari (kirjallisuustiede)](coursename)\n- When were the exceptions for [BTK4321](course)\n- When were the exceptions for [Bioinformatics work course](coursename)\n- When were the exceptions for [DPIT1](course)\n- When were the exceptions for [Talouselämän käännösviestinnän seminaari suomi-saksa -](coursename)\n- When were the exceptions for [HISJATKO](course)\n- When were the exceptions for [Johdatus Suomen kirjallisuushistoriaan - luennot](coursename)\n- When were the exceptions for [LATA0](course)\n- When were the exceptions for [Research Ethics](coursename)\n- When were the exceptions for [KASSG](course)\n- When were the exceptions for [Dialogue: Constructive Talk at Work](coursename)\n- When were the exceptions for [HISA4](course)\n- When were the exceptions for [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](coursename)\n- When were the exceptions for [KASA4](course)\n- When were the exceptions for [Suullinen viestintä I - Fonetiikka](coursename)\n- When were the exceptions for [KASP5](course)\n- When were the exceptions for [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename)\n- When were the exceptions for [KATTAS40](course)\n- When were the exceptions for [Persoonallisuuspsykologia I (avoin yliopisto)](coursename)\n- When were the exceptions for [BIO2200](course)\n- When were the exceptions for [Tieteenfilosofiaa kasvatustieteen näkökulmasta](coursename)\n- When were the exceptions for [TERHOO3](course)\n- When were the exceptions for [Tutkijan puheviestintä](coursename)\n- When were the exceptions for [KKRUKK](course)\n- When were the exceptions for [Toiminnanohjausjärjestelmät (ERP)](coursename)\n- The exceptions in lessons for [ESPFA1](course)\n- The exceptions in lessons for [Sosiaalityön harjoittelu](coursename)\n- The exceptions in lessons for [ENGP8](course)\n- The exceptions in lessons for [Aineenvaihdunta](coursename)\n- The exceptions in lessons for [KASMULTI2B](course)\n- The exceptions in lessons for [Ryhmäviestintä](coursename)\n- The exceptions in lessons for [HALJUA61](course)\n- The exceptions in lessons for [Sosiaalisen median yhteisöt: menetelmällisiä ratkaisuja määrällisestä laadulliseen](coursename)\n- The exceptions in lessons for [ENGA1](course)\n- The exceptions in lessons for [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename)\n- The exceptions in lessons for [SOS6.3.3](course)\n- The exceptions in lessons for [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- The exceptions in lessons for [TERHOIA6](course)\n- The exceptions in lessons for [Tekstianalyysi - Luennot](coursename)\n- The exceptions in lessons for [SOS10.10.1](course)\n- The exceptions in lessons for [Behavioral Finance](coursename)\n- The exceptions in lessons for [HALHAA99](course)\n- The exceptions in lessons for [Seminaari I/Seminarium I](coursename)\n- The exceptions in lessons for [SUKKP3](course)\n- The exceptions in lessons for [Pitkä harjoittelu](coursename)\n- The exceptions in lessons for [COSOPC3](course)\n- The exceptions in lessons for [Poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- The exceptions in lessons for [KASA12](course)\n- The exceptions in lessons for [Organisational Change Dynamics and Management](coursename)\n- The exceptions in lessons for [TIETA11](course)\n- The exceptions in lessons for [Pakolaisuus, tila ja hallinta](coursename)\n- The exceptions in lessons for [TAYJ032](course)\n- The exceptions in lessons for [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename)\n- The exceptions in lessons for [TAYJ033](course)\n- The exceptions in lessons for [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](coursename)\n- The exceptions in lessons for [ITIP4](course)\n- The exceptions in lessons for [Education in Developing Countries: Problems and Possible Solutions - Seminar](coursename)\n- The exceptions in lessons for [KKSA2](course)\n- The exceptions in lessons for [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename)\n- The exceptions in lessons for [KKVE2](course)\n- The exceptions in lessons for [Struggles on Education](coursename)\n- The exceptions in lessons for [KASP4](course)\n- The exceptions in lessons for [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](coursename)\n- The exceptions in lessons for [JOUJOVTS](course)\n- The exceptions in lessons for [Terveyttä viestinnästä- viestintää terveydestä](coursename)\n- The exceptions in lessons for [STYS1B4](course)\n- The exceptions in lessons for [Kuvataidekasvatus / Harjoitukset - 2.vsk](coursename)\n- The exceptions in lessons for [KATJOS11](course)\n- The exceptions in lessons for [Agenda-Setting in Public Policy (POMLFCS1)](coursename)\n- The exceptions in lessons for [KASVAR4](course)\n- The exceptions in lessons for [Literature and Change after 1900 (British Literature)](coursename)\n- The exceptions in lessons for [ENGS3](course)\n- The exceptions in lessons for [Sosiaalipsykologia (verkkokurssi)](coursename)\n- The exceptions in lessons for [SAKP6](course)\n- The exceptions in lessons for [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](coursename)\n- The exceptions in lessons for [KASMULTI6](course)\n- The exceptions in lessons for [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](coursename)\n- The exceptions in lessons for [KKENVAL8](course)\n- The exceptions in lessons for [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename)\n- The exceptions in lessons for [SOSM5.2](course)\n- The exceptions in lessons for [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](coursename)\n- The exceptions in lessons for [MTTTY1](course)\n- The exceptions in lessons for [Orientation - Orientation to studying in the Degree Programme](coursename)\n- The exceptions in lessons for [KIRP3](course)\n- The exceptions in lessons for [Makrotalousteoria I](coursename)\n- Special teaching times for [KATLAA99](course)\n- Special teaching times for [Biokemian työt: Proteiinit](coursename)\n- Special teaching times for [SOS10.1.4](course)\n- Special teaching times for [Historiateoria](coursename)\n- Special teaching times for [KKLA1](course)\n- Special teaching times for [Romanian kielen jatkokurssi II / Advanced Course II in Romanian](coursename)\n- Special teaching times for [SAKA1](course)\n- Special teaching times for [Valinnainen jakso: Toimitustyön johtaminen/ JOVVJS1 Visuaalisen työn johtaminen](coursename)\n- Special teaching times for [KASVAPAA](course)\n- Special teaching times for [History, Culture and Literature: History](coursename)\n- Special teaching times for [JOVTS2](course)\n- Special teaching times for [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](coursename)\n- Special teaching times for [HALTVP11](course)\n- Special teaching times for [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](coursename)\n- Special teaching times for [KATTV01](course)\n- Special teaching times for [Erilaisuudesta moninaisuuteen - 1.vsk](coursename)\n- Special teaching times for [MTTMS1](course)\n- Special teaching times for [Kuvan uudet muodot](coursename)\n- Special teaching times for [STYA1A2](course)\n- Special teaching times for [Cell Technology](coursename)\n- Special teaching times for [HTIY005](course)\n- Special teaching times for [Laboroinnin perusteet](coursename)\n- Special teaching times for [SOS4.2](course)\n- Special teaching times for [Poliittisen sosiologian käsitteet ja tutkimukset](coursename)\n- Special teaching times for [POLKVA31](course)\n- Special teaching times for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](coursename)\n- Special teaching times for [KATYVA45](course)\n- Special teaching times for [Kandidaattiseminaari](coursename)\n- Special teaching times for [SOSKV1](course)\n- Special teaching times for [Modernisoituva yhteiskunta](coursename)\n- Special teaching times for [POLVOA31/S21](course)\n- Special teaching times for [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](coursename)\n- Special teaching times for [TERHOI2](course)\n- Special teaching times for [Special Issues in Design Research](coursename)\n- Special teaching times for [TAYJ12](course)\n- Special teaching times for [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Special teaching times for [DPJKKPS](course)\n- Special teaching times for [Euroopan maiden ja Suomen poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- Special teaching times for [HISP1](course)\n- Special teaching times for [Vähittäiskaupan konseptit](coursename)\n- Special teaching times for [POMLFCS3](course)\n- Special teaching times for [Empiiristen tutkimusmenetelmien yleisesitykset (kirjatentti/essee)](coursename)\n- Special teaching times for [POHP2](course)\n- Special teaching times for [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename)\n- Special teaching times for [LTLY16](course)\n- Special teaching times for [Asiantuntijuus ja tietopalvelujen kehittäminen](coursename)\n- Special teaching times for [KATYVS44](course)\n- Special teaching times for [Kommunikationstraining I](coursename)\n- Special teaching times for [LOGA5](course)\n- Special teaching times for [Verkkopalvelujen informaatioarkkitehtuuri](coursename)\n- Special teaching times for [GTS8](course)\n- Special teaching times for [Lähtötasokoe - Kirjallinen tentti](coursename)\n- Special teaching times for [KKSUPRO](course)\n- Special teaching times for [Kääntäjän ja tulkin työelämätaidot](coursename)\n- Special teaching times for [TIETS26](course)\n- Special teaching times for [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](coursename)\n- Special teaching times for [KASVAR10](course)\n- Special teaching times for [Terveystieteiden laadulliset tutkimusmenetelmät](coursename)\n- Special teaching times for [KATYVA23](course)\n- Special teaching times for [Research on Media, Culture and Education](coursename)\n- Is there anything special I should know about the course schedule for [KASA11](course)\n- Is there anything special I should know about the course schedule for [Ohjaus yliopistossa](coursename)\n- Is there anything special I should know about the course schedule for [KASLOM3](course)\n- Is there anything special I should know about the course schedule for [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](coursename)\n- Is there anything special I should know about the course schedule for [SOP03.6](course)\n- Is there anything special I should know about the course schedule for [Methods of Variationist Linguistics](coursename)\n- Is there anything special I should know about the course schedule for [FILS2A](course)\n- Is there anything special I should know about the course schedule for [Nationalismi ja poliittiset ideologiat](coursename)\n- Is there anything special I should know about the course schedule for [SAKA10](course)\n- Is there anything special I should know about the course schedule for [Kliinisen tutkijan peruskurssi](coursename)\n- Is there anything special I should know about the course schedule for [ENGS13](course)\n- Is there anything special I should know about the course schedule for [Opetussuunnitelmateoria, kirjatentti, Pori](coursename)\n- Is there anything special I should know about the course schedule for [KATJOA13](course)\n- Is there anything special I should know about the course schedule for [Graduseminaari, jatkava (Krötzl)](coursename)\n- Is there anything special I should know about the course schedule for [SUOA4](course)\n- Is there anything special I should know about the course schedule for [Puheen, kielen ja viestinnän kehitys](coursename)\n- Is there anything special I should know about the course schedule for [TERKAN4](course)\n- Is there anything special I should know about the course schedule for [Kielioppi II](coursename)\n- Is there anything special I should know about the course schedule for [KATYVS44](course)\n- Is there anything special I should know about the course schedule for [Opintojen ohjattu suunnittelu](coursename)\n- Is there anything special I should know about the course schedule for [KASLOM11](course)\n- Is there anything special I should know about the course schedule for [Distributed Systems](coursename)\n- Is there anything special I should know about the course schedule for [TIETS46](course)\n- Is there anything special I should know about the course schedule for [Yritysverotuksen syventävä opintojakso](coursename)\n- Is there anything special I should know about the course schedule for [LTLY01](course)\n- Is there anything special I should know about the course schedule for [Mielenterveys, yhteiskunta ja sukupuoli](coursename)\n- Is there anything special I should know about the course schedule for [SOSKV1](course)\n- Is there anything special I should know about the course schedule for [Academic Presentations](coursename)\n- Is there anything special I should know about the course schedule for [POLKVS21](course)\n- Is there anything special I should know about the course schedule for [Pro gradu -seminaari ja -tutkielma](coursename)\n- Is there anything special I should know about the course schedule for [MTTS1](course)\n- Is there anything special I should know about the course schedule for [Toiminta, tulkinta ja tieto](coursename)\n- Is there anything special I should know about the course schedule for [KATVAS21](course)\n- Is there anything special I should know about the course schedule for [Analyysi C](coursename)\n- Is there anything special I should know about the course schedule for [PEACEGS1](course)\n- Is there anything special I should know about the course schedule for [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 4. periodi](coursename)\n- Is there anything special I should know about the course schedule for [KKSUHUK](course)\n- Is there anything special I should know about the course schedule for [Tietokantojen perusteet (Hervannan kampus)](coursename)\n- Is there anything special I should know about the course schedule for [HISA1B](course)\n- Is there anything special I should know about the course schedule for [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- Is there anything special I should know about the course schedule for [JOUJOVTS](course)\n- Is there anything special I should know about the course schedule for [Korkeakoulujen rahoitus ja talous - Harjoitustyö](coursename)\n- Is there anything special I should know about the course schedule for [TRSU02](course)\n- Is there anything special I should know about the course schedule for [Oikeustieteellinen tutkimus](coursename)\n- Is there anything special I should know about the course schedule for [JOVMS2A](course)\n- Is there anything special I should know about the course schedule for [Translation and Academic Writing - Introduction to Academic Writing](coursename)\n- Is there anything special I should know about the course schedule for [HTIS64](course)\n- Is there anything special I should know about the course schedule for [Scientific Writing - Module B - Thesis Writing (online)](coursename)\n- Is there anything special I should know about the course schedule for [KATJOS21](course)\n- Is there anything special I should know about the course schedule for [Persoonallisuuspsykologia I (avoin yliopisto)](coursename)\n- Is there anything special I should know about the course schedule for [KATMAS11](course)\n- Is there anything special I should know about the course schedule for [Student supervision in computer sciences](coursename)\n- Is there anything special I should know about the course schedule for [KKVE5](course)\n- Is there anything special I should know about the course schedule for [Translation II Finnish-English](coursename)\n- Is there anything special I should know about the course schedule for [KASLOE6.3](course)\n- Is there anything special I should know about the course schedule for [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti](coursename)\n- Is there anything special I should know about the course schedule for [LTLY16](course)\n- Is there anything special I should know about the course schedule for [Aikuis- ja ammattikasvatuksen asiantuntijuus](coursename)\n- Is there anything special I should know about the course schedule for [KASA12](course)\n- Is there anything special I should know about the course schedule for [Kandidaattiseminaari ja tutkielma (taloustiede) - syksy 2018](coursename)\n- [MVKS15E](course) special lecture hours\n- [Projektiharjoittelu](coursename) special lecture hours\n- [POHA14](course) special lecture hours\n- [Yksilöllisyys oppimisessa ja osallistumisessa](coursename) special lecture hours\n- [BTK5003](course) special lecture hours\n- [Student supervision in computer sciences](coursename) special lecture hours\n- [HALJTS07](course) special lecture hours\n- [Systemaattinen tiedonhaku hoitotieteessä](coursename) special lecture hours\n- [TERHOJ4](course) special lecture hours\n- [Opetus, ohjaus, oppiminen - elokas ja avoimen lähiop.: pienryhmäopetus (2 op) ja kirjallisuus (2 op)](coursename) special lecture hours\n- [JOVA17](course) special lecture hours\n- [Sisäinen valvonta ja sisäinen tarkastus](coursename) special lecture hours\n- [STYVA](course) special lecture hours\n- [Nuorisotyö ja nuorten elämänkulku](coursename) special lecture hours\n- [POLKVS21](course) special lecture hours\n- [Käyttöliittymien perusteet](coursename) special lecture hours\n- [KASA1.3](course) special lecture hours\n- [Kehittävä asiantuntijatyö organisaatioissa](coursename) special lecture hours\n- [TERY4](course) special lecture hours\n- [Poliittiset ongelmat ja niiden muuttuvat kontekstit](coursename) special lecture hours\n- [LOGM3](course) special lecture hours\n- [SGN-53007 Computational Diagnostics](coursename) special lecture hours\n- [HISA2](course) special lecture hours\n- [Teoria perhehoitotieteessä](coursename) special lecture hours\n- [POLVOA42](course) special lecture hours\n- [Finnish Survival Course (Tampere Summer School 2018)](coursename) special lecture hours\n- [POLKVS32](course) special lecture hours\n- [Management Accounting and Human Behaviour](coursename) special lecture hours\n- [HIST04](course) special lecture hours\n- [Algebra 2](coursename) special lecture hours\n- [YKYYHT1](course) special lecture hours\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](coursename) special lecture hours\n- [HALJUA64](course) special lecture hours\n- [Media and the Arctic (POMLFCS3)](coursename) special lecture hours\n- [KASSO6](course) special lecture hours\n- [Work and Health](coursename) special lecture hours\n- [POLKVA21](course) special lecture hours\n- [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](coursename) special lecture hours\n- [BIO4460](course) special lecture hours\n- [Valtakurssi](coursename) special lecture hours\n- [SOSM6.1](course) special lecture hours\n- [Translation II Finnish-English](coursename) special lecture hours\n- [STYVA](course) special lecture hours\n- [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](coursename) special lecture hours\n- [KASA1.3](course) special lecture hours\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 7.-8.11.2018](coursename) special lecture hours\n- [POHP1](course) special lecture hours\n- [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](coursename) special lecture hours\n- [IGS006](course) special lecture hours\n- [Kielioppi I / Grammatik I](coursename) special lecture hours\n- [MTTTS12](course) special lecture hours\n- [Antiikin ja keskiajan ryhmä](coursename) special lecture hours\n- [POLPOP05](course) special lecture hours\n- [Politics and governance in education - Lectures in English](coursename) special lecture hours\n- [KKSULUK](course) special lecture hours\n- [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](coursename) special lecture hours\n- [TERHOO2](course) special lecture hours\n- [Ranskan kielen suullinen harjoituskurssi](coursename) special lecture hours\n- [POLVOA31/S21](course) special lecture hours\n- [Johdatus visuaaliseen kulttuuriin](coursename) special lecture hours\n- Special schedule [TAYJ12](course)\n- Special schedule [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](coursename)\n- Special schedule [KATLAA23](course)\n- Special schedule [Tietokantojen perusteet (Hervannan kampus)](coursename)\n- Special schedule [MVKS28](course)\n- Special schedule [Sidosryhmäteoria ja -johtaminen](coursename)\n- Special schedule [KKVEVAL1](course)\n- Special schedule [Current theoretical questions of educational research](coursename)\n- Special schedule [TEE5](course)\n- Special schedule [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](coursename)\n- Special schedule [FONEA4](course)\n- Special schedule [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Seinäjoki](coursename)\n- Special schedule [TIETS44](course)\n- Special schedule [Introduction to Pharmacology and Drug Modelling](coursename)\n- Special schedule [KKENVAL4](course)\n- Special schedule [Tragedy of the Commons? Problems and Solutions](coursename)\n- Special schedule [TIETA6](course)\n- Special schedule [Monikielisyys ja -kulttuurisuus](coursename)\n- Special schedule [JOVA20](course)\n- Special schedule [Tuloksellisuuden arvioinnin teoria](coursename)\n- Special schedule [KATJOA12](course)\n- Special schedule [Yritysverotus](coursename)\n- Special schedule [MTTA1](course)\n- Special schedule [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](coursename)\n- Special schedule [HALYAS99](course)\n- Special schedule [Variety in Present-day English](coursename)\n- Special schedule [POLKVS21](course)\n- Special schedule [Seminaari (Seppänen)](coursename)\n- Special schedule [KKSUPRO](course)\n- Special schedule [Multidisciplinary Games and Internet Research](coursename)\n- Special schedule [KASSO5](course)\n- Special schedule [Personal Study Planning](coursename)\n- Special schedule [KATTAA12A](course)\n- Special schedule [Terveydenhuollon ja terveystutkimuksen etiikka, Seinäjoki](coursename)\n- Special schedule [TAYJ032](course)\n- Special schedule [Politics of Memory in Eastern Europe](coursename)\n- Special schedule [KASP1](course)\n- Special schedule [Laboroinnin perusteet](coursename)\n- Special schedule [MTTMA4](course)\n- Special schedule [Tekoäly ja vakuutustoiminta/ Vakuutustieteen vaihtuvasisältöinen kurssi](coursename)\n- Special schedule [YKYY0](course)\n- Special schedule [Aikuiskasvatus ja työelämä, kirjatentti slk tai klk](coursename)\n- Special schedule [KASSO6](course)\n- Special schedule [Modernisoituva yhteiskunta](coursename)\n- Special schedule [SOS6.2.1](course)\n- Special schedule [Basics II: Intermediate Czech II](coursename)\n- Special schedule [LUOYY023](course)\n- Special schedule [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- Special schedule [SAKA10](course)\n- Special schedule [Asiakastieto ja asiakkuuksien johtaminen](coursename)\n- Special schedule [HALTTS12](course)\n- Special schedule [Luentateatteri](coursename)\n- Special schedule [KASLOE1.1](course)\n- Special schedule [Pohjoismaisten kielten lähtötasokoe](coursename)\n- Special schedule [SUKKP0](course)\n- Special schedule [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](coursename)\n- Special schedule [PSYP4](course)\n- Special schedule [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](coursename)\n- Special schedule [POLKVA31](course)\n- Special schedule [Aineopintojen valinnainen jakso: Metso Talk - suoran lähetyksen ja yleisötilaisuuden tuottaminen](coursename)\n- Will there be lectures in holidays in [KKENKTM](course)\n- Will there be lectures in holidays in [Asiantuntemus ja arjen ympäristöpolitiikka](coursename)\n- Will there be lectures in holidays in [DPII2](course)\n- Will there be lectures in holidays in [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](coursename)\n- Will there be lectures in holidays in [VENA8](course)\n- Will there be lectures in holidays in [Äkilliset traumaattiset kriisit ja niiden käsittely](coursename)\n- Will there be lectures in holidays in [ITIP5](course)\n- Will there be lectures in holidays in [Gender in Society](coursename)\n- Will there be lectures in holidays in [KATTAS31](course)\n- Will there be lectures in holidays in [Master's Thesis Seminar and Master's Thesis (2nd year students)](coursename)\n- Will there be lectures in holidays in [KKENVAL1](course)\n- Will there be lectures in holidays in [Research seminar for postgraduate studies](coursename)\n- Will there be lectures in holidays in [STYA1A](course)\n- Will there be lectures in holidays in [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename)\n- Will there be lectures in holidays in [HALHAS14](course)\n- Will there be lectures in holidays in [Suullinen ja kirjallinen esitys/Expresión oral y redacción](coursename)\n- Will there be lectures in holidays in [BTK0021](course)\n- Will there be lectures in holidays in [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Will there be lectures in holidays in [KIRA3G](course)\n- Will there be lectures in holidays in [Variety in Present-day English](coursename)\n- Will there be lectures in holidays in [PSYP3](course)\n- Will there be lectures in holidays in [Lineaarialgebra 1B](coursename)\n- Will there be lectures in holidays in [JOVPVA7](course)\n- Will there be lectures in holidays in [Nordic Model: Nordic Welfare Societies](coursename)\n- Will there be lectures in holidays in [DPIS1](course)\n- Will there be lectures in holidays in [Sukupuoli, perhe ja yhteiskunta](coursename)\n- Will there be lectures in holidays in [BTK4665](course)\n- Will there be lectures in holidays in [Sanaston tuntemus/Ordkunskap](coursename)\n- Will there be lectures in holidays in [PSYS12](course)\n- Will there be lectures in holidays in [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename)\n- Will there be lectures in holidays in [KASSM2](course)\n- Will there be lectures in holidays in [Sosiaalioikeus](coursename)\n- Will there be lectures in holidays in [HALYAS14](course)\n- Will there be lectures in holidays in [Re-Thinking Value Creation](coursename)\n- Will there be lectures in holidays in [JOVA9](course)\n- Will there be lectures in holidays in [Legal English](coursename)\n- Will there be lectures in holidays in [ITIA01](course)\n- Will there be lectures in holidays in [Talous ja yhteiskunta](coursename)\n- Will there be lectures in holidays in [KKENKTM](course)\n- Will there be lectures in holidays in [Oppimisyhteisöt ja vuorovaikutus, kirjatentti](coursename)\n- Will there be lectures in holidays in [KASSO4](course)\n- Will there be lectures in holidays in [Kielisuihkutustoiminta osana varhaista kielikasvatusta](coursename)\n- Will there be lectures in holidays in [KATJOA12](course)\n- Will there be lectures in holidays in [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename)\n- Will there be lectures in holidays in [LUOYY006](course)\n- Will there be lectures in holidays in [Julkisoikeuden syventävä tutkimusjakso](coursename)\n- Will there be lectures in holidays in [TERHOIA1](course)\n- Will there be lectures in holidays in [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](coursename)\n- Will there be lectures in holidays in [BIO2310](course)\n- Will there be lectures in holidays in [Internet ja vuorovaikutteinen media (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- Will there be lectures in holidays in [KASLOM11](course)\n- Will there be lectures in holidays in [Tutkielmapiiri](coursename)\n- Will there be lectures in holidays in [KKENVAL2](course)\n- Will there be lectures in holidays in [Gene Expression](coursename)\n- Will there be lectures in holidays in [SOSM2](course)\n- Will there be lectures in holidays in [Graduseminaari (Ruohonen)](coursename)\n- Will there be lectures in holidays in [SUOT4](course)\n- Will there be lectures in holidays in [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename)\n- Will there be lectures in holidays in [JOVTS5](course)\n- Will there be lectures in holidays in [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Harjoitukset - 1.vsk](coursename)\n- Holiday exceptions [HALJUA63](course)\n- Holiday exceptions [Journalism Start-Ups and Enterpreneurialism](coursename)\n- Holiday exceptions [KKSUVAL3](course)\n- Holiday exceptions [Ranska III](coursename)\n- Holiday exceptions [KKENKTMO](course)\n- Holiday exceptions [Organisation Theory and Analysis](coursename)\n- Holiday exceptions [KKSUVAL1](course)\n- Holiday exceptions [Nordic Parliaments (POMLFCS1)](coursename)\n- Holiday exceptions [KATYVS42](course)\n- Holiday exceptions [Pohjoismaiden yhteiskuntaolot ja kulttuurit](coursename)\n- Holiday exceptions [STYA3A](course)\n- Holiday exceptions [Verkkomedian suunnittelu - verkkokurssi](coursename)\n- Holiday exceptions [SUKKP3](course)\n- Holiday exceptions [Matematiikan ja tilastotieteen työpajat](coursename)\n- Holiday exceptions [KATTAA40](course)\n- Holiday exceptions [Kirjoitusviestintä / COMS](coursename)\n- Holiday exceptions [TAYJ034](course)\n- Holiday exceptions [Comparative European Politics and the Finnish Political System (book exam/essay)](coursename)\n- Holiday exceptions [LOGA6](course)\n- Holiday exceptions [Modernisoituva yhteiskunta](coursename)\n- Holiday exceptions [KASA4](course)\n- Holiday exceptions [Tutkijan työpaja](coursename)\n- Holiday exceptions [SOP03.6](course)\n- Holiday exceptions [Kandidaatintutkielmaseminaari - Tammikuussa 2019 alkava seminaari](coursename)\n- Holiday exceptions [TIEA1](course)\n- Holiday exceptions [Tiede, tutkimus, kirjoittaminen (verkkokurssi)](coursename)\n- Holiday exceptions [SOS10.1.4](course)\n- Holiday exceptions [Translators' Cultural Competencies](coursename)\n- Holiday exceptions [KATTAA21](course)\n- Holiday exceptions [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](coursename)\n- Holiday exceptions [TERKANA2](course)\n- Holiday exceptions [Statistics](coursename)\n- Holiday exceptions [POLKVA12](course)\n- Holiday exceptions [Tieteellinen kirjoittaminen](coursename)\n- Holiday exceptions [KATMAA13](course)\n- Holiday exceptions [Introduction to Big Data Processing](coursename)\n- Holiday exceptions [HALJUA44](course)\n- Holiday exceptions [Julkiset hankinnat](coursename)\n- Holiday exceptions [TIETS19](course)\n- Holiday exceptions [Poliittinen filosofia (kirjatentti/essee)](coursename)\n- Holiday exceptions [KKRUYHT](course)\n- Holiday exceptions [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- Holiday exceptions [HALHAA15](course)\n- Holiday exceptions [Kandidaatintutkielma - Seminaari ja tutkielma](coursename)\n- Holiday exceptions [COSOPC1](course)\n- Holiday exceptions [Visiting Lectures - Lectures](coursename)\n- Holiday exceptions [DPHSM304](course)\n- Holiday exceptions [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](coursename)\n- Holiday exceptions [SUKKP5B](course)\n- Holiday exceptions [SOS6.2.3 Työelämän vuorovaikutus](coursename)\n- Holiday exceptions [KKENYHT](course)\n- Holiday exceptions [Perintö-, lahja- ja varainsiirtoverotus](coursename)\n- Holiday exceptions [LTLY229](course)\n- Holiday exceptions [Suullinen viestintä II/Muntlig kommunikation II](coursename)\n- Holiday exceptions [POLVOA42/S25](course)\n- Holiday exceptions [Nuorisotyö ja nuorisotutkimus (verkkokurssi)](coursename)\n- Holiday exceptions [KASMAT1](course)\n- Holiday exceptions [Tietokäytännöt](coursename)\n- Holiday exceptions [BTK2036](course)\n- Holiday exceptions [Johdatus hoitotieteeseen, Seinäjoki](coursename)\n- Course break teaching times [ITIS41](course)\n- Course break teaching times [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi (keväällä 2018 opintokokonaisuuden aloittaneille)](coursename)\n- Course break teaching times [DPEDUA.1A](course)\n- Course break teaching times [Ympäristöhallinnan muutos (esseesuoritusvaihtoehto)](coursename)\n- Course break teaching times [KASA13](course)\n- Course break teaching times [Re-Thinking Value Creation](coursename)\n- Course break teaching times [HALJUA99](course)\n- Course break teaching times [Quantitative Approach](coursename)\n- Course break teaching times [KIRS5](course)\n- Course break teaching times [Managing Research Information](coursename)\n- Course break teaching times [STYA7](course)\n- Course break teaching times [Varhaisiän musiikkikasvatus / Luennot - 2.vsk](coursename)\n- Course break teaching times [DPLA01](course)\n- Course break teaching times [Äärellisten mallien teorian seminaari (Finite model theory seminar)](coursename)\n- Course break teaching times [RANP6](course)\n- Course break teaching times [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](coursename)\n- Course break teaching times [KASLOE7.1](course)\n- Course break teaching times [Tieteellinen kirjoittaminen / COMS (puheviestinnän opiskelijoille)](coursename)\n- Course break teaching times [PEACE045](course)\n- Course break teaching times [Feministisen ajattelun klassikot (verkkokurssi)](coursename)\n- Course break teaching times [MVKS15R](course)\n- Course break teaching times [Ääntämisharjoituksia](coursename)\n- Course break teaching times [ITIA7](course)\n- Course break teaching times [Usean muuttujan differentiaalilaskenta](coursename)\n- Course break teaching times [POLVOA51/52/S24](course)\n- Course break teaching times [Yhteisö, terveys ja sairaus](coursename)\n- Course break teaching times [SOST10.4](course)\n- Course break teaching times [Kestävän kehityksen käytäntöjä](coursename)\n- Course break teaching times [MVKS01](course)\n- Course break teaching times [Media and Globalization - Seminar](coursename)\n- Course break teaching times [SAKA1](course)\n- Course break teaching times [Lähtötasokoe - Kirjallinen tentti](coursename)\n- Course break teaching times [ITIA11](course)\n- Course break teaching times [Master's thesis seminar and master's thesis](coursename)\n- Course break teaching times [TERTIETO4](course)\n- Course break teaching times [Sosiaaliantropologian teoreettinen ajattelu](coursename)\n- Course break teaching times [KKSUTTK](course)\n- Course break teaching times [Poliittiset aatteet ja ideologiat (kirjatentti)](coursename)\n- Course break teaching times [KASLOE6.3](course)\n- Course break teaching times [Tulkkauksen teoria](coursename)\n- Course break teaching times [TERHOO3](course)\n- Course break teaching times [Writing the Nation](coursename)\n- Course break teaching times [TAYJ035](course)\n- Course break teaching times [EI toteutusta 2018-19 Advanced immunology](coursename)\n- Course break teaching times [KKENLL](course)\n- Course break teaching times [Automaatit I](coursename)\n- Course break teaching times [ITIA01](course)\n- Course break teaching times [Orientoiva tutkielmaseminaari](coursename)\n- Course break teaching times [POHP3](course)\n- Course break teaching times [Kandidaattiseminaari ja tutkielma (taloustiede) - kevät 2019](coursename)\n- Course break teaching times [HALHAS21](course)\n- Course break teaching times [Kandidaatintutkielma](coursename)\n- Course break teaching times [HISP2](course)\n- Course break teaching times [Aluetalous ja kaupunkitalous](coursename)\n- Course break teaching times [ENGS46](course)\n- Course break teaching times [Orientaatio maisteriopintoihin](coursename)\n- Course break teaching times [KASVARPH](course)\n- Course break teaching times [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](coursename)\n- Course break teaching times [KATJOS32](course)\n- Course break teaching times [Sopimusoikeus](coursename)\n- Do we have a lecture during holiday in [SUOK2/A6/S8](course)\n- Do we have a lecture during holiday in [New Wars and How to Study Them (POMLFCS3)](coursename)\n- Do we have a lecture during holiday in [PCP10/NAM IV](course)\n- Do we have a lecture during holiday in [Johdatus hallintotieteeseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- Do we have a lecture during holiday in [KKRUKTK](course)\n- Do we have a lecture during holiday in [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](coursename)\n- Do we have a lecture during holiday in [KASSM2](course)\n- Do we have a lecture during holiday in [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja luokanopettajaopiskelijat](coursename)\n- Do we have a lecture during holiday in [KASLOM1](course)\n- Do we have a lecture during holiday in [European Public Law](coursename)\n- Do we have a lecture during holiday in [TERHOIA3](course)\n- Do we have a lecture during holiday in [Kandidaatin tutkielma ja seminaari (hoitotiede)](coursename)\n- Do we have a lecture during holiday in [TERHOI3](course)\n- Do we have a lecture during holiday in [Experimental Research in Human-Technology Interaction](coursename)\n- Do we have a lecture during holiday in [STYS1B2](course)\n- Do we have a lecture during holiday in [Writing Scientific Journal Articles](coursename)\n- Do we have a lecture during holiday in [BTK4320](course)\n- Do we have a lecture during holiday in [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](coursename)\n- Do we have a lecture during holiday in [ITIS42](course)\n- Do we have a lecture during holiday in [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](coursename)\n- Do we have a lecture during holiday in [HISA4](course)\n- Do we have a lecture during holiday in [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](coursename)\n- Do we have a lecture during holiday in [KASLOH3](course)\n- Do we have a lecture during holiday in [Inklusiivinen varhaiskasvatus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Do we have a lecture during holiday in [ENGA12](course)\n- Do we have a lecture during holiday in [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](coursename)\n- Do we have a lecture during holiday in [JOVA6](course)\n- Do we have a lecture during holiday in [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](coursename)\n- Do we have a lecture during holiday in [HALTVA15](course)\n- Do we have a lecture during holiday in [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](coursename)\n- Do we have a lecture during holiday in [JOVAT1](course)\n- Do we have a lecture during holiday in [Interview as a means of data generation](coursename)\n- Do we have a lecture during holiday in [KATJOA12](course)\n- Do we have a lecture during holiday in [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](coursename)\n- Do we have a lecture during holiday in [RUST5/VENS19/20](course)\n- Do we have a lecture during holiday in [Kielitieteen historia ja tutkimussuunnat](coursename)\n- Do we have a lecture during holiday in [POLVOA42](course)\n- Do we have a lecture during holiday in [Feministinen tietäminen](coursename)\n- Do we have a lecture during holiday in [HALJUA19](course)\n- Do we have a lecture during holiday in [Writing for Research (online course)](coursename)\n- Do we have a lecture during holiday in [HISA4](course)\n- Do we have a lecture during holiday in [Tutkielmakurssi (III)](coursename)\n- Do we have a lecture during holiday in [HISS2](course)\n- Do we have a lecture during holiday in [Terveyden ja mielenterveyden psykologia I](coursename)\n- Do we have a lecture during holiday in [KATMAA15](course)\n- Do we have a lecture during holiday in [Case study: Examining leadership challenges](coursename)\n- Do we have a lecture during holiday in [KKSU7](course)\n- Do we have a lecture during holiday in [Terveys politiikassa, taloudessa ja järjestelmissä](coursename)\n- Do we have a lecture during holiday in [KASP2](course)\n- Do we have a lecture during holiday in [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename)\n- Do we have a lecture during holiday in [KATVAS11](course)\n- Do we have a lecture during holiday in [Understanding Legal Regulation of Business](coursename)\n- Do we have a lecture during holiday in [COSOPOM2](course)\n- Do we have a lecture during holiday in [Varhaisiän musiikkikasvatus / Luennot - 2.vsk](coursename)\n- Do we have a lecture during holiday in [KKENVAL4](course)\n- Do we have a lecture during holiday in [Dialogue: Constructive Talk at Work](coursename)\n- Do we have a lecture during holiday in [HALJUS31](course)\n- Do we have a lecture during holiday in [Kandidaatin tutkielma ja seminaari (kevät)](coursename)\n- Do we have a lecture during holiday in [TERA2](course)\n- Do we have a lecture during holiday in [Ainedidaktiikka II](coursename)\n- Cancelled lectures [SOSM5.1](course)\n- Cancelled lectures [Kielellinen vaihtelu/Språklig variation](coursename)\n- Cancelled lectures [KASA3](course)\n- Cancelled lectures [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](coursename)\n- Cancelled lectures [JOVA9](course)\n- Cancelled lectures [Digital Media Landscape and Media Policies](coursename)\n- Cancelled lectures [POLVOS26](course)\n- Cancelled lectures [SOS6.2.3 Työelämän vuorovaikutus](coursename)\n- Cancelled lectures [POLPOP02](course)\n- Cancelled lectures [Varhaismoderni yhteiskunta](coursename)\n- Cancelled lectures [SUOV2](course)\n- Cancelled lectures [Courses in Computer Science in TUT](coursename)\n- Cancelled lectures [TIETA6](course)\n- Cancelled lectures [Qualitative Research Methods and Comparative Research Design](coursename)\n- Cancelled lectures [MTTA2](course)\n- Cancelled lectures [Käännösviestintä ruotsi-suomi/Översättning svenska-finska](coursename)\n- Cancelled lectures [SUOV4](course)\n- Cancelled lectures [Pankkioikeus](coursename)\n- Cancelled lectures [TERTIETO4](course)\n- Cancelled lectures [Johdatus analyysiin](coursename)\n- Cancelled lectures [SAKA10](course)\n- Cancelled lectures [Master´s Thesis and Seminar - for the group that started in 2017](coursename)\n- Cancelled lectures [KKKI1](course)\n- Cancelled lectures [Media and the Arctic (POMLFCS3)](coursename)\n- Cancelled lectures [KASLOM5](course)\n- Cancelled lectures [Business Models](coursename)\n- Cancelled lectures [JOVA6](course)\n- Cancelled lectures [Kielioppi I/Språkets strukturer I](coursename)\n- Cancelled lectures [KATTAS40](course)\n- Cancelled lectures [Development, Education and Lifecourse](coursename)\n- Cancelled lectures [STYP1A](course)\n- Cancelled lectures [Kulttuuripsykologian perusteet](coursename)\n- Cancelled lectures [KKENYHT](course)\n- Cancelled lectures [Sosiologia (verkkokurssi)](coursename)\n- Cancelled lectures [MVKS46](course)\n- Cancelled lectures [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename)\n- Cancelled lectures [MVKS42S](course)\n- Cancelled lectures [Johdatus historiantutkimukseen (verkkokurssi)](coursename)\n- Cancelled lectures [KKLA1](course)\n- Cancelled lectures [Espanjan lähihistoria ja kirjallisuus/Historia y literatura contemporáneas de España](coursename)\n- Cancelled lectures [HTIS50](course)\n- Cancelled lectures [Bachelor's Thesis Seminar - seminar in English](coursename)\n- Cancelled lectures [ENGS10](course)\n- Cancelled lectures [Introduction to Pharmacology and Drug Modelling](coursename)\n- Cancelled lectures [KASVAR4](course)\n- Cancelled lectures [Korkeakoulut työyhteisöinä - Kehittämistehtävä](coursename)\n- Cancelled lectures [PSYA8](course)\n- Cancelled lectures [TUTU4 Tulevaisuudentutkimuksen tieteellinen perusta](coursename)\n- Cancelled lectures [SOS09.1](course)\n- Cancelled lectures [Tyylioppi](coursename)\n- Cancelled lectures [HALHAS17](course)\n- Cancelled lectures [Ympäristö ja hyvinvointi](coursename)\n- Cancelled lectures [TIETS35](course)\n- Cancelled lectures [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Cancelled lectures [LFCS02](course)\n- Cancelled lectures [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Cancelled lectures [HALJTS03](course)\n- Cancelled lectures [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](coursename)\n- Cancelled lectures [KASMULTI4](course)\n- Cancelled lectures [Structure of English I - Phonology and Pronunciation I](coursename)\n- Will [KATYVS43](course) lectures be cancelled during holiday\n- Will [Taidehistoria ja näyttelypedagogiikka -](coursename) lectures be cancelled during holiday\n- Will [TECHS3](course) lectures be cancelled during holiday\n- Will [Latinalaisen Amerikan historia ja kirjallisuus - Historia y literatura de Latinoamérica](coursename) lectures be cancelled during holiday\n- Will [POHP1](course) lectures be cancelled during holiday\n- Will [Opintojen ohjattu suunnittelu](coursename) lectures be cancelled during holiday\n- Will [SOSM5.1](course) lectures be cancelled during holiday\n- Will [Nimistöntutkimus](coursename) lectures be cancelled during holiday\n- Will [HALEUA11](course) lectures be cancelled during holiday\n- Will [Tutkijan digi- ja medianäkyvyys](coursename) lectures be cancelled during holiday\n- Will [KKKI4](course) lectures be cancelled during holiday\n- Will [Rahoitusekonometria](coursename) lectures be cancelled during holiday\n- Will [KASS1](course) lectures be cancelled during holiday\n- Will [Ranska I](coursename) lectures be cancelled during holiday\n- Will [SAKS5](course) lectures be cancelled during holiday\n- Will [Nordiska synvinklar](coursename) lectures be cancelled during holiday\n- Will [HISS2](course) lectures be cancelled during holiday\n- Will [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](coursename) lectures be cancelled during holiday\n- Will [PSYP3](course) lectures be cancelled during holiday\n- Will [Korkeakoulutus ja kansainvälistyminen](coursename) lectures be cancelled during holiday\n- Will [KASPUHP3](course) lectures be cancelled during holiday\n- Will [Introduction to Argumentation and Scientific Reasoning](coursename) lectures be cancelled during holiday\n- Will [DPII2](course) lectures be cancelled during holiday\n- Will [Aineenvaihdunta](coursename) lectures be cancelled during holiday\n- Will [HISA1B](course) lectures be cancelled during holiday\n- Will [International Political Economy (book exam/essay)](coursename) lectures be cancelled during holiday\n- Will [POLPOP01](course) lectures be cancelled during holiday\n- Will [EU External Relations: Security, Economy and Values (book exam/essay)](coursename) lectures be cancelled during holiday\n- Will [MTTMA3B](course) lectures be cancelled during holiday\n- Will [Structure of English II - Phonology and Pronunciation II](coursename) lectures be cancelled during holiday\n- Will [TAYJ027](course) lectures be cancelled during holiday\n- Will [Johdatus kasvatuksen ja koulutuksen yhteiskunnalliseen ja kulttuuriseen tutkimukseen - Luennot ja luentopäiväkirja](coursename) lectures be cancelled during holiday\n- Will [KASLOE6.3](course) lectures be cancelled during holiday\n- Will [Orientation](coursename) lectures be cancelled during holiday\n- Will [KASA10](course) lectures be cancelled during holiday\n- Will [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename) lectures be cancelled during holiday\n- Will [TEE1](course) lectures be cancelled during holiday\n- Will [Kirjallisuuden analyysi/Analiz hudozhestvennoj literatury](coursename) lectures be cancelled during holiday\n- Will [PGHMTS](course) lectures be cancelled during holiday\n- Will [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename) lectures be cancelled during holiday\n- Will [HISA1B](course) lectures be cancelled during holiday\n- Will [Introduction to Education in Finland - Lectures, observation, essay and learning diary](coursename) lectures be cancelled during holiday\n- Will [ENGP2](course) lectures be cancelled during holiday\n- Will [Biotechnical product development](coursename) lectures be cancelled during holiday\n- Will [POHS3](course) lectures be cancelled during holiday\n- Will [Opetussuunnitelmateoria, kirjatentti, Pori](coursename) lectures be cancelled during holiday\n- Will [JOVPVA7](course) lectures be cancelled during holiday\n- Will [Critical theory and social ontology](coursename) lectures be cancelled during holiday\n- Will [KKSU6](course) lectures be cancelled during holiday\n- Will [Saksa IV](coursename) lectures be cancelled during holiday\n- Will [KASLOE6.5](course) lectures be cancelled during holiday\n- Will [Puhetekniikan ja äänenkäytön perusteet](coursename) lectures be cancelled during holiday\n- Will [ITIA01](course) lectures be cancelled during holiday\n- Will [Academic Writing](coursename) lectures be cancelled during holiday\n- Will [KKENVAL4](course) lectures be cancelled during holiday\n- Will [Viestinnän ja median tutkimus](coursename) lectures be cancelled during holiday\n- Will [HALJUA13](course) lectures be cancelled during holiday\n- Will [Quantitative Approach](coursename) lectures be cancelled during holiday\n- Will [KKENYHT](course) lectures be cancelled during holiday\n- Will [Institutions, Innovation and Economic Renewal (NORDIG)](coursename) lectures be cancelled during holiday\n- Will [KATLAS17](course) have a lecture every week\n- Will [Pro gradu -seminaari ja -tutkielma](coursename) have a lecture every week\n- Will [TEE3](course) have a lecture every week\n- Will [Terveystaloustieteen tohtorikoulutussemiaari](coursename) have a lecture every week\n- Will [FILP2](course) have a lecture every week\n- Will [Kandidaattiseminaari (JATKAVA, Nevala)](coursename) have a lecture every week\n- Will [POLPOP04](course) have a lecture every week\n- Will [Asiantuntijan puheviestintä ja vuorovaikutus, 3.-4. periodi / VIESTINTÄROHKEUDEN RYHMÄ](coursename) have a lecture every week\n- Will [ESPFP1](course) have a lecture every week\n- Will [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](coursename) have a lecture every week\n- Will [KATSTA14](course) have a lecture every week\n- Will [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](coursename) have a lecture every week\n- Will [KASSO7](course) have a lecture every week\n- Will [Yritysjuridiikan case-kurssi](coursename) have a lecture every week\n- Will [KASVAR11](course) have a lecture every week\n- Will [Mikrotalousteoria I](coursename) have a lecture every week\n- Will [KKRA1](course) have a lecture every week\n- Will [Äänne- ja muoto-oppi](coursename) have a lecture every week\n- Will [LOGA5](course) have a lecture every week\n- Will [All You Wanted to Know about Elections - But Never Dared to Ask (POMLFCS1)](coursename) have a lecture every week\n- Will [POLHAR10](course) have a lecture every week\n- Will [Algebra 1A](coursename) have a lecture every week\n- Will [BTK4030](course) have a lecture every week\n- Will [Introduction to Statistics](coursename) have a lecture every week\n- Will [POLVOS10](course) have a lecture every week\n- Will [Basics I: Basics of Czech language II](coursename) have a lecture every week\n- Will [POLVOS26](course) have a lecture every week\n- Will [Keskustelunanalyysi (verkkokurssi), syksy 2018](coursename) have a lecture every week\n- Will [MVKS60](course) have a lecture every week\n- Will [Tuutorivastaavana toimiminen](coursename) have a lecture every week\n- Will [KATYVA42](course) have a lecture every week\n- Will [Jatko-opintoja](coursename) have a lecture every week\n- Will [DPLSSEM](course) have a lecture every week\n- Will [Tutkielmaseminaari](coursename) have a lecture every week\n- Will [DPHSR404](course) have a lecture every week\n- Will [Becoming an Efficient Researcher](coursename) have a lecture every week\n- Will [JOUJOVTS](course) have a lecture every week\n- Will [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (4. periodi)](coursename) have a lecture every week\n- Will [SUKKP2](course) have a lecture every week\n- Will [Rahoitusoikeus](coursename) have a lecture every week\n- Will [POLKVA42](course) have a lecture every week\n- Will [Cancer Biology](coursename) have a lecture every week\n- Will [KKSA2](course) have a lecture every week\n- Will [Rahoitusoikeus](coursename) have a lecture every week\n- Will [SOS04.4](course) have a lecture every week\n- Will [Rahoituksen jatkokurssi](coursename) have a lecture every week\n- Will [HISS2](course) have a lecture every week\n- Will [KnowUp - Yrittäjyys ja liiketoiminnan kehittäminen](coursename) have a lecture every week\n- Will [SOS10.10.1](course) have a lecture every week\n- Will [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](coursename) have a lecture every week\n- Will [FILS2A](course) have a lecture every week\n- Will [Ilmoittautuminen pro gradu -seminaariin, tammikuussa 2019 alkavat ryhmät](coursename) have a lecture every week\n- Will [KIRA3G](course) have a lecture every week\n- Will [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename) have a lecture every week\n- Will [JOUJOVTS](course) have a lecture every week\n- Will [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) have a lecture every week\n- Will [KKSU8](course) have a lecture every week\n- Will [Historian määrällisen tiedon esittäminen](coursename) have a lecture every week\n- Will [KKSUYHT](course) have a lecture every week\n- Will [Pro gradu -seminaari ja -tutkielma](coursename) have a lecture every week\n- I want to know the exceptions in lessons for [HALJUA25](course)\n- I want to know the exceptions in lessons for [Curriculum Studies - Lectures](coursename)\n- I want to know the exceptions in lessons for [POLKVA11](course)\n- I want to know the exceptions in lessons for [Algebra 2](coursename)\n- I want to know the exceptions in lessons for [KASP3](course)\n- I want to know the exceptions in lessons for [Pro gradu -tutkielma ja seminaari (vaiheet I-IV)](coursename)\n- I want to know the exceptions in lessons for [HALKAA99](course)\n- I want to know the exceptions in lessons for [Matematiikan ja tilastotieteen työpajat](coursename)\n- I want to know the exceptions in lessons for [KASA6](course)\n- I want to know the exceptions in lessons for [Väestön vanheneminen, terveys ja hyvinvointi](coursename)\n- I want to know the exceptions in lessons for [PSYS6A](course)\n- I want to know the exceptions in lessons for [Media- ja informaatiolukutaito](coursename)\n- I want to know the exceptions in lessons for [KKSUPRO](course)\n- I want to know the exceptions in lessons for [Methods in Text and Discourse Analysis](coursename)\n- I want to know the exceptions in lessons for [KASVAR2](course)\n- I want to know the exceptions in lessons for [Tutkiva opiskelu](coursename)\n- I want to know the exceptions in lessons for [KASA11](course)\n- I want to know the exceptions in lessons for [Pelit ja pelillisyys](coursename)\n- I want to know the exceptions in lessons for [KASP1-2, KASP5](course)\n- I want to know the exceptions in lessons for [Keskiajan symboliikkaa -verkkokurssi](coursename)\n- I want to know the exceptions in lessons for [VENP6](course)\n- I want to know the exceptions in lessons for [Speakers Series](coursename)\n- I want to know the exceptions in lessons for [POLVOS28](course)\n- I want to know the exceptions in lessons for [Lineaarialgebra 1A](coursename)\n- I want to know the exceptions in lessons for [KKSUSOTE](course)\n- I want to know the exceptions in lessons for [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](coursename)\n- I want to know the exceptions in lessons for [HALJUA62](course)\n- I want to know the exceptions in lessons for [Kirjallinen viestintä I - Sanasto- ja rakenneharjoitukset](coursename)\n- I want to know the exceptions in lessons for [TERVAL5](course)\n- I want to know the exceptions in lessons for [Business Models](coursename)\n- I want to know the exceptions in lessons for [HALYAP01](course)\n- I want to know the exceptions in lessons for [Algorithmic Problem Solving](coursename)\n- I want to know the exceptions in lessons for [TERKAN5](course)\n- I want to know the exceptions in lessons for [Jatkokoulutusseminaari](coursename)\n- I want to know the exceptions in lessons for [ENGP2](course)\n- I want to know the exceptions in lessons for [Pro gradu -tutkielma ja -seminaari, tammikuussa 2018 aloittaneet ryhmät](coursename)\n- I want to know the exceptions in lessons for [KIRA3G](course)\n- I want to know the exceptions in lessons for [Current Trends in Leadership](coursename)\n- I want to know the exceptions in lessons for [SOS6.1.1](course)\n- I want to know the exceptions in lessons for [Ranska II](coursename)\n- I want to know the exceptions in lessons for [LUOYA200](course)\n- I want to know the exceptions in lessons for [Book Exam in Human-Technology Interaction](coursename)\n- I want to know the exceptions in lessons for [KASMULTI2A](course)\n- I want to know the exceptions in lessons for [Valinnainen jakso: Toimitustyön johtaminen/ JOVVJS1 Visuaalisen työn johtaminen](coursename)\n- I want to know the exceptions in lessons for [SUOP4](course)\n- I want to know the exceptions in lessons for [Media Landscape in Russia: Regional Perspective](coursename)\n- I want to know the exceptions in lessons for [VENP3/VENK1](course)\n- I want to know the exceptions in lessons for [Tuutorina toimiminen](coursename)\n- I want to know the exceptions in lessons for [RANP4](course)\n- I want to know the exceptions in lessons for [Latinalaisen amerikan lähihistoria ja kirjallisuus/Historia y literature contemporáneas de Latinoamérica](coursename)\n- I want to know the exceptions in lessons for [STYA5](course)\n- I want to know the exceptions in lessons for [Antiikin ja keskiajan ryhmä](coursename)\n- I want to know the exceptions in lessons for [SOSM5.1](course)\n- I want to know the exceptions in lessons for [Asiakassuhde ja haastattelu](coursename)\n- I want to know the exceptions in lessons for [HISA2](course)\n- I want to know the exceptions in lessons for [Vieraan kielen taito, perustaso](coursename)\n- I want to know the exceptions in lessons for [KIRP1](course)\n- I want to know the exceptions in lessons for [Tieteellinen kirjoittaminen / LUO & COMS](coursename)\n- I want to know the exceptions in lessons for [TERHOIA2](course)\n- I want to know the exceptions in lessons for [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](coursename)\n- I want to know special teaching times for [HALJUA99](course)\n- I want to know special teaching times for [Kognitiivinen neurotiede II](coursename)\n- I want to know special teaching times for [MVKS13E](course)\n- I want to know special teaching times for [Konfliktinratkaisu (kirjatentti/essee)](coursename)\n- I want to know special teaching times for [HALKAS99](course)\n- I want to know special teaching times for [Identity Conflicts in the Arab Worlds](coursename)\n- I want to know special teaching times for [ITIP4](course)\n- I want to know special teaching times for [Introduction to Education in Finland - Lectures, observation, essay and learning diary](coursename)\n- I want to know special teaching times for [LTLY16](course)\n- I want to know special teaching times for [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename)\n- I want to know special teaching times for [KKENKTK](course)\n- I want to know special teaching times for [Sosiaalioikeus II](coursename)\n- I want to know special teaching times for [JOVA6](course)\n- I want to know special teaching times for [Kandidaatintutkielmaseminaari - Seminaari, II-periodissa alkava nopeasti etenevä ryhmä](coursename)\n- I want to know special teaching times for [ITIP5](course)\n- I want to know special teaching times for [Medical English - Introduction to Scientific Writing](coursename)\n- I want to know special teaching times for [KATVRA12](course)\n- I want to know special teaching times for [Ranska IV](coursename)\n- I want to know special teaching times for [BTK2036](course)\n- I want to know special teaching times for [Julkinen hallinto ja politiikka](coursename)\n- I want to know special teaching times for [KASLOM4](course)\n- I want to know special teaching times for [Visuaalisen journalismin erityisalueet](coursename)\n- I want to know special teaching times for [TIETS26](course)\n- I want to know special teaching times for [Advanced Project Studies](coursename)\n- I want to know special teaching times for [KASSA1](course)\n- I want to know special teaching times for [Automaatit I](coursename)\n- I want to know special teaching times for [TAYJ035](course)\n- I want to know special teaching times for [Markkinointioikeuden oikeustaloustiede](coursename)\n- I want to know special teaching times for [LATAP3](course)\n- I want to know special teaching times for [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kirjoittaminen ja käsitteellistäminen tieteellisenä menetelmänä](coursename)\n- I want to know special teaching times for [STYA3B1](course)\n- I want to know special teaching times for [Matemaattisen tilastotieteen perusteet](coursename)\n- I want to know special teaching times for [POHA12](course)\n- I want to know special teaching times for [Valtio-opin maisteriseminaari](coursename)\n- I want to know special teaching times for [SUOA2](course)\n- I want to know special teaching times for [Kielisuihkutustoiminta osana varhaista kielikasvatusta](coursename)\n- I want to know special teaching times for [VIROP1](course)\n- I want to know special teaching times for [International Work Experience](coursename)\n- I want to know special teaching times for [SAKP0](course)\n- I want to know special teaching times for [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](coursename)\n- I want to know special teaching times for [KKRULL](course)\n- I want to know special teaching times for [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi) / KTM-tutkinto](coursename)\n- I want to know special teaching times for [PEACE2](course)\n- I want to know special teaching times for [Kandidaattiseminaari (JATKAVA, Vahtikari)](coursename)\n- I want to know special teaching times for [KKSUVAL1](course)\n- I want to know special teaching times for [Semantiikka ja pragmatiikka / Semantik und Pragmatik](coursename)\n- I want to know special teaching times for [MVKS36/31](course)\n- I want to know special teaching times for [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmät 1-3)](coursename)\n- I want to know special teaching times for [BIO4716](course)\n- I want to know special teaching times for [Parhaat filosofiset artikkelit](coursename)\n- I want to know special teaching times for [KATJOS31](course)\n- I want to know special teaching times for [Biostatistiikka ja tilastollinen tietojenkäsittely](coursename)\n- I want to know special teaching times for [DPIT2](course)\n- I want to know special teaching times for [Venäjän kielen rakenne - Tekstin ymmärtäminen II](coursename)\n- I want to know special teaching times for [POLVOS34](course)\n- I want to know special teaching times for [Julkisorganisaation talouden suunnittelu ja päätöksenteko](coursename)\n- I want to know special teaching times for [FONEA4](course)\n- I want to know special teaching times for [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- I want to know special teaching times for [JOVKA2&JOVKA3](course)\n- I want to know special teaching times for [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename)\n- I want to know does the schedule for [LOGS2](course) have any exceptions\n- I want to know does the schedule for [Seminaari (Seppänen) jatkuu keväältä](coursename) have any exceptions\n- I want to know does the schedule for [KATTAA40](course) have any exceptions\n- I want to know does the schedule for [Kokemuksen historia: tavoitteet ja menetelmät](coursename) have any exceptions\n- I want to know does the schedule for [POHA1](course) have any exceptions\n- I want to know does the schedule for [Valtio-opin johdantokurssi](coursename) have any exceptions\n- I want to know does the schedule for [ITIA11](course) have any exceptions\n- I want to know does the schedule for [Eläimet työssä](coursename) have any exceptions\n- I want to know does the schedule for [MTTMP2](course) have any exceptions\n- I want to know does the schedule for [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) have any exceptions\n- I want to know does the schedule for [TIEP3](course) have any exceptions\n- I want to know does the schedule for [Hesdoc Annual Meeting](coursename) have any exceptions\n- I want to know does the schedule for [LFCS01](course) have any exceptions\n- I want to know does the schedule for [Historiankirjoituksen historia](coursename) have any exceptions\n- I want to know does the schedule for [KKKI3](course) have any exceptions\n- I want to know does the schedule for [Eheyttävä musiikkikasvatus - Musiikkiteknologia](coursename) have any exceptions\n- I want to know does the schedule for [TERTIETO3](course) have any exceptions\n- I want to know does the schedule for [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](coursename) have any exceptions\n- I want to know does the schedule for [HALJTS08](course) have any exceptions\n- I want to know does the schedule for [Yritysverkoston juridinen hallinta](coursename) have any exceptions\n- I want to know does the schedule for [TIETA18](course) have any exceptions\n- I want to know does the schedule for [Structure of English I - Grammar I](coursename) have any exceptions\n- I want to know does the schedule for [HISP3](course) have any exceptions\n- I want to know does the schedule for [Liikunta - Liikuntapedagogiikka perusopetuksessa A - 2. vsk](coursename) have any exceptions\n- I want to know does the schedule for [KASA13](course) have any exceptions\n- I want to know does the schedule for [Sisäinen valvonta ja sisäinen tarkastus](coursename) have any exceptions\n- I want to know does the schedule for [FILP2](course) have any exceptions\n- I want to know does the schedule for [Keskiajan symboliikkaa -verkkokurssi](coursename) have any exceptions\n- I want to know does the schedule for [HISA1A](course) have any exceptions\n- I want to know does the schedule for [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](coursename) have any exceptions\n- I want to know does the schedule for [COSOPC3](course) have any exceptions\n- I want to know does the schedule for [Makrotalousteoria II](coursename) have any exceptions\n- I want to know does the schedule for [POLVOA32/S27](course) have any exceptions\n- I want to know does the schedule for [Structure of English II - Phonology and Pronunciation II](coursename) have any exceptions\n- I want to know does the schedule for [NORDIG3](course) have any exceptions\n- I want to know does the schedule for [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Syksy 2018](coursename) have any exceptions\n- I want to know does the schedule for [KKSUPRO](course) have any exceptions\n- I want to know does the schedule for [Ranska IV](coursename) have any exceptions\n- I want to know does the schedule for [KIRP4](course) have any exceptions\n- I want to know does the schedule for [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename) have any exceptions\n- I want to know does the schedule for [KKSU1](course) have any exceptions\n- I want to know does the schedule for [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](coursename) have any exceptions\n- I want to know does the schedule for [SOS10.6](course) have any exceptions\n- I want to know does the schedule for [Valtio-opin johdantokurssi](coursename) have any exceptions\n- I want to know does the schedule for [BTK1085](course) have any exceptions\n- I want to know does the schedule for [Käännösviestintä I - Käännösviestintä I englanti-suomi](coursename) have any exceptions\n- I want to know does the schedule for [POHP4](course) have any exceptions\n- I want to know does the schedule for [Lähtötasokoe / Schwellentest](coursename) have any exceptions\n- I want to know does the schedule for [JOVAT1](course) have any exceptions\n- I want to know does the schedule for [Suullinen viestintä / Mündliche Kommunikation](coursename) have any exceptions\n- I want to know does the schedule for [DPCMTJT4](course) have any exceptions\n- I want to know does the schedule for [TUTU1 Tulevaisuusajattelu ja skenaariot](coursename) have any exceptions\n- I want to know does the schedule for [KASA11](course) have any exceptions\n- I want to know does the schedule for [Johdatus matematiikkaan ja tilastotieteeseen](coursename) have any exceptions\n- I want to know does the schedule for [KIRP3](course) have any exceptions\n- I want to know does the schedule for [Rahoituksen jatkokurssi](coursename) have any exceptions\n- I want to know does the schedule for [DPEDUE](course) have any exceptions\n- I want to know does the schedule for [Eheyttävä musiikkikasvatus - Musiikkiliikunta, tanssi ja musiikkileikit](coursename) have any exceptions\n- I want to know does the schedule for [GTS4](course) have any exceptions\n- I want to know does the schedule for [Saksa IV](coursename) have any exceptions\n- I want to know Teaching times exceptions for [POLVOA32/S23/24](course)\n- I want to know Teaching times exceptions for [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja sovellukset](coursename)\n- I want to know Teaching times exceptions for [MTTA1](course)\n- I want to know Teaching times exceptions for [Tuutorivastaavana toimiminen](coursename)\n- I want to know Teaching times exceptions for [JOVA6](course)\n- I want to know Teaching times exceptions for [Eurooppa-vero-oikeus](coursename)\n- I want to know Teaching times exceptions for [MTTMA15](course)\n- I want to know Teaching times exceptions for [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](coursename)\n- I want to know Teaching times exceptions for [JOVA21](course)\n- I want to know Teaching times exceptions for [Orientation to study in the Programme](coursename)\n- I want to know Teaching times exceptions for [KATSTA12](course)\n- I want to know Teaching times exceptions for [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](coursename)\n- I want to know Teaching times exceptions for [JKKYINA11](course)\n- I want to know Teaching times exceptions for [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](coursename)\n- I want to know Teaching times exceptions for [POLVOA51](course)\n- I want to know Teaching times exceptions for [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](coursename)\n- I want to know Teaching times exceptions for [MTTTA6](course)\n- I want to know Teaching times exceptions for [Tieteellinen kirjoittaminen / LUO & COMS](coursename)\n- I want to know Teaching times exceptions for [RANS3](course)\n- I want to know Teaching times exceptions for [Terve ja turvallinen kouluyhteisö](coursename)\n- I want to know Teaching times exceptions for [YKYYHT2](course)\n- I want to know Teaching times exceptions for [Monikieliset tekstikorpukset (verkkokurssi)](coursename)\n- I want to know Teaching times exceptions for [TEE3](course)\n- I want to know Teaching times exceptions for [Sidosryhmäteoria ja -johtaminen](coursename)\n- I want to know Teaching times exceptions for [SUKKP0](course)\n- I want to know Teaching times exceptions for [Seminaari (Nikunen) jatkuu keväältä](coursename)\n- I want to know Teaching times exceptions for [KATMAS12](course)\n- I want to know Teaching times exceptions for [Geometria](coursename)\n- I want to know Teaching times exceptions for [PEACE2](course)\n- I want to know Teaching times exceptions for [Toimintatutkimus hyvinvointipalvelujen kehittämisessä](coursename)\n- I want to know Teaching times exceptions for [KKRUYHT](course)\n- I want to know Teaching times exceptions for [Sosiaalioikeus](coursename)\n- I want to know Teaching times exceptions for [JOVA13](course)\n- I want to know Teaching times exceptions for [Orientation Course - General Orientation Course for International Students](coursename)\n- I want to know Teaching times exceptions for [MTTMS5](course)\n- I want to know Teaching times exceptions for [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](coursename)\n- I want to know Teaching times exceptions for [POLKVA33](course)\n- I want to know Teaching times exceptions for [Oikeudellisen tutkimuksen perusteet](coursename)\n- I want to know Teaching times exceptions for [GTS3](course)\n- I want to know Teaching times exceptions for [Tutkimusetiikka](coursename)\n- I want to know Teaching times exceptions for [GTS2](course)\n- I want to know Teaching times exceptions for [Tieteellinen kirjoittaminen](coursename)\n- I want to know Teaching times exceptions for [POLKVS22](course)\n- I want to know Teaching times exceptions for [Orientaatio tutkielman tekemiseen -](coursename)\n- I want to know Teaching times exceptions for [KATVAA12](course)\n- I want to know Teaching times exceptions for [Johdatus analyysiin](coursename)\n- I want to know Teaching times exceptions for [POLPOP01](course)\n- I want to know Teaching times exceptions for [Johdatus logiikkaan 1](coursename)\n- I want to know Teaching times exceptions for [STYS1B4](course)\n- I want to know Teaching times exceptions for [Puheviestinnän tutkimuskurssi](coursename)\n- I want to know Teaching times exceptions for [VENA1](course)\n- I want to know Teaching times exceptions for [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- I want to know Teaching times exceptions for [KATLAA22](course)\n- I want to know Teaching times exceptions for [Introduction to Risk Management and Insurance (spring semester)](coursename)\n- I want to know Teaching times exceptions for [PSYS16](course)\n- I want to know Teaching times exceptions for [Monikielinen käännöstyöpaja](coursename)\n- I want to know Teaching times exceptions for [POHS2](course)\n- I want to know Teaching times exceptions for [Organisaatiokäyttäytyminen](coursename)\n- I want to know Teaching times exceptions for [HTIS81](course)\n- I want to know Teaching times exceptions for [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](coursename)\n\n\n## intent:nimi\n- What is the name of [KATVAS11](course)\n- What is the name of [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](coursename)\n- What is the name of [PEDA4](course)\n- What is the name of [Practical Programming in Python](coursename)\n- What is the name of [YKYYKV1](course)\n- What is the name of [Translators' Cultural Competencies](coursename)\n- What is the name of [KIRS4](course)\n- What is the name of [Democratic Decision-Making (BOOK EXAM)](coursename)\n- What is the name of [KASA12](course)\n- What is the name of [Liiketoimintaympäristön taloustiede](coursename)\n- What is the name of [TEE2](course)\n- What is the name of [Aluetalous ja kaupunkitalous](coursename)\n- What is the name of [FILA1](course)\n- What is the name of [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](coursename)\n- What is the name of [SUOS4](course)\n- What is the name of [Kandidaattiseminaari (JATKAVA, Vuolanto)](coursename)\n- What is the name of [YKT04.2](course)\n- What is the name of [Työn uusi järjestys ja aikuiskasvatus - Seminaari](coursename)\n- What is the name of [KATLAP21](course)\n- What is the name of [Kielitieto ja -taito - Kielioppi II / Sprachwissen und Sprachfertigkeiten: Grammatik II](coursename)\n- What is the name of [SOCYKV2](course)\n- What is the name of [Suomen turvallisuuspolitiikan historia ja tulevaisuus -luentosarja](coursename)\n- What is the name of [SUOS1](course)\n- What is the name of [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- What is the name of [TERKAN12](course)\n- What is the name of [Visuaalisen journalismin perusteet, luennot](coursename)\n- What is the name of [TIETA19](course)\n- What is the name of [Tuutorivastaavana toimiminen](coursename)\n- What is the name of [SOS10.1.3](course)\n- What is the name of [Introduction to Bayesian Analysis 1](coursename)\n- What is the name of [SOS9](course)\n- What is the name of [Nuorisotutkimuksen ajankohtaisia kysymyksiä](coursename)\n- What is the name of [BTK4032](course)\n- What is the name of [Introduction to Game Research (Tampere Summer School 2018)](coursename)\n- What is the name of [TAYJ035](course)\n- What is the name of [Asioimistulkkaus venäjä-suomi-venäjä](coursename)\n- What is the name of [KASLOH3](course)\n- What is the name of [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Seinäjoki](coursename)\n- What is the name of [KATVRS40](course)\n- What is the name of [Sosiaalityön toimintaympäristöt](coursename)\n- What is the name of [TAYJ12](course)\n- What is the name of [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename)\n- What is the name of [BTK1085](course)\n- What is the name of [Ranska eilen, tänään ja huomenna](coursename)\n- What is the name of [KATVAA14](course)\n- What is the name of [Master´s Thesis and Seminar - for the group that started in 2017](coursename)\n- What is the name of [MVKS63](course)\n- What is the name of [Economics and the Business Environment](coursename)\n- What is the name of [KATYVS25](course)\n- What is the name of [Tutkielmaseminaari (logopedia)](coursename)\n- What is the name of [KASA12](course)\n- What is the name of [Media maailmassa - verkkokurssi](coursename)\n- What is the name of [ITIA6](course)\n- What is the name of [Ekoterveys, luonto ja ihminen](coursename)\n- What is the name of [KASVAR9](course)\n- What is the name of [Introduction to International Criminal Justice System](coursename)\n- What is the name of [KASELOHA](course)\n- What is the name of [Ohjaus yliopistossa](coursename)\n- What is the name of [STYS3C](course)\n- What is the name of [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](coursename)\n- [TIETA6](course) name\n- [Terve ja turvallinen kouluyhteisö](coursename) name\n- [JOUJOVTS](course) name\n- [MED Research Colloquium](coursename) name\n- [MTTTP1](course) name\n- [Basics I: Basics of Czech language I](coursename) name\n- [MTTY4](course) name\n- [Kandidaatintutkielma - Seminaari ja tutkielma](coursename) name\n- [HISA2](course) name\n- [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (1. periodi)](coursename) name\n- [JOVPVA5](course) name\n- [PhD by publication: writing integrative chapter](coursename) name\n- [HALJUA44](course) name\n- [Valinnainen jakso: TV-makasiinikurssi (kevään ryhmä)](coursename) name\n- [PEDAYOP2](course) name\n- [Nordic Parliaments (POMLFCS1)](coursename) name\n- [MEDU09](course) name\n- [Aikuiskasvatus ja työelämä, kirjatentti slk tai klk](coursename) name\n- [KASVARH](course) name\n- [Tieteellinen kirjoittaminen / LUO & COMS](coursename) name\n- [KATVAA14](course) name\n- [Työelämän myytit ja todellisuus](coursename) name\n- [KASPUHP2](course) name\n- [Specialized Optional Research Methodology: Action research](coursename) name\n- [KASMULTI5](course) name\n- [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi (avoin yo)](coursename) name\n- [KATLITO8](course) name\n- [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename) name\n- [VENP4](course) name\n- [Identities in Peace and Conflict](coursename) name\n- [KATTV01](course) name\n- [Työelämän korttipakka](coursename) name\n- [HISA1B](course) name\n- [Aikuiskasvatus ja työelämä, kirjatentti, Seinäjoki](coursename) name\n- [SOS7.2/STYA4B](course) name\n- [Väestön terveys](coursename) name\n- [STYA3B](course) name\n- [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](coursename) name\n- [POHA14](course) name\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](coursename) name\n- [VENS4](course) name\n- [European Social Policy: Content and Actors](coursename) name\n- [MTTTP5](course) name\n- [Arvonlisäverotuksen syventävä opintojakso](coursename) name\n- [SAKA7](course) name\n- [Cross-Institutional Studies in TUT](coursename) name\n- [HALKAA15](course) name\n- [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, slk18](coursename) name\n- [KASSA4](course) name\n- [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename) name\n- [ENGA5](course) name\n- [Kognitiiviseen käyttäytymisterapiaan pohjautuvat interventiot](coursename) name\n- [ENGA10](course) name\n- [Terveyden ja mielenterveyden psykologia II](coursename) name\n- [POHA1](course) name\n- [Verkkomedian suunnittelu (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename) name\n- [HISP1](course) name\n- [Johdon laskentatoimen teoria -](coursename) name\n- [KASSY5](course) name\n- [Global politics of gender](coursename) name\n- [BTK0001](course) name is\n- [Advanced Course in Microeconomics I](coursename) name is\n- [KASA4](course) name is\n- [Kiina II](coursename) name is\n- [KATVRP12](course) name is\n- [Euroopan muotoutuminen](coursename) name is\n- [KIRA5](course) name is\n- [Topical Issues in Governance, Management and Administration](coursename) name is\n- [JOVTKS3](course) name is\n- [Studying abroad / Osallistuminen opiskelijavaihtoon](coursename) name is\n- [KATVRA30](course) name is\n- [Saksa II](coursename) name is\n- [VENT1](course) name is\n- [Liberalismi ja demokratia](coursename) name is\n- [SOS4.1](course) name is\n- [Juridisk svenska](coursename) name is\n- [LTLY16](course) name is\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename) name is\n- [MTTMA3B](course) name is\n- [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](coursename) name is\n- [KASERIT3](course) name is\n- [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](coursename) name is\n- [KKES1](course) name is\n- [Comparative Education Policy](coursename) name is\n- [POLKVA12](course) name is\n- [Yksilöllisyys oppimisessa ja osallistumisessa](coursename) name is\n- [POLPOP05](course) name is\n- [Lapset ympäristönsä tutkijoina - Ympäristökasvatus](coursename) name is\n- [MTTMS10](course) name is\n- [Ruotsin kielipolitiikka/Svensk språkpolitik](coursename) name is\n- [TIETS07](course) name is\n- [Semantiikka ja pragmatiikka / Sémantique et pragmatique](coursename) name is\n- [JOVA20](course) name is\n- [EU External Relations: Security, Economy and Values (book exam/essay)](coursename) name is\n- [HISA2](course) name is\n- [Sosiaalityön peruskurssi (luennot)](coursename) name is\n- [SOS6.4.3](course) name is\n- [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](coursename) name is\n- [SAKW1](course) name is\n- [Literature and Change after 1900 (British Literature)](coursename) name is\n- [KATMAA99](course) name is\n- [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat( luennot)](coursename) name is\n- [HISP1](course) name is\n- [Multi-level Modelling (MLM) - Concepts and Practice -](coursename) name is\n- [POLVOS25](course) name is\n- [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](coursename) name is\n- [GTS4](course) name is\n- [Rakennebiologia](coursename) name is\n- [KIRP4](course) name is\n- [Orientaatiopäivä väitöskirjatutkijoille](coursename) name is\n- [KIRS3](course) name is\n- [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](coursename) name is\n- [POLVOA21](course) name is\n- [Tietotekniikkataidot (syksy)](coursename) name is\n- [KASLOK1](course) name is\n- [Johdon laskentatoimen perusteet (avoin yliopisto-opetus)](coursename) name is\n- [COSOPON3](course) name is\n- [Kunnallisoikeuden syventävä jakso](coursename) name is\n- [LOGP3](course) name is\n- [Kandidaatin tutkielma ja seminaari (kurssi alkanut keväällä 2018 Hoitotieteen opiskelijoille)](coursename) name is\n- [TERKAN12](course) name full\n- [Venäjän kielen rakenne - Tekstin ymmärtäminen II](coursename) name full\n- [KKRA3](course) name full\n- [Ympäristöoikeus](coursename) name full\n- [KKES1](course) name full\n- [Tieteellinen kirjoittaminen (SOC)](coursename) name full\n- [HALJUS99](course) name full\n- [Ympäristö ja hyvinvointi](coursename) name full\n- [JOVA18](course) name full\n- [Saksa I](coursename) name full\n- [DPJKKHS](course) name full\n- [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename) name full\n- [JOVA16](course) name full\n- [Systemaattinen tiedonhaku hoitotieteessä](coursename) name full\n- [HISA1B](course) name full\n- [Master's Seminar and Thesis](coursename) name full\n- [POHP0](course) name full\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](coursename) name full\n- [VIROP2](course) name full\n- [Research seminar for postgraduate studies](coursename) name full\n- [HTIS50](course) name full\n- [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](coursename) name full\n- [KASLOE8.1](course) name full\n- [Cultural Diversity in Education and at Work - (autumn)](coursename) name full\n- [POLPOP02](course) name full\n- [Terve ja sairas ihminen](coursename) name full\n- [PEACE046](course) name full\n- [English Word Formation](coursename) name full\n- [TIETS31](course) name full\n- [European Integration Theory and External Relations (book exam/essay)](coursename) name full\n- [TERHOIA7](course) name full\n- [Monikielinen käännöstyöpaja](coursename) name full\n- [KASLOM1](course) name full\n- [Johdon laskentatoimen perusteet (avoin yliopisto-opetus)](coursename) name full\n- [KKENKTM](course) name full\n- [Julkisen talousjohtamisen näkökulmia](coursename) name full\n- [POHA13](course) name full\n- [Monimuuttujamenetelmien perusteet](coursename) name full\n- [ENGS44](course) name full\n- [Historian tutkimusprosessi ja historiantutkijan etiikka](coursename) name full\n- [SOS6.3.1](course) name full\n- [Erikoiskurssi](coursename) name full\n- [BIO2450](course) name full\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](coursename) name full\n- [BIO4380](course) name full\n- [Lineaarialgebra 1A](coursename) name full\n- [HALJUS15](course) name full\n- [Distributed Systems](coursename) name full\n- [KIRP3](course) name full\n- [Learning About Language with Corpora](coursename) name full\n- [STYS3C](course) name full\n- [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](coursename) name full\n- [BTK2112](course) name full\n- [Syventävä projekti, keväällä 2019 alkava](coursename) name full\n- [PSYS6D](course) name full\n- [Monimutkaisia itsestäänselvyyksiä- näkökulmia arjen ja henkilökohtaisen elämän tutkimukseen](coursename) name full\n- [KATTAS31](course) name full\n- [Epidemiologian tohtorikoulutusseminaari](coursename) name full\n- [KATVRS54](course) name full\n- [Johtamisviestintä](coursename) name full\n- [TRMU1](course) complete name\n- [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), kevät -](coursename) complete name\n- [MTTTS13](course) complete name\n- [Kielellinen vaihtelu/Språklig variation](coursename) complete name\n- [PGHMTS](course) complete name\n- [Valtio-opin maisteriseminaari](coursename) complete name\n- [ITIP5](course) complete name\n- [Riskienhallinta- ja vakuutuscaset](coursename) complete name\n- [BIO4440](course) complete name\n- [Soluviljely (1. vuosikurssin opiskelijoille)](coursename) complete name\n- [TRSU03](course) complete name\n- [Trends in Global Politics (BOOK EXAM POLKVS31)](coursename) complete name\n- [POLVOS24](course) complete name\n- [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) complete name\n- [POLPOP04](course) complete name\n- [Asiantuntijan puheviestintä ja vuorovaikutus, 1.-2. periodi / VIESTINTÄROHKEUDEN RYHMÄ](coursename) complete name\n- [JKKYTVA13](course) complete name\n- [Terveystiedon perusteet](coursename) complete name\n- [KASMULTI2C](course) complete name\n- [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) complete name\n- [KASVAR11](course) complete name\n- [Dialogue: Constructive Talk at Work](coursename) complete name\n- [JOVP4](course) complete name\n- [Käännösviestintä ruotsi-suomi/Översättning svenska-finska](coursename) complete name\n- [KATJOS11](course) complete name\n- [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename) complete name\n- [PEDA1](course) complete name\n- [Student Exchange - courses completed in foreign universities 2-8 ECTS](coursename) complete name\n- [KASVAR7](course) complete name\n- [Kielioppi II (venäjänkieliset opiskelijat)](coursename) complete name\n- [KATLAA13](course) complete name\n- [Pohjoismaiden kirjallisuus/Nordisk litteratur](coursename) complete name\n- [SUOA5/YKIEA1](course) complete name\n- [Venäjän kielen rakenne - Morfologia](coursename) complete name\n- [KASLOM5](course) complete name\n- [Cultural Transitions](coursename) complete name\n- [KATTAS22A](course) complete name\n- [Risk Management and Supervision of Financial Institutions](coursename) complete name\n- [ENGS22-24](course) complete name\n- [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](coursename) complete name\n- [KATVRS52](course) complete name\n- [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](coursename) complete name\n- [ENGS10](course) complete name\n- [Liike-elämän ruotsia I / näyttökoe (AHOT)](coursename) complete name\n- [TERHOI5](course) complete name\n- [Lapsuuden antropologia ja transnationaali lapsuus](coursename) complete name\n- [FILJATKO](course) complete name\n- [Matrices for Statistics and Computational Methods](coursename) complete name\n- [ESPFA1](course) complete name\n- [Tieteellinen kirjoittaminen (3. vuosikurssin opiskelijoille)](coursename) complete name\n- [HISS2](course) complete name\n- [Lähtötasokoe](coursename) complete name\n- [KASP4](course) complete name\n- [Lapset ympäristönsä tutkijoina - Matematiikka](coursename) complete name\n- [ROMAP1](course) complete name\n- [Finnish Elementary Course 4](coursename) complete name\n- [SOSM1](course) complete name\n- [Readings in Entrepreneurship](coursename) complete name\n- [JOVTS5](course) complete name\n- [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](coursename) complete name\n- [KASVAR11](course) name actual\n- [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) name actual\n- [ENGS42-43](course) name actual\n- [Orientaatio filosofian tutkinto-ohjelman opintoihin](coursename) name actual\n- [POLVOS22](course) name actual\n- [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](coursename) name actual\n- [KKENVAL2](course) name actual\n- [Tulkin oikeustieto I](coursename) name actual\n- [POLKVA32](course) name actual\n- [Globaali, lokaali ja yhteisöllisyys sosiaalityössä (kirjatentti)](coursename) name actual\n- [KASVAR6](course) name actual\n- [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](coursename) name actual\n- [MTTMP3](course) name actual\n- [Tilinpäätöksen tulkinta julkisessa hallinnossa](coursename) name actual\n- [HISA4](course) name actual\n- [Speakers Series](coursename) name actual\n- [STYP3](course) name actual\n- [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename) name actual\n- [KASMULTI4](course) name actual\n- [Studying abroad / Osallistuminen opiskelijavaihtoon](coursename) name actual\n- [YKT6.6.3](course) name actual\n- [Kandidaatin tutkielma ja seminaari (hoitotiede)](coursename) name actual\n- [TERA6](course) name actual\n- [SOS6.2.3 Työelämän vuorovaikutus](coursename) name actual\n- [TERHOIA3](course) name actual\n- [Cross-Institutional Studies in TUT](coursename) name actual\n- [PSYP1](course) name actual\n- [European, Eurasian and Global Energy Policy (book exam/essay)](coursename) name actual\n- [HALKAA12](course) name actual\n- [Tiede ja teknologia -tutkimusseminaari](coursename) name actual\n- [JOVAT1](course) name actual\n- [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](coursename) name actual\n- [HTIS53](course) name actual\n- [Introduction to Game Research (Tampere Summer School 2018)](coursename) name actual\n- [HALJTA14](course) name actual\n- [Activity Theory and Formative Interventions in Educational Research](coursename) name actual\n- [KASA13](course) name actual\n- [Tiede ja teknologia -tutkimusseminaari](coursename) name actual\n- [KATMAP11](course) name actual\n- [Kognitiivinen neurotiede I (avoin yliopisto)](coursename) name actual\n- [KKRA2](course) name actual\n- [Research Ethics](coursename) name actual\n- [KATYVS22](course) name actual\n- [Orientoivat opinnot Pori](coursename) name actual\n- [TEE7](course) name actual\n- [Kieli käyttöön/Språket i bruk](coursename) name actual\n- [ITIP1](course) name actual\n- [Ajankohtaiset ilmiöt hallintotieteissä](coursename) name actual\n- [PCP10/NAM IV](course) name actual\n- [Radiokääntäminen (venäjä)](coursename) name actual\n- [JOVA20](course) name actual\n- [Dialogue: Constructive Talk at Work](coursename) name actual\n- [KATLAA11](course) name actual\n- [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](coursename) name actual\n- [KATVAS12](course) name actual\n- [Comparative Education - book exam](coursename) name actual\n- [PSYP3](course) name actual\n- [Taloustieteen matematiikan jatkokurssi](coursename) name actual\n- [STYA8](course) name actual\n- [Nordic Parliaments (POMLFCS1)](coursename) name actual\n- [HALYAA12](course) whole name\n- [The European Union (book exam/essay)](coursename) whole name\n- [KASVAR4](course) whole name\n- [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](coursename) whole name\n- [LUOYY026](course) whole name\n- [Ethnographic Research](coursename) whole name\n- [SUOS2](course) whole name\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename) whole name\n- [HISJATKO](course) whole name\n- [Comparative Education - book exam](coursename) whole name\n- [LATAP3](course) whole name\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.5.2019](coursename) whole name\n- [KASA13](course) whole name\n- [Education in Developing Countries: Problems and Possible Solutions - Seminar](coursename) whole name\n- [LOGA5](course) whole name\n- [Seminaari II/Seminarium II](coursename) whole name\n- [KATVRA22](course) whole name\n- [Managing Research Information](coursename) whole name\n- [POHP1](course) whole name\n- [Julkisoikeuden perusteet (verkkototeutus)](coursename) whole name\n- [JOVAT1](course) whole name\n- [Orientation - Orientation to studying in the Software Development programme](coursename) whole name\n- [PSYP3](course) whole name\n- [Venäjän historia, kirjallisuus ja kulttuuri](coursename) whole name\n- [JOVTS5](course) whole name\n- [Kandidaattiseminaari (JATKAVA, Vahtikari)](coursename) whole name\n- [KATTAA12A](course) whole name\n- [Kaupungistuva maailma: Kaupungit ja kaupunkilaisuus 1800-luvulta nykypäivään](coursename) whole name\n- [PSYS13](course) whole name\n- [Kandidaatin tutkielma ja seminaari (syksy)](coursename) whole name\n- [KASLOM1](course) whole name\n- [Uuden ajan alun murroksia](coursename) whole name\n- [JOVA21](course) whole name\n- [Education in Developing Countries: Problems and Possible Solutions - Seminar](coursename) whole name\n- [KATYVA45](course) whole name\n- [Valtio-opin maisteriseminaari](coursename) whole name\n- [KKES3](course) whole name\n- [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename) whole name\n- [POLVOA31](course) whole name\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) whole name\n- [JOVVJS2](course) whole name\n- [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](coursename) whole name\n- [SUOV1](course) whole name\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) whole name\n- [POLVOS21](course) whole name\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](coursename) whole name\n- [MTTA2](course) whole name\n- [Business, Society and Nature (Independent study) Autumn 2018](coursename) whole name\n- [KATJOA19](course) whole name\n- [Opetus, ohjaus, oppiminen - elokas ja avoimen lähiop.: pienryhmäopetus (2 op) ja kirjallisuus (2 op)](coursename) whole name\n- [TERHOO3](course) whole name\n- [Research on Teaching and Learning - Seminar](coursename) whole name\n- [STYP1A](course) whole name\n- [Romanian historia, yhteiskunta ja talouselämä / Romanian History, Society and Economy -](coursename) whole name\n- [KKSUSC](course) whole name\n- [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](coursename) whole name\n- [HIST04](course) whole name\n- [Käyttäjäkeskeinen kääntäminen](coursename) whole name\n- [KASSO1](course) whole name\n- [Tietorakenteet](coursename) whole name\n- What is name [KASPUHS6](course)\n- What is name [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- What is name [ENGS10](course)\n- What is name [Kvantitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename)\n- What is name [RANA5](course)\n- What is name [Valinnainen jakso: Tiedeviestinnän käytänteet](coursename)\n- What is name [TRMU2](course)\n- What is name [Empiirinen projekti](coursename)\n- What is name [KASLOM3](course)\n- What is name [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, III-periodi](coursename)\n- What is name [HALHAS17](course)\n- What is name [Rahoitusoikeus](coursename)\n- What is name [ITIA4](course)\n- What is name [Sosiaalinen maailma](coursename)\n- What is name [KATVRP12](course)\n- What is name [Tissue biology](coursename)\n- What is name [LOGS5](course)\n- What is name [Opetus, ohjaus, oppiminen, monimuoto-opetus](coursename)\n- What is name [KASVAR11](course)\n- What is name [Verkkomedian suunnittelu - verkkokurssi](coursename)\n- What is name [PEACE045](course)\n- What is name [Sote ja sosiaalipolitiikka](coursename)\n- What is name [RUST1/RUST3](course)\n- What is name [Sosiaaliantropologian teoreettinen ajattelu](coursename)\n- What is name [HISA4](course)\n- What is name [Evaluation Research](coursename)\n- What is name [TERHOIA6](course)\n- What is name [Poliittisen sosiologian käsitteet ja tutkimukset](coursename)\n- What is name [KASA5](course)\n- What is name [Satututkimuksen lukupiiri](coursename)\n- What is name [KASLOM7](course)\n- What is name [Yrityksen oikeudellinen riskienhallinta](coursename)\n- What is name [PEDA5](course)\n- What is name [Valinnainen jakso: Tiedeviestinnän käytänteet](coursename)\n- What is name [POLVOS22](course)\n- What is name [Merkitys](coursename)\n- What is name [DPCMTJ2/JMMETUS](course)\n- What is name [Julkistalouden valvonta ja tarkastus](coursename)\n- What is name [YKTM4](course)\n- What is name [Tieteellinen kirjoittaminen](coursename)\n- What is name [SUOA8](course)\n- What is name [Tutkijan puheviestintä](coursename)\n- What is name [MTTMA15](course)\n- What is name [Työeläkejärjestelmät](coursename)\n- What is name [KKSUPRO](course)\n- What is name [Work and Health](coursename)\n- What is name [TAYJ032](course)\n- What is name [Orientation - General Orientation Course for International Students](coursename)\n- What is name [KASP4](course)\n- What is name [Literature and Change after 1900 (American Literature)](coursename)\n- What is name [ITIS45](course)\n- What is name [Työmarkkinat, työvoiman käyttö ja työllisyysturva](coursename)\n- What is name [LTLY01](course)\n- What is name [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename)\n- What is name [KASP3](course)\n- What is name [Viestinnän etiikka](coursename)\n- What is name [ITIA03](course)\n- What is name [Qualitative Approach](coursename)\n- What is name [MVKS17/13S](course)\n- What is name [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename)\n- The name of [KATTAS36](course)\n- The name of [Ruotsin kielen kirjallinen ja suullinen viestintä / intensiivikurssi](coursename)\n- The name of [KASLOM4](course)\n- The name of [Kandidaattiseminaari](coursename)\n- The name of [KATTAS40](course)\n- The name of [Esimiestyö (kevät 2019)](coursename)\n- The name of [HISP3](course)\n- The name of [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](coursename)\n- The name of [DPEDUA.1A](course)\n- The name of [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](coursename)\n- The name of [KASMULTI4](course)\n- The name of [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Seinäjoki](coursename)\n- The name of [KATRAS12](course)\n- The name of [Tutkiva ja kehittävä opettaja](coursename)\n- The name of [SAKP2](course)\n- The name of [Tietoresurssien tuotanto ja kokoelmatyö](coursename)\n- The name of [MVKS54-56](course)\n- The name of [Johdon laskentatoimen jatkokurssi](coursename)\n- The name of [JOUJOVTS](course)\n- The name of [Pohjoismaisten kielten lähtötasokoe](coursename)\n- The name of [KATTAS21B](course)\n- The name of [Introduction to Corporate Social Responsibility](coursename)\n- The name of [SOS6.2.1](course)\n- The name of [Managing Research Information](coursename)\n- The name of [TIETS21](course)\n- The name of [Tekstianalyysi - Luennot](coursename)\n- The name of [POLVOA42](course)\n- The name of [Käännösviestintä I - Käännösviestintä I englanti-suomi](coursename)\n- The name of [KASORIENT](course)\n- The name of [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename)\n- The name of [POLKVS32](course)\n- The name of [Datan hallinnan perusteet](coursename)\n- The name of [LTLY01](course)\n- The name of [Orientoivat opinnot - HOPS1](coursename)\n- The name of [KASA10](course)\n- The name of [Yritysappro](coursename)\n- The name of [STYA6](course)\n- The name of [Kirjoitusviestintä / COMS](coursename)\n- The name of [BTK0024](course)\n- The name of [Viron jatkokurssi](coursename)\n- The name of [KASMULTI2C](course)\n- The name of [Algebra 1A](coursename)\n- The name of [KATMAS15](course)\n- The name of [Tutkimustyön perusteet (syksy)](coursename)\n- The name of [KASLOE6.3](course)\n- The name of [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](coursename)\n- The name of [ENGP4](course)\n- The name of [Yleistetyt lineaariset mallit 1](coursename)\n- The name of [LUOYY026](course)\n- The name of [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](coursename)\n- The name of [KKRUYHT](course)\n- The name of [Organisaatio, hallinto ja johtaminen - Harjoitustyö](coursename)\n- The name of [DPIT2](course)\n- The name of [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- The name of [POLVOA22/A32](course)\n- The name of [Kuvataiteen perusteet - 1.vsk](coursename)\n- The name of [JOVMS2A](course)\n- The name of [Genes and Genomes](coursename)\n- The name of [KATMAA99](course)\n- The name of [Tieto-oppi](coursename)\n- Name [KASLOM5](course)\n- Name [Multi-level Governance and Europeanisation (book exam/essay)](coursename)\n- Name [PEDA1](course)\n- Name [Verkkojulkaiseminen](coursename)\n- Name [POLVOA51/52/S24](course)\n- Name [Scientific Writing - Module B - Thesis Writing (online)](coursename)\n- Name [KKSUTTK](course)\n- Name [Aineenvaihdunta](coursename)\n- Name [POMLFCS3](course)\n- Name [Sanaston tuntemus/Ordkunskap](coursename)\n- Name [FILA9](course)\n- Name [Epidemiologian perusteet](coursename)\n- Name [HALJTS99](course)\n- Name [Media, Information and Democracy](coursename)\n- Name [ESPFP3](course)\n- Name [Ohjatut asiakastyöt](coursename)\n- Name [DPLA01](course)\n- Name [Johdatus vuorovaikutteiseen teknologiaan](coursename)\n- Name [KASSA1](course)\n- Name [Thesis seminar](coursename)\n- Name [LTLY210](course)\n- Name [Orientaatio psykologiaan](coursename)\n- Name [KKSUPRO](course)\n- Name [KEB-61420 Laaja kemia 2](coursename)\n- Name [MTTTP4](course)\n- Name [Terve ja turvallinen kouluyhteisö](coursename)\n- Name [LOGS7](course)\n- Name [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](coursename)\n- Name [POLKVS32](course)\n- Name [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](coursename)\n- Name [KKSUOPE](course)\n- Name [Introduction to leadership and management](coursename)\n- Name [DPII1](course)\n- Name [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](coursename)\n- Name [LOGS3](course)\n- Name [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](coursename)\n- Name [JOVTETUS3](course)\n- Name [Syventävä projekti, keväällä 2019 alkava](coursename)\n- Name [JOUJOVTS](course)\n- Name [Genes and Genomes](coursename)\n- Name [KASSA1](course)\n- Name [Tilinpäätösanalyysi](coursename)\n- Name [KKENYHT](course)\n- Name [Experimental Research in Human-Technology Interaction](coursename)\n- Name [MTTMA5](course)\n- Name [Pro gradu -seminaari 2018-2019 (vaihe I)](coursename)\n- Name [BIO2450](course)\n- Name [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename)\n- Name [KKKI1](course)\n- Name [Liikuntapedagogiikan perusteet / Harjoitukset - 1.vsk](coursename)\n- Name [TAYJ12](course)\n- Name [Environment and Well-Being](coursename)\n- Name [STYS3C](course)\n- Name [Scientific Writing - Module A - Writing Clinic](coursename)\n- Name [KASVART2](course)\n- Name [Tutkimusseminaari ja pro gradu -tutkielma](coursename)\n- Name [ENGS29](course)\n- Name [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, syksy 2018)](coursename)\n- Name [KASA13](course)\n- Name [Teknologiakasvatus - Käsityökasvatuksen pedagogiikka ja työsuojelu](coursename)\n- What is the full name of [LOGA2](course)\n- What is the full name of [Kuva- ja mediakulttuurit - Kuvakulttuurit 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely/taidemuseot harjoitusryhmät)](coursename)\n- What is the full name of [TEE7](course)\n- What is the full name of [Tieto- ja asiakirjahallinto](coursename)\n- What is the full name of [KATLAP21](course)\n- What is the full name of [Kasvatus, tieto ja teoria - Luennot](coursename)\n- What is the full name of [KATYVA13](course)\n- What is the full name of [Maisteriopintojen esittely - CBDA](coursename)\n- What is the full name of [MVKS10](course)\n- What is the full name of [Verkkopalvelujen informaatioarkkitehtuuri](coursename)\n- What is the full name of [BTK4121](course)\n- What is the full name of [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](coursename)\n- What is the full name of [KASLOM4](course)\n- What is the full name of [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](coursename)\n- What is the full name of [HALHAS18](course)\n- What is the full name of [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](coursename)\n- What is the full name of [HALJTA21](course)\n- What is the full name of [Kehityspsykologia I](coursename)\n- What is the full name of [TIETS43](course)\n- What is the full name of [Nuorisokasvatuksen ja nuorisotyön teoreettisia suuntauksia (verkkokurssi)](coursename)\n- What is the full name of [KASA3](course)\n- What is the full name of [Structure of English II - Grammar II](coursename)\n- What is the full name of [KASERIT3](course)\n- What is the full name of [Accounting Information Systems](coursename)\n- What is the full name of [KKES3](course)\n- What is the full name of [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](coursename)\n- What is the full name of [FILS1E](course)\n- What is the full name of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Etnografia](coursename)\n- What is the full name of [PSYS16](course)\n- What is the full name of [Kielen kehitys](coursename)\n- What is the full name of [POLKVS22](course)\n- What is the full name of [Geometria](coursename)\n- What is the full name of [KASVARPH](course)\n- What is the full name of [Kielikonsultointia käytännössä](coursename)\n- What is the full name of [POHP6](course)\n- What is the full name of [Julkisen toiminnan tuloksellisuuden arviointi](coursename)\n- What is the full name of [KASP4](course)\n- What is the full name of [Finnish Education System - Seminar](coursename)\n- What is the full name of [SUOA4](course)\n- What is the full name of [Asiantuntijan ja esimiehen työelämätaidot](coursename)\n- What is the full name of [KASSY1](course)\n- What is the full name of [Internet ja vuorovaikutteinen media](coursename)\n- What is the full name of [JOVA2](course)\n- What is the full name of [Mediakulttuurit / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- What is the full name of [VENS15](course)\n- What is the full name of [Strategia ja yrittäjyys](coursename)\n- What is the full name of [TIETS17](course)\n- What is the full name of [Organisaatio, hallinto ja johtaminen - Harjoitustyö](coursename)\n- What is the full name of [POLVOA41/S23/28](course)\n- What is the full name of [Simultaanitulkkaus I saksa-suomi-saksa](coursename)\n- What is the full name of [POLHAR10](course)\n- What is the full name of [Yhteiskunnallinen muutos](coursename)\n- What is the full name of [POLVOA21/22/S22](course)\n- What is the full name of [Eläimet työssä](coursename)\n- What is the full name of [KKES3](course)\n- What is the full name of [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus - 1. vsk](coursename)\n- What is the full name of [JOVA2](course)\n- What is the full name of [EI toteutusta 2018-19 Advanced immunology](coursename)\n- What is the full name of [HISA2](course)\n- What is the full name of [EU Financial Management](coursename)\n- What is [SUOA8](course) called\n- What is [SGN-41007 Pattern Recognition and Machine Learning](coursename) called\n- What is [TERKANP6](course) called\n- What is [The Coeliac Disease Journal Club](coursename) called\n- What is [KKSUYTK](course) called\n- What is [Keskustelunanalyysi (verkkokurssi), syksy 2018](coursename) called\n- What is [SOS9](course) called\n- What is [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](coursename) called\n- What is [PSYP4](course) called\n- What is [International Society (book exam/essay)](coursename) called\n- What is [KATJOA12](course) called\n- What is [Introduction to Political Theory (book exam/essay)](coursename) called\n- What is [KKSUSC](course) called\n- What is [Terveyden edistäminen kansanterveystieteilijöille](coursename) called\n- What is [ITIS61](course) called\n- What is [Histoteknologian ja valomikroskopian perusteet](coursename) called\n- What is [SOSM5.1](course) called\n- What is [Tietojärjestelmän suunnittelun perusteet](coursename) called\n- What is [VENS1](course) called\n- What is [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](coursename) called\n- What is [KKENMP3](course) called\n- What is [Human-Technology Interaction Project Work](coursename) called\n- What is [HALJUA21](course) called\n- What is [Jatkokoulutusseminaari](coursename) called\n- What is [ESPFA6](course) called\n- What is [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename) called\n- What is [STYA5](course) called\n- What is [Strategic Management Accounting and Control](coursename) called\n- What is [KASLOM3](course) called\n- What is [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](coursename) called\n- What is [JKKYLII](course) called\n- What is [Presentation Skills](coursename) called\n- What is [KASLOM6](course) called\n- What is [Ryhmät ja ryhmien väliset suhteet](coursename) called\n- What is [HISA4](course) called\n- What is [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](coursename) called\n- What is [ITIP3](course) called\n- What is [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Harjoitukset - 1.vsk](coursename) called\n- What is [SOS6.4.4](course) called\n- What is [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename) called\n- What is [KATYVS23](course) called\n- What is [Korkeakoulujen rahoitus ja talous - Harjoitustyö](coursename) called\n- What is [KASA12](course) called\n- What is [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](coursename) called\n- What is [KKRUYHT](course) called\n- What is [Master's Thesis Seminar (2nd year students)](coursename) called\n- What is [LTLY16](course) called\n- What is [United States History, 1877-1945](coursename) called\n- What is [FONEP2](course) called\n- What is [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](coursename) called\n- What is [VENS10](course) called\n- What is [Games and Internet in Society](coursename) called\n- What is [ITIP4](course) called\n- What is [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename) called\n- What is [KIRA3G](course) called\n- What is [Lineaarialgebra 1B](coursename) called\n- What is [KASERIT4](course) called\n- What is [Johdatus kirjallisuuden poetiikkaan](coursename) called\n- What is [KATVAS12](course) called\n- What is [Readings in Entrepreneurship](coursename) called\n- What is the course code [MTTTS13](course) called\n- What is the course code [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](coursename) called\n- What is the course code [BTK1023](course) called\n- What is the course code [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](coursename) called\n- What is the course code [JKKYOA12](course) called\n- What is the course code [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename) called\n- What is the course code [KATVRS54](course) called\n- What is the course code [Kestävän kehityksen käytäntöjä](coursename) called\n- What is the course code [HALKAA15](course) called\n- What is the course code [Dialogue: Constructive Talk at Work](coursename) called\n- What is the course code [KKRUYHT](course) called\n- What is the course code [Visuaalisen kulttuurin syventymiskohde - Seminaari](coursename) called\n- What is the course code [TERA6](course) called\n- What is the course code [World society: National policies, global governance and transnational sociology](coursename) called\n- What is the course code [JOVA17](course) called\n- What is the course code [Kirjoitusviestintä / COMS](coursename) called\n- What is the course code [MVKS15E](course) called\n- What is the course code [Maailmanloppu nyt. Ja ennen.](coursename) called\n- What is the course code [KATYVA34](course) called\n- What is the course code [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen 3.vsk](coursename) called\n- What is the course code [SOSM2](course) called\n- What is the course code [Johdatus filosofiaan](coursename) called\n- What is the course code [KATTAP11](course) called\n- What is the course code [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](coursename) called\n- What is the course code [MVKS48/58](course) called\n- What is the course code [Arctic Fantasies](coursename) called\n- What is the course code [KKENKTK](course) called\n- What is the course code [Lain ja hallinnon käännösviestinnän seminaari suomi-venäjä](coursename) called\n- What is the course code [POLKVA12](course) called\n- What is the course code [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](coursename) called\n- What is the course code [HEAAE03](course) called\n- What is the course code [Business Ethics (Lectures)](coursename) called\n- What is the course code [VENP3/VENK1](course) called\n- What is the course code [Kandidaattiseminaari (Nenonen)](coursename) called\n- What is the course code [MEDU02](course) called\n- What is the course code [Quantitative Research Methods and Comparative Research Design (Global Society students)](coursename) called\n- What is the course code [KASMAT2](course) called\n- What is the course code [Graduvauhditus](coursename) called\n- What is the course code [RANS5](course) called\n- What is the course code [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename) called\n- What is the course code [SAKA6](course) called\n- What is the course code [Curriculum Studies - Lectures](coursename) called\n- What is the course code [BTK2045](course) called\n- What is the course code [Postcolonial Literature](coursename) called\n- What is the course code [KKRUYHT](course) called\n- What is the course code [Literature and Change after 1900 (American Literature)](coursename) called\n- What is the course code [KASA11](course) called\n- What is the course code [Kirjallinen ja suullinen viestintä II: suullinen viestintä](coursename) called\n- What is the course code [BIO4470](course) called\n- What is the course code [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), kevät](coursename) called\n- What is the course code [ITIA1](course) called\n- What is the course code [Vero-oikeuden perusteet](coursename) called\n- What is the course code [POLYEP12](course) called\n- What is the course code [Cell Technology Laboratory Course](coursename) called\n- What is the course code [POLKVA22](course) called\n- What is the course code [Käytännön opetus ja ohjaus](coursename) called\n- What is the course code [SOS3](course) called\n- What is the course code [Kokemuksen historia: tavoitteet ja menetelmät](coursename) called\n- What is the course code [TIETS02](course) called\n- What is the course code [Saksa III](coursename) called\n- What course is [LFCOR](course)\n- What course is [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](coursename)\n- What course is [KATVAS11](course)\n- What course is [Medioitu vuorovaikutus](coursename)\n- What course is [HTIS84](course)\n- What course is [Suomen energiapolitiikka (kirjatentti/essee)](coursename)\n- What course is [LTLY16](course)\n- What course is [Terveyttä viestinnästä- viestintää terveydestä](coursename)\n- What course is [SAKP2](course)\n- What course is [Antiikintutkimuksen lähteet ja menetelmät](coursename)\n- What course is [LUOYY023](course)\n- What course is [Laaja-alaistava harjoittelu - Opetus- ja koulutushallinnon luennot](coursename)\n- What course is [KKSAVAL0](course)\n- What course is [Tietokantaohjelmointi](coursename)\n- What course is [IGS006](course)\n- What course is [Finnish Elementary Course 3](coursename)\n- What course is [KKRULL](course)\n- What course is [Tutkimuspraktikum](coursename)\n- What course is [YKYYHT2](course)\n- What course is [Terveyden edistäminen kansanterveystieteilijöille](coursename)\n- What course is [KKES2](course)\n- What course is [Sisäinen valvonta ja sisäinen tarkastus](coursename)\n- What course is [BTK1013](course)\n- What course is [Managing e-commerce; Consumers and Community Perspective](coursename)\n- What course is [ENGA9](course)\n- What course is [Tilastomenetelmien perusteet](coursename)\n- What course is [KATJOP11](course)\n- What course is [Tulkkauksen teoria](coursename)\n- What course is [POLVOA52](course)\n- What course is [Datan hallinnan perusteet](coursename)\n- What course is [KKSA1](course)\n- What course is [Tragedy of the Commons? Problems and Solutions](coursename)\n- What course is [KASLOM9](course)\n- What course is [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename)\n- What course is [MTTTA1](course)\n- What course is [Academic writing and theory](coursename)\n- What course is [BTK1013](course)\n- What course is [Tekstin tekemisen perusteet](coursename)\n- What course is [ENGS40](course)\n- What course is [Literature and Change after 1900 (British Literature)](coursename)\n- What course is [KATVAA13](course)\n- What course is [Tutkielmaseminaari - Seminaari](coursename)\n- What course is [JKKYTUO2](course)\n- What course is [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename)\n- What course is [KATLITO8](course)\n- What course is [Tutkimusetiikka](coursename)\n- What course is [KIRA2](course)\n- What course is [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](coursename)\n- What course is [PSYP3](course)\n- What course is [Lehti- ja verkkojournalismi](coursename)\n- What course is [KKRUYHT](course)\n- What course is [Tekstiklinikka tutkielman kirjoittajille](coursename)\n- What course is [DPHSS202](course)\n- What course is [Kandidaattiseminaari ja tutkielma (taloustiede) - syksy 2018](coursename)\n- What course is [SOS9](course)\n- What course is [Jatko-opintoja](coursename)\n- What course is [SAKA10](course)\n- What course is [Johdatus yrittäjyyteen](coursename)\n- What course is [HALHAP01](course)\n- What course is [Suomet vieraina suussa](coursename)\n- [TERKANA1](course) named\n- [Lasten oikeuspsykologia](coursename) named\n- [KATJOA12](course) named\n- [Tutkielmaseminaari - Seminaari](coursename) named\n- [HISP2](course) named\n- [Tekoäly ja vakuutustoiminta](coursename) named\n- [KKRUYHT](course) named\n- [Moniammatilliset johtamisopinnot](coursename) named\n- [KASLOM11](course) named\n- [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti](coursename) named\n- [KKENKTMO](course) named\n- [Basics II: Intermediate Czech I](coursename) named\n- [ENGA9](course) named\n- [Sosiaalipolitiikka (lähi- ja monimuotokurssi)](coursename) named\n- [ENGA12](course) named\n- [Ydinaseet ja kansainvälinen politiikka](coursename) named\n- [KASLOE6.4](course) named\n- [Kuvataidekasvatus / Harjoitukset - 2.vsk](coursename) named\n- [DPEDUA.1A](course) named\n- [Vähittäiskaupan konseptit](coursename) named\n- [LOGA5](course) named\n- [Käyttöliittymien perusteet](coursename) named\n- [HISA2](course) named\n- [Writing Research Grant Proposals](coursename) named\n- [STYS3C](course) named\n- [Orientaatiopäivä väitöskirjatutkijoille](coursename) named\n- [ITIP4](course) named\n- [Asiantuntemus ja arjen ympäristöpolitiikka](coursename) named\n- [ITIP5](course) named\n- [COURSE CANCELLED: Islamism](coursename) named\n- [SOCYKV2/RES012](course) named\n- [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](coursename) named\n- [ESPFP4](course) named\n- [Introduction to research methods in public administration](coursename) named\n- [KASSM2](course) named\n- [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi) / KTM-tutkinto](coursename) named\n- [YKYYHT1](course) named\n- [Median ja politiikan välinen suhde](coursename) named\n- [LTLY16](course) named\n- [Julkiset rahoitusjärjestelmät](coursename) named\n- [SOCYKV2/RES012](course) named\n- [Käännösviestintä suomi-venäjä](coursename) named\n- [VENP1](course) named\n- [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename) named\n- [KASA11](course) named\n- [Toiminta, tulkinta ja tieto](coursename) named\n- [PSYA11](course) named\n- [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename) named\n- [SOS4.4](course) named\n- [Sosiaalipsykologinen ajattelu II](coursename) named\n- [KASLOE6.2](course) named\n- [Digitaalinen historia](coursename) named\n- [KASMULTI2B](course) named\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename) named\n- [KASLOM5](course) named\n- [Ikääntyminen, kieli ja vuorovaikutus](coursename) named\n- [TERKAN5](course) named\n- [Bioinformatics](coursename) named\n- [HALJUA61](course) named\n- [Terveystieteiden orientoivat tohtoriopinnot](coursename) named\n- What's [PEDAYOP4](course) named\n- What's [Practical Introduction to Data Mining](coursename) named\n- What's [SOS5](course) named\n- What's [Sosiaalitieteiden kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename) named\n- What's [YKYYKEKE1](course) named\n- What's [Vastuullisen liiketoiminnan case-kurssi](coursename) named\n- What's [DPHSO101](course) named\n- What's [Mediatutkimuksen valinn. jakso: Ääni, teknologia ja kulttuuri](coursename) named\n- What's [NORDIG3](course) named\n- What's [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename) named\n- What's [KASLOH1](course) named\n- What's [Kandidaattiseminaari ja -tutkielma (hallintotiede), kevät -](coursename) named\n- What's [KKSUSC](course) named\n- What's [Orientoiva tutkielmaseminaari](coursename) named\n- What's [MTTA2](course) named\n- What's [Monikulttuurisuus ja koulutuspolitiikka - Seminaari](coursename) named\n- What's [POHA4/POHS4](course) named\n- What's [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - Kasvatustieteellinen luku- ja kirjoitustaito](coursename) named\n- What's [NORDIG2](course) named\n- What's [Introduction to Game Research (Tampere Summer School 2018)](coursename) named\n- What's [KKSUBMT](course) named\n- What's [Tekoäly ja vakuutustoiminta](coursename) named\n- What's [JOVY1](course) named\n- What's [Johdatus yhteiskuntahistoriaan](coursename) named\n- What's [PEACE2](course) named\n- What's [Työ ja äitiys tänään](coursename) named\n- What's [TEE9](course) named\n- What's [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename) named\n- What's [KASMULTI6](course) named\n- What's [Perintö-, lahja- ja varainsiirtoverotus](coursename) named\n- What's [POLVOA31](course) named\n- What's [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy](coursename) named\n- What's [KASSA5](course) named\n- What's [Johdatus viestintään ja mediaan](coursename) named\n- What's [KASA12](course) named\n- What's [European Integration Theory and External Relations (book exam/essay)](coursename) named\n- What's [KASVAR5](course) named\n- What's [Työmarkkinat, työvoiman käyttö ja työllisyysturva](coursename) named\n- What's [JOVAT2](course) named\n- What's [Toiminta, tulkinta ja tieto](coursename) named\n- What's [KASA15](course) named\n- What's [Käyttöliittymien perusteet](coursename) named\n- What's [ITIP1](course) named\n- What's [Johtamisen ja organisaatioiden perusteet](coursename) named\n- What's [PSYA10](course) named\n- What's [Kuvan uudet muodot](coursename) named\n- What's [KASSO4](course) named\n- What's [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](coursename) named\n- What's [KAMYVS99](course) named\n- What's [Käännösviestintä ranska-suomi I / Traduction français-finnois I](coursename) named\n- What's [MTTY1](course) named\n- What's [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](coursename) named\n- What's [KKENKTMO](course) named\n- What's [Book Exam in Human-Technology Interaction](coursename) named\n- What's [FILS1E](course) named\n- What's [Seminaarit 1. lukukausi/2. lukukausi](coursename) named\n- What's [POLKVS31](course) named\n- What's [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, III-periodi](coursename) named\n- What's [PSYS2](course) named\n- What's [Julkiset hankinnat](coursename) named\n- Name of [TSEKP1](course)\n- Name of [Introduction to Political Theory (book exam/essay)](coursename)\n- Name of [KASS1](course)\n- Name of [Research Seminar, Doctoral Programme in Language Studies](coursename)\n- Name of [KASA13](course)\n- Name of [Yksilö, yhteiskunta ja kulttuuri - evankelisluterilaiset uskonnon ja elämänkatsomustiedon harjoitusryhmät - 2. vsk](coursename)\n- Name of [KKSUHUK1](course)\n- Name of [Tiedonhaun kieliteknologia](coursename)\n- Name of [KASLOM2](course)\n- Name of [Reportaasi](coursename)\n- Name of [HISP3](course)\n- Name of [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename)\n- Name of [COSOPOM1](course)\n- Name of [Suullinen ja kirjallinen taito - Suulliset ja kirjalliset harjoitukset/Expresión oral y escrita - Conversación y redacción](coursename)\n- Name of [KATJOS42](course)\n- Name of [Työn uusi järjestys ja aikuiskasvatus - Seminaari](coursename)\n- Name of [SOS6.5.2](course)\n- Name of [Introduction to Political Theory (book exam/essay)](coursename)\n- Name of [DPCMTJT2](course)\n- Name of [Journalism Start-Ups and Enterpreneurialism](coursename)\n- Name of [KKSU6](course)\n- Name of [Knowledge Discovery](coursename)\n- Name of [STYA6](course)\n- Name of [Sosiaalihuollon hallinto ja johtaminen](coursename)\n- Name of [VENS13](course)\n- Name of [Visuaalisen journalismin erityisalueet](coursename)\n- Name of [JOVP3](course)\n- Name of [A Biomedical View of Patenting](coursename)\n- Name of [JOVTKS3](course)\n- Name of [Poliittisen sosiologian käsitteet ja tutkimukset](coursename)\n- Name of [KKSUPRO](course)\n- Name of [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- Name of [JOUJOVTS](course)\n- Name of [Tiedon organisointi ja informaatioarkkitehtuuri](coursename)\n- Name of [TIETA6](course)\n- Name of [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](coursename)\n- Name of [ESPFP1](course)\n- Name of [Äänne- ja muoto-oppi](coursename)\n- Name of [KASVAR5](course)\n- Name of [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](coursename)\n- Name of [KATLAA99](course)\n- Name of [Kasvatushistoria, kirjatentti](coursename)\n- Name of [KKSUVAL3](course)\n- Name of [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](coursename)\n- Name of [HALJUA22](course)\n- Name of [Doctoral course on health policy](coursename)\n- Name of [KASA11](course)\n- Name of [European Social Policy: Content and Actors](coursename)\n- Name of [KATTAS40](course)\n- Name of [Tieteellinen kirjoittaminen (SOC)](coursename)\n- Name of [SUKKP1](course)\n- Name of [Matrices for Statistics and Computational Methods](coursename)\n- Name of [TRSU02](course)\n- Name of [Tutkielmapiiri: sota-ajan kirjeenvaihdon lingvistinen tutkimus](coursename)\n- Name of [MTTTP1](course)\n- Name of [Deutsch im Alltag und Studium](coursename)\n- Name of [KKENVAL4](course)\n- Name of [Työpaja (matematiikan perustaitotesti)](coursename)\n- Name of [HALYAP01](course)\n- Name of [Tuutorina toimiminen](coursename)\n- Tell me the name of [KATMAA99](course)\n- Tell me the name of [Sosiaalipolitiikan ideat ja käytännöt](coursename)\n- Tell me the name of [MTTTA14](course)\n- Tell me the name of [Merkitys](coursename)\n- Tell me the name of [POLKVA12](course)\n- Tell me the name of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](coursename)\n- Tell me the name of [KASLOH1](course)\n- Tell me the name of [Kuvataidekasvatus / Luennot - 2.vsk](coursename)\n- Tell me the name of [KIRS5](course)\n- Tell me the name of [Kandidaatin tutkielma ja seminaari (syksy)](coursename)\n- Tell me the name of [LUOYY003](course)\n- Tell me the name of [Tuutorivastaavana toimiminen](coursename)\n- Tell me the name of [YKYYHT1](course)\n- Tell me the name of [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](coursename)\n- Tell me the name of [SAKS1](course)\n- Tell me the name of [Orientaatio psykologiaan](coursename)\n- Tell me the name of [DPCMTJ2/JMMETUS](course)\n- Tell me the name of [Basics II: Intermediate Czech I](coursename)\n- Tell me the name of [HALYAA14](course)\n- Tell me the name of [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename)\n- Tell me the name of [POLPOP03](course)\n- Tell me the name of [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](coursename)\n- Tell me the name of [STYA1B](course)\n- Tell me the name of [Yritysjuridiikan perusteet](coursename)\n- Tell me the name of [KASSO4](course)\n- Tell me the name of [Advanced European Integration Studies (book exam/essay)](coursename)\n- Tell me the name of [MVKS60](course)\n- Tell me the name of [Yritysjuridiikan case-kurssi](coursename)\n- Tell me the name of [JOUJOVTS](course)\n- Tell me the name of [Johdatus sosiaaliantropologiaan -seminaari](coursename)\n- Tell me the name of [POLVOS24](course)\n- Tell me the name of [Johdatus politiikan teoriaan (kirjatentti/essee)](coursename)\n- Tell me the name of [KASA9](course)\n- Tell me the name of [Kääntäjän ja tulkin työelämätaidot](coursename)\n- Tell me the name of [POHA14](course)\n- Tell me the name of [Kandidaatintutkielma - Seminaari ja tutkielma](coursename)\n- Tell me the name of [LUOYY027](course)\n- Tell me the name of [Master's Thesis Seminar (2nd year students)](coursename)\n- Tell me the name of [JKKYVAP](course)\n- Tell me the name of [Pro gradu -tutkielma ja -seminaari](coursename)\n- Tell me the name of [HALTVP11](course)\n- Tell me the name of [Opetus, ohjaus, oppiminen - Varhaiskasvatus: Pienryhmäopetus ja orientaatioharjoittelu (2 op) ja kirjallisuus (2 op)](coursename)\n- Tell me the name of [SOSM5.1](course)\n- Tell me the name of [Sosiaalioikeus - STYA1A2 Sosiaalioikeus II](coursename)\n- Tell me the name of [HTIS59](course)\n- Tell me the name of [Organisation Theory and Analysis](coursename)\n- Tell me the name of [KKSUPRO](course)\n- Tell me the name of [Organisaatioiden tiedonhallinta](coursename)\n- Tell me the name of [IGS005](course)\n- Tell me the name of [Professional Writing (online course)](coursename)\n- Tell me the name of [KKSUVAL1](course)\n- Tell me the name of [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](coursename)\n- Tell me the name of [KATLAA24](course)\n- Tell me the name of [Teknologiat ja materiaalisuus terveyskysymyksissä](coursename)\n- Tell me the name of [BTK4660](course)\n- Tell me the name of [Terveyttä viestinnästä- viestintää terveydestä](coursename)\n- Tell me the name of [HTIS50](course)\n- Tell me the name of [Murder and Representation](coursename)\n- Tell me the name of [JOVTS2](course)\n- Tell me the name of [Käännösviestintä ja kirjoittaminen - Johdatus käännösviestintään](coursename)\n- Say the name of [KATYVS11](course)\n- Say the name of [Terveystiedon sisällöt (sähköinen tentti)](coursename)\n- Say the name of [SUOK2/A6](course)\n- Say the name of [Protein technology](coursename)\n- Say the name of [KKENYHT](course)\n- Say the name of [Konfliktinratkaisu (kirjatentti/essee)](coursename)\n- Say the name of [POLVOA52](course)\n- Say the name of [Usean muuttujan differentiaalilaskenta](coursename)\n- Say the name of [BTK2036](course)\n- Say the name of [Kansainväliset suhteet ja ilmaston muutoksen hallinta](coursename)\n- Say the name of [SUKKP6](course)\n- Say the name of [Introduction to research methods in public administration](coursename)\n- Say the name of [ESPFA3](course)\n- Say the name of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Diskurssianalyysi](coursename)\n- Say the name of [KASA12](course)\n- Say the name of [Public Policy and Governance (book exam/essay)](coursename)\n- Say the name of [POLVOA22](course)\n- Say the name of [Valtio-opin johdantokurssi (kirjatentti)](coursename)\n- Say the name of [DPEDUE](course)\n- Say the name of [Vanhat ja uudet klassikot (kirjatentti/essee)](coursename)\n- Say the name of [SOS08.3](course)\n- Say the name of [Terveystiedon perusteet](coursename)\n- Say the name of [KASVAR12](course)\n- Say the name of [Scientific Writing - Module B - Thesis Writing (online)](coursename)\n- Say the name of [POLVOS23](course)\n- Say the name of [Johdatus filosofiaan](coursename)\n- Say the name of [POHA6](course)\n- Say the name of [Visuaalisen kulttuurin teoria - lukupiiri ja essee](coursename)\n- Say the name of [BTK4090](course)\n- Say the name of [Klinikkaharjoittelu](coursename)\n- Say the name of [SAKA8](course)\n- Say the name of [Kääntämisen ja tulkkauksen teoria ja käytäntö - Terminologia](coursename)\n- Say the name of [LOGP1](course)\n- Say the name of [Kliininen neuropsykologia II](coursename)\n- Say the name of [KASSM2](course)\n- Say the name of [Maisteriopintojen esittely - CBDA](coursename)\n- Say the name of [POLYEP12](course)\n- Say the name of [Management Accounting and Human Behaviour](coursename)\n- Say the name of [JKKYTUA02](course)\n- Say the name of [Aineenvaihdunta](coursename)\n- Say the name of [KKSULL](course)\n- Say the name of [Valinnainen jakso: Tiedeviestinnän projekti](coursename)\n- Say the name of [HISOKV1](course)\n- Say the name of [Valinnainen jakso: Työpaja: Tulevaisuuden kaupunki](coursename)\n- Say the name of [KATLITO8](course)\n- Say the name of [Näkökulmia kääntämiseen - Käännös-, rakenne- ja sanastoharjoitukset I / Perspektiven auf Übersetzen](coursename)\n- Say the name of [KKRUPRE2](course)\n- Say the name of [Toiminnanohjausjärjestelmät (ERP)](coursename)\n- Say the name of [ITIS44](course)\n- Say the name of [Kandidaattitutkielma ja seminaari (matematiikka) - seminaari](coursename)\n- Say the name of [KASLOE8.3](course)\n- Say the name of [Espanja IV](coursename)\n- Say the name of [SOS6.4.3](course)\n- Say the name of [Testimenetelmien perusteet ja ammattietiikka](coursename)\n- Say the name of [KASA4](course)\n- Say the name of [Analyysi B](coursename)\n- Say the name of [KASA13](course)\n- Say the name of [Käsitteellinen mallintaminen I](coursename)\n- Say the name of [KKENKTM](course)\n- Say the name of [Recommender Systems](coursename)\n- The whole name of [HIST04](course)\n- The whole name of [Introduction to Statistics (Tampere Summer School)](coursename)\n- The whole name of [KATRAS12](course)\n- The whole name of [PhD by publication: writing integrative chapter](coursename)\n- The whole name of [KKSUKK](course)\n- The whole name of [Oikeustulkkaus I/II (monikielinen)](coursename)\n- The whole name of [HALKAS13](course)\n- The whole name of [Sosiaalityön toimintaympäristöt (kirjatentti)](coursename)\n- The whole name of [KKVE2](course)\n- The whole name of [Nuorten ja aikuisten mielenterveyden arviointi](coursename)\n- The whole name of [KATYVS21](course)\n- The whole name of [Tragedy of the Commons? Problems and Solutions](coursename)\n- The whole name of [MTTTP5](course)\n- The whole name of [Kieli ja yhteiskunta/Språk och samhälle](coursename)\n- The whole name of [KASSO4](course)\n- The whole name of [Introduction to Gender Studies (web course)](coursename)\n- The whole name of [KKSUVAL3](course)\n- The whole name of [Media maailmassa - verkkokurssi](coursename)\n- The whole name of [KATJOS99](course)\n- The whole name of [Ympäristökasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- The whole name of [KASERIT4](course)\n- The whole name of [Kielellinen merkitys, käyttö ja konteksti](coursename)\n- The whole name of [KASLOM7](course)\n- The whole name of [YK-päivä](coursename)\n- The whole name of [ENGA6](course)\n- The whole name of [Comparative European Politics and the Finnish Political System (book exam/essay)](coursename)\n- The whole name of [KATLAS12](course)\n- The whole name of [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename)\n- The whole name of [TERVAL5](course)\n- The whole name of [Ranskan yhteiskunta I / Société française I](coursename)\n- The whole name of [POLKVA41](course)\n- The whole name of [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](coursename)\n- The whole name of [KASA6](course)\n- The whole name of [Espanja III](coursename)\n- The whole name of [ITIP4](course)\n- The whole name of [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](coursename)\n- The whole name of [JOVP3](course)\n- The whole name of [Moniulotteinen markkinointi (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- The whole name of [TERHOO3](course)\n- The whole name of [Study Skills - Basics of Information Literacy](coursename)\n- The whole name of [KASLOH3](course)\n- The whole name of [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename)\n- The whole name of [TAYJ11](course)\n- The whole name of [Politics of Memory in Eastern Europe](coursename)\n- The whole name of [KASS1](course)\n- The whole name of [Political Ideologies (book exam)](coursename)\n- The whole name of [KASVAR8](course)\n- The whole name of [Venäjän kielen rakenne - Morfologia](coursename)\n- The whole name of [LTLY01](course)\n- The whole name of [Ruotsin kielen valmentava kurssi](coursename)\n- The whole name of [GTS9](course)\n- The whole name of [Global politics of gender](coursename)\n- The whole name of [KIRA3C2](course)\n- The whole name of [Äänen tutkimus ja kuntoutus](coursename)\n- The whole name of [HALYHT](course)\n- The whole name of [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- The whole name of [HALJTS99](course)\n- The whole name of [Postcolonial Literature](coursename)\n- The whole name of [DPHSS207](course)\n- The whole name of [Toisen vuoden opiskelijoiden info-tilaisuus](coursename)\n- [STYS1A](course) full name\n- [Johdatus yhteiskuntafilosofiaan](coursename) full name\n- [KASA12](course) full name\n- [Tutkiva opiskelu](coursename) full name\n- [ESPFP4](course) full name\n- [Kliininen neuropsykologia II](coursename) full name\n- [KIRA3B](course) full name\n- [Writing for Research (online course)](coursename) full name\n- [BTK2051](course) full name\n- [Ainedidaktiikka II](coursename) full name\n- [KASVAR12](course) full name\n- [Kirjallisuuden teoria - Kirjallisuuden teorian suuntia](coursename) full name\n- [ITIP4](course) full name\n- [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](coursename) full name\n- [JOVA1](course) full name\n- [The Study of World Politics (book exam/essay)](coursename) full name\n- [FILA2](course) full name\n- [Orientoivat opinnot, HOPS](coursename) full name\n- [MVKS26](course) full name\n- [Kandidaattiseminaari (JATKAVA, Vuolanto)](coursename) full name\n- [GTS4](course) full name\n- [Käännösviestintä suomi-ruotsi/Översättning finska-svenska](coursename) full name\n- [SOSKV3](course) full name\n- [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](coursename) full name\n- [PSYA3](course) full name\n- [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](coursename) full name\n- [STYP3](course) full name\n- [Kandidaatin tutkielma ja seminaari (kevät)](coursename) full name\n- [SOS9](course) full name\n- [Liikunta - Liikuntapedagogiikan perusteet - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) full name\n- [BTK0002](course) full name\n- [Terveys, arki ja toimijuus, kirjatentti](coursename) full name\n- [MTTMY1](course) full name\n- [Orientaatio yhteiskuntatutkimuksen opintoihin](coursename) full name\n- [KKENVAL4](course) full name\n- [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](coursename) full name\n- [KATTAA13B](course) full name\n- [Tekstilingvistiikka / Textlinguistik](coursename) full name\n- [JMMETUS](course) full name\n- [Introduction to Game Research (Tampere Summer School 2018)](coursename) full name\n- [MVKS42E](course) full name\n- [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti](coursename) full name\n- [KKENVAL1](course) full name\n- [Opetussuunnitelmateoria, kirjatentti, Seinäjoki](coursename) full name\n- [POLKVA32](course) full name\n- [Tieteellisen tiedonhankinnan perusteet (venäjä) -](coursename) full name\n- [ENGA13](course) full name\n- [Pro gradu -seminaari 2018-2019 (vaihe I)](coursename) full name\n- [KATVAS11](course) full name\n- [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](coursename) full name\n- [POLVOA22](course) full name\n- [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename) full name\n- [KATMAP11](course) full name\n- [Kirjallisuus, kulttuuri ja yhteiskunta](coursename) full name\n- [KKSUVAL1](course) full name\n- [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](coursename) full name\n- [TAYJ042](course) full name\n- [Lähtötasokoe](coursename) full name\n- [KATTAA01](course) full name\n- [Paikallisen hallinnan teoriat - Lukupiiri](coursename) full name\n- [ITIY3](course) entire name\n- [Asiantuntijuus ja tietopalvelujen kehittäminen](coursename) entire name\n- [MTTY4](course) entire name\n- [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](coursename) entire name\n- [SOS9](course) entire name\n- [Reportaasi](coursename) entire name\n- [SOSM2](course) entire name\n- [Kasvatus, tieto ja teoria - Luennot](coursename) entire name\n- [KASLOM11](course) entire name\n- [Foundations of English Business Communication](coursename) entire name\n- [KATLITO3](course) entire name\n- [Foundations of Ecological Economics](coursename) entire name\n- [ENGS13/15-16](course) entire name\n- [Orientation - General Orientation Course for International Students](coursename) entire name\n- [DPEDUA.1B](course) entire name\n- [Aktuelle Texte aus Presse und Studium](coursename) entire name\n- [LTLY16](course) entire name\n- [Tilintarkastus I](coursename) entire name\n- [KKENYHT](course) entire name\n- [Johdatus kulttuurisosiologiaan](coursename) entire name\n- [HTIS50](course) entire name\n- [BMT-70100 Kudosteknologian perusteet](coursename) entire name\n- [KKRUPRE2](course) entire name\n- [Puheen ja äänen tutkimusharjoittelu - Projekti / käytännön työ](coursename) entire name\n- [KKRUKTMO](course) entire name\n- [Lähtötasokoe](coursename) entire name\n- [JOVA17](course) entire name\n- [Rakennebiologia](coursename) entire name\n- [SOS6.5.3](course) entire name\n- [English Word Formation](coursename) entire name\n- [HALJTS04](course) entire name\n- [Sosiaalioikeus I](coursename) entire name\n- [KKRA5](course) entire name\n- [Johdatus hoitotieteeseen](coursename) entire name\n- [KATTAS21A](course) entire name\n- [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](coursename) entire name\n- [TIETS05](course) entire name\n- [Literature and Society in Early Modern Britain](coursename) entire name\n- [STYP5](course) entire name\n- [Mediakulttuurit / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) entire name\n- [TSEKP1](course) entire name\n- [Dialogitulkkaus](coursename) entire name\n- [DPIS2](course) entire name\n- [Foundations of English Business Communication](coursename) entire name\n- [BTK2025](course) entire name\n- [Study Skills and Personal Study Planning - Basics of Information Literacy](coursename) entire name\n- [KATJOS99](course) entire name\n- [SGN-41007 Pattern Recognition and Machine Learning](coursename) entire name\n- [TERTIETO2](course) entire name\n- [Työpaja (matematiikan perustaitotesti)](coursename) entire name\n- [SOS9](course) entire name\n- [Performance management in public organizations](coursename) entire name\n- [JOVA16](course) entire name\n- [Johdatus logiikkaan 1](coursename) entire name\n- [ESPFP5](course) entire name\n- [Tilintarkastus II](coursename) entire name\n- [KATLITO8](course) entire name\n- [Tieteellinen kirjoittaminen](coursename) entire name\n- [JKKYVP11](course) entire name\n- [Asiantuntijan ja esimiehen työelämätaidot](coursename) entire name\n- [KATJOS43](course) whole name\n- [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](coursename) whole name\n- [KASP1](course) whole name\n- [Vakuutuslaitosten sijoitustoiminta](coursename) whole name\n- [JOVKA2&JOVKA3](course) whole name\n- [Orientaatiopäivä väitöskirjatutkijoille](coursename) whole name\n- [VENA10](course) whole name\n- [Tutkimus ja teoria](coursename) whole name\n- [KKRUYHT](course) whole name\n- [Seminaari II](coursename) whole name\n- [DPCMTJ1/JT1](course) whole name\n- [Täydennysilmoittautuminen pro gradu -seminaariin, syksyllä 2018 alkavat ryhmät](coursename) whole name\n- [POLPOP02](course) whole name\n- [Comparative Research in Social Policy](coursename) whole name\n- [ITIS61](course) whole name\n- [Seminaari (Heinonen)](coursename) whole name\n- [BTK2040](course) whole name\n- [Service Marketing](coursename) whole name\n- [HALJUA61](course) whole name\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](coursename) whole name\n- [JOVKA1](course) whole name\n- [Research work](coursename) whole name\n- [KKSUHY](course) whole name\n- [Emotions and Sociality in Human-Technology Interaction](coursename) whole name\n- [FILA9](course) whole name\n- [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa)](coursename) whole name\n- [TIETS13](course) whole name\n- [KnowUp - Yrittäjyys ja liiketoiminnan kehittäminen](coursename) whole name\n- [JOVP2](course) whole name\n- [Identities in Peace and Conflict](coursename) whole name\n- [RANSV5](course) whole name\n- [The Cancer Biology Journal Club](coursename) whole name\n- [KASA12](course) whole name\n- [Orientaatio filosofian tutkinto-ohjelman opintoihin](coursename) whole name\n- [KASA12](course) whole name\n- [Luontokirjoittamisen klassikot](coursename) whole name\n- [HALJTS99](course) whole name\n- [Organisational Change Dynamics and Management](coursename) whole name\n- [KASLOE8.3](course) whole name\n- [The Theory and Method of International Relations (seminar) (book exam)](coursename) whole name\n- [SOS4.1](course) whole name\n- [Teknologiakasvatus - Käsityökasvatuksen pedagogiikka ja työsuojelu](coursename) whole name\n- [KKVE3](course) whole name\n- [Readings in Strategy](coursename) whole name\n- [MTTY4](course) whole name\n- [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](coursename) whole name\n- [KKRA4](course) whole name\n- [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](coursename) whole name\n- [TAYJ025](course) whole name\n- [Opintojen ohjattu suunnittelu](coursename) whole name\n- [ENGA6](course) whole name\n- [Tekstitaidot](coursename) whole name\n- [DPHSR401](course) whole name\n- [Aikuiskasvatus ja työelämä, kirjatentti, Seinäjoki](coursename) whole name\n- [PSYS7](course) whole name\n- [Sustainable business practices (Lectures)](coursename) whole name\n- [KKSAVAL2](course) whole name\n- [Makrotalousteorian jatkokurssi II](coursename) whole name\n- [TERVAL4](course) whole name\n- [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](coursename) whole name\n- [KATVRA13](course) meaning\n- [Terveystieteiden laadulliset tutkimusmenetelmät (hoitotieteen opiskelijat), Seinäjoki](coursename) meaning\n- [KASA11](course) meaning\n- [Tekninen kirjoittaminen (englanti)](coursename) meaning\n- [PEACE046](course) meaning\n- [Tutkimuspraktikum -](coursename) meaning\n- [YKYYHT2](course) meaning\n- [Tiivistämisen taito](coursename) meaning\n- [SAKA9](course) meaning\n- [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](coursename) meaning\n- [BIO2450](course) meaning\n- [Viron peruskurssi](coursename) meaning\n- [TERTIETO5](course) meaning\n- [Kilpailuoikeus](coursename) meaning\n- [JKKYINA15](course) meaning\n- [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](coursename) meaning\n- [JOVA9](course) meaning\n- [Yritysjuridiikan ajankohtaiset teemat](coursename) meaning\n- [KKES3](course) meaning\n- [Advanced Course in Microeconomics I](coursename) meaning\n- [KKSU8](course) meaning\n- [Johdatus viestinnän tutkimukseen ja analyysiin - verkkokurssi](coursename) meaning\n- [JOVA21](course) meaning\n- [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](coursename) meaning\n- [SUKKP2](course) meaning\n- [Terveyden ja mielenterveyden psykologia II](coursename) meaning\n- [TRSU01](course) meaning\n- [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](coursename) meaning\n- [KKIN5](course) meaning\n- [Uuden ajan alun murroksia](coursename) meaning\n- [HISA4](course) meaning\n- [Asiantuntijan puheviestintä ja vuorovaikutus (3. periodi)](coursename) meaning\n- [PSYS16](course) meaning\n- [The Theory and Method of International Relations (theory) (book exam)](coursename) meaning\n- [KASP2](course) meaning\n- [Structure of English II - Phonology and Pronunciation II](coursename) meaning\n- [KASVART3](course) meaning\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) meaning\n- [KKIN3](course) meaning\n- [Kielen käyttö II](coursename) meaning\n- [JKKYLT01](course) meaning\n- [Johdatus tilastotieteeseen](coursename) meaning\n- [SOSM1](course) meaning\n- [Johdatus kielitieteeseen / Initiation à la linguistique](coursename) meaning\n- [LOGA1](course) meaning\n- [Murder and Representation](coursename) meaning\n- [TIETS35](course) meaning\n- [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](coursename) meaning\n- [KASLOM3](course) meaning\n- [Menetelmäklinikka](coursename) meaning\n- [ENGS3](course) meaning\n- [EU Financial Management](coursename) meaning\n- [ESPFA2](course) meaning\n- [Yritysverkoston juridinen hallinta](coursename) meaning\n- [KATJOS12](course) meaning\n- [Monikielinen käännöstyöpaja](coursename) meaning\n- [POHS12](course) meaning\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](coursename) meaning\n- [HALHAA12](course) meaning\n- [Organisaatioteoria](coursename) meaning\n- What does [STYP2](course) mean\n- What does [Old and New Classics of Political Theory (book exam/essay)](coursename) mean\n- What does [ENGA6](course) mean\n- What does [Kuvanprosessointi / Digital Image Processing](coursename) mean\n- What does [KASLOM3](course) mean\n- What does [Journalismin perusteet, luennot](coursename) mean\n- What does [KASORIENT](course) mean\n- What does [Tutkimustyön perusteet - a) Tieteenfilosofia](coursename) mean\n- What does [TERHOIA3](course) mean\n- What does [Finnish Elementary Course 3](coursename) mean\n- What does [SUKKP3](course) mean\n- What does [Johdatus sosiaaliantropologiaan, luennot (verkkokurssi)](coursename) mean\n- What does [PEACE2](course) mean\n- What does [Finnish Advanced-Level Vocabulary Course (taught in Finnish)](coursename) mean\n- What does [PSYP5](course) mean\n- What does [Espanjan lähihistoria ja kirjallisuus/Historia y literatura contemporáneas de España](coursename) mean\n- What does [SOS9](course) mean\n- What does [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](coursename) mean\n- What does [YKIEP1](course) mean\n- What does [History, Culture and Literature: Culture and Literature](coursename) mean\n- What does [KATVRP11](course) mean\n- What does [Kiina II](coursename) mean\n- What does [TIEA5](course) mean\n- What does [Kunnallisoikeus](coursename) mean\n- What does [HALJTA03](course) mean\n- What does [Espanja II](coursename) mean\n- What does [KATLITO4](course) mean\n- What does [Yksilön työhyvinvointi (itsenäinen suoritustapa)](coursename) mean\n- What does [POLKVA33](course) mean\n- What does [User Experience: Design and Evaluation (TUT/IHTE)](coursename) mean\n- What does [ENGA13](course) mean\n- What does [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) mean\n- What does [KKSUTEK2](course) mean\n- What does [Orientoivat opinnot - Tiedonhankintataidot](coursename) mean\n- What does [KIRA2](course) mean\n- What does [Puheviestintä ja hyvinvointi](coursename) mean\n- What does [KATYVA21](course) mean\n- What does [Master's thesis seminar and master's thesis](coursename) mean\n- What does [HISOKV1](course) mean\n- What does [Biokemian työt: Proteiinit](coursename) mean\n- What does [KASA7](course) mean\n- What does [Johdatus matematiikkaan ja tilastotieteeseen](coursename) mean\n- What does [DPEDUB.2](course) mean\n- What does [Seminaari, kandidaatintutkielma ja kypsyysnäyte](coursename) mean\n- What does [BTK2100](course) mean\n- What does [Televisiojournalismi](coursename) mean\n- What does [KASVAR1](course) mean\n- What does [Kandidaatin tutkielma ja seminaari (syksy)](coursename) mean\n- What does [KATJOS99](course) mean\n- What does [Personal Study Planning](coursename) mean\n- What does [COSOPOM2](course) mean\n- What does [Topical Issues in Governance, Management and Administration](coursename) mean\n- What does [HTIS53](course) mean\n- What does [Political Institutions and Processes (book exam/essay)](coursename) mean\n- What does [JOVPVA7](course) mean\n- What does [Sosiaalipsykologia](coursename) mean\n- What does [DPHSFC07](course) mean\n- What does [Organisaatioiden kehittäminen ja konsultointi](coursename) mean\n- What does [VENA1](course) mean\n- What does [Education, Work and Culture](coursename) mean\n- What means [MVKS54-56](course)\n- What means [Varhaisiän musiikkikasvatus / Harjoitukset - 2.vsk](coursename)\n- What means [KATVRS42](course)\n- What means [Oikeustulkkaus I/II (monikielinen)](coursename)\n- What means [LOGA6](course)\n- What means [Poliittiset instituutiot ja prosessit (kirjatentti/essee)](coursename)\n- What means [KASP3](course)\n- What means [Bioinformatics](coursename)\n- What means [HISP1](course)\n- What means [User Experience in Robotics (TUT/IHTE)](coursename)\n- What means [TERKANA4](course)\n- What means [Kansanterveystieteen johdantojakso](coursename)\n- What means [TAYJ032](course)\n- What means [Ainedidaktinen tutkimus ja tutkiva opettajuus](coursename)\n- What means [KATMAA14](course)\n- What means [Tieteenfilosofiaa kasvatustieteen näkökulmasta](coursename)\n- What means [SUKKP5B](course)\n- What means [Orientoivat opinnot - Tiedonhankintataidot I](coursename)\n- What means [KKSUVAL3](course)\n- What means [Postgraduate seminar in Interactive Technology (Turunen)](coursename)\n- What means [DPIS2](course)\n- What means [Terveyden edistämisen interventiot, Seinäjoki](coursename)\n- What means [POLVOA31](course)\n- What means [Finnish Advanced Course 2 (taught in Finnish)](coursename)\n- What means [KKSUPRO](course)\n- What means [Markkinoinnin teoria](coursename)\n- What means [KASVAR9](course)\n- What means [Oikeudellisen tutkimuksen perusteet](coursename)\n- What means [KASSM1](course)\n- What means [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](coursename)\n- What means [HTIS86](course)\n- What means [Yritysverotus](coursename)\n- What means [KASLOM9](course)\n- What means [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](coursename)\n- What means [STYS3C](course)\n- What means [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- What means [KASS4](course)\n- What means [Käännösviestintä ranska-suomi I / Traduction français-finnois I](coursename)\n- What means [MTTA1](course)\n- What means [Advanced European Integration Studies (book exam/essay)](coursename)\n- What means [POHA3](course)\n- What means [Structure of English II - Grammar II](coursename)\n- What means [TERY4](course)\n- What means [Presentation Skills](coursename)\n- What means [POLPOP02](course)\n- What means [Yhteiskunnalliset kiistat ja niiden hallinta (esseesuoritusvaihtoehto)](coursename)\n- What means [KASLOM8](course)\n- What means [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](coursename)\n- What means [TAYJ029](course)\n- What means [Terveys, tieto, asiantuntijuus](coursename)\n- What means [KKENYHT](course)\n- What means [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, III-periodi](coursename)\n- What means [JOVAT2](course)\n- What means [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename)\n- What means [JOVAT2](course)\n- What means [Perehdyttäminen tietotekniikan alkeisiin (kevät)](coursename)\n- What means [DPEDUB.1B](course)\n- What means [Tiedonhaun perusteet](coursename)\n- What means [SOS4.1](course)\n- What means [Lesen, Verstehen, Schreiben](coursename)\n- I want to know what [HTIS53](course) means\n- I want to know what [Game Theory/Advanced Course in Microeconomics](coursename) means\n- I want to know what [KKSUYHT](course) means\n- I want to know what [Ranska IV](coursename) means\n- I want to know what [BTK4121](course) means\n- I want to know what [Inklusiivinen varhaiskasvatus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename) means\n- I want to know what [STYS2A](course) means\n- I want to know what [Koulutussuunnittelu ja kehittäminen - Seminaari](coursename) means\n- I want to know what [VIROP2](course) means\n- I want to know what [Orientaatiopäivä väitöskirjatutkijoille](coursename) means\n- I want to know what [JOVTS5](course) means\n- I want to know what [Toiminnanohjausjärjestelmät (ERP)](coursename) means\n- I want to know what [ESPFA2](course) means\n- I want to know what [Johdanto terveysviestintään](coursename) means\n- I want to know what [KATTAS40](course) means\n- I want to know what [Experimental animal course](coursename) means\n- I want to know what [HALJTS06](course) means\n- I want to know what [Study skills and personal study planning - Basics of Information Literacy](coursename) means\n- I want to know what [KATTAS11](course) means\n- I want to know what [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) means\n- I want to know what [SAKA3](course) means\n- I want to know what [Finnish Survival Course (Tampere Summer School 2018)](coursename) means\n- I want to know what [ENGP7](course) means\n- I want to know what [Politicization in Europe and the EU](coursename) means\n- I want to know what [COSOPOM1](course) means\n- I want to know what [Tutkijan työpaja](coursename) means\n- I want to know what [KATJOS42](course) means\n- I want to know what [Epidemiology Journal Club](coursename) means\n- I want to know what [KKENKTM](course) means\n- I want to know what [Rekisteritutkimukset](coursename) means\n- I want to know what [PEACEGS1](course) means\n- I want to know what [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename) means\n- I want to know what [FONEP4](course) means\n- I want to know what [Orientoiva tutkielmaseminaari - Seminaari](coursename) means\n- I want to know what [KIRA1](course) means\n- I want to know what [Linguistics I: Introduction to Basic Concepts](coursename) means\n- I want to know what [KATYVP11](course) means\n- I want to know what [Orientoivat opinnot, HOPS](coursename) means\n- I want to know what [SUOS4](course) means\n- I want to know what [Interaction Techniques](coursename) means\n- I want to know what [JOVAT1](course) means\n- I want to know what [Kielen käyttö I](coursename) means\n- I want to know what [RANA5](course) means\n- I want to know what [Lasten oikeuspsykologia](coursename) means\n- I want to know what [DPHSFC07](course) means\n- I want to know what [Development, Education and Lifecourse](coursename) means\n- I want to know what [COSOPC2](course) means\n- I want to know what [Pelit ja pelillisyys](coursename) means\n- I want to know what [LTLY210](course) means\n- I want to know what [COURSE CANCELLED: Islamism](coursename) means\n- I want to know what [SOS4.4](course) means\n- I want to know what [Tieteellinen kirjoittaminen](coursename) means\n- I want to know what [POLVOA22/A32](course) means\n- I want to know what [Making sense of globalization - Theorizing beyond the nation-state - Lectures + essay](coursename) means\n- I want to know what [KKSUYP](course) means\n- I want to know what [Kiina IV](coursename) means\n- I want to know what [SOSM6.2](course) means\n- I want to know what [Hoitotiede ja näytön ohjaama toiminta](coursename) means\n- I want to know what [POLKVA44](course) means\n- I want to know what [Demola-projektityö I](coursename) means\n- I want to know what [HALHAS21](course) actually means\n- I want to know what [Johdatus kulttuurisosiologiaan](coursename) actually means\n- I want to know what [POLKVS21](course) actually means\n- I want to know what [Seminaari II](coursename) actually means\n- I want to know what [MOLI](course) actually means\n- I want to know what [Project Work (Spring term 2018)](coursename) actually means\n- I want to know what [KKENKTM](course) actually means\n- I want to know what [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja luokanopettajaopiskelijat](coursename) actually means\n- I want to know what [KASP4](course) actually means\n- I want to know what [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename) actually means\n- I want to know what [YKYYHT2](course) actually means\n- I want to know what [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](coursename) actually means\n- I want to know what [KKENVAL9](course) actually means\n- I want to know what [Latinan jatkokurssi](coursename) actually means\n- I want to know what [KATMAS14](course) actually means\n- I want to know what [Tietokantaohjelmointi](coursename) actually means\n- I want to know what [KATLAS90](course) actually means\n- I want to know what [Äkilliset traumaattiset kriisit ja niiden käsittely](coursename) actually means\n- I want to know what [KASSA5](course) actually means\n- I want to know what [Finnish Reading Comprehension and Conversation Course 2 (taught in Finnish)](coursename) actually means\n- I want to know what [VENA8](course) actually means\n- I want to know what [Software Engineering](coursename) actually means\n- I want to know what [TAYJ027](course) actually means\n- I want to know what [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi) / KTM-tutkinto](coursename) actually means\n- I want to know what [SOS6.2.1](course) actually means\n- I want to know what [Tiedon rajat](coursename) actually means\n- I want to know what [MVKS28](course) actually means\n- I want to know what [Genes and Genomes](coursename) actually means\n- I want to know what [ENGP1](course) actually means\n- I want to know what [Valtio-opin maisteriseminaari](coursename) actually means\n- I want to know what [KATLAA12](course) actually means\n- I want to know what [Saksa III](coursename) actually means\n- I want to know what [HALKOS22](course) actually means\n- I want to know what [Biostatistiikka ja tilastollinen tietojenkäsittely](coursename) actually means\n- I want to know what [SOS08.3](course) actually means\n- I want to know what [Legal English](coursename) actually means\n- I want to know what [SUKKP6](course) actually means\n- I want to know what [Deviance and Social Control](coursename) actually means\n- I want to know what [KKENVAL4](course) actually means\n- I want to know what [Kasvatus, koulutus ja yhteiskunta - Luennot ja kirjallisuus](coursename) actually means\n- I want to know what [VENS10](course) actually means\n- I want to know what [Eheyttävä musiikkikasvatus - Musiikkiliikunta, tanssi ja musiikkileikit](coursename) actually means\n- I want to know what [KKENKTMO](course) actually means\n- I want to know what [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](coursename) actually means\n- I want to know what [ITIA6](course) actually means\n- I want to know what [Specialized Optional Research Methodology: Action research](coursename) actually means\n- I want to know what [STYP3](course) actually means\n- I want to know what [Tieteenfilosofiaa kasvatustieteen näkökulmasta](coursename) actually means\n- I want to know what [KASLOM5](course) actually means\n- I want to know what [Opetus, ohjaus, oppiminen - Varhaiskasvatus: Pienryhmäopetus ja orientaatioharjoittelu (2 op) ja kirjallisuus (2 op)](coursename) actually means\n- I want to know what [KATLAA12](course) actually means\n- I want to know what [Lapset ja lastensuojelu](coursename) actually means\n- I want to know what [DPMED15](course) actually means\n- I want to know what [Asiakirjatiedon normivaatimukset](coursename) actually means\n- I want to know what [TRSU02](course) actually means\n- I want to know what [Opintojen ohjattu suunnittelu](coursename) actually means\n- I want to know what [KKSULL](course) actually means\n- I want to know what [Jatkokoulutusseminaari](coursename) actually means\n- I want to know what [KASSO8](course) actually means\n- I want to know what [Saksa II](coursename) actually means\n- What is the meaning of [KATMAS13](course)\n- What is the meaning of [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](coursename)\n- What is the meaning of [HALJUA22](course)\n- What is the meaning of [Introduction to Science and Research (autumn)](coursename)\n- What is the meaning of [KASSO5](course)\n- What is the meaning of [Ydinaseet ja kansainvälinen politiikka](coursename)\n- What is the meaning of [SAKA5](course)\n- What is the meaning of [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](coursename)\n- What is the meaning of [KATVRA30](course)\n- What is the meaning of [Valinnainen jakso: Valokuva historian tekijänä - luennot](coursename)\n- What is the meaning of [ITIA03](course)\n- What is the meaning of [Institutions, Innovation and Economic Renewal (NORDIG)](coursename)\n- What is the meaning of [PSYA2](course)\n- What is the meaning of [Lapset ja lastensuojelu](coursename)\n- What is the meaning of [KATLAA22](course)\n- What is the meaning of [Advanced bioinformatics tools](coursename)\n- What is the meaning of [KATMAS11](course)\n- What is the meaning of [Tietokantojen perusteet - Näyttökoe, syksy 2018](coursename)\n- What is the meaning of [ITIY3](course)\n- What is the meaning of [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename)\n- What is the meaning of [TAYJ13](course)\n- What is the meaning of [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](coursename)\n- What is the meaning of [BTK0002](course)\n- What is the meaning of [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](coursename)\n- What is the meaning of [SAKS2](course)\n- What is the meaning of [Argumentaation ja tieteellisen päättelyn perusteet](coursename)\n- What is the meaning of [BTK4410](course)\n- What is the meaning of [Johdatus politiikan teoriaan (kirjatentti/essee)](coursename)\n- What is the meaning of [FILS2A](course)\n- What is the meaning of [Introduction to Formal Specification](coursename)\n- What is the meaning of [SAKA5](course)\n- What is the meaning of [Tutkielmapiiri: sota-ajan kirjeenvaihdon lingvistinen tutkimus](coursename)\n- What is the meaning of [YKYYHT3](course)\n- What is the meaning of [Education, Work and Culture](coursename)\n- What is the meaning of [BTK4032](course)\n- What is the meaning of [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- What is the meaning of [POLPOP04](course)\n- What is the meaning of [Tiedon rajat](coursename)\n- What is the meaning of [KKKI1](course)\n- What is the meaning of [Solut](coursename)\n- What is the meaning of [TERY4](course)\n- What is the meaning of [Politics and Changing Contexts (book exam)](coursename)\n- What is the meaning of [HALJTS07](course)\n- What is the meaning of [Opintojen ohjattu suunnittelu](coursename)\n- What is the meaning of [PEDAYOP4](course)\n- What is the meaning of [Studying abroad / Osallistuminen opiskelijavaihtoon](coursename)\n- What is the meaning of [TERA6](course)\n- What is the meaning of [Syntaxe du français/ Ranskan syntaksi](coursename)\n- What is the meaning of [KATTAA32](course)\n- What is the meaning of [Työ- ja organisaatiopsykologian interventiot](coursename)\n- What is the meaning of [SUKKP2](course)\n- What is the meaning of [Biologia ja ympäristötieto - Biologian kenttäkurssi - 2. vsk (1-2. ryhmät Hyytiälä)](coursename)\n- What is the meaning of [MTTMP2](course)\n- What is the meaning of [Kielen- ja tekstinhuolto](coursename)\n- What is the meaning of [KKENVAL4](course)\n- What is the meaning of [Kielioppi II/Språkets strukturer II](coursename)\n- What is the meaning of [POLKVA32](course)\n- What is the meaning of [Kasvatushistoria, kirjatentti](coursename)\n- What is the meaning of [MEDU02](course)\n- What is the meaning of [Julkisoikeuden perusteet (järjestäjä TAMK)](coursename)\n- [POHA11](course) meaning\n- [Julkiset hankinnat](coursename) meaning\n- [RANS3](course) meaning\n- [Puhetekniikan ja vokologian opettaminen](coursename) meaning\n- [SOS6.4.4](course) meaning\n- [Tuutorina toimiminen](coursename) meaning\n- [TERHOI1](course) meaning\n- [Tiedonhankintataidot (hoitotiede)](coursename) meaning\n- [ITIS23](course) meaning\n- [Study skills and personal study planning - Basics of Information Literacy](coursename) meaning\n- [VENA10](course) meaning\n- [Lapsen puheen ja kielen tutkimus ja kuntoutus](coursename) meaning\n- [JOVPVS5](course) meaning\n- [Arctic Fantasies](coursename) meaning\n- [TEE4](course) meaning\n- [Software Project Management, Software Project Management (Fall term)](coursename) meaning\n- [POLVOS32](course) meaning\n- [Matrices for Statistics and Computational Methods](coursename) meaning\n- [KKRUYHT](course) meaning\n- [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename) meaning\n- [TAYJ11](course) meaning\n- [Kestävän kehityksen käytäntöjä](coursename) meaning\n- [KATSTA16](course) meaning\n- [Tutkimustyön perusteet (syksy)](coursename) meaning\n- [POLPOP01](course) meaning\n- [Kick-start to Biomedical Technology](coursename) meaning\n- [KKES4](course) meaning\n- [Metodologia/Metodologi](coursename) meaning\n- [KKSAPRE1](course) meaning\n- [Ohjatut asiakastyöt](coursename) meaning\n- [MVKS13P](course) meaning\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 9.11.2018](coursename) meaning\n- [SOS6.1.2](course) meaning\n- [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](coursename) meaning\n- [KASLOM2](course) meaning\n- [Käännösviestintä saksa - suomi / Transalation Deutsch-Finnisch](coursename) meaning\n- [KASLOM5](course) meaning\n- [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename) meaning\n- [KATTAS21B](course) meaning\n- [Cell Technology Laboratory Course](coursename) meaning\n- [KASLOH3](course) meaning\n- [European, Eurasian and Global Energy Policy (book exam/essay)](coursename) meaning\n- [POHA3](course) meaning\n- [European Union Law](coursename) meaning\n- [KATTAA40](course) meaning\n- [Työelämän tekstitaidot](coursename) meaning\n- [ITIS24](course) meaning\n- [Medioitu vuorovaikutus](coursename) meaning\n- [KASMULTI4](course) meaning\n- [Kirjallisuuden analyysi/Analiz hudozhestvennoj literatury](coursename) meaning\n- [FILP1B](course) meaning\n- [Nationalismi ja poliittiset ideologiat](coursename) meaning\n- [KASSG](course) meaning\n- [Master's Thesis Seminar - Thesis seminar II](coursename) meaning\n- [SOS6.3.3](course) meaning\n- [Statistical Analysis with Missing Data (advanced)](coursename) meaning\n- [TIEA5](course) meaning\n- [Linguistics II: Meaning and Discourse](coursename) meaning\n- [HALHAS99](course) meaning\n- [Filosofian historia](coursename) meaning\n- True name of [JOVP2](course)\n- True name of [Introduction to Trans Studies](coursename)\n- True name of [KATYVS99](course)\n- True name of [Tilastollisen tutkimuksen perusteet](coursename)\n- True name of [IGS006](course)\n- True name of [Käännösviestintä II englanti-suomi](coursename)\n- True name of [MTTA2](course)\n- True name of [Eurooppa-vero-oikeus](coursename)\n- True name of [PSYA2](course)\n- True name of [Academic Presentations](coursename)\n- True name of [KASA13](course)\n- True name of [Kognitiivinen neurotiede I](coursename)\n- True name of [DPHSFC06](course)\n- True name of [Basics of Marketing and Sales -](coursename)\n- True name of [BTK1053](course)\n- True name of [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](coursename)\n- True name of [TAYJ035](course)\n- True name of [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](coursename)\n- True name of [JOUJOVTS/JMMETU](course)\n- True name of [Saksa IV](coursename)\n- True name of [KASA11](course)\n- True name of [Käännösviestintä suomi-venäjä](coursename)\n- True name of [POLVOA22](course)\n- True name of [Kandidaattitutkielma ja seminaari (matematiikka) - seminaari](coursename)\n- True name of [MVKS15E](course)\n- True name of [Liberalismi ja demokratia](coursename)\n- True name of [POHA12](course)\n- True name of [Venäjä III](coursename)\n- True name of [KASA13](course)\n- True name of [Käännöstieteellinen tutkimus ja metodit](coursename)\n- True name of [FONEA4](course)\n- True name of [Research on Society and Organisations](coursename)\n- True name of [LUOYY004](course)\n- True name of [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](coursename)\n- True name of [KKSUPRO](course)\n- True name of [Soluviljely (2. vuosikurssin opiskelijoille)](coursename)\n- True name of [HISS1A](course)\n- True name of [Yritysverkoston juridinen hallinta](coursename)\n- True name of [TERKAN11](course)\n- True name of [Theory and practice of peaceful change: The Baltic Sea Region](coursename)\n- True name of [KASA11](course)\n- True name of [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](coursename)\n- True name of [BTK4400](course)\n- True name of [Learning from Multiple Sources](coursename)\n- True name of [KKSUPRO](course)\n- True name of [Nuorisotyö ja nuorisotutkimus (verkkokurssi)](coursename)\n- True name of [ITIS21](course)\n- True name of [Continental Model: The Austrian System of Work and Social Security](coursename)\n- True name of [POLVOA42](course)\n- True name of [Tilastotieteen johdantokurssi, iltaryhmä](coursename)\n- True name of [ROMAP5](course)\n- True name of [SPSS:n perusteet, syksy 1](coursename)\n- True name of [JOVA15](course)\n- True name of [Opimme lisää venäjän kielen suullisia taitoja](coursename)\n- True name of [TIETS13](course)\n- True name of [Kohti matematiikan opettajuutta 2 (TTY)](coursename)\n- True name of [SUKKP1](course)\n- True name of [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](coursename)\n- True name of [MTTTY1](course)\n- True name of [Genetiikka](coursename)\n- Real name of [SOS6.5.2](course)\n- Real name of [Makrotalousteoria I](coursename)\n- Real name of [YKT07.1](course)\n- Real name of [Organisaatiokäyttäytyminen](coursename)\n- Real name of [ENGA6](course)\n- Real name of [Laadullisen aineiston analysointi](coursename)\n- Real name of [TRSU01](course)\n- Real name of [Kansalaisvaikuttaminen (kirjatentti/essee)](coursename)\n- Real name of [JOVPVS12](course)\n- Real name of [Toisen vuoden opiskelijoiden info-tilaisuus](coursename)\n- Real name of [HISA1A](course)\n- Real name of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 11.-12.4.2019](coursename)\n- Real name of [KASMULTI4](course)\n- Real name of [Leadership for Sustainable Change (KATVAS39)](coursename)\n- Real name of [TERHOIA5](course)\n- Real name of [Kiina I](coursename)\n- Real name of [KKRUKTMO](course)\n- Real name of [Valinnainen jakso: Radioprojekti (syksy)](coursename)\n- Real name of [HALTTS11](course)\n- Real name of [Ranska II](coursename)\n- Real name of [KASP2](course)\n- Real name of [Taidehistoria ja näyttelypedagogiikka -](coursename)\n- Real name of [KKRA2](course)\n- Real name of [Parhaat filosofiset artikkelit](coursename)\n- Real name of [KASSY5](course)\n- Real name of [Yhteisöllinen kehittämistehtävä](coursename)\n- Real name of [KATVAS11](course)\n- Real name of [Puheen, kielen ja viestinnän kehitys](coursename)\n- Real name of [KATTAA13B](course)\n- Real name of [Communication orale/Suullinen viestintä](coursename)\n- Real name of [TIEP1](course)\n- Real name of [Aikuiskasvatus ja työelämä, kirjatentti, Pori](coursename)\n- Real name of [MTTMA1C](course)\n- Real name of [Curriculum Studies - Lectures](coursename)\n- Real name of [SOS6.1.3](course)\n- Real name of [Asioimistulkkaus (monikielinen)](coursename)\n- Real name of [COSOPON5](course)\n- Real name of [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename)\n- Real name of [LOGS3](course)\n- Real name of [Specialised International Relations Research Methods (book exam/essay)](coursename)\n- Real name of [BTK1053](course)\n- Real name of [Historian määrällisen tiedon esittäminen](coursename)\n- Real name of [JOVA9](course)\n- Real name of [Development, Education and Lifecourse](coursename)\n- Real name of [JOVP3](course)\n- Real name of [Espanja II](coursename)\n- Real name of [HISA3B](course)\n- Real name of [MED Research Day](coursename)\n- Real name of [KASVART2](course)\n- Real name of [Tuutorivastaavana toimiminen - Projekti/käytännön työ](coursename)\n- Real name of [JKKYINA11](course)\n- Real name of [Euroopan maiden ja Suomen poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- Real name of [TSEKP1](course)\n- Real name of [Analyysi B](coursename)\n- Real name of [TIETA6](course)\n- Real name of [Viestintää tukevat keinot asiakas-työntekijä-suhteessa](coursename)\n- Real name of [ITIS33](course)\n- Real name of [Implementation and Evaluation of Public Policies](coursename)\n- Real name of [JOVA13](course)\n- Real name of [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](coursename)\n- Which course is [SAKA9](course)\n- Which course is [Tutkielmaseminaari (logopedia)](coursename)\n- Which course is [JOVPVA7](course)\n- Which course is [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename)\n- Which course is [ITIS44](course)\n- Which course is [OASIS Key Master 2018-2019](coursename)\n- Which course is [KATYVS11](course)\n- Which course is [Tilintarkastus II](coursename)\n- Which course is [LOGA7](course)\n- Which course is [Literature and Change after 1900 (British Literature)](coursename)\n- Which course is [YKIEP1](course)\n- Which course is [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](coursename)\n- Which course is [MTTTY1](course)\n- Which course is [A Biomedical View of Patenting](coursename)\n- Which course is [KATYVA24](course)\n- Which course is [Monikielinen käännöstyöpaja](coursename)\n- Which course is [HALJUA14](course)\n- Which course is [Suomen energiapolitiikka (kirjatentti/essee)](coursename)\n- Which course is [TECHS6](course)\n- Which course is [Vieraan kielen taito, perustaso](coursename)\n- Which course is [YKT6.6.1](course)\n- Which course is [Johtaminen ja organisaatiot I (kirjallisuus)](coursename)\n- Which course is [SOS10.1.4](course)\n- Which course is [Monimuuttujamenetelmien perusteet](coursename)\n- Which course is [KATJOA12](course)\n- Which course is [Yrityksen oikeudellinen riskienhallinta](coursename)\n- Which course is [POLVOA31/32/S26](course)\n- Which course is [Espanjan kielioppi II/Gramática española II](coursename)\n- Which course is [KASSM2](course)\n- Which course is [Lapset ympäristönsä tutkijoina - Käsityö](coursename)\n- Which course is [KKVE5](course)\n- Which course is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 7.-8.11.2018](coursename)\n- Which course is [TERTIETO2](course)\n- Which course is [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](coursename)\n- Which course is [POLKVS10](course)\n- Which course is [Kandidaatin tutkielma ja seminaari (hoitotiede)](coursename)\n- Which course is [VENS4](course)\n- Which course is [Graduseminaari, jatkava (Krötzl)](coursename)\n- Which course is [SUKKP6](course)\n- Which course is [Pohjoismaiden kirjallisuus/Nordisk litteratur](coursename)\n- Which course is [TRSU02](course)\n- Which course is [Yhtiöoikeus](coursename)\n- Which course is [MTTTS13](course)\n- Which course is [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Which course is [POLVOA41/S28](course)\n- Which course is [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](coursename)\n- Which course is [TIEP3](course)\n- Which course is [Lineaarialgebra 1A](coursename)\n- Which course is [KASLOM8](course)\n- Which course is [Yrityksen taloustieteellisen tutkimuksen perusteet](coursename)\n- Which course is [KASA8](course)\n- Which course is [Espanja IV](coursename)\n- Which course is [HALHAS14](course)\n- Which course is [Väitöskirja (tutkijaseminaarit)](coursename)\n- Which course is [PEACE046](course)\n- Which course is [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename)\n- Which course is [ENGP3](course)\n- Which course is [Protein technology](coursename)\n- Which course is [HISA2](course)\n- Which course is [Vakuutuslaitosten sijoitustoiminta](coursename)\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- I want to know what [ENGA6](course) stands for\n- I want to know what [Teoria perhehoitotieteessä](coursename) stands for\n- I want to know what [TERTIETO5](course) stands for\n- I want to know what [Venäjä III](coursename) stands for\n- I want to know what [YKYY0](course) stands for\n- I want to know what [Vanhuus ja gerontologinen sosiaalityö](coursename) stands for\n- I want to know what [KASSO4](course) stands for\n- I want to know what [Yhteiskunnalliset kiistat ja niiden hallinta](coursename) stands for\n- I want to know what [KKES2](course) stands for\n- I want to know what [Kandidaatintutkielma - Seminaari ja tutkielma](coursename) stands for\n- I want to know what [MVKS42V](course) stands for\n- I want to know what [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename) stands for\n- I want to know what [KKSUYHT](course) stands for\n- I want to know what [The Coeliac Disease Journal Club](coursename) stands for\n- I want to know what [PEACE043](course) stands for\n- I want to know what [Kansainvälinen talous](coursename) stands for\n- I want to know what [KATTAS21A](course) stands for\n- I want to know what [Tutkielmaseminaari](coursename) stands for\n- I want to know what [VENP4/VENK2](course) stands for\n- I want to know what [Saksan kielen valmentava kurssi - kielioppi- ja sanastokertausta](coursename) stands for\n- I want to know what [KASA10](course) stands for\n- I want to know what [Behavioraalinen ja psykologinen taloustiede](coursename) stands for\n- I want to know what [DPIPEF05](course) stands for\n- I want to know what [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](coursename) stands for\n- I want to know what [POLKVA33](course) stands for\n- I want to know what [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename) stands for\n- I want to know what [KASA3](course) stands for\n- I want to know what [Yhteisöviestintä kunta- ja aluejohtamisessa](coursename) stands for\n- I want to know what [TIEP3](course) stands for\n- I want to know what [Deviance and Social Control](coursename) stands for\n- I want to know what [FILA4A](course) stands for\n- I want to know what [Terveystieteiden laadulliset tutkimusmenetelmät](coursename) stands for\n- I want to know what [HISA1A](course) stands for\n- I want to know what [Ympäristöpolitiikan vaikutuskeinot](coursename) stands for\n- I want to know what [ENGS46](course) stands for\n- I want to know what [Principles of Programming Graphical User Interfaces](coursename) stands for\n- I want to know what [POLVOA32/S27](course) stands for\n- I want to know what [COURSE CANCELLED: Islamism](coursename) stands for\n- I want to know what [KKSAVAL2](course) stands for\n- I want to know what [Sukukieli: norska](coursename) stands for\n- I want to know what [TERKANP1](course) stands for\n- I want to know what [Finnish Society and Culture (spring)](coursename) stands for\n- I want to know what [KATYVS43](course) stands for\n- I want to know what [Tieto- ja asiakirjahallinto](coursename) stands for\n- I want to know what [ITIS22](course) stands for\n- I want to know what [Olio-ohjelmoinnin perusteet](coursename) stands for\n- I want to know what [STYA3A](course) stands for\n- I want to know what [Riskienhallinta- ja vakuutuscaset](coursename) stands for\n- I want to know what [PGHMTS](course) stands for\n- I want to know what [Europe in transition](coursename) stands for\n- I want to know what [KASLOH4B](course) stands for\n- I want to know what [Kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename) stands for\n- I want to know what [HALTVA12](course) stands for\n- I want to know what [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](coursename) stands for\n- I want to know what [HALJTS03](course) stands for\n- I want to know what [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi) / KTM-tutkinto](coursename) stands for\n- I want to know what [STYA7](course) stands for\n- I want to know what [Simultaanitulkkaus I saksa-suomi-saksa](coursename) stands for\n- I want to know what [HEAAE03](course) stands for\n- I want to know what [Aikuiskasvatus ja työelämä, kirjatentti slk tai klk](coursename) stands for\n- I want to know the full name of course code [LOGM2](course)\n- I want to know the full name of course code [Johdatus yritysjuridiikkaan](coursename)\n- I want to know the full name of course code [LTLY16](course)\n- I want to know the full name of course code [Research in Practice](coursename)\n- I want to know the full name of course code [HISA1B](course)\n- I want to know the full name of course code [Geometria - Geometria](coursename)\n- I want to know the full name of course code [PSYP1](course)\n- I want to know the full name of course code [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu syksyllä 2019)](coursename)\n- I want to know the full name of course code [HISJATKO](course)\n- I want to know the full name of course code [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](coursename)\n- I want to know the full name of course code [POHP4](course)\n- I want to know the full name of course code [Johdatus espanjalaiseen kulttuuriin](coursename)\n- I want to know the full name of course code [JOVA14](course)\n- I want to know the full name of course code [Master's Thesis Seminar in Human-Technology Interaction (Starting Spring term)](coursename)\n- I want to know the full name of course code [MVKS10](course)\n- I want to know the full name of course code [European Integration and the Political System of the European Union (book exam/essay)](coursename)\n- I want to know the full name of course code [LUOYY026](course)\n- I want to know the full name of course code [Verkkomedian suunnittelu - verkkokurssi](coursename)\n- I want to know the full name of course code [FILP5A](course)\n- I want to know the full name of course code [Uuden ajan alun murroksia](coursename)\n- I want to know the full name of course code [KASLOM10](course)\n- I want to know the full name of course code [A Biomedical View of Patenting](coursename)\n- I want to know the full name of course code [KKRUYHT](course)\n- I want to know the full name of course code [Finnish Elementary Course 3](coursename)\n- I want to know the full name of course code [KKRUHY](course)\n- I want to know the full name of course code [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- I want to know the full name of course code [ROMAP3](course)\n- I want to know the full name of course code [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](coursename)\n- I want to know the full name of course code [KKENVAL2](course)\n- I want to know the full name of course code [Tekstianalyysi / Textanalyse](coursename)\n- I want to know the full name of course code [JOUJOVTS](course)\n- I want to know the full name of course code [Monimutkaisia itsestäänselvyyksiä- näkökulmia arjen ja henkilökohtaisen elämän tutkimukseen](coursename)\n- I want to know the full name of course code [TAYJ033](course)\n- I want to know the full name of course code [Latinankielinen kirjallisuus I: klassinen latina](coursename)\n- I want to know the full name of course code [KATYVS43](course)\n- I want to know the full name of course code [Comparative Education - book exam](coursename)\n- I want to know the full name of course code [POHA1](course)\n- I want to know the full name of course code [Antiikintutkimuksen lähteet ja menetelmät](coursename)\n- I want to know the full name of course code [TIEA4](course)\n- I want to know the full name of course code [Kuinka suurenmoisia ihmiset ovat olleet - sopeutumaan pohjoisiin luonnonolosuhteisiin!](coursename)\n- I want to know the full name of course code [TSEKP2](course)\n- I want to know the full name of course code [Introduction to Academic English (Open University Course)](coursename)\n- I want to know the full name of course code [KKSAVAL3](course)\n- I want to know the full name of course code [Advanced bioinformatics tools](coursename)\n- I want to know the full name of course code [KASMULTI4](course)\n- I want to know the full name of course code [Research on Public Management and Organizations](coursename)\n- I want to know the full name of course code [MTTMS11](course)\n- I want to know the full name of course code [Monikielisyys ja -kulttuurisuus](coursename)\n- I want to know the full name of course code [BIO4440](course)\n- I want to know the full name of course code [Strateginen johtaminen](coursename)\n- I want to know the full name of course code [SUOS2](course)\n- I want to know the full name of course code [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Pori](coursename)\n- I want to know the full name of course code [HALTTS11](course)\n- I want to know the full name of course code [Introduction to Public Administration Research, Reforms and Trends](coursename)\n- I want to know the full name of course code [ITIY3](course)\n- I want to know the full name of course code [The Theory and Method of International Relations (seminar) (book exam)](coursename)\n- I want to know the full name of course code [KASA7](course)\n- I want to know the full name of course code [Olio-ohjelmoinnin perusteet II](coursename)\n- I want to know the full name of course code [HALJUA42](course)\n- I want to know the full name of course code [Gypsies in Hungary (intensive course)](coursename)\n- I want to know the whole name of [SOS6.2.2](course)\n- I want to know the whole name of [Feministisen ajattelun klassikot (verkkokurssi)](coursename)\n- I want to know the whole name of [ENGA5](course)\n- I want to know the whole name of [Euroopan unioni ja maailma](coursename)\n- I want to know the whole name of [KKVE4](course)\n- I want to know the whole name of [Ammattimainen tekstintarkistus](coursename)\n- I want to know the whole name of [HALJTS07](course)\n- I want to know the whole name of [Julkistalouden jatkokurssi](coursename)\n- I want to know the whole name of [KASA8](course)\n- I want to know the whole name of [Translation II Finnish-English](coursename)\n- I want to know the whole name of [MVKS47](course)\n- I want to know the whole name of [Terveystieteiden laadulliset tutkimusmenetelmät](coursename)\n- I want to know the whole name of [DPHSS204](course)\n- I want to know the whole name of [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](coursename)\n- I want to know the whole name of [BTK3120](course)\n- I want to know the whole name of [Kirjoitusviestintä / COMS](coursename)\n- I want to know the whole name of [KASORIENT](course)\n- I want to know the whole name of [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](coursename)\n- I want to know the whole name of [POLKVA23](course)\n- I want to know the whole name of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 30.-31.8.2018](coursename)\n- I want to know the whole name of [MTTMS10](course)\n- I want to know the whole name of [Translation II Finnish-English](coursename)\n- I want to know the whole name of [KKENVAL8](course)\n- I want to know the whole name of [Ekonometrian jatkokurssi](coursename)\n- I want to know the whole name of [SOS08.3](course)\n- I want to know the whole name of [Social Constructionism](coursename)\n- I want to know the whole name of [POLVOA32](course)\n- I want to know the whole name of [Pro gradu -tutkielma ja seminaari](coursename)\n- I want to know the whole name of [POMLFCS2](course)\n- I want to know the whole name of [Rahoitusekonometria](coursename)\n- I want to know the whole name of [KATSTA12](course)\n- I want to know the whole name of [Internet ja vuorovaikutteinen media (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- I want to know the whole name of [HALYAA12](course)\n- I want to know the whole name of [Tilintarkastusoikeus - kirjatentti](coursename)\n- I want to know the whole name of [BTK2112](course)\n- I want to know the whole name of [Teemaseminaari Kant Puhtaan järjen kritiikki](coursename)\n- I want to know the whole name of [HALYAS14](course)\n- I want to know the whole name of [Matemaattisen tilastotieteen perusteet](coursename)\n- I want to know the whole name of [MTTMA5](course)\n- I want to know the whole name of [Julkistalouden valvonta ja tarkastus](coursename)\n- I want to know the whole name of [KASP2](course)\n- I want to know the whole name of [Viron kielen suullinen ja kirjallinen taito](coursename)\n- I want to know the whole name of [TERA6](course)\n- I want to know the whole name of [Kommunikationstraining II](coursename)\n- I want to know the whole name of [LUOYA200](course)\n- I want to know the whole name of [Basics of Management and Organizations](coursename)\n- I want to know the whole name of [DPJKK20](course)\n- I want to know the whole name of [Käyttäjäkeskeinen kääntäminen](coursename)\n- I want to know the whole name of [TERKANA2](course)\n- I want to know the whole name of [Julkisen toiminnan tuloksellisuuden arviointi](coursename)\n- I want to know the whole name of [HALJUS22](course)\n- I want to know the whole name of [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename)\n- I want to know the whole name of [KIRS4](course)\n- I want to know the whole name of [Thesis seminar](coursename)\n- I want to know the whole name of [KATLITO8](course)\n- I want to know the whole name of [Harjoittelu ja työelämävalmiudet](coursename)\n- I want to know the whole name of [DPIS1](course)\n- I want to know the whole name of [Venäjän kielen rakenne - Syntaksi](coursename)\n- I want to know the whole name of [YKYYHT1](course)\n- I want to know the whole name of [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- I want to know the name of [HISA1B](course)\n- I want to know the name of [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- I want to know the name of [MTTMP1A](course)\n- I want to know the name of [Ekonometrian jatkokurssi](coursename)\n- I want to know the name of [JKKYLT01](course)\n- I want to know the name of [Methods of Variationist Linguistics](coursename)\n- I want to know the name of [ITIS23](course)\n- I want to know the name of [Mediated Learning Experinces in Multicultural Settings](coursename)\n- I want to know the name of [YKYYV07](course)\n- I want to know the name of [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](coursename)\n- I want to know the name of [ENGP7](course)\n- I want to know the name of [Political Systems (book exam/essay)](coursename)\n- I want to know the name of [KASP2](course)\n- I want to know the name of [Itsenäinen projekti: Opintopassi](coursename)\n- I want to know the name of [SOSKV3](course)\n- I want to know the name of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 13.-14.12.2017](coursename)\n- I want to know the name of [JOVPVS12](course)\n- I want to know the name of [Puheviestintä ja hyvinvointi](coursename)\n- I want to know the name of [TIEP1](course)\n- I want to know the name of [Study Skills - Basics of Information Literacy](coursename)\n- I want to know the name of [SAKA4](course)\n- I want to know the name of [Käännösviestintä II englanti-suomi](coursename)\n- I want to know the name of [GTS2](course)\n- I want to know the name of [Talouselämän käännösviestinnän seminaari suomi-saksa -](coursename)\n- I want to know the name of [SAKP2](course)\n- I want to know the name of [Kuva- ja mediakulttuurit - Kuvakulttuurit 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely/taidemuseot harjoitusryhmät)](coursename)\n- I want to know the name of [KATYVA34](course)\n- I want to know the name of [Culture and everyday life of the \"Soviet Thaw\"](coursename)\n- I want to know the name of [HISJATKO](course)\n- I want to know the name of [Yritysverkoston juridinen hallinta](coursename)\n- I want to know the name of [ENGP8](course)\n- I want to know the name of [Johdatus viestinnän tutkimukseen ja analyysiin](coursename)\n- I want to know the name of [JKKYOA11](course)\n- I want to know the name of [Monikielisyys ja -kulttuurisuus](coursename)\n- I want to know the name of [PEDA4](course)\n- I want to know the name of [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](coursename)\n- I want to know the name of [TERA2](course)\n- I want to know the name of [Kandidaatin tutkielma ja seminaari (kevät)](coursename)\n- I want to know the name of [MTTMS3](course)\n- I want to know the name of [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](coursename)\n- I want to know the name of [POHA2](course)\n- I want to know the name of [Tieteellinen kirjoittaminen](coursename)\n- I want to know the name of [PEDAYOP3](course)\n- I want to know the name of [Retoriikka ja argumentaatioanalyysi/Retorik och argumentationsanalys](coursename)\n- I want to know the name of [PSYS16](course)\n- I want to know the name of [Kandidaattiseminaari (JATKAVA, Vuolanto)](coursename)\n- I want to know the name of [JOVAT1](course)\n- I want to know the name of [Lastenkirjallisuus ja draama / Luennot - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- I want to know the name of [POLKVA33](course)\n- I want to know the name of [Vuorovaikutusprosessit työelämän tilanteissa (monimuoto-opetus)](coursename)\n- I want to know the name of [LUOYY007](course)\n- I want to know the name of [Liike-elämän ruotsia I](coursename)\n- I want to know the name of [BTK4620](course)\n- I want to know the name of [Logiikka](coursename)\n- I want to know the name of [HALJUA63](course)\n- I want to know the name of [Terveyden edistämisen interventiot](coursename)\n- I want to know the name of [KKENVAL4](course)\n- I want to know the name of [Ikääntyminen, kieli ja vuorovaikutus](coursename)\n- I want to know the name of [ENGA4](course)\n- I want to know the name of [Saksa II](coursename)\n\n\n## intent:defaultinfo\n- [KATYVS26](course)\n- [The Study of World Politics (book exam/essay)](coursename)\n- [IGS006](course)\n- [Ruotsin kielen valmentava kurssi](coursename)\n- [TIETS26](course)\n- [Viron peruskurssi](coursename)\n- [KKSUPRO](course)\n- [Sosiaalioikeus - STYA1A2 Sosiaalioikeus II](coursename)\n- [KKRUKK](course)\n- [Sosiaalinen maailma](coursename)\n- [VIROP3](course)\n- [Yritysetiikka (verkkokurssi)](coursename)\n- [SUKKP0](course)\n- [Johdatus hoitotieteeseen](coursename)\n- [HALJTS02](course)\n- [Asiantuntemus ja arjen ympäristöpolitiikka](coursename)\n- [ITIS24](course)\n- [Business Ethics (Independent study)](coursename)\n- [KATJOA99](course)\n- [Genetiikka](coursename)\n- [KASLOE6.2](course)\n- [Matematiikan peruskäsitteitä](coursename)\n- [JOVVJS4](course)\n- [Internationalisation in Education - (Tampere Summer School 2018)](coursename)\n- [ITIP2](course)\n- [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](coursename)\n- [TERTIETO5](course)\n- [Biological data analysis with R](coursename)\n- [YKYYHT1](course)\n- [Kandidaatin tutkielma ja seminaari, (hoitotieteen opiskelijoille), Seinäjoki](coursename)\n- [PSYS6B](course)\n- [Contemporary Peace and Conflict Studies](coursename)\n- [LTLY213](course)\n- [Yhteiskunnallinen laskentatoimi](coursename)\n- [KASA2](course)\n- [Arviointimenetelmät](coursename)\n- [KASVAR9](course)\n- [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](coursename)\n- [POLVOA42/52/S23](course)\n- [Introduction to Game Research (Tampere Summer School 2018)](coursename)\n- [POLVOS27](course)\n- [Current Issues in Speech Communication (Puheviestintä tieteenä jatkuu)](coursename)\n- [PGHINT](course)\n- [Tuutorivastaavana toimiminen](coursename)\n- [ITIY3](course)\n- [Study Skills and Personal Study Planning - Basics of Information Literacy](coursename)\n- [KKRA2](course)\n- [Advanced English Business Communication](coursename)\n- [JOUJOVTS](course)\n- [Työn uusi järjestys ja aikuiskasvatus - Seminaari](coursename)\n- [KASP4](course)\n- [Rekisteritutkimukset](coursename)\n- [SOS08.2](course)\n- [Muu valinnainen kurssi](coursename)\n- [STYA1A2](course)\n- [Työ- ja organisaatiopsykologia I](coursename)\n- [LFCOR](course)\n- [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](coursename)\n- [KASLOM4](course)\n- [Johdatus logiikkaan 1](coursename)\n- [KASVAR2](course)\n- [Asiakastyön menetelmät, luennot](coursename)\n- [KASP4](course)\n- [Vaikuttaminen ja argumentointi](coursename)\n- [TERHOIA6](course)\n- [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](coursename)\n- [PSYP4](course)\n- [Työ ja äitiys tänään](coursename)\n- [PGHES07](course)\n- [ABC of Scientific Communication](coursename)\n- [HALYAA12](course)\n- [Käännösteknologian harjoituskurssi](coursename)\n- [HISJATKO](course)\n- [Study skills and personal study planning - Basics of Information Literacy](coursename)\n- [KASA5](course)\n- [Orientaatio yhteiskuntatutkimuksen opintoihin](coursename)\n- [POLKVA22](course)\n- [Olio-ohjelmoinnin perusteet](coursename)\n- [VENS10](course)\n- [Tiedon organisointi ja informaatioarkkitehtuuri](coursename)\n- [JOVA15](course)\n- [Kielioppi II (venäjänkieliset opiskelijat)](coursename)\n- [TAYJ032](course)\n- [Euroopan unioni ja maailma](coursename)\n- [KATMAS13](course)\n- [Kirjallisuus, kulttuuri ja yhteiskunta](coursename)\n- [JOVA13](course)\n- [Tutkimustyön perusteet (syksy)](coursename)\n- [MVKS42S](course)\n- [Yhteisöllinen oppiminen ja ohjaus - Seminaari](coursename)\n- [KKSUHUK](course)\n- [Johtaminen ja organisaatiot II](coursename)\n- [PSYS16](course)\n- [Project Work (Fall term 2018)](coursename)\n- [MTTMA11](course)\n- [Tutkielmaseminaari - Seminaari](coursename)\n- [POMLFCS1](course)\n- [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](coursename)\n- [KKRA2](course)\n- [Lain ja hallinnon tekstit ja niiden kääntäminen](coursename)\n- [ITIA03](course)\n- [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](coursename)\n- [KKES4](course)\n- [Euroopan integraation tutkimus (kirjatentti/essee)](coursename)\n- [MTTMP1A](course)\n- [Kiina III](coursename)\n- [STYS3A](course)\n- [Lain ja hallinnon käännösviestinnän seminaari suomi-venäjä](coursename)\n- [ENGS13](course)\n- [ATLAS.ti laadullisen analyysin tukena](coursename)\n- [KKSUPRO](course)\n- [Ethics of Technology](coursename)\n- [KASPUHA5](course)\n- [Työelämäviestinnän tutkimus- tai kehityshanke](coursename)\n- [COSOPON4](course)\n- [Advanced International Relations Research Methods (book exam/essay)](coursename)\n- [HISA4](course)\n- [Software Project Management, Software Project Management (Spring term)](coursename)\n- [ITIS32](course)\n- [Julkisen talousjohtamisen näkökulmia](coursename)\n- [SUOR4/A6](course)\n- [Soluviljely (1. vuosikurssin opiskelijoille)](coursename)\n- [POLVOA42/S25](course)\n- [Seminaari](coursename)\n- [HISJATKO](course)\n- [Master´s Thesis and Seminar - for the group that started in 2017](coursename)\n- [POLKVA43](course)\n- [Organisational Change Dynamics and Management](coursename)\n- [KASSM2](course)\n- [Kirjallinen ja suullinen viestintä II: suullinen viestintä](coursename)\n- [HALJUS22](course)\n- [Eläimet työssä](coursename)\n- [ITIS33](course)\n- [MA Thesis Seminar](coursename)\n- [KATVAS99](course)\n- [Organisaatioiden tiedonhallinta](coursename)\n- [KATLITO8](course)\n- [Orientoivat opinnot - HOPS1](coursename)\n- [DPEDUB.1B](course)\n- [Mitä oikeudenmukaisuus on?](coursename)\n- [LUOYA200](course)\n- [SOTEPO - Tohtorikoulutusseminaari (Sos.- ja terv.pol., tervh.tutk., terv.huollon joht.)](coursename)\n- [KKSA3](course)\n- [Pro gradu - seminaari 2018 (jatkava) (vaihe I)](coursename)\n- [JOVTS2](course)\n- [Luontokirjoittamisen klassikot](coursename)\n- [KATVRP11](course)\n- [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](coursename)\n- [SOS7.2/STYA4B](course)\n- [Työyhteisöjen muutos ja kehittäminen](coursename)\n- [KATTAS21A](course)\n- [Terveyden edistämisen interventiot](coursename)\n- [LUOYY027](course)\n- [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- [KKSA4](course)\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](coursename)\n- [DPJKKPS](course)\n- [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSO-opintosuunnan ryhmä)](coursename)\n- [POLVOA32/S23/24](course)\n- [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- [HALHAP01](course)\n- [Sosiaalityön peruskurssi (verkkokurssi)](coursename)\n- [TRSU03](course)\n- [Student supervision in computer sciences](coursename)\n- [SUOK2/A6](course)\n- [Dialogue: Constructive Talk at Work](coursename)\n- [LOGM1](course)\n- [Julkisen talousjohtamisen tutkimusotteet](coursename)\n- [PCP12](course)\n- [Teaching, Pedagogical Facilitating, Learning](coursename)\n- [KKRA2](course)\n- [Johdanto tietokäytäntöjen tutkimukseen](coursename)\n- [ITIA9](course)\n- [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename)\n- [KATMAS15](course)\n- [Espanja I](coursename)\n- [FONEP2](course)\n- [Web-tutkimus](coursename)\n- [FILA1](course)\n- [Asiakassuhde ja haastattelu](coursename)\n- [KATVAA13](course)\n- [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- [JOVA4](course)\n- [Viestinnän ja median tutkimussuuntauksia](coursename)\n- [DPJKKPS](course)\n- [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](coursename)\n- [ESPFA7](course)\n- [Studying abroad / Osallistuminen opiskelijavaihtoon](coursename)\n- [PSYS16](course)\n- [Fenomenologia](coursename)\n- [KKIN1](course)\n- [Tutkijan puheviestintä](coursename)\n- [ITIA01](course)\n- [Olio-ohjelmoinnin perusteet I](coursename)\n- [KASA13](course)\n- [Advanced English Business Communication](coursename)\n- [KASA3](course)\n- [Liike-elämän ruotsia I](coursename)\n- [SOSM5.1](course)\n- [Human-Centered Product Development (TUT/IHTE)](coursename)\n- [KASSG](course)\n- [Finnish Elementary Course 3](coursename)\n- [HISA4](course)\n- [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](coursename)\n- [MOLI](course)\n- [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](coursename)\n- [YKYYHT2](course)\n- [Todennäköisyyslaskenta](coursename)\n- [TAYJ13](course)\n- [Tieteellisen tiedonhankinnan perusteet (venäjä) -](coursename)\n- [KATVAA12](course)\n- [Valtio-opin maisteriseminaari](coursename)\n- [KASSM2](course)\n- [Tiedonhaun perusteet](coursename)\n- [SUKKP5A](course)\n- [Väitöskirja (tutkijaseminaarit)](coursename)\n- [VIROP1](course)\n- [Ranska III](coursename)\n- [POHS10](course)\n- [Service Marketing](coursename)\n- [KASP3](course)\n- [Kielen käyttö I](coursename)\n- [KATJOA99](course)\n- [Networks in Service Business](coursename)\n- [KATVAA14](course)\n- [Introduction to Science and Research (autumn)](coursename)\n- [MVKS04](course)\n- [Graduseminaari, jatkava (Markkola)](coursename)\n- [ITIS23](course)\n- [Responsible Business and Social Accounting (Online course)](coursename)\n- [POHS5](course)\n- [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- [PEACE046/047](course)\n- [Sosiaalioikeus - STYA1A2 Sosiaalioikeus II](coursename)\n- [JOVAT2](course)\n- [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](coursename)\n- [TEE3](course)\n- [Sosiaalityön peruskurssi (kirjatentti)](coursename)\n- [TIEA2.1](course)\n- [Lasten monipaikkainen asuminen](coursename)\n- [MTTTS16](course)\n- [Topical Issues in Governance, Management and Administration](coursename)\n- [KASA11](course)\n- [Kerronnan monet muodot (luentokurssi korvaa kirjatentin)](coursename)\n- [POLKVA41](course)\n- [Kansainvälisen politiikan teoria ja menetelmät (kirjatentti)](coursename)\n- [KATTAS21B](course)\n- [Kääntämisen ja tulkkauksen teoria ja käytäntö - Käännösteoria](coursename)\n- [STYA1A2](course)\n- [Terveyden edistämisen perusteet](coursename)\n- [SOSM5.1](course)\n- [Opetus, ohjaus, oppiminen - Varhaiskasvatus: Pienryhmäopetus ja orientaatioharjoittelu (2 op) ja kirjallisuus (2 op)](coursename)\n- [HALJUS22](course)\n- [Dokumentaation visualisointi](coursename)\n- [KKSAPRE1](course)\n- [Syventävä projekti, keväällä 2019 alkava](coursename)\n- [KATLITO4](course)\n- [Keskiajan paleografia ja diplomatiikka (PERUTTU)](coursename)\n- [SAKS3](course)\n- [Kandidaattiseminaari (Mustakallio)](coursename)\n- [YKT6.6.2](course)\n- [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](coursename)\n- [KKRUYHT](course)\n- [Master's Thesis Seminar - Thesis seminar II](coursename)\n- [KKSUSOTE](course)\n- [Tietorakenteet](coursename)\n- [KKRUKTK](course)\n- [Lapsuuden, nuoruuden ja perheen tutkimuskeskus PERLAn tutkimusseminaari](coursename)\n- [TERKAN18](course)\n- [Menetelmäopinnot / Kielentutkimuksen metodit](coursename)\n- [TAYJ042](course)\n- [Syventävä projekti, keväällä 2018 alkanut](coursename)\n- [KATYVA12](course)\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.3.2019](coursename)\n- [KKENLL](course)\n- [Ranskan kielen suullinen harjoituskurssi](coursename)\n- [KASSY1](course)\n- [Puheen ja äänen harjoitusmenetelmät](coursename)\n- [TERKANA2](course)\n- [Asiakassuhde ja haastattelu](coursename)\n- [MTTY1](course)\n- [Tilastomenetelmien perusteet](coursename)\n- [BTK4090](course)\n- [Moniammatilliset oppimisyhteisöt - Seminaari](coursename)\n- [YKYYHT2](course)\n- [Valinnainen jakso: Radioprojekti (kevät)](coursename)\n- [BTK4090](course)\n- [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename)\n- [JOVPVS1](course)\n- [Yksilö, yhteiskunta ja kulttuuri - evankelisluterilaiset uskonnon ja elämänkatsomustiedon harjoitusryhmät - 2. vsk](coursename)\n- [PEDAYOP3](course)\n- [Ekonometria](coursename)\n- [DPEDUC.3](course)\n- [Tieteellisen tiedonhankinnan perusteet (venäjä) -](coursename)\n- [HALTTS12](course)\n- [Kirjallisuudentutkijan työkalupakki tieteellisiin kertomuksiin](coursename)\n- [BTK4030](course)\n- [Romanian kielen alkeet / Basic Course in Romanian](coursename)\n- [KASMULTI3](course)\n- [Liberalismi ja demokratia](coursename)\n- [POLVOA41/S28](course)\n- [Rekisteritutkimukset](coursename)\n- [TERTIETO5](course)\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop.](coursename)\n- [POLPOP04](course)\n- [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen 1 vsk (pienryhmäopetus)](coursename)\n- [TIETA11](course)\n- [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Kuuntelukasvatus](coursename)\n- [KASSA4](course)\n- [Terveystiedon didaktiikan perusteet](coursename)\n- [HISA2](course)\n- [Kansalaisyhteiskunta ja poliittinen osallistuminen (kirjatentti/essee)](coursename)\n- [TIEP2](course)\n- [Internationalisation in Education - (Tampere Summer School 2018)](coursename)\n- [HALKAA99](course)\n- [Algorithmic Problem Solving](coursename)\n- [MOLI](course)\n- [Journalismin tulevaisuus, luennot](coursename)\n- [KATMAA15](course)\n- [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](coursename)\n- [KATYVA44](course)\n- [Kaunokirjallinen kääntäminen venäjä-suomi](coursename)\n- [STYS1B4](course)\n- [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename)\n- [KKENKTMO](course)\n- [Kandidaattiseminaari (JATKAVA, Nevala)](coursename)\n- [LOGS6](course)\n- [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](coursename)\n- [MTTTS14](course)\n- [Kehityspsykologia I](coursename)\n- [KKES1](course)\n- [Epävarmuuden hallinta](coursename)\n- [KASP3](course)\n- [Espanjan kielioppi II/Gramática española II](coursename)\n- [DPIPEF05](course)\n- [Perehdyttäminen tietotekniikan alkeisiin](coursename)\n- [HISP2](course)\n- [Työ- ja organisaatiopsykologia II](coursename)\n- [KASSY5](course)\n- [Käännösviestintä ja kirjoittaminen - Johdatus käännösviestintään](coursename)\n- [JOVP4](course)\n- [Suunnittelu ja kehittäminen hoitotyön johtamisessa](coursename)\n- [SUKKP3](course)\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename)\n- [ENGS1](course)\n- [Klassinen länsimainen kertomakirjallisuus](coursename)\n- [POLKVA11](course)\n- [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](coursename)\n- [TIETS14](course)\n- [Valtakurssi](coursename)\n- [TERY4](course)\n- [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](coursename)\n- [VENA5](course)\n- [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](coursename)\n- [HISA4](course)\n- [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Pori](coursename)\n- [ROMAP3](course)\n- [Tekstitaidot](coursename)\n- [YKYYHT3](course)\n- [Tieteellisen artikkelin tehokas kirjoittaminen](coursename)\n- [BTK3125](course)\n- [Kansainvälisen politiikan menetelmäseminaari (kirjatentti)](coursename)\n- [SAKA11](course)\n- [Inclusive Education](coursename)\n- [TIETS44](course)\n- [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](coursename)\n- [HTIS80](course)\n- [Kiina I](coursename)\n- [HALYAS13](course)\n- [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- [SOS6.4.3](course)\n- [Kirjallisuus ja tunteet](coursename)\n- [HTIS85](course)\n- [Kommunikationstraining II](coursename)\n- [HISA2](course)\n- [Nuorisotyö ja nuorten elämänkulku](coursename)\n- [KASSO4](course)\n- [Kunnallisoikeus](coursename)\n- [KASLOE6.1](course)\n- [Sosiaaliantropologian teoreettinen ajattelu](coursename)\n- [POLKVA22](course)\n- [Culture and everyday life of the \"Soviet Thaw\"](coursename)\n- [HALVALS10](course)\n- [Diskurssianalyysi](coursename)\n- [HALJUA65](course)\n- [Tutkimustyötä tukevat tohtoriopinnot (tietojenkäsittelyoppi)](coursename)\n- [KKIN5](course)\n- [Julkisoikeuden perusteet (verkkototeutus)](coursename)\n- [KASLOE4.1](course)\n- [Puheviestinnän opettaminen](coursename)\n- [VENP6](course)\n- [Tutkiva harjoittelu](coursename)\n- [JOVTS5](course)\n- [European Union Law](coursename)\n- [POLVOA12](course)\n- [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti](coursename)\n- [LTLY01](course)\n- [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](coursename)\n- [KASA11](course)\n- [Persoonallisuuspsykologia I (avoin yliopisto)](coursename)\n- [KKENVAL4](course)\n- [Euroopan integraation tutkimus (kirjatentti/essee)](coursename)\n- [DPCMTJ2](course)\n- [Tekstitaidot](coursename)\n- [POLVOA42](course)\n- [Merkitys](coursename)\n- [KKSUYTK](course)\n- [Poverty in the world: Hunger, inequalities and action](coursename)\n- [PEACE045](course)\n- [Kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- [FILS2B/C](course)\n- [Introduction to Academic English (Open University Course)](coursename)\n- [POLVOS40](course)\n- [Introduction to Formal Specification](coursename)\n- [KKKI2](course)\n- [Johdatus kaunokirjalliseen kääntämiseen](coursename)\n- [ENGS40](course)\n- [Aineopintojen valinnainen jakso: Metso Talk - suoran lähetyksen ja yleisötilaisuuden tuottaminen](coursename)\n- [ENGA4](course)\n- [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](coursename)\n- [KKENLL](course)\n- [Suullinen ja kirjallinen taito - Suulliset ja kirjalliset harjoitukset/Expresión oral y escrita - Conversación y redacción](coursename)\n- [PSYA6](course)\n- [The European Union (book exam/essay)](coursename)\n- [HISA1A](course)\n- [Lehti- ja verkkojournalismi](coursename)\n- [LOGS9](course)\n- [Ympäristökasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- [KASA7](course)\n- [Hoitotiede ja näytön ohjaama toiminta](coursename)\n- [BTK2020](course)\n- [Advanced Course in Microeconomics I](coursename)\n- [TERHOIA4](course)\n- [Käännösviestintä suomi-venäjä](coursename)\n- [SOS6.2.1](course)\n- [Julkisen talousjohtamisen informaatio](coursename)\n- [KASP4](course)\n- [Statistical Analysis with Missing Data (intermediate)](coursename)\n- [KASLOM4](course)\n- [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](coursename)\n- [KASMULTI2B](course)\n- [Väittelijän puheviestintä](coursename)\n- [YKYYHT2](course)\n- [Bioinformatics](coursename)\n- [POLVOS28](course)\n- [Fighting Against Human Rights Violations](coursename)\n- [SOS6.1.1](course)\n- [Teaching, Pedagogical Facilitating, Learning](coursename)\n- [HTIS86](course)\n- [Eheyttävä musiikkikasvatus - Soitinrakennus](coursename)\n- [KKVE2](course)\n- [Specialised International Relations Research Methods (book exam/essay)](coursename)\n- [ESPFP2](course)\n- [Finnish Society and Culture (autumn)](coursename)\n- [TAYJ13](course)\n- [Cultural Conversations](coursename)\n- [BTK2025](course)\n- [Kuva- ja mediakulttuurit - Mediakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely)](coursename)\n- [HALJTS03](course)\n- [Rahoituksen perusteet](coursename)\n- [POLVOS21](course)\n- [Terveys, arki ja toimijuus](coursename)\n- [MVKS17V](course)\n- [Basics of Project Management](coursename)\n- [KASLOE1.1](course)\n- [Osallistuminen opiskelijavaihtoon](coursename)\n- [ESPFA6](course)\n- [Kehittävä asiantuntijatyö organisaatioissa](coursename)\n- [KASLOM6](course)\n- [Viron kielen suullinen ja kirjallinen taito](coursename)\n- [JOVPVS10](course)\n- [Kandidaatintutkielma ja seminaari, kevät 2019](coursename)\n- [RANAV3](course)\n- [Olio-ohjelmoinnin perusteet I](coursename)\n- [RANA1](course)\n- [Current and Future Challenges of World Politics and Economy (POMLFCS3)](coursename)\n- [HALYHT](course)\n- [Introduction to Big Data Processing](coursename)\n- [TERY2](course)\n- [Research work](coursename)\n- [TRSU01](course)\n- [Kansainvälinen yhteisö (kirjatentti/essee)](coursename)\n- [HALHAS18](course)\n- [Finnish Elementary Course 2 (taught in 4. period)](coursename)\n- [KASA9](course)\n- [Theories of Crime and Deviance](coursename)\n- [POHA9](course)\n- [Graduseminaari (Ruohonen)](coursename)\n- [KATYVP11](course)\n- [Communication Skills in English - Academic Writing II](coursename)\n- [ENGA8](course)\n- [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Seinäjoki](coursename)\n- [JOVKA2&JOVKA3](course)\n- [Perusharjoittelu](coursename)\n- [KASA10](course)\n- [Matemaattisen tilastotieteen perusteet](coursename)\n- [STYP1B](course)\n- [Kandidaatin tutkielma ja seminaari (syksy)](coursename)\n- [JOVA6](course)\n- [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](coursename)\n- [KASSG](course)\n- [Postgraduate seminar in Interactive Technology (Turunen)](coursename)\n- [JOVP5](course)\n- [Liiketoimintamallit](coursename)\n- [KKSUPRO](course)\n- [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- [VENA1](course)\n- [Antiikin ja keskiajan ryhmä](coursename)\n- [HALKAP01](course)\n- [Stem Cells](coursename)\n- [TERTIETO4](course)\n- [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](coursename)\n- [POLVOA31](course)\n- [United States History, 1877-1945](coursename)\n- [SOS08.3](course)\n- [Äkilliset traumaattiset kriisit ja niiden käsittely](coursename)\n- [YKTM6.3](course)\n- [Biokemian työt: Proteiinit](coursename)\n- [KASP5](course)\n- [Saamelaisen kirjallisuuden intensiivikurssi](coursename)\n- [HISA2](course)\n- [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](coursename)\n- [KASP2](course)\n- [Inclusive Education](coursename)\n- [KKRUKTK](course)\n- [Tieteellinen kirjoittaminen (SOC)](coursename)\n- [SUOS2](course)\n- [Opetussuunnitelmateoria, kirjatentti](coursename)\n- [JOVKA1](course)\n- [Vähittäiskaupan konseptit](coursename)\n- [PSYP2](course)\n- [Talous - politiikka - kulttuuri -lukupiiri](coursename)\n- [KASA6](course)\n- [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](coursename)\n- [KATYVA52](course)\n- [Verotusmenettely ja oikeusturva verotuksessa](coursename)\n- [RANA6](course)\n- [Johtamisviestintä](coursename)\n- [PSYS12](course)\n- [Kääntämisen ja tulkkauksen teoria ja käytäntö - Terminologia](coursename)\n- [POHA12](course)\n- [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](coursename)\n- [KASLOM2](course)\n- [Seminaari II / Seminar II](coursename)\n- [JOVA18](course)\n- [Biostatistiikka ja tilastollinen tietojenkäsittely](coursename)\n- [KATLAS13](course)\n- [Tutkielmakurssi (periodi I)](coursename)\n- [POHS5](course)\n- [Finnish Elementary Course 1 (taught in 3. period)](coursename)\n- [KATTAA32](course)\n- [Puolueet ja vaalit (kirjatentti/essee)](coursename)\n- [JOVP1](course)\n- [Tiedonhankintataidot - Tiedonhankintataidot II - Tiedonhankinnan syventäminen](coursename)\n- [HISP3](course)\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- [KKENYHT](course)\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename)\n- [SUKKP1](course)\n- [Sosiaalitieteiden teoria I - SOS5b luennot](coursename)\n- [SOS09.1](course)\n- [Äkilliset traumaattiset kriisit ja niiden käsittely](coursename)\n- [HISA2](course)\n- [Kielellinen merkitys, käyttö ja konteksti](coursename)\n- [SOS1](course)\n- [Lain ja hallinnon tekstit ja niiden kääntäminen](coursename)\n- [ITIA9](course)\n- [Student supervision in computer sciences](coursename)\n- [ITIS45](course)\n- [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- [BTK4701](course)\n- [Yhteisö, terveys ja sairaus](coursename)\n- [MOLI](course)\n- [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](coursename)\n- [ITIA7](course)\n- [Markkinointioikeuden oikeustaloustiede](coursename)\n- [HALJUS21](course)\n- [Littérature et société françaises/Ranskan kirjallisuus ja yhteiskunta](coursename)\n- [ITIP3](course)\n- [Empiiristen tutkimusmenetelmien yleisesitykset (kirjatentti/essee)](coursename)\n- [LTLY212](course)\n- [Kielen- ja tekstinhuolto](coursename)\n- [DPEDUB.2](course)\n- [Vauvasta vaariin. Ikä feministisessä tutkimuksessa](coursename)\n- [KASA13](course)\n- [Parhaat filosofiset artikkelit](coursename)\n- [JOVA6/JMMETUS](course)\n- [Tieteellisen artikkelin tehokas kirjoittaminen](coursename)\n- [HALHAA13](course)\n- [Introduction to Criminal Justice](coursename)\n- [STYS3A](course)\n- [Sosiaalityön tutkimuksen metodologisia suunnistuksia](coursename)\n- [ITIS14](course)\n- [Johdatus yrittäjyyteen](coursename)\n- [TIETA6](course)\n- [Julkistalousoikeus](coursename)\n- [POLKAA99](course)\n- [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](coursename)\n- [PEACE046](course)\n- [Valinnainen jakso: Työpaja: Tulevaisuuden kaupunki](coursename)\n- [HISP1](course)\n- [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Pori](coursename)\n- [TEE3](course)\n- [Opintopiiri](coursename)\n- [ENGS46](course)\n- [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](coursename)\n- [KKSU2](course)\n- [Käyttäjäkeskeinen kääntäminen](coursename)\n- [LOGS5](course)\n- [History, Culture and Literature: History](coursename)\n- [POLPOP04](course)\n- [Kuinka suurenmoisia ihmiset ovat olleet - sopeutumaan pohjoisiin luonnonolosuhteisiin!](coursename)\n- [JOVP1](course)\n- [Business, Society and Nature (Lectures)](coursename)\n- [RANP3](course)\n- [Oikeudellisen tutkimuksen perusteet](coursename)\n- [MVKS48/58](course)\n- [Minustako asiantuntijamyynnin ammattilainen?](coursename)\n- [JOVP2](course)\n- [Monikulttuurinen kirjallisuus Suomessa](coursename)\n- [DPYTCON](course)\n- [Julkisen toiminnan tuloksellisuuden arviointi](coursename)\n- [TERKAN14](course)\n- [Writing for Research (online course)](coursename)\n- [MTTMP1A](course)\n- [Kandidaatintutkielma - Seminaari ja tutkielma](coursename)\n- [KASVAR8](course)\n- [Second Language Acquisition](coursename)\n- [JOUJOVTS/JMMETU](course)\n- [Jatkokoulutusseminaari](coursename)\n- [POLPOP05](course)\n- [Perspectives to sustainable organisational and societal change](coursename)\n- [KKRA3](course)\n- [Tekstin tekemisen perusteet](coursename)\n- [POHS2](course)\n- [Aktuelle Texte aus Presse und Studium](coursename)\n- [SUOA1](course)\n- [Structure of English II - Grammar II](coursename)\n- [RUST1/RUST3](course)\n- [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](coursename)\n- [TAYJ035](course)\n- [Graduseminaari, jatkava (Niemi)](coursename)\n- [POHS12](course)\n- [Radiokääntäminen (saksa)](coursename)\n- [ITIA03](course)\n- [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](coursename)\n- [KATVRS54](course)\n- [Teknologiat ja materiaalisuus terveyskysymyksissä](coursename)\n- [SUOT4](course)\n- [Introduction to Political Science (book exam)](coursename)\n- [PSYS6E](course)\n- [Introduction to International Relations (book exam)](coursename)\n- [KASLOE7.2](course)\n- [Euroopan integraation tutkimus (kirjatentti/essee)](coursename)\n- [POHS12](course)\n- [Methodology of Social and Comparative Research](coursename)\n- [JOVA17](course)\n- [Perintö-, lahja- ja varainsiirtoverotus](coursename)\n- [KASA13](course)\n- [Finnish Education System - Seminar](coursename)\n- information [KKSUPRO](course)\n- information [Olio-ohjelmoinnin perusteet II](coursename)\n- information [PGHMTS](course)\n- information [Business Ethics (Lectures)](coursename)\n- information [POLPOP01](course)\n- information [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename)\n- information [DPJKKKS](course)\n- information [Tieteellinen kommunikaatio ja bibliometriikka](coursename)\n- information [KASA11](course)\n- information [Vieraan kielen taito, jatkotaso](coursename)\n- information [JOVTS5](course)\n- information [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](coursename)\n- information [STYP3](course)\n- information [Kandidaattiseminaari ja -tutkielma (hallintotiede), kevät -](coursename)\n- information [MVKS30](course)\n- information [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](coursename)\n- information [MTTMS10](course)\n- information [Kielen käyttö II](coursename)\n- information [KKENVAL4](course)\n- information [Individual project course](coursename)\n- information [YKT04.2](course)\n- information [Luova kaupunkikehittäminen](coursename)\n- information [BTK1031](course)\n- information [Asiantuntijan ja esimiehen työelämätaidot](coursename)\n- information [HALKAA15](course)\n- information [Personal Study Planning](coursename)\n- information [KASMULTI5](course)\n- information [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaryhmä](coursename)\n- information [SOS7.1/STYA4A](course)\n- information [Johdatus logiikkaan 2](coursename)\n- information [KASLOM6](course)\n- information [Johdatus kääntäjän suomen opintoihin](coursename)\n- information [ENGS42-43](course)\n- information [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Tiedonhankinnan perusteet](coursename)\n- information [POLVOS32](course)\n- information [Lukuteoria ja algebra opettajille -](coursename)\n- information [KATMAS13](course)\n- information [Johdatus matemaattiseen päättelyyn](coursename)\n- information [KATRAA12](course)\n- information [Kääntäminen äidinkieleen](coursename)\n- information [YKT09.6](course)\n- information [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](coursename)\n- information [TERKAN11](course)\n- information [Musiikki - Musisointi koskettimilla - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- information [POLVOA51/S10/24](course)\n- information [Global Issues on Mental Health and Mental Health Services - Web course](coursename)\n- information [BTK4030](course)\n- information [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](coursename)\n- information [KASMAT1](course)\n- information [Kehittyminen johtajaksi terveydenhuollossa](coursename)\n- information [BTK4620](course)\n- information [Kielioppi I](coursename)\n- information [DPIS1](course)\n- information [Varhaisiän musiikkikasvatus / Luennot - 2.vsk](coursename)\n- information [KASA6](course)\n- information [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](coursename)\n- information [IGS006](course)\n- information [Dialogue: Constructive Talk at Work](coursename)\n- information [TERVAL1](course)\n- information [Vuorovaikutuksen perusteet - verkkokurssina I](coursename)\n- [SUOV2](course) all information\n- [History of English](coursename) all information\n- [KASA12](course) all information\n- [Tutkimuksen perusteet ja etiikka](coursename) all information\n- [POLVOA31](course) all information\n- [Valtio-opin maisteriseminaari](coursename) all information\n- [POLPOP04](course) all information\n- [Organisaatiokäyttäytyminen](coursename) all information\n- [HALJUA99](course) all information\n- [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (hoitotieteen opiskelijoille)](coursename) all information\n- [GTS1](course) all information\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 13.-14.12.2017](coursename) all information\n- [HALJTS08](course) all information\n- [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](coursename) all information\n- [KASP5](course) all information\n- [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](coursename) all information\n- [POLKAA99](course) all information\n- [Liikuntatuutorina toimiminen / Sports Tutoring](coursename) all information\n- [MVKS36/31](course) all information\n- [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](coursename) all information\n- [JOVTS2](course) all information\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename) all information\n- [HISA4](course) all information\n- [Graduseminaari / Kekäläinen](coursename) all information\n- [VENP4](course) all information\n- [Algebra 2](coursename) all information\n- [KASP2](course) all information\n- [Poliittiset aatteet ja ideologiat (kirjatentti)](coursename) all information\n- [HTIY004](course) all information\n- [Johdatus sosiaaliantropologiaan -seminaari](coursename) all information\n- [TEE3](course) all information\n- [Vaikuttaminen ja argumentointi](coursename) all information\n- [KASA8](course) all information\n- [Liiketoimintamallit](coursename) all information\n- [STYS3A](course) all information\n- [Terveyden edistämisen interventiot, Seinäjoki](coursename) all information\n- [SUOA3](course) all information\n- [Fonetiikan perusopintojen harjoitustyö](coursename) all information\n- [DPEDUC.3](course) all information\n- [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](coursename) all information\n- [LTLY214](course) all information\n- [Kulttuuripsykologian perusteet](coursename) all information\n- [TERTIETO5](course) all information\n- [Tilastotieteen perusteet](coursename) all information\n- [LATA0](course) all information\n- [Johdatus filosofian historiaan](coursename) all information\n- [VENP1](course) all information\n- [Vuorovaikutusprosessit työelämän tilanteissa (monimuoto-opetus)](coursename) all information\n- [KASLOE6.3](course) all information\n- [Mitä oikeudenmukaisuus on?](coursename) all information\n- [SOS08.3](course) all information\n- [Psykologiharjoittelu](coursename) all information\n- [VENP5](course) all information\n- [KEB-62100 Orgaaninen kemia](coursename) all information\n- [TECHS5](course) all information\n- [Tila, paikka ja aika](coursename) all information\n- [POLVOS25](course) all information\n- [Human Mobility in Peace and Conflict Research](coursename) all information\n- [KASVAR11](course) all information\n- [Kompleksianalyysi](coursename) all information\n- [FILS1A](course) basic information\n- [Interacting Interculturally: Engaging in dialogue](coursename) basic information\n- [LATAP2](course) basic information\n- [Structure of English I - Phonology and Pronunciation I](coursename) basic information\n- [LTLY16](course) basic information\n- [Information Visualization](coursename) basic information\n- [KKENYHT](course) basic information\n- [Tietotekniikkataidot (syksy)](coursename) basic information\n- [ENGS22-24](course) basic information\n- [Paikallisen hallinnan teoriat - Lukupiiri](coursename) basic information\n- [KATSTA16](course) basic information\n- [MED Research Day](coursename) basic information\n- [BTK0002](course) basic information\n- [Tarkastusmenetelmien teoria ja käytäntö](coursename) basic information\n- [HTIS67](course) basic information\n- [Tutkijan työpaja](coursename) basic information\n- [POLVOS26](course) basic information\n- [Internet ja vuorovaikutteinen media (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename) basic information\n- [KATMAA99](course) basic information\n- [Biokemian työt](coursename) basic information\n- [MTTMA1A](course) basic information\n- [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, syksy 2018](coursename) basic information\n- [BTK4702](course) basic information\n- [Seminaari (Heinonen)](coursename) basic information\n- [POLKVS22](course) basic information\n- [Sosiaalipsykologia](coursename) basic information\n- [JOVTS5](course) basic information\n- [Suullinen viestintä II/Muntlig kommunikation II](coursename) basic information\n- [PEACE045](course) basic information\n- [Monikieliset tekstikorpukset (verkkokurssi)](coursename) basic information\n- [ENGA9](course) basic information\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename) basic information\n- [KASVAR10](course) basic information\n- [Viestinnän ja median tutkimus](coursename) basic information\n- [HALJTA02](course) basic information\n- [Ylirajaiset ilmiöt historiassa: näkökulmia tutkimukseen ja tulkintaan](coursename) basic information\n- [KKENLL](course) basic information\n- [Ruotsin kielen valmentava kurssi](coursename) basic information\n- [KASLOM5](course) basic information\n- [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](coursename) basic information\n- [KASP2](course) basic information\n- [Suunnittelu ja kehittäminen hoitotyön johtamisessa](coursename) basic information\n- [KATLAA23](course) basic information\n- [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](coursename) basic information\n- [ITIA01](course) basic information\n- [Ohjelmointia teknisille viestijöille](coursename) basic information\n- [DPIS2](course) basic information\n- [Kestävän kehityksen johdantojakso](coursename) basic information\n- [HALJUS12](course) basic information\n- [Journalismin tulevaisuus, harjoittelun kielikritiikki](coursename) basic information\n- [TRSU06](course) basic information\n- [Kansainvälisen politiikan menetelmäseminaari](coursename) basic information\n- [KASLOH4B](course) basic information\n- [Venäjä II](coursename) basic information\n- [PSYA6](course) basic information\n- [Valinnainen jakso: Valokuva historian tekijänä - työpaja](coursename) basic information\n- [KAMYVS99](course) basic information\n- [Qualitative Approach](coursename) basic information\n- [KASLOM3](course) basic information\n- [Asiantuntijan puheviestintä ja vuorovaikutusosaaminen](coursename) basic information\n- basic information [ENGS22-24](course)\n- basic information [Finnish Reading Comprehension and Conversation Course 1 (taught in Finnish)](coursename)\n- basic information [ITIS33](course)\n- basic information [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](coursename)\n- basic information [DPEDUB.1B](course)\n- basic information [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- basic information [KKSU2](course)\n- basic information [Perusharjoittelu](coursename)\n- basic information [TRMU2](course)\n- basic information [Puhetekniikan ja vokologian opettaminen](coursename)\n- basic information [STYVA](course)\n- basic information [Aikuiskasvatus ja työelämä, kirjatentti, Pori](coursename)\n- basic information [KASLOM8](course)\n- basic information [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](coursename)\n- basic information [KASA6](course)\n- basic information [Qualitative Approach](coursename)\n- basic information [TERVAL5](course)\n- basic information [Poliittiset aatteet ja ideologiat (kirjatentti)](coursename)\n- basic information [HTIS50](course)\n- basic information [Nordic Welfare Systems: Past, present, and future](coursename)\n- basic information [MTTMS5](course)\n- basic information [Valtio-opin maisteriseminaari](coursename)\n- basic information [ENGP1](course)\n- basic information [Viron peruskurssi](coursename)\n- basic information [TERHOJ4](course)\n- basic information [Ulkopolitiikka ja diplomatia (kirjatentti/essee)](coursename)\n- basic information [MVKS01](course)\n- basic information [Sisäinen valvonta ja sisäinen tarkastus](coursename)\n- basic information [TERA3](course)\n- basic information [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](coursename)\n- basic information [MVKS47](course)\n- basic information [Kandidaatin tutkielma ja seminaari, (hoitotieteen opiskelijoille), Seinäjoki](coursename)\n- basic information [DPCMTJ2](course)\n- basic information [Puolueet ja vaalit (kirjatentti/essee)](coursename)\n- basic information [KASLOE7.2](course)\n- basic information [Ylellisyyden historia -verkkokurssi](coursename)\n- basic information [KIRS4](course)\n- basic information [Käännöstieteellinen tutkimus ja metodit](coursename)\n- basic information [KASA12](course)\n- basic information [Kohti matematiikan opettajuutta 1(TTY)](coursename)\n- basic information [TECHS3](course)\n- basic information [Jatkokoulutusseminaari](coursename)\n- basic information [MOLI](course)\n- basic information [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](coursename)\n- basic information [KASP3](course)\n- basic information [Lapset ja lastensuojelu](coursename)\n- basic information [VENP4](course)\n- basic information [Internet ja vuorovaikutteinen media (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- basic information [POHP4](course)\n- basic information [Introduction to Formal Specification](coursename)\n- basic information [DPEDUE](course)\n- basic information [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- basic information [POLKVA41](course)\n- basic information [Pohjoismaisten kielten lähtötasokoe](coursename)\n- basic information [TERKAN1](course)\n- basic information [Kielitieto ja -taito - Käännös-, rakenne- ja sanastoharjoitukset II Sprachwissen und Sprachfertigkeiten: Kontrastive Text- und Wortschatzübungen](coursename)\n- basic information [POLVOA21](course)\n- basic information [Tietohallinnon johtaminen](coursename)\n- basic information [MTTMP4](course)\n- basic information [Suomen kielen ja sen tutkimuksen historia](coursename)\n- [ENGA5](course) all\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](coursename) all\n- [YKYYHT3](course) all\n- [Yhteisösosiaalityö monikulttuurisessa ympäristössä](coursename) all\n- [PEACE045](course) all\n- [Johdatus logiikkaan 2](coursename) all\n- [JOVVJS2](course) all\n- [Terveystieteiden laadulliset tutkimusmenetelmät](coursename) all\n- [HALHAS15](course) all\n- [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](coursename) all\n- [JOVA21](course) all\n- [Causal inference in social science](coursename) all\n- [HALJUA61](course) all\n- [Tutkielmaseminaari](coursename) all\n- [KASA7](course) all\n- [Medioitu vuorovaikutus](coursename) all\n- [KASMULTI4](course) all\n- [Toiminta, tulkinta ja tieto (verkkokurssi)](coursename) all\n- [BTK0011](course) all\n- [Työelämän korttipakka](coursename) all\n- [DPHSS206](course) all\n- [Oppimisen ja opiskelun taidot](coursename) all\n- [KASP4](course) all\n- [Sidosryhmäteoria ja -johtaminen](coursename) all\n- [KASVAR5](course) all\n- [Fonetiikan tilastomenetelmät](coursename) all\n- [JOVY3](course) all\n- [Global Humanitarianism and its Critics (POMLFCS3)](coursename) all\n- [KKENKTMO](course) all\n- [New Forms of Violence, Change in Security Paradigm (book exam/essay)](coursename) all\n- [STYS2A](course) all\n- [EU:n ulkosuhteiden erityiskysymykset: turvallisuus, talous ja arvot (kirjatentti/essee)](coursename) all\n- [NORDIG2](course) all\n- [Puhesuomi ja esiintyminen](coursename) all\n- [KASERIT4](course) all\n- [Graduseminaari, alkava (Kaarninen)](coursename) all\n- [TIETA18](course) all\n- [Finnish Elementary Course 2](coursename) all\n- [POLPOP05](course) all\n- [Orientoivat opinnot - HOPS1](coursename) all\n- [DPHSO101](course) all\n- [Journal club](coursename) all\n- [SOCYKV2/RES012](course) all\n- [SOTEPO - Tohtorikoulutusseminaari (Sos.- ja terv.pol., tervh.tutk., terv.huollon joht.)](coursename) all\n- [POHA1](course) all\n- [Julkistalouden jatkokurssi](coursename) all\n- [POLVOA31/S21](course) all\n- [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSO-opintosuunnan ryhmä)](coursename) all\n- [SOSM6.1](course) all\n- [Ranska III](coursename) all\n- [POLPOP02](course) all\n- [Multi-level Governance and Europeanisation (book exam/essay)](coursename) all\n- [SAKA1](course) all\n- [Tilinpäätös- ja verosuunnittelu](coursename) all\n- [MVKS10](course) all\n- [United States History, 1877-1945](coursename) all\n- [KASSO4](course) all\n- [Johdatus Suomen kirjallisuushistoriaan - luennot](coursename) all\n- [JOVA21](course) all\n- [Saamelaisen kirjallisuuden intensiivikurssi](coursename) all\n- all [JOVA17](course)\n- all [Sopimusoikeus](coursename)\n- all [PSYA6](course)\n- all [Kontrastiivisen fonetiikan perusteet -](coursename)\n- all [KATMAA16](course)\n- all [Verkkojulkaiseminen](coursename)\n- all [TERA6](course)\n- all [History, Culture and Literature: Culture and Literature](coursename)\n- all [KASA11](course)\n- all [Orientoivat opinnot Pori](coursename)\n- all [SOS4.3](course)\n- all [Puheen ja äänen harjoitusmenetelmät](coursename)\n- all [KKES4](course)\n- all [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](coursename)\n- all [KASA13](course)\n- all [Fundamentals of Finance (Tampere Summer School)](coursename)\n- all [KASVAR8](course)\n- all [Psykologiharjoittelu](coursename)\n- all [JOVA15](course)\n- all [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](coursename)\n- all [TEE6](course)\n- all [Käännös suomi-espanja II/Traducción finés-español II](coursename)\n- all [GTS8](course)\n- all [Poverty in the world: Hunger, inequalities and action](coursename)\n- all [DPHSR402](course)\n- all [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.2.2019](coursename)\n- all [VENS4](course)\n- all [Harjoittelu](coursename)\n- all [KKENKTMO](course)\n- all [Seminaari (Kunelius) jatkuu keväältä](coursename)\n- all [KASA11](course)\n- all [Journalismin tulevaisuus, harjoittelun kielikritiikki](coursename)\n- all [KATJOP11](course)\n- all [Continental Model: The Austrian System of Work and Social Security](coursename)\n- all [SOS6.3.2](course)\n- all [Kandidaattiseminaari](coursename)\n- all [KATTAA40](course)\n- all [Hallintotieteen teoriat ja käsitteet](coursename)\n- all [KASP4](course)\n- all [Implementation and Evaluation of Public Policies](coursename)\n- all [TERTIETO5](course)\n- all [Puhetekniikan ja äänenkäytön perusteet](coursename)\n- all [ENGA12](course)\n- all [Romanian kielen alkeet / Basic Course in Romanian](coursename)\n- all [POLVOA22](course)\n- all [Vuorovaikutuksen perusteet](coursename)\n- all [FILA9](course)\n- all [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](coursename)\n- all [TERKAN4](course)\n- all [Kohti matematiikan opettajuutta 1(TTY)](coursename)\n- all [KASA5](course)\n- all [Taiteen historia, filosofia ja kulttuurit: Populaarit esitysmuodot (avoin yliopisto)](coursename)\n- all [KATMAS17](course)\n- all [Kandidaattitutkielma ja seminaari (matematiikka) - LaTeX-opinnot](coursename)\n- all [KASSO7](course)\n- all [Olevan muoto - johdatus formaaliontologiaan](coursename)\n- all [SOS6.5.3](course)\n- all [Kandidaattiseminaari (JATKAVA, Vuolanto)](coursename)\n- all [DPHSS202](course)\n- all [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 30.-31.8.2018](coursename)\n- everything about [MTTMA1C](course)\n- everything about [Median ja politiikan välinen suhde](coursename)\n- everything about [TAYJ042](course)\n- everything about [Saksa III](coursename)\n- everything about [KATJOA12](course)\n- everything about [Vertaisohjaus tietojenkäsittelytieteissä](coursename)\n- everything about [ENGA9](course)\n- everything about [Nordiska synvinklar](coursename)\n- everything about [HTIS80](course)\n- everything about [Re-Thinking Value Creation](coursename)\n- everything about [KATVRA22](course)\n- everything about [Struggles on Education](coursename)\n- everything about [TRSU02](course)\n- everything about [Tutkielmakurssi (periodi I)](coursename)\n- everything about [ENGA5](course)\n- everything about [Special Issues in Design Research](coursename)\n- everything about [KATMAS15](course)\n- everything about [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](coursename)\n- everything about [YKYYHT2](course)\n- everything about [Kandidaatintutkielma - Seminaari ja tutkielma](coursename)\n- everything about [SUOV1](course)\n- everything about [Johdatus hallintotieteeseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- everything about [KASTUTOR](course)\n- everything about [Kiina II](coursename)\n- everything about [KATVRS60](course)\n- everything about [Usean muuttujan integraalilaskenta](coursename)\n- everything about [KKIN5](course)\n- everything about [Kvantitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename)\n- everything about [TIETS07](course)\n- everything about [Monikielinen käännöstyöpaja](coursename)\n- everything about [HALJUS31](course)\n- everything about [Teknologiakasvatus - Käsityökasvatuksen pedagogiikka ja työsuojelu](coursename)\n- everything about [KKENYHT](course)\n- everything about [Open Educational Resources - Lectures, seminars etc. in other universities or institutions](coursename)\n- everything about [KKSU5](course)\n- everything about [Yhteisösosiaalityö monikulttuurisessa ympäristössä](coursename)\n- everything about [ENGS4](course)\n- everything about [Commercial Actors in Security and War](coursename)\n- everything about [JOUJOVTS](course)\n- everything about [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](coursename)\n- everything about [STYS2A](course)\n- everything about [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename)\n- everything about [MVKS54-56](course)\n- everything about [Testimenetelmien perusteet ja ammattietiikka](coursename)\n- everything about [KASSO5](course)\n- everything about [Keskiajan symboliikkaa -verkkokurssi](coursename)\n- everything about [HALVALS10](course)\n- everything about [Johdatus Euroopan unioniin](coursename)\n- everything about [ESPFP1](course)\n- everything about [Culture and everyday life of the \"Soviet Thaw\"](coursename)\n- everything about [KATLAS23](course)\n- everything about [Julkiset hankinnat](coursename)\n- everything about [TIETS46](course)\n- everything about [Tila, paikka ja aika](coursename)\n- everything about [KASA12](course)\n- everything about [Communication Skills in English - Speaking Practice](coursename)\n- everything about [BTK4702](course)\n- everything about [Keskiajan paleografia ja diplomatiikka (PERUTTU)](coursename)\n- everything about [KKESVAL4](course)\n- everything about [Kääntäjän ja tulkin työelämätaidot](coursename)\n- about [KASVAR12](course)\n- about [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](coursename)\n- about [KKENKTMO](course)\n- about [Sosiaalitieteiden kvantitatiiviset tutkimusmenetelmät (verkkokurssi)](coursename)\n- about [DPIT1](course)\n- about [Johdon laskentatoimi ja inhimillinen käyttäytyminen](coursename)\n- about [KKRULL](course)\n- about [Specialised International Relations Research Methods (book exam/essay)](coursename)\n- about [TRMU1](course)\n- about [Yhteisöllinen oppiminen ja ohjaus - Seminaari](coursename)\n- about [KATVRS44](course)\n- about [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](coursename)\n- about [KKES2](course)\n- about [International Trade and Finance (Tampere Summer School) - luennot ja tentti](coursename)\n- about [STYA6](course)\n- about [Ydinaseet ja kansainvälinen politiikka](coursename)\n- about [YKT10.1.2](course)\n- about [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 9.11.2018](coursename)\n- about [KATMAS99](course)\n- about [Global Terrorism: Political Violence in a Global Age](coursename)\n- about [POHA3](course)\n- about [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](coursename)\n- about [TERA2](course)\n- about [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi) / KTM-tutkinto](coursename)\n- about [HALTTS13](course)\n- about [Ranskan kielen suullinen harjoituskurssi](coursename)\n- about [KASLOH4B](course)\n- about [Viestinnän etiikka](coursename)\n- about [KASLOM8](course)\n- about [Arviointimenetelmät](coursename)\n- about [KASA15](course)\n- about [Introduction to Big Data Processing](coursename)\n- about [KIRP4](course)\n- about [Asevelvollisuus Suomessa ja kansainvälisesti](coursename)\n- about [HISA4](course)\n- about [Global politics of gender](coursename)\n- about [SAKP6](course)\n- about [Johdatus logopediaan](coursename)\n- about [FILA9](course)\n- about [Grammaire/Kielioppi](coursename)\n- about [JOUJOVTS](course)\n- about [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](coursename)\n- about [MTTTA13](course)\n- about [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](coursename)\n- about [KASA13](course)\n- about [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](coursename)\n- about [TERHOIA1](course)\n- about [Language, Communication and Culture](coursename)\n- about [SOS09.3](course)\n- about [Korkeakoulutus ja kansainvälistyminen](coursename)\n- about [STYS3A](course)\n- about [Valtio-opin johdantokurssi (kirjatentti)](coursename)\n- about [LATAP2](course)\n- about [Tiedonhankintataidot (hoitotiede), Seinäjoki](coursename)\n- about [HALYAS14](course)\n- about [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](coursename)\n- about [KKENYHT](course)\n- about [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](coursename)\n- about [HISA3B](course)\n- about [Riskienhallinta](coursename)\n- what is [KKSU2](course)\n- what is [Espanja III](coursename)\n- what is [HALKAA12](course)\n- what is [Simultaanitulkkaus I saksa-suomi-saksa](coursename)\n- what is [POLKVS21](course)\n- what is [Master's Thesis Seminar in Human-Technology Interaction (Starting Spring term)](coursename)\n- what is [KIRA3G](course)\n- what is [Master´s Thesis and Seminar - for the group that started in 2017](coursename)\n- what is [IGS006](course)\n- what is [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- what is [TERKAN2](course)\n- what is [Työhyvinvointi (itsenäinen suoritustapa)](coursename)\n- what is [KASA13](course)\n- what is [Yksilö, yhteiskunta ja kulttuuri - Historia, yhteiskuntaoppi ja katsomusopetus - 2. vsk (luennot)](coursename)\n- what is [POLKVA33](course)\n- what is [Journalismin perusteet, luennot](coursename)\n- what is [POLVOA32/S27](course)\n- what is [Valinnainen jakso: Valokuva historian tekijänä - työpaja](coursename)\n- what is [KKSUVAL3](course)\n- what is [Perspectives to sustainable organisational and societal change](coursename)\n- what is [KATYVA31](course)\n- what is [Psykiatria ja mielenterveys](coursename)\n- what is [HTIS64](course)\n- what is [Käännösviestintä II englanti-suomi](coursename)\n- what is [KIRA5](course)\n- what is [Finnish Society and Culture (autumn)](coursename)\n- what is [KATTV01](course)\n- what is [Lähtötasokoe / Schwellentest](coursename)\n- what is [SOS10.1.5](course)\n- what is [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (2. periodi)](coursename)\n- what is [KATSTA14](course)\n- what is [Asiakirjatiedon organisointi- ja kuvailumenetelmät](coursename)\n- what is [FILT10](course)\n- what is [Business, Society and Nature (Independent study) Autumn 2018](coursename)\n- what is [COSOPON1](course)\n- what is [Organizational Behavior (Independent study, Autumn 2018)](coursename)\n- what is [ITIS43](course)\n- what is [Pankkioikeus](coursename)\n- what is [TAYJ024](course)\n- what is [Soveltava projekti - projekti](coursename)\n- what is [KASLOE6.3](course)\n- what is [Managing Research Information](coursename)\n- what is [TIEP1](course)\n- what is [Managing Research Information](coursename)\n- what is [KATLAS13](course)\n- what is [Vakuutustiede ja vakuutustutkimus](coursename)\n- what is [KATVRS52](course)\n- what is [Markkinoinnin kannattavuus ja taloudellisuus](coursename)\n- what is [DPII1](course)\n- what is [Merkitys](coursename)\n- what is [DPEDUE](course)\n- what is [Uutisjournalismi](coursename)\n- what is [KKSUVAL3](course)\n- what is [Tieteellinen kirjoittaminen](coursename)\n- what is [PCP12](course)\n- what is [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- what is [KKVE2](course)\n- what is [Interaction Techniques](coursename)\n- what is [RANP4](course)\n- what is [Poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- what course is [STYA8](course)\n- what course is [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- what course is [KATLITO4](course)\n- what course is [Recommender Systems](coursename)\n- what course is [HALKOS22](course)\n- what course is [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename)\n- what course is [TIEA1](course)\n- what course is [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](coursename)\n- what course is [KASP2](course)\n- what course is [Moniammatilliset johtamisopinnot](coursename)\n- what course is [BIO2250](course)\n- what course is [Poliittisen sosiologian käsitteet ja tutkimukset](coursename)\n- what course is [POLKVA21](course)\n- what course is [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename)\n- what course is [BTK1061](course)\n- what course is [Pro gradu -seminaari](coursename)\n- what course is [LTLY07](course)\n- what course is [Popular Music and Politics](coursename)\n- what course is [KATLAS90](course)\n- what course is [Terveys politiikassa, taloudessa ja järjestelmissä](coursename)\n- what course is [KATMAA14](course)\n- what course is [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename)\n- what course is [DPJKKKS](course)\n- what course is [Kandidaattiseminaari (JATKAVA, Vuolanto)](coursename)\n- what course is [JOVA7](course)\n- what course is [Väestön terveys](coursename)\n- what course is [KATJOA14](course)\n- what course is [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](coursename)\n- what course is [ITIP1](course)\n- what course is [Thesis seminar and Master's Thesis](coursename)\n- what course is [BTK1080](course)\n- what course is [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 4. periodi](coursename)\n- what course is [KATMAA13](course)\n- what course is [Economic renewal of cities and regions](coursename)\n- what course is [POLVOS22](course)\n- what course is [The European Union (book exam/essay)](coursename)\n- what course is [KASA5](course)\n- what course is [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](coursename)\n- what course is [NORDIG3](course)\n- what course is [Kuvataidekasvatus / Harjoitukset - 2.vsk](coursename)\n- what course is [JOVA18](course)\n- what course is [Konsekutiivitulkkaus -](coursename)\n- what course is [TERTIETO3](course)\n- what course is [Proseminaari](coursename)\n- what course is [KKSAVAL0](course)\n- what course is [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- what course is [TEE1](course)\n- what course is [Specialised International Relations Research Methods (book exam/essay)](coursename)\n- what course is [HALHAP01](course)\n- what course is [Näkökulmia kääntämiseen - Käännös-, rakenne- ja sanastoharjoitukset I / Perspektiven auf Übersetzen](coursename)\n- what course is [LTLY16](course)\n- what course is [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](coursename)\n- what course is [KASERIT3](course)\n- what course is [Kunnallisoikeuden syventävä jakso](coursename)\n- what course is [KASA13](course)\n- what course is [Graduseminaari, alkava (Kaarninen)](coursename)\n- what course is [KKRAVAL1](course)\n- what course is [Kandidaatintutkielma - Seminaari ja tutkielma](coursename)\n- what course is [HALHAS99](course)\n- what course is [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (2. periodi)](coursename)\n- what can you tell me about [TIEA2.1A](course)\n- what can you tell me about [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](coursename)\n- what can you tell me about [ITIA03](course)\n- what can you tell me about [Aineopintojen valinnainen jakso: Metso Talk - suoran lähetyksen ja yleisötilaisuuden tuottaminen](coursename)\n- what can you tell me about [PEACEGS1](course)\n- what can you tell me about [Sosiaalioikeus I](coursename)\n- what can you tell me about [POLYEP12](course)\n- what can you tell me about [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](coursename)\n- what can you tell me about [JOVA11](course)\n- what can you tell me about [Terveys ja talous](coursename)\n- what can you tell me about [JOVA1](course)\n- what can you tell me about [Johdatus Suomen kirjallisuushistoriaan - harjoitukset](coursename)\n- what can you tell me about [ITIA7](course)\n- what can you tell me about [Populaarikulttuuri ja -kirjallisuus](coursename)\n- what can you tell me about [ESPFP4](course)\n- what can you tell me about [Organisaatio, hallinto ja johtaminen - Harjoitustyö](coursename)\n- what can you tell me about [BTK1015](course)\n- what can you tell me about [Work and Health](coursename)\n- what can you tell me about [KKSU6](course)\n- what can you tell me about [Johdatus espanjalaiseen kulttuuriin](coursename)\n- what can you tell me about [BIO4450](course)\n- what can you tell me about [Tutkiva ja kehittävä opettaja](coursename)\n- what can you tell me about [KATMAS15](course)\n- what can you tell me about [Suomet vieraina suussa](coursename)\n- what can you tell me about [DPHSR402](course)\n- what can you tell me about [Käännösviestintä suomi-venäjä](coursename)\n- what can you tell me about [LATAP2](course)\n- what can you tell me about [Orientoiva tutkielmaseminaari](coursename)\n- what can you tell me about [MVKS10](course)\n- what can you tell me about [Introduction to Game Research (Tampere Summer School 2018)](coursename)\n- what can you tell me about [JKKYTEP01](course)\n- what can you tell me about [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename)\n- what can you tell me about [LOGA3](course)\n- what can you tell me about [Laskentatoimen teoria ja IFRS I](coursename)\n- what can you tell me about [HALYAS12](course)\n- what can you tell me about [Strateginen johtaminen](coursename)\n- what can you tell me about [SAKS4/K4](course)\n- what can you tell me about [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](coursename)\n- what can you tell me about [ITIY3](course)\n- what can you tell me about [Väestön vanheneminen, terveys ja hyvinvointi](coursename)\n- what can you tell me about [TERKANP6](course)\n- what can you tell me about [Uutiskuvaus ja Henkilökuvaus](coursename)\n- what can you tell me about [TIEP1](course)\n- what can you tell me about [Poliittiset aatteet ja ideologiat](coursename)\n- what can you tell me about [JOVP5](course)\n- what can you tell me about [Graduseminaari, alkava (Markkola)](coursename)\n- what can you tell me about [POHA11](course)\n- what can you tell me about [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](coursename)\n- what can you tell me about [POLVOA42](course)\n- what can you tell me about [Master's Thesis Seminar - Thesis seminar II](coursename)\n- what can you tell me about [HISA3B](course)\n- what can you tell me about [Lokalisoinnin peruskurssi](coursename)\n- what can you tell me about [MOLI](course)\n- what can you tell me about [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](coursename)\n- what can you tell me about [HALHAA15](course)\n- what can you tell me about [Kandidaattiseminaari (Nenonen)](coursename)\n- what can you tell me about [SOST10.4](course)\n- what can you tell me about [Requirements Engineering](coursename)\n- what can you tell me about [KKSA3](course)\n- what can you tell me about [Äärellisten mallien teorian seminaari (Finite model theory seminar)](coursename)\n- what is there to know about [KASA8](course)\n- what is there to know about [Cultural Transitions](coursename)\n- what is there to know about [KASLOM1](course)\n- what is there to know about [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename)\n- what is there to know about [JOVA9](course)\n- what is there to know about [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename)\n- what is there to know about [DPEDUA.1B](course)\n- what is there to know about [Valinnainen jakso: Tiedeviestinnän projekti](coursename)\n- what is there to know about [ESPFA7](course)\n- what is there to know about [Terve ja turvallinen kouluyhteisö](coursename)\n- what is there to know about [STYS3B2](course)\n- what is there to know about [Laskentatoimi ja talousjohtaminen](coursename)\n- what is there to know about [VENP4/VENK2](course)\n- what is there to know about [Kandidaattiseminaari (JATKAVA, Vahtikari)](coursename)\n- what is there to know about [LTLY16](course)\n- what is there to know about [Political Economy](coursename)\n- what is there to know about [MEDU10](course)\n- what is there to know about [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](coursename)\n- what is there to know about [KKSUPRO](course)\n- what is there to know about [Poliittinen viestintä - verkkosuorituksena](coursename)\n- what is there to know about [KIRS3](course)\n- what is there to know about [Markkinoinnin ja myynnin perusteet](coursename)\n- what is there to know about [KASLOH4B](course)\n- what is there to know about [Politics and Changing Contexts (book exam)](coursename)\n- what is there to know about [VIROP1](course)\n- what is there to know about [Kansainvälinen talous](coursename)\n- what is there to know about [POLPOP01](course)\n- what is there to know about [Työn uusi järjestys ja aikuiskasvatus - Seminaari](coursename)\n- what is there to know about [TERHOIA2](course)\n- what is there to know about [Puhetekniikan ja äänenkäytön perusteet](coursename)\n- what is there to know about [KKENYHT](course)\n- what is there to know about [Suullinen viestintä I - Keskusteluharjoitukset](coursename)\n- what is there to know about [KATJOA99](course)\n- what is there to know about [Bioinformatics project](coursename)\n- what is there to know about [MVKS47](course)\n- what is there to know about [Visuaalisen kulttuurin syventymiskohde - Seminaari](coursename)\n- what is there to know about [KASPUHS6](course)\n- what is there to know about [Strategia ja yrittäjyys](coursename)\n- what is there to know about [TAYJ033](course)\n- what is there to know about [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Pori](coursename)\n- what is there to know about [KKRA5](course)\n- what is there to know about [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](coursename)\n- what is there to know about [KATVAA11](course)\n- what is there to know about [Systems biology methods](coursename)\n- what is there to know about [STYP3](course)\n- what is there to know about [Biotechnical product development](coursename)\n- what is there to know about [LUOYA200](course)\n- what is there to know about [Lähtötasokoe](coursename)\n- what is there to know about [IGS006](course)\n- what is there to know about [Business, Society and Nature (Independent study) Autumn 2018](coursename)\n- what is there to know about [KASA6](course)\n- what is there to know about [Romanticism and Its Legacy](coursename)\n- what is there to know about [KATVRP12](course)\n- what is there to know about [European Public Law](coursename)\n- what is there to know about [SOS10.6](course)\n- what is there to know about [Academic Presentations](coursename)\n- what is there to know about [SOS6.2.3](course)\n- what is there to know about [Ethics of Technology](coursename)\n- what is there to know about [KASP3](course)\n- what is there to know about [Tila, teknologia ja toiminta](coursename)\n- what do you know about [LTLY01](course)\n- what do you know about [Sosiaalipolitiikka (lähi- ja monimuotokurssi)](coursename)\n- what do you know about [KATJOA14](course)\n- what do you know about [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](coursename)\n- what do you know about [KATYVA99](course)\n- what do you know about [Kääntämisen ja tulkkauksen teoria ja käytäntö - Terminologia](coursename)\n- what do you know about [TERTIETO4](course)\n- what do you know about [Kognitiivinen neurotiede I](coursename)\n- what do you know about [KASLOM1](course)\n- what do you know about [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](coursename)\n- what do you know about [POLVOS10](course)\n- what do you know about [Basics of Marketing and Sales -](coursename)\n- what do you know about [KKIN5](course)\n- what do you know about [Valtio-opin johdantokurssi (kirjatentti)](coursename)\n- what do you know about [TAYJ035](course)\n- what do you know about [Vuorovaikutuksen perusteet](coursename)\n- what do you know about [MTTMA4](course)\n- what do you know about [Kansalaistoiminta ja kasvatus](coursename)\n- what do you know about [SOS06.4](course)\n- what do you know about [Julkisen talousjohtamisen informaatio](coursename)\n- what do you know about [DPIS1](course)\n- what do you know about [Kirjallinen viestintä II / Schriftliche Kommunikation II](coursename)\n- what do you know about [KATTAA90](course)\n- what do you know about [Tutkiva ja kehittävä opettaja](coursename)\n- what do you know about [HTIS87](course)\n- what do you know about [Pakolaisuus, tila ja hallinta](coursename)\n- what do you know about [KATLAS17](course)\n- what do you know about [Perintö-, lahja- ja varainsiirtoverotus](coursename)\n- what do you know about [TIETA6](course)\n- what do you know about [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename)\n- what do you know about [TIEY2](course)\n- what do you know about [Saksan kielen valmentava kurssi - kielioppi- ja sanastokertausta](coursename)\n- what do you know about [TSEKP2](course)\n- what do you know about [Maisteriopintojen esittely - HTI (in Finnish)](coursename)\n- what do you know about [SOS6.1.3](course)\n- what do you know about [Sociolinguistics](coursename)\n- what do you know about [KKRUYHT](course)\n- what do you know about [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](coursename)\n- what do you know about [SOS6.1.3](course)\n- what do you know about [Pro gradu -tutkielma ja seminaari](coursename)\n- what do you know about [PEDAYOP3](course)\n- what do you know about [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](coursename)\n- what do you know about [DPHSO101](course)\n- what do you know about [Cultural Conversations](coursename)\n- what do you know about [MOLI](course)\n- what do you know about [Semantiikan harjoituskurssi](coursename)\n- what do you know about [KATLAS24](course)\n- what do you know about [Orientation - Introduction to Academic Culture and Degree Studies](coursename)\n- what do you know about [MVKS48/58](course)\n- what do you know about [Kunnallisoikeus](coursename)\n- what do you know about [LUOYY019](course)\n- what do you know about [Cultural Conversations](coursename)\n- what do you know about [JOVAT1](course)\n- what do you know about [Orientation](coursename)\n- what do you know about [JKKYVP11](course)\n- what do you know about [Kontrastiivisen fonetiikan perusteet -](coursename)\n- what do you know about [POLVOS27](course)\n- what do you know about [Journalismin tulevaisuus, harjoittelun kielikritiikki](coursename)\n- what do you know about [PSYP2](course)\n- what do you know about [Games and Internet in Society](coursename)\n- do you know about [TIEP3](course)\n- do you know about [Kandidaattitutkielma ja seminaari (tilastotiede)](coursename)\n- do you know about [MTTMP2](course)\n- do you know about [Introduction to Big Data Processing](coursename)\n- do you know about [ITIS14](course)\n- do you know about [Tutkielmaseminaari - Tutkielmaseminaari](coursename)\n- do you know about [SAKP1](course)\n- do you know about [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](coursename)\n- do you know about [KKSUKK](course)\n- do you know about [Sanaston tuntemus/Ordkunskap](coursename)\n- do you know about [KASVAR8](course)\n- do you know about [Analyysi B](coursename)\n- do you know about [KASA15](course)\n- do you know about [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](coursename)\n- do you know about [JOVPVS1](course)\n- do you know about [Ylirajaiset ilmiöt historiassa: näkökulmia tutkimukseen ja tulkintaan](coursename)\n- do you know about [JOVY3](course)\n- do you know about [Latinalaisen Amerikan historia ja kirjallisuus - Historia y literatura de Latinoamérica](coursename)\n- do you know about [MVKS39V](course)\n- do you know about [Sosiaalihuollon hallinto ja johtaminen](coursename)\n- do you know about [PEACE045](course)\n- do you know about [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](coursename)\n- do you know about [POHP1](course)\n- do you know about [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](coursename)\n- do you know about [VENA6](course)\n- do you know about [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](coursename)\n- do you know about [KASLOM4](course)\n- do you know about [Introduction to research methods in public administration](coursename)\n- do you know about [JOVA6](course)\n- do you know about [Kansallisen ja Euroopan tason vuorovaikutus (kirjatentti/essee)](coursename)\n- do you know about [JOUJOVTS](course)\n- do you know about [A Biomedical View of Patenting](coursename)\n- do you know about [KASA3](course)\n- do you know about [Harjoittelu ja työelämävalmiudet](coursename)\n- do you know about [KIRS1](course)\n- do you know about [Verkostoitunut maailma](coursename)\n- do you know about [ITIA2](course)\n- do you know about [Internet ja vuorovaikutteinen media (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- do you know about [BIO4460](course)\n- do you know about [Tutkimustyön perusteet - c) Tutkimusmenetelmien erityiskysymyksiä](coursename)\n- do you know about [JOVKA2&JOVKA3](course)\n- do you know about [Lainvalmistelu ja vaikutusten arviointi](coursename)\n- do you know about [KASVAR11](course)\n- do you know about [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- do you know about [MTTTP1](course)\n- do you know about [Tekstin tekemisen perusteet](coursename)\n- do you know about [LOGA1](course)\n- do you know about [Saksa II](coursename)\n- do you know about [TRSU02](course)\n- do you know about [Palvelut ja hyvinvointivaltion murros](coursename)\n- do you know about [KIRA3G](course)\n- do you know about [Venäjän kielen rakenne - Morfologia](coursename)\n- do you know about [KASVAR11](course)\n- do you know about [Globaali, lokaali ja yhteisöllisyys sosiaalityössä (kirjatentti)](coursename)\n- do you know about [PEDAYOP2](course)\n- do you know about [Moniammatilliset oppimisyhteisöt - Luennot](coursename)\n- do you know about [KASVAR7](course)\n- do you know about [Johdatus hallintotieteeseen](coursename)\n- do you know about [SAKP3](course)\n- do you know about [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](coursename)\n- can you tell me about [KKSUHUK1](course)\n- can you tell me about [Business Translation Seminar Finnish - English](coursename)\n- can you tell me about [TERHOI2](course)\n- can you tell me about [Symbols that move us - popular culture/deep culture](coursename)\n- can you tell me about [POLKVA31](course)\n- can you tell me about [Fonetiikan perusopintojen harjoitustyö](coursename)\n- can you tell me about [KATJOA13](course)\n- can you tell me about [Graduseminaari, alkava (Kaarninen)](coursename)\n- can you tell me about [KKRUPRE2](course)\n- can you tell me about [Vanhat ja uudet klassikot (kirjatentti/essee)](coursename)\n- can you tell me about [KASVAR2](course)\n- can you tell me about [Addiktiot, yksilö ja yhteiskunta](coursename)\n- can you tell me about [KKSA4](course)\n- can you tell me about [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi)](coursename)\n- can you tell me about [JKKYVAL00](course)\n- can you tell me about [Tekstilingvistiikka / Textlinguistik](coursename)\n- can you tell me about [KASLOM3](course)\n- can you tell me about [Nimistöntutkimus](coursename)\n- can you tell me about [VENA6/VENK3](course)\n- can you tell me about [Doctoral course on health policy](coursename)\n- can you tell me about [SAKP1](course)\n- can you tell me about [Vieraan kielen taito, jatkotaso](coursename)\n- can you tell me about [ENGS1](course)\n- can you tell me about [Gender and wellbeing in the global South and North](coursename)\n- can you tell me about [KKRULUK](course)\n- can you tell me about [Neurocomputing](coursename)\n- can you tell me about [ITIA5](course)\n- can you tell me about [Seminaari II - Tieteellisen tekstin tuottaminen](coursename)\n- can you tell me about [DPIPEF05](course)\n- can you tell me about [Quantitative Research Methods and Comparative Research Design (Global Society students)](coursename)\n- can you tell me about [KATLAA15](course)\n- can you tell me about [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](coursename)\n- can you tell me about [POLKVS21](course)\n- can you tell me about [Cell Technology Laboratory Course](coursename)\n- can you tell me about [RANAV3](course)\n- can you tell me about [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename)\n- can you tell me about [KKRUKTM](course)\n- can you tell me about [Kandidaattiseminaari (Vahtikari)](coursename)\n- can you tell me about [MVKS04](course)\n- can you tell me about [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](coursename)\n- can you tell me about [ESPFP1](course)\n- can you tell me about [Ekonometrian jatkokurssi](coursename)\n- can you tell me about [ITIS24](course)\n- can you tell me about [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](coursename)\n- can you tell me about [KATYVA44](course)\n- can you tell me about [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa)](coursename)\n- can you tell me about [KASVAR5](course)\n- can you tell me about [Korkeakoulutus ja kansainvälistyminen](coursename)\n- can you tell me about [KATVRP12](course)\n- can you tell me about [Tiedonhaun kieliteknologia](coursename)\n- can you tell me about [TAYJ12](course)\n- can you tell me about [KEB-62100 Orgaaninen kemia](coursename)\n- can you tell me about [KASA13](course)\n- can you tell me about [Kestävän kehityksen johdantojakso](coursename)\n- can you tell me about [KKRUYHT](course)\n- can you tell me about [Verotusmenettely ja oikeusturva verotuksessa](coursename)\n- can you tell me about [SAKD5](course)\n- can you tell me about [Kaupunkien maankäytön pelikenttä](coursename)\n- can you tell me about [KIRA3G](course)\n- can you tell me about [Lapset ympäristönsä tutkijoina - Matematiikka](coursename)\n- tell me everything about [TAYJ035](course)\n- tell me everything about [Advanced European Integration Studies (book exam/essay)](coursename)\n- tell me everything about [KATVRS55](course)\n- tell me everything about [Finnish Survival Course](coursename)\n- tell me everything about [POLVOA31](course)\n- tell me everything about [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- tell me everything about [TERVAL4](course)\n- tell me everything about [Murder and Representation](coursename)\n- tell me everything about [ENGP1](course)\n- tell me everything about [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](coursename)\n- tell me everything about [MVKS54-56](course)\n- tell me everything about [Eurooppalainen, euraasialainen ja globaali energiapolitiikka (kirjatentti/essee)](coursename)\n- tell me everything about [KKSUKTK](course)\n- tell me everything about [Johdatus viestinnän tutkimukseen ja analyysiin - kirjatentti](coursename)\n- tell me everything about [KASP1](course)\n- tell me everything about [Poliittiset instituutiot ja prosessit (kirjatentti/essee)](coursename)\n- tell me everything about [KATVAS12](course)\n- tell me everything about [Kandidaatin tutkielma ja seminaari (kurssi alkanut keväällä 2018 Hoitotieteen opiskelijoille)](coursename)\n- tell me everything about [BTK1053](course)\n- tell me everything about [Käännösviestintä II englanti-suomi](coursename)\n- tell me everything about [KKSUSOTE](course)\n- tell me everything about [Kansanterveystieteen johdantojakso](coursename)\n- tell me everything about [KATVRA23](course)\n- tell me everything about [Science and Biotechnology Journal Club](coursename)\n- tell me everything about [STYS3C](course)\n- tell me everything about [Master's Thesis Seminar in Human-Technology Interaction (Starting Spring term)](coursename)\n- tell me everything about [KATTAS12](course)\n- tell me everything about [Suomet vieraina suussa](coursename)\n- tell me everything about [TECHS1](course)\n- tell me everything about [Kandidaatintutkielma - Seminaari ja tutkielma](coursename)\n- tell me everything about [SOS6.1.3](course)\n- tell me everything about [Saksankielisten maiden nykykulttuuri / Gegenwartskultur der deutschsprachigen Länder](coursename)\n- tell me everything about [KATYVA21](course)\n- tell me everything about [Kandidaattiseminaari (JATKAVA, Nenonen)](coursename)\n- tell me everything about [TERHOIA5](course)\n- tell me everything about [Toiminta, tulkinta ja tieto (verkkokurssi)](coursename)\n- tell me everything about [TAYJ033](course)\n- tell me everything about [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](coursename)\n- tell me everything about [POLKVA31](course)\n- tell me everything about [New Forms of Violence, Change in Security Paradigm (book exam/essay)](coursename)\n- tell me everything about [KASA8](course)\n- tell me everything about [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](coursename)\n- tell me everything about [TIEVA36](course)\n- tell me everything about [Current Trends in Leadership](coursename)\n- tell me everything about [LTLY16](course)\n- tell me everything about [Viestinnän ja median tutkimuksen metodologia, luennot](coursename)\n- tell me everything about [SUKKP3](course)\n- tell me everything about [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- tell me everything about [MEDU02](course)\n- tell me everything about [Kandidaattiseminaari ja -tutkielma (hallintotiede), kevät -](coursename)\n- tell me everything about [LUOYY027](course)\n- tell me everything about [Sote ja sosiaalipolitiikka](coursename)\n- tell me everything about [POLVOA12](course)\n- tell me everything about [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- tell me everything about [KKENLL](course)\n- tell me everything about [Advanced Project Studies](coursename)\n- tell me everything about [TERY4](course)\n- tell me everything about [Eliittiteoriat ja -tutkimus](coursename)\n- tell me everything about [KKSUVAL3](course)\n- tell me everything about [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename)\n- tell me about [STYA5](course)\n- tell me about [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename)\n- tell me about [NAM-IV](course)\n- tell me about [Research Seminar, Doctoral Programme in Language Studies](coursename)\n- tell me about [ITIS42](course)\n- tell me about [Sosiaalityön toimintaympäristöt](coursename)\n- tell me about [DPJKKHS](course)\n- tell me about [Johdatus länsimaiseen kirjallisuushistoriaan - luennot](coursename)\n- tell me about [STYVA](course)\n- tell me about [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](coursename)\n- tell me about [HALJUS14](course)\n- tell me about [Professional Writing (online course)](coursename)\n- tell me about [HALJUA61](course)\n- tell me about [Neurocomputing](coursename)\n- tell me about [HISP1](course)\n- tell me about [Johdatus matematiikkaan ja tilastotieteeseen](coursename)\n- tell me about [POLKVS31](course)\n- tell me about [Orientation - General Orientation Course for International Students](coursename)\n- tell me about [HALTVA15](course)\n- tell me about [Pro gradu -tutkielma ja seminaari](coursename)\n- tell me about [TERY4](course)\n- tell me about [Comparative Research in Social Policy](coursename)\n- tell me about [SUKKP0](course)\n- tell me about [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](coursename)\n- tell me about [LTLY16](course)\n- tell me about [Kielioppi I (venäjänkieliset opiskelijat)](coursename)\n- tell me about [KATMAS13](course)\n- tell me about [Eläimet työssä](coursename)\n- tell me about [MVKS18E](course)\n- tell me about [Kuvakulttuuri -](coursename)\n- tell me about [KASTUTOR](course)\n- tell me about [Commercial Actors in Security and War](coursename)\n- tell me about [VENS15](course)\n- tell me about [Lapsuuden antropologia ja transnationaali lapsuus](coursename)\n- tell me about [HTIS66](course)\n- tell me about [Orientation Course - General Orientation Course for International Students](coursename)\n- tell me about [KASLOM11](course)\n- tell me about [Suomet vieraina suussa](coursename)\n- tell me about [HISJATKO](course)\n- tell me about [Finnish Education System - Seminar](coursename)\n- tell me about [JOVA3](course)\n- tell me about [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](coursename)\n- tell me about [PEDA1](course)\n- tell me about [Vapaaehtoistyö - Osallistuminen vapaaehtoistyöhön](coursename)\n- tell me about [KKSUPRO](course)\n- tell me about [Espanjan lähihistoria ja kirjallisuus/Historia y literatura contemporáneas de España](coursename)\n- tell me about [POLPOP04](course)\n- tell me about [Seminaari II / Seminar II](coursename)\n- tell me about [KASA11](course)\n- tell me about [Lähtötasokoe](coursename)\n- tell me about [BTK4661](course)\n- tell me about [Tila, teknologia ja toiminta - essee](coursename)\n- tell me about [LTLY16](course)\n- tell me about [Terveystiedon sisällöt (sähköinen tentti)](coursename)\n- tell me about [KKENYHT](course)\n- tell me about [Käsityöilmaisu - projekti/käytännön työ ja portfolio](coursename)\n- tell me about [KKSA2](course)\n- tell me about [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Kevät 2019](coursename)\n- tell me about [KASSM2](course)\n- tell me about [Civil Society and Political Participation (book exam/essay)](coursename)\n- [POHP1](course) full\n- [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](coursename) full\n- [KATLITO6](course) full\n- [Lapset ja lastensuojelu](coursename) full\n- [KKSUVAL1](course) full\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](coursename) full\n- [ENGS2](course) full\n- [Fenomenologia](coursename) full\n- [TAYJ042](course) full\n- [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](coursename) full\n- [KASLOE8.3](course) full\n- [History of English](coursename) full\n- [PSYS17](course) full\n- [Terveystiedon sisällöt (sähköinen tentti)](coursename) full\n- [STYA1A](course) full\n- [Kiina IV](coursename) full\n- [ITIA11](course) full\n- [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) full\n- [KKES3](course) full\n- [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename) full\n- [KKENYHT](course) full\n- [Finnish Reading Comprehension and Conversation Course 2 (taught in Finnish)](coursename) full\n- [SAKA11](course) full\n- [POISTA TÄMÄ! Solun biologian perusteet](coursename) full\n- [TAYJ032](course) full\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) full\n- [LOGA6](course) full\n- [Civil Society and Political Participation (book exam/essay)](coursename) full\n- [TERY2](course) full\n- [Tutkielmaseminaari - Seminaari](coursename) full\n- [JKKYTVA12](course) full\n- [Global politics of gender](coursename) full\n- [KKRULUK](course) full\n- [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename) full\n- [KASLOH3](course) full\n- [Julkiset rahoitusjärjestelmät](coursename) full\n- [SOS6.5.2](course) full\n- [Gender in Society](coursename) full\n- [KATYVP11](course) full\n- [Psykologiset interventiot](coursename) full\n- [HALHAS99](course) full\n- [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename) full\n- [KKSUPRO](course) full\n- [Olio-ohjelmoinnin perusteet I](coursename) full\n- [TERHOI5](course) full\n- [Lain ja hallinnon käännösviestinnän seminaari englanti-suomi](coursename) full\n- [KASA15](course) full\n- [Terveys politiikassa, taloudessa ja järjestelmissä](coursename) full\n- [KASP4](course) full\n- [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) full\n- [FILS2B/C](course) full\n- [Sosiaalitieteiden kvalitatiiviset tutkimusmenetelmät (verkkokurssi)](coursename) full\n- [PSYS3](course) full\n- [Parties and Elections (book exam/essay)](coursename) full\n- [TIETS07](course) full\n- [Verkkomedian suunnittelu (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename) full\n- [KASMAT1](course) full\n- [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi (keväällä 2018 opintokokonaisuuden aloittaneille)](coursename) full\n- [JOVA8](course) full\n- [Learning from Multiple Sources](coursename) full\n- [SOS6.2.3](course) full information\n- [High-throughput data analysis](coursename) full information\n- [HALHAS99](course) full information\n- [Kansainväliset suhteet ja ilmaston muutoksen hallinta](coursename) full information\n- [JOVP1](course) full information\n- [European Integration Theory and External Relations (book exam/essay)](coursename) full information\n- [FILA9](course) full information\n- [Feministinen teoria ja metodologia](coursename) full information\n- [STYP1A](course) full information\n- [Intermediate studies in Computer Science in TUT](coursename) full information\n- [HISA3B](course) full information\n- [Tiede ja teknologia -tutkimusseminaari](coursename) full information\n- [KIRA3G](course) full information\n- [Työeläkejärjestelmät](coursename) full information\n- [JOVP2](course) full information\n- [Orientoivat opinnot - Alkuorientaatio](coursename) full information\n- [BTK5001](course) full information\n- [Kansainvälisen historian tutkijaseminaari](coursename) full information\n- [POLVOA31](course) full information\n- [Liiketoiminnan analysoinnin ja kehittämisen case-kurssi](coursename) full information\n- [KKES4](course) full information\n- [Johdatus etiikkaan](coursename) full information\n- [MVKS57](course) full information\n- [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename) full information\n- [KASP4](course) full information\n- [The Cancer Biology Journal Club](coursename) full information\n- [ENGS13/15-16](course) full information\n- [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](coursename) full information\n- [KATVRP11](course) full information\n- [Theories of Crime and Deviance](coursename) full information\n- [TECHS2](course) full information\n- [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](coursename) full information\n- [KASA11](course) full information\n- [Vanheneminen sosiaalisena ilmiönä](coursename) full information\n- [TEE1](course) full information\n- [Tuutorina toimiminen](coursename) full information\n- [HALJUA62](course) full information\n- [KEB-61410 Laaja kemia 1](coursename) full information\n- [KASVAR7](course) full information\n- [Vakuutuslaitosten sijoitustoiminta](coursename) full information\n- [JOVA11](course) full information\n- [Valtio-opin maisteriseminaari](coursename) full information\n- [TERHOI1](course) full information\n- [Olio-ohjelmoinnin perusteet I](coursename) full information\n- [TAYJ035](course) full information\n- [Language and Identity](coursename) full information\n- [ENGS4](course) full information\n- [History, Culture and Literature: History](coursename) full information\n- [ITIA2](course) full information\n- [Johdatus yritysjuridiikkaan](coursename) full information\n- [KKSUTTK](course) full information\n- [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](coursename) full information\n- [ESPFA6](course) full information\n- [Vuorovaikutus ja tekstit S2-näkökulmasta](coursename) full information\n- [BIO4716](course) full information\n- [Opintojen ohjattu suunnittelu](coursename) full information\n- [LUOYY003](course) full information\n- [Rahoituksen jatkokurssi](coursename) full information\n- [DPCMTJ2](course) full information\n- [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](coursename) full information\n- [JOVP1](course) all information\n- [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename) all information\n- [KASTUTOR](course) all information\n- [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](coursename) all information\n- [PGHAS06](course) all information\n- [Emotions and Sociality in Human-Technology Interaction](coursename) all information\n- [KATTAS12](course) all information\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.5.2019](coursename) all information\n- [MVKS26](course) all information\n- [Sosiaalityön harjoittelu + kehittämistyön harjoittelu - STYS2B2 Harjoitteluseminaari](coursename) all information\n- [KASSG](course) all information\n- [Tiede, tutkimus, kirjoittaminen (verkkokurssi)](coursename) all information\n- [ENGP7](course) all information\n- [Kirjallisuus, kulttuuri ja yhteiskunta](coursename) all information\n- [SOSM6.3](course) all information\n- [Lapset ympäristönsä tutkijoina - Matematiikka](coursename) all information\n- [MVKS17/13S](course) all information\n- [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi (avoin yo)](coursename) all information\n- [SOSM5.1](course) all information\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 9.11.2018](coursename) all information\n- [SOSM5.1](course) all information\n- [Opettajasuunnan seminaari](coursename) all information\n- [HISP1](course) all information\n- [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](coursename) all information\n- [JOVA14](course) all information\n- [Äänen tutkimus ja kuntoutus](coursename) all information\n- [KATJOP11](course) all information\n- [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](coursename) all information\n- [POHS5](course) all information\n- [Foundations of English Business Communication](coursename) all information\n- [KATLAA11](course) all information\n- [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)](coursename) all information\n- [YKT6.6.2](course) all information\n- [Terveystiedon sisällöt (sähköinen tentti)](coursename) all information\n- [KASLOM11](course) all information\n- [Nuorisotyö ja nuorisotutkimus (verkkokurssi)](coursename) all information\n- [KKES3](course) all information\n- [Tutkijan työpaja](coursename) all information\n- [TEE2](course) all information\n- [The Study of World Politics (book exam/essay)](coursename) all information\n- [SOS1](course) all information\n- [Poverty in the world: Hunger, inequalities and action](coursename) all information\n- [TIETA6](course) all information\n- [Literature and Change after 1900 (American Literature)](coursename) all information\n- [KATMAS14](course) all information\n- [Kokeellinen tiedonhaku](coursename) all information\n- [HALJTA13](course) all information\n- [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename) all information\n- [ITIA11](course) all information\n- [Gender and wellbeing in the global South and North](coursename) all information\n- [POLVOA32/S23/24](course) all information\n- [Moniammatilliset johtamisopinnot](coursename) all information\n- [JOVPVS3](course) all information\n- [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](coursename) all information\n- [JOVPVS12](course) all information\n- [Reportaasi](coursename) all information\n- [KASA12](course) all information\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](coursename) all information\n- [KASPUHS6](course) all information\n- [Business Ethics (Independent study)](coursename) all information\n- [STYA1A2](course) details\n- [Kunnallistalouden kirjanpito -](coursename) details\n- [KATJOS32](course) details\n- [Activity Theory and Formative Interventions in Educational Research](coursename) details\n- [POLKVA41](course) details\n- [Valtio-opin maisteriseminaari](coursename) details\n- [RUST1/RUST3](course) details\n- [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](coursename) details\n- [POLVOS34](course) details\n- [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](coursename) details\n- [LATA0](course) details\n- [Language, Communication and Culture](coursename) details\n- [KKSUHUK1](course) details\n- [Pro gradu -seminaari ja -tutkielma (taloustiede) - Pro gradu -seminaari](coursename) details\n- [HALHAA16](course) details\n- [Terve ja turvallinen kouluyhteisö](coursename) details\n- [VENA16](course) details\n- [Biokemian työt](coursename) details\n- [JKKYOA12](course) details\n- [Missä mennään Mead? -seminaari](coursename) details\n- [KKSAPRE2](course) details\n- [Kehityspsykologia I](coursename) details\n- [KKVE2](course) details\n- [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](coursename) details\n- [TRSU03](course) details\n- [Tilastotieteen johdantokurssi, kevät](coursename) details\n- [KASSY5](course) details\n- [Fördjupad kurs i skriftlig och muntlig affärskommunikation](coursename) details\n- [POLKVS32](course) details\n- [Historiankirjoituksen historia](coursename) details\n- [SOS6.2.2](course) details\n- [Lapset ympäristönsä tutkijoina - Ympäristökasvatus](coursename) details\n- [HISA4](course) details\n- [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi (keväällä 2018 opintokokonaisuuden aloittaneille)](coursename) details\n- [DPLA01](course) details\n- [Käännösviestintä ranska-suomi I / Traduction français-finnois I](coursename) details\n- [JOVA15](course) details\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 4. periodi](coursename) details\n- [KKENKTK](course) details\n- [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](coursename) details\n- [MTTMA1C](course) details\n- [Methods of Variationist Linguistics](coursename) details\n- [TERTIETO3](course) details\n- [Digital Media Landscape and Media Policies](coursename) details\n- [KATMAP11](course) details\n- [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](coursename) details\n- [JOVPVA7](course) details\n- [Ohjatut asiakastyöt](coursename) details\n- [STYS3](course) details\n- [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (1. periodi)](coursename) details\n- [POLVOA31/S26/27](course) details\n- [Lokalisoinnin peruskurssi](coursename) details\n- [BIO4716](course) details\n- [Tieteellinen kirjoittaminen (SOC)](coursename) details\n- [SOS7.2/STYA4B](course) details\n- [Korkeakoulut työyhteisöinä - Kehittämistehtävä](coursename) details\n- [LUOYY023](course) details\n- [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](coursename) details\n- [POLVOS40](course) details\n- [Finnish Reading Comprehension and Conversation Course 2 (taught in Finnish)](coursename) details\n- [KKSAVAL2](course) all details\n- [Ohjelmoinnin tekniikka C++](coursename) all details\n- [MTTMA1C](course) all details\n- [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](coursename) all details\n- [MTTA2](course) all details\n- [Sosiaalioikeus - STYA1A2 Sosiaalioikeus II](coursename) all details\n- [TERKANA2](course) all details\n- [Kielen- ja tekstinhuolto](coursename) all details\n- [FILJATKO](course) all details\n- [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](coursename) all details\n- [TERHOIA4](course) all details\n- [Dialogitulkkaus](coursename) all details\n- [HALJTA14](course) all details\n- [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (2. periodi)](coursename) all details\n- [DPIS1](course) all details\n- [Introduction to Risk Management and Insurance (spring semester)](coursename) all details\n- [TIETS19](course) all details\n- [Research in Practice](coursename) all details\n- [TIETA7](course) all details\n- [Orientoivat opinnot - Orientoivat opinnot](coursename) all details\n- [STYVA](course) all details\n- [Kestävän kehityksen käytäntöjä](coursename) all details\n- [LTLY16](course) all details\n- [Vertaisohjaus tietojenkäsittelytieteissä](coursename) all details\n- [TAYJ12](course) all details\n- [Symbols that move us - popular culture/deep culture](coursename) all details\n- [KATYVA45](course) all details\n- [Tieteellisen tiedonhankinnan perusteet (venäjä) -](coursename) all details\n- [TIETS09](course) all details\n- [Ainedidaktiikka II](coursename) all details\n- [RANAV3](course) all details\n- [Seminaari (Kunelius)](coursename) all details\n- [SUOS4](course) all details\n- [Kansalaistoiminta ja kasvatus](coursename) all details\n- [KATTV01](course) all details\n- [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](coursename) all details\n- [MVKS42V](course) all details\n- [Farmakologisen biologian perusteet](coursename) all details\n- [MVKS47](course) all details\n- [Tekstin tekemisen perusteet](coursename) all details\n- [TERA6](course) all details\n- [Structure of English II - Phonology and Pronunciation II](coursename) all details\n- [HALHAS14](course) all details\n- [Budgeting and capital budgeting (online course)](coursename) all details\n- [HALJTA03](course) all details\n- [Biokemian menetelmät](coursename) all details\n- [POHS5](course) all details\n- [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](coursename) all details\n- [SOSM2](course) all details\n- [Kielioppiharjoitukset](coursename) all details\n- [BIO4380](course) all details\n- [Global politics of gender](coursename) all details\n- [MVKS01](course) all details\n- [Terveystiedon didaktiikan perusteet](coursename) all details\n- [HALYAA14](course) all details\n- [Media and Globalization - Seminar](coursename) all details\n- [HALHAS14](course) all details\n- [Espanja I](coursename) all details\n- [HALJUS31](course) all details\n- [Farmakologisen biologian perusteet](coursename) all details\n- [JOVA15](course) summary\n- [Radiokääntäminen (venäjä)](coursename) summary\n- [POLKVA22](course) summary\n- [Foreign Policy and Diplomacy (book exam/essay)](coursename) summary\n- [ITIA11](course) summary\n- [Henkilöstöjohtaminen](coursename) summary\n- [KASLOM3](course) summary\n- [Tekninen kirjoittaminen (englanti)](coursename) summary\n- [DPIS1](course) summary\n- [Markkinoinnin kannattavuus ja taloudellisuus](coursename) summary\n- [DPLSSEM](course) summary\n- [Terveystiedon didaktiikan perusteet](coursename) summary\n- [FILA7](course) summary\n- [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) summary\n- [TAYJ035](course) summary\n- [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](coursename) summary\n- [KASA11](course) summary\n- [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename) summary\n- [TIEP4](course) summary\n- [Radiokääntäminen (saksa)](coursename) summary\n- [KASP3](course) summary\n- [Orientation and Study Planning](coursename) summary\n- [KATYVA52](course) summary\n- [Sote ja sosiaalipolitiikka](coursename) summary\n- [KATLAP21](course) summary\n- [Research Mobility for Doctoral Researchers](coursename) summary\n- [YKYYHT4A](course) summary\n- [Kandidaattiseminaari (JATKAVA, Nevala)](coursename) summary\n- [NAM-III/VI](course) summary\n- [Kansainvälisen politiikan erikoistuvat menetelmäopinnot](coursename) summary\n- [LOGM2](course) summary\n- [Pedagoginen harjoittelu / Varhaiskasvatus](coursename) summary\n- [JOVKA2&JOVKA3](course) summary\n- [Käsityö - Projektiosio - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename) summary\n- [ESPFP1](course) summary\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) summary\n- [JOVA15](course) summary\n- [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) summary\n- [KASMAT1](course) summary\n- [Monikulttuurinen kirjallisuus Suomessa](coursename) summary\n- [TERKAN14](course) summary\n- [Simultaanitulkkaus I venäjä-suomi-venäjä](coursename) summary\n- [POLKVA31](course) summary\n- [Euroopan maiden ja Suomen poliittiset järjestelmät (kirjatentti/essee)](coursename) summary\n- [KATMAA99](course) summary\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename) summary\n- [JKKYLT01](course) summary\n- [Phylogenetics](coursename) summary\n- [JOVP2](course) summary\n- [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](coursename) summary\n- [PEDAYOP2](course) summary\n- [Matematiikan peruskäsitteitä](coursename) summary\n- [KASLIITU](course) summary\n- [History of English](coursename) summary\n- [KKSUSC](course) summary\n- [Käännösviestintä II englanti-suomi](coursename) summary\n- [MVKS11](course) summary\n- [Johdatus analyysiin](coursename) summary\n- [HALHAA99](course) summary\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](coursename) summary\n- full information [KASP1](course\n- full information [Kokeellinen tiedonhaku](course\n- full information [KASLOE4.3](course\n- full information [Harjoittelu / Varhaiskasvatus](course\n- full information [KKENVAL9](course\n- full information [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](course\n- full information [JOVAT2](course\n- full information [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](course\n- full information [LUOYY025](course\n- full information [Hoitotiede tieteenä](course\n- full information [HISA1B](course\n- full information [Sidosryhmäteoria ja -johtaminen](course\n- full information [KATTAA35](course\n- full information [Valtio-opin maisteriseminaari](course\n- full information [KASVART3](course\n- full information [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course\n- full information [HALJTJ00](course\n- full information [Orientaatio psykologiaan](course\n- full information [ENGA7](course\n- full information [Suomen historian tutkijaseminaari](course\n- full information [YKYYHT2](course\n- full information [Tiimi toimii - puheviestinnän syventävä kurssi (2. periodi)](course\n- full information [POLVOA41/S23/28](course\n- full information [Tekstin tekemisen perusteet](course\n- full information [SOCYKV1](course\n- full information [Behavioral Finance](course\n- full information [KKSA2](course\n- full information [Markkinoinnin kannattavuus ja taloudellisuus](course\n- full information [STYA3B](course\n- full information [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](course\n- full information [JMMETUS](course\n- full information [Kansalaistoiminta ja kasvatus](course\n- full information [KKSU5](course\n- full information [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](course\n- full information [KATJOS11](course\n- full information [Nuorisotutkimuksen ajankohtaisia kysymyksiä](course\n- full information [STYS2A](course\n- full information [Visuaalisen kulttuurin teoria - lukupiiri ja essee](course\n- full information [TERHOO1](course\n- full information [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](course\n- full information [TIETS41](course\n- full information [Maisteriopintojen esittely - SDE](course\n- full information [TSEKP2](course\n- full information [Nordic Parliaments (POMLFCS1)](course\n- full information [POHS2](course\n- full information [Aikuis- ja ammattikasvatuksen asiantuntijuus](course\n- full information [PSYS2](course\n- full information [Biodiversity Offsetting Game](course\n- full information [PSYS13](course\n- full information [Kasvatushistoria, kirjatentti, Seinäjoki](course\n- full information [MVKS46](course\n- full information [Saamelaisen kirjallisuuden intensiivikurssi](course\n- full information [LOGS3](course\n- full information [Pankkioikeus](course\n- full information [POHA12](course\n- full information [Yritysjuridiikan perusteet (avoin yliopisto-opetus)](course\n- full information [RANS4](course\n- full information [Kielioppi I/Språkets strukturer I](course\n- full information [BIOMJ016](course\n- full information [Pakolaisuus, tila ja hallinta](course\n- all information [TAYJ033](course)\n- all information [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](coursename)\n- all information [HALYAA13](course)\n- all information [Topical Issues in Governance, Management and Administration](coursename)\n- all information [KKSUTTK](course)\n- all information [Konfliktinratkaisu (kirjatentti/essee)](coursename)\n- all information [KASA9](course)\n- all information [Parties and Elections (book exam/essay)](coursename)\n- all information [POLVOS25](course)\n- all information [Suullinen viestintä / Mündliche Kommunikation](coursename)\n- all information [MVKS02](course)\n- all information [Sciences du langage/Kielitiede](coursename)\n- all information [SOSM5.1](course)\n- all information [Sukupuoli, perhe ja yhteiskunta](coursename)\n- all information [KASLOM4](course)\n- all information [Regression analysis](coursename)\n- all information [TERKAN6](course)\n- all information [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename)\n- all information [KATYVA34](course)\n- all information [Second Language Acquisition](coursename)\n- all information [KASMAT2](course)\n- all information [Antiikin ja keskiajan ryhmä](coursename)\n- all information [HALKAS15](course)\n- all information [Business Models](coursename)\n- all information [KKRUBMT](course)\n- all information [Modernisoituva yhteiskunta](coursename)\n- all information [HALYAA13](course)\n- all information [Orientation - Orientation to studying in the Degree Programme](coursename)\n- all information [PEACE2](course)\n- all information [Käytännön opetus ja ohjaus](coursename)\n- all information [ENGA10](course)\n- all information [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](coursename)\n- all information [VENA10](course)\n- all information [Political Systems Outside of Europe (book exam/essay)](coursename)\n- all information [KASLOM11](course)\n- all information [Johdon laskentatoimen teoria -](coursename)\n- all information [TERKAN4](course)\n- all information [Liike- ja työsopimukset](coursename)\n- all information [SOS5](course)\n- all information [Ekonometrian jatkokurssi](coursename)\n- all information [KKSUPRO](course)\n- all information [Johdatus viestintään ja mediaan](coursename)\n- all information [ITIS23](course)\n- all information [Terveystieteiden laadulliset tutkimusmenetelmät](coursename)\n- all information [DPEDUB.1C](course)\n- all information [Visuaalisen journalismin perusteet, harjoitukset](coursename)\n- all information [JOVA13](course)\n- all information [Liiketoimintaympäristön taloustiede](coursename)\n- all information [POHS2](course)\n- all information [Advanced English Business Communication](coursename)\n- all information [KATLAA99](course)\n- all information [Väestön terveys](coursename)\n- all information [KIRA1](course)\n- all information [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- all information [YKYYHT1](course)\n- all information [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](coursename)\n- all information [KKENVAL9](course)\n- all information [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](coursename)\n- all information [KKRUYHT](course)\n- all information [Espanjan historia ja kirjallisuus - Historia y literatura de España](coursename)\n- details [BTK4660](course)\n- details [Lapset ja lastensuojelu](coursename)\n- details [MOLI](course)\n- details [Ajankohtaiset ilmiöt hallintotieteissä](coursename)\n- details [FILS1A](course)\n- details [Opetus, ohjaus, oppiminen, monimuoto-opetus](coursename)\n- details [HALJUS21](course)\n- details [Parties, Elections and Political Participation (book exam/essay)](coursename)\n- details [KASSM2](course)\n- details [Eurooppa-vero-oikeus](coursename)\n- details [HALJUA42](course)\n- details [Asiakastieto ja asiakkuuksien johtaminen](coursename)\n- details [TIEA2.1](course)\n- details [Introduction to Academic English / RPL (näyttökoe)](coursename)\n- details [ENGS10](course)\n- details [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename)\n- details [MTTMP3](course)\n- details [Solut](coursename)\n- details [KKRAVAL1](course)\n- details [Global Terrorism: Political Violence in a Global Age](coursename)\n- details [KKSUYP](course)\n- details [Kohti matematiikan opettajuutta 2 (TTY)](coursename)\n- details [KATLITO3](course)\n- details [Political Economy](coursename)\n- details [KKSAVAL4](course)\n- details [Medioitu vuorovaikutus](coursename)\n- details [TERTIETO4](course)\n- details [Televisiojournalismi](coursename)\n- details [JOVA3](course)\n- details [Sota-ajan säännösteltyä kulttuuria](coursename)\n- details [KATYVS42](course)\n- details [Hallintotieteen teoriat ja käsitteet](coursename)\n- details [STYS3C](course)\n- details [Sosiaalipsykologinen ajattelu II](coursename)\n- details [VENP4/VENK2](course)\n- details [Yhteiskunnalliset kiistat ja niiden hallinta (esseesuoritusvaihtoehto)](coursename)\n- details [KIRA3G](course)\n- details [Yhteisöviestintä kunta- ja aluejohtamisessa](coursename)\n- details [SOS04.4](course)\n- details [Johdatus kaunokirjalliseen kääntämiseen](coursename)\n- details [SOSM2](course)\n- details [Kiina IV](coursename)\n- details [PEDA6](course)\n- details [Government and Society: Inequality](coursename)\n- details [YKYYV07](course)\n- details [Tutustuminen psykologin työhön](coursename)\n- details [KATJOA99](course)\n- details [Vanheneminen sosiaalisena ilmiönä](coursename)\n- details [ENGS42-43](course)\n- details [Master's Thesis Seminar / Internet and Game Studies](coursename)\n- details [ENGS3](course)\n- details [Introduction to Academic English (diverse learners)](coursename)\n- details [KASMULTI2A](course)\n- details [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](coursename)\n- details [FILS2A](course)\n- details [Tilintarkastusoikeus - kirjatentti](coursename)\n- details [DPIT2](course)\n- details [Työ- ja organisaatiopsykologian interventiot](coursename)\n- details [KASSO1](course)\n- details [Postgraduate seminar in Interactive Technology (Surakka)](coursename)\n- all details [TSEKP2](course)\n- all details [Seminaari, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- all details [KATRAS11](course)\n- all details [Taloustieteen perusteet, monimuoto-opetus](coursename)\n- all details [VENA12](course)\n- all details [Kansainvälisen politiikan johdantokurssi (kirjatentti)](coursename)\n- all details [POLKVA22](course)\n- all details [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](coursename)\n- all details [HIST02](course)\n- all details [Methodology of Social and Comparative Research](coursename)\n- all details [JOUJOVTS](course)\n- all details [Institutions, Innovation and Economic Renewal (NORDIG)](coursename)\n- all details [ITIS61](course)\n- all details [Johdatus Suomen kirjallisuushistoriaan - harjoitukset](coursename)\n- all details [LATAP1](course)\n- all details [Opetusharjoittelu](coursename)\n- all details [KASMULTI3](course)\n- all details [Johdatus tieteenfilosofiaan](coursename)\n- all details [NORDIG4](course)\n- all details [Johdatus viestintään ja mediaan](coursename)\n- all details [HALHAA15](course)\n- all details [Laskentatoimi ja talousjohtaminen](coursename)\n- all details [TERHOJ2](course)\n- all details [Orientoivat opinnot - Orientoivat opinnot](coursename)\n- all details [TRMU2](course)\n- all details [User Experience: Design and Evaluation (TUT/IHTE)](coursename)\n- all details [POHA13](course)\n- all details [Johdatus analyysiin](coursename)\n- all details [KASA3](course)\n- all details [Populaarikulttuuri ja -kirjallisuus](coursename)\n- all details [SUOV3](course)\n- all details [Master´s Thesis and Seminar - for the group that started in 2017](coursename)\n- all details [SUOK2/A6](course)\n- all details [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](coursename)\n- all details [DPCMTJT4](course)\n- all details [Kunnallisoikeuden syventävä jakso](coursename)\n- all details [SUKKP0](course)\n- all details [Regression analysis](coursename)\n- all details [SAKP1](course)\n- all details [Cultural Conversations](coursename)\n- all details [KKSAPRE2](course)\n- all details [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](coursename)\n- all details [ENGP6](course)\n- all details [Empiirinen projekti](coursename)\n- all details [ENGP7](course)\n- all details [Hoitotiede ja näytön ohjaama toiminta](coursename)\n- all details [SUOA2](course)\n- all details [Työn taloustiede](coursename)\n- all details [TERY4](course)\n- all details [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](coursename)\n- all details [KASLOM10](course)\n- all details [Academic Presentations](coursename)\n- all details [SOS7.1/STYA4A](course)\n- all details [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](coursename)\n- all details [TIEP1](course)\n- all details [Tutkielmapiiri](coursename)\n- all details [HISA4](course)\n- all details [Courses in Computer Science in TUT](coursename)\n- all details [ENGA1](course)\n- all details [Kieliopin harjoitukset](coursename)\n- full [SOSM2](course)\n- full [Yhtiöoikeuden syventävä opintojakso](coursename)\n- full [LOGM1](course)\n- full [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](coursename)\n- full [YKYYHT3](course)\n- full [Harjoittelu ja työelämävalmiudet](coursename)\n- full [KKENYHT](course)\n- full [Taiteen historia, filosofia ja kulttuurit: Populaarit esitysmuodot (avoin yliopisto)](coursename)\n- full [KKSUSOTE](course)\n- full [Orientaatio filosofian tutkinto-ohjelman opintoihin](coursename)\n- full [TERY3](course)\n- full [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](coursename)\n- full [HISA4](course)\n- full [Bioinformatics](coursename)\n- full [POLVOA52](course)\n- full [Contemporary Political Theory (book exam/essay)](coursename)\n- full [KATLAA13](course)\n- full [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC) online](coursename)\n- full [PEACE045](course)\n- full [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- full [KASLOM6](course)\n- full [Radiojournalismi](coursename)\n- full [BTK2060](course)\n- full [Terveystiedon didaktiikan perusteet](coursename)\n- full [KASLOM3](course)\n- full [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](coursename)\n- full [POLVOS26](course)\n- full [Historiankirjoituksen historia](coursename)\n- full [SAKA5](course)\n- full [Human Rights Law](coursename)\n- full [PSYS5](course)\n- full [Tutkielmaseminaari - Seminaari](coursename)\n- full [KATMAA16](course)\n- full [Ohjatut asiakastyöt](coursename)\n- full [PSYS10](course)\n- full [Managing Research Information](coursename)\n- full [SOS4.1](course)\n- full [Postgraduate seminar in Interactive Technology (Turunen)](coursename)\n- full [ITIS43](course)\n- full [Konsekutiivitulkkaus -](coursename)\n- full [TERHOIA4](course)\n- full [Julkisen talousjohtamisen tietojärjestelmät](coursename)\n- full [STYVA](course)\n- full [Aineopintojen valinnainen jakso: Organisaatioviestintä](coursename)\n- full [SUOT3](course)\n- full [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename)\n- full [PSYP5](course)\n- full [Introduction to Academic English (Open University Course)](coursename)\n- full [ENGS13](course)\n- full [Kiina I](coursename)\n- full [JOUJOVTS](course)\n- full [Hands-on genetics](coursename)\n- full [KASP5](course)\n- full [Pro gradu -seminaari ja -tutkielma (taloustiede) - Pro gradu -seminaari](coursename)\n- full [KATLITO8](course)\n- full [Kielen variaatio](coursename)\n- full [ENGP8](course)\n- full [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 30.-31.8.2018](coursename)\n- full [KASA13](course)\n- full [Orientaatiopäivä väitöskirjatutkijoille](coursename)\n\n\n<!--- lookup table list for course codes. -->\n## lookup:course\n- data/course_codes.txt\n- data/uta_course_names.txt\n" }, { "alpha_fraction": 0.7633034586906433, "alphanum_fraction": 0.7792823314666748, "avg_line_length": 59.85781478881836, "blob_id": "fd05cb7093742633166aeb06bbff821d0a0a45f9", "content_id": "0a25d28f65668dab90f7deee149b00e7d22a85e9", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1002595, "license_type": "permissive", "max_line_length": 241, "num_lines": 16366, "path": "/rasaintentit/data/ohjelma_tunintenttien_generoimiseen/tunintentit4.md", "repo_name": "woroko/TUNIBot", "src_encoding": "WINDOWS-1252", "text": "\n\n## intent:bye <!--- The label of the intent --> \n- Bye \t\t\t<!--- Training examples for intent 'bye'--> \n- Goodbye\n- See you later\n- Bye bot\n- Goodbye friend\n- bye\n- bye for now\n- catch you later\n- gotta go\n- See you\n- goodnight\n- have a nice day\n- i'm off\n- see you later alligator\n- we'll speak soon\n\n## intent:greet\n- Hi\n- Hey\n- Hi bot\n- Hey bot\n- Hello\n- Good morning\n- hi again\n- hi folks\n- hi Mister\n- hi pal!\n- hi there\n- greetings\n- hello everybody\n- hello is anybody there\n- hello robot\n\n## intent:thank\n- Thanks\n- Thank you\n- Thank you so much\n- Thanks bot\n- Thanks for that\n- cheers\n- cheers bro\n- ok thanks!\n- perfect thank you\n- thanks a bunch for everything\n- thanks for the help\n- thanks a lot\n- amazing, thanks\n- cool, thanks\n- cool thank you\n\n## intent:affirm\n- yes\n- yes sure\n- absolutely\n- for sure\n- yes yes yes\n- definitely\n\n## intent:name\n- My name is [Alice](name) <!--- Square brackets contain the value of entity while the text inside the parentheses is a a label of the entity --> \n- I am [Josh](name)\n- I'm [Lucy](name)\n- People call me [Greg](name)\n- It's [David](name)\n- Usually people call me [Amy](name)\n- My name is [John](name)\n- You can call me [Sam](name)\n- Please call me [Linda](name)\n- Name name is [Tom](name)\n- I am [Richard](name)\n- I'm [Tracy](name)\n- Call me [Sally](name)\n- I am [Philipp](name)\n- I am [Charlie](name)\n\n\n## intent:startDate\n- When does [SOS10.10.1](course) start\n- When does [Tutustuminen psykologin työhön](coursename) start\n- When does [POLVOA12](course) start\n- When does [Protein technology](coursename) start\n- When does [HALYAS14](course) start\n- When does [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](coursename) start\n- When does [JOVPVS12](course) start\n- When does [Deviance and Social Control](coursename) start\n- When does [TERHOIA4](course) start\n- When does [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](coursename) start\n- When does [YKYYHT4A](course) start\n- When does [Political Communication and Rhetoric (book exam/essay)](coursename) start\n- When does [PSYS14](course) start\n- When does [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](coursename) start\n- When does [POMLFCS2](course) start\n- When does [Euroopan muotoutuminen](coursename) start\n- When does [KKENKTM](course) start\n- When does [Markkinointioikeuden oikeustaloustiede](coursename) start\n- When does [JOVA6](course) start\n- When does [Gender in Society](coursename) start\n- When does [HALKAS12](course) start\n- When does [Kuvanprosessointi / Digital Image Processing](coursename) start\n- When does [KATLAA23](course) start\n- When does [Work and Health](coursename) start\n- When does [KATTAA37](course) start\n- When does [Pakolaisuus, tila ja hallinta](coursename) start\n- When does [COSOPC3](course) start\n- When does [Cultural Conversations](coursename) start\n- When does [JKKYTUA02](course) start\n- When does [Health systems and health in developing Asia: India, China, and North Korea](coursename) start\n- When does [FILA6](course) start\n- When does [Introduction to Big Data Processing](coursename) start\n- When does [SUOV4](course) start\n- When does [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (1. periodi)](coursename) start\n- When does [BTK4121](course) start\n- When does [Dokumentaation visualisointi](coursename) start\n- When does [KASP3](course) start\n- When does [The Theory and Method of International Relations (seminar) (book exam)](coursename) start\n- When does [BTK2040](course) start\n- When does [Yhteisösosiaalityö monikulttuurisessa ympäristössä](coursename) start\n- When does [ITIA4](course) start\n- When does [History of English](coursename) start\n- When does [KKRULL](course) start\n- When does [Thesis seminar](coursename) start\n- When does [JKKYTVA13](course) start\n- When does [Work and Health](coursename) start\n- When does [VENS8](course) start\n- When does [Ääntämisharjoituksia](coursename) start\n- When does [KATPAL12](course) start\n- When does [Research on Teaching and Learning - Seminar](coursename) start\n- When does [POLVOS27](course) start\n- When does [Romanian historia, yhteiskunta ja talouselämä / Romanian History, Society and Economy -](coursename) start\n- When does [SUOV2](course) start\n- When does [Yksilöllisyys oppimisessa ja osallistumisessa](coursename) start\n- When does [VENP3/VENK1](course) start\n- When does [Valtiosääntöoikeus](coursename) start\n- When does [YKYYHT4A](course) start\n- When does [Kansainvälinen verotus](coursename) start\n- When does [POLKVA33](course) start\n- When does [Taloustieteen matematiikan jatkokurssi](coursename) start\n- When does [HISJATKO](course) start\n- When does [Kohti matematiikan opettajuutta 2 (TTY)](coursename) start\n- When does [ENGA13](course) start\n- When does [Proseminaari (ryhmä 2)](coursename) start\n- When does [SOS6.1.3](course) start\n- When does [Comparative Criminal Justice](coursename) start\n- When does [PEDA6](course) start\n- When does [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](coursename) start\n- When does [HIST01](course) start\n- When does [Biokemian työt](coursename) start\n- When does [RUST5/VENS19/20](course) start\n- When does [Tieto- ja asiakirjahallinto](coursename) start\n- When does [KASLOM7](course) start\n- When does [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](coursename) start\n- When does [PSYS13](course) start\n- When does [Valtiosääntöoikeus](coursename) start\n- When does [TIETS31](course) start\n- When does [International Political Economy](coursename) start\n- When does [BIO2200](course) start\n- When does [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) start\n- When does [LÄÄKA460](course) start\n- When does [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename) start\n- When does [JOUJOVTS](course) start\n- When does [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](coursename) start\n- When does [TAYJ032](course) start\n- When does [Communication écrite/Kirjallinen viestintä](coursename) start\n- When does [KAMVRS99](course) start\n- When does [World society: National policies, global governance and transnational sociology](coursename) start\n- When does [KASVAR5](course) start\n- When does [Orientation - General Orientation Course for International Students](coursename) start\n- When does [KATYVA34](course) start\n- When does [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename) start\n- When does [LATAP2](course) start\n- When does [Aikuisten mielenterveysinterventiot](coursename) start\n- When does [TERHOI2](course) start\n- When does [Vuorovaikutuksen perusteet](coursename) start\n- When does [BIO4450](course) start\n- When does [Professional Writing (online course)](coursename) start\n- When does [JKKYTVA13](course) start\n- When does [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename) start\n- When does [TAYJ031](course) start\n- When does [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](coursename) start\n- When does [KATYVS21](course) start\n- When does [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename) start\n- When does [SOSM1](course) start\n- When does [Terveys ja yhteiskuntapolitiikka](coursename) start\n- When does [GTS4](course) start\n- When does [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](coursename) start\n- When does [TAYJ026](course) start\n- When does [Kandidaattiseminaari ja -tutkielma (hallintotiede), syksy](coursename) start\n- When does [HALKAA15](course) start\n- When does [Pohjoismaiden yhteiskuntaolot ja kulttuurit](coursename) start\n- When does [TIETA10](course) start\n- When does [Lehti- ja verkkojournalismi](coursename) start\n- When does [TERY4](course) start\n- When does [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) start\n- When does [KATMAA99](course) start\n- When does [Eheyttävä musiikkikasvatus - Musiikkiteknologia](coursename) start\n- When does [VENS3](course) start\n- When does [Graduvauhditus](coursename) start\n- When does [SUKKP5A](course) start\n- When does [Hallinto-oikeuden syventävä jakso](coursename) start\n- When does [TERKANA2](course) start\n- When does [Ranska II](coursename) start\n- When does [ITIA1](course) start\n- When does [Eläimet työssä](coursename) start\n- When does [HEAAE03](course) start\n- When does [Analyysi C](coursename) start\n- When does [KKESVAL4](course) start\n- When does [Verkkomedian suunnittelu (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename) start\n- When does [KASJOHT3](course) start\n- When does [Ranska III](coursename) start\n- When does [SAKP6](course) start\n- When does [Sociolinguistics](coursename) start\n- When does [VENP4/VENK2](course) start\n- When does [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 12.-13.12.2018](coursename) start\n- When does [HALJUA23](course) start\n- When does [Tutkimustyön perusteet - a) Tieteenfilosofia](coursename) start\n- When does [KATVRS54](course) start\n- When does [Curriculum Studies - Lectures](coursename) start\n- When does [KASLOE9.5](course) start\n- When does [Vaihtuva-alainen kurssi: Oppimisvaikeudet](coursename) start\n- When does [ENGS3](course) start\n- When does [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](coursename) start\n- When does [HTIS80](course) start\n- When does [Nykyajan filosofia](coursename) start\n- When does [KATLAS27](course) start\n- When does [Sijoitustoiminta](coursename) start\n- When does [TERTIETO5](course) start\n- When does [Project Work (Spring term 2018)](coursename) start\n- When does [KATMAP11](course) start\n- When does [Tietotekniikkataidot (syksy)](coursename) start\n- When does [RANP2](course) start\n- When does [Kansalaistoiminta ja kasvatus](coursename) start\n- When does [HISS1B](course) start\n- When does [Journalismin perusteet, luennot](coursename) start\n- When does [PSYA8](course) start\n- When does [Saksa III](coursename) start\n- When does [TERKANP3](course) start\n- When does [Seminaari II - Tieteellisen tekstin tuottaminen](coursename) start\n- When does [KATVRS52](course) start\n- When does [Terveysviestintä](coursename) start\n- When does [KATSTA11](course) start\n- When does [Oikeus ja politiikka](coursename) start\n- When does [KKSU3](course) start\n- When does [Orientaatiopäivä väitöskirjatutkijoille](coursename) start\n- When does [HALJUA61](course) start\n- When does [Courses in Computer Science in TUT](coursename) start\n- When does [HISJATKO](course) start\n- When does [Epävarmuuden hallinta](coursename) start\n- When does [SOSM5.1](course) start\n- When does [Sanastotyö](coursename) start\n- When does [KKENKTK](course) start\n- When does [Algebra 1A](coursename) start\n- When does [ENGP5](course) start\n- When does [Academic Presentations](coursename) start\n- When does [KKSU9](course) start\n- When does [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename) start\n- When does [ENGA8](course) start\n- When does [Jatkokoulutusseminaari](coursename) start\n- When does [SOS4.3](course) begin\n- When does [Tutkijan digi- ja medianäkyvyys](coursename) begin\n- When does [KKSU3](course) begin\n- When does [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](coursename) begin\n- When does [KATVRP12](course) begin\n- When does [Current Trends in Leadership](coursename) begin\n- When does [ENGS40](course) begin\n- When does [Sosiaalitieteiden teoria I - SOS5b luennot](coursename) begin\n- When does [KKSUOPE](course) begin\n- When does [Työ- ja organisaatiopsykologian interventiot](coursename) begin\n- When does [YKT6.6.2](course) begin\n- When does [Eettinen johtajuus](coursename) begin\n- When does [KASLOE6.4](course) begin\n- When does [Practices of Strategic Leadership](coursename) begin\n- When does [SOS3](course) begin\n- When does [Lain ja hallinnon käännösviestinnän seminaari ranska-suomi](coursename) begin\n- When does [KKRUKTMO](course) begin\n- When does [Project Planning and Management](coursename) begin\n- When does [KKRUPRE2](course) begin\n- When does [Persoonallisuuspsykologia I (avoin yliopisto)](coursename) begin\n- When does [YKT06.2](course) begin\n- When does [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](coursename) begin\n- When does [SUOS4](course) begin\n- When does [Asiakassuhde ja haastattelu](coursename) begin\n- When does [BTK2040](course) begin\n- When does [Terveystiedon didaktiikan perusteet](coursename) begin\n- When does [KKENVAL2](course) begin\n- When does [Asiantuntijan puheviestintä ja vuorovaikutus, 3.-4. periodi / VIESTINTÄROHKEUDEN RYHMÄ](coursename) begin\n- When does [JOVP3](course) begin\n- When does [Pitkä harjoittelu](coursename) begin\n- When does [PEACE045](course) begin\n- When does [Professional Writing (online course)](coursename) begin\n- When does [KATLAS99](course) begin\n- When does [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](coursename) begin\n- When does [JOUJOVTS](course) begin\n- When does [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](coursename) begin\n- When does [TERVAL4](course) begin\n- When does [Fonetiikan perusopintojen harjoitustyö](coursename) begin\n- When does [KASP2](course) begin\n- When does [Eliittiteoriat ja -tutkimus](coursename) begin\n- When does [STYA1B](course) begin\n- When does [Welfare State Theories](coursename) begin\n- When does [HISA2](course) begin\n- When does [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaryhmä](coursename) begin\n- When does [TRMU2](course) begin\n- When does [Saamelaisen kirjallisuuden intensiivikurssi](coursename) begin\n- When does [KASA13](course) begin\n- When does [Musiikin soveltava projekti - Yhteisöllinen musiikillinen projekti](coursename) begin\n- When does [TIEP2](course) begin\n- When does [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (2. periodi)](coursename) begin\n- When does [JOVVJS4](course) begin\n- When does [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](coursename) begin\n- When does [TERA6](course) begin\n- When does [Medioitu vuorovaikutus](coursename) begin\n- When does [KASLOM10](course) begin\n- When does [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (1. periodi)](coursename) begin\n- When does [BTK5001](course) begin\n- When does [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](coursename) begin\n- When does [KATVRS51](course) begin\n- When does [Phylogenetics](coursename) begin\n- When does [KATSTA13](course) begin\n- When does [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename) begin\n- When does [STYA1A](course) begin\n- When does [Matemaattiset ohjelmistot (luentokurssi)](coursename) begin\n- When does [DPHSFC01](course) begin\n- When does [Making sense of globalization - Theorizing beyond the nation-state - seminar](coursename) begin\n- When does [ITIA03](course) begin\n- When does [Tietokäytännöt](coursename) begin\n- When does [FILS1](course) begin\n- When does [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](coursename) begin\n- When does [KKSUHUK](course) begin\n- When does [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](coursename) begin\n- When does [TIETA13](course) begin\n- When does [Government and Society: Inequality](coursename) begin\n- When does [SUKKP5A](course) begin\n- When does [Viestinnän ja median tutkimussuuntauksia](coursename) begin\n- When does [KASVAR4](course) begin\n- When does [Markkinointioikeuden oikeustaloustiede](coursename) begin\n- When does [JOVTKS3](course) begin\n- When does [Politicization in Europe and the EU](coursename) begin\n- When does [TAYJ11](course) begin\n- When does [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](coursename) begin\n- When does [BTK1015](course) begin\n- When does [Rakennebiologia](coursename) begin\n- When does [TAYJ035](course) begin\n- When does [Vastuullisen liiketoiminnan case-kurssi](coursename) begin\n- When does [SOS4.3](course) begin\n- When does [Maisteriopintojen esittely - TIM](coursename) begin\n- When does [HALJUS14](course) begin\n- When does [Sosiologia (verkkokurssi)](coursename) begin\n- When does [LTLY01](course) begin\n- When does [Academic Presentations](coursename) begin\n- When does [TIEP3](course) begin\n- When does [Käsityöilmaisu - projekti/käytännön työ ja portfolio](coursename) begin\n- When does [SOS4.4](course) begin\n- When does [Kilpailuoikeus](coursename) begin\n- When does [POLKVA44](course) begin\n- When does [Opetus, ohjaus, oppiminen, monimuoto-opeus](coursename) begin\n- When does [ENGA4](course) begin\n- When does [Taloustieteen matematiikka I](coursename) begin\n- When does [TERY4](course) begin\n- When does [Geometria - Geometria](coursename) begin\n- When does [KKRA2](course) begin\n- When does [Student supervision in computer sciences](coursename) begin\n- When does [JOVP1](course) begin\n- When does [Orientoivat opinnot - Tiedonhankintataidot I (MTT)](coursename) begin\n- When does [TERVAL7](course) begin\n- When does [Strategia ja yrittäjyys](coursename) begin\n- When does [KASVAL](course) begin\n- When does [Laadullisten tutkimusmenetelmien soveltaminen hoitotieteessä](coursename) begin\n- When does [KASVAR9](course) begin\n- When does [Project Planning and Management](coursename) begin\n- When does [JOVTS5](course) begin\n- When does [Yhteiskunnallinen muutos](coursename) begin\n- When does [COSOPC2](course) begin\n- When does [Kirjallisuus ja kulttuuri/Litteratur och kultur](coursename) begin\n- When does [KASVAR12](course) begin\n- When does [SGN-53007 Computational Diagnostics](coursename) begin\n- When does [KASSG](course) begin\n- When does [Liikunnan projekti (5 op)](coursename) begin\n- When will [KATVRS51](course) begin\n- When will [Old and New Classics of Political Theory (book exam/essay)](coursename) begin\n- When will [TIEA2.1A](course) begin\n- When will [Journalismin perusteet, harjoitukset](coursename) begin\n- When will [TIETS35](course) begin\n- When will [Protein technology Laboratory Course A](coursename) begin\n- When will [POLKVS31](course) begin\n- When will [Kaunokirjallinen kääntäminen venäjä-suomi](coursename) begin\n- When will [KKRA3](course) begin\n- When will [Postgraduate seminar in Interactive Technology (Turunen)](coursename) begin\n- When will [ITIA6](course) begin\n- When will [Viron peruskurssi](coursename) begin\n- When will [KASA3](course) begin\n- When will [Identity and Lifecourse - Lectures, reading groups and essay](coursename) begin\n- When will [MTTTS11](course) begin\n- When will [Parhaat filosofiset artikkelit](coursename) begin\n- When will [BIO4440](course) begin\n- When will [Tutkimusetiikka](coursename) begin\n- When will [TERA3](course) begin\n- When will [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa)](coursename) begin\n- When will [MTTTS11](course) begin\n- When will [Ranska III](coursename) begin\n- When will [BIO2350](course) begin\n- When will [Nimistöntutkimus](coursename) begin\n- When will [POLKVA21](course) begin\n- When will [Kielioppi- ja sanastoharjoitukset / Grammatik und Wortschatzübungen](coursename) begin\n- When will [KASLOM5](course) begin\n- When will [Experimental animal course](coursename) begin\n- When will [HALKOS22](course) begin\n- When will [Täydennysilmoittautuminen pro gradu -seminaariin, syksyllä 2018 alkavat ryhmät](coursename) begin\n- When will [KASLOM5](course) begin\n- When will [Johdatus kielitieteeseen / Initiation à la linguistique](coursename) begin\n- When will [VENP1](course) begin\n- When will [Luentateatteri](coursename) begin\n- When will [KKSULUK](course) begin\n- When will [Markkinoinnin johtaminen ja organisointi](coursename) begin\n- When will [KKENYHT](course) begin\n- When will [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](coursename) begin\n- When will [SOS4.6](course) begin\n- When will [Learning from Multiple Sources](coursename) begin\n- When will [TAYJ024](course) begin\n- When will [Contemporary Peace and Conflict Studies](coursename) begin\n- When will [POHA3](course) begin\n- When will [Integraation teoria ja EU:n päätöksenteko (kirjatentti/essee)](coursename) begin\n- When will [KATJOA19](course) begin\n- When will [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) begin\n- When will [TIEP5](course) begin\n- When will [Korkeakoulut ja korkeakoulutus tutkimuksen kohteena - Kirjallinen tentti](coursename) begin\n- When will [KKSAVAL0](course) begin\n- When will [Kielioppi I (suomenkieliset opiskelijat)](coursename) begin\n- When will [HISP1](course) begin\n- When will [Introduction to Academic English (Open University Course)](coursename) begin\n- When will [LUOYA200](course) begin\n- When will [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](coursename) begin\n- When will [KKSAPRE2](course) begin\n- When will [Johdatus www-tekniikoihin](coursename) begin\n- When will [POHA3](course) begin\n- When will [American Government & Politics (Tampere Summer School 2018)](coursename) begin\n- When will [RUST5/VENS19/20](course) begin\n- When will [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](coursename) begin\n- When will [BIO2350](course) begin\n- When will [Structure of English I - Phonology and Pronunciation I](coursename) begin\n- When will [DPIS1](course) begin\n- When will [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC) online](coursename) begin\n- When will [STYP1A](course) begin\n- When will [Käännös suomi-espanja I/Traducción finés-español I](coursename) begin\n- When will [MTTA2](course) begin\n- When will [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](coursename) begin\n- When will [KASLOM8](course) begin\n- When will [Johdatus analyysiin](coursename) begin\n- When will [TERKANA2](course) begin\n- When will [Liikuntapedagogiikan perusteet / Harjoitukset - 1.vsk](coursename) begin\n- When will [ENGP6](course) begin\n- When will [POISTA TÄMÄ! Solun biokemia ja molekyylibiologia](coursename) begin\n- When will [TERY5B](course) begin\n- When will [A seminar on theoretical social research: Schmitt, Arendt, and The Political](coursename) begin\n- When will [HISA1B](course) begin\n- When will [Liike-elämän ruotsia I](coursename) begin\n- When will [SAKS2](course) begin\n- When will [Oikeustieteellinen tutkimus](coursename) begin\n- When will [HALKOS21](course) begin\n- When will [Kvantitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename) begin\n- When will [KASSO5](course) begin\n- When will [Kirjallinen viestintä I - Sanasto- ja rakenneharjoitukset](coursename) begin\n- When will [TERTIETO4](course) begin\n- When will [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename) begin\n- When will [MTTTP5](course) begin\n- When will [Medical English - Introduction to Scientific Writing](coursename) begin\n- When will [KATJOS42](course) begin\n- When will [Toisen kielen oppiminen ja opetus](coursename) begin\n- When will [TAYJ032](course) begin\n- When will [Terveysviestintä](coursename) begin\n- When will [KKENVAL4](course) begin\n- When will [Johdatus analyysiin](coursename) begin\n- When will [MTTTS13](course) begin\n- When will [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](coursename) begin\n- When will [SOS6.5.3](course) begin\n- When will [Foundations of Games and Internet Research](coursename) begin\n- When will [JKKYTUA02](course) begin\n- When will [Shakespeare: Past and Present](coursename) begin\n- When will [KATLAA99](course) begin\n- When will [Kandidaattiseminaari (JATKAVA, Katermaa)](coursename) begin\n- When will [KATVRA00](course) begin\n- When will [Kognitiivinen neurotiede I (avoin yliopisto)](coursename) begin\n- When will [JOVP3](course) begin\n- When will [Writing Research Grant Proposals](coursename) begin\n- When will [KATTAS21A](course) begin\n- When will [Immunologian perusteet](coursename) begin\n- When will [MTTMY1](course) begin\n- When will [Orientoivat opinnot ja HOPS (saksan kieli, kulttuuri ja kääntäminen)](coursename) begin\n- When will [TAYJ035](course) begin\n- When will [Thesis seminar and Master's Thesis](coursename) begin\n- When will [KKENKTM](course) begin\n- When will [Rahoituksen jatkokurssi](coursename) begin\n- When will [MTTTS17](course) begin\n- When will [Espanja III](coursename) begin\n- When will [POLKVA31](course) begin\n- When will [Tekstianalyysi - Luennot](coursename) begin\n- When will [YKYYKV1](course) begin\n- When will [Introduction to Social Circus Pedagogy - (Tampere Summer School 2018)](coursename) begin\n- When will [MEDU10](course) begin\n- When will [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaopiskelijat](coursename) begin\n- When will [POLVOS40](course) begin\n- When will [Ekoterveys, luonto ja ihminen](coursename) begin\n- When will [KASA11](course) begin\n- When will [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (4. periodi)](coursename) begin\n- When will [TECHS5](course) begin\n- When will [Parties and Elections (book exam/essay)](coursename) begin\n- When will [SOS6.4.3](course) begin\n- When will [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) begin\n- When will [SOSM5.1](course) begin\n- When will [Laskentatoimen teoria ja IFRS I](coursename) begin\n- When will [DPCMTJT2](course) begin\n- When will [Suomen kielen ja sen tutkimuksen historia](coursename) begin\n- When will [KIRA3G](course) begin\n- When will [Johdatus oikeusjärjestykseen (verkkokurssi)](coursename) begin\n- When will [POLKVS33](course) begin\n- When will [Mediatutkimuksen valinn. jakso: Ääni, teknologia ja kulttuuri](coursename) begin\n- When will [LUOYY027](course) begin\n- When will [Literary Theory and Methodology](coursename) begin\n- When will [KKSUSC](course) begin\n- When will [Sosiaalityön peruskurssi (verkkokurssi)](coursename) begin\n- When will [BIO4722](course) begin\n- When will [Kv-tuutorina toimiminen](coursename) begin\n- When will [TIETA9](course) begin\n- When will [Environmental History and Cultural Ecology of Russia (VENS20)](coursename) begin\n- When will [HALKOS27](course) begin\n- When will [Arvonlisäverotus](coursename) begin\n- When will [STYS2B](course) begin\n- When will [Puheviestintä tieteenä](coursename) begin\n- When will [LUOYY021](course) begin\n- When will [European Integration and the Political System of the European Union (book exam/essay)](coursename) begin\n- When will [TERKAN1](course) begin\n- When will [Johdatus kunta- ja aluejohtamiseen](coursename) begin\n- When will [KKRA2](course) begin\n- When will [Study Skills - Basics of Information Literacy](coursename) begin\n- When will [TERTIETO5](course) begin\n- When will [Asioimistulkkaus (monikielinen)](coursename) begin\n- When will [KASA3](course) begin\n- When will [EU Financial Management](coursename) begin\n- When will [STYA6](course) begin\n- When will [Graduseminaari, alkava (Niemi)](coursename) begin\n- When will [TERVAL5](course) begin\n- When will [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](coursename) begin\n- When will [MTTS1](course) begin\n- When will [Project Work (Fall term 2018)](coursename) begin\n- When will [SAKP2](course) begin\n- When will [Case study: Examining leadership challenges](coursename) begin\n- When will [HIST04](course) begin\n- When will [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) begin\n- When will [KKSUTTK](course) begin\n- When will [Tiedonhankintataidot (hoitotiede)](coursename) begin\n- When will [BTK3120](course) begin\n- When will [Orientoivat opinnot - Tiedonhankintataidot I](coursename) begin\n- When will [YKT09.4](course) begin\n- When will [Simultaanitulkkaus I venäjä-suomi-venäjä](coursename) begin\n- When will [HALYAS14](course) begin\n- When will [Vuorovaikutus ja tekstit S2-näkökulmasta](coursename) begin\n- When will [KIRA5](course) begin\n- When will [Mediadiskurssi](coursename) begin\n- When will [SUOT1](course) begin\n- When will [Ainedidaktiikka II](coursename) begin\n- When will [STYP5](course) begin\n- When will [Opetus, ohjaus, oppiminen - elokas ja avoimen lähiop.: pienryhmäopetus (2 op) ja kirjallisuus (2 op)](coursename) begin\n- When will [JOUJOVTS](course) begin\n- When will [Kasvatuksen historialliset ja filosofiset lähtökohdat - Luennot ja kirjallisuus](coursename) begin\n- When will [KASMULTI4](course) begin\n- When will [Social research and the behavioural sciences](coursename) begin\n- When will [JOVTS2](course) begin\n- When will [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](coursename) begin\n- When will [LATAP3](course) begin\n- When will [Tiedonhankintataidot (hoitotiede), Seinäjoki](coursename) begin\n- When will [JOVP5](course) begin\n- When will [Kompleksianalyysi](coursename) begin\n- When will [MVKS13E](course) begin\n- When will [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](coursename) begin\n- When will [SOS6.2.4](course) begin\n- When will [Genes and Genomes](coursename) begin\n- When will [KATTAS11](course) begin\n- When will [Puheen ja äänen kulttuurinen ja ammatillinen variaatio - Kirjatentti](coursename) begin\n- When will [DPYT](course) begin\n- When will [Individual project course](coursename) begin\n- When will [KKENKTMO](course) begin\n- When will [Software Engineering](coursename) begin\n- When will [KKENKTMO](course) begin\n- When will [Learning About Language with Corpora](coursename) begin\n- When will [TAYJ033](course) begin\n- When will [Käännösviestintä suomi-ruotsi/Översättning finska-svenska](coursename) begin\n- When will [HALTVP11](course) begin\n- When will [Doctoral course on health policy](coursename) begin\n- When will [COSOPOM3](course) begin\n- When will [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](coursename) begin\n- When will [KKSUSC](course) begin\n- When will [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](coursename) begin\n- When will [JOVP2](course) begin\n- When will [Arviointimenetelmät](coursename) begin\n- When will [KASA12](course) begin\n- When will [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename) begin\n- When will [JOVA16](course) begin\n- When will [Radiokääntäminen (saksa)](coursename) begin\n- When will [POLKVA22](course) begin\n- When will [Syventävä ammatillinen asiantuntijuus - Johdanto kehittämistyöhön -luentoseminaari, Pori](coursename) begin\n- When will [SOS9](course) begin\n- When will [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](coursename) begin\n- When will [KASA13](course) begin\n- When will [History of English](coursename) begin\n- When will [KATMAS13](course) begin\n- When will [Research on Teaching and Learning - Seminar](coursename) begin\n- When will [HALKAS11](course) begin\n- When will [Työelämän korttipakka](coursename) begin\n- When will [TAYJ024](course) begin\n- When will [EI toteutusta 2018-19 Advanced immunology](coursename) begin\n- When will [MVKS38](course) begin\n- When will [Terveystiedon didaktiikan perusteet](coursename) begin\n- When will [TERY1](course) begin\n- When will [Organisaatio, hallinto ja johtaminen - Harjoitustyö](coursename) begin\n- When will [BTK4501](course) begin\n- When will [Kvalitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename) begin\n- When will [SAKS4/K4](course) begin\n- When will [Kunta- ja aluejohtamisen vaihtuvasisältöinen erikoiskurssi](coursename) begin\n- When does [ITIP3](course) begin\n- When does [Puheen ja äänen tutkimusharjoittelu - Projekti / käytännön työ](coursename) begin\n- When does [HALJUA14](course) begin\n- When does [Tutkiva ja kehittävä opettaja](coursename) begin\n- When does [POLVOA52](course) begin\n- When does [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](coursename) begin\n- When does [SUOP4](course) begin\n- When does [Syventävä projekti, syksyllä 2018 alkava](coursename) begin\n- When does [JOVP1](course) begin\n- When does [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](coursename) begin\n- When does [SOS6.2.3](course) begin\n- When does [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename) begin\n- When does [SOSM6.2](course) begin\n- When does [Conflict Resolution (book exam/essay)](coursename) begin\n- When does [PSYP5](course) begin\n- When does [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) begin\n- When does [POLKVA41](course) begin\n- When does [Kompleksianalyysi](coursename) begin\n- When does [KKENMP3](course) begin\n- When does [Introduction to Formal Specification](coursename) begin\n- When does [TERHOJ2](course) begin\n- When does [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi)](coursename) begin\n- When does [HALYAA14](course) begin\n- When does [Konsekutiivitulkkaus -](coursename) begin\n- When does [KKSUPRO](course) begin\n- When does [Seminaari (Nikunen) jatkuu keväältä](coursename) begin\n- When does [MOLI](course) begin\n- When does [Lähihistorian ryhmä](coursename) begin\n- When does [FILP5B](course) begin\n- When does [Gender and wellbeing in the global South and North](coursename) begin\n- When does [KASLOM9](course) begin\n- When does [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](coursename) begin\n- When does [MOLI](course) begin\n- When does [Representations and Identities](coursename) begin\n- When does [KASA9](course) begin\n- When does [Kandidaatin tutkielma ja seminaari (kurssi alkaa keväällä 2019 Hoitotieteen opiskelijoille)](coursename) begin\n- When does [KKENVAL9](course) begin\n- When does [Kielioppiharjoitukset](coursename) begin\n- When does [KATLITO8](course) begin\n- When does [Asiantuntijuus ja tietopalvelujen kehittäminen](coursename) begin\n- When does [KASLOM5](course) begin\n- When does [Courses in Computer Science in TUT](coursename) begin\n- When does [MEDU02](course) begin\n- When does [SGN-41007 Pattern Recognition and Machine Learning](coursename) begin\n- When does [HALJTA12](course) begin\n- When does [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](coursename) begin\n- When does [TAYJ11](course) begin\n- When does [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi)](coursename) begin\n- When does [HALKAP01](course) begin\n- When does [Valtio-opin johdantokurssi](coursename) begin\n- When does [KASLOM3](course) begin\n- When does [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename) begin\n- When does [ITIS45](course) begin\n- When does [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](coursename) begin\n- When does [LFCS99](course) begin\n- When does [Esimiestyö (syksy 2018)](coursename) begin\n- When does [BIO2085](course) begin\n- When does [Seminaari II / Seminar II](coursename) begin\n- When does [LUOYY025](course) begin\n- When does [Kasvatuksen ja koulutuksen järjestelmät](coursename) begin\n- When will [HALYAA14](course) start\n- When will [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](coursename) start\n- When will [RUST2/VENS13](course) start\n- When will [Saksa II](coursename) start\n- When will [MVKS10](course) start\n- When will [Sisäinen valvonta ja sisäinen tarkastus](coursename) start\n- When will [KASVAR10](course) start\n- When will [Johdatus kulttuurisosiologiaan](coursename) start\n- When will [YKYY0](course) start\n- When will [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](coursename) start\n- When will [SOS10.1.4](course) start\n- When will [Tila, teknologia ja toiminta - essee](coursename) start\n- When will [HISS2](course) start\n- When will [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](coursename) start\n- When will [PSYS6D](course) start\n- When will [Julkisen talousjohtamisen tietojärjestelmät](coursename) start\n- When will [BTK2025](course) start\n- When will [Evaluation Research](coursename) start\n- When will [TERKANA2](course) start\n- When will [Finnish Reading Comprehension and Conversation Course 2 (taught in Finnish)](coursename) start\n- When will [LUOYY021](course) start\n- When will [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](coursename) start\n- When will [KATVRP11](course) start\n- When will [Research on Media, Culture and Education](coursename) start\n- When will [HALYAP01](course) start\n- When will [Tragedy of the Commons? Problems and Solutions](coursename) start\n- When will [ENGA5](course) start\n- When will [Musiikki - Musiikkikasvatuksen perusteet 1- 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) start\n- When will [TIEP3](course) start\n- When will [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](coursename) start\n- When will [BTK5001](course) start\n- When will [Kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename) start\n- When will [KKSUOPE](course) start\n- When will [Simultaanitulkkaus I saksa-suomi-saksa](coursename) start\n- When will [MEDU10](course) start\n- When will [European Public Law](coursename) start\n- When will [TERA2](course) start\n- When will [Pohjoismaiden yhteiskuntaolot ja kulttuurit](coursename) start\n- When will [SOS1](course) start\n- When will [Puheen ja äänen kulttuurinen ja ammatillinen variaatio - Kirjatentti](coursename) start\n- When will [KKRUKTK](course) start\n- When will [Finnish Advanced-Level Vocabulary Course (taught in Finnish)](coursename) start\n- When will [RANS4](course) start\n- When will [Valinnainen jakso: Radioprojekti (kevät)](coursename) start\n- When will [LUOYY020](course) start\n- When will [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](coursename) start\n- When will [KKENKTM](course) start\n- When will [Kielen variaatio](coursename) start\n- When will [DPCMTJ1/JT1](course) start\n- When will [Asiakassuhde ja haastattelu](coursename) start\n- When will [POHP0](course) start\n- When will [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Design-tutkimus](coursename) start\n- When will [GTS4](course) start\n- When will [Master's Thesis Seminar / Internet and Game Studies](coursename) start\n- When will [POHA1](course) start\n- When will [Viestinnän ja median tutkimussuuntauksia](coursename) start\n- When will [POLPOP01](course) start\n- When will [Orientoivat opinnot ja HOPS (saksan kieli, kulttuuri ja kääntäminen)](coursename) start\n- When will [GTS2](course) start\n- When will [Institutions, Innovation and Economic Renewal (NORDIG)](coursename) start\n- When will [SOS9](course) start\n- When will [Organizational Behavior (Independent study, Autumn 2018)](coursename) start\n- When will [KASVAR9](course) start\n- When will [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](coursename) start\n- When will [KKVE2](course) start\n- When will [Preparatory Course in Communicative Skills](coursename) start\n- When will [DPCMTJT4](course) start\n- When will [Organizational Behavior (Independent study, Autumn 2018)](coursename) start\n- When will [TERTIETO4](course) start\n- When will [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename) start\n- When will [KIRS4](course) start\n- When will [Implementation and Evaluation of Public Policies](coursename) start\n- When will [ITIP1](course) start\n- When will [Journalistinen kieli - Kielenhuolto, lauseoppi](coursename) start\n- When will [BTK2037](course) start\n- When will [African and Black Diaspora Studies Research Seminar](coursename) start\n- When will [KASP1](course) start\n- When will [Käsityömuotoilu - projekti/käytännön työ ja protfolio](coursename) start\n- When will [PSYP1](course) start\n- When will [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](coursename) start\n- When will [SAKA8](course) start\n- When will [Kielioppi I / Grammatik I](coursename) start\n- When will [JOVPVS10](course) start\n- When will [Grammaire/Kielioppi](coursename) start\n- When will [TAYJ042](course) start\n- When will [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](coursename) start\n- When will [MOLI](course) start\n- When will [Tiimi toimii - puheviestinnän syventävä kurssi (3. periodi)](coursename) start\n- When will [MTTMS5](course) start\n- When will [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename) start\n- When will [JOVA21](course) start\n- When will [Yritysjuridiikan perusteet](coursename) start\n- When will [SOS08.2](course) start\n- When will [Metodologia/Metodologi](coursename) start\n- When will [POLVOA31/S21](course) start\n- When will [Political Systems (book exam/essay)](coursename) start\n- When will [BTK1053](course) start\n- When will [Antropologian osa-alueet](coursename) start\n- When will [LTLY214](course) start\n- When will [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](coursename) start\n- When will [KKSA4](course) start\n- When will [Neurocomputing](coursename) start\n- When will [JOVA9](course) start\n- When will [Organisational Change Dynamics and Management](coursename) start\n- When will [YKYYHT1](course) start\n- When will [Käännösviestintä ja kirjoittaminen - Johdatus käännösviestintään](coursename) start\n- When will [POHA2](course) start\n- When will [Filosofian työpaja](coursename) start\n- When will [KASVAR10](course) start\n- When will [Tieteenfilosofiaa kasvatustieteen näkökulmasta](coursename) start\n- When will [KKSAPRE2](course) start\n- When will [Murder and Representation](coursename) start\n- When will [SOS08.2](course) start\n- When will [Luontokirjoittamisen klassikot](coursename) start\n- When will [TERKANA3](course) start\n- When will [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](coursename) start\n- When will [MTTA1](course) start\n- When will [Kandidaattiseminaari ja tutkielma (markkinointi) - syksy 2018](coursename) start\n- When will [KATLAS15](course) start\n- When will [Julkistalousoikeus](coursename) start\n- When will [KATVRP12](course) start\n- When will [Monimuuttujamenetelmien perusteet](coursename) start\n- When will [TECHS2](course) start\n- When will [Tekstin ymmärtäminen III](coursename) start\n- When will [KATLAS13](course) start\n- When will [Sidosryhmäteoria ja -johtaminen](coursename) start\n- When will [ENGA1](course) start\n- When will [Kääntämisen perusteet](coursename) start\n- When will [YKT6.6.3](course) start\n- When will [Korkeakoulut työyhteisöinä - Kehittämistehtävä](coursename) start\n- When will [YKYY0](course) start\n- When will [Aineenvaihdunta](coursename) start\n- When will [JOVTS5](course) start\n- When will [Kognitiivinen neurotiede II](coursename) start\n- When will [KATLAA24](course) start\n- When will [Tiedonhankintataidot 3op - Tiedonhankintataidot I - Tiedonhankinnan perusteet](coursename) start\n- When will [KKSUOPE](course) start\n- When will [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSO-opintosuunnan ryhmä)](coursename) start\n- When will [KKSU8](course) start\n- When will [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](coursename) start\n- When will [NORDIG1](course) start\n- When will [Johdatus tieteenfilosofiaan](coursename) start\n- When will [VENA10](course) start\n- When will [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](coursename) start\n- When will [VENT1](course) start\n- When will [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](coursename) start\n- When will [HALYAA13](course) start\n- When will [Ääntämisharjoituksia](coursename) start\n- When will [KASP5](course) start\n- When will [Kansainvälisen politiikan teoria ja menetelmät (kirjatentti)](coursename) start\n- When will [TRMU2](course) start\n- When will [Liikunta - Liikuntapedagogiikka perusopetuksessa B - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename) start\n- When will [JKKYVP11](course) start\n- When will [Esimiestyö (syksy 2018)](coursename) start\n- When will [FILT10](course) start\n- When will [Systemaattinen tiedonhaku hoitotieteessä](coursename) start\n- When will [MTTS1](course) start\n- When will [Introduction to Academic English / RPL (näyttökoe)](coursename) start\n- When will [SOSKV1](course) start\n- When will [Terveystiedon sisällöt (sähköinen tentti)](coursename) start\n- When will [SOS4.2](course) start\n- When will [Konsernitilinpäätös I](coursename) start\n- When will [KKRUPRE2](course) start\n- When will [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](coursename) start\n- When will [LUOYA200](course) start\n- When will [Finnish Elementary Course 3](coursename) start\n- When will [BTK4663](course) start\n- When will [Multimodal Interaction](coursename) start\n- When will [DPJKKKS](course) start\n- When will [Julkisoikeuden perusteet (järjestäjä TAMK)](coursename) start\n- When will [KASA4](course) start\n- When will [Tieteellisen tiedonhankinnan perusteet (pohjoismaiset kielet) -](coursename) start\n- When will [KATLAS90](course) start\n- When will [Organizational Behavior (Independent study, Spring 2019)](coursename) start\n- When will [SAKA4](course) start\n- When will [High-throughput data analysis](coursename) start\n- When will [KKIN5](course) start\n- When will [Vuorovaikutussuhteiden konsultointi](coursename) start\n- When will [ENGS22-24](course) start\n- When will [Writing the Nation](coursename) start\n- When will [SOS7.1/STYA4A](course) start\n- When will [Academic writing and theory](coursename) start\n- When will [KKRUPRE2](course) start\n- When will [Advanced Course in Corporate Finance](coursename) start\n- When will [JKKYINA11](course) start\n- When will [Johdatus verkostoanalyysiin](coursename) start\n- When will [KKES3](course) start\n- When will [Comparative Education - Lectures in English (spring) or book exam in English (autumn and spring)](coursename) start\n- When will [SOS7.2/STYA4B](course) start\n- When will [Visiting Lectures - Lectures](coursename) start\n- When will [KKES1](course) start\n- When will [Viestintää tukevat keinot asiakas-työntekijä-suhteessa](coursename) start\n- When will [DPEDUC.3](course) start\n- When will [Social research and the behavioural sciences](coursename) start\n- When will [MEDU07](course) start\n- When will [Academic Presentations](coursename) start\n- When will [ITIP2](course) start\n- When will [Reading Waste](coursename) start\n- When will [TSEKP1](course) start\n- When will [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](coursename) start\n- When will [STYP2](course) start\n- When will [Lukeminen ja kirjoittaminen oppimisen haasteena (seminaarit 1-4 ryhmät)](coursename) start\n- When will [HALKAA15](course) start\n- When will [Opetusharjoittelu](coursename) start\n- When will [POLKVS10](course) start\n- When will [Orientation - Orientation to studying in the Computational Big Data Analytics programme](coursename) start\n- When will [KASVAPAA](course) start\n- When will [Rakennebiologia](coursename) start\n- When will [POLKVA41](course) start\n- When will [Kiina II](coursename) start\n- When will [KKSAPRE2](course) start\n- When will [Julkisen talousjohtamisen tietojärjestelmät](coursename) start\n- When will [LUOYY019](course) start\n- When will [Gender in Society](coursename) start\n- When will [KASMULTI4](course) start\n- When will [Digital Media Landscape and Media Policies](coursename) start\n- When will [HTIS59](course) start\n- When will [Kirjallinen viestintä I - Kirjallinen tuottaminen](coursename) start\n- When will [MVKS16V](course) start\n- When will [Johdatus viestintään ja mediaan](coursename) start\n- When will [TERY4](course) start\n- When will [Organisaatiokäyttäytyminen](coursename) start\n- When will [BTK3120](course) start\n- When will [Ympäristön ja alueiden poliittisuus](coursename) start\n- When will [RANA6](course) start\n- When will [Jatkokoulutusseminaari](coursename) start\n- When will [KASA11](course) start\n- When will [Tilintarkastus II](coursename) start\n- When will [NORDIG3](course) start\n- When will [Lähtötasokoe](coursename) start\n- When will [KATTAS12](course) start\n- When will [Moniulotteinen markkinointi](coursename) start\n- When will [ITIA01](course) start\n- When will [Writing Research Grant Proposals](coursename) start\n- When will [MVKS48/58](course) start\n- When will [Peace and Conflict Research (book exam/essay)](coursename) start\n- When will [KATTAA12B](course) start\n- When will [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](coursename) start\n- When will [KASVAR10](course) start\n- When will [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](coursename) start\n- When is [YKYYHT1](course)\n- When is [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](coursename)\n- When is [SOS5](course)\n- When is [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- When is [MTTTP4](course)\n- When is [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](coursename)\n- When is [JOVA18](course)\n- When is [Political Philosophy (book exam/essay)](coursename)\n- When is [TIEA5](course)\n- When is [Tekoäly ja vakuutustoiminta](coursename)\n- When is [LATAP1](course)\n- When is [Introduction to Web Publishing (Tampere Summer School 2018)](coursename)\n- When is [JOVVJS4](course)\n- When is [Kandidaattitutkielma ja seminaari (tilastotiede)](coursename)\n- When is [ITIP4](course)\n- When is [Julkaisun visuaalisuus: Taitto](coursename)\n- When is [HISA1B](course)\n- When is [Matemaattiset ohjelmistot (luentokurssi)](coursename)\n- When is [PSYP2](course)\n- When is [Espanja III](coursename)\n- When is [KASA13](course)\n- When is [Structure of English III: Grammar and Context](coursename)\n- When is [KASLOM2](course)\n- When is [Media maailmassa - verkkokurssi](coursename)\n- When is [ENGA9](course)\n- When is [Ranska III](coursename)\n- When is [TAYJ024](course)\n- When is [Maisteriopintojen opintosuuntiin johdattava kirjallisuus](coursename)\n- When is [KKSUVAL1](course)\n- When is [Media and the Arctic (POMLFCS3)](coursename)\n- When is [KASLOM4](course)\n- When is [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename)\n- When is [GTS4](course)\n- When is [Development, Education and Lifecourse](coursename)\n- When is [HTIS51](course)\n- When is [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](coursename)\n- When is [KATVRA30](course)\n- When is [Valtiosääntöoikeus](coursename)\n- When is [HALYAA14](course)\n- When is [Sosiaalityön peruskurssi (kirjatentti)](coursename)\n- When is [JOUJOVTS](course)\n- When is [Metafysiikka](coursename)\n- When is [RANP3](course)\n- When is [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](coursename)\n- When is [KIRA3C2](course)\n- When is [Research seminar for postgraduate studies](coursename)\n- When is [NORDIG1](course)\n- When is [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](coursename)\n- When is [HALJUA14](course)\n- When is [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](coursename)\n- When is [KASP3](course)\n- When is [Tutkielmaseminaari - Seminaari](coursename)\n- When is [FILA9](course)\n- When is [Viron jatkokurssi](coursename)\n- When is [HALKAA16](course)\n- When is [Media maailmassa - verkkokurssi](coursename)\n- When is [FILA9](course)\n- When is [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](coursename)\n- When is [JOVTS5](course)\n- When is [Cell Technology Laboratory Course](coursename)\n- [BIO4450](course) when\n- [Tieteellinen kirjoittaminen](coursename) when\n- [HISJATKO](course) when\n- [Äärellisten mallien teorian seminaari (Finite model theory seminar)](coursename) when\n- [MTTA2](course) when\n- [Ylirajaiset ilmiöt historiassa: näkökulmia tutkimukseen ja tulkintaan](coursename) when\n- [BTK5001](course) when\n- [Espanja II](coursename) when\n- [KATVAA14](course) when\n- [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](coursename) when\n- [SAKA3](course) when\n- [Kansallisen ja Euroopan tason vuorovaikutus (kirjatentti/essee)](coursename) when\n- [PSYS3](course) when\n- [Johdatus filosofian historiaan](coursename) when\n- [LÄÄKA460](course) when\n- [Vaihtuva-alainen kurssi: Oppimisvaikeudet](coursename) when\n- [POLKVA21](course) when\n- [EI toteutusta 2018-19 Advanced immunology](coursename) when\n- [POHS1](course) when\n- [Kielioppi II/Språkets strukturer II](coursename) when\n- [YKT6.6.4](course) when\n- [Tilinpäätöksen tulkinta julkisessa hallinnossa](coursename) when\n- [SOS7.1/STYA4A](course) when\n- [Vierailuluentoja johtamisesta](coursename) when\n- [BTK1014](course) when\n- [Symbols that move us - popular culture/deep culture](coursename) when\n- [MVKS30](course) when\n- [Theories of Welfare States and Comparative Social Policy: An introduction](coursename) when\n- [LTLY07](course) when\n- [Kääntäminen äidinkieleen](coursename) when\n- [KASVAR8](course) when\n- [Valtiosääntöoikeus](coursename) when\n- [JOUJOVTS](course) when\n- [Argumentaation ja tieteellisen päättelyn perusteet](coursename) when\n- [HISA1B](course) when\n- [Taloustieteen perusteet, monimuoto-opetus](coursename) when\n- [MTTA2](course) when\n- [Managing industrial e-business and B2B](coursename) when\n- [STYA6](course) when\n- [Kognitiivinen neurotiede II](coursename) when\n- [STYA3A2](course) when\n- [Kvalitatiiviset menetelmät](coursename) when\n- [MVKS39V](course) when\n- [Tiimi toimii - puheviestinnän syventävä kurssi (2. periodi)](coursename) when\n- [MVKS60](course) when\n- [Vanhempien aikojen tutkijaseminaari](coursename) when\n- [STYS1B4](course) when\n- [Inclusive Education](coursename) when\n- [STYP5](course) when\n- [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename) when\n- [KASLOE8.1](course) when\n- [Kasvatus, tieto ja teoria - Luennot](coursename) when\n- [KKSUOPE](course) when\n- [Social research and the behavioural sciences](coursename) when\n- [ITIY3](course) when\n- [Kielellinen vaihtelu/Språklig variation](coursename) when\n- [VENP4](course) when\n- [Terveyden edistämisen perusteet](coursename) when\n- [KKKI1](course) when\n- [Language, Communication and Culture](coursename) when\n- When [TAYJ029](course)\n- When [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](coursename)\n- When [KATJOA12](course)\n- When [Musiikki - Musiikkikasvatuksen perusteet 1- 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- When [TRMU2](course)\n- When [Yhtiöoikeuden syventävä opintojakso](coursename)\n- When [TIEA2.1A](course)\n- When [Harjoittelu](coursename)\n- When [TERHOIA1](course)\n- When [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](coursename)\n- When [POLPOP04](course)\n- When [Graduseminaari (Ruohonen)](coursename)\n- When [TRSU06](course)\n- When [Kiina II](coursename)\n- When [TERTIETO2](course)\n- When [Kirjallisuus ja kulttuuri/Litteratur och kultur](coursename)\n- When [PSYS4](course)\n- When [Managing Research Information](coursename)\n- When [KKSUYP](course)\n- When [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename)\n- When [BTK4121](course)\n- When [Statistics](coursename)\n- When [TERA2](course)\n- When [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](coursename)\n- When [LATAP3](course)\n- When [Software Engineering](coursename)\n- When [KASVAR11](course)\n- When [Hydrogel Journal Club](coursename)\n- When [HALHAA99](course)\n- When [Suullinen ja kirjallinen esitys/Expresión oral y redacción](coursename)\n- When [KASA3](course)\n- When [Tieteellinen kirjoittaminen](coursename)\n- When [PSYS6B](course)\n- When [Eliittiteoriat ja -tutkimus](coursename)\n- When [POLKVA12](course)\n- When [Orientation to study in the Programme](coursename)\n- When [SAKP3](course)\n- When [Sosiaalioikeus](coursename)\n- When [TERKAN18](course)\n- When [Korkeakoulut työyhteisöinä - Kehittämistehtävä](coursename)\n- When [POLPOP02](course)\n- When [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](coursename)\n- When [HISA4](course)\n- When [Preparatory Course in Communicative Skills](coursename)\n- When [KKSUPRO](course)\n- When [Solut](coursename)\n- When [POHA6](course)\n- When [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](coursename)\n- When [JOVAT1](course)\n- When [Diskutera som specialist](coursename)\n- When [KATYVS11](course)\n- When [Contemporary Peace and Conflict Studies](coursename)\n- When [PEACE045](course)\n- When [Vuorovaikutusprosessit työelämän tilanteissa (monimuoto-opetus)](coursename)\n- When [KASP5](course)\n- When [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename)\n- When [LATAP4](course)\n- When [Puheen, kielen ja viestinnän kehitys](coursename)\n- When [HALYAS14](course)\n- When [Feministiset politiikat ja asiantuntijuus](coursename)\n- [BIO4230](course) start\n- [Yhtiöoikeus](coursename) start\n- [MTTTS11](course) start\n- [Yhteiskunnalliset kiistat ja niiden hallinta](coursename) start\n- [SUOP2](course) start\n- [Taidehistoria ja näyttelypedagogiikka -](coursename) start\n- [POLVOS27](course) start\n- [Lasten arki suomalaisessa yhteiskunnassa / Harjoitukset - 1.vsk](coursename) start\n- [LOGA4](course) start\n- [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename) start\n- [TERTIETO2](course) start\n- [Kirjallisuuden analyysi/Analiz hudozhestvennoj literatury](coursename) start\n- [KASLOH4B](course) start\n- [Kandidaattiseminaari (JATKAVA, Nevala)](coursename) start\n- [STYS3C](course) start\n- [Littérature française I /Ranskan kirjallisuus I](coursename) start\n- [POLVOS22](course) start\n- [Finnish Survival Course (Tampere Summer School 2018)](coursename) start\n- [PSYP3](course) start\n- [Dokumentaation visualisointi](coursename) start\n- [JKKYVAL00](course) start\n- [Ympäristökasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) start\n- [JKKYY](course) start\n- [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](coursename) start\n- [JKKYTU01](course) start\n- [Tiede ja teknologia -tutkimusseminaari](coursename) start\n- [KATVAA11](course) start\n- [Stem Cells](coursename) start\n- [KKRUKTM](course) start\n- [Social Scientific Perspectives on Consumption (online course)](coursename) start\n- [JOVY1](course) start\n- [Integraation teoria ja EU:n päätöksenteko (kirjatentti/essee)](coursename) start\n- [KASVAR1](course) start\n- [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](coursename) start\n- [MOLI](course) start\n- [Strategic Management Accounting and Control](coursename) start\n- [POHP5](course) start\n- [Tiedonhankinnan perusteet](coursename) start\n- [KATTAA35](course) start\n- [Orientaatiopäivä väitöskirjatutkijoille](coursename) start\n- [KATJOS21](course) start\n- [Pro gradu -tutkielma ja seminaari (vaiheet I-IV)](coursename) start\n- [TERHOIA6](course) start\n- [Development, Education and Lifecourse](coursename) start\n- [KASA7](course) start\n- [Syventävä projekti, keväällä 2018 alkanut](coursename) start\n- [KATLAS12](course) start\n- [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](coursename) start\n- [LFCS02](course) start\n- [Orientoivat opinnot ja HOPS](coursename) start\n- [KASLOE6.1](course) start\n- [Tilinpäätös- ja verosuunnittelu](coursename) start\n- [ENGP4](course) start\n- [Saamelaisen kirjallisuuden intensiivikurssi](coursename) start\n- [YKYYKEKE0](course) start\n- [Kasvatushistoria - kirjatentti (slk ja klk)](coursename) start\n- [TERY3](course) start\n- [Erikoiskurssi](coursename) start\n- [ITIY003](course) start\n- [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](coursename) start\n- [KASA6](course) start date\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.5.2019](coursename) start date\n- [KATLAS20](course) start date\n- [Methodology of Social and Comparative Research](coursename) start date\n- [ITIS22](course) start date\n- [Syventävä projekti, syksyllä 2018 alkava](coursename) start date\n- [ITIA9](course) start date\n- [Development, Education and Lifecourse](coursename) start date\n- [KKES3](course) start date\n- [Venäjän kielen rakenne - Morfologia](coursename) start date\n- [POLKVS99](course) start date\n- [Moniammatilliset oppimisyhteisöt - Seminaari](coursename) start date\n- [TIEP1](course) start date\n- [Genetiikka](coursename) start date\n- [MEDU06](course) start date\n- [Oikeudellisen tutkimuksen perusteet](coursename) start date\n- [KKRUKTK](course) start date\n- [Kiina II](coursename) start date\n- [KATJOS13](course) start date\n- [Communication Skills in English - Speaking Practice](coursename) start date\n- [TERKANP5](course) start date\n- [Kandidaattiseminaari (Vahtikari)](coursename) start date\n- [YKT6.4.3](course) start date\n- [Study skills and personal study planning - Basics of Information Literacy](coursename) start date\n- [KIRA1](course) start date\n- [Media Landscape in Russia: Regional Perspective](coursename) start date\n- [ENGS13](course) start date\n- [Genes and Genomes](coursename) start date\n- [BTK1061](course) start date\n- [Visuaalisen journalismin perusteet, luennot](coursename) start date\n- [KKRUYHT](course) start date\n- [Opetus, ohjaus, oppiminen, monimuoto-opetus](coursename) start date\n- [JOUJOVTS](course) start date\n- [Monikielinen käännöstyöpaja](coursename) start date\n- [MTTA2](course) start date\n- [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (ryhmät)](coursename) start date\n- [VENP3/VENK1](course) start date\n- [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](coursename) start date\n- [KKRUYHT](course) start date\n- [Introduction to Criminal Justice](coursename) start date\n- [POLKVA21](course) start date\n- [Ydinaseet ja kansainvälinen politiikka](coursename) start date\n- [KASVAR11](course) start date\n- [Ranska III](coursename) start date\n- [SUOA8](course) start date\n- [Valinnainen jakso: Tiedeviestinnän projekti](coursename) start date\n- [SOS10.6](course) start date\n- [Analyysi B](coursename) start date\n- [KASLOM5](course) start date\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](coursename) start date\n- [SUOT1](course) start date\n- [Julkiset hankinnat](coursename) start date\n- [TERHOI2](course) start date\n- [Uuden ajan alun ryhmä](coursename) start date\n- [HTIS84](course) start date\n- [Monikulttuurisuus ja koulutuspolitiikka - Seminaari](coursename) start date\n- [KATJOA12](course) start date\n- [Lausekielinen ohjelmointi II](coursename) start date\n- [JOVA7/JMMETUS](course) start date\n- [Organisaatiokäyttäytyminen](coursename) start date\n- [KKES1](course) starting date\n- [Governing Hybrid Organizations](coursename) starting date\n- [TIETS35](course) starting date\n- [Critical theory and social ontology](coursename) starting date\n- [SAKD5](course) starting date\n- [The Coeliac Disease Journal Club](coursename) starting date\n- [LOGA2](course) starting date\n- [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename) starting date\n- [KASLOM1](course) starting date\n- [Kansainvälinen yhteisö (kirjatentti/essee)](coursename) starting date\n- [MTTMY1](course) starting date\n- [SOS6.2.3 Työelämän vuorovaikutus](coursename) starting date\n- [KASMULTI2B](course) starting date\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename) starting date\n- [POLKVS10](course) starting date\n- [Research seminar for postgraduate studies](coursename) starting date\n- [BTK4311](course) starting date\n- [Principles of Usability, User Experience and User Interfaces](coursename) starting date\n- [KKSUHUK1](course) starting date\n- [Shakespeare: Past and Present](coursename) starting date\n- [TERHOJ2](course) starting date\n- [Theatre, Society, and Politics 1660-1760](coursename) starting date\n- [KASSM2](course) starting date\n- [Perusharjoittelu A - Ohjattu opetusharjoittelu](coursename) starting date\n- [SAKA7](course) starting date\n- [Kielioppi- ja sanastoharjoitukset / Grammatik und Wortschatzübungen](coursename) starting date\n- [KKVE2](course) starting date\n- [Sosiaalityön toimintaympäristöt (kirjatentti)](coursename) starting date\n- [BTK3125](course) starting date\n- [Käännös suomi-espanja II/Traducción finés-español II](coursename) starting date\n- [SOS1](course) starting date\n- [Yrityksen taloustieteellisen tutkimuksen perusteet](coursename) starting date\n- [KIRP4](course) starting date\n- [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](coursename) starting date\n- [MOLI](course) starting date\n- [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) kevät 2019](coursename) starting date\n- [PSYS17](course) starting date\n- [Venäjän kielen rakenne - Syntaksi](coursename) starting date\n- [KATYVS21](course) starting date\n- [Tiedonhankinnan perusteet](coursename) starting date\n- [JOVVAL](course) starting date\n- [Sukukieli: norska](coursename) starting date\n- [KATYVA32](course) starting date\n- [The Cancer Biology Journal Club](coursename) starting date\n- [POLVOS40](course) starting date\n- [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](coursename) starting date\n- [POHP2](course) starting date\n- [Kirjallisuuden opettaminen](coursename) starting date\n- [FILAPRO](course) starting date\n- [Kansainvälisen politiikan menetelmäseminaari](coursename) starting date\n- [YKT06.2](course) starting date\n- [Kandidaatintutkielma - Seminaari ja tutkielma](coursename) starting date\n- [RANP6](course) starting date\n- [Musiikki - Musisointi koskettimilla - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) starting date\n- [JKKYTU01](course) starting date\n- [Tutkimustyön perusteet (syksy)](coursename) starting date\n- [KKENYHT](course) starting date\n- [Kandidaattiseminaari ja -tutkielma (hallintotiede), syksy](coursename) starting date\n- [KATSTA12](course) starting date\n- [Kielioppi I (venäjänkieliset opiskelijat)](coursename) starting date\n- [ENGA1](course) begins\n- [Structure of English I - Phonology and Pronunciation I](coursename) begins\n- [SOS6.3.3](course) begins\n- [Johtajuuden nykysuuntia](coursename) begins\n- [ITIA11](course) begins\n- [Sociolinguistics](coursename) begins\n- [SOSM5.1](course) begins\n- [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](coursename) begins\n- [COSOPC1](course) begins\n- [Tutkimusseminaari ja pro gradu -tutkielma](coursename) begins\n- [JKKYTVA13](course) begins\n- [Sosiaalioikeus](coursename) begins\n- [KATMAA99](course) begins\n- [Yritysjuridiikan ajankohtaiset teemat](coursename) begins\n- [KASA11](course) begins\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.5.2019](coursename) begins\n- [TAYJ035](course) begins\n- [Kansainvälisen politiikan erikoistuvat menetelmäopinnot](coursename) begins\n- [HALYAS14](course) begins\n- [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](coursename) begins\n- [HALJTA99](course) begins\n- [Sosiologia](coursename) begins\n- [JKKYVAP](course) begins\n- [KEB-62100 Orgaaninen kemia](coursename) begins\n- [POLVOA31/32/S26](course) begins\n- [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](coursename) begins\n- [KATTAS40](course) begins\n- [Responsible Business and Social Accounting (Lectures)](coursename) begins\n- [HISS2](course) begins\n- [Semantiikka ja pragmatiikka / Sémantique et pragmatique](coursename) begins\n- [JKKYVP11](course) begins\n- [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi (avoin yo)](coursename) begins\n- [KASA6](course) begins\n- [Behavioraalinen ja psykologinen taloustiede](coursename) begins\n- [ITIA5](course) begins\n- [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename) begins\n- [HISA4](course) begins\n- [Research on Public Management and Organizations](coursename) begins\n- [KATTAA40](course) begins\n- [Medioitu vuorovaikutus](coursename) begins\n- [ENGA11](course) begins\n- [Usability Evaluation Methods](coursename) begins\n- [POLKVS31](course) begins\n- [Finnish Survival Course](coursename) begins\n- [KKENYHT](course) begins\n- [Yhteiskuntatutkimuksen tutkinto-ohjelman esittely](coursename) begins\n- [TIEP3](course) begins\n- [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) begins\n- [HALHAS15](course) begins\n- [Scientific Writing - Module B - Thesis Writing (online)](coursename) begins\n- [TECHS2](course) begins\n- [Terveyden edistämisen perusteet (hoitotieteen opiskelijoille), kirjatentti, Seinäjoki](coursename) begins\n- [KASLOE7.2](course) begins\n- [Kieli ja kielentäminen -2. vsk (luennot)](coursename) begins\n- [STYP2](course) begins\n- [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](coursename) begins\n- [DPEDUC.3](course) begins\n- [Tieteellinen kirjoittaminen](coursename) begins\n- [FILAPRO](course) begins\n- [Yksilö, yhteiskunta ja kulttuuri - Historia, yhteiskuntaoppi ja katsomusopetus - 2. vsk (luennot)](coursename) begins\n- Tell me the start date of [MVKS54](course)\n- Tell me the start date of [Kirjallinen ja suullinen viestintä II: suullinen viestintä](coursename)\n- Tell me the start date of [KASA13](course)\n- Tell me the start date of [Vapaaehtoistyö / Voluntary Work](coursename)\n- Tell me the start date of [TRSU02](course)\n- Tell me the start date of [Yhteiskunnallinen muutos](coursename)\n- Tell me the start date of [POLKVA23](course)\n- Tell me the start date of [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- Tell me the start date of [LOGA4](course)\n- Tell me the start date of [EU External Relations: Security, Economy and Values (book exam/essay)](coursename)\n- Tell me the start date of [SOS4.4](course)\n- Tell me the start date of [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename)\n- Tell me the start date of [KKRULL](course)\n- Tell me the start date of [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](coursename)\n- Tell me the start date of [HALKAA16](course)\n- Tell me the start date of [EU Financial Management](coursename)\n- Tell me the start date of [TERHOIA4](course)\n- Tell me the start date of [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename)\n- Tell me the start date of [POLKVS32](course)\n- Tell me the start date of [Perusharjoittelu A - Ohjattu opetusharjoittelu](coursename)\n- Tell me the start date of [KASVAR2](course)\n- Tell me the start date of [Espanjan historia ja kirjallisuus - Historia y literatura de España](coursename)\n- Tell me the start date of [POLKVA11](course)\n- Tell me the start date of [Re-Thinking Value Creation](coursename)\n- Tell me the start date of [POLKVS31](course)\n- Tell me the start date of [Valinnainen jakso: TV-makasiinikurssi (kevään ryhmä)](coursename)\n- Tell me the start date of [HALYAA14](course)\n- Tell me the start date of [Luentateatteri](coursename)\n- Tell me the start date of [DPII1](course)\n- Tell me the start date of [Johdatus www-tekniikoihin](coursename)\n- Tell me the start date of [BTK2025](course)\n- Tell me the start date of [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- Tell me the start date of [KKES4](course)\n- Tell me the start date of [SOTEPO - Tohtorikoulutusseminaari (Sos.- ja terv.pol., tervh.tutk., terv.huollon joht.)](coursename)\n- Tell me the start date of [HALJUA19](course)\n- Tell me the start date of [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](coursename)\n- Tell me the start date of [KATMAA99](course)\n- Tell me the start date of [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](coursename)\n- Tell me the start date of [JOVA13](course)\n- Tell me the start date of [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](coursename)\n- Tell me the start date of [PSYS7](course)\n- Tell me the start date of [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](coursename)\n- Tell me the start date of [POHA3](course)\n- Tell me the start date of [Old and New Classics of Political Theory (book exam/essay)](coursename)\n- Tell me the start date of [POLKVS31](course)\n- Tell me the start date of [Johdanto riskienhallintaan ja vakuuttamiseen](coursename)\n- Tell me the start date of [FILS1](course)\n- Tell me the start date of [Tekstilingvistiikka / Textlinguistik](coursename)\n- Tell me the start date of [KATTAA37](course)\n- Tell me the start date of [Feministinen tietäminen](coursename)\n- Tell me the start date of [NORDIG4](course)\n- Tell me the start date of [Experimental Research in Human-Technology Interaction](coursename)\n- Tell me the start date of [KASLOE7.2](course)\n- Tell me the start date of [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](coursename)\n- Tell me the start date of [KASA12](course)\n- Tell me the start date of [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmät 1-3)](coursename)\n- Tell me the start date of [ITIP4](course)\n- Tell me the start date of [Orientoivat opinnot, HOPS](coursename)\n- Tell me the start date of [MVKS30](course)\n- Tell me the start date of [Mathematics and statistics for bioinformatics](coursename)\n- What day will [TEE6](course) start\n- What day will [Missä mennään Mead? -seminaari](coursename) start\n- What day will [KKIN3](course) start\n- What day will [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](coursename) start\n- What day will [SAKA7](course) start\n- What day will [Media and the Arctic](coursename) start\n- What day will [KKSUPRO](course) start\n- What day will [Liike-elämän ruotsia I](coursename) start\n- What day will [ENGP1](course) start\n- What day will [Sosiaalityön peruskurssi (verkkokurssi)](coursename) start\n- What day will [ENGA1](course) start\n- What day will [Ranska eilen, tänään ja huomenna](coursename) start\n- What day will [KATYVP11](course) start\n- What day will [Verkkopalvelujen informaatioarkkitehtuuri](coursename) start\n- What day will [LATAP3](course) start\n- What day will [Tekstilingvistiikka / Textlinguistik](coursename) start\n- What day will [HALJTS01](course) start\n- What day will [Korkeakoulujen rahoitus ja talous - Harjoitustyö](coursename) start\n- What day will [KKENYHT](course) start\n- What day will [Basics of Marketing and Sales -](coursename) start\n- What day will [TAYJ13](course) start\n- What day will [Feministiset politiikat ja asiantuntijuus](coursename) start\n- What day will [KASLOE6.3](course) start\n- What day will [Aineenvaihdunta](coursename) start\n- What day will [POLKVA31](course) start\n- What day will [Moniammatillinen -klinikkaopetus](coursename) start\n- What day will [KATLITO3](course) start\n- What day will [Kansainvälisen politiikan johdantokurssi (kirjatentti)](coursename) start\n- What day will [LTLY16](course) start\n- What day will [Suomen kielen rakenne S2-näkökulmasta](coursename) start\n- What day will [DPHSS201](course) start\n- What day will [Communication écrite/Kirjallinen viestintä](coursename) start\n- What day will [PGHES03](course) start\n- What day will [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](coursename) start\n- What day will [HALYHT](course) start\n- What day will [Ympäristöpolitiikan vaikutuskeinot](coursename) start\n- What day will [KASA12](course) start\n- What day will [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename) start\n- What day will [PSYP1](course) start\n- What day will [Itsenäinen projekti: Opintopassi](coursename) start\n- What day will [HALYAS12](course) start\n- What day will [Media maailmassa - verkkokurssi](coursename) start\n- What day will [KASMULTI2A](course) start\n- What day will [Euroopan integraation tutkimus (kirjatentti/essee)](coursename) start\n- What day will [HALHAA13](course) start\n- What day will [Yhteiskunnalliset kiistat ja niiden hallinta](coursename) start\n- What day will [STYA5](course) start\n- What day will [Variety in Present-day English](coursename) start\n- What day will [TERHOI4](course) start\n- What day will [Statistical Inference 1](coursename) start\n- What day will [HTIS86](course) start\n- What day will [Making sense of globalization - Theorizing beyond the nation-state - seminar](coursename) start\n- What day will [MTTTP1](course) start\n- What day will [Työn taloustiede](coursename) start\n- What day will [JOVA15](course) start\n- What day will [Venäjä I](coursename) start\n- What day will [KASSM1](course) start\n- What day will [Aktuelle Texte aus Presse und Studium](coursename) start\n- What day will [JOVA1](course) start\n- What day will [Tilastotieteen perusteet](coursename) start\n- When do I have [KASSM2](course)\n- When do I have [Introduction to Academic English (Open University Course)](coursename)\n- When do I have [BIO2350](course)\n- When do I have [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- When do I have [SOSM4](course)\n- When do I have [Espanja II](coursename)\n- When do I have [KKRUHY](course)\n- When do I have [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](coursename)\n- When do I have [KASP1](course)\n- When do I have [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- When do I have [PSYS7](course)\n- When do I have [Regression analysis](coursename)\n- When do I have [KATVAA11](course)\n- When do I have [Writing for Research (online course)](coursename)\n- When do I have [SAKA8](course)\n- When do I have [Statistical Analysis with Missing Data (advanced)](coursename)\n- When do I have [KATLITO5](course)\n- When do I have [Lapset ympäristönsä tutkijoina - Ympäristökasvatus](coursename)\n- When do I have [KATLAA99](course)\n- When do I have [Courses in Computer Science in TUT](coursename)\n- When do I have [KASA7](course)\n- When do I have [Workshop in Film Education](coursename)\n- When do I have [MOLI](course)\n- When do I have [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](coursename)\n- When do I have [JKKYTVA12](course)\n- When do I have [Opetussuunnitelmateoria, kirjatentti, Seinäjoki](coursename)\n- When do I have [KATPAL11](course)\n- When do I have [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- When do I have [KKRAVAL1](course)\n- When do I have [Preparatory Course in Communicative Skills](coursename)\n- When do I have [JOVTS5](course)\n- When do I have [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename)\n- When do I have [KIRA3G](course)\n- When do I have [Kuva- ja mediakulttuurit - Mediakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely)](coursename)\n- When do I have [SOSM5.1](course)\n- When do I have [Nuorisotyö ja nuorten elämänkulku](coursename)\n- When do I have [KASA12](course)\n- When do I have [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](coursename)\n- When do I have [HALKOS23](course)\n- When do I have [Johdatus hoitotieteelliseen tutkimukseen](coursename)\n- When do I have [JKKYINA15](course)\n- When do I have [Sote ja sosiaalipolitiikka](coursename)\n- When do I have [POLVOA21](course)\n- When do I have [Hallinto-oikeuden harjoituskurssi](coursename)\n- When do I have [KASP1-2, KASP5](course)\n- When do I have [Kasvatushistoria - kirjatentti (slk ja klk)](coursename)\n- When do I have [KASP1](course)\n- When do I have [Kirjallinen viestintä II / Schriftliche Kommunikation II](coursename)\n- When do I have [KATSTA12](course)\n- When do I have [Geometria](coursename)\n- When do I have [LUOYY004](course)\n- When do I have [Legal English](coursename)\n- When do I have [STYS2A](course)\n- When do I have [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](coursename)\n- When do I have [KATYVA23](course)\n- When do I have [Johdatus yhteiskuntafilosofiaan](coursename)\n- When do I have [MVKS04](course)\n- When do I have [Ekonometria](coursename)\n- When do I have [MTTMA11](course)\n- When do I have [Vuorovaikutussuhteiden konsultointi](coursename)\n- When do we have [POLVOA42](course)\n- When do we have [Kirjoitusviestintä / COMS](coursename)\n- When do we have [BIO4460](course)\n- When do we have [Sanaston tuntemus/Ordkunskap](coursename)\n- When do we have [HISA2](course)\n- When do we have [Johdatus etiikkaan](coursename)\n- When do we have [TIEY2](course)\n- When do we have [Johdatus kirjallisuuden poetiikkaan](coursename)\n- When do we have [TERTIETO5](course)\n- When do we have [Environment and Well-Being](coursename)\n- When do we have [KKENKTMO](course)\n- When do we have [Transcultural perspectives in developing media education](coursename)\n- When do we have [SOS6.1.1](course)\n- When do we have [Asiakirjatiedon organisointi- ja kuvailumenetelmät](coursename)\n- When do we have [KATJOA12](course)\n- When do we have [Luova kaupunkikehittäminen](coursename)\n- When do we have [KASA10](course)\n- When do we have [Kirjallisuudentutkijan työkalupakki tieteellisiin kertomuksiin](coursename)\n- When do we have [JOVA13](course)\n- When do we have [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](coursename)\n- When do we have [VENA12](course)\n- When do we have [Perehdyttäminen tietotekniikan alkeisiin](coursename)\n- When do we have [KASMULTI3](course)\n- When do we have [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (1. periodi)](coursename)\n- When do we have [POLVOA31](course)\n- When do we have [Lasten puheen ja kielen häiriöt - A1a Lasten puheen ja kielen häiriöt](coursename)\n- When do we have [BTK2045](course)\n- When do we have [Liikuntatuutorina toimiminen / Sports Tutoring](coursename)\n- When do we have [SUKKP4](course)\n- When do we have [Tuloksellisuuden arvioinnin teoria](coursename)\n- When do we have [JKKYJOTE1](course)\n- When do we have [Ikääntyminen, kieli ja vuorovaikutus](coursename)\n- When do we have [KKSUOPE](course)\n- When do we have [Human-Technology Interaction Project Work](coursename)\n- When do we have [LUOYA200](course)\n- When do we have [Kansainvälinen verotus](coursename)\n- When do we have [MOLI](course)\n- When do we have [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi (keväällä 2018 opintokokonaisuuden aloittaneille)](coursename)\n- When do we have [KASVAR1](course)\n- When do we have [Opetus, ohjaus, oppiminen - Luennot (1 op) EDUn opiskelijoille TAI luennot (1 op) ja kirjatentti (4 op) opintojakson valinnaisena suorittaville](coursename)\n- When do we have [JOVTETUS3](course)\n- When do we have [Monikielisyys ja -kulttuurisuus](coursename)\n- When do we have [KATMAP11](course)\n- When do we have [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](coursename)\n- When do we have [POHS3](course)\n- When do we have [Literature and Change after 1900 (British Literature)](coursename)\n- When do we have [KKRUYHT](course)\n- When do we have [Radio Project](coursename)\n- When do we have [KATYVA12](course)\n- When do we have [Kick-start to Biomedical Technology](coursename)\n- When do we have [NORDIG3](course)\n- When do we have [Riskienhallinta](coursename)\n- When do we have [COSOPOM2](course)\n- When do we have [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- When do we have [KASLOM11](course)\n- When do we have [Tiede ja teknologia yhteiskunnassa](coursename)\n- When do we have [BTK0030](course)\n- When do we have [Tieteellinen kirjoittaminen (SOC)](coursename)\n- When do we have [FONEP2](course)\n- When do we have [Specialised International Relations Research Methods (book exam/essay)](coursename)\n- The start date of [LOGA4](course)\n- The start date of [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename)\n- The start date of [KASP5](course)\n- The start date of [Venäjä III](coursename)\n- The start date of [BTK2045](course)\n- The start date of [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- The start date of [POLKVA43](course)\n- The start date of [Asiantuntijuus ja tietopalvelujen kehittäminen](coursename)\n- The start date of [KATVAA13](course)\n- The start date of [Vähittäiskaupan konseptit](coursename)\n- The start date of [DPCMTJT3](course)\n- The start date of [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](coursename)\n- The start date of [KASA12](course)\n- The start date of [Understanding Legal Regulation of Business](coursename)\n- The start date of [HTIY005](course)\n- The start date of [Academic Writing](coursename)\n- The start date of [LTLY16](course)\n- The start date of [Orientaatio tutkielman tekemiseen -](coursename)\n- The start date of [RANS4](course)\n- The start date of [Orientation](coursename)\n- The start date of [DPEDUC.3](course)\n- The start date of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 13.-14.12.2017](coursename)\n- The start date of [JOVTS2](course)\n- The start date of [Työhyvinvoinnin johtaminen](coursename)\n- The start date of [JOVA20](course)\n- The start date of [Ainedidaktinen tutkimus ja tutkiva opettajuus](coursename)\n- The start date of [BTK4410](course)\n- The start date of [European, Eurasian and Global Energy Policy (book exam/essay)](coursename)\n- The start date of [KASLOH3](course)\n- The start date of [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- The start date of [PCP11](course)\n- The start date of [Social Constructionism](coursename)\n- The start date of [SOSM5.1](course)\n- The start date of [African and Black Diaspora Studies Research Seminar](coursename)\n- The start date of [POLVOS22](course)\n- The start date of [Marketing Communications](coursename)\n- The start date of [KASELOHA](course)\n- The start date of [Scottish Literature](coursename)\n- The start date of [BTK2045](course)\n- The start date of [Antropologian osa-alueet](coursename)\n- The start date of [HALYAS11](course)\n- The start date of [Hoitotiede tieteenä, Seinäjoki](coursename)\n- The start date of [KASSO8](course)\n- The start date of [Tieteellisen tiedonhankinnan perusteet (venäjä) -](coursename)\n- The start date of [TERKAN5](course)\n- The start date of [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename)\n- The start date of [KASA12](course)\n- The start date of [Johtaminen ja organisaatiot I (kirjallisuus)](coursename)\n- The start date of [KKSUSOTE](course)\n- The start date of [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](coursename)\n- The start date of [KATLITO4](course)\n- The start date of [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](coursename)\n- The start date of [KKENVAL8](course)\n- The start date of [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](coursename)\n- The start date of [KATTAS11](course)\n- The start date of [Markkinoinnin teoria](coursename)\n- The start date of [KASVART3](course)\n- The start date of [Epidemiology Journal Club](coursename)\n- The start date of [HALVALS10](course)\n- The start date of [Special Issues in Design Research](coursename)\n- Start date for [DPHSO101](course)\n- Start date for [Sanaston tuntemus/Ordkunskap](coursename)\n- Start date for [KKRUKTMO](course)\n- Start date for [Geometria](coursename)\n- Start date for [KASPUHA4](course)\n- Start date for [Kliinisen neuropsykologian perusteet](coursename)\n- Start date for [YKYYHT1](course)\n- Start date for [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](coursename)\n- Start date for [KKKI1](course)\n- Start date for [Tilastomenetelmien perusteet](coursename)\n- Start date for [KIRA2](course)\n- Start date for [Johdatus tilastotieteeseen](coursename)\n- Start date for [POLVOA41/S28](course)\n- Start date for [Peace Research Design](coursename)\n- Start date for [POLVOA32/S27](course)\n- Start date for [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](coursename)\n- Start date for [JOVAT2](course)\n- Start date for [Tilastollisen päättelyn perusteet, iltaryhmä](coursename)\n- Start date for [KKSUPRO](course)\n- Start date for [Curriculum Studies - Lectures](coursename)\n- Start date for [NORDIG1](course)\n- Start date for [European, Eurasian and Global Energy Policy (book exam/essay)](coursename)\n- Start date for [POHA2](course)\n- Start date for [Ekoterveys, luonto ja ihminen](coursename)\n- Start date for [KASA11](course)\n- Start date for [Ääntämisharjoituksia](coursename)\n- Start date for [POLVOS21](course)\n- Start date for [Kandidaatintutkielma ja seminaari, kevät 2019](coursename)\n- Start date for [FILA9](course)\n- Start date for [Finnish Elementary Course 2](coursename)\n- Start date for [DPHSS205](course)\n- Start date for [Johdatus viestintään ja mediaan](coursename)\n- Start date for [HALKAP01](course)\n- Start date for [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](coursename)\n- Start date for [KATYVP11](course)\n- Start date for [Latinan kielen alkeiskurssi](coursename)\n- Start date for [ITIP4](course)\n- Start date for [Multi-level Modelling (MLM) - Concepts and Practice -](coursename)\n- Start date for [TIEP1](course)\n- Start date for [Strategic Management Accounting and Control](coursename)\n- Start date for [STYA5](course)\n- Start date for [Human Rights and International Society (book exam/essay)](coursename)\n- Start date for [GTS8](course)\n- Start date for [Tutkimusetiikka](coursename)\n- Start date for [KATTAA40](course)\n- Start date for [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](coursename)\n- Start date for [JOVA18](course)\n- Start date for [Teaching, Pedagogical Facilitating, Learning](coursename)\n- Start date for [POLVOA31/S26/27](course)\n- Start date for [Usean muuttujan differentiaalilaskenta](coursename)\n- Start date for [JOVA3](course)\n- Start date for [Geometria - Geometria](coursename)\n- Start date for [JOVPVS13](course)\n- Start date for [Tilastotieteen johdantokurssi, syksy](coursename)\n- Start date for [PSYS16](course)\n- Start date for [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename)\n- Start date for [ENGA9](course)\n- Start date for [Identity Conflicts in the Arab Worlds](coursename)\n- Start date for [ENGS13](course)\n- Start date for [KEB-61430 Laaja kemia 3](coursename)\n- Start of [SUOP4](course)\n- Start of [Terveys, arki ja toimijuus](coursename)\n- Start of [TIEP3](course)\n- Start of [Media, Race and Society](coursename)\n- Start of [KIRA4E](course)\n- Start of [Sociolinguistics](coursename)\n- Start of [JOVA11](course)\n- Start of [Transcultural perspectives in developing media education](coursename)\n- Start of [KKVEPRE1](course)\n- Start of [Viestintää tukevat keinot asiakas-työntekijä-suhteessa](coursename)\n- Start of [KKENYHT](course)\n- Start of [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](coursename)\n- Start of [HTIS59](course)\n- Start of [Taloustieteen matematiikan jatkokurssi](coursename)\n- Start of [TIEP1](course)\n- Start of [Tiimi toimii - puheviestinnän syventävä kurssi (3. periodi)](coursename)\n- Start of [FILA3](course)\n- Start of [Lapset ja lastensuojelu](coursename)\n- Start of [HIST02](course)\n- Start of [SGN-41007 Pattern Recognition and Machine Learning](coursename)\n- Start of [SOS6.5.1](course)\n- Start of [Orientaatio psykologiaan](coursename)\n- Start of [KATTAA12A](course)\n- Start of [Orientoivat opinnot - Alkuorientaatio](coursename)\n- Start of [KASP4](course)\n- Start of [Missä mennään Mead? -seminaari](coursename)\n- Start of [KATVRS41](course)\n- Start of [World society: National policies, global governance and transnational sociology](coursename)\n- Start of [DPII1](course)\n- Start of [Asiantuntijuus ja tietopalvelujen kehittäminen](coursename)\n- Start of [TAYJ11](course)\n- Start of [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename)\n- Start of [KKKI3](course)\n- Start of [Pedagoginen harjoittelu / Varhaiskasvatus](coursename)\n- Start of [KASS4](course)\n- Start of [Menetelmäopinnot / Kielentutkimuksen metodit](coursename)\n- Start of [LUOYY026](course)\n- Start of [Harjoittelu ja työelämävalmiudet](coursename)\n- Start of [HALKAA17](course)\n- Start of [Visuaalisen journalismin perusteet, luennot](coursename)\n- Start of [HALKAS12](course)\n- Start of [Venäjän kielen rakenne - Morfologia](coursename)\n- Start of [ENGP1](course)\n- Start of [Tieteellinen kirjoittaminen](coursename)\n- Start of [PEACE046](course)\n- Start of [Intercultural Communication](coursename)\n- Start of [KASSM1](course)\n- Start of [Journal club](coursename)\n- Start of [POLKVA33](course)\n- Start of [Sosiaalityön peruskurssi (kirjatentti)](coursename)\n- Start of [VENS4](course)\n- Start of [Ranskan yhteiskunta I / Société française I](coursename)\n- Start of [TIETS41](course)\n- Start of [Orientation - General Orientation Course for International Students](coursename)\n- Start of [DPIT2](course)\n- Start of [Kirjallinen viestintä I - Kirjallinen tuottaminen](coursename)\n- Start of [POLKVA33](course)\n- Start of [Kieli käyttöön/Språket i bruk](coursename)\n- Start of [KATLITO8](course)\n- Start of [Academic Writing](coursename)\n- I want to know when [TAYJ025](course) starts\n- I want to know when [Practices of Strategic Leadership](coursename) starts\n- I want to know when [KASP3](course) starts\n- I want to know when [Kielitieto ja -taito - Käännös-, rakenne- ja sanastoharjoitukset II Sprachwissen und Sprachfertigkeiten: Kontrastive Text- und Wortschatzübungen](coursename) starts\n- I want to know when [KASA13](course) starts\n- I want to know when [Simultaanitulkkaus I saksa-suomi-saksa](coursename) starts\n- I want to know when [NAM-VI](course) starts\n- I want to know when [Visiting Lectures - Lectures](coursename) starts\n- I want to know when [SOS6.4.4](course) starts\n- I want to know when [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](coursename) starts\n- I want to know when [TERY4](course) starts\n- I want to know when [Feministinen tietäminen](coursename) starts\n- I want to know when [HALKAS13](course) starts\n- I want to know when [Julkisen talousjohtamisen vaihtuvasisältöinen opintojakso](coursename) starts\n- I want to know when [ITIA5](course) starts\n- I want to know when [Tiedonhankintataidot (hoitotiede), Seinäjoki](coursename) starts\n- I want to know when [SUOV3](course) starts\n- I want to know when [Graduseminaari, alkava (Kaarninen)](coursename) starts\n- I want to know when [PSYS4](course) starts\n- I want to know when [Saksankielinen kaunokirjallisuus valistusajasta toiseen maailmansotaan / Deutschsprachige Literatur von der Aufklärung bis zum Zweiten Weltkrieg](coursename) starts\n- I want to know when [KATVRA15](course) starts\n- I want to know when [Introduction to Statistics](coursename) starts\n- I want to know when [TIETA18](course) starts\n- I want to know when [Lääketieteellisen tutkimuksen etiikka](coursename) starts\n- I want to know when [ENGA4](course) starts\n- I want to know when [Liiketoimintamallit](coursename) starts\n- I want to know when [HTIS80](course) starts\n- I want to know when [Visuality, security and peace: Introduction into visual peace research and visual security studies](coursename) starts\n- I want to know when [LTLY16](course) starts\n- I want to know when [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](coursename) starts\n- I want to know when [POLKVA23](course) starts\n- I want to know when [Kontrastiivisen fonetiikan perusteet -](coursename) starts\n- I want to know when [KIRP5](course) starts\n- I want to know when [Vapaaehtoistyö / Voluntary Work](coursename) starts\n- I want to know when [LFCS04](course) starts\n- I want to know when [Terveyden edistämisen perusteet (hoitotieteen opiskelijoille), kirjatentti, Seinäjoki](coursename) starts\n- I want to know when [KKSUOPE](course) starts\n- I want to know when [Human Rights Law](coursename) starts\n- I want to know when [KASLOH1](course) starts\n- I want to know when [Tieteellinen kirjoittaminen (SOC)](coursename) starts\n- I want to know when [TERTIETO5](course) starts\n- I want to know when [Opetus, ohjaus, oppiminen, monimuoto-opeus](coursename) starts\n- I want to know when [KKIN5](course) starts\n- I want to know when [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus - 1. vsk](coursename) starts\n- I want to know when [PSYS10](course) starts\n- I want to know when [Finnish Advanced Course 1 (taught in Finnish)](coursename) starts\n- I want to know when [SOSM2](course) starts\n- I want to know when [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy](coursename) starts\n- I want to know when [KATJOA12](course) starts\n- I want to know when [Kandidaattiseminaari (Mustakallio)](coursename) starts\n- I want to know when [TIETA6](course) starts\n- I want to know when [Personal Study Planning](coursename) starts\n- I want to know when [KASSM2](course) starts\n- I want to know when [Media and the Arctic (POMLFCS3)](coursename) starts\n- I want to know when [KKENKTM](course) starts\n- I want to know when [Usability Evaluation Methods](coursename) starts\n- I want to know when [ITIS31](course) starts\n- I want to know when [Johdatus kulttuurisosiologiaan](coursename) starts\n- I want to know when [KASVAR11](course) starts\n- I want to know when [Tilastotieteen johdantokurssi, syksy](coursename) starts\n- I want to know when will [KASVAR9](course) start\n- I want to know when will [Vakuutuslaitosten sijoitustoiminta](coursename) start\n- I want to know when will [TIETS18](course) start\n- I want to know when will [Lausekielinen ohjelmointi II](coursename) start\n- I want to know when will [RANA7](course) start\n- I want to know when will [Kielioppi I/Gramática española I](coursename) start\n- I want to know when will [LFCOR](course) start\n- I want to know when will [Introduction to Academic English (Open University Course)](coursename) start\n- I want to know when will [DPHSR404](course) start\n- I want to know when will [Kandidaattiseminaari (JATKAVA, Nevala)](coursename) start\n- I want to know when will [ENGS13/15-16](course) start\n- I want to know when will [Sosiaalityön historia ja tutkimus (kirjatentti)](coursename) start\n- I want to know when will [LOGA1](course) start\n- I want to know when will [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename) start\n- I want to know when will [POLVOA22](course) start\n- I want to know when will [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](coursename) start\n- I want to know when will [KASLOM6](course) start\n- I want to know when will [Valokuva historian tekijänä](coursename) start\n- I want to know when will [FILA9](course) start\n- I want to know when will [Knowledge Discovery](coursename) start\n- I want to know when will [POHA13](course) start\n- I want to know when will [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](coursename) start\n- I want to know when will [KASPUHS8](course) start\n- I want to know when will [Sanastotyö](coursename) start\n- I want to know when will [JOVA4](course) start\n- I want to know when will [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](coursename) start\n- I want to know when will [VENS8](course) start\n- I want to know when will [Nuorisotyö ja nuorisotutkimus (verkkokurssi)](coursename) start\n- I want to know when will [KKRUYHT](course) start\n- I want to know when will [Muutosjohtaminen sosiaalityössä - Sosnet verkkokurssi](coursename) start\n- I want to know when will [BTK5557](course) start\n- I want to know when will [Modernisoituva yhteiskunta](coursename) start\n- I want to know when will [COSOPOM3](course) start\n- I want to know when will [Feministisen ajattelun klassikot (verkkokurssi)](coursename) start\n- I want to know when will [VENA5](course) start\n- I want to know when will [Henkilöriskien vakuuttaminen](coursename) start\n- I want to know when will [LUOYA200](course) start\n- I want to know when will [Doctoral course on health policy](coursename) start\n- I want to know when will [ITIY3](course) start\n- I want to know when will [Dialogue: Constructive Talk at Work](coursename) start\n- I want to know when will [KKSUYP](course) start\n- I want to know when will [Tekstitaidot](coursename) start\n- I want to know when will [VENA6](course) start\n- I want to know when will [Kompleksianalyysi](coursename) start\n- I want to know when will [JOVTS5](course) start\n- I want to know when will [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename) start\n- I want to know when will [KKSUHY](course) start\n- I want to know when will [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, I-periodi](coursename) start\n- I want to know when will [KKENVAL9](course) start\n- I want to know when will [Tilintarkastus I](coursename) start\n- I want to know when will [KASS1](course) start\n- I want to know when will [Puheviestintä tieteenä](coursename) start\n- I want to know when will [PEACE046](course) start\n- I want to know when will [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](coursename) start\n- I want to know when will [POLKVA22](course) start\n- I want to know when will [Teknologiakasvatus - Käsityökasvatuksen pedagogiikka ja työsuojelu](coursename) start\n- I want to know when will [KASPUHA5](course) start\n- I want to know when will [Media- ja informaatiolukutaito](coursename) start\n- I want to know when will [PGHINT](course) start\n- I want to know when will [Laboroinnin perusteet](coursename) start\n- I want to know the start date of [VENA1](course)\n- I want to know the start date of [Data Structures](coursename)\n- I want to know the start date of [ITIS61](course)\n- I want to know the start date of [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](coursename)\n- I want to know the start date of [HALJUA61](course)\n- I want to know the start date of [Verkkojulkaisemisen perusteet - syksy 2018](coursename)\n- I want to know the start date of [KASVAR11](course)\n- I want to know the start date of [Internet ja vuorovaikutteinen media (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- I want to know the start date of [HALVAL1](course)\n- I want to know the start date of [Logiikka](coursename)\n- I want to know the start date of [POLVOS23](course)\n- I want to know the start date of [Fundamentals of Finance (Tampere Summer School)](coursename)\n- I want to know the start date of [LTLY210](course)\n- I want to know the start date of [Johdatus kääntäjän suomen opintoihin](coursename)\n- I want to know the start date of [TERA2](course)\n- I want to know the start date of [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](coursename)\n- I want to know the start date of [KATTAA12A](course)\n- I want to know the start date of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Etnografia](coursename)\n- I want to know the start date of [LUOYY020](course)\n- I want to know the start date of [Laadullinen tutkimus - menetelmät ja prosessi](coursename)\n- I want to know the start date of [POHA3](course)\n- I want to know the start date of [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](coursename)\n- I want to know the start date of [TRSU06](course)\n- I want to know the start date of [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename)\n- I want to know the start date of [LOGP2](course)\n- I want to know the start date of [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](coursename)\n- I want to know the start date of [KKVE3](course)\n- I want to know the start date of [Sustainable business practices (Independent study)](coursename)\n- I want to know the start date of [ENGS13](course)\n- I want to know the start date of [Kandidaatintutkielma, seminaari](coursename)\n- I want to know the start date of [HALKAP01](course)\n- I want to know the start date of [Tekstianalyysi / Textanalyse](coursename)\n- I want to know the start date of [KKSUPRO](course)\n- I want to know the start date of [Käännösteknologian harjoituskurssi](coursename)\n- I want to know the start date of [TIETA6](course)\n- I want to know the start date of [Kuvataiteen perusteet - 1.vsk](coursename)\n- I want to know the start date of [LATAP2](course)\n- I want to know the start date of [Soluviljely (2. vuosikurssin opiskelijoille)](coursename)\n- I want to know the start date of [LUOYY003](course)\n- I want to know the start date of [Johdatus hoitotieteeseen](coursename)\n- I want to know the start date of [SOS4.2](course)\n- I want to know the start date of [Opetus, ohjaus, oppiminen, verkko-opetus](coursename)\n- I want to know the start date of [TERKAN6](course)\n- I want to know the start date of [Satututkimuksen lukupiiri](coursename)\n- I want to know the start date of [DPHSF502](course)\n- I want to know the start date of [Laskentatoimen teoria ja IFRS I](coursename)\n- I want to know the start date of [TRSU05](course)\n- I want to know the start date of [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](coursename)\n- I want to know the start date of [PEACE045](course)\n- I want to know the start date of [Kommunikationstraining II](coursename)\n- I want to know the start date of [JKKYLECT](course)\n- I want to know the start date of [Euroopan unioni (kirjatentti/essee)](coursename)\n- I want to know the start date of [VENA10](course)\n- I want to know the start date of [Nuorisotyö ja nuorten elämänkulku](coursename)\n- I want to know the start date of [KASA2](course)\n- I want to know the start date of [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](coursename)\n- I want to know the start date of [SOS6.4.4](course)\n- I want to know the start date of [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (kansanterveystieteen opiskelijoille)](coursename)\n- I want to know the start date of [TAYJ032](course)\n- I want to know the start date of [Tietotekniikkataidot (syksy)](coursename)\n- I want to know when [KATVAS99](course) begin\n- I want to know when [Translating and Editing for Publication](coursename) begin\n- I want to know when [MVKS63](course) begin\n- I want to know when [Johdatus viestinnän tutkimukseen ja analyysiin - kirjatentti](coursename) begin\n- I want to know when [KASLOM7](course) begin\n- I want to know when [Organisaatioiden kehittäminen ja konsultointi](coursename) begin\n- I want to know when [LUOYY006](course) begin\n- I want to know when [Euroopan muotoutuminen](coursename) begin\n- I want to know when [POLKVS31](course) begin\n- I want to know when [Monikielinen käännöstyöpaja](coursename) begin\n- I want to know when [RUST1/RUST3](course) begin\n- I want to know when [Kliininen neuropsykologia II](coursename) begin\n- I want to know when [SOS6.3.1](course) begin\n- I want to know when [Tiede, tutkimus, kirjoittaminen (verkkokurssi)](coursename) begin\n- I want to know when [BIO2250](course) begin\n- I want to know when [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename) begin\n- I want to know when [TERVAL5](course) begin\n- I want to know when [Cell Technology](coursename) begin\n- I want to know when [JOVA3](course) begin\n- I want to know when [The Theory and Method of International Relations (theory) (book exam)](coursename) begin\n- I want to know when [KKENVAL9](course) begin\n- I want to know when [Kielioppiharjoitukset](coursename) begin\n- I want to know when [KATJOA19](course) begin\n- I want to know when [Feministisen ajattelun klassikot (verkkokurssi)](coursename) begin\n- I want to know when [KATYVA33](course) begin\n- I want to know when [Tutkimustyön perusteet - a) Tieteenfilosofia](coursename) begin\n- I want to know when [MTTTA1](course) begin\n- I want to know when [Pro gradu -seminaari 2018-2019 (vaihe I)](coursename) begin\n- I want to know when [SUOV3](course) begin\n- I want to know when [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) begin\n- I want to know when [KKSU5](course) begin\n- I want to know when [Pro gradu -seminaari ja -tutkielma (hallintotiede) - Seminaari](coursename) begin\n- I want to know when [KKLA1](course) begin\n- I want to know when [Kulutuksen ja ostokäyttäytymisen teoria](coursename) begin\n- I want to know when [KKSUYTK](course) begin\n- I want to know when [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) begin\n- I want to know when [KATJOS31](course) begin\n- I want to know when [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](coursename) begin\n- I want to know when [KKENVAL2](course) begin\n- I want to know when [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](coursename) begin\n- I want to know when [STYA5](course) begin\n- I want to know when [Cross-Institutional Studies in TUT](coursename) begin\n- I want to know when [ITIP4](course) begin\n- I want to know when [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](coursename) begin\n- I want to know when [VENP2](course) begin\n- I want to know when [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](coursename) begin\n- I want to know when [KASA7](course) begin\n- I want to know when [Media and Cultural Industries](coursename) begin\n- I want to know when [PSYP2](course) begin\n- I want to know when [[CANCELLED] Editing Project](coursename) begin\n- I want to know when [COSOPON4](course) begin\n- I want to know when [Neuropsykologinen kuntoutus](coursename) begin\n- I want to know when [KKSU4](course) begin\n- I want to know when [Specialized Optional Research Methodology: Action research](coursename) begin\n- I want to know when [KATYVA52](course) begin\n- I want to know when [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](coursename) begin\n- I want to know when [KASLOE2.2](course) begin\n- I want to know when [Terveydenhuollon koulutuspolitiikka](coursename) begin\n- I want to know when [POLVOS40](course) begin\n- I want to know when [Responsible Business and Social Accounting (Online course)](coursename) begin\n- Tell me the start date of [ITIY3](course)\n- Tell me the start date of [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](coursename)\n- Tell me the start date of [KKSUPRO](course)\n- Tell me the start date of [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](coursename)\n- Tell me the start date of [KKVE1](course)\n- Tell me the start date of [Managing e-commerce; Consumers and Community Perspective](coursename)\n- Tell me the start date of [TAYJ024](course)\n- Tell me the start date of [Tilastollisen tutkimuksen perusteet](coursename)\n- Tell me the start date of [KKSUHUK](course)\n- Tell me the start date of [Terveystieteiden laadulliset tutkimusmenetelmät](coursename)\n- Tell me the start date of [TERTIETO3](course)\n- Tell me the start date of [Vähittäiskaupan konseptit](coursename)\n- Tell me the start date of [JOVP3](course)\n- Tell me the start date of [Tutkimusseminaari ja pro gradu -tutkielma](coursename)\n- Tell me the start date of [KATSTA16](course)\n- Tell me the start date of [Mediakulttuurit / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Tell me the start date of [KKSAVAL0](course)\n- Tell me the start date of [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](coursename)\n- Tell me the start date of [KASLOE7.5](course)\n- Tell me the start date of [Research on Society and Organisations](coursename)\n- Tell me the start date of [MVKS42E](course)\n- Tell me the start date of [The Theory and Method of International Relations (theory) (book exam)](coursename)\n- Tell me the start date of [HALJUS11](course)\n- Tell me the start date of [Rahoitusoikeus](coursename)\n- Tell me the start date of [KKENVAL1](course)\n- Tell me the start date of [Orientoivat opinnot ja HOPS](coursename)\n- Tell me the start date of [KASSA4](course)\n- Tell me the start date of [Introduction to Public Administration Research, Reforms and Trends](coursename)\n- Tell me the start date of [KASVAR12](course)\n- Tell me the start date of [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](coursename)\n- Tell me the start date of [TERHOIA4](course)\n- Tell me the start date of [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](coursename)\n- Tell me the start date of [ENGP7](course)\n- Tell me the start date of [Kandidaattiseminaari ja tutkielma (taloustiede) - kevät 2019](coursename)\n- Tell me the start date of [KATTAA12A](course)\n- Tell me the start date of [Kandidaattiseminaari ja -tutkielma (hallintotiede), syksy](coursename)\n- Tell me the start date of [RUST1/RUST3](course)\n- Tell me the start date of [Kielen käyttö I](coursename)\n- Tell me the start date of [JOVA13](course)\n- Tell me the start date of [Ranskan kielen suullinen harjoituskurssi](coursename)\n- Tell me the start date of [LFCS04](course)\n- Tell me the start date of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen OPETUS PERUUTETTU](coursename)\n- Tell me the start date of [KKRUKK](course)\n- Tell me the start date of [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename)\n- Tell me the start date of [FILP1A](course)\n- Tell me the start date of [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](coursename)\n- Tell me the start date of [DPHSS202](course)\n- Tell me the start date of [Terveystieteiden orientoivat tohtoriopinnot](coursename)\n- Tell me the start date of [ITIA03](course)\n- Tell me the start date of [Tieteellinen kirjoittaminen](coursename)\n- Tell me the start date of [KKSUKK](course)\n- Tell me the start date of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](coursename)\n- Tell me the start date of [STYA3B](course)\n- Tell me the start date of [Digitaalinen historia](coursename)\n- Tell me the start date of [TERKANA5](course)\n- Tell me the start date of [Kaupungistuva maailma: Kaupungit ja kaupunkilaisuus 1800-luvulta nykypäivään](coursename)\n- Tell me the start date of [TERKAN11](course)\n- Tell me the start date of [Tietotekniikkataidot (kevät)](coursename)\n- Tell me the start date of [HALHAS14](course)\n- Tell me the start date of [Genetics and Pathogenesis of Common Killers](coursename)\n- Tell me when [SOS6.1.3](course) begins\n- Tell me when [Espanja II](coursename) begins\n- Tell me when [STYA1A](course) begins\n- Tell me when [Making sense of globalization - Theorizing beyond the nation-state - seminar](coursename) begins\n- Tell me when [POLKVA31](course) begins\n- Tell me when [Communication orale/Suullinen viestintä](coursename) begins\n- Tell me when [KASVAR11](course) begins\n- Tell me when [Immunologian perusteet](coursename) begins\n- Tell me when [KASLOE6.4](course) begins\n- Tell me when [Vuorovaikutuksen perusteet - verkkokurssina I](coursename) begins\n- Tell me when [DPCMTJ4](course) begins\n- Tell me when [Professional Writing (online course)](coursename) begins\n- Tell me when [DPIT1](course) begins\n- Tell me when [The Coeliac Disease Journal Club](coursename) begins\n- Tell me when [TERY4](course) begins\n- Tell me when [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (yhteiset seminaarit)](coursename) begins\n- Tell me when [ITIP4](course) begins\n- Tell me when [Introduction to R (Tampere Summer School 2018)](coursename) begins\n- Tell me when [VENP4](course) begins\n- Tell me when [Täydennysilmoittautuminen pro gradu -seminaariin, syksyllä 2018 alkavat ryhmät](coursename) begins\n- Tell me when [KASLOE1.1](course) begins\n- Tell me when [Fenomenologia](coursename) begins\n- Tell me when [POLKAA99](course) begins\n- Tell me when [Kielikonsultointia käytännössä](coursename) begins\n- Tell me when [YKYYHT5](course) begins\n- Tell me when [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](coursename) begins\n- Tell me when [POHA12](course) begins\n- Tell me when [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](coursename) begins\n- Tell me when [KKSAVAL3](course) begins\n- Tell me when [Sosiologia (verkkokurssi)](coursename) begins\n- Tell me when [TAYJ041](course) begins\n- Tell me when [Jatkokoulutusseminaari](coursename) begins\n- Tell me when [KATVAA12](course) begins\n- Tell me when [Syventävä projekti, syksyllä 2018 alkava](coursename) begins\n- Tell me when [TERKANP3](course) begins\n- Tell me when [Governing Hybrid Organizations](coursename) begins\n- Tell me when [HISA1B](course) begins\n- Tell me when [Yksilön työhyvinvointi (itsenäinen suoritustapa)](coursename) begins\n- Tell me when [BTK4620](course) begins\n- Tell me when [Shakespeare: Past and Present](coursename) begins\n- Tell me when [KASLOE8.1](course) begins\n- Tell me when [Rasismi ja antirasismi](coursename) begins\n- Tell me when [ITIS14](course) begins\n- Tell me when [Study Skills - Basics of Information Literacy](coursename) begins\n- Tell me when [KKENVAL9](course) begins\n- Tell me when [Kognitiivinen neurotiede I](coursename) begins\n- Tell me when [KKENVAL3](course) begins\n- Tell me when [Kandidaatintutkielma - Seminaari ja tutkielma](coursename) begins\n- Tell me when [TIEA2.1](course) begins\n- Tell me when [Institutions, Innovation and Economic Renewal](coursename) begins\n- Tell me when [TERHOIA1](course) begins\n- Tell me when [Johdatus hallintotieteeseen (avoin yliopisto-opetus), monimuoto-opetus](coursename) begins\n- Tell me when [TERHOIA6](course) begins\n- Tell me when [Microfinance and development](coursename) begins\n- Tell me when [KATYVA12](course) begins\n- Tell me when [Pohjoismaiden yhteiskuntaolot ja kulttuurit](coursename) begins\n- Tell me when [HALYAS99](course) begins\n- Tell me when [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) begins\n- Tell me when [KKENMP3](course) begins\n- Tell me when [Seminaari (Kunelius) jatkuu keväältä](coursename) begins\n- What day will [HTIS64](course) start\n- What day will [Second Language Acquisition](coursename) start\n- What day will [POLVOS25](course) start\n- What day will [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Harjoitukset - 1.vsk](coursename) start\n- What day will [KATYVS27](course) start\n- What day will [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](coursename) start\n- What day will [TAYJ033](course) start\n- What day will [Speakers Series](coursename) start\n- What day will [RANA6](course) start\n- What day will [Päätöksenteon etiikka](coursename) start\n- What day will [DPJKKHS](course) start\n- What day will [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename) start\n- What day will [KKVE5](course) start\n- What day will [Foundations of English Business Communication (RPL) / näyttökoe](coursename) start\n- What day will [KKSUTEK2](course) start\n- What day will [Orientoivat opinnot ja HOPS (kirjallisuustiede)](coursename) start\n- What day will [TERY4](course) start\n- What day will [Poliittiset aatteet ja ideologiat (kirjatentti)](coursename) start\n- What day will [DPMED15](course) start\n- What day will [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen 1 vsk (pienryhmäopetus)](coursename) start\n- What day will [MVKS18S](course) start\n- What day will [Orientation - Orientation to studying in the Degree Programme](coursename) start\n- What day will [POLPOP05](course) start\n- What day will [Introduction to Statistics](coursename) start\n- What day will [POLKVA43](course) start\n- What day will [Gradu-kvantimetodit](coursename) start\n- What day will [STYA3B](course) start\n- What day will [New Forms of Violence, Change in Security Paradigm (book exam/essay)](coursename) start\n- What day will [KKENKTMO](course) start\n- What day will [Metafysiikka](coursename) start\n- What day will [KATYVP11](course) start\n- What day will [Kehityspsykologia I](coursename) start\n- What day will [HALJUA42](course) start\n- What day will [Yksilön työhyvinvointi](coursename) start\n- What day will [HALJUA21](course) start\n- What day will [Economics and the Business Environment](coursename) start\n- What day will [KASLOE7.2](course) start\n- What day will [Kirjallinen ja suullinen viestintä II: suullinen viestintä](coursename) start\n- What day will [TEE3](course) start\n- What day will [Sota-ajan säännösteltyä kulttuuria](coursename) start\n- What day will [ITIS61](course) start\n- What day will [Laadulliset tutkimusotteet](coursename) start\n- What day will [TIETA6](course) start\n- What day will [Psykologiharjoittelu](coursename) start\n- What day will [SUKKP6](course) start\n- What day will [Mediakulttuurit / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) start\n- What day will [POHA3](course) start\n- What day will [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](coursename) start\n- What day will [DPHSFC01](course) start\n- What day will [Aikuiskasvatus ja työelämä, kirjatentti, Pori](coursename) start\n- What day will [KASLOM10](course) start\n- What day will [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](coursename) start\n- What day will [KASLOE7.1](course) start\n- What day will [Arvonlisäverotus](coursename) start\n- What day will [KASA12](course) start\n- What day will [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](coursename) start\n- What day will [KASMULTI4](course) start\n- What day will [Kestävän kehityksen käytäntöjä](coursename) start\n- What day will [HEAAE03](course) start\n- What day will [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](coursename) start\n\n\n## intent:creditsMin\n- How many points [YKYYV07](course)\n- How many points [Kunnallistalouden kirjanpito -](coursename)\n- How many points [TSEKP1](course)\n- How many points [The Theory and Method of International Relations (theory) (book exam)](coursename)\n- How many points [KASVAR10](course)\n- How many points [Identity and Lifecourse - Lectures, reading groups and essay](coursename)\n- How many points [PEDA3](course)\n- How many points [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari](coursename)\n- How many points [POLKVS32](course)\n- How many points [Political Institutions and Processes (book exam/essay)](coursename)\n- How many points [PEDAYOA1](course)\n- How many points [Methods in Text and Discourse Analysis](coursename)\n- How many points [KATMAA12](course)\n- How many points [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](coursename)\n- How many points [VENP3/VENK1](course)\n- How many points [Kielioppiharjoitukset](coursename)\n- How many points [POLVOS22](course)\n- How many points [Study Skills - Basics of Information Literacy](coursename)\n- How many points [ITIY003](course)\n- How many points [Puolueet, vaalit ja poliittinen vaikuttaminen (kirjatentti/essee)](coursename)\n- How many points [JOVPVA7](course)\n- How many points [Laadullisen aineiston analysointi](coursename)\n- How many points [DPCMTJ2](course)\n- How many points [Intermediate studies in Computer Science in TUT](coursename)\n- How many points [VENP5/VENK2](course)\n- How many points [Kieliopin harjoitukset](coursename)\n- How many points [KASVAR7](course)\n- How many points [Vahinkoriskien vakuuttaminen](coursename)\n- How many points [PGHAS07](course)\n- How many points [Structure of English I - Phonology and Pronunciation I](coursename)\n- How many points [COSOPON5](course)\n- How many points [Innovation Project (2018-II)](coursename)\n- How many points [KASA5](course)\n- How many points [Responsible Business and Social Accounting (Lectures)](coursename)\n- How many points [TERKANA2](course)\n- How many points [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](coursename)\n- How many points [HISA2](course)\n- How many points [Yhteiskunnallinen laskentatoimi](coursename)\n- How many points [DPIS2](course)\n- How many points [Tuutorivastaavana toimiminen](coursename)\n- How many points [KKENKTMO](course)\n- How many points [Orientation to study in the Programme](coursename)\n- How many points [KASSA3](course)\n- How many points [Taloustieteen perusteet, monimuoto-opetus](coursename)\n- How many points [JOVP2](course)\n- How many points [Vakuutuksen ja riskienhallinnan erikoistumisosa](coursename)\n- How many points [DPEDUC.3](course)\n- How many points [Eheyttävä musiikkikasvatus - Soitinrakennus](coursename)\n- How many points [KASP4](course)\n- How many points [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](coursename)\n- How many points [KASA3](course)\n- How many points [Introduction to Cultural Psychology](coursename)\n- How many points [YKYYKV1](course)\n- How many points [Tuutorina toimiminen](coursename)\n- How many points [STYP2](course)\n- How many points [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](coursename)\n- How many points [KASP5](course)\n- How many points [Research on Media, Culture and Education](coursename)\n- How many points [ITIY3](course)\n- How many points [Konsekutiivitulkkaus -](coursename)\n- How many credits [TERHOI3](course)\n- How many credits [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename)\n- How many credits [POHA11](course)\n- How many credits [Tieteenfilosofia](coursename)\n- How many credits [KASSM3](course)\n- How many credits [Verkkojulkaiseminen](coursename)\n- How many credits [KATLAP21](course)\n- How many credits [Tietotekniikkataidot (syksy)](coursename)\n- How many credits [NORDIG3](course)\n- How many credits [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (ryhmät)](coursename)\n- How many credits [TAYJ025](course)\n- How many credits [Environment and Well-Being](coursename)\n- How many credits [PSYP1](course)\n- How many credits [Ryhmäviestintä](coursename)\n- How many credits [KASA3](course)\n- How many credits [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](coursename)\n- How many credits [JOVY2](course)\n- How many credits [Media, Race and Society](coursename)\n- How many credits [KKENVAL7](course)\n- How many credits [Kognitiivinen neurotiede I (avoin yliopisto)](coursename)\n- How many credits [BIO4450](course)\n- How many credits [Käännösviestintä ruotsi-suomi/Översättning svenska-finska](coursename)\n- How many credits [MEDU06](course)\n- How many credits [Itsenäinen projekti: Opintopassi](coursename)\n- How many credits [ENGS42](course)\n- How many credits [Valinnainen jakso: Tiedeviestinnän projekti](coursename)\n- How many credits [PSYA5](course)\n- How many credits [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](coursename)\n- How many credits [KATYVS22](course)\n- How many credits [Poliittinen viestintä: Eduskuntavaalit 2019](coursename)\n- How many credits [NAM-VI](course)\n- How many credits [Tutkimuspraktikum -](coursename)\n- How many credits [KKLA1](course)\n- How many credits [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (1. periodi)](coursename)\n- How many credits [ITIP1](course)\n- How many credits [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](coursename)\n- How many credits [PEACE045](course)\n- How many credits [Johdatus kielitieteeseen / Initiation à la linguistique](coursename)\n- How many credits [STYA1A2](course)\n- How many credits [Liikuntapedagogiikka varhaiskasvatuksessa / Luennot - 2.vsk](coursename)\n- How many credits [TAYJ027](course)\n- How many credits [Tutkielmaseminaari - Tutkielmaseminaari](coursename)\n- How many credits [ITIS23](course)\n- How many credits [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- How many credits [RANP2](course)\n- How many credits [Klinikkaharjoittelu](coursename)\n- How many credits [TIETA6](course)\n- How many credits [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- How many credits [KASLOM11](course)\n- How many credits [Taloustieteen perusteet, monimuoto-opetus](coursename)\n- How many credits [KIRA3G](course)\n- How many credits [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename)\n- How many credits [SUOV1](course)\n- How many credits [Pääoma-lukuseminaari](coursename)\n- How many credits [TERHOO3](course)\n- How many credits [Saksa IV](coursename)\n- How many credits [TERTIETO5](course)\n- How many credits [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](coursename)\n- How many credits [RANP4](course)\n- How many credits [Tekstin tekemisen perusteet](coursename)\n- How many ECTS [MVKS34](course)\n- How many ECTS [Johdatus politiikan teoriaan (kirjatentti/essee)](coursename)\n- How many ECTS [KAMMAS99](course)\n- How many ECTS [Introduction to Game Research (Tampere Summer School 2018)](coursename)\n- How many ECTS [HALYAS14](course)\n- How many ECTS [Tutkimustyön perusteet - b) Tutkimusmenetelmät](coursename)\n- How many ECTS [ENGA12](course)\n- How many ECTS [Moniammatilliset johtamisopinnot](coursename)\n- How many ECTS [KASSG](course)\n- How many ECTS [Yliopistopedagogiikan perusteet](coursename)\n- How many ECTS [STYS3B2](course)\n- How many ECTS [Finnish Elementary Course 1 (taught in 1. period)](coursename)\n- How many ECTS [MTTMP3](course)\n- How many ECTS [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](coursename)\n- How many ECTS [ITIP4](course)\n- How many ECTS [Kommunikationstraining I](coursename)\n- How many ECTS [KASVAL](course)\n- How many ECTS [Poliittinen viestintä - verkkosuorituksena](coursename)\n- How many ECTS [KASVAR2](course)\n- How many ECTS [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](coursename)\n- How many ECTS [VENS4](course)\n- How many ECTS [Kielitaito ja kielitaidon arviointi](coursename)\n- How many ECTS [KKVE1](course)\n- How many ECTS [Ajankohtaiset ilmiöt hallintotieteissä - Itsenäinen työskentely](coursename)\n- How many ECTS [POLVOA31/S21](course)\n- How many ECTS [Kiina I](coursename)\n- How many ECTS [JKKYVP11](course)\n- How many ECTS [Academic Presentations](coursename)\n- How many ECTS [KASVAR5](course)\n- How many ECTS [Tiedonhankintataidot - Tiedonhankintataidot II - Tiedonhankinnan syventäminen](coursename)\n- How many ECTS [HALHAS18](course)\n- How many ECTS [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](coursename)\n- How many ECTS [STYS2A](course)\n- How many ECTS [Practices of Strategic Leadership](coursename)\n- How many ECTS [KKSUHY](course)\n- How many ECTS [Master's Thesis Seminar / Internet and Game Studies](coursename)\n- How many ECTS [KASLOM1](course)\n- How many ECTS [Kilpailuoikeuden syventävä opintojakso - kirjatentti](coursename)\n- How many ECTS [VENA7](course)\n- How many ECTS [Tietokantojen perusteet (Hervannan kampus)](coursename)\n- How many ECTS [POLVOA51](course)\n- How many ECTS [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), kevät](coursename)\n- How many ECTS [KKRUYHT](course)\n- How many ECTS [Orientoivat opinnot - HOPS1](coursename)\n- How many ECTS [KASP1](course)\n- How many ECTS [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- How many ECTS [KASVARPH](course)\n- How many ECTS [Psykologiset interventiot](coursename)\n- How many ECTS [KKSUYP](course)\n- How many ECTS [Terveystiedon sisällöt (sähköinen tentti)](coursename)\n- How many ECTS [KKENVAL4](course)\n- How many ECTS [SGN-41007 Pattern Recognition and Machine Learning](coursename)\n- How many ECTS [LOGA3](course)\n- How many ECTS [Kontrastiivisen fonetiikan perusteet -](coursename)\n- How many ECTS [BTK0001](course)\n- How many ECTS [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](coursename)\n- How many ECTS [HALKAA99](course)\n- How many ECTS [Johdatus historiantutkimukseen (verkkokurssi)](coursename)\n- How many ECTS [YKT07.1](course)\n- How many ECTS [Moniammatilliset oppimisyhteisöt - Luennot](coursename)\n- How many student credits [JOVKA1](course)\n- How many student credits [Introduction to Risk Management and Insurance (autumn semester)](coursename)\n- How many student credits [SOS4.2](course)\n- How many student credits [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](coursename)\n- How many student credits [MVKS47](course)\n- How many student credits [Structure of English II - Phonology and Pronunciation II](coursename)\n- How many student credits [HISP3](course)\n- How many student credits [Espanja IV](coursename)\n- How many student credits [DPEDUC.3](course)\n- How many student credits [Korkeakoulujen rahoitus ja talous - Harjoitustyö](coursename)\n- How many student credits [KATLAS15](course)\n- How many student credits [Seminaari (Seppänen)](coursename)\n- How many student credits [KATLAS12](course)\n- How many student credits [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](coursename)\n- How many student credits [SOS10.1.5](course)\n- How many student credits [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Pori](coursename)\n- How many student credits [POLVOS40](course)\n- How many student credits [Dimensionality Reduction and Visualization](coursename)\n- How many student credits [MTTMA11](course)\n- How many student credits [Espanja III](coursename)\n- How many student credits [KATLAS24](course)\n- How many student credits [Media- ja informaatiolukutaito](coursename)\n- How many student credits [POHA13](course)\n- How many student credits [Kuvakulttuuri -](coursename)\n- How many student credits [KASVAR3](course)\n- How many student credits [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename)\n- How many student credits [HALJTA99](course)\n- How many student credits [Bachelor's Thesis Seminar - seminar in English](coursename)\n- How many student credits [TERKANP4](course)\n- How many student credits [Research in Practice](coursename)\n- How many student credits [HALJUA64](course)\n- How many student credits [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Pori](coursename)\n- How many student credits [TERHOIA1](course)\n- How many student credits [Introduction to Political Theory (book exam/essay)](coursename)\n- How many student credits [KATVRA15](course)\n- How many student credits [Kandidaatin tutkielma ja seminaari, (hoitotieteen opiskelijoille), Seinäjoki](coursename)\n- How many student credits [FILA9](course)\n- How many student credits [Projektinhallinnan perusteet](coursename)\n- How many student credits [KKSULUK](course)\n- How many student credits [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- How many student credits [JKKYINA11](course)\n- How many student credits [Pedagoginen kehittäminen ja johtajuus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- How many student credits [KASVAR10](course)\n- How many student credits [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](coursename)\n- How many student credits [SOS1](course)\n- How many student credits [Kandidaattiseminaari ja tutkielma (markkinointi) - syksy 2018](coursename)\n- How many student credits [HTIS50](course)\n- How many student credits [Julkisen talousjohtamisen tietojärjestelmät](coursename)\n- How many student credits [SOS4.3](course)\n- How many student credits [International Trade and Finance (Tampere Summer School) - luennot ja tentti](coursename)\n- How many student credits [ITIA11](course)\n- How many student credits [Fonetiikan perusopintojen harjoitustyö](coursename)\n- How many student credits [POLVOA21](course)\n- How many student credits [Verkkojulkaiseminen](coursename)\n- How many student credits [POLVOS33](course)\n- How many student credits [Johdatus yritysjuridiikkaan](coursename)\n- How many student credits [HISA2](course)\n- How many student credits [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- How many student credits [PEDA4](course)\n- How many student credits [Media- ja informaatiolukutaito](coursename)\n- How many student points [KASA13](course)\n- How many student points [Äänen tutkimus ja kuntoutus](coursename)\n- How many student points [KASP4](course)\n- How many student points [Tekoäly ja vakuutustoiminta](coursename)\n- How many student points [KATMAP11](course)\n- How many student points [Sosiaalioikeus II](coursename)\n- How many student points [KATJOP11](course)\n- How many student points [Methods in Human-Centered Design](coursename)\n- How many student points [KKVE2](course)\n- How many student points [Tuutorina toimiminen](coursename)\n- How many student points [ITIP4](course)\n- How many student points [Opetus, ohjaus, oppiminen, monimuoto-opetus](coursename)\n- How many student points [TAYJ033](course)\n- How many student points [PlayLab! Game Journalism Project](coursename)\n- How many student points [KKENVAL1](course)\n- How many student points [Kuinka suurenmoisia ihmiset ovat olleet - sopeutumaan pohjoisiin luonnonolosuhteisiin!](coursename)\n- How many student points [POLPOP01](course)\n- How many student points [Toimittajan tieto- ja viestintätekniikkataidot](coursename)\n- How many student points [KATTAS21A](course)\n- How many student points [Tutkimuspraktikum](coursename)\n- How many student points [KASMAT2](course)\n- How many student points [Writing the Nation](coursename)\n- How many student points [JOVKA5](course)\n- How many student points [Kielitieto ja -taito - Kielioppi II / Sprachwissen und Sprachfertigkeiten: Grammatik II](coursename)\n- How many student points [JKKYTUO2](course)\n- How many student points [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](coursename)\n- How many student points [KKRUYHT](course)\n- How many student points [Kääntäjän ja tulkin työelämätaidot](coursename)\n- How many student points [TERHOIA3](course)\n- How many student points [Master's thesis seminar and master's thesis](coursename)\n- How many student points [KKENKTK](course)\n- How many student points [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](coursename)\n- How many student points [KASA13](course)\n- How many student points [Johtajuuden nykysuuntia](coursename)\n- How many student points [BTK1023](course)\n- How many student points [Writing Scientific Journal Articles](coursename)\n- How many student points [KASP1](course)\n- How many student points [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](coursename)\n- How many student points [POLKVA33](course)\n- How many student points [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot (verkkokurssi)](coursename)\n- How many student points [POLPOP02](course)\n- How many student points [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](coursename)\n- How many student points [TRMU2](course)\n- How many student points [Persoonallisuuspsykologia I](coursename)\n- How many student points [KKSAVAL0](course)\n- How many student points [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](coursename)\n- How many student points [JOUJOVTS](course)\n- How many student points [Comparative Education - Lectures in English (spring) or book exam in English (autumn and spring)](coursename)\n- How many student points [POLKVA12](course)\n- How many student points [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- How many student points [SUOS2](course)\n- How many student points [Nuorisotyö ja nuorisotutkimus (verkkokurssi)](coursename)\n- How many student points [JOVA3](course)\n- How many student points [Työpaja (matematiikan perustaitotesti)](coursename)\n- How many student points [TERHOI6](course)\n- How many student points [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](coursename)\n- How many student points [POLVOA31/32/S26](course)\n- How many student points [Terve ja sairas ihminen](coursename)\n- How many student points [STYA3B2](course)\n- How many student points [Saksankielisten maiden kulttuurihistoria / Kulturgeschichte der deutschsprachigen Länder](coursename)\n- How many student credits from [YKT6.4.3](course)\n- How many student credits from [Kansainvälinen talous](coursename)\n- How many student credits from [KASELOHA](course)\n- How many student credits from [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](coursename)\n- How many student credits from [KASLOM7](course)\n- How many student credits from [Ikääntyminen, kieli ja vuorovaikutus](coursename)\n- How many student credits from [KASVAR2](course)\n- How many student credits from [Itsenäinen projekti: Opintopassi](coursename)\n- How many student credits from [HISP1](course)\n- How many student credits from [Espanja IV](coursename)\n- How many student credits from [MTTMS3](course)\n- How many student credits from [Identity and Lifecourse - Lectures, reading groups and essay](coursename)\n- How many student credits from [TERKANA2](course)\n- How many student credits from [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](coursename)\n- How many student credits from [SAKS4/K4](course)\n- How many student credits from [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](coursename)\n- How many student credits from [PEDA5](course)\n- How many student credits from [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](coursename)\n- How many student credits from [JOVPVS1](course)\n- How many student credits from [Finnish Advanced-Level Vocabulary Course (taught in Finnish)](coursename)\n- How many student credits from [HISA3B](course)\n- How many student credits from [Asiakastieto ja asiakkuuksien johtaminen](coursename)\n- How many student credits from [TERKAN4](course)\n- How many student credits from [Children, young people, politics and participation](coursename)\n- How many student credits from [VENA8](course)\n- How many student credits from [Finnish Reading Comprehension and Conversation Course 1 (taught in Finnish)](coursename)\n- How many student credits from [POLKVA11](course)\n- How many student credits from [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](coursename)\n- How many student credits from [TERY4](course)\n- How many student credits from [Bioinformatics tools (autumn 2018)](coursename)\n- How many student credits from [SOS10.6](course)\n- How many student credits from [Inclusiveness in Local Innovation Environments](coursename)\n- How many student credits from [KATVRS55](course)\n- How many student credits from [Uuden ajan alun murroksia](coursename)\n- How many student credits from [FILJATKO](course)\n- How many student credits from [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](coursename)\n- How many student credits from [COSOPON5](course)\n- How many student credits from [Vaikuttaminen ja argumentointi](coursename)\n- How many student credits from [KASSG](course)\n- How many student credits from [Kasvatus, tieto ja teoria - Luennot](coursename)\n- How many student credits from [POLKVA42](course)\n- How many student credits from [Tiedonhankintataidot (hoitotiede)](coursename)\n- How many student credits from [JOVTS5](course)\n- How many student credits from [Current Issues in Speech Communication (Puheviestintä tieteenä jatkuu)](coursename)\n- How many student credits from [POLKVS31](course)\n- How many student credits from [Lukeminen ja kirjoittaminen oppimisen haasteena (seminaarit 1-4 ryhmät)](coursename)\n- How many student credits from [KASA2](course)\n- How many student credits from [Culture and everyday life of the \"Soviet Thaw\"](coursename)\n- How many student credits from [SOS09.3](course)\n- How many student credits from [Globaali, lokaali ja yhteisöllisyys sosiaalityössä (kirjatentti)](coursename)\n- How many student credits from [JOVA16](course)\n- How many student credits from [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](coursename)\n- How many student credits from [KKSUOPE](course)\n- How many student credits from [Konsekutiivitulkkaus -](coursename)\n- How many student credits from [KASP4](course)\n- How many student credits from [Rasismi ja antirasismi](coursename)\n- How many student credits from [KATLAA22](course)\n- How many student credits from [Aikuiskasvatus ja työelämä, kirjatentti, Seinäjoki](coursename)\n- How many student credits from [KATTAS40](course)\n- How many student credits from [Aikuiskasvatus ja työelämä, kirjatentti, Pori](coursename)\n- How many student points from [FILA2](course)\n- How many student points from [Kansainväliset suhteet ja ilmaston muutoksen hallinta](coursename)\n- How many student points from [TERA1](course)\n- How many student points from [Markkinointitutkimuksen sovellukset](coursename)\n- How many student points from [BTK2100](course)\n- How many student points from [Uskontojen antropologiaa](coursename)\n- How many student points from [YKT07.1](course)\n- How many student points from [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](coursename)\n- How many student points from [HALJTA14](course)\n- How many student points from [Finnish Society and Culture (autumn)](coursename)\n- How many student points from [MVKS15E](course)\n- How many student points from [Tiedonhankintataidot (hoitotiede), Seinäjoki](coursename)\n- How many student points from [KATLAS17](course)\n- How many student points from [Suullinen viestintä I - Keskusteluharjoitukset](coursename)\n- How many student points from [TERHOO3](course)\n- How many student points from [Urban Ethnography: The Social, Political and Economic Dimensions of Marginalization](coursename)\n- How many student points from [KATJOS31](course)\n- How many student points from [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- How many student points from [KASSM2](course)\n- How many student points from [Master's Seminar and Thesis - seminar](coursename)\n- How many student points from [JOVTS5](course)\n- How many student points from [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](coursename)\n- How many student points from [STYA1A2](course)\n- How many student points from [Teksti, keskustelu ja vuorovaikutus](coursename)\n- How many student points from [VIROP1](course)\n- How many student points from [Kieli käyttöön/Språket i bruk](coursename)\n- How many student points from [KKSULL](course)\n- How many student points from [Monikulttuurisuus ja koulutuspolitiikka - Seminaari](coursename)\n- How many student points from [MVKS26](course)\n- How many student points from [Opintojen suunnittelu - HOPS2](coursename)\n- How many student points from [YKT09.6](course)\n- How many student points from [Terveystiedon sisällöt (sähköinen tentti)](coursename)\n- How many student points from [ITIY003](course)\n- How many student points from [Advanced Course in Microeconomics I](coursename)\n- How many student points from [KATVAA11](course)\n- How many student points from [Tuutorina toimiminen](coursename)\n- How many student points from [KASS4](course)\n- How many student points from [Yrityksen johtamisen perusteet](coursename)\n- How many student points from [POLKVA11](course)\n- How many student points from [Distributed Systems](coursename)\n- How many student points from [KASVAPAA](course)\n- How many student points from [POISTA TÄMÄ! Solun biologian perusteet](coursename)\n- How many student points from [VENS4](course)\n- How many student points from [Seminaari](coursename)\n- How many student points from [TIEA5](course)\n- How many student points from [Structure of English II - Phonology and Pronunciation II](coursename)\n- How many student points from [MVKS02](course)\n- How many student points from [The Cancer Biology Journal Club](coursename)\n- How many student points from [KASA11](course)\n- How many student points from [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename)\n- How many student points from [MVKS26](course)\n- How many student points from [Gender and wellbeing in the global South and North](coursename)\n- How many student points from [DPHSR401](course)\n- How many student points from [Introduction to Risk Management and Insurance (autumn semester)](coursename)\n- How many student points from [TIEVA31](course)\n- How many student points from [Monikielinen käännöstyöpaja](coursename)\n- How many student points from [KASSM2](course)\n- How many student points from [Hallinto-oikeuden syventävä jakso](coursename)\n- How many student points from [KASLOE8.1](course)\n- How many student points from [Latinan kielen alkeiskurssi](coursename)\n- How many ECTS from [KASSG](course)\n- How many ECTS from [Kääntäjän ja tulkin työelämätaidot](coursename)\n- How many ECTS from [TERA3](course)\n- How many ECTS from [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](coursename)\n- How many ECTS from [ITIS35](course)\n- How many ECTS from [Vuorovaikutus ja tekstit S2-näkökulmasta](coursename)\n- How many ECTS from [TIETS17](course)\n- How many ECTS from [Tieteellinen kirjoittaminen (3. vuosikurssin opiskelijoille)](coursename)\n- How many ECTS from [HALYAS13](course)\n- How many ECTS from [Konsernitilinpäätös I](coursename)\n- How many ECTS from [ITIA4](course)\n- How many ECTS from [Language and Identity](coursename)\n- How many ECTS from [KATVRP12](course)\n- How many ECTS from [Johtaminen ja organisaatiot II](coursename)\n- How many ECTS from [KASP3](course)\n- How many ECTS from [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](coursename)\n- How many ECTS from [KAMMAS99](course)\n- How many ECTS from [Äänne- ja muoto-oppi](coursename)\n- How many ECTS from [POHS1](course)\n- How many ECTS from [Principles of Programming Graphical User Interfaces](coursename)\n- How many ECTS from [ITIS61](course)\n- How many ECTS from [Mathematics and statistics for bioinformatics](coursename)\n- How many ECTS from [MVKS34](course)\n- How many ECTS from [Master's Seminar and Thesis - seminar](coursename)\n- How many ECTS from [KATTAS31](course)\n- How many ECTS from [Graduseminaari, jatkava (Niemi)](coursename)\n- How many ECTS from [KKSU1](course)\n- How many ECTS from [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename)\n- How many ECTS from [JOVTS5](course)\n- How many ECTS from [Comparative Education - book exam](coursename)\n- How many ECTS from [KASLOM10](course)\n- How many ECTS from [Järjestöjen rooli sosiaalipolitiikassa ja vapaaehtoistyö](coursename)\n- How many ECTS from [SOSM6.1](course)\n- How many ECTS from [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja sovellukset](coursename)\n- How many ECTS from [PSYP2](course)\n- How many ECTS from [Liike-elämän ruotsia I](coursename)\n- How many ECTS from [KKSU5](course)\n- How many ECTS from [Leadership for Sustainable Change (KATVAS39)](coursename)\n- How many ECTS from [KATJOA13](course)\n- How many ECTS from [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](coursename)\n- How many ECTS from [KASMULTI5](course)\n- How many ECTS from [Viron kielen suullinen ja kirjallinen taito](coursename)\n- How many ECTS from [SOS10.10.1](course)\n- How many ECTS from [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti](coursename)\n- How many ECTS from [LTLY16](course)\n- How many ECTS from [Tiimi toimii - puheviestinnän syventävä kurssi (3. periodi)](coursename)\n- How many ECTS from [TERVAL7](course)\n- How many ECTS from [Aineopintojen valinnainen jakso: Organisaatioviestintä](coursename)\n- How many ECTS from [KATJOA99](course)\n- How many ECTS from [Advanced English Business Communication (RPL) / näyttökoe](coursename)\n- How many ECTS from [MTTTA7](course)\n- How many ECTS from [Kaupunkien maankäytön pelikenttä](coursename)\n- How many ECTS from [KKENYHT](course)\n- How many ECTS from [Uutiskuvaus ja Henkilökuvaus](coursename)\n- How many ECTS from [KATJOA12](course)\n- How many ECTS from [Suomen kielen rakenne S2-näkökulmasta](coursename)\n- How many ECTS from [ENGA10](course)\n- How many ECTS from [Tutkiva opiskelu](coursename)\n- How many ECTS from [KKENYHT](course)\n- How many ECTS from [Käsityöilmaisu - projekti/käytännön työ ja portfolio](coursename)\n- How many student credits is [STYS1B2](course)\n- How many student credits is [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- How many student credits is [MTTMP3](course)\n- How many student credits is [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](coursename)\n- How many student credits is [YKT10.1.2](course)\n- How many student credits is [Korkeakoulujärjestelmät ja niiden ohjaus - Harjoitustyö](coursename)\n- How many student credits is [TIETA7](course)\n- How many student credits is [Valtio-opin teoriat (kirjatentti/essee)](coursename)\n- How many student credits is [PEDAYOP4](course)\n- How many student credits is [Diskutera som specialist](coursename)\n- How many student credits is [TERKAN12](course)\n- How many student credits is [Kv-tuutorina toimiminen](coursename)\n- How many student credits is [STYA5](course)\n- How many student credits is [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](coursename)\n- How many student credits is [POLKVA31](course)\n- How many student credits is [Introduction to International Relations (book exam)](coursename)\n- How many student credits is [KATVAS31](course)\n- How many student credits is [Opetussuunnitelmatyö yliopistossa](coursename)\n- How many student credits is [SAKA7](course)\n- How many student credits is [Preparatory Course in Reading and Writing for Academic Purposes (online)](coursename)\n- How many student credits is [SAKP3](course)\n- How many student credits is [Tietotekniikka ja yhteiskunta](coursename)\n- How many student credits is [TERHOJ1](course)\n- How many student credits is [Kuvakulttuuri -](coursename)\n- How many student credits is [JOVKA5](course)\n- How many student credits is [Yritysjuridiikan case-kurssi](coursename)\n- How many student credits is [YKYYHT1](course)\n- How many student credits is [Espanja IV](coursename)\n- How many student credits is [TERY4](course)\n- How many student credits is [Terveys, arki ja toimijuus, kirjatentti](coursename)\n- How many student credits is [ESPFP1](course)\n- How many student credits is [Työelämän myytit ja todellisuus](coursename)\n- How many student credits is [YKYYHT4B](course)\n- How many student credits is [Poliittinen viestintä - verkkosuorituksena](coursename)\n- How many student credits is [HTIY005](course)\n- How many student credits is [Mielenterveys, yhteiskunta ja sukupuoli](coursename)\n- How many student credits is [KASLOE9.5](course)\n- How many student credits is [Medical English - Introduction to Scientific Writing](coursename)\n- How many student credits is [ENGS29](course)\n- How many student credits is [Kirjallinen viestintä II / Schriftliche Kommunikation II](coursename)\n- How many student credits is [KASSM3](course)\n- How many student credits is [Ruotsin kielen valmentava kurssi](coursename)\n- How many student credits is [TSEKP1](course)\n- How many student credits is [Internationalisation in Education - (Tampere Summer School 2018)](coursename)\n- How many student credits is [KKIN3](course)\n- How many student credits is [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](coursename)\n- How many student credits is [DPCMTJ2](course)\n- How many student credits is [Poliittiset ongelmat ja niiden muuttuvat kontekstit](coursename)\n- How many student credits is [LUOYA200](course)\n- How many student credits is [Lasten arki suomalaisessa yhteiskunnassa / Luennot - 1.vsk](coursename)\n- How many student credits is [TIETS46](course)\n- How many student credits is [Kvalitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename)\n- How many student credits is [POLVOA32](course)\n- How many student credits is [Pro gradun viimeistelyseminaari (kirjallisuustiede)](coursename)\n- How many student credits is [POHS12](course)\n- How many student credits is [Taiteen historia, filosofia ja kulttuurit: Populaarit esitysmuodot (avoin yliopisto)](coursename)\n- How many student credits is [SUKKP6](course)\n- How many student credits is [Ohjaus yliopistossa](coursename)\n- How many student credits is [DPHSS202](course)\n- How many student credits is [Markkinoinnin ja myynnin perusteet](coursename)\n- How many points is [BTK2223](course)\n- How many points is [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja sovellukset](coursename)\n- How many points is [KATTAS21A](course)\n- How many points is [Institutions, Innovation and Economic Renewal (NORDIG)](coursename)\n- How many points is [ENGA4](course)\n- How many points is [Johdatus espanjalaiseen kulttuuriin](coursename)\n- How many points is [ITIS23](course)\n- How many points is [Orientoivat opinnot - HOPS1](coursename)\n- How many points is [YKYYHT4A](course)\n- How many points is [Terveysteknologia](coursename)\n- How many points is [KASA11](course)\n- How many points is [Suomet vieraina suussa](coursename)\n- How many points is [BTK4702](course)\n- How many points is [Sidosryhmäteoria ja -johtaminen](coursename)\n- How many points is [YKYYHT1](course)\n- How many points is [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](coursename)\n- How many points is [MOLI](course)\n- How many points is [Valinnainen jakso: TV-makasiinikurssi (kevään ryhmä)](coursename)\n- How many points is [SOCYKV1](course)\n- How many points is [Social Constructionism](coursename)\n- How many points is [KASLOM4](course)\n- How many points is [Biological data analysis with R](coursename)\n- How many points is [KKSUPRO](course)\n- How many points is [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename)\n- How many points is [KIRA3G](course)\n- How many points is [Implementation and Evaluation of Public Policies](coursename)\n- How many points is [KASA8](course)\n- How many points is [Human-Technology Interaction Project Work](coursename)\n- How many points is [KKENVAL7](course)\n- How many points is [Bioinformatics tools (autumn 2018)](coursename)\n- How many points is [KKRUYHT](course)\n- How many points is [Organisational Change Dynamics and Management](coursename)\n- How many points is [PSYS17](course)\n- How many points is [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](coursename)\n- How many points is [KKSUTTK](course)\n- How many points is [Tutkielmaseminaari - Tutkielmaseminaari](coursename)\n- How many points is [POLVOA21](course)\n- How many points is [Basics II: Intermediate Czech II](coursename)\n- How many points is [TERY4](course)\n- How many points is [Research Ethics](coursename)\n- How many points is [PEDAYOP4](course)\n- How many points is [Second Language Acquisition](coursename)\n- How many points is [POLVOS22](course)\n- How many points is [Ohjaus yliopistossa](coursename)\n- How many points is [KATLAA11](course)\n- How many points is [KV-tuutorina toimiminen](coursename)\n- How many points is [TERKAN4](course)\n- How many points is [Tieto- ja asiakirjahallinto](coursename)\n- How many points is [KKENMP3](course)\n- How many points is [Käsityömuotoilu - projekti/käytännön työ ja protfolio](coursename)\n- How many points is [DPHSR402](course)\n- How many points is [Toiminta, tulkinta ja tieto (verkkokurssi)](coursename)\n- How many points is [POLKVA42](course)\n- How many points is [Translators' Cultural Competencies](coursename)\n- How many points is [KASVAR4](course)\n- How many points is [Tekstin tekemisen perusteet](coursename)\n- How many points is [LTLY16](course)\n- How many points is [Orientaatio sosiaalityön opintoihin](coursename)\n- How many points is [TERTIETO2](course)\n- How many points is [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](coursename)\n- How many credits is [KASA13](course)\n- How many credits is [Johdatus sosiaalitieteisiin](coursename)\n- How many credits is [MTTY4](course)\n- How many credits is [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](coursename)\n- How many credits is [YKYYHT1](course)\n- How many credits is [Introduction to Game Research (Tampere Summer School 2018)](coursename)\n- How many credits is [KASERIT2](course)\n- How many credits is [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](coursename)\n- How many credits is [ITIS12](course)\n- How many credits is [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen 1 vsk (pienryhmäopetus)](coursename)\n- How many credits is [BTK1053](course)\n- How many credits is [Teksti, keskustelu ja vuorovaikutus](coursename)\n- How many credits is [ENGP4](course)\n- How many credits is [Immunologian perusteet](coursename)\n- How many credits is [POLKVA33](course)\n- How many credits is [Eettinen johtajuus](coursename)\n- How many credits is [POLKVA43](course)\n- How many credits is [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename)\n- How many credits is [JOVTS1/SOS10.6](course)\n- How many credits is [Tieteellinen kirjoittaminen / LUO & COMS](coursename)\n- How many credits is [ENGA8](course)\n- How many credits is [Business Writing](coursename)\n- How many credits is [MOLI](course)\n- How many credits is [Introduction to R](coursename)\n- How many credits is [KKSUVAL1](course)\n- How many credits is [Finnish Elementary Course 1 (taught in 3. period)](coursename)\n- How many credits is [LATAP1](course)\n- How many credits is [Vahinkoriskien vakuuttaminen](coursename)\n- How many credits is [KIRS3](course)\n- How many credits is [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename)\n- How many credits is [SAKP6](course)\n- How many credits is [Preparatory Course in Reading and Writing for Academic Purposes (online)](coursename)\n- How many credits is [TIETS26](course)\n- How many credits is [Special Issues in Games and Internet Cultures](coursename)\n- How many credits is [KATLITO5](course)\n- How many credits is [Koulutussuunnittelu ja kehittäminen - Seminaari](coursename)\n- How many credits is [ENGS13](course)\n- How many credits is [Dialogue: Constructive Talk at Work](coursename)\n- How many credits is [KASLOE7.5](course)\n- How many credits is [Immunologian perusteet](coursename)\n- How many credits is [TIEY4](course)\n- How many credits is [Algorithmic Problem Solving](coursename)\n- How many credits is [POLVOA42/52/S23](course)\n- How many credits is [Taloustieteen matematiikan jatkokurssi](coursename)\n- How many credits is [TAYJ032](course)\n- How many credits is [TUTU4 Tulevaisuudentutkimuksen tieteellinen perusta](coursename)\n- How many credits is [KKENVAL7](course)\n- How many credits is [Perspectives in Educational Research](coursename)\n- How many credits is [FILS1A](course)\n- How many credits is [Johdatus politiikan teoriaan (kirjatentti/essee)](coursename)\n- How many credits is [TECHS5](course)\n- How many credits is [Kielen kehitys](coursename)\n- How many credits is [KATYVS24](course)\n- How many credits is [Venäjän kielen rakenne - Morfologia](coursename)\n- How many credits is [ESPFA3](course)\n- How many credits is [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename)\n- How many credits is [DPEDUB.2](course)\n- How many credits is [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](coursename)\n- How many credits is [ITIA8](course)\n- How many credits is [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](coursename)\n- How many ECTS is [HEAAE03](course)\n- How many ECTS is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](coursename)\n- How many ECTS is [PSYA8](course)\n- How many ECTS is [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](coursename)\n- How many ECTS is [IGS006](course)\n- How many ECTS is [Graduseminaari, alkava (Kaarninen)](coursename)\n- How many ECTS is [KASP2](course)\n- How many ECTS is [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- How many ECTS is [JOVP1](course)\n- How many ECTS is [TUTU1 Tulevaisuusajattelu ja skenaariot](coursename)\n- How many ECTS is [TIEA3](course)\n- How many ECTS is [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename)\n- How many ECTS is [POLKVA23](course)\n- How many ECTS is [Vuorovaikutus organisaatioissa](coursename)\n- How many ECTS is [YKYYHT1](course)\n- How many ECTS is [Cultural Diversity in Education and at Work - (autumn)](coursename)\n- How many ECTS is [HALKAA15](course)\n- How many ECTS is [SOS6.2.3 Työelämän vuorovaikutus](coursename)\n- How many ECTS is [LTLY16](course)\n- How many ECTS is [Visual Peace Research](coursename)\n- How many ECTS is [JOVP2](course)\n- How many ECTS is [Viestinnän ja median tutkimussuuntauksia](coursename)\n- How many ECTS is [RANSV5](course)\n- How many ECTS is [Basics II: Intermediate Czech II](coursename)\n- How many ECTS is [KKRUYHT](course)\n- How many ECTS is [Yhteisö, terveys ja sairaus](coursename)\n- How many ECTS is [HISA4](course)\n- How many ECTS is [Yrityksen oikeudellinen riskienhallinta](coursename)\n- How many ECTS is [PEDAYOP4](course)\n- How many ECTS is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](coursename)\n- How many ECTS is [KIRP5](course)\n- How many ECTS is [Opintojen ohjattu suunnittelu](coursename)\n- How many ECTS is [POLKVA33](course)\n- How many ECTS is [Basics I: Basics of Czech language II](coursename)\n- How many ECTS is [TERY4](course)\n- How many ECTS is [Tietokantojen perusteet](coursename)\n- How many ECTS is [KKENYHT](course)\n- How many ECTS is [Matematiikan ja tilastotieteen työpajat](coursename)\n- How many ECTS is [KASLOM7](course)\n- How many ECTS is [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- How many ECTS is [TERKANP4](course)\n- How many ECTS is [Johdatus hoitotieteeseen, Seinäjoki](coursename)\n- How many ECTS is [KKENKTK](course)\n- How many ECTS is [Työeläkejärjestelmät](coursename)\n- How many ECTS is [TIEP1](course)\n- How many ECTS is [Modern Risk Management](coursename)\n- How many ECTS is [TERHOI6](course)\n- How many ECTS is [EI OPETETA 2018-2019 In vitro models](coursename)\n- How many ECTS is [ENGP1](course)\n- How many ECTS is [Sosiaalipsykologia (verkkokurssi)](coursename)\n- How many ECTS is [YKYYKV1](course)\n- How many ECTS is [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](coursename)\n- How many ECTS is [TIETS18](course)\n- How many ECTS is [Sota-ajan säännösteltyä kulttuuria](coursename)\n- How many ECTS is [FILAK](course)\n- How many ECTS is [Tieteellinen seminaarisarja](coursename)\n- How many ECTS is [JOVA20](course)\n- How many ECTS is [Taitoseminaari](coursename)\n- How many ECTS is [POLKVA33](course)\n- How many ECTS is [Vuorovaikutuksen perusteet](coursename)\n- How many student credits is [KASTUTVA](course)\n- How many student credits is [Jatko-opintoja](coursename)\n- How many student credits is [TIETA6](course)\n- How many student credits is [Tiimi toimii - puheviestinnän syventävä kurssi (2. periodi)](coursename)\n- How many student credits is [POLVOS21](course)\n- How many student credits is [Introduction to Education in Finland - Lectures, observation, essay and learning diary](coursename)\n- How many student credits is [JOVA4](course)\n- How many student credits is [Varhaismoderni yhteiskunta](coursename)\n- How many student credits is [ITIY3](course)\n- How many student credits is [Julkisorganisaation talouden suunnittelu ja päätöksenteko](coursename)\n- How many student credits is [JOVA2](course)\n- How many student credits is [Yhteiskunnallinen laskentatoimi](coursename)\n- How many student credits is [POHA1](course)\n- How many student credits is [Public Policy and Governance (book exam/essay)](coursename)\n- How many student credits is [MTTA2](course)\n- How many student credits is [Kirjallinen viestintä II / Schriftliche Kommunikation II](coursename)\n- How many student credits is [SOS6.3.3](course)\n- How many student credits is [Julkistalouden jatkokurssi](coursename)\n- How many student credits is [TAYJ029](course)\n- How many student credits is [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](coursename)\n- How many student credits is [MTTMS10](course)\n- How many student credits is [Seminaari (Nikunen)](coursename)\n- How many student credits is [KASVARTA](course)\n- How many student credits is [Dialogue: Constructive Talk at Work](coursename)\n- How many student credits is [JKKYPS1](course)\n- How many student credits is [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](coursename)\n- How many student credits is [ESPFP1](course)\n- How many student credits is [Rauhan- ja konfliktintutkimus (kirjatentti/essee)](coursename)\n- How many student credits is [HALHAA15](course)\n- How many student credits is [Syventävä projekti, keväällä 2019 alkava](coursename)\n- How many student credits is [YKIEP1](course)\n- How many student credits is [Finnish Advanced Course 2 (taught in Finnish)](coursename)\n- How many student credits is [POLPOP02](course)\n- How many student credits is [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](coursename)\n- How many student credits is [KATYVA41](course)\n- How many student credits is [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename)\n- How many student credits is [POHP4](course)\n- How many student credits is [Varhaisiän musiikkikasvatus / Luennot - 2.vsk](coursename)\n- How many student credits is [KASVAR1](course)\n- How many student credits is [Digitaalinen historia](coursename)\n- How many student credits is [ENGP5](course)\n- How many student credits is [Master's Thesis Seminar (2nd year students)](coursename)\n- How many student credits is [POLVOA42/S25](course)\n- How many student credits is [The European Union's Transnational Policies (POMLFCS2)](coursename)\n- How many student credits is [POLKVA43](course)\n- How many student credits is [Emotions and Sociality in Human-Technology Interaction](coursename)\n- How many student credits is [DPJKKPS](course)\n- How many student credits is [Minuus, identiteetti ja sosiaalinen konteksti](coursename)\n- How many student credits is [POLVOS25](course)\n- How many student credits is [Syventävä projekti, syksyllä 2018 alkava](coursename)\n- How many student credits is [MVKS32/36/49/54](course)\n- How many student credits is [[CANCELLED] Editing Project](coursename)\n- How many student credits is [FILS1A](course)\n- How many student credits is [Peace Research Design](coursename)\n- How many student credits is [TIETA18](course)\n- How many student credits is [Postgraduate seminar in Interactive Technology (Turunen)](coursename)\n- How many student credits is [DPIT2](course)\n- How many student credits is [Aikuisten mielenterveysinterventiot](coursename)\n- How many student credits is [YKTT10.2](course)\n- How many student credits is [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (4. periodi)](coursename)\n- How many student points is [ROMAP2](course)\n- How many student points is [Johdatus kulttuurisosiologiaan](coursename)\n- How many student points is [KASMULTI3](course)\n- How many student points is [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Kuuntelukasvatus](coursename)\n- How many student points is [JOVA2](course)\n- How many student points is [International Political Economy (book exam/essay)](coursename)\n- How many student points is [JOVTS5](course)\n- How many student points is [Vanhat ja uudet klassikot (kirjatentti/essee)](coursename)\n- How many student points is [KASLOM5](course)\n- How many student points is [Theories of Crime and Deviance](coursename)\n- How many student points is [KKRUKTM](course)\n- How many student points is [Mediakulttuurit / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- How many student points is [ITIY003](course)\n- How many student points is [Sosiaalityön historia ja tutkimus (kirjatentti)](coursename)\n- How many student points is [KKENVAL2](course)\n- How many student points is [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename)\n- How many student points is [POHA11](course)\n- How many student points is [Käyttäjäkeskeinen kääntäminen](coursename)\n- How many student points is [LOGA3](course)\n- How many student points is [Työyhteisöjen muutos ja kehittäminen](coursename)\n- How many student points is [KATRAA11](course)\n- How many student points is [Principles of Programming Graphical User Interfaces](coursename)\n- How many student points is [VENP5](course)\n- How many student points is [Kasvatuksen historialliset ja filosofiset lähtökohdat - Luennot ja kirjallisuus](coursename)\n- How many student points is [SUOP3](course)\n- How many student points is [Keskiajan symboliikkaa -verkkokurssi](coursename)\n- How many student points is [KKSU9](course)\n- How many student points is [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](coursename)\n- How many student points is [KASSO8](course)\n- How many student points is [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](coursename)\n- How many student points is [KASMULTI4](course)\n- How many student points is [Kuoleman sosiaali- ja kulttuurihistoriaa antiikista uuden ajan alkuun](coursename)\n- How many student points is [KASLOE9.5](course)\n- How many student points is [Tutkiva opiskelu](coursename)\n- How many student points is [SUOK2/A6](course)\n- How many student points is [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename)\n- How many student points is [TAYJ12](course)\n- How many student points is [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](coursename)\n- How many student points is [TIETA6](course)\n- How many student points is [Macroprudential Policy and Financial Stability](coursename)\n- How many student points is [TERKANP4](course)\n- How many student points is [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- How many student points is [KASLOH4B](course)\n- How many student points is [Quantitative Approach](coursename)\n- How many student points is [POLKVA12](course)\n- How many student points is [Emotions and Sociality in Human-Technology Interaction](coursename)\n- How many student points is [HISA3A](course)\n- How many student points is [Perusharjoittelu](coursename)\n- How many student points is [SUKKP3](course)\n- How many student points is [Master's thesis seminar and master's thesis](coursename)\n- How many student points is [KASA12](course)\n- How many student points is [Literature and Change after 1900 (American Literature)](coursename)\n- How many student points is [BTK1053](course)\n- How many student points is [Human Rights and International Society (book exam/essay)](coursename)\n- How many student points is [PSYS6C](course)\n- How many student points is [Kielen käyttö II](coursename)\n- How many student points is [KASVAR2](course)\n- How many student points is [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- How many student points is [VENP4](course)\n- How many student points is [Luontokirjoittamisen klassikot](coursename)\n- Student points [KASA3](course)\n- Student points [Käännösten suomi](coursename)\n- Student points [ITIS24](course)\n- Student points [Kasvatustieteiden perusopinnot lukuvuonna 2018-2019 - yhteinen johdantoluento](coursename)\n- Student points [HALEUA11](course)\n- Student points [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename)\n- Student points [JKKYLII](course)\n- Student points [Lausekielinen ohjelmointi II](coursename)\n- Student points [MTTA1](course)\n- Student points [Terveyden edistämisen perusteet (hoitotieteen opiskelijoille), kirjatentti, Seinäjoki](coursename)\n- Student points [TERHOI5](course)\n- Student points [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- Student points [HALTVA12](course)\n- Student points [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (kansanterveystieteen opiskelijoille)](coursename)\n- Student points [KATYVS43](course)\n- Student points [Johdatus hallintotieteeseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- Student points [KATJOP11](course)\n- Student points [Yliopistopedagogiikan perusteet](coursename)\n- Student points [KATMAA99](course)\n- Student points [Teoria- ja metodiopinnot](coursename)\n- Student points [TAYJ032](course)\n- Student points [Visuaalisen kulttuurin syventymiskohde - Seminaari](coursename)\n- Student points [KKSUOPE](course)\n- Student points [International Dynamics and Policy Transfer in Education](coursename)\n- Student points [MTTTA1](course)\n- Student points [Orientation - Orientation to studying in the Degree Programme](coursename)\n- Student points [MOLI](course)\n- Student points [Writing for Research (online course)](coursename)\n- Student points [KKVEPRE1](course)\n- Student points [Asioimistulkkaus venäjä-suomi-venäjä](coursename)\n- Student points [TAYJ033](course)\n- Student points [Statistical Analysis with Missing Data (advanced)](coursename)\n- Student points [LUOYY003](course)\n- Student points [Foundations of English Business Communication](coursename)\n- Student points [KKSULUK](course)\n- Student points [Writing for Research (online course)](coursename)\n- Student points [DPHSS207](course)\n- Student points [Kandidaatintutkielmaseminaari - Seminaari, II-periodissa alkava nopeasti etenevä ryhmä](coursename)\n- Student points [JOVY3](course)\n- Student points [Kandidaattiseminaari](coursename)\n- Student points [KATTAS11](course)\n- Student points [Orientation - Orientation to studying in the Degree Programme](coursename)\n- Student points [HTIS60](course)\n- Student points [Specialised International Relations Research Methods (book exam/essay)](coursename)\n- Student points [KKSUTTK](course)\n- Student points [Julkisoikeuden syventävä tutkimusjakso](coursename)\n- Student points [POLVOS32](course)\n- Student points [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Laadullisen aineiston analyysi](coursename)\n- Student points [VENA16](course)\n- Student points [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- Student points [HISA4](course)\n- Student points [Venäjä I](coursename)\n- Student points [HALJTA12](course)\n- Student points [Studying abroad / Osallistuminen opiskelijavaihtoon](coursename)\n- Student points [KATYVS25](course)\n- Student points [Data Structures](coursename)\n- Student points [TIETS13](course)\n- Student points [Orientoiva tutkielmaseminaari - Seminaari](coursename)\n- Student points [MTTA1](course)\n- Student points [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename)\n- Student credits [ENGA20](course)\n- Student credits [Social research and the behavioural sciences](coursename)\n- Student credits [TAYJ027](course)\n- Student credits [Writing the Nation](coursename)\n- Student credits [KASVAR5](course)\n- Student credits [Becoming an Efficient Researcher](coursename)\n- Student credits [TRSU02](course)\n- Student credits [Tiedonhankintataidot - Tiedonhankintataidot II - Tiedonhankinnan syventäminen](coursename)\n- Student credits [SOSM6.1](course)\n- Student credits [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](coursename)\n- Student credits [VENA6](course)\n- Student credits [Espanja I](coursename)\n- Student credits [TIEA5](course)\n- Student credits [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](coursename)\n- Student credits [KASSG](course)\n- Student credits [Farmakologisen biologian perusteet](coursename)\n- Student credits [LOGS7](course)\n- Student credits [Viron kielen suullinen ja kirjallinen taito](coursename)\n- Student credits [NAM-III/VI](course)\n- Student credits [Ilmoittautuminen pro gradu -seminaariin, tammikuussa 2019 alkavat ryhmät](coursename)\n- Student credits [HALJUA14](course)\n- Student credits [Lapset ympäristönsä tutkijoina - Matematiikka](coursename)\n- Student credits [SOS6.4.3](course)\n- Student credits [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](coursename)\n- Student credits [DPHSS207](course)\n- Student credits [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](coursename)\n- Student credits [STYA1B](course)\n- Student credits [Pro gradu -seminaari ja -tutkielma](coursename)\n- Student credits [KATVRS44](course)\n- Student credits [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](coursename)\n- Student credits [SOS6.4.3](course)\n- Student credits [Research Mobility for Doctoral Researchers](coursename)\n- Student credits [YKT06.2](course)\n- Student credits [Työ- ja organisaatiopsykologia I](coursename)\n- Student credits [KASS1](course)\n- Student credits [Systemaattinen tiedonhaku hoitotieteessä](coursename)\n- Student credits [KATLITO8](course)\n- Student credits [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](coursename)\n- Student credits [SOS10.2](course)\n- Student credits [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- Student credits [SUKKP3](course)\n- Student credits [Sosiaalipolitiikan ideat ja käytännöt](coursename)\n- Student credits [STYP1A](course)\n- Student credits [Luontokirjoittamisen klassikot](coursename)\n- Student credits [BTK1053](course)\n- Student credits [Innovation Project (2018-II)](coursename)\n- Student credits [JKKYLII](course)\n- Student credits [Software Project Management, Theory](coursename)\n- Student credits [LOGA10](course)\n- Student credits [Opetussuunnitelmateoria, kirjatentti, Pori](coursename)\n- Student credits [PSYS2](course)\n- Student credits [Seminaari, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- Student credits [POLKVA44](course)\n- Student credits [Cultural Diversity in Education and at Work - (autumn)](coursename)\n- Student credits [LTLY07](course)\n- Student credits [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](coursename)\n- Student credits [KASP4](course)\n- Student credits [Fonetiikan perusopintojen harjoitustyö](coursename)\n- Student credits [ENGS13/15-16](course)\n- Student credits [Vaihtuva-alainen kurssi: Oppimisvaikeudet](coursename)\n- ECTS [LOGS2](course)\n- ECTS [Kandidaatin tutkielma ja seminaari (kurssi alkanut keväällä 2018 Hoitotieteen opiskelijoille)](coursename)\n- ECTS [KATTAS22B](course)\n- ECTS [Web-tutkimus](coursename)\n- ECTS [POLKVS21](course)\n- ECTS [Ethnographic Research](coursename)\n- ECTS [COSOPON4](course)\n- ECTS [Finnish Elementary Course 1 (taught in 1. period)](coursename)\n- ECTS [KKES2](course)\n- ECTS [Academic Presentations](coursename)\n- ECTS [KIRP4](course)\n- ECTS [Venäjän kielen rakenne - Morfologia](coursename)\n- ECTS [KKES3](course)\n- ECTS [Venäjä III](coursename)\n- ECTS [KASP4](course)\n- ECTS [Suomen turvallisuuspolitiikan historia ja tulevaisuus -luentosarja](coursename)\n- ECTS [TERKAN11](course)\n- ECTS [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- ECTS [STYA9](course)\n- ECTS [Genetiikka](coursename)\n- ECTS [ENGP3](course)\n- ECTS [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- ECTS [KATLITO6](course)\n- ECTS [Kielen käyttö I](coursename)\n- ECTS [PEACE045](course)\n- ECTS [Moniammatilliset johtamisopinnot](coursename)\n- ECTS [KASLOM1](course)\n- ECTS [Tutkielmaseminaari (logopedia)](coursename)\n- ECTS [POLPOP05](course)\n- ECTS [Diskurssianalyysi](coursename)\n- ECTS [SOS10.1.5](course)\n- ECTS [Johtaminen ja organisaatiot I (kirjallisuus)](coursename)\n- ECTS [KASLOE8.1](course)\n- ECTS [Suomet vieraina suussa](coursename)\n- ECTS [KASLOE6.2](course)\n- ECTS [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](coursename)\n- ECTS [SOS10.1.3](course)\n- ECTS [Populaarikulttuuri ja -kirjallisuus](coursename)\n- ECTS [KKRA2](course)\n- ECTS [A seminar on theoretical social research: Schmitt, Arendt, and The Political](coursename)\n- ECTS [KKSUVAL1](course)\n- ECTS [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](coursename)\n- ECTS [HISP3](course)\n- ECTS [Dialogue: Constructive Talk at Work](coursename)\n- ECTS [HISA2](course)\n- ECTS [Tyylioppi](coursename)\n- ECTS [SOS4.1](course)\n- ECTS [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Seinäjoki](coursename)\n- ECTS [BTK4032](course)\n- ECTS [Työhyvinvointi (itsenäinen suoritustapa)](coursename)\n- ECTS [HALJUA65](course)\n- ECTS [Kielen kehitys](coursename)\n- ECTS [JOVA20](course)\n- ECTS [Venäjä IV](coursename)\n- ECTS [JKKYLECT](course)\n- ECTS [Rahoitusoikeus](coursename)\n- ECTS [PGHES03](course)\n- ECTS [Hallintotieteen teoriat ja käsitteet](coursename)\n- ECTS [VENS3](course)\n- ECTS [Missä mennään Mead? -seminaari](coursename)\n- [JOUJOVTS](course) ECTS\n- [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](coursename) ECTS\n- [KASVAR2](course) ECTS\n- [Terveydenhuollon ja terveystutkimuksen etiikka](coursename) ECTS\n- [PSYA1](course) ECTS\n- [Orientaatio historian tutkinto-ohjelman opintoihin](coursename) ECTS\n- [FONEP2](course) ECTS\n- [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](coursename) ECTS\n- [ESPFP1](course) ECTS\n- [Pro gradu - seminaari 2018 (jatkava) (vaihe I)](coursename) ECTS\n- [HISS2](course) ECTS\n- [Imagining Persia/Iran: Orientalism, Revolution and Diaspora](coursename) ECTS\n- [TERKAN6](course) ECTS\n- [Lukuteoria ja algebra opettajille -](coursename) ECTS\n- [VENS4](course) ECTS\n- [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](coursename) ECTS\n- [KATLAA22](course) ECTS\n- [Matematiikan gradustartti](coursename) ECTS\n- [MVKS42E](course) ECTS\n- [Kerronnan monet muodot (luentokurssi korvaa kirjatentin)](coursename) ECTS\n- [ENGP3](course) ECTS\n- [Kandidaatintutkielma](coursename) ECTS\n- [KATYVS42](course) ECTS\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](coursename) ECTS\n- [ITIA03](course) ECTS\n- [Research on Public Management and Organizations](coursename) ECTS\n- [TIETA19](course) ECTS\n- [Orientaatiopäivä väitöskirjatutkijoille](coursename) ECTS\n- [MTTTA1](course) ECTS\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaopiskelijat](coursename) ECTS\n- [KASLOM6](course) ECTS\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename) ECTS\n- [POLKAA99](course) ECTS\n- [European Social Policy: Content and Actors](coursename) ECTS\n- [KASLOH3](course) ECTS\n- [Readings in Entrepreneurship](coursename) ECTS\n- [TIEP1](course) ECTS\n- [Yritysjuridiikan case-kurssi](coursename) ECTS\n- [SUKKP5B](course) ECTS\n- [Kiina II](coursename) ECTS\n- [JOUJOVTS](course) ECTS\n- [Ympäristöpolitiikan vaikutuskeinot](coursename) ECTS\n- [MVKS17V](course) ECTS\n- [Debating for Academic Purposes](coursename) ECTS\n- [KATVAS31](course) ECTS\n- [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](coursename) ECTS\n- [DPLA01](course) ECTS\n- [Tutkielmaseminaari](coursename) ECTS\n- [KATTAA21](course) ECTS\n- [Pro gradu -seminaari ja -tutkielma (julkinen talousjohtaminen)](coursename) ECTS\n- [HISP2](course) ECTS\n- [Yritysverkoston juridinen hallinta](coursename) ECTS\n- [POLVOS28](course) ECTS\n- [Liikuntatuutorina toimiminen / Sports Tutoring](coursename) ECTS\n- [STYA3A](course) ECTS\n- [Pohjoismaisten kielten lähtötasokoe](coursename) ECTS\n- [HALHAS99](course) ECTS\n- [Perspectives to sustainable organisational and societal change](coursename) ECTS\n- [KKENVAL1](course) ECTS\n- [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename) ECTS\n- [LOGA9](course) course points\n- [Ryhmät ja ryhmien väliset suhteet](coursename) course points\n- [LUOYY003](course) course points\n- [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename) course points\n- [MTTTA13](course) course points\n- [Sidosryhmäteoria ja -johtaminen](coursename) course points\n- [HISA1B](course) course points\n- [Äänen häiriöt](coursename) course points\n- [ESPFP5](course) course points\n- [Accounting Information Systems](coursename) course points\n- [MTTTS11](course) course points\n- [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](coursename) course points\n- [MVKS18E](course) course points\n- [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename) course points\n- [MTTMY1](course) course points\n- [Orientoivat opinnot - Alkuorientaatio](coursename) course points\n- [GTS3](course) course points\n- [Sociolinguistics](coursename) course points\n- [ITIY3](course) course points\n- [Dialogue: Constructive Talk at Work](coursename) course points\n- [RANSV5](course) course points\n- [Journal club](coursename) course points\n- [BTK2070](course) course points\n- [Cultural Conversations](coursename) course points\n- [VENP4](course) course points\n- [Business Writing](coursename) course points\n- [SAKS3](course) course points\n- [Algebra 1A](coursename) course points\n- [TAYJ11](course) course points\n- [The European Union's Transnational Policies (POMLFCS2)](coursename) course points\n- [KATVRA22](course) course points\n- [Civil Society and Political Participation (book exam/essay)](coursename) course points\n- [KATJOA13](course) course points\n- [Tieteellisen artikkelin tehokas kirjoittaminen](coursename) course points\n- [STYP5](course) course points\n- [Postgraduate seminar in Interactive Technology (Surakka)](coursename) course points\n- [MVKS23](course) course points\n- [Visuaalisen journalismin perusteet, luennot](coursename) course points\n- [POLVOS33](course) course points\n- [ABC of Scientific Communication](coursename) course points\n- [MVKS42S](course) course points\n- [Ihmisoikeudet ja kansainvälinen yhteisö (kirjatentti/essee)](coursename) course points\n- [ENGS3](course) course points\n- [Työpaja (matematiikan perustaitotesti)](coursename) course points\n- [HALJTS07](course) course points\n- [Makrotalousteorian jatkokurssi I](coursename) course points\n- [KKENVAL4](course) course points\n- [Study Skills - Basics of Information Literacy](coursename) course points\n- [KASVAR4](course) course points\n- [Kiina I](coursename) course points\n- [SOS09.3](course) course points\n- [Markkinointitutkimuksen sovellukset](coursename) course points\n- [ITIA6](course) course points\n- [Julkisoikeuden tutkimuspraktikum](coursename) course points\n- [VENT1](course) course points\n- [Introduction to Academic English (diverse learners)](coursename) course points\n- [KASVARPH](course) course points\n- [Journal club](coursename) course points\n- [KATLAS14](course) course points\n- [Software Project Management, Software Project Management (Fall term)](coursename) course points\n- [KATJOS99](course) student points\n- [Tieteellinen kirjoittaminen](coursename) student points\n- [JOUJOVTS](course) student points\n- [Experimental animal course](coursename) student points\n- [KASP2](course) student points\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename) student points\n- [TAYJ12](course) student points\n- [Puheviestinnän tutkimuskurssi](coursename) student points\n- [BIO4716](course) student points\n- [Johtaminen ja organisaatiot I (kirjallisuus)](coursename) student points\n- [KKENYHT](course) student points\n- [Pohjoismaisten kielten lähtötasokoe](coursename) student points\n- [KATYVS11](course) student points\n- [Kielioppi II (suomenkieliset opiskelijat)](coursename) student points\n- [TERHOIA6](course) student points\n- [User Experience in Robotics (TUT/IHTE)](coursename) student points\n- [FILP2](course) student points\n- [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](coursename) student points\n- [KASA13](course) student points\n- [Current Trends in Leadership](coursename) student points\n- [STYP1A](course) student points\n- [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](coursename) student points\n- [KKSUPRO](course) student points\n- [Varhaismoderni yhteiskunta](coursename) student points\n- [FILAPRO](course) student points\n- [Organisaatioteoria](coursename) student points\n- [TEE6](course) student points\n- [Introduction to R (Tampere Summer School 2018)](coursename) student points\n- [TIEP1](course) student points\n- [Yritysjuridiikan ajankohtaiset teemat](coursename) student points\n- [POLVOA11](course) student points\n- [Kasvatushistoria - kirjatentti (slk ja klk)](coursename) student points\n- [KASP1](course) student points\n- [Littérature française I /Ranskan kirjallisuus I](coursename) student points\n- [KKENVAL9](course) student points\n- [Structure of English I - Phonology and Pronunciation I](coursename) student points\n- [BIO2085](course) student points\n- [Finnish Society and Culture (spring)](coursename) student points\n- [MVKS34](course) student points\n- [Introduction to Risk Management and Insurance (autumn semester)](coursename) student points\n- [JOVP5](course) student points\n- [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](coursename) student points\n- [SOS4.6](course) student points\n- [Statistical Analysis with Missing Data (advanced)](coursename) student points\n- [DPEDUA.1B](course) student points\n- [Paikallisen hallinnan teoriat - Lukupiiri](coursename) student points\n- [FILJATKO](course) student points\n- [Kielioppi II](coursename) student points\n- [HALJUA99](course) student points\n- [Lasten ja nuorten neuropsykologien kuntoutus](coursename) student points\n- [SOSM5.1](course) student points\n- [Monikulttuurinen kirjallisuus Suomessa](coursename) student points\n- [ITIP5](course) student points\n- [Behavioral Finance](coursename) student points\n- [HISS2](course) student points\n- [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](coursename) student points\n- [KASLOE7.1](course) student points\n- [Writing for Publications](coursename) student points\n- [SOS10.1.4](course) student points\n- [Kontrastiivisen fonetiikan perusteet -](coursename) student points\n- [KKRUBMT](course) points\n- [Game Theory/Advanced Course in Microeconomics](coursename) points\n- [ITIS12](course) points\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) points\n- [KATVRS52](course) points\n- [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](coursename) points\n- [HISA3A](course) points\n- [Työterveyden tohtorikoulutusseminaari](coursename) points\n- [KASA8](course) points\n- [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](coursename) points\n- [TERVAL4](course) points\n- [Scottish Literature](coursename) points\n- [KATMAA99](course) points\n- [Tilintarkastus I](coursename) points\n- [POLKVA12](course) points\n- [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](coursename) points\n- [KASA13](course) points\n- [Systemaattinen tiedonhaku hoitotieteessä](coursename) points\n- [LTLY213](course) points\n- [Orientation - General Orientation Course for International Students](coursename) points\n- [KATLITO3](course) points\n- [Service Marketing](coursename) points\n- [HIST04](course) points\n- [Dialogitulkkaus](coursename) points\n- [KASLOK3](course) points\n- [Orientoivat opinnot - HOPS1](coursename) points\n- [TERTIETO3](course) points\n- [Tiedonhankinnan perusteet](coursename) points\n- [PSYA11](course) points\n- [Seminaari (Seppänen)](coursename) points\n- [DPHSS204](course) points\n- [Moniammatilliset oppimisyhteisöt - Seminaari](coursename) points\n- [SUOP4](course) points\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / intensiivikurssi](coursename) points\n- [HALJTS07](course) points\n- [Markkina- ja immateriaalioikeus](coursename) points\n- [SAKA6](course) points\n- [Kansainväliset suhteet ja ilmaston muutoksen hallinta](coursename) points\n- [FILS1E](course) points\n- [Lähtötasokoe](coursename) points\n- [ENGA1](course) points\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) points\n- [FONEP2](course) points\n- [History, Culture and Literature: Culture and Literature](coursename) points\n- [KASA12](course) points\n- [Kandidaattiseminaari ja tutkielma (yritysjuridiikka ja vero-oikeus)](coursename) points\n- [KKRULL](course) points\n- [Käsityö - Projektiosio - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename) points\n- [ESPFP2](course) points\n- [Introduction to Academic English (diverse learners)](coursename) points\n- [DPHSS205](course) points\n- [Persoonallisuuspsykologia I](coursename) points\n- [KATVRA13](course) points\n- [Orientoivat opinnot - Tiedonhankintataidot](coursename) points\n- [HTIS51](course) points\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) points\n- [TIETA12](course) points\n- [Kielen opettaminen / Fremdsprachenlehren](coursename) points\n- [HALHAS15](course) points\n- [Keskiajan symboliikkaa -verkkokurssi](coursename) points\n- [MVKS39E/S](course) amount of points\n- [Journalismin perusteet, luennot](coursename) amount of points\n- [KATTAA40](course) amount of points\n- [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) amount of points\n- [TERHOIA2](course) amount of points\n- [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](coursename) amount of points\n- [VENA6](course) amount of points\n- [User Experience: Design and Evaluation (TUT/IHTE)](coursename) amount of points\n- [KATVRS42](course) amount of points\n- [Kehityspsykologia II](coursename) amount of points\n- [KIRA2](course) amount of points\n- [Opetus, ohjaus, oppiminen, monimuoto-opeus](coursename) amount of points\n- [TERKAN4](course) amount of points\n- [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](coursename) amount of points\n- [TIETS21](course) amount of points\n- [SOTEPO - Tohtorikoulutusseminaari (Sos.- ja terv.pol., tervh.tutk., terv.huollon joht.)](coursename) amount of points\n- [PSYS10](course) amount of points\n- [Syntax](coursename) amount of points\n- [TIEY1](course) amount of points\n- [Historian tutkimusprosessi ja historiantutkijan etiikka](coursename) amount of points\n- [KATYVA35](course) amount of points\n- [Julkisen talousjohtamisen tutkimusotteet](coursename) amount of points\n- [KASA11](course) amount of points\n- [Suullinen ja kirjallinen taito - Suulliset ja kirjalliset harjoitukset/Expresión oral y escrita - Conversación y redacción](coursename) amount of points\n- [MVKS34](course) amount of points\n- [Current Trends in Leadership](coursename) amount of points\n- [HALKAS14](course) amount of points\n- [Oppimisen ja opiskelun taidot](coursename) amount of points\n- [JOVPVS8](course) amount of points\n- [Liike-elämän ruotsia I](coursename) amount of points\n- [SOCYKV2](course) amount of points\n- [Kielen variaatio](coursename) amount of points\n- [KKSU6](course) amount of points\n- [Ruotsin kielen valmentava kurssi](coursename) amount of points\n- [HIS](course) amount of points\n- [Tutkimusseminaari ja pro gradu -tutkielma](coursename) amount of points\n- [DPJKKPS](course) amount of points\n- [Orientation and Study Planning](coursename) amount of points\n- [MTTTP5](course) amount of points\n- [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](coursename) amount of points\n- [LFCOR](course) amount of points\n- [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu keväältä 2018)](coursename) amount of points\n- [KATVAA14](course) amount of points\n- [Kandidaattiseminaari ja tutkielma (markkinointi) - syksy 2018](coursename) amount of points\n- [KKKI1](course) amount of points\n- [Foreign Policy and Diplomacy (book exam/essay)](coursename) amount of points\n- [KIRA2](course) amount of points\n- [Advanced English Business Communication](coursename) amount of points\n- [FILJATKO](course) amount of points\n- [Nykyajan filosofia](coursename) amount of points\n- [BIO4230](course) amount of points\n- [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Kevät 2019](coursename) amount of points\n- [VENA6](course) amount of points\n- [Seminaari (Seppänen) jatkuu keväältä](coursename) amount of points\n- [YKT04.2](course) amount of points\n- [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename) amount of points\n- [KATLAS99](course) amount of points\n- [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](coursename) amount of points\n- [LOGS7](course) amount of points\n- [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](coursename) amount of points\n- [DPJKKKS](course) credits\n- [Data Structures](coursename) credits\n- [KKENVAL8](course) credits\n- [Journalismin perusteet, luennot](coursename) credits\n- [KKENYHT](course) credits\n- [Mediakulttuurit / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) credits\n- [SAKA3](course) credits\n- [Terveyden edistämisen interventiot, Seinäjoki](coursename) credits\n- [KASLOE8.1](course) credits\n- [Poliittiset järjestelmät (kirjatentti/essee)](coursename) credits\n- [TERKANP6](course) credits\n- [Proseminaari (ryhmä 2)](coursename) credits\n- [JOVPVS1](course) credits\n- [Sijoitustoiminta](coursename) credits\n- [HALHAS15](course) credits\n- [Feministinen tietäminen](coursename) credits\n- [BTK1062](course) credits\n- [Tiede ja teknologia -tutkimusseminaari](coursename) credits\n- [TIEP1](course) credits\n- [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](coursename) credits\n- [KASVAR12](course) credits\n- [Johdon laskentatoimen jatkokurssi](coursename) credits\n- [ENGA3](course) credits\n- [Web-tutkimus](coursename) credits\n- [KATVRS54](course) credits\n- [Suomen energiapolitiikka (kirjatentti/essee)](coursename) credits\n- [KASLOM3](course) credits\n- [Orientoivat opinnot ja HOPS](coursename) credits\n- [DPHSFC07](course) credits\n- [Julkisen hallinnon reformit ja muutos](coursename) credits\n- [KASLOM1](course) credits\n- [Monikulttuurinen kirjallisuus Suomessa](coursename) credits\n- [POLVOS40](course) credits\n- [Biologia ja ympäristötieto - Biologian kenttäkurssi (1-4 ryhmät, Arboretum ja Pyynikinharju)](coursename) credits\n- [KASSO8](course) credits\n- [Lähtötasokoe - Kirjallinen tentti](coursename) credits\n- [KASA1.2](course) credits\n- [Graduseminaari, alkava (Kaarninen)](coursename) credits\n- [KKENVAL9](course) credits\n- [Keskustelunanalyysi (verkkokurssi), kevät 2019](coursename) credits\n- [POLKVA41](course) credits\n- [Orientation - Orientation to studying in the Degree Programme](coursename) credits\n- [KATVRS60](course) credits\n- [Julkisen talousjohtamisen näkökulmia](coursename) credits\n- [DPHSS207](course) credits\n- [Kansainvälisen oikeuden peruskurssi](coursename) credits\n- [YKYY0](course) credits\n- [SOS6.2.3 Työelämän vuorovaikutus](coursename) credits\n- [KKSUTTK](course) credits\n- [Sosiaalipolitiikka (lähi- ja monimuotokurssi)](coursename) credits\n- [COSOPN2](course) credits\n- [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](coursename) credits\n- [KASSM2](course) credits\n- [Johdatus yhteiskuntafilosofiaan](coursename) credits\n- [SOS6.5.1](course) credits\n- [Korkeakoulujen rahoitus ja talous - Harjoitustyö](coursename) credits\n- [KIRS5](course) credits\n- [Viestinnän ja median tutkimuksen metodologia, luennot](coursename) credits\n- [FILA7](course) credits\n- [Book Exam in Human-Technology Interaction](coursename) credits\n- [POLPOP02](course) the amount of ECTS\n- [Kulttuurien kohtaaminen](coursename) the amount of ECTS\n- [KATRAA11](course) the amount of ECTS\n- [Kuvataiteen vaihtuvateemainen opintojakso/Elokuva mediakasvatuksen välineenä](coursename) the amount of ECTS\n- [JOVP4](course) the amount of ECTS\n- [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](coursename) the amount of ECTS\n- [TIEP1](course) the amount of ECTS\n- [Työelämän myytit ja todellisuus](coursename) the amount of ECTS\n- [KASVAR11](course) the amount of ECTS\n- [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename) the amount of ECTS\n- [COSOPON5](course) the amount of ECTS\n- [Innovation Project (2018-II)](coursename) the amount of ECTS\n- [KKSUVAL1](course) the amount of ECTS\n- [Orientation](coursename) the amount of ECTS\n- [MTTTS13](course) the amount of ECTS\n- [Hoitotyön johtamisen harjoittelu](coursename) the amount of ECTS\n- [VENP2](course) the amount of ECTS\n- [Kaupungistuva maailma: Kaupungit ja kaupunkilaisuus 1800-luvulta nykypäivään](coursename) the amount of ECTS\n- [POLKAA99](course) the amount of ECTS\n- [Pro gradu -tutkielma ja seminaari](coursename) the amount of ECTS\n- [KAMMAS99](course) the amount of ECTS\n- [Terveystiedon sisällöt (sähköinen tentti)](coursename) the amount of ECTS\n- [KATTAS40](course) the amount of ECTS\n- [Course on International Publishing in Social Sciences and Humanities](coursename) the amount of ECTS\n- [HALJTA12](course) the amount of ECTS\n- [Kuva- ja mediakulttuurit - Kuvakulttuurit 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely/taidemuseot harjoitusryhmät)](coursename) the amount of ECTS\n- [TIEA2.1](course) the amount of ECTS\n- [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](coursename) the amount of ECTS\n- [BTK2112](course) the amount of ECTS\n- [Kandidaatintutkielma, seminaari](coursename) the amount of ECTS\n- [KATLITO8](course) the amount of ECTS\n- [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](coursename) the amount of ECTS\n- [SOSM5.2](course) the amount of ECTS\n- [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Syksy 2018](coursename) the amount of ECTS\n- [RUST5/VENS10](course) the amount of ECTS\n- [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](coursename) the amount of ECTS\n- [ENGS29](course) the amount of ECTS\n- [Kognitiivinen neurotiede I (avoin yliopisto)](coursename) the amount of ECTS\n- [SOS6.2.4](course) the amount of ECTS\n- [Kielellinen vaihtelu/Språklig variation](coursename) the amount of ECTS\n- [PSYS6D](course) the amount of ECTS\n- [Moniammatilliset johtamisopinnot](coursename) the amount of ECTS\n- [JOVP2](course) the amount of ECTS\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) the amount of ECTS\n- [ENGA10](course) the amount of ECTS\n- [Terveystaloustieteen tohtorikoulutussemiaari](coursename) the amount of ECTS\n- [HALJTA12](course) the amount of ECTS\n- [Empiirinen projekti](coursename) the amount of ECTS\n- [ENGS42](course) the amount of ECTS\n- [Writing for Publications](coursename) the amount of ECTS\n- [KASS4](course) the amount of ECTS\n- [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](coursename) the amount of ECTS\n- [KASA5](course) the amount of ECTS\n- [Lasten arki suomalaisessa yhteiskunnassa / Luennot - 1.vsk](coursename) the amount of ECTS\n- [KKRUPRE2](course) the amount of ECTS\n- [Poliittisen sosiologian käsitteet ja tutkimukset](coursename) the amount of ECTS\n- [ITIS61](course) the amount of ECTS\n- [Studies of expansive learning: Foundations, findings and challenges](coursename) the amount of ECTS\n- [KIRA4D](course) the amount of ECTS\n- [Maailmanpolitiikan tutkimus (kirjatentti/essee)](coursename) the amount of ECTS\n- How many points [KASLOM10](course) is\n- How many points [Liikunta - Liikuntapedagogiikka perusopetuksessa B - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename) is\n- How many points [KASVAR11](course) is\n- How many points [Näkökulmia kääntämiseen - Käännös-, rakenne- ja sanastoharjoitukset I / Perspektiven auf Übersetzen](coursename) is\n- How many points [TIETS26](course) is\n- How many points [Kandidaatintutkielmaseminaari - Seminaari](coursename) is\n- How many points [JOVVAL](course) is\n- How many points [Terveyden ja mielenterveyden psykologia I (avoin yliopisto)](coursename) is\n- How many points [KATJOP11](course) is\n- How many points [Lapset ja lastensuojelu](coursename) is\n- How many points [MTTY4](course) is\n- How many points [Tutkielmaseminaari (logopedia)](coursename) is\n- How many points [KIRP4](course) is\n- How many points [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) is\n- How many points [TAYJ035](course) is\n- How many points [Innovation Project (2018-I)](coursename) is\n- How many points [POLPOP05](course) is\n- How many points [Kasvatustieteiden perusopinnot lukuvuonna 2018-2019 - yhteinen johdantoluento](coursename) is\n- How many points [KASVAR3](course) is\n- How many points [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](coursename) is\n- How many points [KASP3](course) is\n- How many points [Matemaattiset aineet - Koulugeometria - 2 vsk](coursename) is\n- How many points [TAYJ11](course) is\n- How many points [Laboroinnin perusteet](coursename) is\n- How many points [KKRA1](course) is\n- How many points [Visuality, security and peace: Introduction into visual peace research and visual security studies](coursename) is\n- How many points [HALJUS21](course) is\n- How many points [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](coursename) is\n- How many points [TAYJ042](course) is\n- How many points [Espanja II](coursename) is\n- How many points [DPHSS201](course) is\n- How many points [Children, young people, politics and participation](coursename) is\n- How many points [KASA2](course) is\n- How many points [Tutkijan puheviestintä](coursename) is\n- How many points [KKVE4](course) is\n- How many points [Sidosryhmäteoria ja -johtaminen](coursename) is\n- How many points [JOVA17](course) is\n- How many points [Orientaatio tutkielman tekemiseen](coursename) is\n- How many points [KKENKTMO](course) is\n- How many points [Innovation Project (Spring term 2018-III)](coursename) is\n- How many points [HISJATKO](course) is\n- How many points [Kommunikationstraining I](coursename) is\n- How many points [KKES1](course) is\n- How many points [Toisen vuoden opiskelijoiden info-tilaisuus](coursename) is\n- How many points [TIETS46](course) is\n- How many points [Tieteellinen kirjoittaminen](coursename) is\n- How many points [SOP03.1](course) is\n- How many points [Responsible Business and Social Accounting (Online course)](coursename) is\n- How many points [KASS4](course) is\n- How many points [Integraation teoria ja EU:n päätöksenteko (kirjatentti/essee)](coursename) is\n- How many points [KATYVA13](course) is\n- How many points [Visuaalisen journalismin erityisalueet](coursename) is\n- How many points [KKENVAL9](course) is\n- How many points [Liiketoimintamallit](coursename) is\n- How many points [POLVOA31](course) is\n- How many points [Intercultural Communication](coursename) is\n- How many points [SUKKP2](course) is\n- How many points [Management Accounting and Human Behaviour](coursename) is\n- How many points [HALTTS13](course) is\n- How many points [Pohjoismaiden kirjallisuus/Nordisk litteratur](coursename) is\n- How many ECTS [TAYJ032](course) will be\n- How many ECTS [Lähtötasokoe](coursename) will be\n- How many ECTS [LOGA4](course) will be\n- How many ECTS [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti, Seinäjoki](coursename) will be\n- How many ECTS [HTIS53](course) will be\n- How many ECTS [Henkilöverotus](coursename) will be\n- How many ECTS [MOLI](course) will be\n- How many ECTS [Gender and wellbeing in the global South and North](coursename) will be\n- How many ECTS [TIETS26](course) will be\n- How many ECTS [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](coursename) will be\n- How many ECTS [KIRA5](course) will be\n- How many ECTS [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename) will be\n- How many ECTS [TRMU2](course) will be\n- How many ECTS [History of English](coursename) will be\n- How many ECTS [KKSUHUK1](course) will be\n- How many ECTS [Kansainvälinen verotus](coursename) will be\n- How many ECTS [JOUJOVTS](course) will be\n- How many ECTS [Tutkimusseminaari ja pro gradu -tutkielma](coursename) will be\n- How many ECTS [HALJTS04](course) will be\n- How many ECTS [Human Rights and International Society (book exam/essay)](coursename) will be\n- How many ECTS [POLVOS31](course) will be\n- How many ECTS [Vertaisohjaus tietojenkäsittelytieteissä (kevät)](coursename) will be\n- How many ECTS [TERHOIA6](course) will be\n- How many ECTS [The Theory and Method of International Relations (theory) (book exam)](coursename) will be\n- How many ECTS [VENA8](course) will be\n- How many ECTS [Laadullinen tutkimus - menetelmät ja prosessi](coursename) will be\n- How many ECTS [ENGA4](course) will be\n- How many ECTS [Kielitaito ja kielitaidon arviointi](coursename) will be\n- How many ECTS [KATLITO3](course) will be\n- How many ECTS [Terveys ja talous](coursename) will be\n- How many ECTS [PEACE046](course) will be\n- How many ECTS [Romanian kielen alkeet / Basic Course in Romanian](coursename) will be\n- How many ECTS [JOVP1](course) will be\n- How many ECTS [Markkinointioikeuden oikeustaloustiede](coursename) will be\n- How many ECTS [HISS1B](course) will be\n- How many ECTS [Pro gradu -tutkielma ja -seminaari](coursename) will be\n- How many ECTS [KATTAS11](course) will be\n- How many ECTS [Biodiversity Offsetting Game](coursename) will be\n- How many ECTS [POLPOP01](course) will be\n- How many ECTS [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](coursename) will be\n- How many ECTS [PSYA11](course) will be\n- How many ECTS [Tiedon rajat](coursename) will be\n- How many ECTS [MTTMA2](course) will be\n- How many ECTS [Kulttuuripsykologian perusteet](coursename) will be\n- How many ECTS [TAYJ041](course) will be\n- How many ECTS [The Theory and Method of International Relations (seminar) (book exam)](coursename) will be\n- How many ECTS [YKT09.6](course) will be\n- How many ECTS [Aikuiskasvatus ja työelämä - Seminaari ja lukupiiri (II-III per.) TAI kirjatentti (slk ja klk)](coursename) will be\n- How many ECTS [BIO4440](course) will be\n- How many ECTS [Readings in Strategy](coursename) will be\n- How many ECTS [KKRULUK](course) will be\n- How many ECTS [Tulkin työkalupakki](coursename) will be\n- How many ECTS [PEACE046](course) will be\n- How many ECTS [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi)](coursename) will be\n- How many ECTS [KASLOM2](course) will be\n- How many ECTS [Johdatus asiakastyöhön](coursename) will be\n- How many ECTS [POLKVA41](course) will be\n- How many ECTS [Business, Society and Nature (Lectures)](coursename) will be\n- How many ECTS [KATJOA12](course) will be\n- How many ECTS [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) will be\n- Credits [KKENYHT](course)\n- Credits [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (2. periodi)](coursename)\n- Credits [KASVAR10](course)\n- Credits [Käännösviestintä ranska-suomi I / Traduction français-finnois I](coursename)\n- Credits [BTK0024](course)\n- Credits [Arvonlisäverotus](coursename)\n- Credits [MTTTS16](course)\n- Credits [The Coeliac Disease Journal Club](coursename)\n- Credits [HALKAS99](course)\n- Credits [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](coursename)\n- Credits [JOVA7](course)\n- Credits [Viron peruskurssi](coursename)\n- Credits [KKRUVAL2](course)\n- Credits [Ympäristöpolitiikan vaikutuskeinot](coursename)\n- Credits [KASVAR5](course)\n- Credits [Managing industrial e-business and B2B](coursename)\n- Credits [PSYP2](course)\n- Credits [Introduction to Science and Research (spring)](coursename)\n- Credits [RANA7](course)\n- Credits [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- Credits [KKSUKTK](course)\n- Credits [Käännösviestintä ruotsi-suomi/Översättning svenska-finska](coursename)\n- Credits [DPHSFC07](course)\n- Credits [Kandidaattiseminaari (Vahtikari)](coursename)\n- Credits [KATLAP21](course)\n- Credits [Radiojournalismi](coursename)\n- Credits [KATLAS17](course)\n- Credits [Kandidaattiseminaari (JATKAVA, Katermaa)](coursename)\n- Credits [KASP3](course)\n- Credits [Global Humanitarianism and its Critics (POMLFCS3)](coursename)\n- Credits [POLVOS32](course)\n- Credits [Kirjallisuus ja kulttuuri/Litteratur och kultur](coursename)\n- Credits [RANP4](course)\n- Credits [Liikunta - Liikuntapedagogiikka perusopetuksessa B - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- Credits [STYA9](course)\n- Credits [Sosiaalitieteiden kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- Credits [POLKVA31](course)\n- Credits [Lainvalmistelu ja vaikutusten arviointi](coursename)\n- Credits [ENGA13](course)\n- Credits [Theories of Welfare States and Comparative Social Policy: An introduction](coursename)\n- Credits [ITIY003](course)\n- Credits [Advanced Project Studies](coursename)\n- Credits [ITIY3](course)\n- Credits [Seminaari (Nikunen) jatkuu keväältä](coursename)\n- Credits [TERKANA4](course)\n- Credits [Muutosjohtaminen sosiaalityössä - Sosnet verkkokurssi](coursename)\n- Credits [BTK1023](course)\n- Credits [Kilpailuoikeus](coursename)\n- Credits [KATVRA00](course)\n- Credits [Euroopan unioni ja maailma](coursename)\n- Credits [KKRUHY](course)\n- Credits [Sosiaalioikeus - STYA1A2 Sosiaalioikeus II](coursename)\n- Credits [POLVOS23](course)\n- Credits [Lukuteoria ja algebra opettajille -](coursename)\n- Credits [POLVOA42/52/S23](course)\n- Credits [Variety in Present-day English](coursename)\n- Credits [MVKS04](course)\n- Credits [Readings in Entrepreneurship](coursename)\n- Credits [ITIS22](course)\n- Credits [Mitä oikeudenmukaisuus on?](coursename)\n- How many credits can I get from [JOUJOVTS/JMMETU](course)\n- How many credits can I get from [Maisteriopintojen opintosuuntiin johdattava kirjallisuus](coursename)\n- How many credits can I get from [KASLTT](course)\n- How many credits can I get from [Paikallisen hallinnan teoriat - Lukupiiri](coursename)\n- How many credits can I get from [JOVTETUS3](course)\n- How many credits can I get from [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](coursename)\n- How many credits can I get from [BTK2223](course)\n- How many credits can I get from [Book Exam in Human-Technology Interaction](coursename)\n- How many credits can I get from [KASLOE4.1](course)\n- How many credits can I get from [Julkisen talousjohtamisen tietojärjestelmät](coursename)\n- How many credits can I get from [HALJUA24](course)\n- How many credits can I get from [Tulkkauksen teoria](coursename)\n- How many credits can I get from [BTK4121](course)\n- How many credits can I get from [Luentateatteri](coursename)\n- How many credits can I get from [LUOYY020](course)\n- How many credits can I get from [Translating and Editing for Publication](coursename)\n- How many credits can I get from [KATYVA51](course)\n- How many credits can I get from [Hesdoc Annual Meeting](coursename)\n- How many credits can I get from [VENA6](course)\n- How many credits can I get from [Valtio-opin teoriat (kirjatentti/essee)](coursename)\n- How many credits can I get from [JOUJOVTS](course)\n- How many credits can I get from [Kansainvälistymistä ja verkostoitumista tukevat opinnot](coursename)\n- How many credits can I get from [KASA3](course)\n- How many credits can I get from [Venäjä III](coursename)\n- How many credits can I get from [KKRA2](course)\n- How many credits can I get from [Semantiikka ja pragmatiikka / Semantik und Pragmatik](coursename)\n- How many credits can I get from [HALJUA19](course)\n- How many credits can I get from [Seminaarit 1. lukukausi/2. lukukausi](coursename)\n- How many credits can I get from [BTK4121](course)\n- How many credits can I get from [Olio-ohjelmoinnin perusteet II](coursename)\n- How many credits can I get from [SUOA8](course)\n- How many credits can I get from [Viron peruskurssi](coursename)\n- How many credits can I get from [HALKAA99](course)\n- How many credits can I get from [Government and Society: Inequality](coursename)\n- How many credits can I get from [LOGA2](course)\n- How many credits can I get from [Biostatistiikka ja tilastollinen tietojenkäsittely](coursename)\n- How many credits can I get from [POLKVA32](course)\n- How many credits can I get from [Project Work (Spring term 2018)](coursename)\n- How many credits can I get from [KASS4](course)\n- How many credits can I get from [Course on International Publishing in Social Sciences and Humanities](coursename)\n- How many credits can I get from [SOS10.6](course)\n- How many credits can I get from [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename)\n- How many credits can I get from [YKTM4](course)\n- How many credits can I get from [Kirjoitusviestintä / COMS](coursename)\n- How many credits can I get from [MVKS05](course)\n- How many credits can I get from [Seminaari (Seppänen)](coursename)\n- How many credits can I get from [KASA15](course)\n- How many credits can I get from [Education in Developing Countries: Problems and Possible Solutions - Seminar](coursename)\n- How many credits can I get from [ENGS40](course)\n- How many credits can I get from [Lausekielinen ohjelmointi II](coursename)\n- How many credits can I get from [SUOV2](course)\n- How many credits can I get from [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](coursename)\n- How many credits can I get from [KKENYHT](course)\n- How many credits can I get from [Lastenkirjallisuus ja draama / Luennot - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- How many credits can I get from [TAYJ035](course)\n- How many credits can I get from [Debating for Academic Purposes](coursename)\n- How many credits can I get from [KASLOE6.2](course)\n- How many credits can I get from [Tutkimuksen perusteet ja etiikka](coursename)\n- How many credits can I get from [KATLITO2](course)\n- How many credits can I get from [Johtaminen ja organisaatiot II](coursename)\n- How many ECTS can I get from [KASLOM7](course)\n- How many ECTS can I get from [Käännösviestintä ruotsi-suomi/Översättning svenska-finska](coursename)\n- How many ECTS can I get from [MTTMA1B](course)\n- How many ECTS can I get from [MED Research Colloquium](coursename)\n- How many ECTS can I get from [HALJUA65](course)\n- How many ECTS can I get from [Johtaminen ja organisaatiot I (kirjallisuus)](coursename)\n- How many ECTS can I get from [BTK5001](course)\n- How many ECTS can I get from [Algebra 1A](coursename)\n- How many ECTS can I get from [TAYJ034](course)\n- How many ECTS can I get from [Kansainvälisen politiikan menetelmäseminaari](coursename)\n- How many ECTS can I get from [HALJUS21](course)\n- How many ECTS can I get from [Valtio-opin maisteriseminaari](coursename)\n- How many ECTS can I get from [HALKAA12](course)\n- How many ECTS can I get from [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](coursename)\n- How many ECTS can I get from [KASLOM3](course)\n- How many ECTS can I get from [Epidemiologian perusteet](coursename)\n- How many ECTS can I get from [STYS2A](course)\n- How many ECTS can I get from [Tieteellinen kirjoittaminen / LUO & COMS](coursename)\n- How many ECTS can I get from [KIRS5](course)\n- How many ECTS can I get from [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename)\n- How many ECTS can I get from [KATYVS23](course)\n- How many ECTS can I get from [Ranskan kielen suullinen harjoituskurssi](coursename)\n- How many ECTS can I get from [ESPFA2](course)\n- How many ECTS can I get from [Kansainväliset vakuutusmarkkinat ja jälleenvakuutus](coursename)\n- How many ECTS can I get from [KATYVA35](course)\n- How many ECTS can I get from [Liikekirjanpito ja tilinpäätös](coursename)\n- How many ECTS can I get from [KASA11](course)\n- How many ECTS can I get from [Tiedonhaun kieliteknologia](coursename)\n- How many ECTS can I get from [YKYYV07](course)\n- How many ECTS can I get from [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (4. periodi)](coursename)\n- How many ECTS can I get from [KATJOA19](course)\n- How many ECTS can I get from [Molekyylibiologian työt](coursename)\n- How many ECTS can I get from [FILA9](course)\n- How many ECTS can I get from [Visuaalisen kulttuurin syventymiskohde - Seminaari](coursename)\n- How many ECTS can I get from [KASLOE4.3](course)\n- How many ECTS can I get from [Littérature française I /Ranskan kirjallisuus I](coursename)\n- How many ECTS can I get from [KKSUVAL3](course)\n- How many ECTS can I get from [Introduction to Risk Management and Insurance (autumn semester)](coursename)\n- How many ECTS can I get from [PGHMTS](course)\n- How many ECTS can I get from [Proseminaari (ryhmä 2)](coursename)\n- How many ECTS can I get from [POHA13](course)\n- How many ECTS can I get from [Orientoivat opinnot ja HOPS](coursename)\n- How many ECTS can I get from [KKSAVAL3](course)\n- How many ECTS can I get from [Lapsen puheen ja kielen tutkimus ja kuntoutus](coursename)\n- How many ECTS can I get from [SOSKV1](course)\n- How many ECTS can I get from [SGN-41007 Pattern Recognition and Machine Learning](coursename)\n- How many ECTS can I get from [KATYVA45](course)\n- How many ECTS can I get from [Finnish Elementary Course 1 (taught in 1. & 2. period)](coursename)\n- How many ECTS can I get from [POLKVA44](course)\n- How many ECTS can I get from [Puolueet, vaalit ja poliittinen vaikuttaminen (kirjatentti/essee)](coursename)\n- How many ECTS can I get from [HALJUA23](course)\n- How many ECTS can I get from [Oikeustieteellinen tutkimus](coursename)\n- How many ECTS can I get from [ENGS29](course)\n- How many ECTS can I get from [MA Thesis Seminar](coursename)\n- How many ECTS can I get from [TERKANA3](course)\n- How many ECTS can I get from [Vähittäiskaupan konseptit](coursename)\n- How many ECTS can I get from [JOVP5](course)\n- How many ECTS can I get from [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](coursename)\n- How many ECTS can I get from [TECHS5](course)\n- How many ECTS can I get from [Saksa I](coursename)\n- How many student points can I get from [ITIY3](course)\n- How many student points can I get from [Arviointimenetelmät](coursename)\n- How many student points can I get from [JOVPVS8](course)\n- How many student points can I get from [Johdatus logiikkaan 1](coursename)\n- How many student points can I get from [KKSULUK](course)\n- How many student points can I get from [Valinnainen jakso: Johdatus tiedeviestintään](coursename)\n- How many student points can I get from [KASLOM11](course)\n- How many student points can I get from [Kielitieto ja -taito - Käännös-, rakenne- ja sanastoharjoitukset II Sprachwissen und Sprachfertigkeiten: Kontrastive Text- und Wortschatzübungen](coursename)\n- How many student points can I get from [MOLI](course)\n- How many student points can I get from [Poliittiset aatteet ja ideologiat (kirjatentti)](coursename)\n- How many student points can I get from [STYA3B1](course)\n- How many student points can I get from [Dokumentaation visualisointi](coursename)\n- How many student points can I get from [FONEP3](course)\n- How many student points can I get from [Integraation teoria ja EU:n päätöksenteko (kirjatentti/essee)](coursename)\n- How many student points can I get from [KASSO8](course)\n- How many student points can I get from [Medioitu vuorovaikutus](coursename)\n- How many student points can I get from [PEACE046](course)\n- How many student points can I get from [Systems biology methods](coursename)\n- How many student points can I get from [RANS1](course)\n- How many student points can I get from [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Laadullisen aineiston analyysi](coursename)\n- How many student points can I get from [KASSG](course)\n- How many student points can I get from [Nimistöntutkimus](coursename)\n- How many student points can I get from [PSYS16](course)\n- How many student points can I get from [Psychology of Pervasive Computing (TUT/IHTE)](coursename)\n- How many student points can I get from [VENP4/VENK2](course)\n- How many student points can I get from [Projektiharjoittelu](coursename)\n- How many student points can I get from [KKSUVAL3](course)\n- How many student points can I get from [Tuutorina toimiminen](coursename)\n- How many student points can I get from [KKVE2](course)\n- How many student points can I get from [Käsityömuotoilu - projekti/käytännön työ ja protfolio](coursename)\n- How many student points can I get from [VENS15](course)\n- How many student points can I get from [Thesis seminar](coursename)\n- How many student points can I get from [SUKKP5A](course)\n- How many student points can I get from [Reportaasi](coursename)\n- How many student points can I get from [KKSAVAL3](course)\n- How many student points can I get from [Aikuiskasvatus ja työelämä - Seminaari ja lukupiiri (II-III per.) TAI kirjatentti (slk ja klk)](coursename)\n- How many student points can I get from [VENS15](course)\n- How many student points can I get from [Kasvatus, koulutus ja yhteiskunta - Luennot ja kirjallisuus](coursename)\n- How many student points can I get from [KATTAS40](course)\n- How many student points can I get from [Environmental History and Cultural Ecology of Russia (VENS20)](coursename)\n- How many student points can I get from [KASLOM10](course)\n- How many student points can I get from [Opetus, ohjaus, oppiminen, monimuoto-opeus](coursename)\n- How many student points can I get from [PSYS17](course)\n- How many student points can I get from [Sosiaalinen kognitio](coursename)\n- How many student points can I get from [TERKAN9](course)\n- How many student points can I get from [Viron kielen suullinen ja kirjallinen taito](coursename)\n- How many student points can I get from [KATLITO2](course)\n- How many student points can I get from [Biostatistics](coursename)\n- How many student points can I get from [BTK2051](course)\n- How many student points can I get from [Hoitotyön johtamisen harjoittelu](coursename)\n- How many student points can I get from [KKENVAL2](course)\n- How many student points can I get from [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- How many student points can I get from [ITIA03](course)\n- How many student points can I get from [Methods of Variationist Linguistics](coursename)\n- How many student points can I get from [SOSM5.1](course)\n- How many student points can I get from [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](coursename)\n- How many student points can I get from [POMLFCS3](course)\n- How many student points can I get from [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](coursename)\n- How many student points can I get from [COSOPC2](course)\n- How many student points can I get from [Improving the quality and safety of health care through outcomes research](coursename)\n- I want to know how many credits can I get from [JKKYINA11](course)\n- I want to know how many credits can I get from [Syömis- ja nielemishäiriöt](coursename)\n- I want to know how many credits can I get from [TEE5](course)\n- I want to know how many credits can I get from [Pro gradu -seminaari 2018-2019 (vaihe I)](coursename)\n- I want to know how many credits can I get from [MTTTP1](course)\n- I want to know how many credits can I get from [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](coursename)\n- I want to know how many credits can I get from [BTK1014](course)\n- I want to know how many credits can I get from [Suullinen viestintä I/Muntlig kommunikation I](coursename)\n- I want to know how many credits can I get from [KASA1.2](course)\n- I want to know how many credits can I get from [Kliininen neuropsykologia II](coursename)\n- I want to know how many credits can I get from [TEE9](course)\n- I want to know how many credits can I get from [Tekstiklinikka tutkielman kirjoittajille](coursename)\n- I want to know how many credits can I get from [SOS6.5.3](course)\n- I want to know how many credits can I get from [Julkisen talousjohtamisen tutkimusotteet](coursename)\n- I want to know how many credits can I get from [HTIS53](course)\n- I want to know how many credits can I get from [Teknologiat ja materiaalisuus terveyskysymyksissä](coursename)\n- I want to know how many credits can I get from [POLVOA32/S27](course)\n- I want to know how many credits can I get from [Sopimusoikeuden syventävä opintojakso](coursename)\n- I want to know how many credits can I get from [KASLOM10](course)\n- I want to know how many credits can I get from [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](coursename)\n- I want to know how many credits can I get from [JKKYTVA13](course)\n- I want to know how many credits can I get from [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- I want to know how many credits can I get from [KKRUVAL2](course)\n- I want to know how many credits can I get from [Biokemian työt](coursename)\n- I want to know how many credits can I get from [TIEP1](course)\n- I want to know how many credits can I get from [Euroopan integraation tutkimus (kirjatentti/essee)](coursename)\n- I want to know how many credits can I get from [KKRUYHT](course)\n- I want to know how many credits can I get from [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](coursename)\n- I want to know how many credits can I get from [KKSUSC](course)\n- I want to know how many credits can I get from [Kieli ja kielentäminen -2. vsk (luennot)](coursename)\n- I want to know how many credits can I get from [HTIS66](course)\n- I want to know how many credits can I get from [Kansainvälistymistä ja verkostoitumista tukevat opinnot](coursename)\n- I want to know how many credits can I get from [JOVPVA5](course)\n- I want to know how many credits can I get from [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](coursename)\n- I want to know how many credits can I get from [ITIS23](course)\n- I want to know how many credits can I get from [Tieteellinen kirjoittaminen (3. vuosikurssin opiskelijoille)](coursename)\n- I want to know how many credits can I get from [KKVE1](course)\n- I want to know how many credits can I get from [Academic Writing](coursename)\n- I want to know how many credits can I get from [KASMULTI4](course)\n- I want to know how many credits can I get from [Social Scientific Perspectives on Consumption (online course)](coursename)\n- I want to know how many credits can I get from [SOS08.2](course)\n- I want to know how many credits can I get from [Terveys, arki ja toimijuus](coursename)\n- I want to know how many credits can I get from [IGS006](course)\n- I want to know how many credits can I get from [Performance management in public organizations](coursename)\n- I want to know how many credits can I get from [KASA9](course)\n- I want to know how many credits can I get from [Tilintarkastusoikeus - kirjatentti](coursename)\n- I want to know how many credits can I get from [ESPFA4](course)\n- I want to know how many credits can I get from [Nykyajan filosofia](coursename)\n- I want to know how many credits can I get from [JOVPVS6](course)\n- I want to know how many credits can I get from [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename)\n- I want to know how many credits can I get from [BTK3120](course)\n- I want to know how many credits can I get from [Esimiestyö (syksy 2018)](coursename)\n- I want to know how many credits can I get from [ITIS24](course)\n- I want to know how many credits can I get from [Variety in Present-day English](coursename)\n- I want to know how many credits can I get from [FILA6](course)\n- I want to know how many credits can I get from [Studying abroad / Osallistuminen opiskelijavaihtoon](coursename)\n- I want to know how many credits can I get from [HALTVP11](course)\n- I want to know how many credits can I get from [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (hoitotieteen opiskelijoille)](coursename)\n- I want to know how many credits can I get from [KASA8](course)\n- I want to know how many credits can I get from [Teknologiakasvatus - Teknologia](coursename)\n- I want to know how many ECTS can I get from [KASLOM9](course)\n- I want to know how many ECTS can I get from [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename)\n- I want to know how many ECTS can I get from [ENGA9](course)\n- I want to know how many ECTS can I get from [Seminaari](coursename)\n- I want to know how many ECTS can I get from [KASLOM5](course)\n- I want to know how many ECTS can I get from [Modern Risk Management](coursename)\n- I want to know how many ECTS can I get from [HALTTS11](course)\n- I want to know how many ECTS can I get from [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename)\n- I want to know how many ECTS can I get from [KASLOM5](course)\n- I want to know how many ECTS can I get from [Johdatus Euroopan unioniin](coursename)\n- I want to know how many ECTS can I get from [POLVOS23](course)\n- I want to know how many ECTS can I get from [Keskustelunanalyysi (verkkokurssi), kevät 2019](coursename)\n- I want to know how many ECTS can I get from [KASLOK3](course)\n- I want to know how many ECTS can I get from [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- I want to know how many ECTS can I get from [STYS3C](course)\n- I want to know how many ECTS can I get from [Studying abroad / Osallistuminen opiskelijavaihtoon](coursename)\n- I want to know how many ECTS can I get from [POLKVS99](course)\n- I want to know how many ECTS can I get from [Kansainvälistymistä ja verkostoitumista tukevat opinnot](coursename)\n- I want to know how many ECTS can I get from [KIRA3G](course)\n- I want to know how many ECTS can I get from [Master's Seminar and Thesis](coursename)\n- I want to know how many ECTS can I get from [SOSKV1](course)\n- I want to know how many ECTS can I get from [Sosiaalityö terveydenhuollossa](coursename)\n- I want to know how many ECTS can I get from [POHA11](course)\n- I want to know how many ECTS can I get from [Pro gradu -seminaari ja -tutkielma (taloustiede) - Pro gradu -seminaari](coursename)\n- I want to know how many ECTS can I get from [KKSUSOTE](course)\n- I want to know how many ECTS can I get from [Venäjä IV](coursename)\n- I want to know how many ECTS can I get from [MVKS39V](course)\n- I want to know how many ECTS can I get from [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](coursename)\n- I want to know how many ECTS can I get from [KATYVA42](course)\n- I want to know how many ECTS can I get from [User Experience: Design and Evaluation (TUT/IHTE)](coursename)\n- I want to know how many ECTS can I get from [SUOA4](course)\n- I want to know how many ECTS can I get from [Yritysverotus](coursename)\n- I want to know how many ECTS can I get from [KKES3](course)\n- I want to know how many ECTS can I get from [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](coursename)\n- I want to know how many ECTS can I get from [JOUJOVTS](course)\n- I want to know how many ECTS can I get from [Journalistinen kieli - Tekstinhuolto](coursename)\n- I want to know how many ECTS can I get from [YKYY0](course)\n- I want to know how many ECTS can I get from [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- I want to know how many ECTS can I get from [KATJOA12](course)\n- I want to know how many ECTS can I get from [Master's Seminar and Thesis](coursename)\n- I want to know how many ECTS can I get from [KASORIENT](course)\n- I want to know how many ECTS can I get from [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), syksy](coursename)\n- I want to know how many ECTS can I get from [SAKP1](course)\n- I want to know how many ECTS can I get from [Epidemiologian tohtorikoulutusseminaari](coursename)\n- I want to know how many ECTS can I get from [JOVTS5](course)\n- I want to know how many ECTS can I get from [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename)\n- I want to know how many ECTS can I get from [KKSUVAL3](course)\n- I want to know how many ECTS can I get from [Introduction to Cultural Psychology](coursename)\n- I want to know how many ECTS can I get from [JKKYMYJK05](course)\n- I want to know how many ECTS can I get from [Dramaturgia: Musikaalin dramaturgia](coursename)\n- I want to know how many ECTS can I get from [KASA9](course)\n- I want to know how many ECTS can I get from [Introduction to Science and Research (autumn)](coursename)\n- I want to know how many ECTS can I get from [ITIA6](course)\n- I want to know how many ECTS can I get from [Kieli ja yhteiskunta/Språk och samhälle](coursename)\n- I want to know how many ECTS can I get from [KATMAS12](course)\n- I want to know how many ECTS can I get from [Introduction to Pharmacology and Drug Modelling](coursename)\n- I want to know how many ECTS can I get from [KKRUYHT](course)\n- I want to know how many ECTS can I get from [Data Structures](coursename)\n- I want to know how many ECTS can I get from [LOGA2](course)\n- I want to know how many ECTS can I get from [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename)\n- I want to know how many student points can I get from [FILS1](course)\n- I want to know how many student points can I get from [Ohjatut asiakastyöt](coursename)\n- I want to know how many student points can I get from [KIRA4D](course)\n- I want to know how many student points can I get from [Methods of Variationist Linguistics](coursename)\n- I want to know how many student points can I get from [KKENVAL1](course)\n- I want to know how many student points can I get from [Kansainvälinen verotus](coursename)\n- I want to know how many student points can I get from [TIEY2](course)\n- I want to know how many student points can I get from [Suullinen ja kirjallinen esitys/Expresión oral y redacción](coursename)\n- I want to know how many student points can I get from [KATTAS40](course)\n- I want to know how many student points can I get from [Multidisciplinary Games and Internet Research](coursename)\n- I want to know how many student points can I get from [LOGA8](course)\n- I want to know how many student points can I get from [Tutkimustyötä tukevat tohtoriopinnot (tietojenkäsittelyoppi)](coursename)\n- I want to know how many student points can I get from [KASA13](course)\n- I want to know how many student points can I get from [Korkeakoulut ja korkeakoulutus tutkimuksen kohteena - Kirjallinen tentti](coursename)\n- I want to know how many student points can I get from [SUOA8](course)\n- I want to know how many student points can I get from [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- I want to know how many student points can I get from [KASLOE6.2](course)\n- I want to know how many student points can I get from [Julkiset hankinnat](coursename)\n- I want to know how many student points can I get from [KASP4](course)\n- I want to know how many student points can I get from [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](coursename)\n- I want to know how many student points can I get from [KASSG](course)\n- I want to know how many student points can I get from [Muu valinnainen kurssi](coursename)\n- I want to know how many student points can I get from [KIRA3G](course)\n- I want to know how many student points can I get from [Venäjä III](coursename)\n- I want to know how many student points can I get from [JOVPVS3](course)\n- I want to know how many student points can I get from [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- I want to know how many student points can I get from [TERY4](course)\n- I want to know how many student points can I get from [Psykologiharjoittelu](coursename)\n- I want to know how many student points can I get from [KKVE5](course)\n- I want to know how many student points can I get from [TUTU2 Tulevaisuudentutkimuksen menetelmät](coursename)\n- I want to know how many student points can I get from [SUOR4/A6](course)\n- I want to know how many student points can I get from [Opintojen ohjattu suunnittelu](coursename)\n- I want to know how many student points can I get from [VENA1](course)\n- I want to know how many student points can I get from [Liike- ja työsopimukset](coursename)\n- I want to know how many student points can I get from [JOUJOVTS](course)\n- I want to know how many student points can I get from [Radio Project](coursename)\n- I want to know how many student points can I get from [LUOYY006](course)\n- I want to know how many student points can I get from [Orientoiva tutkielmaseminaari](coursename)\n- I want to know how many student points can I get from [TIEY4](course)\n- I want to know how many student points can I get from [Suullinen viestintä I/Muntlig kommunikation I](coursename)\n- I want to know how many student points can I get from [JOVVAL](course)\n- I want to know how many student points can I get from [Tieteenfilosofia](coursename)\n- I want to know how many student points can I get from [JKKYOA12](course)\n- I want to know how many student points can I get from [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename)\n- I want to know how many student points can I get from [LTLY03](course)\n- I want to know how many student points can I get from [Tekninen viestintä ja informaation suunnittelu](coursename)\n- I want to know how many student points can I get from [HALJTS99](course)\n- I want to know how many student points can I get from [Sosiaaliantropologian teoreettinen ajattelu](coursename)\n- I want to know how many student points can I get from [JOVPVA7](course)\n- I want to know how many student points can I get from [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](coursename)\n- I want to know how many student points can I get from [KKENPRE1](course)\n- I want to know how many student points can I get from [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- I want to know how many student points can I get from [PSYS4](course)\n- I want to know how many student points can I get from [Terveystieteiden laadulliset tutkimusmenetelmät, hoitotieteen opiskelijoille](coursename)\n- I want to know how many student points can I get from [KATVAA13](course)\n- I want to know how many student points can I get from [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](coursename)\n- I want to know how many student points can I get from [SOS5](course)\n- I want to know how many student points can I get from [Tutkimusetiikka](coursename)\n- I want to know how many student points can I get from [KIRP2](course)\n- I want to know how many student points can I get from [Multidisciplinary Games and Internet Research](coursename)\n- I want to know the amount of student points [PSYP2](course)\n- I want to know the amount of student points [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- I want to know the amount of student points [KATLAS99](course)\n- I want to know the amount of student points [Ympäristöhallinnan muutos (esseesuoritusvaihtoehto)](coursename)\n- I want to know the amount of student points [SUOR4/A6](course)\n- I want to know the amount of student points [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- I want to know the amount of student points [KASLOM3](course)\n- I want to know the amount of student points [Suullinen viestintä I - Fonetiikka](coursename)\n- I want to know the amount of student points [TRMU1](course)\n- I want to know the amount of student points [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- I want to know the amount of student points [YKYYHT2](course)\n- I want to know the amount of student points [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](coursename)\n- I want to know the amount of student points [LTLY16](course)\n- I want to know the amount of student points [Toisen kielen oppiminen ja opetus](coursename)\n- I want to know the amount of student points [PSYS6C](course)\n- I want to know the amount of student points [Kandidaattiseminaari (Vahtikari)](coursename)\n- I want to know the amount of student points [HALTTS13](course)\n- I want to know the amount of student points [Finlaysonin kielimaailmat](coursename)\n- I want to know the amount of student points [PSYA8](course)\n- I want to know the amount of student points [Uutiskuvaus ja Henkilökuvaus](coursename)\n- I want to know the amount of student points [PSYS13](course)\n- I want to know the amount of student points [Finnish Elementary Course 1 (taught in 3. period)](coursename)\n- I want to know the amount of student points [TRSU03](course)\n- I want to know the amount of student points [Radiojournalismi](coursename)\n- I want to know the amount of student points [ITIS41](course)\n- I want to know the amount of student points [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- I want to know the amount of student points [KASSM2](course)\n- I want to know the amount of student points [Aikuiskasvatus ja työelämä, kirjatentti, Pori](coursename)\n- I want to know the amount of student points [KASA13](course)\n- I want to know the amount of student points [Strateginen johtaminen julkisyhteisöissä](coursename)\n- I want to know the amount of student points [KASPUHA5](course)\n- I want to know the amount of student points [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](coursename)\n- I want to know the amount of student points [STYS3A](course)\n- I want to know the amount of student points [Kielioppi I](coursename)\n- I want to know the amount of student points [PSYA8](course)\n- I want to know the amount of student points [Ympäristön ja alueiden poliittisuus (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- I want to know the amount of student points [KKRUYHT](course)\n- I want to know the amount of student points [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename)\n- I want to know the amount of student points [TERVAL4](course)\n- I want to know the amount of student points [Vuorovaikutussuhteiden konsultointi](coursename)\n- I want to know the amount of student points [KATLITO8](course)\n- I want to know the amount of student points [Kuvan uudet muodot](coursename)\n- I want to know the amount of student points [ROMAP2](course)\n- I want to know the amount of student points [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](coursename)\n- I want to know the amount of student points [POLPOP01](course)\n- I want to know the amount of student points [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- I want to know the amount of student points [FONEP1](course)\n- I want to know the amount of student points [Ohjelmointia teknisille viestijöille](coursename)\n- I want to know the amount of student points [MTTTP5](course)\n- I want to know the amount of student points [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename)\n- I want to know the amount of student points [DPCMTJ3](course)\n- I want to know the amount of student points [Communication Skills in English - Academic Writing II](coursename)\n- I want to know the amount of student points [ITIA4](course)\n- I want to know the amount of student points [Dialogue: Constructive Talk at Work](coursename)\n- I want to know the amount of student points [LOGA2](course)\n- I want to know the amount of student points [Filosofian työpaja](coursename)\n- I want to know the amount of student points [DPHSF502](course)\n- I want to know the amount of student points [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](coursename)\n- I want to know the amount of student points [STYA3A](course)\n- I want to know the amount of student points [Finnish Elementary Course 1 (taught in 1. period)](coursename)\n\n\n## intent:paikka\n- Where is [TIETA19](course)\n- Where is [Basics of Project Management](coursename)\n- Where is [KATMAS12](course)\n- Where is [Orientaatio yhteiskuntatutkimuksen opintoihin](coursename)\n- Where is [KASA11](course)\n- Where is [Nuorten ja aikuisten mielenterveyden arviointi](coursename)\n- Where is [COSOPOM1](course)\n- Where is [Tieteellinen kirjoittaminen (SOC)](coursename)\n- Where is [SUKKP2](course)\n- Where is [Harjoittelu / Elinikäinen oppiminen ja kasvatus - HARJOITTELUTUKIOPTION HAKEMINEN: Seminaarit ja harjoittelu vuonna 2019 opintojakson suorittaville](coursename)\n- Where is [STYVA](course)\n- Where is [Biostatistics](coursename)\n- Where is [KKSUVAL3](course)\n- Where is [Tekninen työ -](coursename)\n- Where is [KASP5](course)\n- Where is [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](coursename)\n- Where is [SAKP3](course)\n- Where is [Current Approaches in Games and Internet Research](coursename)\n- Where is [KATLAS15](course)\n- Where is [Kasvatuksen ja koulutuksen järjestelmät](coursename)\n- Where is [HALJUA63](course)\n- Where is [Simultaanitulkkaus I saksa-suomi-saksa](coursename)\n- Where is [ITIS61](course)\n- Where is [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](coursename)\n- Where is [KASVAR12](course)\n- Where is [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename)\n- Where is [ENGA1](course)\n- Where is [Orientoivat opinnot - Tiedonhankintataidot I](coursename)\n- Where is [POLKVA21](course)\n- Where is [Lähtötasokoe](coursename)\n- Where is [VENP1](course)\n- Where is [Advanced course in Czech language](coursename)\n- Where is [KASA11](course)\n- Where is [Mikrotalousteoria I](coursename)\n- Where is [HALJUA61](course)\n- Where is [Terveys, tieto, asiantuntijuus](coursename)\n- Where is [KATLITO3](course)\n- Where is [Valtio-opin teoriat (kirjatentti/essee)](coursename)\n- Where is [ENGP9](course)\n- Where is [Academic Presentations](coursename)\n- Where is [TIETS18](course)\n- Where is [Representations and Identities - kirjatentti/essee](coursename)\n- Where is [TAYJ032](course)\n- Where is [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Where is [TEE3](course)\n- Where is [Käyttöliittymien perusteet](coursename)\n- Where is [HISJATKO](course)\n- Where is [Causal inference in social science](coursename)\n- Where is [STYS3](course)\n- Where is [Johtaminen ja organisaatiot I (kirjallisuus)](coursename)\n- Where is [KASLOE8.3](course)\n- Where is [Kirjallinen viestintä II / Schriftliche Kommunikation II](coursename)\n- Where is [POLVOA21](course)\n- Where is [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- Where is [SOS6.5.2](course)\n- Where is [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](coursename)\n- Where is [MTTA2](course)\n- Where is [Lausekielinen ohjelmointi I](coursename)\n- Where is [JOVA14](course)\n- Where is [Käännösteknologian harjoituskurssi](coursename)\n- Where is course [ITIS24](course)\n- Where is course [Understanding Legal Regulation of Business](coursename)\n- Where is course [KASP2](course)\n- Where is course [Introduction to Gender Studies (web course)](coursename)\n- Where is course [KKRUPRE2](course)\n- Where is course [Study Skills - Basics of Information Literacy](coursename)\n- Where is course [TIEP5](course)\n- Where is course [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](coursename)\n- Where is course [FILJATKO](course)\n- Where is course [Matemaattisen tilastotieteen perusteet](coursename)\n- Where is course [HTIS60](course)\n- Where is course [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](coursename)\n- Where is course [TAYJ033](course)\n- Where is course [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Where is course [KASA4](course)\n- Where is course [Addiktiot, yksilö ja yhteiskunta](coursename)\n- Where is course [TAYJ035](course)\n- Where is course [Foundations of Ecological Economics](coursename)\n- Where is course [TERY3](course)\n- Where is course [Jatkokoulutusseminaari](coursename)\n- Where is course [ENGP8](course)\n- Where is course [Europe's Wicked Policy Problems (POMLFCS2)](coursename)\n- Where is course [KASP4](course)\n- Where is course [Kansainvälisen politiikan teoria ja menetelmät (kirjatentti)](coursename)\n- Where is course [KKKI2](course)\n- Where is course [Fonetiikan perusopintojen harjoitustyö](coursename)\n- Where is course [MTTMP4](course)\n- Where is course [Ethics of Technology](coursename)\n- Where is course [PSYA10](course)\n- Where is course [Ikääntyminen, kieli ja vuorovaikutus](coursename)\n- Where is course [HALKAA15](course)\n- Where is course [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename)\n- Where is course [BIO2200](course)\n- Where is course [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 3. periodi](coursename)\n- Where is course [POLKVS21](course)\n- Where is course [Human Mobility in Peace and Conflict Research](coursename)\n- Where is course [TIETS05](course)\n- Where is course [Practical Introduction to Data Mining](coursename)\n- Where is course [MEDU09](course)\n- Where is course [Quantitative Approach](coursename)\n- Where is course [KATLITO8](course)\n- Where is course [Approaches and Tools for Conflict Analysis and Peace Mediation](coursename)\n- Where is course [MTTTS13](course)\n- Where is course [Johdatus etiikkaan](coursename)\n- Where is course [DPEDUA.1B](course)\n- Where is course [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, syksy 2018)](coursename)\n- Where is course [KKSUPRO](course)\n- Where is course [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Where is course [KASLOM7](course)\n- Where is course [Tilastomenetelmien perusteet](coursename)\n- Where is course [KASLOE4.3](course)\n- Where is course [Menetelmäklinikka](coursename)\n- Where is course [JOVTS2](course)\n- Where is course [Laadullisen aineiston analysointi](coursename)\n- Where is course [BTK0021](course)\n- Where is course [Media and Globalization - Lectures + essay](coursename)\n- Where is course [TECHS1](course)\n- Where is course [Kandidaattiseminaari (JATKAVA, Nevala)](coursename)\n- Where is course [STYA1A](course)\n- Where is course [Risk Management and Supervision of Financial Institutions](coursename)\n- Where is class [PSYP1](course)\n- Where is class [Suunnittelu ja kehittäminen hoitotyön johtamisessa](coursename)\n- Where is class [KATYVA42](course)\n- Where is class [Qualitative Approach](coursename)\n- Where is class [SAKS2](course)\n- Where is class [Research on Public Management and Organizations](coursename)\n- Where is class [TIETA6](course)\n- Where is class [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename)\n- Where is class [JOVA20](course)\n- Where is class [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename)\n- Where is class [KKSUSC](course)\n- Where is class [Syömis- ja nielemishäiriöt](coursename)\n- Where is class [KASVAR3](course)\n- Where is class [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](coursename)\n- Where is class [PSYA5](course)\n- Where is class [Tutustuminen psykologin työhön](coursename)\n- Where is class [DPHSS207](course)\n- Where is class [Poliittinen filosofia (kirjatentti/essee)](coursename)\n- Where is class [KASTUTOR](course)\n- Where is class [Äärellisten mallien teorian seminaari (Finite model theory seminar)](coursename)\n- Where is class [KASP4](course)\n- Where is class [Kieli käyttöön/Språket i bruk](coursename)\n- Where is class [ITIS45](course)\n- Where is class [Tutkimuksen perusteet ja etiikka](coursename)\n- Where is class [SOS6.3.3](course)\n- Where is class [Orientaatio psykologiaan](coursename)\n- Where is class [YKT04.2](course)\n- Where is class [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi) / KTM-tutkinto](coursename)\n- Where is class [ITIA11](course)\n- Where is class [Current Approaches in Games and Internet Research](coursename)\n- Where is class [KASLOE7.2](course)\n- Where is class [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](coursename)\n- Where is class [ENGS3](course)\n- Where is class [Tutkijan työpaja](coursename)\n- Where is class [KKIN1](course)\n- Where is class [Sopimusoikeus](coursename)\n- Where is class [TERHOIA7](course)\n- Where is class [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](coursename)\n- Where is class [KKRUKTM](course)\n- Where is class [Tieteellinen kirjoittaminen (SOC)](coursename)\n- Where is class [HISA2](course)\n- Where is class [Statistical Analysis with Missing Data (intermediate)](coursename)\n- Where is class [JOVA1](course)\n- Where is class [Trends in Global Politics (BOOK EXAM POLKVS31)](coursename)\n- Where is class [PSYS15](course)\n- Where is class [Toiminta, tulkinta ja tieto (verkkokurssi)](coursename)\n- Where is class [KASERIT4](course)\n- Where is class [Globaali, lokaali ja yhteisöllisyys sosiaalityössä (kirjatentti)](coursename)\n- Where is class [LTLY16](course)\n- Where is class [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 9.11.2018](coursename)\n- Where is class [SOS08.2](course)\n- Where is class [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 4. periodi](coursename)\n- Where is class [ITIY3](course)\n- Where is class [Kaunokirjallinen kääntäminen venäjä-suomi](coursename)\n- Where is class [KASMULTI5](course)\n- Where is class [Tieteenfilosofia](coursename)\n- Where is class [FILP1B](course)\n- Where is class [Kaunokirjallisen kääntämisen peruskurssi](coursename)\n- Where is class [FILS1](course)\n- Where is class [Causal inference in social science](coursename)\n- Where is lecture [HALJUS11](course)\n- Where is lecture [Lineaarialgebra 1B](coursename)\n- Where is lecture [TERHOO1](course)\n- Where is lecture [Journal club](coursename)\n- Where is lecture [TERY3](course)\n- Where is lecture [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename)\n- Where is lecture [MTTTA6](course)\n- Where is lecture [Kandidaattiseminaari (JATKAVA, Nenonen)](coursename)\n- Where is lecture [TECHS1](course)\n- Where is lecture [Markkinoinnin johtaminen ja organisointi](coursename)\n- Where is lecture [DPCMTJ2](course)\n- Where is lecture [Ranska III](coursename)\n- Where is lecture [NORDIG3](course)\n- Where is lecture [Kääntämisen perusteet](coursename)\n- Where is lecture [BTK3120](course)\n- Where is lecture [Liike-elämän ruotsia I](coursename)\n- Where is lecture [TERKAN18](course)\n- Where is lecture [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- Where is lecture [KATJOS43](course)\n- Where is lecture [Ylirajaiset ilmiöt historiassa: näkökulmia tutkimukseen ja tulkintaan](coursename)\n- Where is lecture [KASLOM4](course)\n- Where is lecture [Intercultural Communication](coursename)\n- Where is lecture [KASLTT](course)\n- Where is lecture [Tutkielmakurssi (III)](coursename)\n- Where is lecture [SOSM5.1](course)\n- Where is lecture [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- Where is lecture [SOS10.6](course)\n- Where is lecture [Jatkokoulutusseminaari](coursename)\n- Where is lecture [SOS08.2](course)\n- Where is lecture [Comparative Research in Social Policy](coursename)\n- Where is lecture [JOVAT2](course)\n- Where is lecture [Pro gradu -seminaari ja -tutkielma (julkinen talousjohtaminen)](coursename)\n- Where is lecture [KASORIENT](course)\n- Where is lecture [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- Where is lecture [HISA1B](course)\n- Where is lecture [Merkitys](coursename)\n- Where is lecture [KKRULUK](course)\n- Where is lecture [Tieto- ja asiakirjahallinto](coursename)\n- Where is lecture [STYA3B1](course)\n- Where is lecture [Sociolinguistics](coursename)\n- Where is lecture [PSYP0](course)\n- Where is lecture [Viestinnän ja median tutkimus](coursename)\n- Where is lecture [SUOV3](course)\n- Where is lecture [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](coursename)\n- Where is lecture [TEE6](course)\n- Where is lecture [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename)\n- Where is lecture [TIEY1](course)\n- Where is lecture [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](coursename)\n- Where is lecture [HISP4](course)\n- Where is lecture [Moniammatilliset oppimisyhteisöt - Seminaari](coursename)\n- Where is lecture [TERKAN6](course)\n- Where is lecture [Johdon laskentatoimen perusteet (avoin yliopisto-opetus)](coursename)\n- Where is lecture [HISJATKO](course)\n- Where is lecture [Johdon laskentatoimen perusteet (avoin yliopisto-opetus)](coursename)\n- Where is lecture [SUOV4](course)\n- Where is lecture [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](coursename)\n- Where is lecture [MTTTA14](course)\n- Where is lecture [Tekstin ymmärtäminen III](coursename)\n- Where is lecture [POLKVA43](course)\n- Where is lecture [Opintojen ohjattu suunnittelu](coursename)\n- Where is the classroom [KATTAA37](course)\n- Where is the classroom [Saamelaisen kirjallisuuden intensiivikurssi](coursename)\n- Where is the classroom [POLKVA22](course)\n- Where is the classroom [Johtaminen ja organisaatiot I (kirjallisuus)](coursename)\n- Where is the classroom [TAYJ032](course)\n- Where is the classroom [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename)\n- Where is the classroom [KKES5](course)\n- Where is the classroom [Aikuiskasvatus ja työelämä, kirjatentti, Seinäjoki](coursename)\n- Where is the classroom [LFCS03](course)\n- Where is the classroom [Kirjallisuus ja kulttuuri/Litteratur och kultur](coursename)\n- Where is the classroom [YKT6.6.3](course)\n- Where is the classroom [Johdatus hallintotieteeseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- Where is the classroom [BTK4032](course)\n- Where is the classroom [Ammattimainen tekstintarkistus](coursename)\n- Where is the classroom [TERTIETO5](course)\n- Where is the classroom [Tilastotieteen johdantokurssi, iltaryhmä](coursename)\n- Where is the classroom [JOVPVS10](course)\n- Where is the classroom [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](coursename)\n- Where is the classroom [POLVOS40](course)\n- Where is the classroom [Nordic Welfare Systems: Past, present, and future](coursename)\n- Where is the classroom [TAYJ032](course)\n- Where is the classroom [Advanced Functional Programming](coursename)\n- Where is the classroom [POLPOP05](course)\n- Where is the classroom [Päätöksenteon etiikka](coursename)\n- Where is the classroom [ENGA9](course)\n- Where is the classroom [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- Where is the classroom [KATMAA99](course)\n- Where is the classroom [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](coursename)\n- Where is the classroom [MVKS29](course)\n- Where is the classroom [Työhyvinvointi](coursename)\n- Where is the classroom [KATVAS99](course)\n- Where is the classroom [Romanian kielen alkeet / Basic Course in Romanian](coursename)\n- Where is the classroom [POHA12](course)\n- Where is the classroom [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 4. periodi](coursename)\n- Where is the classroom [STYA3A2](course)\n- Where is the classroom [Everything You Wanted to Know about Political Parties - But Never Dared to Ask (POMLFCS1)](coursename)\n- Where is the classroom [DPJKKHS](course)\n- Where is the classroom [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (yhteiset seminaarit)](coursename)\n- Where is the classroom [SOS3](course)\n- Where is the classroom [Teaching, Pedagogical Facilitating, Learning](coursename)\n- Where is the classroom [DPIS1](course)\n- Where is the classroom [Draama - 2 vsk opinnot ja 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat (pienryhmäopetus)](coursename)\n- Where is the classroom [BTK4311](course)\n- Where is the classroom [Lasten arviointi](coursename)\n- Where is the classroom [KASA11](course)\n- Where is the classroom [Perehdyttäminen tietotekniikan alkeisiin (kevät)](coursename)\n- Where is the classroom [DPEDUE](course)\n- Where is the classroom [Sosiaalityön harjoittelu + kehittämistyön harjoittelu - STYS2B2 Harjoitteluseminaari](coursename)\n- Where is the classroom [MOLI](course)\n- Where is the classroom [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename)\n- Where is the classroom [STYA3A2](course)\n- Where is the classroom [Kansallisen ja Euroopan tason vuorovaikutus (kirjatentti/essee)](coursename)\n- Where is the classroom [ITIP4](course)\n- Where is the classroom [Venäjän kielen rakenne - Tekstin ymmärtäminen II](coursename)\n- Where is the classroom [RANA7](course)\n- Where is the classroom [Opetussuunnitelmateoria, kirjatentti](coursename)\n- Where is the classroom [HALYHT](course)\n- Where is the classroom [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](coursename)\n- Where is the classroom [SOS6.2.1](course)\n- Where is the classroom [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- Where can I find [TAYJ12](course)\n- Where can I find [Kuntien ja alueiden kansainväliset hallintasuhteet](coursename)\n- Where can I find [SAKA4](course)\n- Where can I find [Orientation and Study Planning](coursename)\n- Where can I find [KKSUPRO](course)\n- Where can I find [Varhaisiän musiikkikasvatus / Luennot - 2.vsk](coursename)\n- Where can I find [TAYJ042](course)\n- Where can I find [Seminaari II - Tieteellisen tekstin tuottaminen](coursename)\n- Where can I find [POLVOS23](course)\n- Where can I find [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- Where can I find [KASLOM3](course)\n- Where can I find [Introduction to Political Theory (book exam/essay)](coursename)\n- Where can I find [JOVA9](course)\n- Where can I find [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](coursename)\n- Where can I find [ITIP1](course)\n- Where can I find [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteisopetusta avoimen yo:n kanssa](coursename)\n- Where can I find [KATLAP21](course)\n- Where can I find [Asiantuntijan puheviestintä ja vuorovaikutusosaaminen](coursename)\n- Where can I find [HISA2](course)\n- Where can I find [Methodology of Social and Comparative Research](coursename)\n- Where can I find [MVKS39E/S](course)\n- Where can I find [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](coursename)\n- Where can I find [SOSKV3](course)\n- Where can I find [Tilastomenetelmien perusteet](coursename)\n- Where can I find [HALJUS13](course)\n- Where can I find [Viestinnän ja median tutkimus](coursename)\n- Where can I find [KASMULTI6](course)\n- Where can I find [Venäjän kielen rakenne - Tekstin ymmärtäminen II](coursename)\n- Where can I find [HALTVP11](course)\n- Where can I find [WWW Programming](coursename)\n- Where can I find [TAYJ13](course)\n- Where can I find [Eettinen johtajuus](coursename)\n- Where can I find [ENGA20](course)\n- Where can I find [Johtaminen ja organisaatiot II](coursename)\n- Where can I find [ESPFA5](course)\n- Where can I find [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](coursename)\n- Where can I find [BTK4300](course)\n- Where can I find [Romanticism and Its Legacy](coursename)\n- Where can I find [BTK4620](course)\n- Where can I find [Embryology](coursename)\n- Where can I find [KATYVA38](course)\n- Where can I find [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](coursename)\n- Where can I find [SOS6.4.3](course)\n- Where can I find [Vuorovaikutus ja tekstit S2-näkökulmasta](coursename)\n- Where can I find [HISS2](course)\n- Where can I find [Laskentatoimen perusteet](coursename)\n- Where can I find [KATLAP21](course)\n- Where can I find [Muu valinnainen kurssi](coursename)\n- Where can I find [KATLITO6](course)\n- Where can I find [Simultaanitulkkaus I englanti-suomi-englanti](coursename)\n- Where can I find [LTLY16](course)\n- Where can I find [Biologia ja ympäristötieto - Biologian kenttäkurssi (1-4 ryhmät, Arboretum ja Pyynikinharju)](coursename)\n- Where can I find [MVKS48/58](course)\n- Where can I find [Regression analysis](coursename)\n- Where can I find [KASA1.2](course)\n- Where can I find [Suullinen viestintä II/Muntlig kommunikation II](coursename)\n- Where can I find [DPHSS202](course)\n- Where can I find [Markkinoinnin kannattavuus ja taloudellisuus](coursename)\n- Where can I find [TIETA7](course)\n- Where can I find [Bachelor's Thesis Seminar - seminar in English](coursename)\n- How to get to [KATPAL12](course)\n- How to get to [Konfliktinratkaisu (kirjatentti/essee)](coursename)\n- How to get to [KATLAS27](course)\n- How to get to [Äänen häiriöt](coursename)\n- How to get to [KASVAR7](course)\n- How to get to [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](coursename)\n- How to get to [TERHOI1](course)\n- How to get to [Oikeustieteellinen tutkimus](coursename)\n- How to get to [NAM-IV](course)\n- How to get to [Budgeting and capital budgeting (online course)](coursename)\n- How to get to [SUOS2](course)\n- How to get to [English Word Formation](coursename)\n- How to get to [KASSG](course)\n- How to get to [Orientoivat opinnot ja HOPS (saksan kieli, kulttuuri ja kääntäminen)](coursename)\n- How to get to [POLKVS22](course)\n- How to get to [Äärellisten mallien teorian seminaari (Finite model theory seminar)](coursename)\n- How to get to [TIETA18](course)\n- How to get to [Tieto- ja asiakirjahallinto](coursename)\n- How to get to [SUOR4/A6](course)\n- How to get to [Readings in Entrepreneurship](coursename)\n- How to get to [TERHOIA5](course)\n- How to get to [Medioitu vuorovaikutus](coursename)\n- How to get to [RUST2/VENS13](course)\n- How to get to [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- How to get to [KKRUYHT](course)\n- How to get to [Venäjän kielen rakenne - Morfologia](coursename)\n- How to get to [SOSM1](course)\n- How to get to [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename)\n- How to get to [LOGS1](course)\n- How to get to [Liikuntatuutorina toimiminen / Sports Tutoring](coursename)\n- How to get to [KASA1.1](course)\n- How to get to [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](coursename)\n- How to get to [KKSUYHT](course)\n- How to get to [Yhteiskuntatutkimuksen tutkinto-ohjelman esittely](coursename)\n- How to get to [JKKYVP11](course)\n- How to get to [COURSE CANCELLED: Islamism](coursename)\n- How to get to [VENP4](course)\n- How to get to [Työhyvinvoinnin johtaminen](coursename)\n- How to get to [JKKYVP11](course)\n- How to get to [Tilinpäätöksen tulkinta julkisessa hallinnossa](coursename)\n- How to get to [TERTIETO2](course)\n- How to get to [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](coursename)\n- How to get to [POLPOP04](course)\n- How to get to [Valtio-opin maisteriseminaari](coursename)\n- How to get to [SOS10.6](course)\n- How to get to [Visualization of Quantitative Data](coursename)\n- How to get to [BTK4121](course)\n- How to get to [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](coursename)\n- How to get to [KASVAR12](course)\n- How to get to [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmät 1-3)](coursename)\n- How to get to [TIEA2.1B](course)\n- How to get to [Latinankielinen kirjallisuus I: klassinen latina](coursename)\n- How to get to [ITIS23](course)\n- How to get to [Eastern European Model: Lithuanian System of Work and Social Security](coursename)\n- How to get to [MVKS26](course)\n- How to get to [Integraation teoria ja EU:n päätöksenteko (kirjatentti/essee)](coursename)\n- How to get to [KKRA3](course)\n- How to get to [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- How to get to [POLVOA31](course)\n- How to get to [Reportaasi](coursename)\n- Where [KATMAA14](course)\n- Where [Pro gradu -seminaari ja -tutkielma (julkisoikeus)](coursename)\n- Where [KASVAR3](course)\n- Where [Tietojenkäsittelytieteiden opintojakso TTY:ltä](coursename)\n- Where [KKENYHT](course)\n- Where [International Business Law](coursename)\n- Where [ITIS44](course)\n- Where [Literature and Change after 1900 (British Literature)](coursename)\n- Where [KATYVA37](course)\n- Where [Draama - 2 vsk opinnot ja 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat (pienryhmäopetus)](coursename)\n- Where [ITIS44](course)\n- Where [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](coursename)\n- Where [KKSU5](course)\n- Where [Puheviestintä ja hyvinvointi](coursename)\n- Where [KKENYHT](course)\n- Where [Conflict Resolution (book exam/essay)](coursename)\n- Where [JOVY2](course)\n- Where [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](coursename)\n- Where [KASPUHP3](course)\n- Where [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename)\n- Where [PSYP2](course)\n- Where [Tiedonhankintataidot - Tiedonhankintataidot II - Tiedonhankinnan syventäminen](coursename)\n- Where [RANS3](course)\n- Where [Vahinkoriskien vakuuttaminen](coursename)\n- Where [DPCMTJT3](course)\n- Where [Vanheneminen sosiaalisena ilmiönä](coursename)\n- Where [PGHMTS](course)\n- Where [Comparative Education - Lectures in English (spring) or book exam in English (autumn and spring)](coursename)\n- Where [POHP1](course)\n- Where [Julkisen talousjohtamisen tietojärjestelmät](coursename)\n- Where [MTTY3](course)\n- Where [Datan hallinnan perusteet](coursename)\n- Where [KKENVAL4](course)\n- Where [Puheviestintä ja hyvinvointi](coursename)\n- Where [DPIT2](course)\n- Where [Filosofian historia](coursename)\n- Where [KASLOE6.5](course)\n- Where [Dialogue: Constructive Talk at Work](coursename)\n- Where [HALTVA12](course)\n- Where [All You Wanted to Know about Elections - But Never Dared to Ask (POMLFCS1)](coursename)\n- Where [KATLAS99](course)\n- Where [Strategic Management Accounting and Control](coursename)\n- Where [JOVA9](course)\n- Where [European Integration Theory and External Relations (book exam/essay)](coursename)\n- Where [TEE1](course)\n- Where [TUTU1 Tulevaisuusajattelu ja skenaariot](coursename)\n- Where [ROMAP2](course)\n- Where [Antropologian osa-alueet](coursename)\n- Where [KASELOHA](course)\n- Where [Tekstilingvistiikka / Textlinguistik](coursename)\n- Where [MVKS47](course)\n- Where [Suullinen viestintä I - Fonetiikka](coursename)\n- Where [LOGS1](course)\n- Where [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen 1 vsk (pienryhmäopetus)](coursename)\n- Where [JOUJOVTS](course)\n- Where [Scottish Literature](coursename)\n- Where [ENGS46](course)\n- Where [Kielitaito ja kielitaidon arviointi](coursename)\n- Where [STYS3B2](course)\n- Where [Psykologiset interventiot](coursename)\n- Location [KATLAS90](course)\n- Location [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](coursename)\n- Location [DPJKKKS](course)\n- Location [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename)\n- Location [KATYVA33](course)\n- Location [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](coursename)\n- Location [RANA2](course)\n- Location [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, I-periodi](coursename)\n- Location [KASPUHS6](course)\n- Location [Introduction to Academic English (Open University Course)](coursename)\n- Location [RANS3](course)\n- Location [Hallinto-oikeuden harjoituskurssi](coursename)\n- Location [POHP3](course)\n- Location [Jatkokoulutusseminaari](coursename)\n- Location [TIEY4](course)\n- Location [Yritysappro](coursename)\n- Location [JKKYTVA13](course)\n- Location [Lähihistorian ryhmä](coursename)\n- Location [KATTAS22B](course)\n- Location [Yksilöllisyys oppimisessa ja osallistumisessa](coursename)\n- Location [HISA2](course)\n- Location [Puheen ja äänen harjoitusmenetelmät](coursename)\n- Location [JOVA8](course)\n- Location [Sosiaalityö terveydenhuollossa](coursename)\n- Location [POLPOP02](course)\n- Location [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, I-periodi](coursename)\n- Location [KASP5](course)\n- Location [Feministinen teoria ja metodologia](coursename)\n- Location [KATVRS52](course)\n- Location [Software Project Management, Theory](coursename)\n- Location [HISA3A](course)\n- Location [Seminaari II - Tieteellisen tekstin tuottaminen](coursename)\n- Location [JOVA20](course)\n- Location [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- Location [KKENVAL2](course)\n- Location [Journalismin tulevaisuus, harjoittelun kielikritiikki](coursename)\n- Location [KATTAS11](course)\n- Location [Hoitotieteen tohtorikoulutusseminaari](coursename)\n- Location [MTTMP1A](course)\n- Location [Kiina I](coursename)\n- Location [STYS3](course)\n- Location [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Syksy 2018](coursename)\n- Location [KKENYHT](course)\n- Location [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- Location [MEDU07](course)\n- Location [Tieteellinen kirjoittaminen](coursename)\n- Location [KKKI3](course)\n- Location [Kielioppi I](coursename)\n- Location [KASSA5](course)\n- Location [Organisation Theory and Analysis](coursename)\n- Location [KASP1-2, KASP5](course)\n- Location [Radiojournalismi](coursename)\n- Location [MTTTA2](course)\n- Location [Symbols that move us - popular culture/deep culture](coursename)\n- Location [POLVOS23](course)\n- Location [Audiovisuaalisen kääntämisen seminaari / Kuvailutulkkaus](coursename)\n- Location [SOS6.2.3](course)\n- Location [Terveyden edistämisen interventiot, Seinäjoki](coursename)\n- Location [KATTAA12A](course)\n- Location [Transcultural perspectives in developing media education](coursename)\n- Find [KATVAS12](course)\n- Find [Oman äänen analyysi ja harjoittaminen](coursename)\n- Find [RANS1](course)\n- Find [Tietokantojen perusteet (Hervannan kampus)](coursename)\n- Find [POLVOS27](course)\n- Find [Täydennysilmoittautuminen pro gradu -seminaariin, syksyllä 2018 alkavat ryhmät](coursename)\n- Find [KASA7](course)\n- Find [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- Find [KATVRS40](course)\n- Find [Kertomuksen vaarat](coursename)\n- Find [SAKA9](course)\n- Find [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- Find [ENGA20](course)\n- Find [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](coursename)\n- Find [KATYVS21](course)\n- Find [Venäjä II](coursename)\n- Find [KASP1](course)\n- Find [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](coursename)\n- Find [KASP3](course)\n- Find [Ranska III](coursename)\n- Find [HTIY004](course)\n- Find [Nuorisotyö ja nuorten elämänkulku](coursename)\n- Find [HALJUA25](course)\n- Find [Project Planning and Management](coursename)\n- Find [LOGA4](course)\n- Find [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- Find [ITIS23](course)\n- Find [Espanja I](coursename)\n- Find [KASVART3](course)\n- Find [Luemme ja keskustelemme venäjäksi](coursename)\n- Find [LTLY16](course)\n- Find [Literature and Change after 1900 (American Literature)](coursename)\n- Find [HTIS60](course)\n- Find [KV-tuutorina toimiminen](coursename)\n- Find [POLKVS40](course)\n- Find [Mathematics and statistics for bioinformatics](coursename)\n- Find [KASP4](course)\n- Find [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](coursename)\n- Find [POLVOS33](course)\n- Find [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](coursename)\n- Find [SOS09.1](course)\n- Find [Saksa III](coursename)\n- Find [YKYYHT4B](course)\n- Find [Modernisoituva yhteiskunta](coursename)\n- Find [KATTAA01](course)\n- Find [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename)\n- Find [ENGS4](course)\n- Find [Matemaattiset aineet - Koulugeometria - 2 vsk](coursename)\n- Find [ITIS33](course)\n- Find [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename)\n- Find [KATYVA42](course)\n- Find [Sosiaalinen kognitio](coursename)\n- Find [TERTIETO5](course)\n- Find [Kieliopin harjoitukset](coursename)\n- Find [HALTVP11](course)\n- Find [Lapsen puheen ja kielen tutkimus ja kuntoutus](coursename)\n- Find [KATYVA44](course)\n- Find [Asiantuntijuus ja tietopalvelujen kehittäminen](coursename)\n- Find [POHA1](course)\n- Find [Vanheneminen ikääntyvässä yhteiskunnassa](coursename)\n- How to find [DPIT2](course)\n- How to find [Puhesuomi ja esiintyminen](coursename)\n- How to find [KASLOK1](course)\n- How to find [Erot, jaot ja niiden rakentuminen, kirjatentti](coursename)\n- How to find [YKYY0](course)\n- How to find [Seminaari](coursename)\n- How to find [KKSUHY](course)\n- How to find [Työelämäntutkimusta monimuuttujamenetelmin](coursename)\n- How to find [JKKYY](course)\n- How to find [Espanja IV](coursename)\n- How to find [POHA9](course)\n- How to find [Kohti matematiikan opettajuutta 1(TTY)](coursename)\n- How to find [BTK2100](course)\n- How to find [1800-luvun ja 1900-luvun kirjallisuuden historia/ Istorija russkoj literatury XIX i XX vekov](coursename)\n- How to find [PSYS6D](course)\n- How to find [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename)\n- How to find [PSYP5](course)\n- How to find [Dimensionality Reduction and Visualization](coursename)\n- How to find [STYA5](course)\n- How to find [Current Trends in Leadership](coursename)\n- How to find [FILP2](course)\n- How to find [Johtajuuden nykysuuntia](coursename)\n- How to find [POLKVA22](course)\n- How to find [Laadullisen aineiston analysointi](coursename)\n- How to find [POLKVA21](course)\n- How to find [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](coursename)\n- How to find [KKENVAL2](course)\n- How to find [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename)\n- How to find [SOSM5.2](course)\n- How to find [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename)\n- How to find [KKSUPRO](course)\n- How to find [Tekstin ymmärtäminen III](coursename)\n- How to find [KKENPRE1](course)\n- How to find [Puheviestintä ja hyvinvointi](coursename)\n- How to find [KASA6](course)\n- How to find [Johdatus visuaaliseen kulttuuriin](coursename)\n- How to find [KASP4](course)\n- How to find [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja luokanopettajaopiskelijat](coursename)\n- How to find [ESPFA5](course)\n- How to find [Becoming an Efficient Researcher](coursename)\n- How to find [TAYJ024](course)\n- How to find [Foundations of English Business Communication (RPL) / näyttökoe](coursename)\n- How to find [KASSM2](course)\n- How to find [ABC of Scientific Communication](coursename)\n- How to find [KASSG](course)\n- How to find [Nuorisotutkimuksen ajankohtaisia kysymyksiä](coursename)\n- How to find [KKENYHT](course)\n- How to find [Innovation Project (2018-I)](coursename)\n- How to find [POHA4/POHS4](course)\n- How to find [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename)\n- How to find [KASVAR9](course)\n- How to find [Urban Inequalities](coursename)\n- How to find [POLVOA51/S10/24](course)\n- How to find [Terve ja turvallinen kouluyhteisö](coursename)\n- How to find [VENA6](course)\n- How to find [Markkinoinnin erityiskysymyksiä](coursename)\n- How to find [GTS9](course)\n- How to find [Tutkielmakurssi (III)](coursename)\n- How to find [KASA4](course)\n- How to find [Sosiaalityö terveydenhuollossa](coursename)\n- How can I find [TIETS21](course)\n- How can I find [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](coursename)\n- How can I find [HALKAA15](course)\n- How can I find [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- How can I find [DPJKKHS](course)\n- How can I find [Tutkielmakurssi (periodi I)](coursename)\n- How can I find [POLVOS32](course)\n- How can I find [Työmarkkinat, työvoiman käyttö ja työllisyysturva](coursename)\n- How can I find [PEACE045](course)\n- How can I find [Populaarikulttuuri ja -kirjallisuus](coursename)\n- How can I find [KATYVA32](course)\n- How can I find [Tutkimustyötä tukevat tohtoriopinnot (matematiikka)](coursename)\n- How can I find [TIEA5](course)\n- How can I find [Master's Thesis Seminar (2nd year students)](coursename)\n- How can I find [YKT09.4](course)\n- How can I find [Student supervision in computer sciences](coursename)\n- How can I find [TERKAN18](course)\n- How can I find [SOS6.2.3 Työelämän vuorovaikutus](coursename)\n- How can I find [KASS4](course)\n- How can I find [Kandidaattiseminaari ja -tutkielma (hallintotiede), kevät -](coursename)\n- How can I find [SAKA9](course)\n- How can I find [Suullinen ja kirjallinen taito - Suulliset ja kirjalliset harjoitukset/Expresión oral y escrita - Conversación y redacción](coursename)\n- How can I find [KASVAR4](course)\n- How can I find [Eettinen johtajuus](coursename)\n- How can I find [KATTAA13A](course)\n- How can I find [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](coursename)\n- How can I find [HISS2](course)\n- How can I find [KEB-61420 Laaja kemia 2](coursename)\n- How can I find [KKSA2](course)\n- How can I find [Tiedonhaun perusteet](coursename)\n- How can I find [KASVAR7](course)\n- How can I find [Finnish Education System - Seminar](coursename)\n- How can I find [KKSUPRO](course)\n- How can I find [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](coursename)\n- How can I find [HALJTS03](course)\n- How can I find [Pro gradu -tutkielma ja -seminaari](coursename)\n- How can I find [HISA4](course)\n- How can I find [Tutkijan digi- ja medianäkyvyys](coursename)\n- How can I find [POLHAR10](course)\n- How can I find [Master's Thesis Seminar - Thesis seminar II](coursename)\n- How can I find [KKSAPRE2](course)\n- How can I find [Kansainvälisen politiikan teoria ja menetelmät (kirjatentti)](coursename)\n- How can I find [KATJOS11](course)\n- How can I find [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](coursename)\n- How can I find [MTTMP3](course)\n- How can I find [Graduseminaari, alkava (Markkola)](coursename)\n- How can I find [COSOPN2](course)\n- How can I find [Espanjan kielen kirjallinen ja suullinen taito](coursename)\n- How can I find [KASA13](course)\n- How can I find [Tekninen ihmisyys](coursename)\n- How can I find [POLPOP02](course)\n- How can I find [Matrices for Statistics and Computational Methods](coursename)\n- How can I find [TERKAN6](course)\n- How can I find [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](coursename)\n- How can I find [TERY4](course)\n- How can I find [Tiimi toimii - puheviestinnän syventävä kurssi (1.-2.periodi)](coursename)\n- How can I find [POLVOS32](course)\n- How can I find [Cell Technology Laboratory Course](coursename)\n- How can I find [NORDIG4](course)\n- How can I find [Terveys ja yhteiskuntapolitiikka](coursename)\n- Which classroom is [KASVAR7](course)\n- Which classroom is [Perehdyttäminen tietotekniikan alkeisiin](coursename)\n- Which classroom is [TAYJ035](course)\n- Which classroom is [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](coursename)\n- Which classroom is [TRMU5](course)\n- Which classroom is [Opettajasuunnan seminaari](coursename)\n- Which classroom is [KASPUHS7](course)\n- Which classroom is [Perehdyttäminen tietotekniikan alkeisiin](coursename)\n- Which classroom is [COSOPOM3](course)\n- Which classroom is [Suomen historian tutkijaseminaari](coursename)\n- Which classroom is [KATVAA12](course)\n- Which classroom is [MED Research Day](coursename)\n- Which classroom is [KASSG](course)\n- Which classroom is [Maailmanpolitiikan tutkimus (kirjatentti/essee)](coursename)\n- Which classroom is [LUOYY027](course)\n- Which classroom is [Tekninen työ -](coursename)\n- Which classroom is [TERHOJ1](course)\n- Which classroom is [Seminaari (Kunelius) jatkuu keväältä](coursename)\n- Which classroom is [KASLOM1](course)\n- Which classroom is [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](coursename)\n- Which classroom is [KASLOM3](course)\n- Which classroom is [Dialogue: Constructive Talk at Work (Tampere Summer School 2018)](coursename)\n- Which classroom is [JOUJOVTS](course)\n- Which classroom is [Kommunikationstraining I](coursename)\n- Which classroom is [SAKA7](course)\n- Which classroom is [Pitkä harjoittelu](coursename)\n- Which classroom is [KASVAR6](course)\n- Which classroom is [Tietotekniikka ja yhteiskunta](coursename)\n- Which classroom is [POLHAR10](course)\n- Which classroom is [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](coursename)\n- Which classroom is [KASMULTI3](course)\n- Which classroom is [Puheen ja äänen kulttuurinen ja ammatillinen variaatio - Kirjatentti](coursename)\n- Which classroom is [KASVAR12](course)\n- Which classroom is [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](coursename)\n- Which classroom is [TERKAN6](course)\n- Which classroom is [Seminaarit 1. lukukausi/2. lukukausi](coursename)\n- Which classroom is [TAYJ041](course)\n- Which classroom is [Kaunokirjallisen kääntämisen peruskurssi](coursename)\n- Which classroom is [ENGA1](course)\n- Which classroom is [Yhtiöoikeus](coursename)\n- Which classroom is [JOVTS5](course)\n- Which classroom is [Perehdyttäminen tietotekniikan alkeisiin](coursename)\n- Which classroom is [TIEA1](course)\n- Which classroom is [Suullinen viestintä II/Muntlig kommunikation II](coursename)\n- Which classroom is [HALJTS03](course)\n- Which classroom is [Introduction to International Criminal Justice System](coursename)\n- Which classroom is [ENGA1](course)\n- Which classroom is [Laskentatoimen teoria ja IFRS II](coursename)\n- Which classroom is [LOGS2](course)\n- Which classroom is [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- Which classroom is [TECHS2](course)\n- Which classroom is [Liikuntatuutorina toimiminen / Sports Tutoring](coursename)\n- Which classroom is [ENGP4](course)\n- Which classroom is [Pro gradu -seminaari ja -tutkielma](coursename)\n- Which classroom is [KKSU7](course)\n- Which classroom is [Media and Cultural Industries](coursename)\n- Which classroom is [MTTY4](course)\n- Which classroom is [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](coursename)\n- Which classroom is [TERA6](course)\n- Which classroom is [Terveystiedon sisällöt (sähköinen tentti)](coursename)\n- What is the classroom for [POLVOS24](course)\n- What is the classroom for [Evaluation Research](coursename)\n- What is the classroom for [BTK2051](course)\n- What is the classroom for [Käännösviestintä ranska-suomi I / Traduction français-finnois I](coursename)\n- What is the classroom for [POLKAA99](course)\n- What is the classroom for [Verkkomedian suunnittelu (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename)\n- What is the classroom for [HALJUS12](course)\n- What is the classroom for [Tieteellinen kirjoittaminen / Wissenschaftliches Schreiben](coursename)\n- What is the classroom for [PSYS2](course)\n- What is the classroom for [Orientaatiopäivä väitöskirjatutkijoille](coursename)\n- What is the classroom for [HISJATKO](course)\n- What is the classroom for [Puheen ja äänen kulttuurinen ja ammatillinen variaatio - Kirjatentti](coursename)\n- What is the classroom for [TSEKP2](course)\n- What is the classroom for [Syventävä projekti, keväällä 2019 alkava](coursename)\n- What is the classroom for [SAKP6](course)\n- What is the classroom for [Genetics and Pathogenesis of Common Killers](coursename)\n- What is the classroom for [KASVART2](course)\n- What is the classroom for [Practical Introduction to Data Mining](coursename)\n- What is the classroom for [TERHOIA1](course)\n- What is the classroom for [Taloustieteen perusteet, monimuoto-opetus](coursename)\n- What is the classroom for [KASVAR2](course)\n- What is the classroom for [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- What is the classroom for [POLKVA43](course)\n- What is the classroom for [Maisteriopintojen esittely - TIM](coursename)\n- What is the classroom for [KATLAS23](course)\n- What is the classroom for [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](coursename)\n- What is the classroom for [JOVPVS1](course)\n- What is the classroom for [Media and Cultural Industries](coursename)\n- What is the classroom for [MVKS57](course)\n- What is the classroom for [Orientoivat opinnot - HOPS1](coursename)\n- What is the classroom for [TIETA9](course)\n- What is the classroom for [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](coursename)\n- What is the classroom for [MVKS10](course)\n- What is the classroom for [Advanced course in Czech language](coursename)\n- What is the classroom for [KIRA5](course)\n- What is the classroom for [Kasvatus, koulutus ja yhteiskunta - Luennot ja kirjallisuus](coursename)\n- What is the classroom for [KKENVAL3](course)\n- What is the classroom for [Esimiestyö (syksy 2018)](coursename)\n- What is the classroom for [HALJTS01](course)\n- What is the classroom for [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](coursename)\n- What is the classroom for [POLKVA12](course)\n- What is the classroom for [Perusharjoittelu](coursename)\n- What is the classroom for [BIO4450](course)\n- What is the classroom for [Työ- ja organisaatiopsykologian interventiot](coursename)\n- What is the classroom for [KASMULTI3](course)\n- What is the classroom for [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](coursename)\n- What is the classroom for [STYA5](course)\n- What is the classroom for [Valtio-opin johdantokurssi](coursename)\n- What is the classroom for [DPJKKHS](course)\n- What is the classroom for [Metafysiikka](coursename)\n- What is the classroom for [JOUJOVTS](course)\n- What is the classroom for [Introduction to Gender Studies (web course)](coursename)\n- What is the classroom for [HALHAA99](course)\n- What is the classroom for [Tilastollisen päättelyn perusteet](coursename)\n- What is the classroom for [HALTTS11](course)\n- What is the classroom for [European Social Policy: Content and Actors](coursename)\n- What is the classroom for [KATTV01](course)\n- What is the classroom for [Liiketoiminnan analysoinnin ja kehittämisen case-kurssi](coursename)\n- What is the classroom for [SUOV3](course)\n- What is the classroom for [Maisteriopintojen esittely - SDE](coursename)\n- Which room is [KASA6](course)\n- Which room is [Research Methods in HTI](coursename)\n- Which room is [YKT07.2](course)\n- Which room is [Tilinpäätöksen tulkinta julkisessa hallinnossa](coursename)\n- Which room is [KASJOHT3](course)\n- Which room is [Systemaattinen tiedonhaku hoitotieteessä](coursename)\n- Which room is [ENGS13/15-16](course)\n- Which room is [Philosophy of Science](coursename)\n- Which room is [KATVRA24](course)\n- Which room is [Epävarmuuden hallinta](coursename)\n- Which room is [SUKKP3](course)\n- Which room is [Kielitaito ja kielitaidon arviointi](coursename)\n- Which room is [PSYS6E](course)\n- Which room is [Lainvalmistelu ja vaikutusten arviointi](coursename)\n- Which room is [TERY4](course)\n- Which room is [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](coursename)\n- Which room is [SOS6.4.1](course)\n- Which room is [Mikrotalousteoria II](coursename)\n- Which room is [HALYAA99](course)\n- Which room is [Gypsies in Hungary (intensive course)](coursename)\n- Which room is [KKENYHT](course)\n- Which room is [Postgraduate seminar in Interactive Technology (Turunen)](coursename)\n- Which room is [LÄÄKA460](course)\n- Which room is [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename)\n- Which room is [KIRA3B](course)\n- Which room is [Praktikum](coursename)\n- Which room is [RUST1/RUST3](course)\n- Which room is [Aikuiskasvatus ja työelämä, kirjatentti slk tai klk](coursename)\n- Which room is [BTK0030](course)\n- Which room is [European Integration and the Political System of the European Union (book exam/essay)](coursename)\n- Which room is [LOGA5](course)\n- Which room is [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](coursename)\n- Which room is [KKENVAL4](course)\n- Which room is [Tutkimustyön perusteet - a) Tieteenfilosofia](coursename)\n- Which room is [POLKVS99](course)\n- Which room is [Ekoterveys, luonto ja ihminen](coursename)\n- Which room is [TERKAN2](course)\n- Which room is [Psykiatria ja mielenterveys](coursename)\n- Which room is [SAKA3](course)\n- Which room is [Kansainvälinen poliittinen talous (kirjatentti/essee)](coursename)\n- Which room is [DPHSS203](course)\n- Which room is [Bioinformatics tools (spring 2019)](coursename)\n- Which room is [KIRP4](course)\n- Which room is [Tilinpäätösanalyysi](coursename)\n- Which room is [KATVRS41](course)\n- Which room is [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename)\n- Which room is [MTTTP1](course)\n- Which room is [Kansainvälisen politiikan menetelmäseminaari (kirjatentti)](coursename)\n- Which room is [SOS10.2](course)\n- Which room is [Sosiaalipolitiikan ideat ja käytännöt](coursename)\n- Which room is [TRSU02](course)\n- Which room is [Philosophy of Science](coursename)\n- Which room is [KKRUYHT](course)\n- Which room is [Political Systems Outside of Europe (book exam/essay)](coursename)\n- Which room is [KASLOM8](course)\n- Which room is [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Which room is [KASA7](course)\n- Which room is [Creative Writing in English](coursename)\n- Which room is [NORDIG2](course)\n- Which room is [Laskentatoimen teoria ja IFRS II](coursename)\n- I'd like to find [KATJOA12](course)\n- I'd like to find [Maisteriopintojen esittely - SDE](coursename)\n- I'd like to find [HTIY006](course)\n- I'd like to find [Biokemian menetelmät](coursename)\n- I'd like to find [TERHOO1](course)\n- I'd like to find [Terveystiedon didaktiikan perusteet](coursename)\n- I'd like to find [TAYJ033](course)\n- I'd like to find [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (2. periodi)](coursename)\n- I'd like to find [ITIA03](course)\n- I'd like to find [Eheyttävä musiikkikasvatus - Soitinrakennus](coursename)\n- I'd like to find [KKES2](course)\n- I'd like to find [Kuva- ja mediakulttuurit - Mediakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely)](coursename)\n- I'd like to find [DPCMTJ1/JT1](course)\n- I'd like to find [Suurvalta kriiseissä: näkökulmia Venäjän historiaan 1700-luvulta 1900-luvulle](coursename)\n- I'd like to find [MTTA2](course)\n- I'd like to find [Asiakirjatiedon normivaatimukset](coursename)\n- I'd like to find [JOVP5](course)\n- I'd like to find [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](coursename)\n- I'd like to find [TERY4](course)\n- I'd like to find [Rakenteinen dokumentaatio ja DITA](coursename)\n- I'd like to find [KASLOH4B](course)\n- I'd like to find [Recommender Systems](coursename)\n- I'd like to find [PEACE043](course)\n- I'd like to find [Juridisk svenska](coursename)\n- I'd like to find [KKRUYHT](course)\n- I'd like to find [Televisiojournalismi](coursename)\n- I'd like to find [KATJOP11](course)\n- I'd like to find [Capstone - Talousjohdon tehtävät ja osaamisalueet](coursename)\n- I'd like to find [ENGP4](course)\n- I'd like to find [Advanced English Business Communication](coursename)\n- I'd like to find [TIETS05](course)\n- I'd like to find [Inklusiivinen varhaiskasvatus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- I'd like to find [KASVAR11](course)\n- I'd like to find [Information Visualization](coursename)\n- I'd like to find [KATLAA11](course)\n- I'd like to find [Academic Writing](coursename)\n- I'd like to find [JOVA15](course)\n- I'd like to find [Puheen ja äänen kulttuurinen ja ammatillinen variaatio - Kirjatentti](coursename)\n- I'd like to find [SOS04.4](course)\n- I'd like to find [Multidisciplinary Games and Internet Research](coursename)\n- I'd like to find [JOVA20](course)\n- I'd like to find [Monikielisyys ja -kulttuurisuus](coursename)\n- I'd like to find [POLVOA22](course)\n- I'd like to find [International Political Economy](coursename)\n- I'd like to find [STYS2B](course)\n- I'd like to find [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](coursename)\n- I'd like to find [SOSM6.1](course)\n- I'd like to find [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](coursename)\n- I'd like to find [KATYVA44](course)\n- I'd like to find [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename)\n- I'd like to find [SOS6.2.1](course)\n- I'd like to find [Espanja II](coursename)\n- I'd like to find [HALKOS24](course)\n- I'd like to find [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](coursename)\n- I'd like to find [JOVTETUS3](course)\n- I'd like to find [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- I'd like to find [LOGA7](course)\n- I'd like to find [Research work](coursename)\n- I'd like to find [KASA13](course)\n- I'd like to find [Aineenvaihdunta](coursename)\n- Where can I find [ENGA7](course)\n- Where can I find [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](coursename)\n- Where can I find [KKVE4](course)\n- Where can I find [C. Wright Millsin sosiologia - Luentoseminaari](coursename)\n- Where can I find [STYA3A2](course)\n- Where can I find [Kandidaatintutkielma ja seminaari, syksy 2018](coursename)\n- Where can I find [SUOP2](course)\n- Where can I find [Johdatus filosofian historiaan](coursename)\n- Where can I find [JKKYOA11](course)\n- Where can I find [Kandidaattiseminaari](coursename)\n- Where can I find [KASLOE2.2](course)\n- Where can I find [Aikuisten neuropsykologinen tutkiminen](coursename)\n- Where can I find [SOS4.4](course)\n- Where can I find [Suunnittelu ja kehittäminen hoitotyön johtamisessa](coursename)\n- Where can I find [KKRA5](course)\n- Where can I find [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename)\n- Where can I find [ITIA11](course)\n- Where can I find [The European Union's Transnational Policies (POMLFCS2)](coursename)\n- Where can I find [KATYVA22](course)\n- Where can I find [Hands-on genetics](coursename)\n- Where can I find [MEDU09](course)\n- Where can I find [Kestävän kehityksen johdantojakso](coursename)\n- Where can I find [HTIS50](course)\n- Where can I find [Business Ethics (Independent study)](coursename)\n- Where can I find [STYA5](course)\n- Where can I find [Interaction Techniques](coursename)\n- Where can I find [POLKVA41](course)\n- Where can I find [Sustainable business practices (Lectures)](coursename)\n- Where can I find [TERHOI2](course)\n- Where can I find [Kandidaatintutkielma - Seminaari ja tutkielma](coursename)\n- Where can I find [DPJKKKS](course)\n- Where can I find [Organisation Theory and Analysis](coursename)\n- Where can I find [KKSUPRO](course)\n- Where can I find [Kohti matematiikan opettajuutta 2 (TTY)](coursename)\n- Where can I find [IGS006](course)\n- Where can I find [Televisiojournalismi](coursename)\n- Where can I find [HTIS64](course)\n- Where can I find [Valinnainen jakso: Johdatus tiedeviestintään](coursename)\n- Where can I find [MTTTA7](course)\n- Where can I find [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](coursename)\n- Where can I find [ITIP5](course)\n- Where can I find [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename)\n- Where can I find [MOLI](course)\n- Where can I find [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](coursename)\n- Where can I find [HISA4](course)\n- Where can I find [Finnish Elementary Course 4](coursename)\n- Where can I find [SOS4.3](course)\n- Where can I find [Global politics of gender](coursename)\n- Where can I find [ITIP5](course)\n- Where can I find [Vanheneminen ikääntyvässä yhteiskunnassa](coursename)\n- Where can I find [TAYJ041](course)\n- Where can I find [Translation II Finnish-English](coursename)\n- Where can I find [JOUJOVTS](course)\n- Where can I find [Viestinnän ja median tutkimuksen metodologia, luennot](coursename)\n- Where can I find [TAYJ035](course)\n- Where can I find [Käännösviestintä II englanti-suomi](coursename)\n- Where can I find [KATYVS41](course)\n- Where can I find [Seminaari, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- Where can I find [POLVOS34](course)\n- Where can I find [Introduction to Programming I (Tampere Summer School 2018)](coursename)\n- [KKSUVAL3](course) place\n- [Verkkojulkaisemisen perusteet - syksy 2018](coursename) place\n- [TAYJ035](course) place\n- [Pro gradu -tutkielma ja seminaari](coursename) place\n- [KASSY5](course) place\n- [Yrityksen taloustieteellisen tutkimuksen perusteet](coursename) place\n- [KKSUYHT](course) place\n- [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](coursename) place\n- [POHA6](course) place\n- [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](coursename) place\n- [IGS005](course) place\n- [Dialogitulkkaus](coursename) place\n- [KATTAS40](course) place\n- [Basics of Management and Organizations](coursename) place\n- [HALKAA99](course) place\n- [Service Management](coursename) place\n- [BTK2100](course) place\n- [Yhteiskunnallinen laskentatoimi](coursename) place\n- [PSYS5](course) place\n- [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](coursename) place\n- [KASA11](course) place\n- [Professional Writing (online course)](coursename) place\n- [KASLOM8](course) place\n- [Vaihtuva-alainen kurssi: Oppimisvaikeudet](coursename) place\n- [SAKA7](course) place\n- [Kääntämisen ja tulkkauksen teoria ja käytäntö - Terminologia](coursename) place\n- [VENA6](course) place\n- [Tiedonhankinnan perusteet](coursename) place\n- [BTK4620](course) place\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) place\n- [DPEDUB.1C](course) place\n- [Public Financial Management and Evolving Administrative Structures](coursename) place\n- [KATJOS99](course) place\n- [Käsiteanalyysi ja filosofiset tutkimusmenetelmät (kirjatentti/essee)](coursename) place\n- [SOS6.1.3](course) place\n- [Televisiojournalismi](coursename) place\n- [HALKAA99](course) place\n- [Kandidaattitutkielma ja seminaari (tilastotiede)](coursename) place\n- [KKSAPRE2](course) place\n- [Teaching, Pedagogical Facilitating, Learning](coursename) place\n- [FILA9](course) place\n- [Internet ja vuorovaikutteinen media (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename) place\n- [TRSU01](course) place\n- [Kaunokirjallisen kääntämisen peruskurssi](coursename) place\n- [SOSM2](course) place\n- [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename) place\n- [SUOR4/A6](course) place\n- [Liiketoimintaympäristön taloustiede](coursename) place\n- [POHA1](course) place\n- [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename) place\n- [KKENYHT](course) place\n- [Oikeus ja politiikka](coursename) place\n- [HALTTS12](course) place\n- [Harjoittelu ja työelämävalmiudet](coursename) place\n- [KKSUTTK](course) place\n- [Suullinen viestintä I/Muntlig kommunikation I](coursename) place\n- [KKSUYP](course) place\n- [EI OPETETA 2018-2019 In vitro models](coursename) place\n- [BTK1015](course) place\n- [Ruotsin kielen valmentava kurssi](coursename) place\n- [HALJTA04](course) where\n- [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](coursename) where\n- [TIETS14](course) where\n- [Pro gradu -seminaari ja -tutkielma (julkisoikeus)](coursename) where\n- [PSYP3](course) where\n- [Tieteellinen kirjoittaminen (SOC)](coursename) where\n- [MTTTA1](course) where\n- [Asiakirjatiedon organisointi- ja kuvailumenetelmät](coursename) where\n- [POLPOP05](course) where\n- [Kuvakulttuuri -](coursename) where\n- [ENGP2](course) where\n- [Managing Research Information](coursename) where\n- [HALYHT](course) where\n- [Finnish Elementary Course 1 (taught in 3. period)](coursename) where\n- [MVKS39V](course) where\n- [Business Writing](coursename) where\n- [MTTY4](course) where\n- [Lapset ympäristönsä tutkijoina - Ympäristökasvatus](coursename) where\n- [KATYVA22](course) where\n- [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) kevät 2019](coursename) where\n- [PSYS5](course) where\n- [Euroopan unioni (kirjatentti/essee)](coursename) where\n- [TECHS1](course) where\n- [Orientation - General Orientation Course for International Students](coursename) where\n- [LUOYY019](course) where\n- [Vuorovaikutuksen perusteet - verkkokurssina I](coursename) where\n- [SAKA7](course) where\n- [Julkisorganisaation talouden suunnittelu ja päätöksenteko](coursename) where\n- [MVKS60](course) where\n- [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](coursename) where\n- [BTK4620](course) where\n- [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen 3.vsk](coursename) where\n- [SUOR4/A6](course) where\n- [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) where\n- [TIEP4](course) where\n- [Orientaatio tutkielman tekemiseen](coursename) where\n- [KASKVTUT](course) where\n- [Kieli ja kielentäminen - 2 vsk (pienryhmät)](coursename) where\n- [LUOYY020](course) where\n- [Regression analysis](coursename) where\n- [KKRUYHT](course) where\n- [Vakuutustiede ja vakuutustutkimus](coursename) where\n- [JOVP5](course) where\n- [Seminaari (Nikunen)](coursename) where\n- [POHA12](course) where\n- [Literature and Society in Early Modern Britain](coursename) where\n- [POLKVA43](course) where\n- [Internationalisation in Education - (Tampere Summer School 2018)](coursename) where\n- [SOSM5.1](course) where\n- [Literary Theory and Methodology](coursename) where\n- [LUOYY005](course) where\n- [Johdatus sosiaalitieteisiin (verkkokurssi)](coursename) where\n- [KATVAA14](course) where\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) where\n- [FILAPRO](course) where\n- [Valinnainen jakso: Johdatus tiedeviestintään](coursename) where\n- [SUKKP5A](course) where\n- [Shakespeare: Past and Present](coursename) where\n- [DPCMTJ3](course) where\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](coursename) where\n- [KIRS4](course) location\n- [Tutkimustyötä tukevat tohtoriopinnot (matematiikka)](coursename) location\n- [KASP4](course) location\n- [Writing Research Grant Proposals](coursename) location\n- [TRSU03](course) location\n- [Perheen vuorovaikutus](coursename) location\n- [JOVA1](course) location\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) location\n- [ITIY3](course) location\n- [Courses in Computer Science in TUT](coursename) location\n- [VENA8](course) location\n- [Sosiaalityön peruskurssi (kirjatentti)](coursename) location\n- [KKES2](course) location\n- [Työelämän myytit ja todellisuus](coursename) location\n- [KASLOM10](course) location\n- [Activity Theory and Formative Interventions in Educational Research](coursename) location\n- [TERHOIA7](course) location\n- [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](coursename) location\n- [ITIS12](course) location\n- [Practical Programming in Python](coursename) location\n- [DPLASEM](course) location\n- [ATLAS.ti laadullisen analyysin tukena](coursename) location\n- [MTTTY1](course) location\n- [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](coursename) location\n- [MTTTA2](course) location\n- [Orientoiva tutkielmaseminaari](coursename) location\n- [KASMULTI2A](course) location\n- [Työelämäviestinnän tutkimus- tai kehityshanke](coursename) location\n- [KATVRS40](course) location\n- [Latinan kielen alkeiskurssi](coursename) location\n- [TERHOIA3](course) location\n- [Ilmoittautuminen pro gradu -seminaariin, tammikuussa 2019 alkavat ryhmät](coursename) location\n- [SOS6.1.3](course) location\n- [Becoming an Efficient Researcher](coursename) location\n- [HALTTS11](course) location\n- [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](coursename) location\n- [KASLOE8.1](course) location\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) location\n- [POLVOA41/S28](course) location\n- [Research seminar for postgraduate studies](coursename) location\n- [KIRP1](course) location\n- [Johtamisviestintä](coursename) location\n- [ITIS61](course) location\n- [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) location\n- [KKKI2](course) location\n- [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename) location\n- [KASLOE7.1](course) location\n- [Opintojen suunnittelu - HOPS2](coursename) location\n- [SUOP4](course) location\n- [Yritysappro](coursename) location\n- [KASVAR3](course) location\n- [Microfinance and development](coursename) location\n- [KATMAS13](course) location\n- [Markkinoinnin johtaminen ja organisointi](coursename) location\n- [KASA12](course) location\n- [Journalismin perusteet, luennot](coursename) location\n- [KKENVAL9](course) location\n- [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](coursename) location\n- [KKRUVAL1](course) location\n- [Kieli ja kielentäminen -2. vsk (luennot)](coursename) location\n- Locate [MEDU07](course)\n- Locate [Valtio-opin maisteriseminaari](coursename)\n- Locate [TAYJ035](course)\n- Locate [Oman äänen analyysi ja harjoittaminen](coursename)\n- Locate [POLVOS32](course)\n- Locate [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](coursename)\n- Locate [TERHOIA7](course)\n- Locate [Terveyttä viestinnästä- viestintää terveydestä](coursename)\n- Locate [KATMAP11](course)\n- Locate [European Integration and the Political System of the European Union (book exam/essay)](coursename)\n- Locate [HALKOS21](course)\n- Locate [Bioinformatics project](coursename)\n- Locate [ENGA11](course)\n- Locate [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](coursename)\n- Locate [KASVART3](course)\n- Locate [Johtamisviestintä](coursename)\n- Locate [TERY4](course)\n- Locate [Parties, Elections and Political Participation (book exam/essay)](coursename)\n- Locate [YKT6.4.3](course)\n- Locate [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](coursename)\n- Locate [KKRUKTK](course)\n- Locate [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename)\n- Locate [BTK5001](course)\n- Locate [Introduction to Big Data Processing](coursename)\n- Locate [JKKYTVA12](course)\n- Locate [Lasten puheen ja kielen häiriöt - A1a Lasten puheen ja kielen häiriöt](coursename)\n- Locate [BTK1099](course)\n- Locate [Kansainvälisen oikeuden peruskurssi](coursename)\n- Locate [ENGS2](course)\n- Locate [Kirjallisuudentutkijan työkalupakki tieteellisiin kertomuksiin](coursename)\n- Locate [RUST5/VENS19/20](course)\n- Locate [Parties, Elections and Political Participation (book exam/essay)](coursename)\n- Locate [MOLI](course)\n- Locate [Liiketoimintamallit](coursename)\n- Locate [KATVAA13](course)\n- Locate [Pedagoginen kehittäminen ja johtajuus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Locate [STYA3A2](course)\n- Locate [Communication Skills in English - Speaking Practice](coursename)\n- Locate [KASA8](course)\n- Locate [Terve ja turvallinen kouluyhteisö](coursename)\n- Locate [POLVOS22](course)\n- Locate [Orientation Course - General Orientation Course for International Students](coursename)\n- Locate [KASSG](course)\n- Locate [Työpaja (matematiikan perustaitotesti)](coursename)\n- Locate [KASA15](course)\n- Locate [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](coursename)\n- Locate [TRMU2](course)\n- Locate [Kääntäminen äidinkieleen](coursename)\n- Locate [HISA2](course)\n- Locate [Tilastotieteen perusteet](coursename)\n- Locate [POLPOP03](course)\n- Locate [Pedagoginen kehittäminen ja johtajuus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Locate [HTIS59](course)\n- Locate [Terveys, tieto, asiantuntijuus](coursename)\n- Locate [KKIN5](course)\n- Locate [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](coursename)\n- Locate [HALJTA04](course)\n- Locate [Johdatus viestinnän tutkimukseen ja analyysiin - verkkokurssi](coursename)\n- Locate [KASP5](course)\n- Locate [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- Where is [SOCYKV2](course) located\n- Where is [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](coursename) located\n- Where is [POHA11](course) located\n- Where is [Johdatus logiikkaan 1](coursename) located\n- Where is [JOVTS5](course) located\n- Where is [Introduction to International Criminal Justice System](coursename) located\n- Where is [KATTAA40](course) located\n- Where is [Johdatus analyysiin](coursename) located\n- Where is [KKENYHT](course) located\n- Where is [Basics of Marketing and Sales -](coursename) located\n- Where is [STYS2A](course) located\n- Where is [Requirements Engineering](coursename) located\n- Where is [TERA6](course) located\n- Where is [Improving the quality and safety of health care through outcomes research](coursename) located\n- Where is [MVKS34](course) located\n- Where is [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi)](coursename) located\n- Where is [POLVOA31](course) located\n- Where is [Vapaaehtoistyössä toimiminen](coursename) located\n- Where is [MVKS26](course) located\n- Where is [Toiminnanohjausjärjestelmät (ERP)](coursename) located\n- Where is [POHP0](course) located\n- Where is [Psykologian tutkimusmenetelmät I (avoin yliopisto)](coursename) located\n- Where is [MOLI](course) located\n- Where is [International tutoring / Kv-tuutorina toimiminen](coursename) located\n- Where is [KATVRS55](course) located\n- Where is [Etnografinen tutkimusprosessi](coursename) located\n- Where is [KKVE2](course) located\n- Where is [Research on Media, Culture and Education](coursename) located\n- Where is [KASSM2](course) located\n- Where is [Tekstin tekemisen perusteet](coursename) located\n- Where is [JOVPVA7](course) located\n- Where is [Tutkimustyön perusteet - c) Tutkimusmenetelmien erityiskysymyksiä](coursename) located\n- Where is [KASA12](course) located\n- Where is [Saksa IV](coursename) located\n- Where is [KKSUHUK1](course) located\n- Where is [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](coursename) located\n- Where is [LFCS03](course) located\n- Where is [Johdatus sosiaalitieteisiin (verkkokurssi)](coursename) located\n- Where is [ESPFP0](course) located\n- Where is [Aineenvaihdunta](coursename) located\n- Where is [KASSA4](course) located\n- Where is [Terveystiedon didaktiikan perusteet](coursename) located\n- Where is [HALJTS99](course) located\n- Where is [Johdatus sosiaalitieteisiin (verkkokurssi)](coursename) located\n- Where is [ENGA11](course) located\n- Where is [Kandidaattiseminaari (JATKAVA, Vuolanto)](coursename) located\n- Where is [VENA6](course) located\n- Where is [Seminaari, kandidaatintutkielma ja kypsyysnäyte](coursename) located\n- Where is [KATVRS40](course) located\n- Where is [Johdatus visuaaliseen kulttuuriin](coursename) located\n- Where is [ENGS3](course) located\n- Where is [Terveysteknologia](coursename) located\n- Where is [HALHAA15](course) located\n- Where is [Lainvalmistelu ja vaikutusten arviointi](coursename) located\n- Where is [KASVART3](course) located\n- Where is [Psykiatria](coursename) located\n- Where is [KATJOA14](course) located\n- Where is [European Integration and Disintegration (BOOK EXAM POLKVS32)](coursename) located\n- Where is [MVKS40/62](course) located\n- Where is [Advanced English Business Communication](coursename) located\n- The location of [DPHSR401](course) class\n- The location of [Communication orale/Suullinen viestintä](coursename) class\n- The location of [KKRUYHT](course) class\n- The location of [Johdatus asiakastyöhön](coursename) class\n- The location of [MVKS36/31](course) class\n- The location of [World society: National policies, global governance and transnational sociology](coursename) class\n- The location of [HALJUS22](course) class\n- The location of [Accounting Information Systems](coursename) class\n- The location of [KKENVAL2](course) class\n- The location of [Professional Writing (online course)](coursename) class\n- The location of [HALHAA15](course) class\n- The location of [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename) class\n- The location of [POLKVA43](course) class\n- The location of [Viestintä- ja informaatio-oikeus](coursename) class\n- The location of [RUST5/VENS19/20](course) class\n- The location of [Cell Technology Laboratory Course](coursename) class\n- The location of [KIRA5](course) class\n- The location of [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](coursename) class\n- The location of [LTLY01](course) class\n- The location of [Kansainvälinen verotus](coursename) class\n- The location of [MVKS47](course) class\n- The location of [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](coursename) class\n- The location of [JOVTS1/SOS10.6](course) class\n- The location of [Luovat aineistot ja analyysimenetelmät (intensiivikurssi)](coursename) class\n- The location of [KATJOA14](course) class\n- The location of [Antiikin ja keskiajan ryhmä](coursename) class\n- The location of [KKENYHT](course) class\n- The location of [Requirements Engineering](coursename) class\n- The location of [ROMAP5](course) class\n- The location of [Kirjallinen viestintä I / Schriftliche Kommunikation I](coursename) class\n- The location of [KATLAA11](course) class\n- The location of [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename) class\n- The location of [KATVAS21](course) class\n- The location of [Kielioppi I/Språkets strukturer I](coursename) class\n- The location of [POLKVA33](course) class\n- The location of [Contemporary Political Theory (book exam/essay)](coursename) class\n- The location of [MTTMS10](course) class\n- The location of [Musiikki - Musisointi koskettimilla - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) class\n- The location of [HALHAS19](course) class\n- The location of [Lain ja hallinnon käännösviestinnän seminaari englanti-suomi](coursename) class\n- The location of [BTK4665](course) class\n- The location of [Kuvataidekasvatus / Luennot - 2.vsk](coursename) class\n- The location of [RANP1](course) class\n- The location of [Symbols that move us - popular culture/deep culture](coursename) class\n- The location of [ENGA10](course) class\n- The location of [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](coursename) class\n- The location of [KKENKTMO](course) class\n- The location of [Research seminar for postgraduate studies](coursename) class\n- The location of [KATVRS55](course) class\n- The location of [Writing Research Grant Proposals](coursename) class\n- The location of [KASA8](course) class\n- The location of [Kirjallisuus, kulttuuri ja yhteiskunta](coursename) class\n- The location of [KKENYHT](course) class\n- The location of [Introduction to Risk Management and Insurance (autumn semester)](coursename) class\n- The location of [DPJKKKS](course) class\n- The location of [Preparatory Course in Communicative Skills](coursename) class\n- The location of [TERY4](course) class\n- The location of [Tieteellinen kirjoittaminen](coursename) class\n- The location of [ENGA9](course) class\n- The location of [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename) class\n- I can't find [MTTMA3B](course)\n- I can't find [Moniammatilliset johtamisopinnot](coursename)\n- I can't find [KKES1](course)\n- I can't find [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- I can't find [DPHSS204](course)\n- I can't find [Moniammatilliset johtamisopinnot](coursename)\n- I can't find [JOUJOVTS](course)\n- I can't find [Henkilöstöjohtaminen](coursename)\n- I can't find [JOVTS1/SOS10.6](course)\n- I can't find [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename)\n- I can't find [SUOV2](course)\n- I can't find [Kielen- ja tekstinhuolto](coursename)\n- I can't find [KATTAS12](course)\n- I can't find [Genetiikka](coursename)\n- I can't find [DPJKKHS](course)\n- I can't find [Bioinformatics tools (autumn 2018)](coursename)\n- I can't find [HISA4](course)\n- I can't find [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](coursename)\n- I can't find [POLKVA41](course)\n- I can't find [Luontokirjoittamisen klassikot](coursename)\n- I can't find [SOSM4](course)\n- I can't find [Pro gradu -seminaari ja -tutkielma (julkisoikeus)](coursename)\n- I can't find [HISP1](course)\n- I can't find [Literature and Society in Early Modern Britain](coursename)\n- I can't find [KKENPRE1](course)\n- I can't find [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja sovellukset](coursename)\n- I can't find [ITIS61](course)\n- I can't find [Neurologia](coursename)\n- I can't find [TRSU02](course)\n- I can't find [Vaihtuva-alainen kurssi: Oppimisvaikeudet](coursename)\n- I can't find [TERTIETO5](course)\n- I can't find [Kirjoitusviestintä / COMS](coursename)\n- I can't find [TERKANA3](course)\n- I can't find [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename)\n- I can't find [SOS1](course)\n- I can't find [Sosiaalisten riskien hallinta](coursename)\n- I can't find [JKKYINA11](course)\n- I can't find [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](coursename)\n- I can't find [JKKYORP1](course)\n- I can't find [Valtio-opin maisteriseminaari](coursename)\n- I can't find [SAKA5](course)\n- I can't find [Tieto-oppi](coursename)\n- I can't find [TAYJ025](course)\n- I can't find [Konsekutiivitulkkaus -](coursename)\n- I can't find [STYA3A](course)\n- I can't find [Valinnainen jakso: Radioprojekti (syksy)](coursename)\n- I can't find [MTTTY1](course)\n- I can't find [Julkisten palvelujen johtaminen](coursename)\n- I can't find [MTTTP1](course)\n- I can't find [Kommunikationstraining I](coursename)\n- I can't find [KASSO6](course)\n- I can't find [Kognitiivinen neurotiede I](coursename)\n- I can't find [TIEP1](course)\n- I can't find [Julkisorganisaation talouden suunnittelu ja päätöksenteko](coursename)\n- I can't find [HISA1A](course)\n- I can't find [Methods of Variationist Linguistics](coursename)\n- I can't find [SOS10.6](course)\n- I can't find [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](coursename)\n- I can't find [JKKYJOTE1](course)\n- I can't find [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- I'm trying to find [JOUJOVTS](course)\n- I'm trying to find [Tutkimustyötä tukevat tohtoriopinnot (tietojenkäsittelyoppi)](coursename)\n- I'm trying to find [RANA6](course)\n- I'm trying to find [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](coursename)\n- I'm trying to find [STYS1B4](course)\n- I'm trying to find [Simultaanitulkkaus I saksa-suomi-saksa](coursename)\n- I'm trying to find [KATTAA35](course)\n- I'm trying to find [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](coursename)\n- I'm trying to find [ENGA10](course)\n- I'm trying to find [Agenda-Setting in Public Policy (POMLFCS1)](coursename)\n- I'm trying to find [KATTAS31](course)\n- I'm trying to find [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- I'm trying to find [KKES5](course)\n- I'm trying to find [Julkisoikeuden perusteet (järjestäjä TAMK)](coursename)\n- I'm trying to find [HTIS67](course)\n- I'm trying to find [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- I'm trying to find [LTLY16](course)\n- I'm trying to find [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](coursename)\n- I'm trying to find [KASVAR10](course)\n- I'm trying to find [Väittelijän puheviestintä](coursename)\n- I'm trying to find [KASLOE6.2](course)\n- I'm trying to find [Writing for Research](coursename)\n- I'm trying to find [POLVOS23](course)\n- I'm trying to find [Tekninen työ -](coursename)\n- I'm trying to find [COSOPN2](course)\n- I'm trying to find [Terveyden ja mielenterveyden psykologia I (avoin yliopisto)](coursename)\n- I'm trying to find [YKYYKEKE1](course)\n- I'm trying to find [Finnish Elementary Course 4](coursename)\n- I'm trying to find [KASVAR10](course)\n- I'm trying to find [Literature and Change after 1900 (American Literature)](coursename)\n- I'm trying to find [DPHSS207](course)\n- I'm trying to find [Teoria- ja metodiopinnot](coursename)\n- I'm trying to find [TAYJ032](course)\n- I'm trying to find [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](coursename)\n- I'm trying to find [PSYS11](course)\n- I'm trying to find [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](coursename)\n- I'm trying to find [TEE5](course)\n- I'm trying to find [Venäjän kielen rakenne - Tekstin ymmärtäminen II](coursename)\n- I'm trying to find [KASLOE6.5](course)\n- I'm trying to find [Työterveyden tohtorikoulutusseminaari](coursename)\n- I'm trying to find [NAM-IV](course)\n- I'm trying to find [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 30.-31.8.2018](coursename)\n- I'm trying to find [HTIS81](course)\n- I'm trying to find [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](coursename)\n- I'm trying to find [DPLS01](course)\n- I'm trying to find [Student supervision in computer sciences](coursename)\n- I'm trying to find [KASVAR2](course)\n- I'm trying to find [Yritysappro](coursename)\n- I'm trying to find [KASA15](course)\n- I'm trying to find [Kuva- ja mediakulttuurit - Mediakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely)](coursename)\n- I'm trying to find [KASVAR10](course)\n- I'm trying to find [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- I'm trying to find [POLKVA41](course)\n- I'm trying to find [Ammattimainen tekstintarkistus](coursename)\n- I'm trying to find [KASA13](course)\n- I'm trying to find [Kokemuksen historia: tavoitteet ja menetelmät](coursename)\n- I'm trying to find [STYS1A](course)\n- I'm trying to find [Opintojen suunnittelu - HOPS2](coursename)\n- I'm trying to find [KATVRP11](course)\n- I'm trying to find [Muu valinnainen kurssi](coursename)\n- I want to know the location of [ENGP6](course)\n- I want to know the location of [Rahoitusekonometria](coursename)\n- I want to know the location of [KKSUPRO](course)\n- I want to know the location of [Introduction to Public Administration Research, Reforms and Trends](coursename)\n- I want to know the location of [DPJKK20](course)\n- I want to know the location of [Kielen opettaminen / Fremdsprachenlehren](coursename)\n- I want to know the location of [ITIS42](course)\n- I want to know the location of [Behavioraalinen ja psykologinen taloustiede](coursename)\n- I want to know the location of [JOVPVS12](course)\n- I want to know the location of [International Society (book exam/essay)](coursename)\n- I want to know the location of [KATPAL11](course)\n- I want to know the location of [Syntaksi](coursename)\n- I want to know the location of [KASA5](course)\n- I want to know the location of [BMT-70100 Kudosteknologian perusteet](coursename)\n- I want to know the location of [KASVAR11](course)\n- I want to know the location of [Tilintarkastus I](coursename)\n- I want to know the location of [POLVOA21](course)\n- I want to know the location of [Musisointi - 1.vsk](coursename)\n- I want to know the location of [TAYJ035](course)\n- I want to know the location of [Algebra 2](coursename)\n- I want to know the location of [POLPOP05](course)\n- I want to know the location of [Käännösten suomi](coursename)\n- I want to know the location of [STYA7](course)\n- I want to know the location of [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](coursename)\n- I want to know the location of [JKKYTVA13](course)\n- I want to know the location of [Verkkopalvelujen informaatioarkkitehtuuri](coursename)\n- I want to know the location of [DPIT2](course)\n- I want to know the location of [Verkkomedian suunnittelu](coursename)\n- I want to know the location of [TIEA3](course)\n- I want to know the location of [Seminaari](coursename)\n- I want to know the location of [JMMETUS](course)\n- I want to know the location of [Ryhmät ja ryhmien väliset suhteet](coursename)\n- I want to know the location of [KASA13](course)\n- I want to know the location of [Mathematics and statistics for bioinformatics](coursename)\n- I want to know the location of [HIST02](course)\n- I want to know the location of [Juridisk svenska](coursename)\n- I want to know the location of [HALYAA13](course)\n- I want to know the location of [Finnish Survival Course (Tampere Summer School 2018)](coursename)\n- I want to know the location of [FILS2B/C](course)\n- I want to know the location of [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](coursename)\n- I want to know the location of [TAYJ035](course)\n- I want to know the location of [Mikrotalousteoria II](coursename)\n- I want to know the location of [KASA9](course)\n- I want to know the location of [Tila, paikka ja aika](coursename)\n- I want to know the location of [KATTAS11](course)\n- I want to know the location of [Courses in Computer Science in TUT](coursename)\n- I want to know the location of [LOGM2](course)\n- I want to know the location of [Yritysappro](coursename)\n- I want to know the location of [KATMAP11](course)\n- I want to know the location of [Europe's Wicked Policy Problems (POMLFCS2)](coursename)\n- I want to know the location of [KATMAP11](course)\n- I want to know the location of [Vierailuluentoja johtamisesta](coursename)\n- I want to know the location of [TAYJ024](course)\n- I want to know the location of [Puheviestinnän tutkimuskurssi](coursename)\n- I want to know the location of [KASP3](course)\n- I want to know the location of [Seminaari II / Seminar II](coursename)\n- I want to know the location of [STYS3A](course)\n- I want to know the location of [Psykologian tutkimusmenetelmät I (avoin yliopisto)](coursename)\n- I want to know the location of [ENGA8](course)\n- I want to know the location of [Kunnallistalouden kirjanpito -](coursename)\n- I want to know where [POLVOA31](course) is\n- I want to know where [Kohti matematiikan opettajuutta 2 (TTY)](coursename) is\n- I want to know where [KKRUPRE2](course) is\n- I want to know where [Tietokantojen perusteet (Hervannan kampus)](coursename) is\n- I want to know where [DPHSS202](course) is\n- I want to know where [Networks in Service Business](coursename) is\n- I want to know where [KATTAS40](course) is\n- I want to know where [Rahatalous](coursename) is\n- I want to know where [PEACE043](course) is\n- I want to know where [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](coursename) is\n- I want to know where [BTK4620](course) is\n- I want to know where [Tutkielmaseminaari - Tutkielmaseminaari](coursename) is\n- I want to know where [SUOR1/A6](course) is\n- I want to know where [Networks in Service Business](coursename) is\n- I want to know where [KASLOM6](course) is\n- I want to know where [Eliittiteoriat ja -tutkimus](coursename) is\n- I want to know where [SOS6.4.1](course) is\n- I want to know where [Toisen kielen oppiminen ja opetus](coursename) is\n- I want to know where [RUST5/VENS10](course) is\n- I want to know where [Tilastotieteen johdantokurssi, kevät](coursename) is\n- I want to know where [ITIS31](course) is\n- I want to know where [Vastuullisen liiketoiminnan case-kurssi](coursename) is\n- I want to know where [KKENYHT](course) is\n- I want to know where [EU Financial Management](coursename) is\n- I want to know where [PCP12](course) is\n- I want to know where [Kieli ja yhteiskunta/Språk och samhälle](coursename) is\n- I want to know where [FILAK](course) is\n- I want to know where [Becoming an Efficient Researcher](coursename) is\n- I want to know where [KATTAA13B](course) is\n- I want to know where [Tekstin tekemisen perusteet](coursename) is\n- I want to know where [MTTMS10](course) is\n- I want to know where [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](coursename) is\n- I want to know where [KASMULTI1](course) is\n- I want to know where [Communication écrite/Kirjallinen viestintä](coursename) is\n- I want to know where [TERTIETO4](course) is\n- I want to know where [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename) is\n- I want to know where [TERHOIA4](course) is\n- I want to know where [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. opiskelijat](coursename) is\n- I want to know where [KASLOM2](course) is\n- I want to know where [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](coursename) is\n- I want to know where [VENS10](course) is\n- I want to know where [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](coursename) is\n- I want to know where [MVKS47](course) is\n- I want to know where [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](coursename) is\n- I want to know where [PSYA7](course) is\n- I want to know where [Sota-ajan säännösteltyä kulttuuria](coursename) is\n- I want to know where [ESPFA6](course) is\n- I want to know where [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) is\n- I want to know where [KKSUKTK](course) is\n- I want to know where [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](coursename) is\n- I want to know where [FILJATKO](course) is\n- I want to know where [Teknologiat ja materiaalisuus terveyskysymyksissä](coursename) is\n- I want to know where [MVKS24E](course) is\n- I want to know where [Johdatus viestinnän tutkimukseen ja analyysiin - verkkokurssi](coursename) is\n- I want to know where [KATLAS20](course) is\n- I want to know where [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename) is\n- I want to know where [ITIA1](course) is\n- I want to know where [Oikeus ja politiikka](coursename) is\n- I want to know where [KATJOP11](course) is\n- I want to know where [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](coursename) is\n- I want to know the classroom for [SOS10.6](course)\n- I want to know the classroom for [Hydrogel Journal Club](coursename)\n- I want to know the classroom for [KKENVAL7](course)\n- I want to know the classroom for [Olio-ohjelmoinnin perusteet I](coursename)\n- I want to know the classroom for [HALHAP01](course)\n- I want to know the classroom for [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](coursename)\n- I want to know the classroom for [YKT6.6.3](course)\n- I want to know the classroom for [Sisäinen valvonta ja sisäinen tarkastus](coursename)\n- I want to know the classroom for [HALJUS13](course)\n- I want to know the classroom for [Ranskan kirjallisuus II / Littérature française II](coursename)\n- I want to know the classroom for [KKSUTTK](course)\n- I want to know the classroom for [Käännösviestintä suomi-ruotsi/Översättning finska-svenska](coursename)\n- I want to know the classroom for [JKKYTUO2](course)\n- I want to know the classroom for [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 9.11.2018](coursename)\n- I want to know the classroom for [KATYVA32](course)\n- I want to know the classroom for [Työhyvinvointi (itsenäinen suoritustapa)](coursename)\n- I want to know the classroom for [KASA4](course)\n- I want to know the classroom for [Ranskan yhteiskunta I / Société française I](coursename)\n- I want to know the classroom for [STYS2A](course)\n- I want to know the classroom for [Venäjä I](coursename)\n- I want to know the classroom for [KATLAS23](course)\n- I want to know the classroom for [Graduseminaari, jatkava (Niemi)](coursename)\n- I want to know the classroom for [SAKA5](course)\n- I want to know the classroom for [Nuorisokasvatuksen ja nuorisotyön teoreettisia suuntauksia (verkkokurssi)](coursename)\n- I want to know the classroom for [JOVMS2A](course)\n- I want to know the classroom for [Tieteenfilosofiaa kasvatustieteen näkökulmasta](coursename)\n- I want to know the classroom for [TIEVA31](course)\n- I want to know the classroom for [Graduseminaari, jatkava (Krötzl)](coursename)\n- I want to know the classroom for [BIO2310](course)\n- I want to know the classroom for [Internet ja vuorovaikutteinen media](coursename)\n- I want to know the classroom for [POLKVA43](course)\n- I want to know the classroom for [Poliittiset instituutiot ja prosessit (kirjatentti/essee)](coursename)\n- I want to know the classroom for [ENGP1](course)\n- I want to know the classroom for [Rakenteinen dokumentaatio ja DITA](coursename)\n- I want to know the classroom for [POLKVA23](course)\n- I want to know the classroom for [Master's Thesis Seminar - Thesis seminar II](coursename)\n- I want to know the classroom for [KASA6](course)\n- I want to know the classroom for [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- I want to know the classroom for [KASA2](course)\n- I want to know the classroom for [Orientaatiopäivä väitöskirjatutkijoille](coursename)\n- I want to know the classroom for [KASVAR5](course)\n- I want to know the classroom for [Romanian kielen jatkokurssi II / Advanced Course II in Romanian](coursename)\n- I want to know the classroom for [KKRUYHT](course)\n- I want to know the classroom for [Poliittinen viestintä: Eduskuntavaalit 2019](coursename)\n- I want to know the classroom for [COSOPON3](course)\n- I want to know the classroom for [Perhehoitotieteellisen tiedon syventäminen -](coursename)\n- I want to know the classroom for [TERKAN9](course)\n- I want to know the classroom for [Työmarkkinat, työvoiman käyttö ja työllisyysturva](coursename)\n- I want to know the classroom for [TERHOI1](course)\n- I want to know the classroom for [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 13.-14.12.2017](coursename)\n- I want to know the classroom for [STYA1A](course)\n- I want to know the classroom for [Jatkokoulutusseminaari](coursename)\n- I want to know the classroom for [STYP3](course)\n- I want to know the classroom for [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](coursename)\n- I want to know the classroom for [YKYYHT2](course)\n- I want to know the classroom for [Lapsuuden antropologia ja transnationaali lapsuus](coursename)\n- I want to know the classroom for [TAYJ12](course)\n- I want to know the classroom for [Pro gradu -tutkielma ja -seminaari](coursename)\n- I want to know the classroom for [ENGA3](course)\n- I want to know the classroom for [Teknologiat ja materiaalisuus terveyskysymyksissä](coursename)\n- I want to know how to find [ESPFP1](course)\n- I want to know how to find [Terveystieteiden orientoivat tohtoriopinnot](coursename)\n- I want to know how to find [SUOT1](course)\n- I want to know how to find [Preparatory Course in Reading and Writing for Academic Purposes (online)](coursename)\n- I want to know how to find [SAKP0](course)\n- I want to know how to find [Methods in Text and Discourse Analysis](coursename)\n- I want to know how to find [KASP1](course)\n- I want to know how to find [Kandidaattiseminaari ja tutkielma (markkinointi) - syksy 2018](coursename)\n- I want to know how to find [KASVARH](course)\n- I want to know how to find [Kliinisen neuropsykologian perusteet](coursename)\n- I want to know how to find [TAYJ12](course)\n- I want to know how to find [Ympäristökasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- I want to know how to find [KKENYHT](course)\n- I want to know how to find [Syntaxe du français/ Ranskan syntaksi](coursename)\n- I want to know how to find [KASSO4](course)\n- I want to know how to find [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](coursename)\n- I want to know how to find [TIETS41](course)\n- I want to know how to find [Kielitieto ja -taito - Kielioppi II / Sprachwissen und Sprachfertigkeiten: Grammatik II](coursename)\n- I want to know how to find [KKRULL](course)\n- I want to know how to find [Lapset ympäristönsä tutkijoina - Matematiikka](coursename)\n- I want to know how to find [SOS6.4.1](course)\n- I want to know how to find [Identity and Lifecourse - Lectures, reading groups and essay](coursename)\n- I want to know how to find [SOSM5.1](course)\n- I want to know how to find [Journalismin tulevaisuus, harjoittelun kielikritiikki](coursename)\n- I want to know how to find [KIRS3](course)\n- I want to know how to find [Saksankielisten maiden nykykulttuuri / Gegenwartskultur der deutschsprachigen Länder](coursename)\n- I want to know how to find [KATVRA22](course)\n- I want to know how to find [Advanced Project Studies](coursename)\n- I want to know how to find [JKKYOA12](course)\n- I want to know how to find [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](coursename)\n- I want to know how to find [KKES5](course)\n- I want to know how to find [Johdatus viestintään ja mediaan](coursename)\n- I want to know how to find [ENGS42](course)\n- I want to know how to find [Proseminaari (ryhmä 2)](coursename)\n- I want to know how to find [ENGA12](course)\n- I want to know how to find [Perintö-, lahja- ja varainsiirtoverotus](coursename)\n- I want to know how to find [HALJUS11](course)\n- I want to know how to find [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](coursename)\n- I want to know how to find [KATYVS23](course)\n- I want to know how to find [Makrotalousteoria II](coursename)\n- I want to know how to find [KASLOM10](course)\n- I want to know how to find [Kunnallisoikeuden syventävä jakso](coursename)\n- I want to know how to find [TERHOJ3](course)\n- I want to know how to find [Introduction to Entrepreneurship](coursename)\n- I want to know how to find [TIETS19](course)\n- I want to know how to find [Tuutorina toimiminen](coursename)\n- I want to know how to find [KASP4](course)\n- I want to know how to find [Teaching, Pedagogical Facilitating, Learning](coursename)\n- I want to know how to find [KASA3](course)\n- I want to know how to find [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- I want to know how to find [RANA2](course)\n- I want to know how to find [Organisaatioiden tiedonhallinta](coursename)\n- I want to know how to find [KKES1](course)\n- I want to know how to find [Research on Society and Organisations](coursename)\n- I want to know how to find [ENGS13](course)\n- I want to know how to find [Introduction to Education in Finland - Lectures, observation, essay and learning diary](coursename)\n- I want to know how to find [SOS6.4.2](course)\n- I want to know how to find [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC) online](coursename)\n- I want to know how to find [BTK1053](course)\n- I want to know how to find [Valinnainen jakso: Valokuva historian tekijänä - luennot](coursename)\n\n\n## intent:opetusajat\n- Schedule [TAYJ033](course)\n- Schedule [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](coursename)\n- Schedule [PEACE043](course)\n- Schedule [Sosiaalioikeus II](coursename)\n- Schedule [KKKI2](course)\n- Schedule [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Pori](coursename)\n- Schedule [LUOYY027](course)\n- Schedule [Lain ja hallinnon käännösviestinnän seminaari englanti-suomi](coursename)\n- Schedule [ESPFA3](course)\n- Schedule [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](coursename)\n- Schedule [TIEA1](course)\n- Schedule [Jatkokoulutusseminaari](coursename)\n- Schedule [LTLY16](course)\n- Schedule [Nuorisokasvatuksen ja nuorisotyön teoreettisia suuntauksia (verkkokurssi)](coursename)\n- Schedule [KASA1.3](course)\n- Schedule [Ajankohtaisia kansanterveyskysymyksiä](coursename)\n- Schedule [TERHOI5](course)\n- Schedule [Scientific Writing - Module B - Thesis Writing (online)](coursename)\n- Schedule [KASA3](course)\n- Schedule [Rahoituksen jatkokurssi](coursename)\n- Schedule [KATVAS11](course)\n- Schedule [Julkisen talousjohtamisen tietojärjestelmät](coursename)\n- Schedule [KKSUPRO](course)\n- Schedule [Uuden ajan alun ryhmä](coursename)\n- Schedule [POLPOP01](course)\n- Schedule [Kommunikationstraining II](coursename)\n- Schedule [LUOYY023](course)\n- Schedule [Introduction to Science and Research (autumn)](coursename)\n- Schedule [ESPFA5](course)\n- Schedule [Toiminnanohjausjärjestelmät (ERP)](coursename)\n- Schedule [POLKVA21](course)\n- Schedule [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](coursename)\n- Schedule [TIETA18](course)\n- Schedule [Kirjallinen viestintä I / Schriftliche Kommunikation I](coursename)\n- Schedule [PSYS6C](course)\n- Schedule [Tutkielmakurssi (periodi I)](coursename)\n- Schedule [TERTIETO4](course)\n- Schedule [Cultural Diversity in Education and at Work - (autumn)](coursename)\n- Schedule [HTIS67](course)\n- Schedule [Bachelor's Thesis Seminar - seminar in English](coursename)\n- Schedule [KKVE5](course)\n- Schedule [Kirjallisuuden teoria - Kirjallisuustieteen klassikoita](coursename)\n- Schedule [TAYJ024](course)\n- Schedule [Fonetiikan perusopintojen harjoitustyö](coursename)\n- Schedule [KATJOA12](course)\n- Schedule [Tutkielmapiiri: sota-ajan kirjeenvaihdon lingvistinen tutkimus](coursename)\n- Schedule [KASSO1](course)\n- Schedule [Recommender Systems](coursename)\n- Schedule [HALJUS12](course)\n- Schedule [Terveystieteiden orientoivat tohtoriopinnot](coursename)\n- Schedule [KATYVP11](course)\n- Schedule [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](coursename)\n- Schedule [TIETA11](course)\n- Schedule [Advanced English Business Communication](coursename)\n- Schedule [ENGS3](course)\n- Schedule [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](coursename)\n- Schedule [KATYVS44](course)\n- Schedule [Valtio-opin maisteriseminaari](coursename)\n- Schedule [KKVE3](course)\n- Schedule [Pankkioikeus](coursename)\n- [PSYS3](course) schedule\n- [Accounting Information Systems](coursename) schedule\n- [JKKYORP1](course) schedule\n- [Political Economy](coursename) schedule\n- [KKSAPRE2](course) schedule\n- [Kielisuihkutustoiminta osana varhaista kielikasvatusta](coursename) schedule\n- [KATYVS26](course) schedule\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](coursename) schedule\n- [PEDAEH](course) schedule\n- [Kasvatustieteiden perusopinnot lukuvuonna 2018-2019 - yhteinen johdantoluento](coursename) schedule\n- [SOS9](course) schedule\n- [Terveys, arki ja toimijuus](coursename) schedule\n- [POLKVA31](course) schedule\n- [Perusharjoittelu B - Ohjattu opetusharjoittelu](coursename) schedule\n- [MTTMS11](course) schedule\n- [Digital Image Processing - Self-studying](coursename) schedule\n- [TERTIETO2](course) schedule\n- [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](coursename) schedule\n- [KASVAR6](course) schedule\n- [Kielitieto ja -taito - Kielioppi II / Sprachwissen und Sprachfertigkeiten: Grammatik II](coursename) schedule\n- [TERTIETO4](course) schedule\n- [Kandidaattiseminaari (JATKAVA, Vuolanto)](coursename) schedule\n- [KASP1-2, KASP5](course) schedule\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](coursename) schedule\n- [POHP3](course) schedule\n- [Venäjän kielen valmentava kurssi](coursename) schedule\n- [KATLITO4](course) schedule\n- [COURSE CANCELLED: Islamism](coursename) schedule\n- [KASLOE6.5](course) schedule\n- [Rahoituksen jatkokurssi](coursename) schedule\n- [BTK1080](course) schedule\n- [Bioinformatics](coursename) schedule\n- [HIST02](course) schedule\n- [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](coursename) schedule\n- [KASLOM2](course) schedule\n- [Julkistalousoikeus](coursename) schedule\n- [BTK2045](course) schedule\n- [Political Philosophy (book exam/essay)](coursename) schedule\n- [PEDAYOP4](course) schedule\n- [Finnish Reading Comprehension and Conversation Course 2 (taught in Finnish)](coursename) schedule\n- [RANA7](course) schedule\n- [Orientoivat opinnot - Alkuorientaatio](coursename) schedule\n- [HISA1B](course) schedule\n- [Qualitative Research Methods and Comparative Research Design](coursename) schedule\n- [KATYVS27](course) schedule\n- [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](coursename) schedule\n- [PSYS10](course) schedule\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.5.2019](coursename) schedule\n- [POLKVA11](course) schedule\n- [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename) schedule\n- [TIETA10](course) schedule\n- [Medioitu vuorovaikutus](coursename) schedule\n- [MOLI](course) schedule\n- [Julkisten palvelujen johtaminen](coursename) schedule\n- [TIEP4](course) schedule\n- [Kehityspsykologia II](coursename) schedule\n- [POLVOA51](course) schedule\n- [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](coursename) schedule\n- [JKKYPS1](course) schedule\n- [Pääoma-lukuseminaari](coursename) schedule\n- [KASP5](course) weekly schedule\n- [New Forms of Violence, Change in Security Paradigm (book exam/essay)](coursename) weekly schedule\n- [KASLOH3](course) weekly schedule\n- [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](coursename) weekly schedule\n- [MTTMA1C](course) weekly schedule\n- [Venäjä III](coursename) weekly schedule\n- [IGS005](course) weekly schedule\n- [Lapset ympäristönsä tutkijoina - Matematiikka](coursename) weekly schedule\n- [KKENVAL9](course) weekly schedule\n- [Algebra 1A](coursename) weekly schedule\n- [KASA7](course) weekly schedule\n- [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](coursename) weekly schedule\n- [DPCMTJ2/JMMETUS](course) weekly schedule\n- [Johdatus tilastotieteeseen](coursename) weekly schedule\n- [POHA12](course) weekly schedule\n- [Makrotalousteorian jatkokurssi I](coursename) weekly schedule\n- [KKVE3](course) weekly schedule\n- [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](coursename) weekly schedule\n- [JOVA17](course) weekly schedule\n- [Terveyden ja mielenterveyden psykologia II](coursename) weekly schedule\n- [RUST5/VENS10](course) weekly schedule\n- [Terveyden edistämisen interventiot, Seinäjoki](coursename) weekly schedule\n- [ESPFA5](course) weekly schedule\n- [Pelit ja pelillisyys](coursename) weekly schedule\n- [HIST03](course) weekly schedule\n- [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](coursename) weekly schedule\n- [TIEP3](course) weekly schedule\n- [ABC of Scientific Communication](coursename) weekly schedule\n- [JOVA9](course) weekly schedule\n- [Thesis seminar](coursename) weekly schedule\n- [KKRUYHT](course) weekly schedule\n- [Kielioppi II (suomenkieliset opiskelijat)](coursename) weekly schedule\n- [TEE5](course) weekly schedule\n- [Lineaarialgebra 1B](coursename) weekly schedule\n- [HALKOS21](course) weekly schedule\n- [Olio-ohjelmoinnin perusteet](coursename) weekly schedule\n- [LUOYY019](course) weekly schedule\n- [Johdon laskentatoimi ja inhimillinen käyttäytyminen](coursename) weekly schedule\n- [YKYYHT4A](course) weekly schedule\n- [Kuvan uudet muodot](coursename) weekly schedule\n- [KASA4](course) weekly schedule\n- [Fonetiikan perusopintojen harjoitustyö](coursename) weekly schedule\n- [HTIY006](course) weekly schedule\n- [Maailmanpolitiikan tutkimus (kirjatentti/essee)](coursename) weekly schedule\n- [SUOV4](course) weekly schedule\n- [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](coursename) weekly schedule\n- [ENGS3](course) weekly schedule\n- [Personal Study Planning](coursename) weekly schedule\n- [TAYJ12](course) weekly schedule\n- [Kontrastiivisen fonetiikan perusteet -](coursename) weekly schedule\n- [BTK2037](course) weekly schedule\n- [Moniammatilliset oppimisyhteisöt - Seminaari](coursename) weekly schedule\n- [ENGA6](course) weekly schedule\n- [Business Writing](coursename) weekly schedule\n- [POLVOA31](course) weekly schedule\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](coursename) weekly schedule\n- [TERY4](course) weekly schedule\n- [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](coursename) weekly schedule\n- [KATYVS25](course) weekly schedule\n- [Presentation Skills](coursename) weekly schedule\n- [POLVOS10](course) weekly\n- [Kaupunkien maankäytön pelikenttä](coursename) weekly\n- [ENGS13](course) weekly\n- [Sosiaalitieteiden teoria I - SOS5b luennot](coursename) weekly\n- [YKYYHT1](course) weekly\n- [Yhteisö, terveys ja sairaus](coursename) weekly\n- [SOS6.1.3](course) weekly\n- [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](coursename) weekly\n- [KASLOM1](course) weekly\n- [Tutkimusseminaari ja pro gradu -tutkielma](coursename) weekly\n- [YKIEP1](course) weekly\n- [Työ ja äitiys tänään](coursename) weekly\n- [SOCYKV2](course) weekly\n- [Valtio-opin maisteriseminaari](coursename) weekly\n- [HISA2](course) weekly\n- [Opetusharjoittelu](coursename) weekly\n- [KASA12](course) weekly\n- [Historiankirjoituksen historia](coursename) weekly\n- [YKT09.4](course) weekly\n- [Psykiatria](coursename) weekly\n- [VENP2](course) weekly\n- [Johdatus viestinnän tutkimukseen ja analyysiin](coursename) weekly\n- [SUOR1/A6](course) weekly\n- [Saamelaisen kirjallisuuden intensiivikurssi](coursename) weekly\n- [POHP1](course) weekly\n- [Kandidaattiseminaari (JATKAVA, Vuolanto)](coursename) weekly\n- [ITIY3](course) weekly\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](coursename) weekly\n- [TERHOIA6](course) weekly\n- [Bioinformatics work course](coursename) weekly\n- [KKSU3](course) weekly\n- [Nordic Model: Nordic Welfare Societies](coursename) weekly\n- [POHA11](course) weekly\n- [Transcultural perspectives in developing media education](coursename) weekly\n- [BTK4121](course) weekly\n- [Asiantuntijan puheviestintä ja vuorovaikutusosaaminen](coursename) weekly\n- [KKENYHT](course) weekly\n- [Tekninen työ -](coursename) weekly\n- [DPCMTJT2](course) weekly\n- [Ympäristön ja alueiden poliittisuus](coursename) weekly\n- [HALYAS99](course) weekly\n- [Makrotalousteoria II](coursename) weekly\n- [SUOS1](course) weekly\n- [Puheen, kielen ja viestinnän kehitys](coursename) weekly\n- [TERTIETO4](course) weekly\n- [Ympäristö ja hyvinvointi](coursename) weekly\n- [POLPOP05](course) weekly\n- [Game Project](coursename) weekly\n- [VENA12](course) weekly\n- [Laskentatoimi ja talousjohtaminen](coursename) weekly\n- [LTLY16](course) weekly\n- [Työyhteisöjen muutos ja kehittäminen](coursename) weekly\n- [HISA4](course) weekly\n- [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename) weekly\n- [MTTY4](course) weekly\n- [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Kuuntelukasvatus](coursename) weekly\n- [TIETS09](course) weekly\n- [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot (verkkokurssi)](coursename) weekly\n- [HIST01](course) weekly\n- [Tutkielmaseminaari (logopedia)](coursename) weekly\n- What is the schedule for [MVKS32/36/49/54](course)\n- What is the schedule for [Work and Health](coursename)\n- What is the schedule for [BTK1062](course)\n- What is the schedule for [Multimodal Interaction](coursename)\n- What is the schedule for [LTLY16](course)\n- What is the schedule for [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](coursename)\n- What is the schedule for [KATMAS12](course)\n- What is the schedule for [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename)\n- What is the schedule for [ITIP4](course)\n- What is the schedule for [Työterveyden tohtorikoulutusseminaari](coursename)\n- What is the schedule for [ESPFA1](course)\n- What is the schedule for [Oppimisyhteisöt ja vuorovaikutus, kirjatentti](coursename)\n- What is the schedule for [DPHSO101](course)\n- What is the schedule for [Aikuiskasvatus ja työelämä, kirjatentti, Pori](coursename)\n- What is the schedule for [MTTA2](course)\n- What is the schedule for [Scientific Writing - Module A - Writing Clinic](coursename)\n- What is the schedule for [VENP4](course)\n- What is the schedule for [Merkitys](coursename)\n- What is the schedule for [KATYVA36](course)\n- What is the schedule for [Venäjän kielen rakenne - Syntaksi](coursename)\n- What is the schedule for [VENA12](course)\n- What is the schedule for [Sote ja sosiaalipolitiikka](coursename)\n- What is the schedule for [HALYAA99](course)\n- What is the schedule for [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](coursename)\n- What is the schedule for [KATTAA35](course)\n- What is the schedule for [Latinan kielen alkeiskurssi](coursename)\n- What is the schedule for [TIEA2.1B](course)\n- What is the schedule for [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](coursename)\n- What is the schedule for [LOGS4](course)\n- What is the schedule for [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](coursename)\n- What is the schedule for [MTTA2](course)\n- What is the schedule for [Valtakurssi](coursename)\n- What is the schedule for [ITIA03](course)\n- What is the schedule for [Epidemiologian tohtorikoulutusseminaari](coursename)\n- What is the schedule for [STYVA](course)\n- What is the schedule for [Keskiajan symboliikkaa -verkkokurssi](coursename)\n- What is the schedule for [TIEA3](course)\n- What is the schedule for [Liiketoimintaympäristön taloustiede](coursename)\n- What is the schedule for [POLVOS21](course)\n- What is the schedule for [Sosiaalihuollon hallinto ja johtaminen](coursename)\n- What is the schedule for [SOSM2](course)\n- What is the schedule for [Cross-Institutional Studies in TUT](coursename)\n- What is the schedule for [TIETA13](course)\n- What is the schedule for [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](coursename)\n- What is the schedule for [SOSKV1](course)\n- What is the schedule for [Dialogitulkkaus](coursename)\n- What is the schedule for [ITIP5](course)\n- What is the schedule for [Journalism Start-Ups and Enterpreneurialism](coursename)\n- What is the schedule for [KKENVAL2](course)\n- What is the schedule for [Writing for Research (online course)](coursename)\n- What is the schedule for [ITIP5](course)\n- What is the schedule for [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename)\n- What is the schedule for [KKENYHT](course)\n- What is the schedule for [Tutustuminen psykologin työhön](coursename)\n- What is the schedule for [MVKS42S](course)\n- What is the schedule for [Espanjan historia ja kirjallisuus - Historia y literatura de España](coursename)\n- What is the schedule for [FILAPRO](course)\n- What is the schedule for [Kielioppi I](coursename)\n- What is the schedule for [TECHS5](course)\n- What is the schedule for [Tieteellinen kirjoittaminen](coursename)\n- What is the schedule [KATLAA23](course)\n- What is the schedule [Suomi ja maailman kielet](coursename)\n- What is the schedule [TIETS05](course)\n- What is the schedule [Uskontojen antropologiaa](coursename)\n- What is the schedule [JOVP1](course)\n- What is the schedule [Verkkojulkaisemisen perusteet - syksy 2018](coursename)\n- What is the schedule [POLKVA21](course)\n- What is the schedule [Koulutussuunnittelu ja kehittäminen - Seminaari](coursename)\n- What is the schedule [KATYVA32](course)\n- What is the schedule [Venäjän kulttuuri](coursename)\n- What is the schedule [KKSUPRO](course)\n- What is the schedule [Vapaaehtoistyö / Voluntary Work](coursename)\n- What is the schedule [KKRA2](course)\n- What is the schedule [Kirjallisuus ja kulttuuri/Litteratur och kultur](coursename)\n- What is the schedule [TSEKP1](course)\n- What is the schedule [Tutkielmakurssi (periodi I)](coursename)\n- What is the schedule [JKKYLT01](course)\n- What is the schedule [Linguistics II: Meaning and Discourse](coursename)\n- What is the schedule [SOS10.1.3](course)\n- What is the schedule [Julkisen toiminnan tuloksellisuuden arviointi](coursename)\n- What is the schedule [KATVAA12](course)\n- What is the schedule [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- What is the schedule [HALHAA99](course)\n- What is the schedule [Äärellisten mallien teorian seminaari (Finite model theory seminar)](coursename)\n- What is the schedule [KATJOS99](course)\n- What is the schedule [Johdatus matematiikkaan ja tilastotieteeseen](coursename)\n- What is the schedule [ENGP8](course)\n- What is the schedule [Tieteellinen kirjoittaminen](coursename)\n- What is the schedule [JOVVJS4](course)\n- What is the schedule [Kulutuksen ja ostokäyttäytymisen teoria](coursename)\n- What is the schedule [KIRP3](course)\n- What is the schedule [Courses in Computer Science in TUT](coursename)\n- What is the schedule [KASP4](course)\n- What is the schedule [Mikrotalousteoria I](coursename)\n- What is the schedule [VENA16](course)\n- What is the schedule [The Coeliac Disease Journal Club](coursename)\n- What is the schedule [RUST5/VENS19/20](course)\n- What is the schedule [Opetussuunnitelmateoria, kirjatentti](coursename)\n- What is the schedule [BTK0011](course)\n- What is the schedule [Gradu-kvantimetodit](coursename)\n- What is the schedule [KASVAR3](course)\n- What is the schedule [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](coursename)\n- What is the schedule [HALHAA15](course)\n- What is the schedule [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](coursename)\n- What is the schedule [KATJOA12](course)\n- What is the schedule [Immunologian perusteet](coursename)\n- What is the schedule [POLVOA51](course)\n- What is the schedule [Comparative Education - Lectures in English (spring) or book exam in English (autumn and spring)](coursename)\n- What is the schedule [TERTIETO2](course)\n- What is the schedule [Työelämäntutkimusta monimuuttujamenetelmin](coursename)\n- What is the schedule [SUOA3](course)\n- What is the schedule [Mental Health Research: Using the Knowledge and Adding to it](coursename)\n- What is the schedule [KKENKTMO](course)\n- What is the schedule [Political Communication and Rhetoric (book exam/essay)](coursename)\n- What is the schedule [KATYVA24](course)\n- What is the schedule [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](coursename)\n- What is the schedule [HALJTA03](course)\n- What is the schedule [Liikuntatuutorina toimiminen / Sports Tutoring](coursename)\n- What is the schedule [BIO2085](course)\n- What is the schedule [Littérature et société françaises/Ranskan kirjallisuus ja yhteiskunta](coursename)\n- When are classes for [DPCMTJ3](course)\n- When are classes for [Neurocomputing](coursename)\n- When are classes for [KASA13](course)\n- When are classes for [Vaihtuvasisältöiset erikoiskurssit (kirjallinen tentti suoritusvaihtoehto) -](coursename)\n- When are classes for [KATJOS99](course)\n- When are classes for [Sosiaalioikeus](coursename)\n- When are classes for [KATMAA16](course)\n- When are classes for [Ryhmät ja ryhmien väliset suhteet](coursename)\n- When are classes for [KASMULTI1](course)\n- When are classes for [Behavioraalinen ja psykologinen taloustiede](coursename)\n- When are classes for [KASLOH1](course)\n- When are classes for [Erilaisuuden kohtaaminen ja inklusiivinen varhaiskasvatus - Kirjatentti (vaihtoehtoinen suoritustapa)](coursename)\n- When are classes for [SUKKP6](course)\n- When are classes for [Retoriikka ja argumentaatioanalyysi/Retorik och argumentationsanalys](coursename)\n- When are classes for [TIEP1](course)\n- When are classes for [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](coursename)\n- When are classes for [ENGA9](course)\n- When are classes for [Historiankirjoituksen historia](coursename)\n- When are classes for [KKSU6](course)\n- When are classes for [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- When are classes for [HISS2](course)\n- When are classes for [Theories of Welfare States and Comparative Social Policy: An introduction](coursename)\n- When are classes for [KASA13](course)\n- When are classes for [Tutkimustyön perusteet (syksy)](coursename)\n- When are classes for [KKENYHT](course)\n- When are classes for [Journalismin perusteet, luennot](coursename)\n- When are classes for [COSOPC3](course)\n- When are classes for [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- When are classes for [KATTAA35](course)\n- When are classes for [Kielen käyttö II](coursename)\n- When are classes for [BTK2025](course)\n- When are classes for [Statistics Workshop](coursename)\n- When are classes for [VENA10](course)\n- When are classes for [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja sovellukset](coursename)\n- When are classes for [KASA13](course)\n- When are classes for [Johdatus sosiaalitieteisiin (verkkokurssi)](coursename)\n- When are classes for [JOVA13](course)\n- When are classes for [Valinnainen jakso: Valokuva historian tekijänä - työpaja](coursename)\n- When are classes for [STYS2B](course)\n- When are classes for [Individual project course](coursename)\n- When are classes for [STYS3C](course)\n- When are classes for [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename)\n- When are classes for [DPEDUB.1B](course)\n- When are classes for [Matemaattisen tilastotieteen perusteet](coursename)\n- When are classes for [JOUJOVTS/JMMETU](course)\n- When are classes for [Asiantuntijan puheviestintä ja vuorovaikutus, 1.-2. periodi / VIESTINTÄROHKEUDEN RYHMÄ](coursename)\n- When are classes for [ENGS29](course)\n- When are classes for [Ranska II](coursename)\n- When are classes for [KATYVA42](course)\n- When are classes for [Europe in transition](coursename)\n- When are classes for [KKENPRE1](course)\n- When are classes for [Puheen ja äänen harjoitusmenetelmät](coursename)\n- When are classes for [POLVOS32](course)\n- When are classes for [Hoitotieteen tohtorikoulutusseminaari](coursename)\n- When are classes for [BTK3115](course)\n- When are classes for [Reading Waste](coursename)\n- When are classes for [VENS4](course)\n- When are classes for [Environment and Well-Being](coursename)\n- When are classes for [TERHOO1](course)\n- When are classes for [Teemaseminaari Kant Puhtaan järjen kritiikki](coursename)\n- Classes [BIO4460](course)\n- Classes [Second Language Acquisition](coursename)\n- Classes [KATJOA15](course)\n- Classes [Media and Globalization - Lectures + essay](coursename)\n- Classes [JOVPVS12](course)\n- Classes [Valtiosääntöoikeuden syventävä jakso](coursename)\n- Classes [KASA11](course)\n- Classes [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- Classes [KATJOP11](course)\n- Classes [Orientoivat opinnot ja HOPS (kirjallisuustiede)](coursename)\n- Classes [MVKS32/36/49/54](course)\n- Classes [Talouselämän käännösviestinnän seminaari suomi-saksa -](coursename)\n- Classes [ITIY003](course)\n- Classes [Tutkimustyön perusteet - a) Tieteenfilosofia](coursename)\n- Classes [JOVP1](course)\n- Classes [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- Classes [MTTMA4](course)\n- Classes [Kiina I](coursename)\n- Classes [SOS08.3](course)\n- Classes [Sociolinguistics](coursename)\n- Classes [KKRUYHT](course)\n- Classes [Espanja II](coursename)\n- Classes [SUOV4](course)\n- Classes [Kilpailuoikeus](coursename)\n- Classes [KIRA3G](course)\n- Classes [Terveyden edistämisen perusteet](coursename)\n- Classes [ENGS13](course)\n- Classes [Valtio-opin maisteriseminaari](coursename)\n- Classes [KASS1](course)\n- Classes [Kognitiiviseen käyttäytymisterapiaan pohjautuvat interventiot](coursename)\n- Classes [TIETS35](course)\n- Classes [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](coursename)\n- Classes [ROMAP1](course)\n- Classes [Tieteellisen tiedonhankinnan perusteet (venäjä) -](coursename)\n- Classes [KKIN5](course)\n- Classes [Tekstilingvistiikka / Textlinguistik](coursename)\n- Classes [KATJOA12](course)\n- Classes [Social Constructionism](coursename)\n- Classes [KKSUYP](course)\n- Classes [Kertomuksen vaarat](coursename)\n- Classes [KASSG](course)\n- Classes [Student Exchange - courses completed in foreign universities 2-8 ECTS](coursename)\n- Classes [TRSU05](course)\n- Classes [Käännösviestintä ja kirjoittaminen - Johdatus käännösviestintään](coursename)\n- Classes [HALJTA99](course)\n- Classes [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- Classes [ENGS42-43](course)\n- Classes [Tiede, tutkimus, kirjoittaminen (verkkokurssi)](coursename)\n- Classes [KKLA1](course)\n- Classes [Fonetiikan perusopintojen harjoitustyö](coursename)\n- Classes [KIRP2](course)\n- Classes [Pro gradu -tutkielma ja seminaari](coursename)\n- Classes [JOUJOVTS](course)\n- Classes [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](coursename)\n- Classes [KKRA3](course)\n- Classes [Psychology of Pervasive Computing (TUT/IHTE)](coursename)\n- Classes [KKENVAL2](course)\n- Classes [Terveyden ja mielenterveyden psykologia I](coursename)\n- Classes [YKYYHT1](course)\n- Classes [Kaikille avoin tutkijaseminaari](coursename)\n- When are classes [TAYJ032](course)\n- When are classes [Pelit ja pelillisyys](coursename)\n- When are classes [HALJTS99](course)\n- When are classes [Historian tutkimusprosessi ja historiantutkijan etiikka](coursename)\n- When are classes [YKT09.4](course)\n- When are classes [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename)\n- When are classes [LTLY07](course)\n- When are classes [Hoitotiede ja näytön ohjaama toiminta](coursename)\n- When are classes [TAYJ024](course)\n- When are classes [Saksa II](coursename)\n- When are classes [POHA1](course)\n- When are classes [Research Ethics](coursename)\n- When are classes [JOVY3](course)\n- When are classes [Kielioppi I / Grammatik I](coursename)\n- When are classes [KASLOH3](course)\n- When are classes [Markkinoinnin erityiskysymyksiä](coursename)\n- When are classes [SOSM5.1](course)\n- When are classes [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename)\n- When are classes [POLPOP01](course)\n- When are classes [Teaching, Pedagogical Facilitating, Learning](coursename)\n- When are classes [HTIS53](course)\n- When are classes [The Cancer Biology Journal Club](coursename)\n- When are classes [TIEA2.1A](course)\n- When are classes [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](coursename)\n- When are classes [KKRAVAL1](course)\n- When are classes [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](coursename)\n- When are classes [TAYJ035](course)\n- When are classes [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](coursename)\n- When are classes [POLVOA31/S26/27](course)\n- When are classes [Käsitekerho/ Mediatutkimuksen valinn. jakso](coursename)\n- When are classes [STYS3A](course)\n- When are classes [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](coursename)\n- When are classes [POLVOS28](course)\n- When are classes [Ikääntyminen, kieli ja vuorovaikutus](coursename)\n- When are classes [POLVOA32](course)\n- When are classes [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](coursename)\n- When are classes [POLPOP01](course)\n- When are classes [Tutkimusseminaari ja pro gradu -tutkielma](coursename)\n- When are classes [PEDAYOP3](course)\n- When are classes [Opetus, ohjaus, oppiminen, verkko-opetus](coursename)\n- When are classes [JMMETUS](course)\n- When are classes [Translation II Finnish-English](coursename)\n- When are classes [KKSUTTK](course)\n- When are classes [Moniammatilliset johtamisopinnot](coursename)\n- When are classes [KASLOE6.2](course)\n- When are classes [Legal English](coursename)\n- When are classes [TAYJ11](course)\n- When are classes [Maisteriopintojen esittely - TIM](coursename)\n- When are classes [KASVAR7](course)\n- When are classes [Open Educational Resources - Lectures, seminars etc. in other universities or institutions](coursename)\n- When are classes [STYA1A2](course)\n- When are classes [Transcultural perspectives in developing media education](coursename)\n- When are classes [POHA6](course)\n- When are classes [Tekninen kirjoittaminen (suomi)](coursename)\n- When are classes [POLKVA33](course)\n- When are classes [Phylogenetics](coursename)\n- When are classes [KKSUSC](course)\n- When are classes [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](coursename)\n- When are classes [POLKVS22](course)\n- When are classes [Sanastotyö](coursename)\n- Teaching times [KATVAA15](course)\n- Teaching times [Työ- ja organisaatiopsykologian interventiot](coursename)\n- Teaching times [KKIN5](course)\n- Teaching times [Introduction to Finnish History](coursename)\n- Teaching times [STYP3](course)\n- Teaching times [Korkeakoulujärjestelmät ja niiden ohjaus - Harjoitustyö](coursename)\n- Teaching times [COSOPC2](course)\n- Teaching times [Business Translation Seminar Finnish - English](coursename)\n- Teaching times [TAYJ024](course)\n- Teaching times [Lasten monipaikkainen asuminen](coursename)\n- Teaching times [KASLOM3](course)\n- Teaching times [Tutkielmaseminaari (logopedia)](coursename)\n- Teaching times [KATLAS26](course)\n- Teaching times [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](coursename)\n- Teaching times [HISA2](course)\n- Teaching times [Oikeustulkkaus I/II (monikielinen)](coursename)\n- Teaching times [HALKAA99](course)\n- Teaching times [Johdatus länsimaiseen kirjallisuushistoriaan - luennot](coursename)\n- Teaching times [KATLAA13](course)\n- Teaching times [Pohjoismaiden yhteiskuntaolot ja kulttuurit](coursename)\n- Teaching times [KKRUBMT](course)\n- Teaching times [Biodiversity Offsetting Game](coursename)\n- Teaching times [POMLFCS3](course)\n- Teaching times [Global Humanitarianism and its Critics (POMLFCS3)](coursename)\n- Teaching times [POLKVA21](course)\n- Teaching times [Johdanto tietokäytäntöjen tutkimukseen](coursename)\n- Teaching times [DPLA01](course)\n- Teaching times [Espanjan kielioppi II/Gramática española II](coursename)\n- Teaching times [KASA11](course)\n- Teaching times [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](coursename)\n- Teaching times [ENGP4](course)\n- Teaching times [Valtiosääntöoikeus](coursename)\n- Teaching times [KASVAR3](course)\n- Teaching times [Introduction to Science and Research (spring)](coursename)\n- Teaching times [MTTMA4](course)\n- Teaching times [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- Teaching times [HALHAA13](course)\n- Teaching times [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), kevät 2019](coursename)\n- Teaching times [KASA1.1](course)\n- Teaching times [Moniammatilliset johtamisopinnot](coursename)\n- Teaching times [POHP2](course)\n- Teaching times [Graduseminaari (Ruohonen)](coursename)\n- Teaching times [KASLOM11](course)\n- Teaching times [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Kuuntelukasvatus](coursename)\n- Teaching times [PSYP1](course)\n- Teaching times [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename)\n- Teaching times [SAKP1](course)\n- Teaching times [Parties and Elections (book exam/essay)](coursename)\n- Teaching times [PEDAYOP4](course)\n- Teaching times [Vauvasta vaariin. Ikä feministisessä tutkimuksessa](coursename)\n- Teaching times [KASA15](course)\n- Teaching times [Kansainvälisen politiikan johdantokurssi (kirjatentti)](coursename)\n- Teaching times [TEE3](course)\n- Teaching times [Vertaisohjaus tietojenkäsittelytieteissä (kevät)](coursename)\n- Teaching times [KASA11](course)\n- Teaching times [Sosiaalioikeus II](coursename)\n- Teaching times [KASLOK3](course)\n- Teaching times [Terveyden edistämisen perusteet (hoitotieteen opiskelijoille), kirjatentti, Seinäjoki](coursename)\n- Teaching times [KKENVAL8](course)\n- Teaching times [Kohti matematiikan opettajuutta 1(TTY)](coursename)\n- Teaching hours [TIETS02](course)\n- Teaching hours [Structure of English I - Grammar I](coursename)\n- Teaching hours [TERHOI6](course)\n- Teaching hours [Rahoitusoikeus](coursename)\n- Teaching hours [SOS9](course)\n- Teaching hours [Harjoittelu / Elinikäinen oppiminen ja kasvatus - HARJOITTELUTUKIOPTION HAKEMINEN: Seminaarit ja harjoittelu vuonna 2019 opintojakson suorittaville](coursename)\n- Teaching hours [HALJTA05](course)\n- Teaching hours [Tuutorvastaavana toimiminen / Being a tutor in charge](coursename)\n- Teaching hours [HALJUA62](course)\n- Teaching hours [Lähtötasokoe / Schwellentest](coursename)\n- Teaching hours [KASSG](course)\n- Teaching hours [Simultaanitulkkaus I venäjä-suomi-venäjä](coursename)\n- Teaching hours [KASP1](course)\n- Teaching hours [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](coursename)\n- Teaching hours [KATVAA11](course)\n- Teaching hours [Seminaari, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- Teaching hours [HALJTA99](course)\n- Teaching hours [Pro gradu -seminaari ja -tutkielma (julkinen talousjohtaminen)](coursename)\n- Teaching hours [ITIA03](course)\n- Teaching hours [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), kevät 2019](coursename)\n- Teaching hours [TERA6](course)\n- Teaching hours [Tekniikan käännösviestinnän seminaari englanti-suomi](coursename)\n- Teaching hours [JOVP5](course)\n- Teaching hours [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- Teaching hours [HALHAA13](course)\n- Teaching hours [Sosiaalipsykologia (verkkokurssi)](coursename)\n- Teaching hours [KATJOA12](course)\n- Teaching hours [Vapaaehtoistyö / Voluntary Work](coursename)\n- Teaching hours [KKENVAL1](course)\n- Teaching hours [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename)\n- Teaching hours [LTLY16](course)\n- Teaching hours [Kilpailuoikeus](coursename)\n- Teaching hours [RANAV3](course)\n- Teaching hours [Lapset ympäristönsä tutkijoina - Matematiikka](coursename)\n- Teaching hours [TIETA6](course)\n- Teaching hours [Kandidaatin tutkielma ja seminaari (syksy)](coursename)\n- Teaching hours [PSYA7](course)\n- Teaching hours [International tutoring / Kv-tuutorina toimiminen](coursename)\n- Teaching hours [MVKS36/31](course)\n- Teaching hours [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](coursename)\n- Teaching hours [MVKS13P](course)\n- Teaching hours [Terveyden edistäminen kansanterveystieteilijöille](coursename)\n- Teaching hours [KASSA1](course)\n- Teaching hours [Finnish Elementary Course 2 (taught in 4. period)](coursename)\n- Teaching hours [BTK2037](course)\n- Teaching hours [Study Skills - Basics of Information Literacy](coursename)\n- Teaching hours [TAYJ041](course)\n- Teaching hours [Theory and practice of peaceful change: The Baltic Sea Region](coursename)\n- Teaching hours [KATMAS13](course)\n- Teaching hours [Ympäristöpolitiikan vaikutuskeinot](coursename)\n- Teaching hours [POLKVS33](course)\n- Teaching hours [Tutkimusseminaari ja pro gradu -tutkielma](coursename)\n- Teaching hours [BTK0001](course)\n- Teaching hours [Lain ja hallinnon käännösviestinnän seminaari englanti-suomi](coursename)\n- Teaching hours [POHP2](course)\n- Teaching hours [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](coursename)\n- Teaching hours [TERHOIA4](course)\n- Teaching hours [Aineopintojen valinnainen jakso: Organisaatioviestintä](coursename)\n- Teaching hours [JOVA18](course)\n- Teaching hours [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename)\n- Teaching [KKRA4](course)\n- Teaching [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](coursename)\n- Teaching [BIO2250](course)\n- Teaching [Eheyttävä musiikkikasvatus - Soitinrakennus](coursename)\n- Teaching [TERTIETO1](course)\n- Teaching [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- Teaching [KASA13](course)\n- Teaching [Study Skills - Basics of Information Literacy](coursename)\n- Teaching [PGHES07](course)\n- Teaching [Graduseminaari, alkava (Kaarninen)](coursename)\n- Teaching [MTTTS17](course)\n- Teaching [Kielioppi I/Språkets strukturer I](coursename)\n- Teaching [MVKS47](course)\n- Teaching [Tietotekniikkataidot (syksy)](coursename)\n- Teaching [KASA11](course)\n- Teaching [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](coursename)\n- Teaching [YKTM6.3](course)\n- Teaching [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](coursename)\n- Teaching [ITIS43](course)\n- Teaching [Histoteknologian ja valomikroskopian perusteet](coursename)\n- Teaching [SOS4.6](course)\n- Teaching [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename)\n- Teaching [HALJUS15](course)\n- Teaching [Finnish Elementary Course 4](coursename)\n- Teaching [TIETA15](course)\n- Teaching [Verotusmenettely ja oikeusturva verotuksessa](coursename)\n- Teaching [ENGS10](course)\n- Teaching [Pohjoismaisten kielten lähtötasokoe](coursename)\n- Teaching [JKKYLII](course)\n- Teaching [Translation and Academic Writing - Introduction to Academic Writing](coursename)\n- Teaching [VENA6](course)\n- Teaching [Persoonallisuuspsykologia II](coursename)\n- Teaching [KASORIENT](course)\n- Teaching [Emotions and Sociality in Human-Technology Interaction](coursename)\n- Teaching [HALKAP01](course)\n- Teaching [WWW Programming](coursename)\n- Teaching [BTK3125](course)\n- Teaching [Uuden ajan alun ryhmä](coursename)\n- Teaching [SUOS1](course)\n- Teaching [Peace and Conflict Research (book exam/essay)](coursename)\n- Teaching [KATRAA11](course)\n- Teaching [Terve ja sairas ihminen](coursename)\n- Teaching [STYS2A](course)\n- Teaching [Teemaseminaari Kant Puhtaan järjen kritiikki](coursename)\n- Teaching [KATJOS99](course)\n- Teaching [Käännösviestintä saksa - suomi / Transalation Deutsch-Finnisch](coursename)\n- Teaching [KATVAS12](course)\n- Teaching [Feministisen ajattelun klassikot (verkkokurssi)](coursename)\n- Teaching [HALTTS12](course)\n- Teaching [Kieli käyttöön/Språket i bruk](coursename)\n- Teaching [KIRP4](course)\n- Teaching [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](coursename)\n- Teaching [TRSU06](course)\n- Teaching [Preparatory Course in Communicative Skills](coursename)\n- Teaching [TRMU1](course)\n- Teaching [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](coursename)\n- Teaching [KATTAA35](course)\n- Teaching [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](coursename)\n- Teaching [JOVAT1](course)\n- Teaching [Yhteiskunnan mittaaminen](coursename)\n- [POLYEP11](course) teaching\n- [Tutkijan puheviestintä](coursename) teaching\n- [POLVOA12](course) teaching\n- [Eheyttävä musiikkikasvatus - Soitinrakennus](coursename) teaching\n- [TAYJ024](course) teaching\n- [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](coursename) teaching\n- [KASVARH](course) teaching\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) teaching\n- [DPJKK20](course) teaching\n- [Työyhteisöjen muutos ja kehittäminen](coursename) teaching\n- [KKSUHUK](course) teaching\n- [Developing a Proposal for Community-Based Qualitative Research](coursename) teaching\n- [KASVAR5](course) teaching\n- [Kuvataidekasvatus / Luennot - 2.vsk](coursename) teaching\n- [KASMULTI4](course) teaching\n- [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) teaching\n- [TIEVA31](course) teaching\n- [Visuaalisen kulttuurin teoria - lukupiiri ja essee](coursename) teaching\n- [KAMVRS99](course) teaching\n- [Matemaattiset ohjelmistot (luentokurssi)](coursename) teaching\n- [KASVAR2](course) teaching\n- [Business Models](coursename) teaching\n- [HALJUA22](course) teaching\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename) teaching\n- [POLVOS40](course) teaching\n- [MED Research Colloquium](coursename) teaching\n- [TAYJ12](course) teaching\n- [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](coursename) teaching\n- [MTTMY1](course) teaching\n- [Tutkiva harjoittelu](coursename) teaching\n- [ENGA12](course) teaching\n- [Kirjallinen viestintä I - Kirjallinen tuottaminen](coursename) teaching\n- [TAYJ032](course) teaching\n- [Personal Study Planning](coursename) teaching\n- [KASLOE7.2](course) teaching\n- [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](coursename) teaching\n- [KATLITO8](course) teaching\n- [Johdon laskentatoimen perusteet (avoin yliopisto-opetus)](coursename) teaching\n- [HALJUA21](course) teaching\n- [Nuorisotyö ja nuorisotutkimus (verkkokurssi)](coursename) teaching\n- [TAYJ11](course) teaching\n- [Seminaari](coursename) teaching\n- [ENGS3](course) teaching\n- [Historiankirjoituksen historia](coursename) teaching\n- [POLKVA32](course) teaching\n- [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi) / KTM-tutkinto](coursename) teaching\n- [MTTA2](course) teaching\n- [Orientation - General Orientation Course for International Students](coursename) teaching\n- [KIRS1](course) teaching\n- [Knowledge, business and work in a digital society](coursename) teaching\n- [KATJOA12](course) teaching\n- [Työelämäntutkimusta monimuuttujamenetelmin](coursename) teaching\n- [KASP5](course) teaching\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen OPETUS PERUUTETTU](coursename) teaching\n- [TERHOO2](course) teaching\n- [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, syksy 2018](coursename) teaching\n- [KASS1](course) teaching\n- [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) teaching\n- [DPLSSEM](course) teaching\n- [Johdatus hoitotieteelliseen tutkimukseen](coursename) teaching\n- Week [KATJOA12](course)\n- Week [Tila, paikka ja aika](coursename)\n- Week [TIETS21](course)\n- Week [Finnish Survival Course](coursename)\n- Week [POHP4](course)\n- Week [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- Week [KATTAS21A](course)\n- Week [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- Week [DPHSM304](course)\n- Week [Organisation Theory and Analysis](coursename)\n- Week [KASLOM5](course)\n- Week [Johdatus espanjalaiseen kulttuuriin](coursename)\n- Week [ENGP8](course)\n- Week [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](coursename)\n- Week [MTTMS5](course)\n- Week [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](coursename)\n- Week [KASP1](course)\n- Week [Lähihistorian ryhmä](coursename)\n- Week [ITIA03](course)\n- Week [Globaali, lokaali ja yhteisöllisyys sosiaalityössä (kirjatentti)](coursename)\n- Week [KASVAR10](course)\n- Week [Turvallisuuspalvelujen suunnittelu ja palvelumuotoilu (service design)](coursename)\n- Week [PSYS13](course)\n- Week [Academic Presentations](coursename)\n- Week [KATMAA99](course)\n- Week [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 12.-13.12.2018](coursename)\n- Week [ITIP1](course)\n- Week [Kunnallistalouden kirjanpito -](coursename)\n- Week [DPEDUB.1A](course)\n- Week [Ympäristöoikeus](coursename)\n- Week [TERHOIA3](course)\n- Week [Diskutera som specialist](coursename)\n- Week [DPIS1](course)\n- Week [Johdatus kunta- ja aluejohtamiseen](coursename)\n- Week [SUOP4](course)\n- Week [Kielioppi- ja sanastoharjoitukset / Grammatik und Wortschatzübungen](coursename)\n- Week [TAYJ025](course)\n- Week [Introduction to Social Circus Pedagogy - (Tampere Summer School 2018)](coursename)\n- Week [POLPOP02](course)\n- Week [Tiedonhankintataidot (hoitotiede), Seinäjoki](coursename)\n- Week [MVKS36/31](course)\n- Week [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename)\n- Week [PSYP1](course)\n- Week [Nordic Welfare Systems: Past, present, and future](coursename)\n- Week [RUST5/VENS19/20](course)\n- Week [Todennäköisyyslaskenta](coursename)\n- Week [TSEKP2](course)\n- Week [Työ- ja virkamiesoikeus](coursename)\n- Week [TEATP3](course)\n- Week [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename)\n- Week [POLKVA11](course)\n- Week [Orientation - Orientation to studying in the Degree Programme](coursename)\n- Week [KASMULTI4](course)\n- Week [Statistics Workshop](coursename)\n- Week [KKSUVAL3](course)\n- Week [Syntyvyys, hoiva, sukupolvi](coursename)\n- Week [HTIS87](course)\n- Week [Aineenvaihdunta](coursename)\n- Week [FILA3](course)\n- Week [Opetus, ohjaus, oppiminen, monimuoto-opetus](coursename)\n- Lectures [KATTAS40](course)\n- Lectures [Farmakologisen biologian perusteet](coursename)\n- Lectures [JOVA15](course)\n- Lectures [Hallinto-oikeuden syventävä jakso](coursename)\n- Lectures [JOUJOVTS](course)\n- Lectures [European Union Law](coursename)\n- Lectures [KASP5](course)\n- Lectures [Kilpailuoikeus](coursename)\n- Lectures [FILS2B/C](course)\n- Lectures [Diskutera som specialist](coursename)\n- Lectures [ENGS4](course)\n- Lectures [Kääntämisen ja tulkkauksen teoria ja käytäntö - Tulkkausviestinnän perusteet](coursename)\n- Lectures [MVKS30](course)\n- Lectures [SGN-53007 Computational Diagnostics](coursename)\n- Lectures [KKSUHUK1](course)\n- Lectures [Vanhat ja uudet klassikot (kirjatentti/essee)](coursename)\n- Lectures [KASVAR9](course)\n- Lectures [Reportaasi](coursename)\n- Lectures [LOGS3](course)\n- Lectures [Johdatus hallintotieteeseen](coursename)\n- Lectures [RANS2](course)\n- Lectures [Saksankielisten maiden nykykulttuuri / Gegenwartskultur der deutschsprachigen Länder](coursename)\n- Lectures [DPHSS202](course)\n- Lectures [Seminaari (Ridell)](coursename)\n- Lectures [SOS3](course)\n- Lectures [Readings in Strategy](coursename)\n- Lectures [KKRUKTK](course)\n- Lectures [Human Rights and International Society (book exam/essay)](coursename)\n- Lectures [KATVRA30](course)\n- Lectures [Opimme lisää venäjän kielen suullisia taitoja](coursename)\n- Lectures [POHP4](course)\n- Lectures [Biological data analysis with R](coursename)\n- Lectures [SOSM5.1](course)\n- Lectures [Nykyajan filosofia](coursename)\n- Lectures [KATMAS13](course)\n- Lectures [Johdatus filosofian historiaan](coursename)\n- Lectures [BTK0002](course)\n- Lectures [Työhyvinvoinnin johtaminen](coursename)\n- Lectures [KASLOM11](course)\n- Lectures [Mediakulttuurit / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Lectures [TIETS05](course)\n- Lectures [Identity and Lifecourse - Lectures, reading groups and essay](coursename)\n- Lectures [ENGP1](course)\n- Lectures [Tietokäytännöt](coursename)\n- Lectures [LTLY01](course)\n- Lectures [Esimiestyö (syksy 2018)](coursename)\n- Lectures [ESPFA1](course)\n- Lectures [Julkisen toiminnan tuloksellisuuden arviointi](coursename)\n- Lectures [JKKYVP11](course)\n- Lectures [Poliittinen viestintä - verkkosuorituksena](coursename)\n- Lectures [TERKANP5](course)\n- Lectures [Qualitative Research Methods and Comparative Research Design](coursename)\n- Lectures [SAKA11](course)\n- Lectures [Tragedy of the Commons? Problems and Solutions](coursename)\n- Lectures [FILS2B/C](course)\n- Lectures [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename)\n- Lectures [SOCYKV2](course)\n- Lectures [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename)\n- Lectures [KKRUVAL1](course)\n- Lectures [Työ- ja organisaatiopsykologian interventiot](coursename)\n- When are lectures [DPJKKKS](course)\n- When are lectures [Internationalisation in Education - (Tampere Summer School 2018)](coursename)\n- When are lectures [KASORIENT](course)\n- When are lectures [Saksan kielen valmentava kurssi - kielioppi- ja sanastokertausta](coursename)\n- When are lectures [ENGS4](course)\n- When are lectures [Tieteellisen artikkelin tehokas kirjoittaminen](coursename)\n- When are lectures [ITIS45](course)\n- When are lectures [Communication orale/Suullinen viestintä](coursename)\n- When are lectures [FONEA4](course)\n- When are lectures [Vanhuus ja gerontologinen sosiaalityö](coursename)\n- When are lectures [HALHAS99](course)\n- When are lectures [Nuorisotutkimuksen ajankohtaisia kysymyksiä](coursename)\n- When are lectures [KASVARH](course)\n- When are lectures [Culture and everyday life of the \"Soviet Thaw\"](coursename)\n- When are lectures [KASA13](course)\n- When are lectures [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](coursename)\n- When are lectures [HISA2](course)\n- When are lectures [Menetelmäklinikka](coursename)\n- When are lectures [POHP4](course)\n- When are lectures [Tutkijan puheviestintä](coursename)\n- When are lectures [KATMAS99](course)\n- When are lectures [Simultaanitulkkaus I saksa-suomi-saksa](coursename)\n- When are lectures [KASSO6](course)\n- When are lectures [Valtio-opin johdantokurssi (kirjatentti)](coursename)\n- When are lectures [KATYVA12](course)\n- When are lectures [Thesis seminar](coursename)\n- When are lectures [COSOPC1](course)\n- When are lectures [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](coursename)\n- When are lectures [MVKS16V](course)\n- When are lectures [Academic Presentations](coursename)\n- When are lectures [ROMAP3](course)\n- When are lectures [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](coursename)\n- When are lectures [HTIS80](course)\n- When are lectures [Ohjatut asiakastyöt](coursename)\n- When are lectures [SOS4.2](course)\n- When are lectures [Pro gradu -seminaari 2018-2019 (vaihe I)](coursename)\n- When are lectures [HALYAP01](course)\n- When are lectures [Tutkielmaseminaari - Seminaari](coursename)\n- When are lectures [KKENYHT](course)\n- When are lectures [Tilinpäätösanalyysi](coursename)\n- When are lectures [TIETA19](course)\n- When are lectures [Orientoivat opinnot ja HOPS (suomen kieli)](coursename)\n- When are lectures [ITIY003](course)\n- When are lectures [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](coursename)\n- When are lectures [KKRULUK](course)\n- When are lectures [Eläimet työssä](coursename)\n- When are lectures [KKVE2](course)\n- When are lectures [Tuutorvastaavana toimiminen / Being a tutor in charge](coursename)\n- When are lectures [ROMAP1](course)\n- When are lectures [Äänen tutkimus ja kuntoutus](coursename)\n- When are lectures [KASP2](course)\n- When are lectures [WWW Programming](coursename)\n- When are lectures [SOSKV3](course)\n- When are lectures [Suomet vieraina suussa](coursename)\n- When are lectures [POLVOS40](course)\n- When are lectures [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](coursename)\n- When are lectures [HISA4](course)\n- When are lectures [Tutkijaseminaari](coursename)\n- When are lectures [LUOYY021](course)\n- When are lectures [Lineaarialgebra 1A](coursename)\n- Hours weekly [TAYJ035](course)\n- Hours weekly [Vero-oikeuden perusteet](coursename)\n- Hours weekly [KATJOS99](course)\n- Hours weekly [Peace, Security and International Institutions (book exam/essay)](coursename)\n- Hours weekly [YKT6.6.4](course)\n- Hours weekly [Monikielisyys ja -kulttuurisuus](coursename)\n- Hours weekly [ENGS2](course)\n- Hours weekly [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Hours weekly [JMMETUS](course)\n- Hours weekly [Johdon laskentatoimi ja inhimillinen käyttäytyminen](coursename)\n- Hours weekly [FONEA4](course)\n- Hours weekly [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](coursename)\n- Hours weekly [VENA8](course)\n- Hours weekly [Kvalitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename)\n- Hours weekly [KKRUYHT](course)\n- Hours weekly [Advanced Functional Programming](coursename)\n- Hours weekly [BTK0002](course)\n- Hours weekly [Children, young people, politics and participation](coursename)\n- Hours weekly [SUOK2/A6/S8](course)\n- Hours weekly [Julkisyhteisöjen kirjanpito ja tilinpäätös](coursename)\n- Hours weekly [KATYVS25](course)\n- Hours weekly [Seminaari](coursename)\n- Hours weekly [BTK4300](course)\n- Hours weekly [Kielitieto ja -taito - Kielioppi II / Sprachwissen und Sprachfertigkeiten: Grammatik II](coursename)\n- Hours weekly [KATYVA52](course)\n- Hours weekly [Sosiaalityön toimintaympäristöt (kirjatentti)](coursename)\n- Hours weekly [LTLY16](course)\n- Hours weekly [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename)\n- Hours weekly [MVKS26](course)\n- Hours weekly [Yksilön työhyvinvointi (itsenäinen suoritustapa)](coursename)\n- Hours weekly [ENGP5](course)\n- Hours weekly [Government and Society: Inequality](coursename)\n- Hours weekly [VENS3](course)\n- Hours weekly [Terve ja turvallinen kouluyhteisö](coursename)\n- Hours weekly [KATSTA12](course)\n- Hours weekly [Master's Thesis Seminar in Human-Technology Interaction (Starting Spring term)](coursename)\n- Hours weekly [KASVART3](course)\n- Hours weekly [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename)\n- Hours weekly [KATSTA11](course)\n- Hours weekly [Research on Society and Organisations](coursename)\n- Hours weekly [MOLI](course)\n- Hours weekly [Internet ja vuorovaikutteinen media (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- Hours weekly [HALTVP11](course)\n- Hours weekly [Aikuisten neuropsykologinen tutkiminen](coursename)\n- Hours weekly [LOGP2](course)\n- Hours weekly [Graduseminaari (Junkkari)](coursename)\n- Hours weekly [TERY4](course)\n- Hours weekly [Cell Technology Laboratory Course](coursename)\n- Hours weekly [PSYP1](course)\n- Hours weekly [Kansainvälisen politiikan menetelmäseminaari](coursename)\n- Hours weekly [STYS1B2](course)\n- Hours weekly [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](coursename)\n- Hours weekly [SAKP5](course)\n- Hours weekly [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename)\n- Hours weekly [POLVOA22](course)\n- Hours weekly [Vuorovaikutus ja tekstit S2-näkökulmasta](coursename)\n- Hours weekly [ENGA10](course)\n- Hours weekly [Ranskan yhteiskunta I / Société française I](coursename)\n- Hours weekly [KATLAS12](course)\n- Hours weekly [Yritysjuridiikan ajankohtaiset teemat](coursename)\n- When are the classes [HISA2](course) weekly\n- When are the classes [Syntyvyys, hoiva, sukupolvi](coursename) weekly\n- When are the classes [JOVVAL](course) weekly\n- When are the classes [Johdon laskentatoimen jatkokurssi](coursename) weekly\n- When are the classes [PEACE045](course) weekly\n- When are the classes [Jatkokoulutusseminaari](coursename) weekly\n- When are the classes [LTLY16](course) weekly\n- When are the classes [Pro gradu -seminaari ja -tutkielma](coursename) weekly\n- When are the classes [KKSUVAL3](course) weekly\n- When are the classes [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename) weekly\n- When are the classes [DPHSF503](course) weekly\n- When are the classes [Terve ja sairas ihminen](coursename) weekly\n- When are the classes [HIST02](course) weekly\n- When are the classes [Dimensionality Reduction and Visualization](coursename) weekly\n- When are the classes [BIO2310](course) weekly\n- When are the classes [Interaction Techniques](coursename) weekly\n- When are the classes [BIO4661](course) weekly\n- When are the classes [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](coursename) weekly\n- When are the classes [YKYYV07](course) weekly\n- When are the classes [Syventävä ammatillinen asiantuntijuus -](coursename) weekly\n- When are the classes [HALJUS13](course) weekly\n- When are the classes [Kunta- ja aluejohtamisen vaihtuvasisältöinen erikoiskurssi](coursename) weekly\n- When are the classes [SOS10.10.1](course) weekly\n- When are the classes [Aktuelle Texte aus Presse und Studium](coursename) weekly\n- When are the classes [KATYVS99](course) weekly\n- When are the classes [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](coursename) weekly\n- When are the classes [DPHSR401](course) weekly\n- When are the classes [Julkistalousoikeus](coursename) weekly\n- When are the classes [SAKS3](course) weekly\n- When are the classes [Kandidaattiseminaari (Nenonen)](coursename) weekly\n- When are the classes [KASLOE1.1](course) weekly\n- When are the classes [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](coursename) weekly\n- When are the classes [TERHOIA3](course) weekly\n- When are the classes [Theories of Crime and Deviance](coursename) weekly\n- When are the classes [KATTAA40](course) weekly\n- When are the classes [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](coursename) weekly\n- When are the classes [TERHOI1](course) weekly\n- When are the classes [Book Exam in Human-Technology Interaction](coursename) weekly\n- When are the classes [ENGS13](course) weekly\n- When are the classes [Kulutuksen ja ostokäyttäytymisen teoria](coursename) weekly\n- When are the classes [TIETS14](course) weekly\n- When are the classes [Vertaisohjaus tietojenkäsittelytieteissä (kevät)](coursename) weekly\n- When are the classes [TIEA2.1A](course) weekly\n- When are the classes [Media- ja informaatiolukutaito](coursename) weekly\n- When are the classes [KASVAR4](course) weekly\n- When are the classes [Johdatus hoitotieteeseen](coursename) weekly\n- When are the classes [KASLOM10](course) weekly\n- When are the classes [Tiivistämisen taito](coursename) weekly\n- When are the classes [KKENYHT](course) weekly\n- When are the classes [Talous - politiikka - kulttuuri -lukupiiri](coursename) weekly\n- When are the classes [JKKYMYJK05](course) weekly\n- When are the classes [Tutkiva ja kehittävä opettaja](coursename) weekly\n- When are the classes [HISA2](course) weekly\n- When are the classes [Political Communication and Rhetoric (book exam/essay)](coursename) weekly\n- When are the classes [MVKS40/62](course) weekly\n- When are the classes [Keskiajan paleografia ja diplomatiikka (PERUTTU)](coursename) weekly\n- When are the classes [POHA1](course) weekly\n- When are the classes [Seminaari, kandidaatintutkielma ja kypsyysnäyte](coursename) weekly\n- When are the classes [KASLOE6.1](course) weekly\n- When are the classes [Professional Writing (online course)](coursename) weekly\n- [ENGA9](course) teaching times\n- [Kuva- ja mediakulttuurit - Mediakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely)](coursename) teaching times\n- [HISA2](course) teaching times\n- [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename) teaching times\n- [KASP2](course) teaching times\n- [Kandidaattiseminaari (Vuolanto)](coursename) teaching times\n- [JOVP4](course) teaching times\n- [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename) teaching times\n- [KASLOE8.1](course) teaching times\n- [Information Visualization](coursename) teaching times\n- [KATYVA21](course) teaching times\n- [Course on International Publishing in Social Sciences and Humanities](coursename) teaching times\n- [KATTAS40](course) teaching times\n- [Nationalismi ja poliittiset ideologiat](coursename) teaching times\n- [SOSM2](course) teaching times\n- [Perintö-, lahja- ja varainsiirtoverotus](coursename) teaching times\n- [STYP5](course) teaching times\n- [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](coursename) teaching times\n- [TERTIETO4](course) teaching times\n- [Innovation Project (2018-I)](coursename) teaching times\n- [VENA12](course) teaching times\n- [Espanjan kielen kirjallinen ja suullinen taito](coursename) teaching times\n- [BIO4661](course) teaching times\n- [Riskienhallinta- ja vakuutuscaset](coursename) teaching times\n- [KASLOM10](course) teaching times\n- [Johdatus espanjalaiseen kulttuuriin](coursename) teaching times\n- [KATLAS27](course) teaching times\n- [Nuorisotyö ja nuorten elämänkulku](coursename) teaching times\n- [KASP3](course) teaching times\n- [Teksti, keskustelu ja vuorovaikutus](coursename) teaching times\n- [MVKS26](course) teaching times\n- [Business Translation Seminar Finnish - English](coursename) teaching times\n- [POHP4](course) teaching times\n- [Saksankielisten maiden kulttuurihistoria / Kulturgeschichte der deutschsprachigen Länder](coursename) teaching times\n- [MTTTY1](course) teaching times\n- [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](coursename) teaching times\n- [KASLOE6.5](course) teaching times\n- [Rahoitusoikeuden syventävä opintojakso - kirjatentti](coursename) teaching times\n- [HISA1A](course) teaching times\n- [Introduction to Academic English / RPL (näyttökoe)](coursename) teaching times\n- [LUOYY025](course) teaching times\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](coursename) teaching times\n- [JOVAT1](course) teaching times\n- [Talouselämän käännösviestinnän seminaari venäjä-suomi](coursename) teaching times\n- [ENGA12](course) teaching times\n- [Kommunikationstraining I](coursename) teaching times\n- [JOVA17](course) teaching times\n- [Osallistuminen opiskelijavaihtoon](coursename) teaching times\n- [YKYY0](course) teaching times\n- [Saksa I](coursename) teaching times\n- [TERA6](course) teaching times\n- [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](coursename) teaching times\n- [FILA9](course) teaching times\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) teaching times\n- [MVKS60](course) teaching times\n- [Practices of Strategic Leadership](coursename) teaching times\n- [DPII1](course) teaching times\n- [Shakespeare: Past and Present](coursename) teaching times\n- [HISA1B](course) teaching times\n- [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](coursename) teaching times\n- When are [HALJUS22](course) teaching times\n- When are [International Trade and Finance (Tampere Summer School) - luennot ja tentti](coursename) teaching times\n- When are [SUOS4](course) teaching times\n- When are [Sosiaalihuollon hallinto ja johtaminen](coursename) teaching times\n- When are [KASP1](course) teaching times\n- When are [Opetussuunnitelmateoria, kirjatentti](coursename) teaching times\n- When are [POLKVS33](course) teaching times\n- When are [Research Methods in HTI](coursename) teaching times\n- When are [TIETS05](course) teaching times\n- When are [Introduction to computational biology](coursename) teaching times\n- When are [HALYAA15](course) teaching times\n- When are [Vanheneminen sosiaalisena ilmiönä](coursename) teaching times\n- When are [KASA13](course) teaching times\n- When are [Erilaisuudesta moninaisuuteen - 1.vsk](coursename) teaching times\n- When are [KKRA1](course) teaching times\n- When are [Terveys, arki ja toimijuus, kirjatentti](coursename) teaching times\n- When are [GTS8](course) teaching times\n- When are [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](coursename) teaching times\n- When are [DPIS1](course) teaching times\n- When are [Tietokantaohjelmointi](coursename) teaching times\n- When are [JOVA18](course) teaching times\n- When are [Linguistics I: Introduction to Basic Concepts](coursename) teaching times\n- When are [POLVOS22](course) teaching times\n- When are [Theory and practice of peaceful change: The Baltic Sea Region](coursename) teaching times\n- When are [TIETS17](course) teaching times\n- When are [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](coursename) teaching times\n- When are [JOVA3](course) teaching times\n- When are [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaryhmä](coursename) teaching times\n- When are [KASLOM4](course) teaching times\n- When are [Tutkimustyön perusteet (syksy)](coursename) teaching times\n- When are [KATLAP21](course) teaching times\n- When are [Orientation - General Orientation Course for International Students](coursename) teaching times\n- When are [KASP4](course) teaching times\n- When are [Kasvatushistoria, kirjatentti](coursename) teaching times\n- When are [TIETA6](course) teaching times\n- When are [Terve ja sairas ihminen](coursename) teaching times\n- When are [DPJKKHS](course) teaching times\n- When are [Kvalitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename) teaching times\n- When are [TAYJ035](course) teaching times\n- When are [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](coursename) teaching times\n- When are [MTTMS5](course) teaching times\n- When are [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](coursename) teaching times\n- When are [JOVVJS4](course) teaching times\n- When are [Tyylioppi](coursename) teaching times\n- When are [YKTT10.2](course) teaching times\n- When are [Sosiaalioikeus - STYA1A2 Sosiaalioikeus II](coursename) teaching times\n- When are [DPEDUB.1C](course) teaching times\n- When are [Kansainvälisen politiikan menetelmäseminaari (kirjatentti)](coursename) teaching times\n- When are [KASMULTI3](course) teaching times\n- When are [Activity Theory and Formative Interventions in Educational Research](coursename) teaching times\n- When are [KASA11](course) teaching times\n- When are [Lukuteoria ja algebra opettajille -](coursename) teaching times\n- When are [ENGS13](course) teaching times\n- When are [Tieto-oppi](coursename) teaching times\n- When are [KATMAA99](course) teaching times\n- When are [Thesis seminar](coursename) teaching times\n- When are [KKIN3](course) teaching times\n- When are [Sidosryhmäteoria ja -johtaminen](coursename) teaching times\n- When are [HALTVA12](course) teaching times\n- When are [Neurocomputing](coursename) teaching times\n- What are [KKSUBMT](course) teaching times\n- What are [Regression analysis](coursename) teaching times\n- What are [KIRA5](course) teaching times\n- What are [Genes and Genomes](coursename) teaching times\n- What are [POLKVS31](course) teaching times\n- What are [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](coursename) teaching times\n- What are [KKRUPRE2](course) teaching times\n- What are [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) teaching times\n- What are [KATMAS12](course) teaching times\n- What are [Project Work (Fall term 2018)](coursename) teaching times\n- What are [TERKAN14](course) teaching times\n- What are [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename) teaching times\n- What are [KKES4](course) teaching times\n- What are [Media, Information and Democracy](coursename) teaching times\n- What are [BTK4663](course) teaching times\n- What are [Filosofian historia](coursename) teaching times\n- What are [SOS9](course) teaching times\n- What are [Perspectives in Educational Research](coursename) teaching times\n- What are [MOLI](course) teaching times\n- What are [Lain ja hallinnon tekstit ja niiden kääntäminen](coursename) teaching times\n- What are [ITIP5](course) teaching times\n- What are [Filosofian työpaja](coursename) teaching times\n- What are [SAKS4/K4](course) teaching times\n- What are [Tilinpäätöksen tulkinta julkisessa hallinnossa](coursename) teaching times\n- What are [DPIS2](course) teaching times\n- What are [Courses in Computer Science in TUT](coursename) teaching times\n- What are [TIEP1](course) teaching times\n- What are [Peace, Security and International Institutions (book exam/essay)](coursename) teaching times\n- What are [KASS3](course) teaching times\n- What are [Vähittäiskaupan konseptit](coursename) teaching times\n- What are [KATRAA11](course) teaching times\n- What are [Business Translation Seminar Finnish - English](coursename) teaching times\n- What are [JOVA15](course) teaching times\n- What are [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](coursename) teaching times\n- What are [JOVA20](course) teaching times\n- What are [Viron peruskurssi](coursename) teaching times\n- What are [TIEY4](course) teaching times\n- What are [Lasten ja nuorten neuropsykologien kuntoutus](coursename) teaching times\n- What are [TERY4](course) teaching times\n- What are [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi](coursename) teaching times\n- What are [ENGP2](course) teaching times\n- What are [Orientation - Orientation to studying in the Computational Big Data Analytics programme](coursename) teaching times\n- What are [STYP1A](course) teaching times\n- What are [Kirjallinen viestintä II / Schriftliche Kommunikation II](coursename) teaching times\n- What are [HALJUS14](course) teaching times\n- What are [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, III-periodi](coursename) teaching times\n- What are [HISJATKO](course) teaching times\n- What are [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename) teaching times\n- What are [POLPOP04](course) teaching times\n- What are [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](coursename) teaching times\n- What are [HTIS52](course) teaching times\n- What are [Sosiaalioikeus - STYA1A2 Sosiaalioikeus II](coursename) teaching times\n- What are [VENP2](course) teaching times\n- What are [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](coursename) teaching times\n- What are [KASLOM7](course) teaching times\n- What are [Kieli käyttöön/Språket i bruk](coursename) teaching times\n- What are [KASP3](course) teaching times\n- What are [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](coursename) teaching times\n- What are [TIEP3](course) teaching times\n- What are [Terveys, arki ja toimijuus](coursename) teaching times\n- When are lectures [KATRAA11](course)\n- When are lectures [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- When are lectures [POLPOP01](course)\n- When are lectures [Seminaari (Kunelius)](coursename)\n- When are lectures [LUOYA200](course)\n- When are lectures [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 9.11.2018](coursename)\n- When are lectures [KKKI2](course)\n- When are lectures [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](coursename)\n- When are lectures [TIETS18](course)\n- When are lectures [The Study of World Politics (book exam/essay)](coursename)\n- When are lectures [LTLY16](course)\n- When are lectures [Kandidaattiseminaari ja -tutkielma (julkisoikeus), kevät -](coursename)\n- When are lectures [TERHOIA2](course)\n- When are lectures [Tekstienväliset suhteet: Syventävä tekstianalyysi](coursename)\n- When are lectures [JOVTS5](course)\n- When are lectures [Kielioppi- ja sanastoharjoitukset / Grammatik und Wortschatzübungen](coursename)\n- When are lectures [KATYVA21](course)\n- When are lectures [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](coursename)\n- When are lectures [SOS4.3](course)\n- When are lectures [Käännös suomi-espanja II/Traducción finés-español II](coursename)\n- When are lectures [DPHSFC06](course)\n- When are lectures [Research Seminar, Doctoral Programme in Language Studies](coursename)\n- When are lectures [KKSUPRO](course)\n- When are lectures [Seminaari (Kunelius) jatkuu keväältä](coursename)\n- When are lectures [TERHOIA3](course)\n- When are lectures [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](coursename)\n- When are lectures [HISS2](course)\n- When are lectures [Ruututekstikääntämisen peruskurssi](coursename)\n- When are lectures [ENGP5](course)\n- When are lectures [Personal Study Planning](coursename)\n- When are lectures [HALJUS15](course)\n- When are lectures [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](coursename)\n- When are lectures [BTK5003](course)\n- When are lectures [MED Research Colloquium](coursename)\n- When are lectures [MVKS11](course)\n- When are lectures [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](coursename)\n- When are lectures [KASP5](course)\n- When are lectures [Perheen vuorovaikutus](coursename)\n- When are lectures [KASVAR3](course)\n- When are lectures [Tieteellisen tiedonhankinnan perusteet (pohjoismaiset kielet) -](coursename)\n- When are lectures [KASVAR12](course)\n- When are lectures [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](coursename)\n- When are lectures [TRSU03](course)\n- When are lectures [Writing for Publications](coursename)\n- When are lectures [HISA2](course)\n- When are lectures [Kaikille avoin tutkijaseminaari](coursename)\n- When are lectures [KKRUYHT](course)\n- When are lectures [Käännösten suomi](coursename)\n- When are lectures [KATVRA22](course)\n- When are lectures [Automaatit I](coursename)\n- When are lectures [SOS03.1](course)\n- When are lectures [Kansalaisvaikuttaminen (kirjatentti/essee)](coursename)\n- When are lectures [KASLOM11](course)\n- When are lectures [Fenomenologia](coursename)\n- When are lectures [BIO4395](course)\n- When are lectures [Epävarmuuden hallinta](coursename)\n- When are lectures [SAKA11](course)\n- When are lectures [Euroopan unioni ja maailma](coursename)\n- When are lectures [JOVPVS12](course)\n- When are lectures [Kommunikationstraining I](coursename)\n- The schedule for [KATVRA22](course)\n- The schedule for [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](coursename)\n- The schedule for [KKRULUK](course)\n- The schedule for [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename)\n- The schedule for [MVKS47](course)\n- The schedule for [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename)\n- The schedule for [KASMULTI4](course)\n- The schedule for [Biomolekyylit](coursename)\n- The schedule for [SOS6.4.3](course)\n- The schedule for [Tutkimustyön perusteet (syksy)](coursename)\n- The schedule for [JOUJOVTS](course)\n- The schedule for [Filosofian työpaja](coursename)\n- The schedule for [HTIS53](course)\n- The schedule for [Cross-Institutional Studies in TUT](coursename)\n- The schedule for [STYA3B](course)\n- The schedule for [Rasismi ja antirasismi](coursename)\n- The schedule for [SAKA10](course)\n- The schedule for [Sosiaalityö terveydenhuollossa](coursename)\n- The schedule for [KASSG](course)\n- The schedule for [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](coursename)\n- The schedule for [BTK4702](course)\n- The schedule for [Puolueet ja vaalit (kirjatentti/essee)](coursename)\n- The schedule for [JKKYLECT](course)\n- The schedule for [Tekninen ihmisyys](coursename)\n- The schedule for [ITIS11](course)\n- The schedule for [Syventävä ammatillinen asiantuntijuus -](coursename)\n- The schedule for [ITIS61](course)\n- The schedule for [Trends in Global Politics (BOOK EXAM POLKVS31)](coursename)\n- The schedule for [JOVA1](course)\n- The schedule for [Kansainvälisen politiikan menetelmäseminaari (kirjatentti)](coursename)\n- The schedule for [ROMAP3](course)\n- The schedule for [Tilintarkastusoikeus - kirjatentti](coursename)\n- The schedule for [PGHMTS](course)\n- The schedule for [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](coursename)\n- The schedule for [BTK0021](course)\n- The schedule for [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](coursename)\n- The schedule for [KKSUBMT](course)\n- The schedule for [Tiimi toimii - puheviestinnän syventävä kurssi (3. periodi)](coursename)\n- The schedule for [KASVAR11](course)\n- The schedule for [Kasvatushistoria - kirjatentti (slk ja klk)](coursename)\n- The schedule for [TSEKP3](course)\n- The schedule for [Nuorisokasvatuksen ja nuorisotyön teoreettisia suuntauksia (verkkokurssi)](coursename)\n- The schedule for [BTK0030](course)\n- The schedule for [Lapset ympäristönsä tutkijoina - Käsityö](coursename)\n- The schedule for [SOS06.1](course)\n- The schedule for [Tietohallinnon johtaminen](coursename)\n- The schedule for [POHS10](course)\n- The schedule for [Jatkokoulutusseminaari](coursename)\n- The schedule for [TERKANA4](course)\n- The schedule for [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](coursename)\n- The schedule for [POLKVS21](course)\n- The schedule for [Introduction to Game Research (Tampere Summer School 2018)](coursename)\n- The schedule for [KASVAR5](course)\n- The schedule for [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](coursename)\n- The schedule for [TECHS2](course)\n- The schedule for [Communication orale/Suullinen viestintä](coursename)\n- The schedule for [TERA2](course)\n- The schedule for [Erikoiskurssi](coursename)\n- The schedule for [MTTTA1](course)\n- The schedule for [Ympäristökasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- What are the teaching times for [KATYVS24](course)\n- What are the teaching times for [Readings in Strategy](coursename)\n- What are the teaching times for [HISP3](course)\n- What are the teaching times for [Ohjaus yliopistossa](coursename)\n- What are the teaching times for [POLKVA31](course)\n- What are the teaching times for [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](coursename)\n- What are the teaching times for [ENGA3](course)\n- What are the teaching times for [Orientation Day for International Doctoral Researchers](coursename)\n- What are the teaching times for [TIETS19](course)\n- What are the teaching times for [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename)\n- What are the teaching times for [DPHSF501](course)\n- What are the teaching times for [Recommender Systems](coursename)\n- What are the teaching times for [JOVTS2](course)\n- What are the teaching times for [Suomen kulttuuri ja yhteiskunta -lukupiiri](coursename)\n- What are the teaching times for [COSOPOM2](course)\n- What are the teaching times for [Research on Public Management and Organizations](coursename)\n- What are the teaching times for [SAKA4](course)\n- What are the teaching times for [Tietojärjestelmän suunnittelun perusteet](coursename)\n- What are the teaching times for [KATTAA35](course)\n- What are the teaching times for [Master's Thesis Seminar in Human-Technology Interaction (Starting Spring term)](coursename)\n- What are the teaching times for [KKRUVAL2](course)\n- What are the teaching times for [Basics I: Basics of Czech language II](coursename)\n- What are the teaching times for [KASA9](course)\n- What are the teaching times for [Vuorovaikutussuhteiden konsultointi](coursename)\n- What are the teaching times for [ITIY003](course)\n- What are the teaching times for [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](coursename)\n- What are the teaching times for [STYP5](course)\n- What are the teaching times for [Sosiaalihuollon hallinto ja johtaminen](coursename)\n- What are the teaching times for [MTTMA11](course)\n- What are the teaching times for [Algebra 1A](coursename)\n- What are the teaching times for [POLKVA22](course)\n- What are the teaching times for [Sijoitustoiminta](coursename)\n- What are the teaching times for [KASPUHA4](course)\n- What are the teaching times for [Politicization in Europe and the EU](coursename)\n- What are the teaching times for [KATYVA22](course)\n- What are the teaching times for [Johdatus hallintotieteeseen](coursename)\n- What are the teaching times for [KKSU8](course)\n- What are the teaching times for [Structure of English I - Grammar I](coursename)\n- What are the teaching times for [YKT6.4.3](course)\n- What are the teaching times for [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](coursename)\n- What are the teaching times for [KATLAP21](course)\n- What are the teaching times for [Kielen variaatio](coursename)\n- What are the teaching times for [BTK4661](course)\n- What are the teaching times for [Peace Research Design](coursename)\n- What are the teaching times for [TIEP3](course)\n- What are the teaching times for [Kieliopin harjoitukset](coursename)\n- What are the teaching times for [ITIY3](course)\n- What are the teaching times for [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](coursename)\n- What are the teaching times for [LOGA5](course)\n- What are the teaching times for [Academic Presentations](coursename)\n- What are the teaching times for [SUOP1](course)\n- What are the teaching times for [Orientaatio psykologiaan](coursename)\n- What are the teaching times for [KATTAS22A](course)\n- What are the teaching times for [Tutkiva opiskelu](coursename)\n- What are the teaching times for [JOVPVS3](course)\n- What are the teaching times for [Introduction to International Criminal Justice System](coursename)\n- What are the teaching times for [BTK1099](course)\n- What are the teaching times for [Syntax](coursename)\n- What are the teaching times for [ITIA03](course)\n- What are the teaching times for [Asiakastieto ja asiakkuuksien johtaminen](coursename)\n- [TAYJ035](course) times\n- [Johdatus hoitotieteeseen](coursename) times\n- [TIETS41](course) times\n- [Pedagoginen kehittäminen ja johtajuus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename) times\n- [FONEP4](course) times\n- [Tekninen viestintä ja informaation suunnittelu](coursename) times\n- [SOS09.1](course) times\n- [Kielitieto ja -taito - Kielioppi II / Sprachwissen und Sprachfertigkeiten: Grammatik II](coursename) times\n- [POLVOS22](course) times\n- [Introduction to Trans Studies](coursename) times\n- [POLVOS21](course) times\n- [Farmakologisen biologian perusteet](coursename) times\n- [KASA5](course) times\n- [Johdatus kaunokirjalliseen kääntämiseen](coursename) times\n- [ITIS45](course) times\n- [Laskentatoimen teoria ja IFRS II](coursename) times\n- [KIRA1](course) times\n- [Intercultural Communication](coursename) times\n- [SOST10.4](course) times\n- [KEB-61410 Laaja kemia 1](coursename) times\n- [KASVAL](course) times\n- [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](coursename) times\n- [TERHOI4](course) times\n- [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](coursename) times\n- [TIEY4](course) times\n- [Lastenkirjallisuus ja draama / Luennot - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename) times\n- [KKENMP3](course) times\n- [Responsible Business and Social Accounting (Online course)](coursename) times\n- [KKSUTTK](course) times\n- [Biokemian työt](coursename) times\n- [JOVA20](course) times\n- [Writing for Publications](coursename) times\n- [KATLAP21](course) times\n- [Game Project](coursename) times\n- [TEE4](course) times\n- [Nuorisotutkimuksen ajankohtaisia kysymyksiä](coursename) times\n- [KKENLL](course) times\n- [Talouselämän käännösviestinnän seminaari suomi-saksa -](coursename) times\n- [GTS4](course) times\n- [Orientation - Introduction to Academic Culture and Degree Studies](coursename) times\n- [RANSV5](course) times\n- [European Integration and the Political System of the European Union (book exam/essay)](coursename) times\n- [MTTMS11](course) times\n- [Venäjä II](coursename) times\n- [KATJOA19](course) times\n- [Liikunta - Liikuntapedagogiikka perusopetuksessa B - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename) times\n- [KATYVS43](course) times\n- [Tieteellinen kirjoittaminen](coursename) times\n- [HALHAS14](course) times\n- [Yhteiskunnalliset kiistat ja niiden hallinta](coursename) times\n- [MTTMA1A](course) times\n- [Johdatus yhteiskuntahistoriaan](coursename) times\n- [TIETA9](course) times\n- [Yhteisö, terveys ja sairaus](coursename) times\n- [ENGP2](course) times\n- [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Seinäjoki](coursename) times\n- [KIRP4](course) times\n- [Literature and Urban Space](coursename) times\n- [LATA0](course) times\n- [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](coursename) times\n- [KKRA3](course) hours\n- [Saksa IV](coursename) hours\n- [ITIS61](course) hours\n- [Sosiaalisen median yhteisöt: menetelmällisiä ratkaisuja määrällisestä laadulliseen](coursename) hours\n- [KASLOE8.1](course) hours\n- [Writing for Research](coursename) hours\n- [KKKI3](course) hours\n- [Kuvataidekasvatus / Luennot - 2.vsk](coursename) hours\n- [PGHES07](course) hours\n- [Yhteisöllinen kehittämistehtävä](coursename) hours\n- [LOGM1](course) hours\n- [Oikeustulkkaus I/II (monikielinen)](coursename) hours\n- [KKENVAL2](course) hours\n- [Suullinen ja kirjallinen esitys/Expresión oral y redacción](coursename) hours\n- [MVKS16V](course) hours\n- [Julkisen toiminnan tuloksellisuuden arviointi](coursename) hours\n- [MTTTS16](course) hours\n- [Sosiaalisen median ja vuorovaikutteisen median perusteet](coursename) hours\n- [VENA8](course) hours\n- [Academic writing and theory](coursename) hours\n- [KKRUYHT](course) hours\n- [Structure of English I - Phonology and Pronunciation I](coursename) hours\n- [MVKS13P](course) hours\n- [Syntaksi](coursename) hours\n- [MVKS02](course) hours\n- [Rauhan- ja konfliktintutkimus (kirjatentti/essee)](coursename) hours\n- [POLVOA31/S21](course) hours\n- [Kandidaatin tutkielma ja seminaari (kurssi alkanut keväällä 2018 Hoitotieteen opiskelijoille)](coursename) hours\n- [KASA11](course) hours\n- [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) hours\n- [HALKOS23](course) hours\n- [Mediakulttuurit / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) hours\n- [TERY5B](course) hours\n- [Opetus, ohjaus, oppiminen - Luennot (1 op) EDUn opiskelijoille TAI luennot (1 op) ja kirjatentti (4 op) opintojakson valinnaisena suorittaville](coursename) hours\n- [KASP4](course) hours\n- [Intercultural Communication](coursename) hours\n- [TECHS1](course) hours\n- [YK-päivä](coursename) hours\n- [POLVOA31](course) hours\n- [The Theory and Method of International Relations (theory) (book exam)](coursename) hours\n- [TERHOIA2](course) hours\n- [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](coursename) hours\n- [TERA6](course) hours\n- [Environmental History and Cultural Ecology of Russia (VENS20)](coursename) hours\n- [DPYTCON](course) hours\n- [Sosiaalitieteiden kvantitatiiviset tutkimusmenetelmät (verkkokurssi)](coursename) hours\n- [MTTTS13](course) hours\n- [Business, Society and Nature (Independent study) Spring 2019](coursename) hours\n- [KASVAR2](course) hours\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](coursename) hours\n- [KKENYHT](course) hours\n- [Terveyden ja mielenterveyden psykologia I](coursename) hours\n- [JKKYTVA13](course) hours\n- [Orientoivat opinnot - Tiedonhankintataidot I (MTT)](coursename) hours\n- [SUOV4](course) hours\n- [Työhyvinvointi (itsenäinen suoritustapa)](coursename) hours\n- [JOVA16](course) hours\n- [TUTU2 Tulevaisuudentutkimuksen menetelmät](coursename) hours\n- [JOVPVS1](course) hours\n- [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename) hours\n- I want to know when [HALKAA14](course) teaching times are\n- I want to know when [Terve ja turvallinen kouluyhteisö](coursename) teaching times are\n- I want to know when [RANS4](course) teaching times are\n- I want to know when [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](coursename) teaching times are\n- I want to know when [KKSU7](course) teaching times are\n- I want to know when [Fenomenologia](coursename) teaching times are\n- I want to know when [HTIS85](course) teaching times are\n- I want to know when [Parties and Elections (book exam/essay)](coursename) teaching times are\n- I want to know when [JOVTS1/SOS10.6](course) teaching times are\n- I want to know when [Kulutuksen ja ostokäyttäytymisen teoria](coursename) teaching times are\n- I want to know when [KIRP5](course) teaching times are\n- I want to know when [Statistical Inference 1](coursename) teaching times are\n- I want to know when [DPIS2](course) teaching times are\n- I want to know when [Biokemian työt: Proteiinit](coursename) teaching times are\n- I want to know when [FILP1A](course) teaching times are\n- I want to know when [Pohjoismaisten kielten lähtötasokoe](coursename) teaching times are\n- I want to know when [JOVTETUS3](course) teaching times are\n- I want to know when [Liikuntapedagogiikka varhaiskasvatuksessa / Luennot - 2.vsk](coursename) teaching times are\n- I want to know when [SOS9](course) teaching times are\n- I want to know when [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](coursename) teaching times are\n- I want to know when [DPIT2](course) teaching times are\n- I want to know when [Politicization in Europe and the EU](coursename) teaching times are\n- I want to know when [HALJUA42](course) teaching times are\n- I want to know when [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 30.-31.8.2018](coursename) teaching times are\n- I want to know when [TRSU02](course) teaching times are\n- I want to know when [Venäjä II](coursename) teaching times are\n- I want to know when [ITIP3](course) teaching times are\n- I want to know when [Master's Thesis Seminar in Human-Technology Interaction (Starting Spring term)](coursename) teaching times are\n- I want to know when [HALJUS15](course) teaching times are\n- I want to know when [The Study of World Politics (book exam/essay)](coursename) teaching times are\n- I want to know when [TIETS05](course) teaching times are\n- I want to know when [Bachelor's Thesis Seminar - seminar in English](coursename) teaching times are\n- I want to know when [MVKS15R](course) teaching times are\n- I want to know when [Tuutorvastaavana toimiminen / Being a tutor in charge](coursename) teaching times are\n- I want to know when [DPIS1](course) teaching times are\n- I want to know when [Fundamentals of Finance (Tampere Summer School)](coursename) teaching times are\n- I want to know when [TERKANA1](course) teaching times are\n- I want to know when [The Cancer Biology Journal Club](coursename) teaching times are\n- I want to know when [SOS6.3.3](course) teaching times are\n- I want to know when [Verkkomedian suunnittelu (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename) teaching times are\n- I want to know when [SOS10.6](course) teaching times are\n- I want to know when [Empiiristen tutkimusmenetelmien yleisesitykset (kirjatentti/essee)](coursename) teaching times are\n- I want to know when [HALJUS15](course) teaching times are\n- I want to know when [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja sovellukset](coursename) teaching times are\n- I want to know when [HIST01](course) teaching times are\n- I want to know when [Nykyajan filosofia](coursename) teaching times are\n- I want to know when [PEDAYOP3](course) teaching times are\n- I want to know when [Espanja IV](coursename) teaching times are\n- I want to know when [KATVAS12](course) teaching times are\n- I want to know when [Liike- ja työsopimukset](coursename) teaching times are\n- I want to know when [KASLOM5](course) teaching times are\n- I want to know when [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](coursename) teaching times are\n- I want to know when [KKRULUK](course) teaching times are\n- I want to know when [Olio-ohjelmoinnin perusteet I](coursename) teaching times are\n- I want to know when [HALKOS27](course) teaching times are\n- I want to know when [High-throughput data analysis](coursename) teaching times are\n- I want to know when [YKYYHT4A](course) teaching times are\n- I want to know when [Tekstianalyysi - Luennot](coursename) teaching times are\n- I want to know when [HALKAS11](course) teaching times are\n- I want to know when [Student Exchange - courses completed in foreign universities 2-8 ECTS](coursename) teaching times are\n- I want to know teaching times of [ITIS61](course)\n- I want to know teaching times of [Orientation - Orientation to studying in the Software Development programme](coursename)\n- I want to know teaching times of [ESPFA7](course)\n- I want to know teaching times of [Popular Music and Politics](coursename)\n- I want to know teaching times of [KASSM2](course)\n- I want to know teaching times of [Journalistinen kieli - Kielenhuolto, oikeinkirjoitusoppi](coursename)\n- I want to know teaching times of [JOVVJS4](course)\n- I want to know teaching times of [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](coursename)\n- I want to know teaching times of [MVKS38](course)\n- I want to know teaching times of [Käännös suomi-espanja II/Traducción finés-español II](coursename)\n- I want to know teaching times of [VENP0](course)\n- I want to know teaching times of [Poliittinen filosofia (kirjatentti/essee)](coursename)\n- I want to know teaching times of [ITIS43](course)\n- I want to know teaching times of [Tieteellinen kirjoittaminen](coursename)\n- I want to know teaching times of [FILA9](course)\n- I want to know teaching times of [Yhteisöllinen kehittämistehtävä](coursename)\n- I want to know teaching times of [STYS1B1](course)\n- I want to know teaching times of [Lain ja hallinnon käännösviestinnän seminaari englanti-suomi](coursename)\n- I want to know teaching times of [HALYAA14](course)\n- I want to know teaching times of [Toiminnanohjausjärjestelmät (ERP)](coursename)\n- I want to know teaching times of [POLVOA51/52/S24](course)\n- I want to know teaching times of [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](coursename)\n- I want to know teaching times of [HISP2](course)\n- I want to know teaching times of [Marketing Communications](coursename)\n- I want to know teaching times of [SAKP5](course)\n- I want to know teaching times of [Kilpailuoikeuden syventävä opintojakso - kirjatentti](coursename)\n- I want to know teaching times of [PEDA3](course)\n- I want to know teaching times of [Global politics of gender](coursename)\n- I want to know teaching times of [KATTAS22B](course)\n- I want to know teaching times of [Vähittäiskaupan konseptit](coursename)\n- I want to know teaching times of [TAYJ11](course)\n- I want to know teaching times of [Automaatit I](coursename)\n- I want to know teaching times of [SUOK2/A6](course)\n- I want to know teaching times of [Scientific Writing - Module A - Writing Clinic](coursename)\n- I want to know teaching times of [KIRS1/A4](course)\n- I want to know teaching times of [Julkisen hallinnon reformit ja muutos](coursename)\n- I want to know teaching times of [KASLOE7.1](course)\n- I want to know teaching times of [Kandidaatintutkielma ja seminaari - Seminaari](coursename)\n- I want to know teaching times of [SUOS4](course)\n- I want to know teaching times of [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](coursename)\n- I want to know teaching times of [KKSUYP](course)\n- I want to know teaching times of [Tissue biology](coursename)\n- I want to know teaching times of [SOSM1](course)\n- I want to know teaching times of [Kognitiivinen neurotiede II](coursename)\n- I want to know teaching times of [SOS9](course)\n- I want to know teaching times of [Economics and the Business Environment](coursename)\n- I want to know teaching times of [JKKYVP11](course)\n- I want to know teaching times of [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](coursename)\n- I want to know teaching times of [POLVOA52](course)\n- I want to know teaching times of [Nordic Model: Nordic Welfare Societies](coursename)\n- I want to know teaching times of [VENA1](course)\n- I want to know teaching times of [Johdatus visuaaliseen kulttuuriin](coursename)\n- I want to know teaching times of [LÄÄKA460](course)\n- I want to know teaching times of [Kielioppi I](coursename)\n- I want to know teaching times of [KASVAR1](course)\n- I want to know teaching times of [Fighting Against Human Rights Violations](coursename)\n- I want to know teaching times of [KKSUPRO](course)\n- I want to know teaching times of [Argumentaation ja tieteellisen päättelyn perusteet](coursename)\n- I want to know teaching times of [TERY4](course)\n- I want to know teaching times of [Luovat aineistot ja analyysimenetelmät (intensiivikurssi)](coursename)\n- I want to know the schedule of [KATVRA13](course)\n- I want to know the schedule of [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](coursename)\n- I want to know the schedule of [SAKA5](course)\n- I want to know the schedule of [Valinnainen jakso: Valokuva historian tekijänä - luennot](coursename)\n- I want to know the schedule of [VENA5](course)\n- I want to know the schedule of [Tutkijan digi- ja medianäkyvyys](coursename)\n- I want to know the schedule of [POLKVA41](course)\n- I want to know the schedule of [Europe in transition](coursename)\n- I want to know the schedule of [MVKS01](course)\n- I want to know the schedule of [Demola-projektityö I](coursename)\n- I want to know the schedule of [PSYP3](course)\n- I want to know the schedule of [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](coursename)\n- I want to know the schedule of [SOS1](course)\n- I want to know the schedule of [Biotechnical product development](coursename)\n- I want to know the schedule of [LOGM2](course)\n- I want to know the schedule of [Kieli käyttöön/Språket i bruk](coursename)\n- I want to know the schedule of [KKSU9](course)\n- I want to know the schedule of [Fighting Against Human Rights Violations](coursename)\n- I want to know the schedule of [DPHSR403](course)\n- I want to know the schedule of [Advanced English Business Communication](coursename)\n- I want to know the schedule of [KASVAR9](course)\n- I want to know the schedule of [Finnish Elementary Course 1 (taught in 3. period)](coursename)\n- I want to know the schedule of [HALJUA14](course)\n- I want to know the schedule of [Arviointimenetelmät](coursename)\n- I want to know the schedule of [ITIS14](course)\n- I want to know the schedule of [Introduction to Web Publishing (Tampere Summer School 2018)](coursename)\n- I want to know the schedule of [SUOV1](course)\n- I want to know the schedule of [Terveystiedon didaktiikan perusteet](coursename)\n- I want to know the schedule of [HALKAS11](course)\n- I want to know the schedule of [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](coursename)\n- I want to know the schedule of [HIST01](course)\n- I want to know the schedule of [European Integration and the Political System of the European Union (book exam/essay)](coursename)\n- I want to know the schedule of [FILP3B](course)\n- I want to know the schedule of [Introduction to Education Science and Research](coursename)\n- I want to know the schedule of [BIO4470](course)\n- I want to know the schedule of [Maisteriopintojen opintosuuntiin johdattava kirjallisuus](coursename)\n- I want to know the schedule of [BIO2085](course)\n- I want to know the schedule of [Research on Teaching and Learning - Seminar](coursename)\n- I want to know the schedule of [HALHAS15](course)\n- I want to know the schedule of [Soveltava projekti - projekti](coursename)\n- I want to know the schedule of [KATTAS21A](course)\n- I want to know the schedule of [Terveystieteiden laadulliset tutkimusmenetelmät](coursename)\n- I want to know the schedule of [KASVAR7](course)\n- I want to know the schedule of [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename)\n- I want to know the schedule of [KKRA3](course)\n- I want to know the schedule of [Opintojen suunnittelu - HOPS2](coursename)\n- I want to know the schedule of [HISA2](course)\n- I want to know the schedule of [Draama - 2 vsk opinnot ja 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat (pienryhmäopetus)](coursename)\n- I want to know the schedule of [KASP4](course)\n- I want to know the schedule of [Tutkijan puheviestintä](coursename)\n- I want to know the schedule of [STYVA](course)\n- I want to know the schedule of [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Luennot - 1.vsk](coursename)\n- I want to know the schedule of [PSYS4](course)\n- I want to know the schedule of [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](coursename)\n- I want to know the schedule of [KATJOS99](course)\n- I want to know the schedule of [History of Education - book exam](coursename)\n- I want to know the schedule of [KATJOA99](course)\n- I want to know the schedule of [Master's Thesis Seminar and Master's Thesis (2nd year students)](coursename)\n- I want to know the schedule of [TAYJ024](course)\n- I want to know the schedule of [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](coursename)\n- I want to know when the lectures in course [STYS3C](course) are\n- I want to know when the lectures in course [Professional Writing (online course)](coursename) are\n- I want to know when the lectures in course [KASLOM3](course) are\n- I want to know when the lectures in course [Juridisk svenska](coursename) are\n- I want to know when the lectures in course [VENA1](course) are\n- I want to know when the lectures in course [Practices of Strategic Leadership](coursename) are\n- I want to know when the lectures in course [NORDIG1](course) are\n- I want to know when the lectures in course [Kandidaattiseminaari (Nenonen)](coursename) are\n- I want to know when the lectures in course [KKSAVAL2](course) are\n- I want to know when the lectures in course [Study Skills - Basics of Information Literacy](coursename) are\n- I want to know when the lectures in course [ITIP3](course) are\n- I want to know when the lectures in course [European Integration and Disintegration (BOOK EXAM POLKVS32)](coursename) are\n- I want to know when the lectures in course [KKSAVAL3](course) are\n- I want to know when the lectures in course [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi) / KTM-tutkinto](coursename) are\n- I want to know when the lectures in course [JOUJOVTS](course) are\n- I want to know when the lectures in course [Popular Music and Politics](coursename) are\n- I want to know when the lectures in course [KKRUPRE2](course) are\n- I want to know when the lectures in course [Tuutorivastaavana toimiminen](coursename) are\n- I want to know when the lectures in course [SUKKP5B](course) are\n- I want to know when the lectures in course [Quantitative Approach](coursename) are\n- I want to know when the lectures in course [JKKYMYJK05](course) are\n- I want to know when the lectures in course [Tutkielmaseminaari - Seminaari](coursename) are\n- I want to know when the lectures in course [LOGS6](course) are\n- I want to know when the lectures in course [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Syksy 2018](coursename) are\n- I want to know when the lectures in course [KKSAPRE1](course) are\n- I want to know when the lectures in course [Accounting Information Systems](coursename) are\n- I want to know when the lectures in course [POLVOS27](course) are\n- I want to know when the lectures in course [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](coursename) are\n- I want to know when the lectures in course [HALJUA19](course) are\n- I want to know when the lectures in course [Risk Management and Supervision of Financial Institutions](coursename) are\n- I want to know when the lectures in course [FILP1A](course) are\n- I want to know when the lectures in course [Tulkkauksen teoria](coursename) are\n- I want to know when the lectures in course [KASA8](course) are\n- I want to know when the lectures in course [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](coursename) are\n- I want to know when the lectures in course [TIEVA36](course) are\n- I want to know when the lectures in course [Johdatus kaunokirjalliseen kääntämiseen](coursename) are\n- I want to know when the lectures in course [KKENVAL4](course) are\n- I want to know when the lectures in course [Project Work (Spring term 2018)](coursename) are\n- I want to know when the lectures in course [LTLY16](course) are\n- I want to know when the lectures in course [Saksa I](coursename) are\n- I want to know when the lectures in course [TERHOIA6](course) are\n- I want to know when the lectures in course [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy](coursename) are\n- I want to know when the lectures in course [PEACE045](course) are\n- I want to know when the lectures in course [Development, Education and Lifecourse](coursename) are\n- I want to know when the lectures in course [JOVMS2A](course) are\n- I want to know when the lectures in course [Conflict Resolution (book exam/essay)](coursename) are\n- I want to know when the lectures in course [NORDIG1](course) are\n- I want to know when the lectures in course [Gradu-kvantimetodit](coursename) are\n- I want to know when the lectures in course [POLKVA32](course) are\n- I want to know when the lectures in course [Jatkokoulutusseminaari](coursename) are\n- I want to know when the lectures in course [HALHAS99](course) are\n- I want to know when the lectures in course [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](coursename) are\n- I want to know when the lectures in course [YKTM6.3](course) are\n- I want to know when the lectures in course [Käännös suomi-espanja II/Traducción finés-español II](coursename) are\n- I want to know when the lectures in course [JOVP2](course) are\n- I want to know when the lectures in course [Scientific Writing - Module A - Writing Clinic](coursename) are\n- I want to know when the lectures in course [YKYYV07](course) are\n- I want to know when the lectures in course [Espanja IV](coursename) are\n- I want to know when the lectures in course [JOVAT2](course) are\n- I want to know when the lectures in course [Cultural Conversations](coursename) are\n\n\n## intent:kieli\n- Teaching language [KATYVP11](course)\n- Teaching language [Introduction to Statistics](coursename)\n- Teaching language [BTK4701](course)\n- Teaching language [Tiede, tutkimus, kirjoittaminen (verkkokurssi)](coursename)\n- Teaching language [TIEA4](course)\n- Teaching language [Julkisen talousjohtamisen tutkimusotteet](coursename)\n- Teaching language [TIETS40](course)\n- Teaching language [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename)\n- Teaching language [HALYAA12](course)\n- Teaching language [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- Teaching language [KASP5](course)\n- Teaching language [Monikieliset tekstikorpukset (verkkokurssi)](coursename)\n- Teaching language [LOGA2](course)\n- Teaching language [Puhetekniikan ja äänenkäytön perusteet](coursename)\n- Teaching language [KKSU8](course)\n- Teaching language [Perusharjoittelu B - Ohjattu opetusharjoittelu](coursename)\n- Teaching language [SOSM6.2](course)\n- Teaching language [Terveystieteiden laadulliset tutkimusmenetelmät, hoitotieteen opiskelijoille](coursename)\n- Teaching language [HALJUA13](course)\n- Teaching language [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](coursename)\n- Teaching language [KKSUPRO](course)\n- Teaching language [Internship or work placement](coursename)\n- Teaching language [KATVRS44](course)\n- Teaching language [Kielitieteen historia ja tutkimussuunnat](coursename)\n- Teaching language [KIRS4](course)\n- Teaching language [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Teaching language [POLKVS21](course)\n- Teaching language [ATLAS.ti laadullisen analyysin tukena](coursename)\n- Teaching language [HISA2](course)\n- Teaching language [Thesis seminar](coursename)\n- Teaching language [MVKS28](course)\n- Teaching language [Saamelaisen kirjallisuuden intensiivikurssi](coursename)\n- Teaching language [ITIY003](course)\n- Teaching language [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](coursename)\n- Teaching language [JOVA1](course)\n- Teaching language [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](coursename)\n- Teaching language [POLPOP03](course)\n- Teaching language [Littérature et société françaises/Ranskan kirjallisuus ja yhteiskunta](coursename)\n- Teaching language [KIRP5](course)\n- Teaching language [Pro gradu -tutkielma ja -seminaari](coursename)\n- Teaching language [HALYHT](course)\n- Teaching language [Liike- ja työsopimukset](coursename)\n- Teaching language [POLVOS27](course)\n- Teaching language [Simultaanitulkkaus I venäjä-suomi-venäjä](coursename)\n- Teaching language [KASSY5](course)\n- Teaching language [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Laadullisen aineiston analyysi](coursename)\n- Teaching language [KASPUHP3](course)\n- Teaching language [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Diskurssianalyysi](coursename)\n- Teaching language [ENGP4](course)\n- Teaching language [Tilastollisen tutkimuksen perusteet](coursename)\n- Teaching language [BTK1013](course)\n- Teaching language [Sopimusoikeus](coursename)\n- Teaching language [MTTMA3B](course)\n- Teaching language [Tietoresurssien tuotanto ja kokoelmatyö](coursename)\n- Teaching language [KASSM2](course)\n- Teaching language [Asiantuntemus ja arjen ympäristöpolitiikka](coursename)\n- Teaching language [DPHSM304](course)\n- Teaching language [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename)\n- Teaching language [KASLOM4](course)\n- Teaching language [Tietokantojen perusteet - Näyttökoe, syksy 2018](coursename)\n- Lecture language [VENA11](course)\n- Lecture language [Second Language Acquisition](coursename)\n- Lecture language [KKRUKTMO](course)\n- Lecture language [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Pori](coursename)\n- Lecture language [POLKVS21](course)\n- Lecture language [Eheyttävä musiikkikasvatus - Musiikkiteknologia](coursename)\n- Lecture language [POLKVS22](course)\n- Lecture language [Julkisoikeuden syventävä tutkimusjakso](coursename)\n- Lecture language [STYS3B](course)\n- Lecture language [YK-päivä](coursename)\n- Lecture language [PSYS10](course)\n- Lecture language [Kandidaatin tutkielma ja seminaari, (hoitotieteen opiskelijoille), Seinäjoki](coursename)\n- Lecture language [HISS2](course)\n- Lecture language [Orientaatiopäivä väitöskirjatutkijoille](coursename)\n- Lecture language [SOS04.4](course)\n- Lecture language [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- Lecture language [HISS2](course)\n- Lecture language [KEB-61410 Laaja kemia 1](coursename)\n- Lecture language [KKSUTTK](course)\n- Lecture language [Ranska III](coursename)\n- Lecture language [RANS5](course)\n- Lecture language [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](coursename)\n- Lecture language [HISP1](course)\n- Lecture language [Seminaari II - Tieteellisen tekstin tuottaminen](coursename)\n- Lecture language [YKYYV07](course)\n- Lecture language [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](coursename)\n- Lecture language [KATMAS99](course)\n- Lecture language [Toiminta, tulkinta ja tieto](coursename)\n- Lecture language [KKENYHT](course)\n- Lecture language [Yritysetiikka (verkkokurssi)](coursename)\n- Lecture language [KASVAR12](course)\n- Lecture language [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](coursename)\n- Lecture language [VENA5](course)\n- Lecture language [Finnish Elementary Course 3](coursename)\n- Lecture language [POLVOS27](course)\n- Lecture language [Political Economy](coursename)\n- Lecture language [PEDAEH](course)\n- Lecture language [Liike-elämän ruotsia I](coursename)\n- Lecture language [TIEA1](course)\n- Lecture language [Terveys, arki ja toimijuus, kirjatentti](coursename)\n- Lecture language [PEDAYOP1](course)\n- Lecture language [International Society (book exam/essay)](coursename)\n- Lecture language [KASVAR7](course)\n- Lecture language [Asiakassuhde ja haastattelu](coursename)\n- Lecture language [SUOA1](course)\n- Lecture language [Vuorovaikutuksen perusteet - verkkokurssina II](coursename)\n- Lecture language [MVKS54-56](course)\n- Lecture language [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](coursename)\n- Lecture language [HALJUA99](course)\n- Lecture language [Ajankohtaiset ilmiöt hallintotieteissä](coursename)\n- Lecture language [VIROP3](course)\n- Lecture language [Learning About Language with Corpora](coursename)\n- Lecture language [SAKP3](course)\n- Lecture language [Konsekutiivitulkkaus -](coursename)\n- Lecture language [DPJKKPS](course)\n- Lecture language [Toiminnanohjausjärjestelmät (ERP)](coursename)\n- Lecture language [SOS6.4.2](course)\n- Lecture language [Media, Information and Democracy](coursename)\n- Lecture language [MTTA2](course)\n- Lecture language [Biokemian työt: Proteiinit](coursename)\n- What is the teaching language in [RANP3](course)\n- What is the teaching language in [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](coursename)\n- What is the teaching language in [PEDAEH](course)\n- What is the teaching language in [Ympäristön ja alueiden poliittisuus (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- What is the teaching language in [HALKAA16](course)\n- What is the teaching language in [Seminaari, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- What is the teaching language in [STYVA](course)\n- What is the teaching language in [Lain ja hallinnon tekstit ja niiden kääntäminen](coursename)\n- What is the teaching language in [TERA6](course)\n- What is the teaching language in [Terveyden edistämisen interventiot](coursename)\n- What is the teaching language in [TERHOIA7](course)\n- What is the teaching language in [Modern Risk Management](coursename)\n- What is the teaching language in [KASMULTI4](course)\n- What is the teaching language in [Tyylioppi](coursename)\n- What is the teaching language in [JOVP2](course)\n- What is the teaching language in [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename)\n- What is the teaching language in [KKENYHT](course)\n- What is the teaching language in [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](coursename)\n- What is the teaching language in [KKSAVAL4](course)\n- What is the teaching language in [Radio Project](coursename)\n- What is the teaching language in [RUST1/RUST3](course)\n- What is the teaching language in [Microfinance and development](coursename)\n- What is the teaching language in [HALYAS12](course)\n- What is the teaching language in [Human Rights and International Society (book exam/essay)](coursename)\n- What is the teaching language in [ITIS14](course)\n- What is the teaching language in [Äänen tutkimus ja kuntoutus](coursename)\n- What is the teaching language in [BTK4030](course)\n- What is the teaching language in [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](coursename)\n- What is the teaching language in [TECHS1](course)\n- What is the teaching language in [Kandidaatin tutkielma ja seminaari (kevät)](coursename)\n- What is the teaching language in [HISA2](course)\n- What is the teaching language in [Kehittyminen johtajaksi terveydenhuollossa](coursename)\n- What is the teaching language in [DPJKKHS](course)\n- What is the teaching language in [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](coursename)\n- What is the teaching language in [MTTY4](course)\n- What is the teaching language in [Media and Globalization - Seminar](coursename)\n- What is the teaching language in [LOGS1](course)\n- What is the teaching language in [Sidosryhmäteoria ja -johtaminen](coursename)\n- What is the teaching language in [JKKYINA11](course)\n- What is the teaching language in [Maailmanloppu nyt. Ja ennen.](coursename)\n- What is the teaching language in [MVKS13E](course)\n- What is the teaching language in [Orientaatio tutkielman tekemiseen -](coursename)\n- What is the teaching language in [SOS6.1.2](course)\n- What is the teaching language in [Philosophy of Science (online course)](coursename)\n- What is the teaching language in [ITIP3](course)\n- What is the teaching language in [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Design-tutkimus](coursename)\n- What is the teaching language in [MTTMS3](course)\n- What is the teaching language in [Statistical Modeling 1](coursename)\n- What is the teaching language in [TERA3](course)\n- What is the teaching language in [Johdatus logiikkaan 1](coursename)\n- What is the teaching language in [LOGA7](course)\n- What is the teaching language in [Reportaasi](coursename)\n- What is the teaching language in [KKENLL](course)\n- What is the teaching language in [Tutkimuksen perusteet ja etiikka](coursename)\n- What is the teaching language in [KASLOM3](course)\n- What is the teaching language in [Medical English - Introduction to Scientific Writing](coursename)\n- What is the teaching language in [KASVAR11](course)\n- What is the teaching language in [Introduction to Formal Specification](coursename)\n- What is the teaching language in [DPCMTJT2](course)\n- What is the teaching language in [Sosiaalitieteiden teoria I - SOS5b luennot](coursename)\n- Teaching language in [GTS4](course)\n- Teaching language in [Fördjupad kurs i skriftlig och muntlig affärskommunikation](coursename)\n- Teaching language in [JOVKA5](course)\n- Teaching language in [Studia generalia: Lastenkirja kääntäjän kädessä](coursename)\n- Teaching language in [KASSM3](course)\n- Teaching language in [Opetussuunnitelmateoria, kirjatentti, Pori](coursename)\n- Teaching language in [LTLY16](course)\n- Teaching language in [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](coursename)\n- Teaching language in [KASA13](course)\n- Teaching language in [Verkkomedian suunnittelu](coursename)\n- Teaching language in [KASA12](course)\n- Teaching language in [Ekoterveys, luonto ja ihminen](coursename)\n- Teaching language in [KKVE5](course)\n- Teaching language in [Asiantuntijan ja esimiehen työelämätaidot](coursename)\n- Teaching language in [TSEKP1](course)\n- Teaching language in [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](coursename)\n- Teaching language in [SOSM6.5](course)\n- Teaching language in [Tekstienväliset suhteet: Syventävä tekstianalyysi](coursename)\n- Teaching language in [HISJATKO](course)\n- Teaching language in [Environment and Well-Being](coursename)\n- Teaching language in [KIRS5](course)\n- Teaching language in [Kiina I](coursename)\n- Teaching language in [HALJTS04](course)\n- Teaching language in [Statistical Modeling 1](coursename)\n- Teaching language in [ITIA9](course)\n- Teaching language in [Lain ja hallinnon tekstit ja niiden kääntäminen](coursename)\n- Teaching language in [YKT09.4](course)\n- Teaching language in [Pro gradu -tutkielma ja seminaari](coursename)\n- Teaching language in [KKES3](course)\n- Teaching language in [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (yhteiset seminaarit)](coursename)\n- Teaching language in [POLKVA12](course)\n- Teaching language in [Mielenterveys, yhteiskunta ja sukupuoli](coursename)\n- Teaching language in [TERHOIA6](course)\n- Teaching language in [Development, Education and Lifecourse](coursename)\n- Teaching language in [POMLFCS1](course)\n- Teaching language in [Foundations of English Business Communication](coursename)\n- Teaching language in [KKES2](course)\n- Teaching language in [Current Trends in Leadership](coursename)\n- Teaching language in [STYA3B2](course)\n- Teaching language in [Perheen vuorovaikutus](coursename)\n- Teaching language in [YKT09.4](course)\n- Teaching language in [Väestön vanheneminen, terveys ja hyvinvointi](coursename)\n- Teaching language in [POLKVA41](course)\n- Teaching language in [Ranska II](coursename)\n- Teaching language in [SOS4.5](course)\n- Teaching language in [Lähtötasokoe / Schwellentest](coursename)\n- Teaching language in [MVKS42V](course)\n- Teaching language in [Tutkielmapiiri](coursename)\n- Teaching language in [JOUJOVTS/JMMETU](course)\n- Teaching language in [Aikuiskasvatus ja työelämä, kirjatentti, Seinäjoki](coursename)\n- Teaching language in [KASA9](course)\n- Teaching language in [Orientoiva tutkielmaseminaari - Seminaari](coursename)\n- Teaching language in [ESPFP2](course)\n- Teaching language in [Kielen käyttö II](coursename)\n- Teaching language in [HALHAS14](course)\n- Teaching language in [Venäjä II](coursename)\n- Teaching language in [KASA13](course)\n- Teaching language in [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](coursename)\n- Teaching language in [SOSM5.1](course)\n- Teaching language in [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (2. periodi)](coursename)\n- What language is [KASLOH4B](course)\n- What language is [Innovation Project (2018-I)](coursename)\n- What language is [SOST10.4](course)\n- What language is [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](coursename)\n- What language is [POLPOP05](course)\n- What language is [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename)\n- What language is [KATYVS42](course)\n- What language is [Introduction to Academic English (diverse learners)](coursename)\n- What language is [MEJOS15](course)\n- What language is [Äänne- ja muoto-oppi](coursename)\n- What language is [KATJOA99](course)\n- What language is [Puhe- ja nielemistoimintojen tutkimus ja kuntoutus](coursename)\n- What language is [KASA9](course)\n- What language is [Finnish Elementary Course 2 (taught in 4. period)](coursename)\n- What language is [HISP3](course)\n- What language is [Ryhmäviestintä](coursename)\n- What language is [KATMAS99](course)\n- What language is [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename)\n- What language is [JOVA9](course)\n- What language is [Orientoiva tutkielmaseminaari](coursename)\n- What language is [HALYAS99](course)\n- What language is [EU Financial Management](coursename)\n- What language is [KASMULTI3](course)\n- What language is [Johdatus matemaattiseen päättelyyn](coursename)\n- What language is [KKES1](course)\n- What language is [Ympäristöoikeus](coursename)\n- What language is [KATVAS21](course)\n- What language is [Translating and Editing for Publication](coursename)\n- What language is [KASPUHP2](course)\n- What language is [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](coursename)\n- What language is [KIRP1](course)\n- What language is [Introduction to Academic English (diverse learners)](coursename)\n- What language is [PSYP5](course)\n- What language is [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename)\n- What language is [JKKYVAL00](course)\n- What language is [Inclusive Education](coursename)\n- What language is [KKENPRE1](course)\n- What language is [Kielioppi I/Språkets strukturer I](coursename)\n- What language is [HALVALS10](course)\n- What language is [Ympäristöpolitiikan vaikutuskeinot](coursename)\n- What language is [VENP2](course)\n- What language is [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Luennot - 1.vsk](coursename)\n- What language is [PSYP1](course)\n- What language is [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename)\n- What language is [TERHOIA2](course)\n- What language is [Käsityö - Projektiosio - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- What language is [HISA2](course)\n- What language is [Human-Centered Product Development (TUT/IHTE)](coursename)\n- What language is [SOS09.1](course)\n- What language is [Methods in Text and Discourse Analysis](coursename)\n- What language is [LTLY16](course)\n- What language is [Lain ja hallinnon käännösviestinnän seminaari englanti-suomi](coursename)\n- What language is [ITIS61](course)\n- What language is [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- What language is [KAMVRS99](course)\n- What language is [Seminaari II](coursename)\n- What language is [TERHOI3](course)\n- What language is [Integraation teoria ja EU:n päätöksenteko (kirjatentti/essee)](coursename)\n- What language is [HTIY006](course)\n- What language is [Ohjelmoinnin tekniikka C](coursename)\n- Is [KATLAS99](course) in english\n- Is [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](coursename) in english\n- Is [JOVP5](course) in english\n- Is [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, slk18](coursename) in english\n- Is [POLPOP01](course) in english\n- Is [Hoitotieteen tohtorikoulutusseminaari](coursename) in english\n- Is [POLVOA31/32/S26](course) in english\n- Is [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) in english\n- Is [ENGA20](course) in english\n- Is [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi)](coursename) in english\n- Is [KASVAR6](course) in english\n- Is [Draama - 2 vsk opinnot ja 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat (pienryhmäopetus)](coursename) in english\n- Is [COSOPON5](course) in english\n- Is [Keskustelunanalyysi (verkkokurssi), syksy 2018](coursename) in english\n- Is [RANP3](course) in english\n- Is [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename) in english\n- Is [KKSAVAL3](course) in english\n- Is [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename) in english\n- Is [HISA3B](course) in english\n- Is [Käsiteanalyysi ja filosofiset tutkimusmenetelmät (kirjatentti/essee)](coursename) in english\n- Is [TAYJ032](course) in english\n- Is [Työpaja (matematiikan perustaitotesti)](coursename) in english\n- Is [KASA13](course) in english\n- Is [Molekulaarinen solubiologia](coursename) in english\n- Is [JOVKA1](course) in english\n- Is [Toisen vuoden opiskelijoiden info-tilaisuus](coursename) in english\n- Is [KATYVA12](course) in english\n- Is [Vuorovaikutus ja tekstit S2-näkökulmasta](coursename) in english\n- Is [KKRULUK](course) in english\n- Is [Debating for Academic Purposes](coursename) in english\n- Is [KATLAS25](course) in english\n- Is [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](coursename) in english\n- Is [KATYVA13](course) in english\n- Is [Perheen vuorovaikutus](coursename) in english\n- Is [SOSM6.5](course) in english\n- Is [Orientation to study in the Programme](coursename) in english\n- Is [SOS10.1.4](course) in english\n- Is [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](coursename) in english\n- Is [STYS2A](course) in english\n- Is [Postcolonial Literature](coursename) in english\n- Is [KATLAA24](course) in english\n- Is [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename) in english\n- Is [ROMAP3](course) in english\n- Is [Pro gradu -seminaari 2018-2019 (vaihe I)](coursename) in english\n- Is [BTK2020](course) in english\n- Is [Vieraan kielen taito, jatkotaso](coursename) in english\n- Is [POLKVA23](course) in english\n- Is [Introduction to research methods in public administration](coursename) in english\n- Is [TAYJ035](course) in english\n- Is [Organisaatiokäyttäytyminen](coursename) in english\n- Is [SAKS4/K4](course) in english\n- Is [Viestinnän etiikka](coursename) in english\n- Is [KATLAS27](course) in english\n- Is [Tieteellinen kirjoittaminen](coursename) in english\n- Is [KKSUKTK](course) in english\n- Is [Kandidaatintutkielma](coursename) in english\n- Is [KATLITO4](course) in english\n- Is [Language, Communication and Culture](coursename) in english\n- Is [SOS6.2.4](course) in english\n- Is [Radiokääntäminen (venäjä)](coursename) in english\n- Is [KKSUYHT](course) in finnish\n- Is [Biostatistics](coursename) in finnish\n- Is [JKKYTVA13](course) in finnish\n- Is [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti, Seinäjoki](coursename) in finnish\n- Is [TRSU06](course) in finnish\n- Is [Työelämäviestinnän tutkimus- tai kehityshanke](coursename) in finnish\n- Is [PEACE046](course) in finnish\n- Is [Ranskan yhteiskunta I / Société française I](coursename) in finnish\n- Is [HALHAS99](course) in finnish\n- Is [Re-Thinking Value Creation](coursename) in finnish\n- Is [HALJUA14](course) in finnish\n- Is [Johdatus sosiaalitieteisiin](coursename) in finnish\n- Is [DPHSF503](course) in finnish\n- Is [Latinalaisen Amerikan historia ja kirjallisuus - Historia y literatura de Latinoamérica](coursename) in finnish\n- Is [TERHOI2](course) in finnish\n- Is [Puheen ja äänen harjoitusmenetelmät](coursename) in finnish\n- Is [SOS4.6](course) in finnish\n- Is [Universal Basic Income](coursename) in finnish\n- Is [TIEP2](course) in finnish\n- Is [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename) in finnish\n- Is [LATAP3](course) in finnish\n- Is [Master's Thesis Seminar and Master's Thesis (2nd year students)](coursename) in finnish\n- Is [HISA4](course) in finnish\n- Is [Kvantitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename) in finnish\n- Is [TERKANA4](course) in finnish\n- Is [Hallinto-oikeus](coursename) in finnish\n- Is [JKKYVP11](course) in finnish\n- Is [Peace Research Design](coursename) in finnish\n- Is [KATVRS60](course) in finnish\n- Is [Bioinformatics work course](coursename) in finnish\n- Is [FILA3](course) in finnish\n- Is [Suullinen viestintä II/Muntlig kommunikation II](coursename) in finnish\n- Is [KASP5](course) in finnish\n- Is [Johdatus kasvatuksen ja koulutuksen yhteiskunnalliseen ja kulttuuriseen tutkimukseen - Luennot ja luentopäiväkirja](coursename) in finnish\n- Is [KASVAR7](course) in finnish\n- Is [Metodologia/Metodologi](coursename) in finnish\n- Is [TAYJ032](course) in finnish\n- Is [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot (kirjallinen tentti ja essee)](coursename) in finnish\n- Is [TERTIETO3](course) in finnish\n- Is [Olio-ohjelmoinnin perusteet I](coursename) in finnish\n- Is [SOS10.1.3](course) in finnish\n- Is [Pro gradu -tutkielma ja -seminaari](coursename) in finnish\n- Is [JOVA15](course) in finnish\n- Is [Työterveyden tohtorikoulutusseminaari](coursename) in finnish\n- Is [STYS1B2](course) in finnish\n- Is [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](coursename) in finnish\n- Is [ITIS23](course) in finnish\n- Is [Kaunokirjallinen kääntäminen venäjä-suomi](coursename) in finnish\n- Is [FONEA4](course) in finnish\n- Is [Introduction to Science and Research (spring)](coursename) in finnish\n- Is [KATYVS22](course) in finnish\n- Is [Perspectives to sustainable organisational and societal change](coursename) in finnish\n- Is [VENA6/VENK3](course) in finnish\n- Is [Matemaattiset aineet - Koulugeometria - 2 vsk](coursename) in finnish\n- Is [KKSUKK](course) in finnish\n- Is [Laskentatoimen teoria ja IFRS I](coursename) in finnish\n- Is [POLVOS40](course) in finnish\n- Is [Dramaturgia: Musikaalin dramaturgia](coursename) in finnish\n- Is [MTTTY1](course) in finnish\n- Is [Introduction to Science and Research (spring)](coursename) in finnish\n- [TAYJ024](course) language\n- [Special Issues in Design Research](coursename) language\n- [KKKI4](course) language\n- [Epävarmuuden hallinta](coursename) language\n- [POHP2](course) language\n- [Terveyden edistäminen kansanterveystieteilijöille](coursename) language\n- [HALJTS07](course) language\n- [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](coursename) language\n- [KASLOE8.1](course) language\n- [Kognitiivinen neurotiede II](coursename) language\n- [JOUJOVTS](course) language\n- [Todennäköisyyslaskenta](coursename) language\n- [ENGA7](course) language\n- [Introduction to International Criminal Justice System](coursename) language\n- [JOVP4](course) language\n- [Poliittiset aatteet ja ideologiat (kirjatentti)](coursename) language\n- [SAKA8](course) language\n- [Opetussuunnitelmatyö yliopistossa](coursename) language\n- [ENGA6](course) language\n- [Master's Thesis Seminar / Internet and Game Studies](coursename) language\n- [MVKS13E](course) language\n- [Valtio-opin teoriat (kirjatentti/essee)](coursename) language\n- [JOUJOVTS](course) language\n- [Markkinointioikeuden oikeustaloustiede](coursename) language\n- [DPCMTJ3](course) language\n- [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](coursename) language\n- [KKENVAL9](course) language\n- [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](coursename) language\n- [KKSUPRO](course) language\n- [Yrityksen oikeudellinen riskienhallinta](coursename) language\n- [STYVA](course) language\n- [Yritysverotuksen syventävä opintojakso](coursename) language\n- [KKRUHY](course) language\n- [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](coursename) language\n- [KASA12](course) language\n- [Courses in Computer Science in TUT](coursename) language\n- [KASVAR11](course) language\n- [Orientaatio maisteriopintoihin](coursename) language\n- [MTTTP5](course) language\n- [Cell Technology](coursename) language\n- [POLKVS31](course) language\n- [Johdatus yritysjuridiikkaan](coursename) language\n- [KATYVA12](course) language\n- [Russia beyond Russia. Case Study Finland](coursename) language\n- [KASLOE7.1](course) language\n- [Venäjä III](coursename) language\n- [MTTMA11](course) language\n- [Vakuutuksen ja riskienhallinnan erikoistumisosa](coursename) language\n- [KASA6](course) language\n- [The Employment Protection in Russia](coursename) language\n- [STYA1A](course) language\n- [Yksilön työhyvinvointi (itsenäinen suoritustapa)](coursename) language\n- [FILP1B](course) language\n- [Kilpailuoikeus](coursename) language\n- [HISP1](course) language\n- [Politics and governance in education - Lectures in English](coursename) language\n- [LUOYY021](course) language\n- [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](coursename) language\n- [TERA2](course) language\n- [Viron peruskurssi](coursename) language\n- [LFCS99](course) teaching language\n- [Tiede, tutkimus, kirjoittaminen (verkkokurssi)](coursename) teaching language\n- [KKSULUK](course) teaching language\n- [Intercultural Communication](coursename) teaching language\n- [KKRUPRE2](course) teaching language\n- [Kielen käyttö II](coursename) teaching language\n- [GEN7](course) teaching language\n- [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](coursename) teaching language\n- [HTIS51](course) teaching language\n- [Asiakassuhde ja haastattelu](coursename) teaching language\n- [HISA2](course) teaching language\n- [Eliittiteoriat ja -tutkimus](coursename) teaching language\n- [HALJUS15](course) teaching language\n- [Molekyylibiologia](coursename) teaching language\n- [BTK2020](course) teaching language\n- [Genes and Genomes](coursename) teaching language\n- [KASSG](course) teaching language\n- [Seminaari](coursename) teaching language\n- [JKKYPS1](course) teaching language\n- [Työhyvinvoinnin johtaminen](coursename) teaching language\n- [KASP4](course) teaching language\n- [Vero-oikeuden perusteet](coursename) teaching language\n- [KASVAR7](course) teaching language\n- [Managing Research Information](coursename) teaching language\n- [KKENYHT](course) teaching language\n- [Kansainvälisen oikeuden peruskurssi](coursename) teaching language\n- [POLVOA32](course) teaching language\n- [Software Project Management, Theory](coursename) teaching language\n- [TERA1](course) teaching language\n- [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](coursename) teaching language\n- [KASA5](course) teaching language\n- [Kandidaatintutkielma - Seminaari ja tutkielma](coursename) teaching language\n- [HALKAA12](course) teaching language\n- [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](coursename) teaching language\n- [POHA1](course) teaching language\n- [Graduseminaari / Kekäläinen](coursename) teaching language\n- [KASA12](course) teaching language\n- [Rekisteritutkimukset](coursename) teaching language\n- [ENGS46](course) teaching language\n- [Pedagoginen kehittäminen ja johtajuus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename) teaching language\n- [KKRUYHT](course) teaching language\n- [Tekstitaidot](coursename) teaching language\n- [SOS06.1](course) teaching language\n- [Täydennysilmoittautuminen pro gradu -seminaariin, syksyllä 2018 alkavat ryhmät](coursename) teaching language\n- [KASA9](course) teaching language\n- [Sosiologia (verkkokurssi)](coursename) teaching language\n- [KASA13](course) teaching language\n- [Course on International Publishing in Social Sciences and Humanities](coursename) teaching language\n- [POLKVA31](course) teaching language\n- [Johdanto terveysviestintään](coursename) teaching language\n- [TAYJ034](course) teaching language\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename) teaching language\n- [KATJOS99](course) teaching language\n- [Syntyvyys, hoiva, sukupolvi](coursename) teaching language\n- [KASA7](course) teaching language\n- [Methods in Human-Centered Design](coursename) teaching language\n- [KKRA3](course) teaching language\n- [Kulttuurien kohtaaminen](coursename) teaching language\n- [SOS6.1.3](course) teaching language\n- [Venäjän kielen rakenne - Tekstin ymmärtäminen II](coursename) teaching language\n- Is [KASP2](course) taught in english\n- Is [Kilpailuoikeus](coursename) taught in english\n- Is [ENGP4](course) taught in english\n- Is [Aikuisten neuropsykologinen tutkiminen](coursename) taught in english\n- Is [RANA7](course) taught in english\n- Is [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](coursename) taught in english\n- Is [KIRP5](course) taught in english\n- Is [Työpaja (matematiikan perustaitotesti)](coursename) taught in english\n- Is [KATLAS24](course) taught in english\n- Is [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](coursename) taught in english\n- Is [SOSM5.1](course) taught in english\n- Is [Erot, jaot ja niiden rakentuminen, kirjatentti](coursename) taught in english\n- Is [BIO2250](course) taught in english\n- Is [Johdatus viestinnän tutkimukseen ja analyysiin - kirjatentti](coursename) taught in english\n- Is [POHP2](course) taught in english\n- Is [Experimental Research in Human-Technology Interaction](coursename) taught in english\n- Is [KATTAA12A](course) taught in english\n- Is [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Seinäjoki](coursename) taught in english\n- Is [KASA2](course) taught in english\n- Is [SPSS:n perusteet, syksy 1](coursename) taught in english\n- Is [JOVA20](course) taught in english\n- Is [Hoitotiede tieteenä, Seinäjoki](coursename) taught in english\n- Is [FILA9](course) taught in english\n- Is [Verkkojulkaiseminen](coursename) taught in english\n- Is [ITIP4](course) taught in english\n- Is [Kasvatuksen ja koulutuksen järjestelmät](coursename) taught in english\n- Is [KATTAA12A](course) taught in english\n- Is [Institutions, Innovation and Economic Renewal (NORDIG)](coursename) taught in english\n- Is [YKT06.2](course) taught in english\n- Is [Stem Cells](coursename) taught in english\n- Is [TRSU05](course) taught in english\n- Is [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Kevät 2019](coursename) taught in english\n- Is [MVKS54-56](course) taught in english\n- Is [Julkiset rahoitusjärjestelmät](coursename) taught in english\n- Is [POHP3](course) taught in english\n- Is [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](coursename) taught in english\n- Is [SOS4.4](course) taught in english\n- Is [Erilaisuudesta moninaisuuteen - 1.vsk](coursename) taught in english\n- Is [GTS1](course) taught in english\n- Is [Olevan muoto - johdatus formaaliontologiaan](coursename) taught in english\n- Is [LOGA4](course) taught in english\n- Is [Johdatus länsimaiseen kirjallisuushistoriaan - luennot](coursename) taught in english\n- Is [KKRA4](course) taught in english\n- Is [Tietoresurssien tuotanto ja kokoelmatyö](coursename) taught in english\n- Is [KKENKTMO](course) taught in english\n- Is [Fördjupad kurs i skriftlig och muntlig affärskommunikation](coursename) taught in english\n- Is [KATYVS41](course) taught in english\n- Is [Tyylioppi](coursename) taught in english\n- Is [PEDA2](course) taught in english\n- Is [Saksankielisten maiden nykykulttuuri / Gegenwartskultur der deutschsprachigen Länder](coursename) taught in english\n- Is [TAYJ12](course) taught in english\n- Is [Sosiaalioikeus - STYA1A2 Sosiaalioikeus II](coursename) taught in english\n- Is [LOGP2](course) taught in english\n- Is [Performance management in public organizations](coursename) taught in english\n- Is [HALTVP11](course) taught in english\n- Is [Orientation to study in the Programme](coursename) taught in english\n- Is [BTK1085](course) taught in english\n- Is [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename) taught in english\n- Is [MVKS42E](course) taught in english\n- Is [Projektiharjoittelu](coursename) taught in english\n- Is [TERY4](course) taught in english\n- Is [Writing for Research](coursename) taught in english\n- Is [KASA15](course) taught in english\n- Is [European Public Law](coursename) taught in english\n- Is [SOSKV1](course) taught in english\n- Is [Kieliopin harjoitukset](coursename) taught in english\n- Is [TRMU1](course) taught in english\n- Is [Työoikeuden syventävä opintojakso](coursename) taught in english\n- Is [KASA11](course) taught in english\n- Is [Projektinhallinnan perusteet](coursename) taught in english\n- Is [TERHOIA3](course) taught in english\n- Is [Making sense of globalization - Theorizing beyond the nation-state - Lectures + essay](coursename) taught in english\n- Is [VENA10](course) taught in english\n- Is [KnowUp - Yrittäjyys ja liiketoiminnan kehittäminen](coursename) taught in english\n- Is [KAMMAS99](course) taught in english\n- Is [Poliittiset aatteet ja ideologiat (kirjatentti)](coursename) taught in english\n- Is [VENP5/VENK2](course) taught in english\n- Is [ABC of Scientific Communication](coursename) taught in english\n- Is [POLVOS23](course) taught in english\n- Is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](coursename) taught in english\n- Is [JOVPVS13](course) taught in english\n- Is [Dialogitulkkaus](coursename) taught in english\n- Is [KKENVAL2](course) taught in english\n- Is [Transcultural perspectives in developing media education](coursename) taught in english\n- Is [KASLOE6.5](course) taught in english\n- Is [Inklusiivinen varhaiskasvatus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename) taught in english\n- Is [RANAV3](course) taught in english\n- Is [International tutoring / Kv-tuutorina toimiminen](coursename) taught in english\n- Is [KASA11](course) taught in english\n- Is [Kestävän kehityksen käytäntöjä](coursename) taught in english\n- Is [TERA3](course) taught in english\n- Is [Sosiaalinen kognitio](coursename) taught in english\n- Is [DPEDUA.1A](course) taught in english\n- Is [Current and Future Challenges of World Politics and Economy (POMLFCS3)](coursename) taught in english\n- Is [HISA2](course) taught in english\n- Is [Gender and wellbeing in the global South and North](coursename) taught in english\n- Is [DPEDUE](course) taught in english\n- Is [Introduction to Risk Management and Insurance (spring semester)](coursename) taught in english\n- Is [KASSM2](course) taught in english\n- Is [Tieteellinen seminaarisarja](coursename) taught in english\n- Is [KASA11](course) taught in english\n- Is [Korkeakoulutus ja kansainvälistyminen](coursename) taught in english\n- Is [JKKYOA11](course) taught in english\n- Is [TUTU2 Tulevaisuudentutkimuksen menetelmät](coursename) taught in english\n- Is [KIRP4](course) taught in english\n- Is [Kielioppi- ja sanastoharjoitukset / Grammatik und Wortschatzübungen](coursename) taught in english\n- Is [JKKYTU01](course) taught in english\n- Is [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](coursename) taught in english\n- Is [KKRULL](course) taught in english\n- Is [Filosofian historia](coursename) taught in english\n- Is [KASLOE2.2](course) taught in english\n- Is [Kansainvälinen verotus](coursename) taught in english\n- Is [JOVA6](course) taught in english\n- Is [Syventävä ammatillinen asiantuntijuus - Johdanto kehittämistyöhön -luentoseminaari, Pori](coursename) taught in english\n- Is [KASP3](course) taught in english\n- Is [Interview as a means of data generation](coursename) taught in english\n- Is [KATVAS12](course) taught in english\n- Is [Venäjä IV](coursename) taught in english\n- Is [LOGS5](course) taught in english\n- Is [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename) taught in english\n- Can I pass [KKRA1](course) in english\n- Can I pass [Terveystaloustieteen tohtorikoulutussemiaari](coursename) in english\n- Can I pass [FILA9](course) in english\n- Can I pass [Interview as a means of data generation](coursename) in english\n- Can I pass [KKENKTMO](course) in english\n- Can I pass [Global Issues on Mental Health and Mental Health Services - Web course](coursename) in english\n- Can I pass [KATJOS21](course) in english\n- Can I pass [Valtiosääntöoikeuden syventävä jakso](coursename) in english\n- Can I pass [PSYA4](course) in english\n- Can I pass [Yrityksen oikeudellinen riskienhallinta](coursename) in english\n- Can I pass [JOVPVS8](course) in english\n- Can I pass [Yritysjuridiikan case-kurssi](coursename) in english\n- Can I pass [KATYVA37](course) in english\n- Can I pass [Julkiset rahoitusjärjestelmät](coursename) in english\n- Can I pass [TIEA3](course) in english\n- Can I pass [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](coursename) in english\n- Can I pass [ENGS46](course) in english\n- Can I pass [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](coursename) in english\n- Can I pass [KASA2](course) in english\n- Can I pass [Semantiikan harjoituskurssi](coursename) in english\n- Can I pass [POLPOP04](course) in english\n- Can I pass [Sosiaalihuollon hallinto ja johtaminen](coursename) in english\n- Can I pass [VENP1](course) in english\n- Can I pass [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - Kasvatustieteellinen luku- ja kirjoitustaito](coursename) in english\n- Can I pass [KASA13](course) in english\n- Can I pass [Advanced Microscopy](coursename) in english\n- Can I pass [TERHOI3](course) in english\n- Can I pass [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](coursename) in english\n- Can I pass [KKRUKTK](course) in english\n- Can I pass [Kandidaattiseminaari (JATKAVA, Nenonen)](coursename) in english\n- Can I pass [DPIS2](course) in english\n- Can I pass [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](coursename) in english\n- Can I pass [KATYVA99](course) in english\n- Can I pass [Johdatus Euroopan unioniin](coursename) in english\n- Can I pass [KASORIENT](course) in english\n- Can I pass [Finnish Survival Course (Tampere Summer School 2018)](coursename) in english\n- Can I pass [SAKP0](course) in english\n- Can I pass [Erilaisuudesta moninaisuuteen - 1.vsk](coursename) in english\n- Can I pass [HALYAP01](course) in english\n- Can I pass [Dimensionality Reduction and Visualization](coursename) in english\n- Can I pass [HALJTA99](course) in english\n- Can I pass [Tilastotieteen johdantokurssi, syksy](coursename) in english\n- Can I pass [ENGP4](course) in english\n- Can I pass [Praktikum](coursename) in english\n- Can I pass [KATTAS36](course) in english\n- Can I pass [Venäjä II](coursename) in english\n- Can I pass [KASVARPH](course) in english\n- Can I pass [Kääntäminen äidinkieleen](coursename) in english\n- Can I pass [KKSUPRO](course) in english\n- Can I pass [Ajankohtaiset ilmiöt hallintotieteissä - Itsenäinen työskentely](coursename) in english\n- Can I pass [KATLITO8](course) in english\n- Can I pass [Terveyden edistämisen perusteet](coursename) in english\n- Can I pass [ENGS46](course) in english\n- Can I pass [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename) in english\n- Can I pass [KATTAA12A](course) in english\n- Can I pass [Venäjän kulttuuri](coursename) in english\n- Can I pass [SOS4.1](course) in english\n- Can I pass [Visuaalisen kulttuurin syventymiskohde - Seminaari](coursename) in english\n- Can I pass [JMMETUS](course) in english\n- Can I pass [Kandidaattiseminaari ja tutkielma (markkinointi) - syksy 2018](coursename) in english\n- Which language is [HISA4](course)\n- Which language is [Writing for Research (online course)](coursename)\n- Which language is [DPJKK20](course)\n- Which language is [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Seinäjoki](coursename)\n- Which language is [SOS04.4](course)\n- Which language is [Lasten arviointi](coursename)\n- Which language is [YKYYKEKE0](course)\n- Which language is [Tekoäly ja vakuutustoiminta](coursename)\n- Which language is [KKSULL](course)\n- Which language is [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Seinäjoki](coursename)\n- Which language is [POLKAA99](course)\n- Which language is [Luova kaupunkikehittäminen](coursename)\n- Which language is [HALJUS14](course)\n- Which language is [Suomi ja maailman kielet](coursename)\n- Which language is [SAKA6](course)\n- Which language is [Modern Risk Management](coursename)\n- Which language is [KASMULTI4](course)\n- Which language is [Kandidaatintutkielma - Seminaari ja tutkielma](coursename)\n- Which language is [DPJKKHS](course)\n- Which language is [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](coursename)\n- Which language is [HALKAP01](course)\n- Which language is [Graduvauhditus](coursename)\n- Which language is [HALHAS15](course)\n- Which language is [Foundations of English Business Communication](coursename)\n- Which language is [MVKS34](course)\n- Which language is [Johdatus sosiaalitieteisiin (verkkokurssi)](coursename)\n- Which language is [KKSU7](course)\n- Which language is [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename)\n- Which language is [KASA11](course)\n- Which language is [Terveystieteiden orientoivat tohtoriopinnot](coursename)\n- Which language is [TIEP4](course)\n- Which language is [Ajankohtaisia kansanterveyskysymyksiä](coursename)\n- Which language is [TERKAN2](course)\n- Which language is [Latinalaisen amerikan lähihistoria ja kirjallisuus/Historia y literature contemporáneas de Latinoamérica](coursename)\n- Which language is [MVKS24E](course)\n- Which language is [Espanja II](coursename)\n- Which language is [JOVA6](course)\n- Which language is [Vanheneminen ikääntyvässä yhteiskunnassa](coursename)\n- Which language is [KATLAS17](course)\n- Which language is [Aikuisten neuropsykologinen tutkiminen](coursename)\n- Which language is [POLKVA12](course)\n- Which language is [Seminaarit 1. lukukausi/2. lukukausi](coursename)\n- Which language is [SAKP6](course)\n- Which language is [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename)\n- Which language is [POHS12](course)\n- Which language is [Vero-oikeuden case-kurssi](coursename)\n- Which language is [KASA6](course)\n- Which language is [Markkinoinnin teoria](coursename)\n- Which language is [KATRAA11](course)\n- Which language is [Lähtötasokoe](coursename)\n- Which language is [PSYS14](course)\n- Which language is [Dialogue: Constructive Talk at Work (Tampere Summer School 2018)](coursename)\n- Which language is [KKSU1](course)\n- Which language is [Julkisen talousjohtamisen informaatio](coursename)\n- Which language is [HISOKV1](course)\n- Which language is [Deutsch im Alltag und Studium](coursename)\n- Which language is [TERHOIA3](course)\n- Which language is [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Which language is [KATJOS99](course)\n- Which language is [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](coursename)\n- What is [DPJKKPS](course) language\n- What is [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](coursename) language\n- What is [STYA1B](course) language\n- What is [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename) language\n- What is [PEDAEH](course) language\n- What is [Master´s Thesis and Seminar - for the group that started in 2018](coursename) language\n- What is [POLVOA42/S25](course) language\n- What is [Kiina II](coursename) language\n- What is [TERHOI1](course) language\n- What is [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename) language\n- What is [KKSUOPE](course) language\n- What is [History of Education - book exam](coursename) language\n- What is [SOS1](course) language\n- What is [Etnografinen tutkimusprosessi](coursename) language\n- What is [KASVAL](course) language\n- What is [Visuaalisen kulttuurin teoria - lukupiiri ja essee](coursename) language\n- What is [KATLITO6](course) language\n- What is [Public Financial Management and Evolving Administrative Structures](coursename) language\n- What is [HISP2](course) language\n- What is [Structure of English II - Grammar II](coursename) language\n- What is [ENGA13](course) language\n- What is [SGN-53007 Computational Diagnostics](coursename) language\n- What is [MTTY3](course) language\n- What is [Tarkastusmenetelmien teoria ja käytäntö](coursename) language\n- What is [KKRUKTMO](course) language\n- What is [Psykologiharjoittelu](coursename) language\n- What is [TERKANP3](course) language\n- What is [Kääntämisen ja tulkkauksen teoria ja käytäntö - Käännösteoria](coursename) language\n- What is [DPYTCON](course) language\n- What is [Pro gradu -tutkielma ja -seminaari, tammikuussa 2018 aloittaneet ryhmät](coursename) language\n- What is [DPHSF502](course) language\n- What is [Pro gradu -seminaari 2018-2019 (vaihe I)](coursename) language\n- What is [TIEP1](course) language\n- What is [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) language\n- What is [KKSUSOTE](course) language\n- What is [Cultural Conversations](coursename) language\n- What is [KASLOM7](course) language\n- What is [Latinankielinen kirjallisuus I: klassinen latina](coursename) language\n- What is [KASA13](course) language\n- What is [Modernisoituva yhteiskunta](coursename) language\n- What is [POHA9](course) language\n- What is [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](coursename) language\n- What is [KATLAS25](course) language\n- What is [Science and Biotechnology Journal Club](coursename) language\n- What is [KKRULL](course) language\n- What is [Käännösviestintä ranska-suomi I / Traduction français-finnois I](coursename) language\n- What is [TERA2](course) language\n- What is [Sanaston tuntemus/Ordkunskap](coursename) language\n- What is [MVKS36/31](course) language\n- What is [European, Eurasian and Global Energy Policies](coursename) language\n- What is [HISA2](course) language\n- What is [Latinan jatkokurssi](coursename) language\n- What is [POLVOS28](course) language\n- What is [Vakuutustoiminnan periaatteet ja johtaminen](coursename) language\n- What is [VIROP3](course) language\n- What is [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](coursename) language\n- What is [MVKS02](course) language\n- What is [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](coursename) language\n- What is [KASVAR10](course) language\n- What is [Quantitative Approach](coursename) language\n- What is the language of [KASSM2](course) is\n- What is the language of [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](coursename) is\n- What is the language of [KKRUKTMO](course) is\n- What is the language of [Missä mennään Mead? -seminaari](coursename) is\n- What is the language of [KKSUHUK](course) is\n- What is the language of [Simultaanitulkkaus I saksa-suomi-saksa](coursename) is\n- What is the language of [KIRS1](course) is\n- What is the language of [World society: National policies, global governance and transnational sociology](coursename) is\n- What is the language of [JOVPVS1](course) is\n- What is the language of [Paikallisen hallinnan teoriat - Lukupiiri](coursename) is\n- What is the language of [KATLAA13](course) is\n- What is the language of [Ohjelmistotuotannon käytännöt](coursename) is\n- What is the language of [BTK4300](course) is\n- What is the language of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](coursename) is\n- What is the language of [POLHAR10](course) is\n- What is the language of [Introduction to Academic English (diverse learners)](coursename) is\n- What is the language of [SUOA8](course) is\n- What is the language of [Strateginen johtaminen julkisyhteisöissä](coursename) is\n- What is the language of [JOVA18](course) is\n- What is the language of [Molekyylibiologia](coursename) is\n- What is the language of [KASSM2](course) is\n- What is the language of [Julkaisun visuaalisuus: Taitto](coursename) is\n- What is the language of [JKKYLT01](course) is\n- What is the language of [Puhetekniikan ja vokologian opettaminen](coursename) is\n- What is the language of [JKKYLECT](course) is\n- What is the language of [Kandidaatin tutkielma ja seminaari (syksy)](coursename) is\n- What is the language of [MVKS13P](course) is\n- What is the language of [Yritysappro](coursename) is\n- What is the language of [SOSM5.2](course) is\n- What is the language of [Networks in Service Business](coursename) is\n- What is the language of [BTK4410](course) is\n- What is the language of [Kirjallisuuden opettaminen](coursename) is\n- What is the language of [SAKD5](course) is\n- What is the language of [The Theory and Method of International Relations (theory) (book exam)](coursename) is\n- What is the language of [KASP5](course) is\n- What is the language of [Interacting Interculturally: Engaging in dialogue](coursename) is\n- What is the language of [PSYP1](course) is\n- What is the language of [Tieteellinen kirjoittaminen](coursename) is\n- What is the language of [KATLITO8](course) is\n- What is the language of [Vahinkoriskien vakuuttaminen](coursename) is\n- What is the language of [TERHOIA2](course) is\n- What is the language of [Johdanto riskienhallintaan ja vakuuttamiseen](coursename) is\n- What is the language of [LOGS4](course) is\n- What is the language of [Markkinointitutkimuksen sovellukset](coursename) is\n- What is the language of [LUOYY005](course) is\n- What is the language of [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](coursename) is\n- What is the language of [ITIS23](course) is\n- What is the language of [Romanticism and Its Legacy](coursename) is\n- What is the language of [KATYVA24](course) is\n- What is the language of [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](coursename) is\n- What is the language of [ITIP4](course) is\n- What is the language of [Tutkimustyötä tukevat tohtoriopinnot (matematiikka)](coursename) is\n- What is the language of [SUOR1/A6](course) is\n- What is the language of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.2.2019](coursename) is\n- What is the language of [SOS6.4.1](course) is\n- What is the language of [Euroopan integraation tutkimus (kirjatentti/essee)](coursename) is\n- What is the language of [LTLY01](course) is\n- What is the language of [Työhyvinvointi (itsenäinen suoritustapa)](coursename) is\n- What is the language of [MVKS63](course) is\n- What is the language of [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot (verkkokurssi)](coursename) is\n- The teaching language of [ENGP3](course)\n- The teaching language of [Tekoäly ja vakuutustoiminta/ Vakuutustieteen vaihtuvasisältöinen kurssi](coursename)\n- The teaching language of [TECHS6](course)\n- The teaching language of [Yritysverotus](coursename)\n- The teaching language of [TIETS19](course)\n- The teaching language of [Kandidaattiseminaari (JATKAVA, Vuolanto)](coursename)\n- The teaching language of [HALJTA99](course)\n- The teaching language of [Kestävän kehityksen johdantojakso](coursename)\n- The teaching language of [POLKAA99](course)\n- The teaching language of [Monikulttuurisuus ja koulutuspolitiikka - Seminaari](coursename)\n- The teaching language of [SUOR4/A6](course)\n- The teaching language of [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](coursename)\n- The teaching language of [KKRULL](course)\n- The teaching language of [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](coursename)\n- The teaching language of [KKENVAL9](course)\n- The teaching language of [Tietojenkäsittelytieteiden opintojakso TTY:ltä](coursename)\n- The teaching language of [KKKI2](course)\n- The teaching language of [Seminaari II / Seminar II](coursename)\n- The teaching language of [KASP5](course)\n- The teaching language of [Research work](coursename)\n- The teaching language of [TERY4](course)\n- The teaching language of [Kiina I](coursename)\n- The teaching language of [STYA1A](course)\n- The teaching language of [Kasvatushistoria, kirjatentti, Seinäjoki](coursename)\n- The teaching language of [KATJOA12](course)\n- The teaching language of [Analyysi A](coursename)\n- The teaching language of [RUST1/RUST3](course)\n- The teaching language of [Seminaari](coursename)\n- The teaching language of [POMLFCS1](course)\n- The teaching language of [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename)\n- The teaching language of [TSEKP3](course)\n- The teaching language of [Saksa II](coursename)\n- The teaching language of [POHP4](course)\n- The teaching language of [Master's Seminar and Thesis - seminar](coursename)\n- The teaching language of [POLKVS33](course)\n- The teaching language of [Accounting Information Systems](coursename)\n- The teaching language of [LÄÄKA460](course)\n- The teaching language of [Verkostoitunut maailma](coursename)\n- The teaching language of [KASLOM11](course)\n- The teaching language of [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](coursename)\n- The teaching language of [FILP1A](course)\n- The teaching language of [OASIS Key Master 2018-2019](coursename)\n- The teaching language of [SOSM5.1](course)\n- The teaching language of [Rahoituksen perusteet](coursename)\n- The teaching language of [POLVOA21](course)\n- The teaching language of [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename)\n- The teaching language of [FILS1E](course)\n- The teaching language of [Laaja-alaistava harjoittelu - Opetus- ja koulutushallinnon luennot](coursename)\n- The teaching language of [POLVOS22](course)\n- The teaching language of [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- The teaching language of [TAYJ042](course)\n- The teaching language of [Kielitieteen historia ja tutkimussuunnat](coursename)\n- The teaching language of [TERY4](course)\n- The teaching language of [Johdatus matemaattiseen päättelyyn](coursename)\n- The teaching language of [DPEDUE](course)\n- The teaching language of [Käsityömuotoilu - projekti/käytännön työ ja protfolio](coursename)\n- The teaching language of [ITIA6](course)\n- The teaching language of [Yhteisö, terveys ja sairaus](coursename)\n- The teaching language of [KATLITO5](course)\n- The teaching language of [Terveys politiikassa, taloudessa ja järjestelmissä](coursename)\n- What language is used in [KASA9](course)\n- What language is used in [Tiedonhankintataidot (hoitotiede)](coursename)\n- What language is used in [HALKAP01](course)\n- What language is used in [Teknologiat ja materiaalisuus terveyskysymyksissä](coursename)\n- What language is used in [KATLAA99](course)\n- What language is used in [Introduction to Political Theory (book exam/essay)](coursename)\n- What language is used in [POLKVA11](course)\n- What language is used in [Logiikka](coursename)\n- What language is used in [ENGP3](course)\n- What language is used in [Terveyden ja mielenterveyden psykologia II](coursename)\n- What language is used in [ITIS14](course)\n- What language is used in [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename)\n- What language is used in [HALJUS15](course)\n- What language is used in [Korkeakoulutus ja kansainvälistyminen](coursename)\n- What language is used in [POLVOA32](course)\n- What language is used in [Johdatus viestintään ja mediaan - verkkokurssi](coursename)\n- What language is used in [TRMU1](course)\n- What language is used in [Orientation - Orientation to studying in the Degree Programme](coursename)\n- What language is used in [SOP03.1](course)\n- What language is used in [Tietotekniikkataidot (kevät)](coursename)\n- What language is used in [HISOKV1](course)\n- What language is used in [Tekstitaidot](coursename)\n- What language is used in [KASELOHA](course)\n- What language is used in [Mikrotalousteoria I](coursename)\n- What language is used in [HISA4](course)\n- What language is used in [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](coursename)\n- What language is used in [HALTVP11](course)\n- What language is used in [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](coursename)\n- What language is used in [LOGA3](course)\n- What language is used in [Johdon laskentatoimi ja inhimillinen käyttäytyminen](coursename)\n- What language is used in [SAKP5](course)\n- What language is used in [Tilastollisen tutkimuksen perusteet](coursename)\n- What language is used in [STYP3](course)\n- What language is used in [Open Educational Resources - Lectures, seminars etc. in other universities or institutions](coursename)\n- What language is used in [TERY2](course)\n- What language is used in [Eheyttävä musiikkikasvatus - Musiikkiliikunta, tanssi ja musiikkileikit](coursename)\n- What language is used in [HISP3](course)\n- What language is used in [Principles of Usability, User Experience and User Interfaces](coursename)\n- What language is used in [KATVRA12](course)\n- What language is used in [Vahinkoriskien vakuuttaminen](coursename)\n- What language is used in [VENP5](course)\n- What language is used in [Transcultural perspectives in developing media education](coursename)\n- What language is used in [DPIT1](course)\n- What language is used in [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](coursename)\n- What language is used in [KATTAA40](course)\n- What language is used in [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](coursename)\n- What language is used in [KASVARH](course)\n- What language is used in [Media and Cultural Industries](coursename)\n- What language is used in [TAYJ042](course)\n- What language is used in [Student supervision in computer sciences](coursename)\n- What language is used in [KASVAR2](course)\n- What language is used in [Terveystieteiden tilastolliset tutkimusmenetelmät](coursename)\n- What language is used in [TSEKP2](course)\n- What language is used in [Kandidaattiseminaari ja -tutkielma (julkisoikeus), kevät -](coursename)\n- What language is used in [YKT04.2](course)\n- What language is used in [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](coursename)\n- What language is used in [KKRUBMT](course)\n- What language is used in [Maisteriopintojen esittely - HTI (in Finnish)](coursename)\n- What language is used in [HALKAS13](course)\n- What language is used in [Cross-Institutional Studies in TUT](coursename)\n- Which language [KASLOM5](course) is used\n- Which language [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](coursename) is used\n- Which language [KASSG](course) is used\n- Which language [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename) is used\n- Which language [RANP3](course) is used\n- Which language [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](coursename) is used\n- Which language [KATMAP11](course) is used\n- Which language [Terve ja turvallinen kouluyhteisö](coursename) is used\n- Which language [SOSM6.5](course) is used\n- Which language [Dialogitulkkaus / Dialogdolmetschen](coursename) is used\n- Which language [DPHSO101](course) is used\n- Which language [Transcultural perspectives in developing media education](coursename) is used\n- Which language [SUOS4](course) is used\n- Which language [Perspectives in Educational Research](coursename) is used\n- Which language [HISA2](course) is used\n- Which language [Social research and the behavioural sciences](coursename) is used\n- Which language [POLKVA11](course) is used\n- Which language [Kieli käyttöön/Språket i bruk](coursename) is used\n- Which language [TERY2](course) is used\n- Which language [Dialogitulkkaus](coursename) is used\n- Which language [DPEDUA.1B](course) is used\n- Which language [Luemme ja keskustelemme venäjäksi](coursename) is used\n- Which language [HISA1B](course) is used\n- Which language [Regression analysis](coursename) is used\n- Which language [FILA9](course) is used\n- Which language [Yliopistopedagogiikan perusteet](coursename) is used\n- Which language [KASA7](course) is used\n- Which language [Teaching, Pedagogical Facilitating, Learning](coursename) is used\n- Which language [KATYVA51](course) is used\n- Which language [Johdatus verkostoanalyysiin](coursename) is used\n- Which language [KKRA2](course) is used\n- Which language [Pro gradu -tutkielma ja -seminaari](coursename) is used\n- Which language [PSYP4](course) is used\n- Which language [Logiikka](coursename) is used\n- Which language [POLKVA12](course) is used\n- Which language [Rahatalous](coursename) is used\n- Which language [TIEP4](course) is used\n- Which language [Genetics and Pathogenesis of Common Killers](coursename) is used\n- Which language [KATYVA23](course) is used\n- Which language [Sukupuolentutkimus](coursename) is used\n- Which language [SAKP4](course) is used\n- Which language [Kasvatuksen ja koulutuksen järjestelmät](coursename) is used\n- Which language [VENP4](course) is used\n- Which language [Kuluttajakäyttäytyminen](coursename) is used\n- Which language [SOS3](course) is used\n- Which language [Poverty in the world: Hunger, inequalities and action](coursename) is used\n- Which language [SOS4.3](course) is used\n- Which language [Human-Centered Product Development (TUT/IHTE)](coursename) is used\n- Which language [KKENMP3](course) is used\n- Which language [Korkeakoulut ja korkeakoulutus tutkimuksen kohteena - Kirjallinen tentti](coursename) is used\n- Which language [KKVEVAL1](course) is used\n- Which language [Scientific Writing - Module A - Writing Clinic](coursename) is used\n- Which language [BIO4460](course) is used\n- Which language [Pakolaisuus, tila ja hallinta](coursename) is used\n- Which language [KKRUYHT](course) is used\n- Which language [Neurocomputing](coursename) is used\n- Which language [KASVAR11](course) is used\n- Which language [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](coursename) is used\n- Which language [STYA1A](course) is used\n- Which language [Ydinaseet ja kansainvälinen politiikka](coursename) is used\n- [POLKVS22](course) spoken language\n- [World society: National policies, global governance and transnational sociology](coursename) spoken language\n- [HTIY006](course) spoken language\n- [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](coursename) spoken language\n- [POHP0](course) spoken language\n- [Kandidaattitutkielma ja seminaari (matematiikka) - LaTeX-opinnot](coursename) spoken language\n- [MVKS28](course) spoken language\n- [Making sense of globalization - Theorizing beyond the nation-state - Lectures + essay](coursename) spoken language\n- [KASA3](course) spoken language\n- [PhD by publication: writing integrative chapter](coursename) spoken language\n- [COSOPOM2](course) spoken language\n- [POISTA TÄMÄ! Solun biokemia ja molekyylibiologia](coursename) spoken language\n- [KASERIT3](course) spoken language\n- [Finnish Elementary Course 4](coursename) spoken language\n- [STYS2B](course) spoken language\n- [Study Skills - Basics of Information Literacy](coursename) spoken language\n- [BTK4661](course) spoken language\n- [Lapsuuden, nuoruuden ja perheen tutkimuskeskus PERLAn tutkimusseminaari](coursename) spoken language\n- [JOVA14](course) spoken language\n- [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename) spoken language\n- [MOLI](course) spoken language\n- [Sosiaalipsykologia (verkkokurssi)](coursename) spoken language\n- [POLVOS23](course) spoken language\n- [Tieteellinen kirjoittaminen / LUO & COMS](coursename) spoken language\n- [HALYAA99](course) spoken language\n- [Biokemian menetelmät](coursename) spoken language\n- [VIROP3](course) spoken language\n- [Johdatus logiikkaan 2](coursename) spoken language\n- [KASMULTI4](course) spoken language\n- [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](coursename) spoken language\n- [SOS6.1.3](course) spoken language\n- [Kielen käyttö I](coursename) spoken language\n- [JKKYTVA12](course) spoken language\n- [Digital Image Processing - Self-studying](coursename) spoken language\n- [KATVRP12](course) spoken language\n- [Fenomenologia](coursename) spoken language\n- [PEDAYOP2](course) spoken language\n- [Regression analysis](coursename) spoken language\n- [JKKYINA11](course) spoken language\n- [Työhyvinvointi (itsenäinen suoritustapa)](coursename) spoken language\n- [KKSA3](course) spoken language\n- [Inclusive Education](coursename) spoken language\n- [JKKYTVA13](course) spoken language\n- [The Theory and Method of International Relations (seminar) (book exam)](coursename) spoken language\n- [TIEY4](course) spoken language\n- [Structure of English I - Phonology and Pronunciation I](coursename) spoken language\n- [YKTM4](course) spoken language\n- [American Government & Politics (Tampere Summer School 2018)](coursename) spoken language\n- [TAYJ035](course) spoken language\n- [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) spoken language\n- [KATYVA31](course) spoken language\n- [Pedagoginen kehittäminen ja johtajuus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename) spoken language\n- [PEDAYOP1](course) spoken language\n- [Tiedonhaun perusteet](coursename) spoken language\n- [SOS08.3](course) spoken language\n- [Seminaari II](coursename) spoken language\n- [MTTMP2](course) spoken language\n- [Ääntämisharjoituksia](coursename) spoken language\n- [TERY4](course) spoken language\n- [Ohjelmoinnin tekniikka C](coursename) spoken language\n- [JOVA6](course) languages\n- [Quantitative Research Methods and Comparative Research Design (Global Society students)](coursename) languages\n- [KATTAS21B](course) languages\n- [Presentation Skills](coursename) languages\n- [TIEA2.1B](course) languages\n- [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](coursename) languages\n- [KATLITO8](course) languages\n- [Johdatus politiikan teoriaan (kirjatentti/essee)](coursename) languages\n- [HALKAA12](course) languages\n- [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename) languages\n- [KASA4](course) languages\n- [Tilintarkastusoikeus - kirjatentti](coursename) languages\n- [TERY4](course) languages\n- [Culture and everyday life of the \"Soviet Thaw\"](coursename) languages\n- [SUOP3](course) languages\n- [Pro gradu -tutkielma ja seminaari](coursename) languages\n- [SUOS4](course) languages\n- [Ilmoittautuminen pro gradu -seminaariin, tammikuussa 2019 alkavat ryhmät](coursename) languages\n- [HALTTS12](course) languages\n- [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](coursename) languages\n- [KASLOE6.4](course) languages\n- [Current Approaches in Games and Internet Research](coursename) languages\n- [POLVOA32](course) languages\n- [Tutkielmaseminaari - Seminaari](coursename) languages\n- [TERHOI2](course) languages\n- [Hesdoc Annual Meeting](coursename) languages\n- [JOVTS2](course) languages\n- [Valtiosääntöoikeus](coursename) languages\n- [FONEP2](course) languages\n- [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](coursename) languages\n- [KASMULTI2C](course) languages\n- [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](coursename) languages\n- [TIEVA31](course) languages\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename) languages\n- [KATMAA99](course) languages\n- [Tutkielmapiiri](coursename) languages\n- [KASVAR12](course) languages\n- [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename) languages\n- [DPHSFC06](course) languages\n- [Venäjän kulttuuri](coursename) languages\n- [KKSU4](course) languages\n- [Ranskan kirjallisuus II / Littérature française II](coursename) languages\n- [KAMVRS99](course) languages\n- [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) languages\n- [KASA1.3](course) languages\n- [Romanticism and Its Legacy](coursename) languages\n- [KASMULTI5](course) languages\n- [Fördjupad kurs i skriftlig och muntlig affärskommunikation](coursename) languages\n- [MTTTP4](course) languages\n- [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](coursename) languages\n- [KATVRA30](course) languages\n- [Kuinka suurenmoisia ihmiset ovat olleet - sopeutumaan pohjoisiin luonnonolosuhteisiin!](coursename) languages\n- [TEE5](course) languages\n- [Antropologian osa-alueet](coursename) languages\n- [HTIS59](course) languages\n- [Johdon laskentatoimi ja inhimillinen käyttäytyminen](coursename) languages\n- [STYS1B2](course) languages\n- [Biological data analysis with R](coursename) languages\n- [LOGS9](course) languages\n- [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename) languages\n- What are [POLKVS33](course) languages\n- What are [Espanjan kielioppi II/Gramática española II](coursename) languages\n- What are [SOS6.1.3](course) languages\n- What are [Poliittinen viestintä - verkkosuorituksena](coursename) languages\n- What are [KATJOA99](course) languages\n- What are [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](coursename) languages\n- What are [POHA9](course) languages\n- What are [Business Ethics (Lectures)](coursename) languages\n- What are [JOVTS5](course) languages\n- What are [Government and Society: Inequality](coursename) languages\n- What are [ENGS3](course) languages\n- What are [Seminaarit 1. lukukausi/2. lukukausi](coursename) languages\n- What are [SAKS4/K4](course) languages\n- What are [Ryhmäviestintä](coursename) languages\n- What are [SUKKP2](course) languages\n- What are [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename) languages\n- What are [JOVPVS3](course) languages\n- What are [Innovation Project (Spring term 2018-IV)](coursename) languages\n- What are [LOGP3](course) languages\n- What are [Vuorovaikutusprosessit työelämän tilanteissa (monimuoto-opetus)](coursename) languages\n- What are [KASA12](course) languages\n- What are [Advanced International Relations Research Methods (book exam/essay)](coursename) languages\n- What are [KATJOS99](course) languages\n- What are [Tekstilingvistiikka / Textlinguistik](coursename) languages\n- What are [DPCMTJ4](course) languages\n- What are [Sosiaalitieteiden teoria I - SOS5b luennot](coursename) languages\n- What are [POLVOA31/S26/27](course) languages\n- What are [Lukeminen ja kirjoittaminen oppimisen haasteena (seminaarit 1-4 ryhmät)](coursename) languages\n- What are [TIETA18](course) languages\n- What are [Seminaarit 1. lukukausi/2. lukukausi](coursename) languages\n- What are [JMMETUS](course) languages\n- What are [Health systems and health in developing Asia: India, China, and North Korea](coursename) languages\n- What are [STYA1A](course) languages\n- What are [Knowledge, business and work in a digital society](coursename) languages\n- What are [KKENYHT](course) languages\n- What are [Eurooppa-vero-oikeus](coursename) languages\n- What are [KASVAR5](course) languages\n- What are [Johdatus yhteiskuntafilosofiaan](coursename) languages\n- What are [ITIA7](course) languages\n- What are [Vuorovaikutus ja tekstit S2-näkökulmasta](coursename) languages\n- What are [KASLOE8.1](course) languages\n- What are [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](coursename) languages\n- What are [JOVTS5](course) languages\n- What are [Speakers Series](coursename) languages\n- What are [HALJUS99](course) languages\n- What are [Finnish Reading Comprehension and Conversation Course 2 (taught in Finnish)](coursename) languages\n- What are [HALKAA15](course) languages\n- What are [Vapaaehtoistyössä toimiminen](coursename) languages\n- What are [KATYVA52](course) languages\n- What are [Teksti, keskustelu ja vuorovaikutus](coursename) languages\n- What are [POLVOA42/S25](course) languages\n- What are [Taloustieteen perusteet, monimuoto-opetus](coursename) languages\n- What are [ENGA6](course) languages\n- What are [Sidosryhmäteoria ja -johtaminen](coursename) languages\n- What are [FILA4A](course) languages\n- What are [Johdatus kunta- ja aluejohtamiseen](coursename) languages\n- What are [BTK1053](course) languages\n- What are [Scientific Writing - Module A - Writing Clinic](coursename) languages\n- What are [HALJUS14](course) languages\n- What are [TUTU2 Tulevaisuudentutkimuksen menetelmät](coursename) languages\n- The [PSYA1](course) language\n- The [Eläimet työssä](coursename) language\n- The [KKSUPRO](course) language\n- The [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](coursename) language\n- The [JOVPVS3](course) language\n- The [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.3.2019](coursename) language\n- The [SOS6.1.3](course) language\n- The [Tutkimusetiikka](coursename) language\n- The [POLVOS32](course) language\n- The [Public Financial Management and Evolving Administrative Structures](coursename) language\n- The [POLVOA41/S28](course) language\n- The [Monimutkaisia itsestäänselvyyksiä-näkökulmia arjen ja henkilökohtaisen elämän tutkimukseen](coursename) language\n- The [JOVTKS3](course) language\n- The [Venäjän kielen rakenne - Morfologia](coursename) language\n- The [PSYP3](course) language\n- The [Everything You Wanted to Know about Political Parties - But Never Dared to Ask (POMLFCS1)](coursename) language\n- The [POLKVS21](course) language\n- The [Journalism Start-Ups and Enterpreneurialism](coursename) language\n- The [STYP2](course) language\n- The [Espanja IV](coursename) language\n- The [LFCS01](course) language\n- The [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](coursename) language\n- The [TERKAN18](course) language\n- The [Kerronnan monet muodot - kirjatentti ja essee](coursename) language\n- The [ITIP5](course) language\n- The [Responsible Business and Social Accounting (Online course)](coursename) language\n- The [HTIS54](course) language\n- The [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename) language\n- The [KATYVS99](course) language\n- The [Graduseminaari / Harviainen](coursename) language\n- The [ITIA01](course) language\n- The [Aikuiskasvatus ja työelämä, kirjatentti, Seinäjoki](coursename) language\n- The [MTTY1](course) language\n- The [Ainedidaktinen tutkimus ja tutkiva opettajuus](coursename) language\n- The [SOSM1](course) language\n- The [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) language\n- The [YKT10.5](course) language\n- The [Tilastomenetelmien perusteet](coursename) language\n- The [MVKS15E](course) language\n- The [Opettajasuunnan seminaari](coursename) language\n- The [STYA8](course) language\n- The [Debating for Academic Purposes](coursename) language\n- The [SAKA8](course) language\n- The [Lasten monipaikkainen asuminen](coursename) language\n- The [HALJTA05](course) language\n- The [Arctic Fantasies](coursename) language\n- The [KASVAR7](course) language\n- The [Research seminar for postgraduate studies](coursename) language\n- The [BTK0002](course) language\n- The [Kuluttajakäyttäytyminen](coursename) language\n- The [JKKYINA11](course) language\n- The [Interacting Interculturally: Engaging in dialogue](coursename) language\n- The [KASKVTUT](course) language\n- The [Inclusive Education](coursename) language\n- The [MEDU10](course) language\n- The [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](coursename) language\n- The [KASA13](course) language\n- The [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, III-periodi](coursename) language\n- The [JOVVJS4](course) language\n- The [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](coursename) language\n- [POLKVS32](course) teaching languages\n- [Johdatus seminaarityöskentelyyn](coursename) teaching languages\n- [KATPAL12](course) teaching languages\n- [Lapsen puheen ja kielen tutkimus ja kuntoutus](coursename) teaching languages\n- [TIETS05](course) teaching languages\n- [Russia beyond Russia. Case Study Finland](coursename) teaching languages\n- [ITIY3](course) teaching languages\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](coursename) teaching languages\n- [KATMAA15](course) teaching languages\n- [Kandidaatintutkielmaseminaari - Seminaari, II-periodissa alkava nopeasti etenevä ryhmä](coursename) teaching languages\n- [KASA12](course) teaching languages\n- [Kirjallisuuden teoria - Kirjallisuuden teorian suuntia](coursename) teaching languages\n- [TAYJ12](course) teaching languages\n- [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename) teaching languages\n- [KATTV01](course) teaching languages\n- [Johdatus kääntäjän suomen opintoihin](coursename) teaching languages\n- [POLKVS21](course) teaching languages\n- [Special Issues in Games and Internet Cultures](coursename) teaching languages\n- [DPHSS207](course) teaching languages\n- [Valinnainen jakso: TV-makasiinikurssi (kevään ryhmä)](coursename) teaching languages\n- [TERHOIA3](course) teaching languages\n- [Puheviestinnän tutkimuskurssi](coursename) teaching languages\n- [RANA5](course) teaching languages\n- [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](coursename) teaching languages\n- [VENP6](course) teaching languages\n- [Moniammatilliset oppimisyhteisöt - Seminaari](coursename) teaching languages\n- [KATTAA35](course) teaching languages\n- [Individual project course](coursename) teaching languages\n- [KASMULTI6](course) teaching languages\n- [Data Structures](coursename) teaching languages\n- [KATVRS60](course) teaching languages\n- [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename) teaching languages\n- [TIEA5](course) teaching languages\n- [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename) teaching languages\n- [KASMULTI2A](course) teaching languages\n- [Pankkioikeus](coursename) teaching languages\n- [KATLAA99](course) teaching languages\n- [Tieteellinen kirjoittaminen](coursename) teaching languages\n- [TEE4](course) teaching languages\n- [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](coursename) teaching languages\n- [STYS2B](course) teaching languages\n- [Studying abroad / Osallistuminen opiskelijavaihtoon](coursename) teaching languages\n- [KKENYHT](course) teaching languages\n- [Kandidaatin tutkielma ja seminaari (kevät)](coursename) teaching languages\n- [KKSAVAL1](course) teaching languages\n- [Hallinto-oikeuden harjoituskurssi](coursename) teaching languages\n- [TERHOI2](course) teaching languages\n- [Bachelor's Thesis Seminar - seminar in English](coursename) teaching languages\n- [MTTTS17](course) teaching languages\n- [Academic writing and theory](coursename) teaching languages\n- [KKENYHT](course) teaching languages\n- [Bioinformatics](coursename) teaching languages\n- [HALYHT](course) teaching languages\n- [Vanheneminen ikääntyvässä yhteiskunnassa](coursename) teaching languages\n- [KKVEVAL1](course) teaching languages\n- [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](coursename) teaching languages\n- [TERY6](course) teaching languages\n- [Tekstin tekemisen perusteet](coursename) teaching languages\n- [STYS2A](course) teaching languages\n- [Innovation Project (2018-I)](coursename) teaching languages\n- The language of [HALHAA99](course)\n- The language of [Teksti, keskustelu ja vuorovaikutus](coursename)\n- The language of [KATYVA34](course)\n- The language of [Orientaatio maisteriopintoihin](coursename)\n- The language of [KASTUTOR](course)\n- The language of [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](coursename)\n- The language of [TRMU2](course)\n- The language of [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- The language of [DPJKKKS](course)\n- The language of [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- The language of [KASA13](course)\n- The language of [Harjoittelu](coursename)\n- The language of [SAKA1](course)\n- The language of [Public Financial Management and Evolving Administrative Structures](coursename)\n- The language of [JOVP4](course)\n- The language of [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](coursename)\n- The language of [MTTMP1A](course)\n- The language of [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](coursename)\n- The language of [HALHAP01](course)\n- The language of [User Experience in Robotics (TUT/IHTE)](coursename)\n- The language of [BTK3210](course)\n- The language of [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename)\n- The language of [KASLOM11](course)\n- The language of [Pro gradun viimeistelyseminaari (kirjallisuustiede)](coursename)\n- The language of [TERKANP4](course)\n- The language of [Terveystiedon sisällöt (sähköinen tentti)](coursename)\n- The language of [BTK2100](course)\n- The language of [Yhteisöviestintä kunta- ja aluejohtamisessa](coursename)\n- The language of [KATJOS31](course)\n- The language of [Semantiikka ja pragmatiikka / Sémantique et pragmatique](coursename)\n- The language of [MVKS36/31](course)\n- The language of [Peace, Security and International Institutions (book exam/essay)](coursename)\n- The language of [KASP3](course)\n- The language of [Opintopiiri](coursename)\n- The language of [DPEDUB.1B](course)\n- The language of [Toimintatutkimus hyvinvointipalvelujen kehittämisessä](coursename)\n- The language of [KKRUYHT](course)\n- The language of [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu syksyllä 2019)](coursename)\n- The language of [HALHAA12](course)\n- The language of [Ääntämisharjoituksia](coursename)\n- The language of [YKTT10.2](course)\n- The language of [Kompleksianalyysi](coursename)\n- The language of [DPYTCON](course)\n- The language of [Education, Work and Culture](coursename)\n- The language of [DPHSR403](course)\n- The language of [Project Work (Fall term 2018)](coursename)\n- The language of [PCP02/NAM-VII](course)\n- The language of [Europe in transition](coursename)\n- The language of [HALJTA05](course)\n- The language of [Maisteriopintojen esittely - HTI (in Finnish)](coursename)\n- The language of [KKSUPRO](course)\n- The language of [Johdatus vuorovaikutteiseen teknologiaan](coursename)\n- The language of [HALJUA44](course)\n- The language of [Asiantuntijan puheviestintä ja vuorovaikutus, 1.-2. periodi / VIESTINTÄROHKEUDEN RYHMÄ](coursename)\n- The language of [KATYVS42](course)\n- The language of [Sopimusoikeus](coursename)\n- The language of [KATMAA16](course)\n- The language of [Pro gradu -seminaari ja -tutkielma](coursename)\n- The language of [KASLOK1](course)\n- The language of [Turvallisuuspalvelujen suunnittelu ja palvelumuotoilu (service design)](coursename)\n- Teaching language in [KATVRP12](course)\n- Teaching language in [Seminaari](coursename)\n- Teaching language in [KATYVA36](course)\n- Teaching language in [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja käsitteet](coursename)\n- Teaching language in [KATYVA32](course)\n- Teaching language in [Mediatutkimuksen valinn. jakso: Ääni, teknologia ja kulttuuri](coursename)\n- Teaching language in [KATYVS41](course)\n- Teaching language in [Puolueet, vaalit ja poliittinen vaikuttaminen (kirjatentti/essee)](coursename)\n- Teaching language in [POLVOA42/S25](course)\n- Teaching language in [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename)\n- Teaching language in [HTIS64](course)\n- Teaching language in [Äkilliset traumaattiset kriisit ja niiden käsittely](coursename)\n- Teaching language in [KATPAL11](course)\n- Teaching language in [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](coursename)\n- Teaching language in [TAYJ13](course)\n- Teaching language in [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](coursename)\n- Teaching language in [BTK1014](course)\n- Teaching language in [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](coursename)\n- Teaching language in [ESPFP0](course)\n- Teaching language in [Työ- ja organisaatiopsykologian interventiot](coursename)\n- Teaching language in [SAKP6](course)\n- Teaching language in [International Dynamics and Policy Transfer in Education](coursename)\n- Teaching language in [HALJTS03](course)\n- Teaching language in [Työ- ja virkamiesoikeus](coursename)\n- Teaching language in [SAKA5](course)\n- Teaching language in [Master´s Thesis and Seminar - for the group that started in 2017](coursename)\n- Teaching language in [POLKVA11](course)\n- Teaching language in [Seminaari (Ridell)](coursename)\n- Teaching language in [SAKS2](course)\n- Teaching language in [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, slk18](coursename)\n- Teaching language in [ENGS4](course)\n- Teaching language in [Research in Practice](coursename)\n- Teaching language in [MTTTA7](course)\n- Teaching language in [Tiedonhankintataidot (hoitotiede), Seinäjoki](coursename)\n- Teaching language in [TERTIETO3](course)\n- Teaching language in [Digitaalinen historia](coursename)\n- Teaching language in [ITIP2](course)\n- Teaching language in [Advanced Course in Microeconomics I](coursename)\n- Teaching language in [TERA6](course)\n- Teaching language in [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename)\n- Teaching language in [VENS2](course)\n- Teaching language in [Tieteellinen kirjoittaminen / COMS (puheviestinnän opiskelijoille)](coursename)\n- Teaching language in [TAYJ032](course)\n- Teaching language in [Taiteen historia, filosofia ja kulttuurit: Populaarit esitysmuodot (avoin yliopisto)](coursename)\n- Teaching language in [POLVOA51/52/S24](course)\n- Teaching language in [Opimme lisää venäjän kielen suullisia taitoja](coursename)\n- Teaching language in [KATTAA31](course)\n- Teaching language in [Turvallisuuspalvelujen suunnittelu ja palvelumuotoilu (service design)](coursename)\n- Teaching language in [KATYVA51](course)\n- Teaching language in [Johdon laskentatoimen jatkokurssi](coursename)\n- Teaching language in [HALJUS11](course)\n- Teaching language in [Communication Skills in English - Speaking Practice](coursename)\n- Teaching language in [BTK2112](course)\n- Teaching language in [Speakers Series](coursename)\n- Teaching language in [BTK2045](course)\n- Teaching language in [Seminaari II/Seminarium II](coursename)\n- Teaching language in [KATLAS90](course)\n- Teaching language in [Lähtötasokoe - Kirjallinen tentti](coursename)\n- Teaching language in [JOVPVA7](course)\n- Teaching language in [Public Policy and Governance (book exam/essay)](coursename)\n- [LFCOR](course) in which language\n- [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (hoitotieteen opiskelijoille)](coursename) in which language\n- [KASVAR10](course) in which language\n- [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) in which language\n- [KATYVA24](course) in which language\n- [Kandidaatin tutkielma ja seminaari (hoitotiede)](coursename) in which language\n- [KASVAR11](course) in which language\n- [Talouselämän käännösviestinnän seminaari suomi-saksa -](coursename) in which language\n- [SUOV3](course) in which language\n- [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](coursename) in which language\n- [VENA10](course) in which language\n- [Approaches and Tools for Conflict Analysis and Peace Mediation](coursename) in which language\n- [KKSU1](course) in which language\n- [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](coursename) in which language\n- [STYA7](course) in which language\n- [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](coursename) in which language\n- [KASMULTI3](course) in which language\n- [European, Eurasian and Global Energy Policy (book exam/essay)](coursename) in which language\n- [KASSA4](course) in which language\n- [Parties, Elections and Political Participation (book exam/essay)](coursename) in which language\n- [BTK1080](course) in which language\n- [Tiedonhaun perusteet](coursename) in which language\n- [KATJOA19](course) in which language\n- [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](coursename) in which language\n- [STYS1B2](course) in which language\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename) in which language\n- [HALYAA14](course) in which language\n- [Aikuisten mielenterveysinterventiot](coursename) in which language\n- [FILAK](course) in which language\n- [Tutkimusseminaari ja pro gradu -tutkielma](coursename) in which language\n- [LOGP1](course) in which language\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](coursename) in which language\n- [VENS13](course) in which language\n- [Sosiaalityön historia ja tutkimus (kirjatentti)](coursename) in which language\n- [ENGP8](course) in which language\n- [Media and the Arctic (POMLFCS3)](coursename) in which language\n- [TERY4](course) in which language\n- [Valtio-opin maisteriseminaari](coursename) in which language\n- [JKKYORP1](course) in which language\n- [Knowledge, business and work in a digital society](coursename) in which language\n- [ITIP1](course) in which language\n- [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](coursename) in which language\n- [ITIA03](course) in which language\n- [Kirjallinen viestintä I / Schriftliche Kommunikation I](coursename) in which language\n- [KKSUPRO](course) in which language\n- [Foreign Policy and Diplomacy (book exam/essay)](coursename) in which language\n- [KASA12](course) in which language\n- [Rahoitusoikeuden syventävä opintojakso - kirjatentti](coursename) in which language\n- [KKSUKTK](course) in which language\n- [Parametric and Non-Parametric Statistics](coursename) in which language\n- [ESPFA5](course) in which language\n- [Representations and Identities](coursename) in which language\n- [KATLAS24](course) in which language\n- [Tieteenfilosofia](coursename) in which language\n- [KKSUSOTE](course) in which language\n- [Käsityö - Projektiosio - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename) in which language\n- [MVKS05](course) in which language\n- [Vaihtuvasisältöiset erikoiskurssit (kirjallinen tentti suoritusvaihtoehto) -](coursename) in which language\n- [HISA3B](course) in which language\n- [Viestinnän ja median tutkimuksen metodologia, luennot](coursename) in which language\n- What language do they speak in [POLKVS32](course)\n- What language do they speak in [Dialogitulkkaus](coursename)\n- What language do they speak in [STYA6](course)\n- What language do they speak in [Käännösviestintä suomi-venäjä](coursename)\n- What language do they speak in [STYVA](course)\n- What language do they speak in [Kielitieto ja -taito - Kielioppi II / Sprachwissen und Sprachfertigkeiten: Grammatik II](coursename)\n- What language do they speak in [KASLOM3](course)\n- What language do they speak in [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Luennot - 1.vsk](coursename)\n- What language do they speak in [POLVOS24](course)\n- What language do they speak in [Comparative Education - Lectures in English (spring) or book exam in English (autumn and spring)](coursename)\n- What language do they speak in [ENGS7-9](course)\n- What language do they speak in [Lasten monipaikkainen asuminen](coursename)\n- What language do they speak in [KATRAA12](course)\n- What language do they speak in [Globaali, lokaali ja yhteisöllisyys sosiaalityössä (kirjatentti)](coursename)\n- What language do they speak in [ITIY003](course)\n- What language do they speak in [Yhtiöoikeus](coursename)\n- What language do they speak in [ITIS11](course)\n- What language do they speak in [Moniammatillinen -klinikkaopetus](coursename)\n- What language do they speak in [JOVVJS2](course)\n- What language do they speak in [Studia generalia: Lastenkirja kääntäjän kädessä](coursename)\n- What language do they speak in [BIO2085](course)\n- What language do they speak in [Kielen opettaminen / Fremdsprachenlehren](coursename)\n- What language do they speak in [TERHOIA6](course)\n- What language do they speak in [Business, Society and Nature (Lectures)](coursename)\n- What language do they speak in [ITIS61](course)\n- What language do they speak in [Gender and wellbeing in the global South and North](coursename)\n- What language do they speak in [KASSG](course)\n- What language do they speak in [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](coursename)\n- What language do they speak in [KKRA1](course)\n- What language do they speak in [Vierailuluentoja johtamisesta](coursename)\n- What language do they speak in [JKKYLII](course)\n- What language do they speak in [Tutkielmakurssi (III)](coursename)\n- What language do they speak in [KATYVS23](course)\n- What language do they speak in [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 4. periodi](coursename)\n- What language do they speak in [KATYVP11](course)\n- What language do they speak in [Speakers Series](coursename)\n- What language do they speak in [KKENVAL2](course)\n- What language do they speak in [Lähtötasokoe - Kirjallinen tentti](coursename)\n- What language do they speak in [JOVA2](course)\n- What language do they speak in [Orientoivat opinnot, HOPS](coursename)\n- What language do they speak in [KASLOE6.1](course)\n- What language do they speak in [Soluviljely (1. vuosikurssin opiskelijoille)](coursename)\n- What language do they speak in [KATVRA12](course)\n- What language do they speak in [Deutsch im Alltag und Studium](coursename)\n- What language do they speak in [MVKS11](course)\n- What language do they speak in [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](coursename)\n- What language do they speak in [SOS4.5](course)\n- What language do they speak in [Valtakurssi](coursename)\n- What language do they speak in [KATLAS27](course)\n- What language do they speak in [YK-päivä](coursename)\n- What language do they speak in [KASA5](course)\n- What language do they speak in [Kieli ja kielentäminen - 2 vsk (pienryhmät)](coursename)\n- What language do they speak in [ESPFA3](course)\n- What language do they speak in [Economic renewal of cities and regions](coursename)\n- What language do they speak in [VENS2](course)\n- What language do they speak in [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename)\n- What language do they speak in [HALJUS12](course)\n- What language do they speak in [Työelämän myytit ja todellisuus](coursename)\n- What language do they speak in [KASVAR2](course)\n- What language do they speak in [Johtamisviestintä](coursename)\n- I want to know which language [TERTIETO5](course) is used\n- I want to know which language [Pro gradun viimeistelyseminaari (kirjallisuustiede)](coursename) is used\n- I want to know which language [PEDA6](course) is used\n- I want to know which language [Väittelijän puheviestintä](coursename) is used\n- I want to know which language [ITIS45](course) is used\n- I want to know which language [Kielioppi I / Grammatik I](coursename) is used\n- I want to know which language [KIRA5](course) is used\n- I want to know which language [Tieteenfilosofia](coursename) is used\n- I want to know which language [SUOA8](course) is used\n- I want to know which language [Rahoituksen perusteet](coursename) is used\n- I want to know which language [TIETS05](course) is used\n- I want to know which language [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](coursename) is used\n- I want to know which language [HALKAS12](course) is used\n- I want to know which language [Organizational Behavior (Independent study, Autumn 2018)](coursename) is used\n- I want to know which language [TERKAN12](course) is used\n- I want to know which language [Verkkojulkaisemisen perusteet - syksy 2018](coursename) is used\n- I want to know which language [POLKVA11](course) is used\n- I want to know which language [Yhteiskunnallinen muutos](coursename) is used\n- I want to know which language [SUOA1](course) is used\n- I want to know which language [Maailmanloppu nyt. Ja ennen.](coursename) is used\n- I want to know which language [PEDA6](course) is used\n- I want to know which language [Terveystieteiden tilastolliset tutkimusmenetelmät](coursename) is used\n- I want to know which language [HALJUS14](course) is used\n- I want to know which language [Quantitative Research Methods and Comparative Research Design (Global Society students)](coursename) is used\n- I want to know which language [KASLOE4.1](course) is used\n- I want to know which language [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](coursename) is used\n- I want to know which language [KKSUVAL1](course) is used\n- I want to know which language [Foundations of Ecological Economics](coursename) is used\n- I want to know which language [SAKP3](course) is used\n- I want to know which language [Introduction to Formal Specification](coursename) is used\n- I want to know which language [KKSUPRO](course) is used\n- I want to know which language [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi (keväällä 2018 opintokokonaisuuden aloittaneille)](coursename) is used\n- I want to know which language [POLKVA12](course) is used\n- I want to know which language [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](coursename) is used\n- I want to know which language [POLVOA22](course) is used\n- I want to know which language [Saksa II](coursename) is used\n- I want to know which language [BTK3120](course) is used\n- I want to know which language [Speakers Series](coursename) is used\n- I want to know which language [BTK4032](course) is used\n- I want to know which language [Julkisten palvelujen johtaminen](coursename) is used\n- I want to know which language [HALJUA25](course) is used\n- I want to know which language [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) is used\n- I want to know which language [KATVRP11](course) is used\n- I want to know which language [Konsekutiivitulkkaus -](coursename) is used\n- I want to know which language [VENS4](course) is used\n- I want to know which language [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](coursename) is used\n- I want to know which language [KKRUYHT](course) is used\n- I want to know which language [Leadership for Sustainable Change (KATVAS39)](coursename) is used\n- I want to know which language [PGHMTS](course) is used\n- I want to know which language [Poliittiset järjestelmät (kirjatentti/essee)](coursename) is used\n- I want to know which language [KATRAS12](course) is used\n- I want to know which language [Psykologian tutkimusmenetelmät I](coursename) is used\n- I want to know which language [TERHOIA6](course) is used\n- I want to know which language [Trends in Global Politics (BOOK EXAM POLKVS31)](coursename) is used\n- I want to know which language [JOVTS5](course) is used\n- I want to know which language [Matematiikan ja tilastotieteen työpajat](coursename) is used\n- I want to know which language [TAYJ035](course) is used\n- I want to know which language [Kielioppi I/Språkets strukturer I](coursename) is used\n- I want to know which language [KASERIT3](course) is used\n- I want to know which language [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](coursename) is used\n- I want to know the language of [KASSO7](course)\n- I want to know the language of [Johdatus yhteiskuntafilosofiaan](coursename)\n- I want to know the language of [KKENYHT](course)\n- I want to know the language of [Käännösteknologian harjoituskurssi](coursename)\n- I want to know the language of [HALJTS03](course)\n- I want to know the language of [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (2. periodi)](coursename)\n- I want to know the language of [KASA12](course)\n- I want to know the language of [Vieraan kielen taito, jatkotaso](coursename)\n- I want to know the language of [KKENKTM](course)\n- I want to know the language of [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename)\n- I want to know the language of [POLVOS31](course)\n- I want to know the language of [Espanjan lähihistoria ja kirjallisuus/Historia y literatura contemporáneas de España](coursename)\n- I want to know the language of [POLKAA99](course)\n- I want to know the language of [Opintopiiri](coursename)\n- I want to know the language of [POLKVA32](course)\n- I want to know the language of [Viestinnän etiikka - verkkokurssi](coursename)\n- I want to know the language of [HISA4](course)\n- I want to know the language of [Lukuteoria ja algebra opettajille -](coursename)\n- I want to know the language of [SOS10.6](course)\n- I want to know the language of [Filosofian työpaja](coursename)\n- I want to know the language of [POLYEP11](course)\n- I want to know the language of [Terveys politiikassa, taloudessa ja järjestelmissä](coursename)\n- I want to know the language of [TIETA18](course)\n- I want to know the language of [Basics I: Basics of Czech language II](coursename)\n- I want to know the language of [KATLAA12](course)\n- I want to know the language of [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](coursename)\n- I want to know the language of [DPLA01](course)\n- I want to know the language of [Public Financial Management and Evolving Administrative Structures](coursename)\n- I want to know the language of [FILA9](course)\n- I want to know the language of [Orientation - Orientation to studying in the Degree Programme](coursename)\n- I want to know the language of [SOS5](course)\n- I want to know the language of [Syntyvyys, hoiva, sukupolvi](coursename)\n- I want to know the language of [SOS4.3](course)\n- I want to know the language of [Software Project Management, Theory](coursename)\n- I want to know the language of [DPII2](course)\n- I want to know the language of [Visuaalisen journalismin erityisalueet](coursename)\n- I want to know the language of [KASVAR3](course)\n- I want to know the language of [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](coursename)\n- I want to know the language of [BTK2025](course)\n- I want to know the language of [Kokemuksen historia: tavoitteet ja menetelmät](coursename)\n- I want to know the language of [MVKS42E](course)\n- I want to know the language of [Nuorisotyö ja nuorten elämänkulku](coursename)\n- I want to know the language of [KKRA1](course)\n- I want to know the language of [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename)\n- I want to know the language of [PSYA1](course)\n- I want to know the language of [Laajentava harjoittelu](coursename)\n- I want to know the language of [BTK4300](course)\n- I want to know the language of [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](coursename)\n- I want to know the language of [JOUJOVTS](course)\n- I want to know the language of [Liiketoimintaympäristön taloustiede](coursename)\n- I want to know the language of [GTS4](course)\n- I want to know the language of [WWW Programming](coursename)\n- I want to know the language of [DPCMTJ4](course)\n- I want to know the language of [Asioimistulkkaus (monikielinen)](coursename)\n- I want to know the language of [HIST04](course)\n- I want to know the language of [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](coursename)\n- I want to know the language of [KASA5](course)\n- I want to know the language of [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](coursename)\n- I want to know the language of [KASSY5](course)\n- I want to know the language of [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- I want to know what language do they speak in [KASA13](course)\n- I want to know what language do they speak in [Kandidaattiseminaari ja tutkielma (taloustiede) - kevät 2019](coursename)\n- I want to know what language do they speak in [KASSY4](course)\n- I want to know what language do they speak in [Ympäristöhallinnan muutos](coursename)\n- I want to know what language do they speak in [ITIS61](course)\n- I want to know what language do they speak in [Geometria - Geometria](coursename)\n- I want to know what language do they speak in [KKSUSOTE](course)\n- I want to know what language do they speak in [Esimiestyö (syksy 2018)](coursename)\n- I want to know what language do they speak in [HTIS67](course)\n- I want to know what language do they speak in [Julkisoikeuden perusteet (järjestäjä TAMK)](coursename)\n- I want to know what language do they speak in [TSEKP1](course)\n- I want to know what language do they speak in [Osallistuminen opiskelijavaihtoon](coursename)\n- I want to know what language do they speak in [LUOYY003](course)\n- I want to know what language do they speak in [Ääntämisharjoituksia](coursename)\n- I want to know what language do they speak in [KKVE3](course)\n- I want to know what language do they speak in [Kielen kehitys / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- I want to know what language do they speak in [SOS6.4.2](course)\n- I want to know what language do they speak in [Vieraan kielen taito, jatkotaso](coursename)\n- I want to know what language do they speak in [KASSO1](course)\n- I want to know what language do they speak in [Johdatus erikoisalojen käännösviestintään](coursename)\n- I want to know what language do they speak in [TAYJ035](course)\n- I want to know what language do they speak in [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](coursename)\n- I want to know what language do they speak in [ITIP1](course)\n- I want to know what language do they speak in [The Employment Protection in Russia](coursename)\n- I want to know what language do they speak in [MTTMS1](course)\n- I want to know what language do they speak in [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](coursename)\n- I want to know what language do they speak in [KKSAPRE1](course)\n- I want to know what language do they speak in [Kieli käyttöön/Språket i bruk](coursename)\n- I want to know what language do they speak in [TSEKP3](course)\n- I want to know what language do they speak in [Taloustieteen matematiikka I](coursename)\n- I want to know what language do they speak in [VENS10](course)\n- I want to know what language do they speak in [Terveystaloustieteen tohtorikoulutussemiaari](coursename)\n- I want to know what language do they speak in [KASPUHA4](course)\n- I want to know what language do they speak in [Grammaire/Kielioppi](coursename)\n- I want to know what language do they speak in [STYA1A](course)\n- I want to know what language do they speak in [Kestävän kehityksen johdantojakso](coursename)\n- I want to know what language do they speak in [HALTVP11](course)\n- I want to know what language do they speak in [Asiantuntijan puheviestintä ja vuorovaikutus, 1.-2. periodi / VIESTINTÄROHKEUDEN RYHMÄ](coursename)\n- I want to know what language do they speak in [JOUJOVTS](course)\n- I want to know what language do they speak in [Saamelaisen kirjallisuuden intensiivikurssi](coursename)\n- I want to know what language do they speak in [KASLOK3](course)\n- I want to know what language do they speak in [Writing for Research](coursename)\n- I want to know what language do they speak in [KASA12](course)\n- I want to know what language do they speak in [Konsekutiivitulkkaus -](coursename)\n- I want to know what language do they speak in [VENS10](course)\n- I want to know what language do they speak in [Postgraduate seminar in Interactive Technology (Surakka)](coursename)\n- I want to know what language do they speak in [SOS6.1.1](course)\n- I want to know what language do they speak in [Julkisten palvelujen johtaminen](coursename)\n- I want to know what language do they speak in [KKSUSC](course)\n- I want to know what language do they speak in [Structure of English II - Grammar II](coursename)\n- I want to know what language do they speak in [KATLITO3](course)\n- I want to know what language do they speak in [Graduseminaari (Ruohonen)](coursename)\n- I want to know what language do they speak in [PCP02/NAM-VII](course)\n- I want to know what language do they speak in [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](coursename)\n- I want to know what language do they speak in [SAKP3](course)\n- I want to know what language do they speak in [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename)\n- I want to know what language do they speak in [SUOA1](course)\n- I want to know what language do they speak in [Venäjän kielen valmentava kurssi](coursename)\n- I want to know what language do they speak in [LOGP3](course)\n- I want to know what language do they speak in [Professional Writing (online course)](coursename)\n- I want to know is [POLKVA42](course) taught in english\n- I want to know is [Persoonallisuuspsykologia I](coursename) taught in english\n- I want to know is [POLKVA23](course) taught in english\n- I want to know is [Academic writing and theory](coursename) taught in english\n- I want to know is [KKSUPRO](course) taught in english\n- I want to know is [Seminaari](coursename) taught in english\n- I want to know is [SOS10.10.1](course) taught in english\n- I want to know is [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](coursename) taught in english\n- I want to know is [KATYVS27](course) taught in english\n- I want to know is [Research seminar for postgraduate studies](coursename) taught in english\n- I want to know is [KATSTA12](course) taught in english\n- I want to know is [Käännösviestintä I - Käännösviestintä I englanti-suomi](coursename) taught in english\n- I want to know is [KASLOM11](course) taught in english\n- I want to know is [Historian tutkimusprosessi ja historiantutkijan etiikka](coursename) taught in english\n- I want to know is [KKENVAL9](course) taught in english\n- I want to know is [Johdon laskentatoimi ja inhimillinen käyttäytyminen](coursename) taught in english\n- I want to know is [POHP1](course) taught in english\n- I want to know is [Sustainable business practices (Lectures)](coursename) taught in english\n- I want to know is [SOS08.2](course) taught in english\n- I want to know is [Yritysjuridiikan perusteet (avoin yliopisto-opetus)](coursename) taught in english\n- I want to know is [HALJUA14](course) taught in english\n- I want to know is [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename) taught in english\n- I want to know is [BTK0024](course) taught in english\n- I want to know is [Valinnainen jakso: Radioprojekti (syksy)](coursename) taught in english\n- I want to know is [ITIS61](course) taught in english\n- I want to know is [Rauhan- ja konfliktintutkimus (kirjatentti/essee)](coursename) taught in english\n- I want to know is [ENGA11](course) taught in english\n- I want to know is [Semantiikan harjoituskurssi](coursename) taught in english\n- I want to know is [TSEKP2](course) taught in english\n- I want to know is [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](coursename) taught in english\n- I want to know is [POHP5](course) taught in english\n- I want to know is [Työpaja (matematiikan perustaitotesti)](coursename) taught in english\n- I want to know is [TERKAN6](course) taught in english\n- I want to know is [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename) taught in english\n- I want to know is [KASJOHT3](course) taught in english\n- I want to know is [Aineopintojen valinnainen jakso: Metso Talk - suoran lähetyksen ja yleisötilaisuuden tuottaminen](coursename) taught in english\n- I want to know is [KASLOE1.1](course) taught in english\n- I want to know is [Retoriikka ja argumentaatioanalyysi/Retorik och argumentationsanalys](coursename) taught in english\n- I want to know is [POLKVA21](course) taught in english\n- I want to know is [Tiedonhankinnan perusteet](coursename) taught in english\n- I want to know is [KKSU6](course) taught in english\n- I want to know is [Espanja I](coursename) taught in english\n- I want to know is [BTK0001](course) taught in english\n- I want to know is [Johdatus oikeusjärjestykseen](coursename) taught in english\n- I want to know is [RANA7](course) taught in english\n- I want to know is [Johdatus hoitotieteelliseen tutkimukseen](coursename) taught in english\n- I want to know is [FILP1A](course) taught in english\n- I want to know is [Business Translation Seminar Finnish - English](coursename) taught in english\n- I want to know is [HALJUS11](course) taught in english\n- I want to know is [Advanced Course in Corporate Finance](coursename) taught in english\n- I want to know is [POMLFCS3](course) taught in english\n- I want to know is [Laadulliset tutkimusotteet](coursename) taught in english\n- I want to know is [MTTTP1](course) taught in english\n- I want to know is [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](coursename) taught in english\n- I want to know is [RANS5](course) taught in english\n- I want to know is [Eastern European Model: Lithuanian System of Work and Social Security](coursename) taught in english\n- I want to know is [KASSM2](course) taught in english\n- I want to know is [Internationalisation in Education - (Tampere Summer School 2018)](coursename) taught in english\n- I want to know is [YKIEP1](course) taught in english\n- I want to know is [Introduction to leadership and management](coursename) taught in english\n\n\n## intent:periodi\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Period [KATTAP11](course)\n- Period [KATTAP11](coursename)\n- Semester [YKYYHT3](course)\n- Semester [Kasvatushistoria, kirjatentti](coursename)\n- Semester [KASVAR7](course)\n- Semester [Tutkielmapiiri](coursename)\n- Semester [JOVA15](course)\n- Semester [Yhteisö, terveys ja sairaus](coursename)\n- Semester [TERHOIA4](course)\n- Semester [Julkistalous](coursename)\n- Semester [KATTAA13B](course)\n- Semester [Mediakulttuurit / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Semester [SOS6.5.3](course)\n- Semester [Political Economy](coursename)\n- Semester [POHP2](course)\n- Semester [Arviointimenetelmät](coursename)\n- Semester [HISA1B](course)\n- Semester [Soluviljely (1. vuosikurssin opiskelijoille)](coursename)\n- Semester [HALKAS99](course)\n- Semester [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- Semester [KASVAR6](course)\n- Semester [Keskustelunanalyysi (verkkokurssi), syksy 2018](coursename)\n- Semester [KKSULUK](course)\n- Semester [Tietokantaohjelmointi](coursename)\n- Semester [MTTTP1](course)\n- Semester [Terveystieteiden laadulliset tutkimusmenetelmät, hoitotieteen opiskelijoille](coursename)\n- Semester [KKSUPRO](course)\n- Semester [Master's Thesis Seminar in Software Development](coursename)\n- Semester [SOS6.2.4](course)\n- Semester [Kommunikationstraining II](coursename)\n- Semester [LOGM2](course)\n- Semester [Maailmanpolitiikan tutkimus (kirjatentti/essee)](coursename)\n- Semester [GTS8](course)\n- Semester [Puheen ja äänen kulttuurinen ja ammatillinen variaatio - Kirjatentti](coursename)\n- Semester [KASLOM3](course)\n- Semester [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- Semester [SOS6.5.1](course)\n- Semester [Ammattimainen tekstintarkistus](coursename)\n- Semester [LOGS8](course)\n- Semester [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](coursename)\n- Semester [KASVAR9](course)\n- Semester [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](coursename)\n- Semester [TERKAN5](course)\n- Semester [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](coursename)\n- Semester [KASVAR5](course)\n- Semester [Introduction to research methods in public administration](coursename)\n- Semester [TERKANP6](course)\n- Semester [Ohjelmointia teknisille viestijöille](coursename)\n- Semester [ENGP3](course)\n- Semester [Tutkimusseminaari ja pro gradu -tutkielma](coursename)\n- Semester [HALYAA12](course)\n- Semester [Journalismin tulevaisuus, luennot](coursename)\n- Semester [KATTAA35](course)\n- Semester [Orientation - General Orientation Course for International Students](coursename)\n- Semester [LTLY16](course)\n- Semester [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](coursename)\n- Semester [KATRAA11](course)\n- Semester [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](coursename)\n- Semester [TERKAN14](course)\n- Semester [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](coursename)\n- Semester [LUOYA200](course)\n- Semester [Language and Identity](coursename)\n- Quarter [BTK2060](course)\n- Quarter [Olio-ohjelmoinnin perusteet II](coursename)\n- Quarter [VENS3](course)\n- Quarter [Latinalaisen amerikan lähihistoria ja kirjallisuus/Historia y literature contemporáneas de Latinoamérica](coursename)\n- Quarter [POLVOS32](course)\n- Quarter [Mielenterveys, yhteiskunta ja sukupuoli](coursename)\n- Quarter [SOS10.6](course)\n- Quarter [Minuus, identiteetti ja sosiaalinen konteksti](coursename)\n- Quarter [JKKYTVA12](course)\n- Quarter [Public Policy and Governance (book exam/essay)](coursename)\n- Quarter [TIEA2.1A](course)\n- Quarter [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](coursename)\n- Quarter [JOVA14](course)\n- Quarter [Strategia ja yrittäjyys](coursename)\n- Quarter [JOVA20](course)\n- Quarter [Johdatus logopediaan](coursename)\n- Quarter [KATVAA11](course)\n- Quarter [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- Quarter [TIETS26](course)\n- Quarter [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](coursename)\n- Quarter [MTTTA13](course)\n- Quarter [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](coursename)\n- Quarter [KASPUHA4](course)\n- Quarter [Lapsen puheen ja kielen tutkimus ja kuntoutus](coursename)\n- Quarter [MTTMA1A](course)\n- Quarter [Tekstitaidot](coursename)\n- Quarter [TIEA3](course)\n- Quarter [KEB-62100 Orgaaninen kemia](coursename)\n- Quarter [POLVOA41](course)\n- Quarter [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](coursename)\n- Quarter [DPJKKHS](course)\n- Quarter [Orientaatio sosiaalityön opintoihin](coursename)\n- Quarter [POLVOA21](course)\n- Quarter [Kansainvälisen politiikan menetelmäseminaari](coursename)\n- Quarter [ESPFA6](course)\n- Quarter [Kielioppi I (suomenkieliset opiskelijat)](coursename)\n- Quarter [POLKVA21](course)\n- Quarter [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, slk18](coursename)\n- Quarter [KATLITO5](course)\n- Quarter [Valtiosääntöoikeuden syventävä jakso](coursename)\n- Quarter [MVKS16V](course)\n- Quarter [Pro gradu -tutkielma ja -seminaari, tammikuussa 2018 aloittaneet ryhmät](coursename)\n- Quarter [POLKVS31](course)\n- Quarter [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- Quarter [PEDAYOP3](course)\n- Quarter [Saksa IV](coursename)\n- Quarter [RANP3](course)\n- Quarter [Toiminta, tulkinta ja tieto](coursename)\n- Quarter [PSYA3](course)\n- Quarter [Korkeakoulujen rahoitus ja talous - Harjoitustyö](coursename)\n- Quarter [TERHOIA1](course)\n- Quarter [Introduction to Web Publishing (Tampere Summer School 2018)](coursename)\n- Quarter [HALYAS12](course)\n- Quarter [Johtamisen ja julkisen politiikan tutkimus ja ajankohtaiset kysymykset](coursename)\n- Quarter [KASMULTI3](course)\n- Quarter [Mikrotalousteoria I](coursename)\n- Quarter [BTK1023](course)\n- Quarter [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](coursename)\n- Quarter [HISA2](course)\n- Quarter [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](coursename)\n- Academic term [TIETS19](course)\n- Academic term [Graduseminaari / Kekäläinen](coursename)\n- Academic term [KASA13](course)\n- Academic term [Orientation - Orientation to studying in the Computational Big Data Analytics programme](coursename)\n- Academic term [KKSU3](course)\n- Academic term [Talous ja yhteiskunta](coursename)\n- Academic term [TEE4](course)\n- Academic term [Introduction to computational biology](coursename)\n- Academic term [POLKVA42](course)\n- Academic term [Terveys, arki ja toimijuus, luennot](coursename)\n- Academic term [KATTV01](course)\n- Academic term [Tiede ja teknologia -tutkimusseminaari](coursename)\n- Academic term [SOSM4](course)\n- Academic term [Academic Presentations](coursename)\n- Academic term [KASLOE6.1](course)\n- Academic term [Taloustieteen perusteet, monimuoto-opetus](coursename)\n- Academic term [KKES3](course)\n- Academic term [Aikuis- ja ammattikasvatuksen asiantuntijuus](coursename)\n- Academic term [MVKS02](course)\n- Academic term [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename)\n- Academic term [KATJOA12](course)\n- Academic term [Kontrastiivisen fonetiikan perusteet -](coursename)\n- Academic term [KKENLL](course)\n- Academic term [Orientaatiopäivä väitöskirjatutkijoille](coursename)\n- Academic term [DPHSO101](course)\n- Academic term [Hydrogel Journal Club](coursename)\n- Academic term [KASSY2](course)\n- Academic term [Palvelut ja hyvinvointivaltion murros](coursename)\n- Academic term [KIRP5](course)\n- Academic term [New Wars and How to Study Them (POMLFCS3)](coursename)\n- Academic term [HALYAS12](course)\n- Academic term [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename)\n- Academic term [TIEA4](course)\n- Academic term [Tilastotieteen johdantokurssi, iltaryhmä](coursename)\n- Academic term [MVKS54-56](course)\n- Academic term [Talouselämän käännösviestinnän seminaari suomi-saksa -](coursename)\n- Academic term [POLVOS26](course)\n- Academic term [Terve ja sairas ihminen](coursename)\n- Academic term [JOVPVS3](course)\n- Academic term [Lain ja hallinnon käännösviestinnän seminaari englanti-suomi](coursename)\n- Academic term [JMMETUS](course)\n- Academic term [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](coursename)\n- Academic term [KASA3](course)\n- Academic term [Introduction to Finnish History](coursename)\n- Academic term [KAMVRS99](course)\n- Academic term [Orientation to study in the Programme](coursename)\n- Academic term [HALJUS11](course)\n- Academic term [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 3. periodi](coursename)\n- Academic term [KIRP2](course)\n- Academic term [Espanjan kielioppi II/Gramática española II](coursename)\n- Academic term [POLKVS22](course)\n- Academic term [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](coursename)\n- Academic term [POHS12](course)\n- Academic term [Methods in Human-Centered Design](coursename)\n- Academic term [KASLOE1.1](course)\n- Academic term [Aikuisten neuropsykologinen tutkiminen](coursename)\n- Academic term [ESPFA5](course)\n- Academic term [Thesis seminar](coursename)\n- Academic term [VENP2](course)\n- Academic term [Argumentaation ja tieteellisen päättelyn perusteet](coursename)\n- [HALJUA19](course) semester\n- [Current and Future Challenges of World Politics and Economy (POMLFCS3)](coursename) semester\n- [POHP0](course) semester\n- [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](coursename) semester\n- [TERHOIA4](course) semester\n- [Vastuullisen liiketoiminnan case-kurssi](coursename) semester\n- [TIETA6](course) semester\n- [Introduction to Statistics (Tampere Summer School)](coursename) semester\n- [DPCMTJ4](course) semester\n- [Tutkimusseminaari ja pro gradu -tutkielma](coursename) semester\n- [LTLY214](course) semester\n- [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](coursename) semester\n- [KASVAR11](course) semester\n- [Cultural Conversations](coursename) semester\n- [KASA1.2](course) semester\n- [Kiina II](coursename) semester\n- [TRSU01](course) semester\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) semester\n- [SOS6.3.2](course) semester\n- [Asioimistulkkaus (monikielinen)](coursename) semester\n- [MVKS36/31](course) semester\n- [Visuaalisen kulttuurin syventymiskohde - Seminaari](coursename) semester\n- [JOVTS5](course) semester\n- [Introduction to Social Circus Pedagogy - (Tampere Summer School 2018)](coursename) semester\n- [VENA8](course) semester\n- [The European Union (book exam/essay)](coursename) semester\n- [KKSUYP](course) semester\n- [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat lo-opiskelijat](coursename) semester\n- [HTIS87](course) semester\n- [Vakuutustiede ja vakuutustutkimus](coursename) semester\n- [VENP6](course) semester\n- [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, I-periodi](coursename) semester\n- [POLKVA21](course) semester\n- [SPSS:n perusteet, syksy 1](coursename) semester\n- [KKENYHT](course) semester\n- [Planning, Managing and Completing Your Doctoral Thesis](coursename) semester\n- [SOSM5.1](course) semester\n- [Tuutorivastaavana toimiminen](coursename) semester\n- [LTLY210](course) semester\n- [Sosiaalipolitiikan ideat ja käytännöt](coursename) semester\n- [TECHS1](course) semester\n- [Valtio-opin johdantokurssi (kirjatentti)](coursename) semester\n- [MTTMP2](course) semester\n- [Valtio-opin maisteriseminaari](coursename) semester\n- [LTLY01](course) semester\n- [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](coursename) semester\n- [MTTY4](course) semester\n- [Comparative Education Policy](coursename) semester\n- [KATSTA14](course) semester\n- [Scientific Writing - Module A - Writing Clinic](coursename) semester\n- [SOS08.3](course) semester\n- [Hoitotieteen tohtorikoulutusseminaari](coursename) semester\n- [HISS2](course) semester\n- [Arvonlisäverotuksen syventävä opintojakso](coursename) semester\n- [PEACE045](course) semester\n- [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) semester\n- [HTIS87](course) semester\n- [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename) semester\n- [JOVTS5](course) semester\n- [Kirjallinen viestintä I - Kirjallinen tuottaminen](coursename) semester\n- [HALKOS21](course) academic term\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename) academic term\n- [KKIN5](course) academic term\n- [Journal club](coursename) academic term\n- [KASSG](course) academic term\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](coursename) academic term\n- [DPJKKKS](course) academic term\n- [Management and organizations I (literature)](coursename) academic term\n- [MTTY1](course) academic term\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename) academic term\n- [JKKYJOTE1](course) academic term\n- [Väitöskirja (tutkijaseminaarit)](coursename) academic term\n- [KASLOE8.1](course) academic term\n- [Vanheneminen ikääntyvässä yhteiskunnassa](coursename) academic term\n- [YKT09.4](course) academic term\n- [Tieteellinen kirjoittaminen](coursename) academic term\n- [KASA6](course) academic term\n- [Diskurssianalyysi](coursename) academic term\n- [JOVA7/JMMETUS](course) academic term\n- [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename) academic term\n- [TERTIETO4](course) academic term\n- [Lehti- ja verkkojournalismi](coursename) academic term\n- [KKSUPRO](course) academic term\n- [Business Models](coursename) academic term\n- [KKRULL](course) academic term\n- [Research on Society and Organisations](coursename) academic term\n- [STYA8](course) academic term\n- [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (2. periodi)](coursename) academic term\n- [TERKAN4](course) academic term\n- [Verkkopalvelujen informaatioarkkitehtuuri](coursename) academic term\n- [KKSAVAL2](course) academic term\n- [KEB-21101 Mikrobiologia](coursename) academic term\n- [HISA2](course) academic term\n- [Korkeakoulujen rahoitus ja talous - Harjoitustyö](coursename) academic term\n- [POHA11](course) academic term\n- [Intercultural Communication](coursename) academic term\n- [BIO4722](course) academic term\n- [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename) academic term\n- [TIETA18](course) academic term\n- [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename) academic term\n- [PEACE046](course) academic term\n- [Behavioral Finance](coursename) academic term\n- [KKSUKK](course) academic term\n- [Grammaire/Kielioppi](coursename) academic term\n- [KASMULTI4](course) academic term\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaryhmä](coursename) academic term\n- [KATYVP11](course) academic term\n- [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](coursename) academic term\n- [HISS2](course) academic term\n- [Syventävä metodologia - Luennot](coursename) academic term\n- [HISA1A](course) academic term\n- [Kandidaattiseminaari (JATKAVA, Katermaa)](coursename) academic term\n- [TERKAN12](course) academic term\n- [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](coursename) academic term\n- [SOS08.3](course) academic term\n- [Academic Presentations](coursename) academic term\n- [TIEP3](course) academic term\n- [Lukeminen ja kirjoittaminen oppimisen haasteena (seminaarit 1-4 ryhmät)](coursename) academic term\n- [KKKI2](course) academic term\n- [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](coursename) academic term\n- [KKENVAL4](course) quarter\n- [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](coursename) quarter\n- [LTLY16](course) quarter\n- [Tieteellisen tiedonhankinnan perusteet (pohjoismaiset kielet) -](coursename) quarter\n- [BTK2100](course) quarter\n- [Lähihistorian ryhmä](coursename) quarter\n- [TERKAN18](course) quarter\n- [Introduction to Corporate Social Responsibility](coursename) quarter\n- [SOS09.1](course) quarter\n- [Puheviestintä tieteenä](coursename) quarter\n- [KKSU9](course) quarter\n- [Master's Seminar and Thesis](coursename) quarter\n- [JOVPVA5](course) quarter\n- [Study Skills - Basics of Information Literacy](coursename) quarter\n- [KATTAS21B](course) quarter\n- [Puheviestinnän tutkimuskurssi](coursename) quarter\n- [ITIA03](course) quarter\n- [Tissue biology](coursename) quarter\n- [KASA12](course) quarter\n- [Social Constructionism](coursename) quarter\n- [ITIS42](course) quarter\n- [Orientaatio historian tutkinto-ohjelman opintoihin](coursename) quarter\n- [KATTAS21B](course) quarter\n- [Ruotsin kielen valmentava kurssi](coursename) quarter\n- [POLVOA41/S23/28](course) quarter\n- [International Trade and Finance (Tampere Summer School) - luennot ja tentti](coursename) quarter\n- [KIRA4E](course) quarter\n- [Tieteellinen kirjoittaminen](coursename) quarter\n- [RANP2](course) quarter\n- [Johtamisen ja organisaatioiden perusteet](coursename) quarter\n- [LATAP3](course) quarter\n- [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename) quarter\n- [KATVAS99](course) quarter\n- [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](coursename) quarter\n- [ITIS14](course) quarter\n- [Parties, Elections and Political Participation (book exam/essay)](coursename) quarter\n- [SOS10.6](course) quarter\n- [Project Work (Fall term 2018)](coursename) quarter\n- [HALHAA99](course) quarter\n- [Kansallisen ja Euroopan tason vuorovaikutus (kirjatentti/essee)](coursename) quarter\n- [KIRS4](course) quarter\n- [Yhteisöviestintä kunta- ja aluejohtamisessa](coursename) quarter\n- [FILJATKO](course) quarter\n- [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](coursename) quarter\n- [SUOA2](course) quarter\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.3.2019](coursename) quarter\n- [JKKYTU01](course) quarter\n- [Suullinen viestintä / Mündliche Kommunikation](coursename) quarter\n- [KATLAP21](course) quarter\n- [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename) quarter\n- [HALHAP01](course) quarter\n- [Reading Waste](coursename) quarter\n- [KASP3](course) quarter\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](coursename) quarter\n- [HTIS54](course) quarter\n- [Introduction to Cultural Psychology](coursename) quarter\n- [ESPFA6](course) quarter\n- [Ohjatut asiakastyöt](coursename) quarter\n- [STYA3B](course) quarter\n- [Julkisen talousjohtamisen tietojärjestelmät](coursename) quarter\n- This semester [VENA8](course)\n- This semester [Valinnainen jakso: Radioprojekti (syksy)](coursename)\n- This semester [KATVAA12](course)\n- This semester [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename)\n- This semester [SUKKP5B](course)\n- This semester [Tuutorivastaavana toimiminen - Projekti/käytännön työ](coursename)\n- This semester [KASLOE7.2](course)\n- This semester [Varhaisiän musiikkikasvatus / Luennot - 2.vsk](coursename)\n- This semester [FILP5B](course)\n- This semester [Biostatistiikka ja tilastollinen tietojenkäsittely](coursename)\n- This semester [HISA2](course)\n- This semester [Mediatutkimuksen valinn. jakso: Ääni, teknologia ja kulttuuri](coursename)\n- This semester [MVKS54](course)\n- This semester [Valinnainen jakso: Radioprojekti (kevät)](coursename)\n- This semester [LOGA8](course)\n- This semester [Rekisteritutkimukset](coursename)\n- This semester [KKSUSOTE](course)\n- This semester [Journalismin perusteet, luennot](coursename)\n- This semester [KKSULUK](course)\n- This semester [Filosofian historia](coursename)\n- This semester [KKENYHT](course)\n- This semester [Rakennebiologia](coursename)\n- This semester [JOUJOVTS](course)\n- This semester [Johdatus visuaaliseen kulttuuriin](coursename)\n- This semester [KKSUHUK](course)\n- This semester [Management Accounting and Human Behaviour](coursename)\n- This semester [KKES1](course)\n- This semester [Globaali, lokaali ja yhteisöllisyys sosiaalityössä (kirjatentti)](coursename)\n- This semester [KKSUSOTE](course)\n- This semester [The Theory and Method of International Relations (theory) (book exam)](coursename)\n- This semester [KATJOS99](course)\n- This semester [Visuality, security and peace: Introduction into visual peace research and visual security studies](coursename)\n- This semester [KATJOA12](course)\n- This semester [Vapaaehtoistyö / Voluntary Work](coursename)\n- This semester [KATYVA51](course)\n- This semester [Development, Education and Lifecourse](coursename)\n- This semester [KASA15](course)\n- This semester [Marketing Communications](coursename)\n- This semester [PEACE046](course)\n- This semester [Lähtötasokoe / Schwellentest](coursename)\n- This semester [YKYYHT3](course)\n- This semester [Tieteellinen kirjoittaminen (SOC)](coursename)\n- This semester [HALTVA12](course)\n- This semester [Eurooppa-vero-oikeus](coursename)\n- This semester [BTK4321](course)\n- This semester [Integraation teoria ja EU:n päätöksenteko (kirjatentti/essee)](coursename)\n- This semester [KKSUHUK1](course)\n- This semester [Yliopistopedagogiikan perusteet](coursename)\n- This semester [POLKVS40](course)\n- This semester [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](coursename)\n- This semester [JOVTS7](course)\n- This semester [Aikuiskasvatus ja työelämä, kirjatentti, Seinäjoki](coursename)\n- This semester [RANA7](course)\n- This semester [Management Accounting and Human Behaviour](coursename)\n- This semester [KKESVAL4](course)\n- This semester [Responsible Business and Social Accounting (Online course)](coursename)\n- This semester [JOVVAL](course)\n- This semester [Maailmanpolitiikan tutkimus (kirjatentti/essee)](coursename)\n- This semester [POLVOA21](course)\n- This semester [Identity Conflicts in the Arab Worlds](coursename)\n- What period [KATJOS21](course)\n- What period [Perintö-, lahja- ja varainsiirtoverotus](coursename)\n- What period [TERA1](course)\n- What period [Hallinto-oikeuden syventävä jakso](coursename)\n- What period [KATVAS12](course)\n- What period [Finnish Elementary Course 2](coursename)\n- What period [ITIY3](course)\n- What period [Project Work (Fall term 2018)](coursename)\n- What period [TAYJ042](course)\n- What period [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](coursename)\n- What period [NAM-III/VI](course)\n- What period [Makrotalousteoria II](coursename)\n- What period [ESPFA5](course)\n- What period [Debating for Academic Purposes](coursename)\n- What period [JOVTS5](course)\n- What period [The Cancer Biology Journal Club](coursename)\n- What period [BTK2223](course)\n- What period [Sosiaalityö terveydenhuollossa](coursename)\n- What period [TAYJ11](course)\n- What period [Tietotekniikkataidot (syksy)](coursename)\n- What period [HIST01](course)\n- What period [Algorithmic Problem Solving](coursename)\n- What period [TIETA6](course)\n- What period [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](coursename)\n- What period [HALKAP01](course)\n- What period [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename)\n- What period [ITIY3](course)\n- What period [Musisointi - 1.vsk](coursename)\n- What period [KKSA4](course)\n- What period [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 12.-13.12.2018](coursename)\n- What period [KASP4](course)\n- What period [Retoriikka ja argumentaatioanalyysi/Retorik och argumentationsanalys](coursename)\n- What period [KATLITO8](course)\n- What period [Minuus, identiteetti ja sosiaalinen konteksti](coursename)\n- What period [KATTAA13A](course)\n- What period [Master's Thesis Seminar - Thesis seminar II](coursename)\n- What period [HALJTS02](course)\n- What period [Kv-tuutorina toimiminen](coursename)\n- What period [ENGS22-24](course)\n- What period [Terveystieteiden laadulliset tutkimusmenetelmät, hoitotieteen opiskelijoille](coursename)\n- What period [JOVVAL](course)\n- What period [Identity and Lifecourse - Lectures, reading groups and essay](coursename)\n- What period [LOGM2](course)\n- What period [Vakuutustoiminnan periaatteet ja johtaminen](coursename)\n- What period [KATYVS23](course)\n- What period [International Society (book exam/essay)](coursename)\n- What period [KASSO5](course)\n- What period [Syntax](coursename)\n- What period [TAYJ035](course)\n- What period [Kehityspsykologia I (avoin yliopisto)](coursename)\n- What period [HTIS60](course)\n- What period [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](coursename)\n- What period [MTTY3](course)\n- What period [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename)\n- What period [TIETS44](course)\n- What period [Legal English](coursename)\n- What period [BTK2037](course)\n- What period [Sosiaalityön harjoittelu](coursename)\n- What period [KKSUOPE](course)\n- What period [Dialogue: Constructive Talk at Work](coursename)\n- What study period [KASLOE8.3](course)\n- What study period [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](coursename)\n- What study period [STYP5](course)\n- What study period [Matrices for Statistics and Computational Methods](coursename)\n- What study period [HISJATKO](course)\n- What study period [Liikunta - Liikuntapedagogiikka perusopetuksessa B - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- What study period [HISA1A](course)\n- What study period [Vaihtuvasisältöiset erikoiskurssit (kirjallinen tentti suoritusvaihtoehto) -](coursename)\n- What study period [SOSM2](course)\n- What study period [Orientoivat opinnot, HOPS](coursename)\n- What study period [TAYJ032](course)\n- What study period [Lapset ympäristönsä tutkijoina - Matematiikka](coursename)\n- What study period [JOVAT1](course)\n- What study period [Basics of Marketing and Sales -](coursename)\n- What study period [KASLOM11](course)\n- What study period [Graduseminaari, alkava (Kaarninen)](coursename)\n- What study period [KKRUBMT](course)\n- What study period [Cultural Transitions](coursename)\n- What study period [MTTY3](course)\n- What study period [Doctoral course on health policy](coursename)\n- What study period [KKKI2](course)\n- What study period [Basics II: Intermediate Czech I](coursename)\n- What study period [KATLAA22](course)\n- What study period [Implementation and Evaluation of Public Policies](coursename)\n- What study period [SUKKP5B](course)\n- What study period [Pro gradu -tutkielma ja -seminaari](coursename)\n- What study period [KATMAS13](course)\n- What study period [Language and Identity](coursename)\n- What study period [MTTS1](course)\n- What study period [Research Ethics](coursename)\n- What study period [DPEDUB.1C](course)\n- What study period [MED Research Colloquium](coursename)\n- What study period [BTK1031](course)\n- What study period [Kielen kehitys / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- What study period [DPLA01](course)\n- What study period [Muu valinnainen kurssi](coursename)\n- What study period [YKTM6.3](course)\n- What study period [Sopimusoikeuden syventävä opintojakso](coursename)\n- What study period [JOVP2](course)\n- What study period [Introduction to Education in Finland - Lectures, observation, essay and learning diary](coursename)\n- What study period [PSYS12](course)\n- What study period [Johtajuuden nykysuuntia](coursename)\n- What study period [BIO2250](course)\n- What study period [Laajentava harjoittelu](coursename)\n- What study period [MOLI](course)\n- What study period [Sosiaalipsykologia](coursename)\n- What study period [LUOYY019](course)\n- What study period [WWW Programming](coursename)\n- What study period [KASA5](course)\n- What study period [Dimensionality Reduction and Visualization](coursename)\n- What study period [KATMAA16](course)\n- What study period [Vakuutustoiminnan periaatteet ja johtaminen](coursename)\n- What study period [MOLI](course)\n- What study period [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (4. periodi)](coursename)\n- What study period [MTTMS10](course)\n- What study period [Käännösviestintä venäjä-suomi](coursename)\n- What study period [SOS6.1.3](course)\n- What study period [Hallinto-oikeus](coursename)\n- What study period [POHS2](course)\n- What study period [Kuvataidekasvatus / Harjoitukset - 2.vsk](coursename)\n- What study period is [KATVRP11](course) in\n- What study period is [Sanastotyö](coursename) in\n- What study period is [MVKS57](course) in\n- What study period is [Tiedonhankinnan perusteet](coursename) in\n- What study period is [KASTUTOR](course) in\n- What study period is [Biokemian menetelmät](coursename) in\n- What study period is [JOVKA1](course) in\n- What study period is [Johdatus oikeusjärjestykseen (verkkokurssi)](coursename) in\n- What study period is [KASVARTA](course) in\n- What study period is [Institutions, Innovation and Economic Renewal (NORDIG)](coursename) in\n- What study period is [BTK4400](course) in\n- What study period is [Thesis seminar and Master's Thesis](coursename) in\n- What study period is [KASLOM10](course) in\n- What study period is [Fonetiikan perusopintojen harjoitustyö](coursename) in\n- What study period is [TIETS02](course) in\n- What study period is [Kuinka suurenmoisia ihmiset ovat olleet - sopeutumaan pohjoisiin luonnonolosuhteisiin!](coursename) in\n- What study period is [KKKI1](course) in\n- What study period is [Monikielisyys ja -kulttuurisuus](coursename) in\n- What study period is [STYS3A](course) in\n- What study period is [Mikrotalousteoria I](coursename) in\n- What study period is [ITIS24](course) in\n- What study period is [Introduction to Statistics (Tampere Summer School)](coursename) in\n- What study period is [KASVAR3](course) in\n- What study period is [Introduction to Risk Management and Insurance (spring semester)](coursename) in\n- What study period is [HALHAS17](course) in\n- What study period is [Valtio-opin maisteriseminaari](coursename) in\n- What study period is [DPHSM304](course) in\n- What study period is [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename) in\n- What study period is [KKRA4](course) in\n- What study period is [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](coursename) in\n- What study period is [JKKYVP11](course) in\n- What study period is [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename) in\n- What study period is [MEDU02](course) in\n- What study period is [Communication Skills in English - Academic Writing II](coursename) in\n- What study period is [KKES4](course) in\n- What study period is [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](coursename) in\n- What study period is [JOVA1](course) in\n- What study period is [Kandidaatintutkielmaseminaari - Seminaari](coursename) in\n- What study period is [TIETS21](course) in\n- What study period is [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](coursename) in\n- What study period is [KASP5](course) in\n- What study period is [Lesen, Verstehen, Schreiben](coursename) in\n- What study period is [HALYAA13](course) in\n- What study period is [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](coursename) in\n- What study period is [JOVA6](course) in\n- What study period is [Business Translation Seminar Finnish - English](coursename) in\n- What study period is [SUKKP6](course) in\n- What study period is [Luontokirjoittamisen klassikot](coursename) in\n- What study period is [KASLOE7.1](course) in\n- What study period is [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](coursename) in\n- What study period is [LOGS9](course) in\n- What study period is [Ohjelmoinnin tekniikka C](coursename) in\n- What study period is [TRSU03](course) in\n- What study period is [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](coursename) in\n- What study period is [TERTIETO3](course) in\n- What study period is [Vauvasta vaariin. Ikä feministisessä tutkimuksessa](coursename) in\n- What study period is [KASSM2](course) in\n- What study period is [Geometria - Geometria](coursename) in\n- What study period is [TRMU1](course) in\n- What study period is [Markkinoinnin johtaminen ja organisointi](coursename) in\n- What period will [LTLY16](course) begin\n- What period will [Specialised International Relations Research Methods (book exam/essay)](coursename) begin\n- What period will [KATVAA15](course) begin\n- What period will [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename) begin\n- What period will [DPIT2](course) begin\n- What period will [Vähittäiskaupan konseptit](coursename) begin\n- What period will [KATVRA12](course) begin\n- What period will [Vahinkoriskien vakuuttaminen](coursename) begin\n- What period will [MOLI](course) begin\n- What period will [Vakuutustiede ja vakuutustutkimus](coursename) begin\n- What period will [KATLITO3](course) begin\n- What period will [Responsible Business and Social Accounting (Lectures)](coursename) begin\n- What period will [KASPUHP2](course) begin\n- What period will [Julkisoikeuden perusteet](coursename) begin\n- What period will [KATYVS25](course) begin\n- What period will [Visuaalisen journalismin perusteet, harjoitukset](coursename) begin\n- What period will [PGHINT](course) begin\n- What period will [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename) begin\n- What period will [KIRA3G](course) begin\n- What period will [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (ryhmät)](coursename) begin\n- What period will [BTK1062](course) begin\n- What period will [Seminaari II / Seminar II](coursename) begin\n- What period will [TAYJ033](course) begin\n- What period will [Arvonlisäverotus](coursename) begin\n- What period will [KASA13](course) begin\n- What period will [Comparative Research in Social Policy](coursename) begin\n- What period will [COSOPC2](course) begin\n- What period will [Muutosjohtaminen sosiaalityössä - Sosnet verkkokurssi](coursename) begin\n- What period will [POLVOS40](course) begin\n- What period will [Perusharjoittelu B - Ohjattu opetusharjoittelu](coursename) begin\n- What period will [ENGP7](course) begin\n- What period will [Latinankielinen kirjallisuus I: klassinen latina](coursename) begin\n- What period will [LTLY212](course) begin\n- What period will [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](coursename) begin\n- What period will [HISS2](course) begin\n- What period will [Histoteknologian ja valomikroskopian perusteet](coursename) begin\n- What period will [HALKAS12](course) begin\n- What period will [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename) begin\n- What period will [KASVAR9](course) begin\n- What period will [Research seminar for postgraduate studies](coursename) begin\n- What period will [KASA13](course) begin\n- What period will [Introduction to Academic English (diverse learners)](coursename) begin\n- What period will [KATVRA15](course) begin\n- What period will [Foundations of English Business Communication](coursename) begin\n- What period will [TRSU05](course) begin\n- What period will [Jatko-opintoja](coursename) begin\n- What period will [PEDA4](course) begin\n- What period will [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) begin\n- What period will [HISS1A](course) begin\n- What period will [Johdon laskentatoimen teoria -](coursename) begin\n- What period will [KIRP4](course) begin\n- What period will [Communication écrite/Kirjallinen viestintä](coursename) begin\n- What period will [KASP1](course) begin\n- What period will [Harjoittelu / Varhaiskasvatus](coursename) begin\n- What period will [KKENVAL1](course) begin\n- What period will [Talous - politiikka - kulttuuri -lukupiiri](coursename) begin\n- What period will [ITIS23](course) begin\n- What period will [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (hoitotieteen opiskelijoille)](coursename) begin\n- What period will [POLVOA41/S23/28](course) begin\n- What period will [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](coursename) begin\n- [ENGA11](course) period\n- [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](coursename) period\n- [TAYJ031](course) period\n- [Saksankielisten maiden nykykulttuuri / Gegenwartskultur der deutschsprachigen Länder](coursename) period\n- [KATLAS26](course) period\n- [Embryology](coursename) period\n- [KATJOS99](course) period\n- [Doctoral course on health policy](coursename) period\n- [TEE4](course) period\n- [Statistical Analysis with Missing Data (advanced)](coursename) period\n- [JOVP2](course) period\n- [A Biomedical View of Patenting](coursename) period\n- [YKT10.1.2](course) period\n- [Usean muuttujan integraalilaskenta](coursename) period\n- [BTK0002](course) period\n- [Graduseminaari, jatkava (Niemi)](coursename) period\n- [KATTAP11](course) period\n- [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](coursename) period\n- [ITIP4](course) period\n- [Political Philosophy (book exam/essay)](coursename) period\n- [TRMU2](course) period\n- [Kääntämisen ja tulkkauksen teoria ja käytäntö - Tulkkausviestinnän perusteet](coursename) period\n- [POLVOS25](course) period\n- [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](coursename) period\n- [TERHOIA4](course) period\n- [Scientific Writing - Module A - Writing Clinic](coursename) period\n- [KKSUSC](course) period\n- [Eurooppalainen, euraasialainen ja globaali energiapolitiikka (kirjatentti/essee)](coursename) period\n- [KASLOM8](course) period\n- [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](coursename) period\n- [LOGA10](course) period\n- [Oikeudellisen tutkimuksen perusteet](coursename) period\n- [POLPOP02](course) period\n- [Bioinformatics work course](coursename) period\n- [KASLOH4A](course) period\n- [Kielioppi II/Språkets strukturer II](coursename) period\n- [SUOK2/A6](course) period\n- [International tutoring / Kv-tuutorina toimiminen](coursename) period\n- [JOVPVS13](course) period\n- [Konsekutiivitulkkaus -](coursename) period\n- [KASP1-KASP5](course) period\n- [Maailmanloppu nyt. Ja ennen.](coursename) period\n- [JKKYINA11](course) period\n- [Kliininen neuropsykologia II](coursename) period\n- [SOS6.3.1](course) period\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](coursename) period\n- [TIEP3](course) period\n- [Tekninen viestintä ja informaation suunnittelu](coursename) period\n- [ENGP3](course) period\n- [Käsityö - Projektiosio - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename) period\n- [KATVRP11](course) period\n- [Principles of Usability, User Experience and User Interfaces](coursename) period\n- [ITIA01](course) period\n- [Introduction to Finnish History](coursename) period\n- [SOS6.5.1](course) period\n- [Tilinpäätös- ja verosuunnittelu](coursename) period\n- [RANP6](course) period\n- [Project Planning and Management](coursename) period\n- [SOS4.5](course) period\n- [Johdatus sosiaalitieteisiin (verkkokurssi)](coursename) period\n- Is [LTLY213](course) this period\n- Is [Johdatus kunta- ja aluejohtamiseen](coursename) this period\n- Is [KKRUYHT](course) this period\n- Is [Innovation Project (Spring term 2018-III)](coursename) this period\n- Is [MVKS15R](course) this period\n- Is [Valtiosääntöoikeus](coursename) this period\n- Is [KASLOE1.1](course) this period\n- Is [Biotechnical product development](coursename) this period\n- Is [TERTIETO3](course) this period\n- Is [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) this period\n- Is [SAKP3](course) this period\n- Is [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](coursename) this period\n- Is [KATVRP11](course) this period\n- Is [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) this period\n- Is [KATLAS13](course) this period\n- Is [Introduction to Political Theory (book exam/essay)](coursename) this period\n- Is [POHP5](course) this period\n- Is [Thesis seminar and Master's Thesis](coursename) this period\n- Is [KKSUVAL1](course) this period\n- Is [Work and Health](coursename) this period\n- Is [ROMAP3](course) this period\n- Is [Advanced Course in Corporate Finance](coursename) this period\n- Is [KASLOM10](course) this period\n- Is [Innovation Project (Spring term 2018-IV)](coursename) this period\n- Is [KASLOE9.5](course) this period\n- Is [Terveyden ja mielenterveyden psykologia I](coursename) this period\n- Is [POLPOP04](course) this period\n- Is [Lähtötasokoe - Kirjallinen tentti](coursename) this period\n- Is [KKSUPRO](course) this period\n- Is [Kehittyminen johtajaksi terveydenhuollossa](coursename) this period\n- Is [KKENVAL2](course) this period\n- Is [Kandidaattiseminaari (JATKAVA, Katermaa)](coursename) this period\n- Is [BTK0021](course) this period\n- Is [Johdatus tietojenkäsittelytieteisiin](coursename) this period\n- Is [LUOYY005](course) this period\n- Is [Markkinoinnin johtaminen ja organisointi](coursename) this period\n- Is [ENGA12](course) this period\n- Is [Study Skills and Personal Study Planning - Basics of Information Literacy](coursename) this period\n- Is [TRSU05](course) this period\n- Is [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename) this period\n- Is [KKSUPRO](course) this period\n- Is [Mikrotalousteoria I](coursename) this period\n- Is [KATJOS32](course) this period\n- Is [PhD by publication: writing integrative chapter](coursename) this period\n- Is [KASA12](course) this period\n- Is [Psykologian tutkimusmenetelmät I (avoin yliopisto)](coursename) this period\n- Is [TIETS09](course) this period\n- Is [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](coursename) this period\n- Is [POHA3](course) this period\n- Is [Internet ja vuorovaikutteinen media](coursename) this period\n- Is [JOUJOVTS](course) this period\n- Is [Kandidaattiseminaari (Vuolanto)](coursename) this period\n- Is [STYA3A2](course) this period\n- Is [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename) this period\n- Is [KASSM2](course) this period\n- Is [Tendances de la littérature française moderne/Ranskalaisen nykykirjallisuuden suuntauksia](coursename) this period\n- Is [JKKYTVA13](course) this period\n- Is [Työ- ja organisaatiopsykologia II](coursename) this period\n- Is [TAYJ035](course) this period\n- Is [Kirjallinen viestintä II / Schriftliche Kommunikation II](coursename) this period\n- Which period is [POLPOP03](course)\n- Which period is [Diskurssianalyysi](coursename)\n- Which period is [PSYS6E](course)\n- Which period is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 9.11.2018](coursename)\n- Which period is [PGHAS07](course)\n- Which period is [Nuorisokasvatuksen ja nuorisotyön teoreettisia suuntauksia (verkkokurssi)](coursename)\n- Which period is [JOVA6](course)\n- Which period is [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](coursename)\n- Which period is [SAKA12](course)\n- Which period is [Johdon laskentatoimen perusteet](coursename)\n- Which period is [KATSTA12](course)\n- Which period is [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (ryhmät)](coursename)\n- Which period is [POLVOS40](course)\n- Which period is [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- Which period is [KATVAA11](course)\n- Which period is [Terveysteknologia](coursename)\n- Which period is [DPJKKPS](course)\n- Which period is [Tissue biology](coursename)\n- Which period is [KATJOS11](course)\n- Which period is [Yritysjuridiikan perusteet (avoin yliopisto-opetus)](coursename)\n- Which period is [KKRUYHT](course)\n- Which period is [Farmakologisen biologian perusteet](coursename)\n- Which period is [KATTAA37](course)\n- Which period is [Cultural Conversations](coursename)\n- Which period is [BTK4030](course)\n- Which period is [Aktuelle Texte aus Presse und Studium](coursename)\n- Which period is [KASVAR2](course)\n- Which period is [Peace and Conflict Research (book exam/essay)](coursename)\n- Which period is [KATJOS21](course)\n- Which period is [Kandidaatintutkielma](coursename)\n- Which period is [KIRA3G](course)\n- Which period is [Johdatus verkostoanalyysiin](coursename)\n- Which period is [HISA4](course)\n- Which period is [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](coursename)\n- Which period is [KKSAVAL1](course)\n- Which period is [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Pori](coursename)\n- Which period is [ITIS61](course)\n- Which period is [Valinnainen jakso: TV-makasiinikurssi (kevään ryhmä)](coursename)\n- Which period is [SUKKP2](course)\n- Which period is [Työ- ja organisaatiopsykologian interventiot](coursename)\n- Which period is [KKRUYHT](course)\n- Which period is [Varhaismoderni yhteiskunta](coursename)\n- Which period is [TERTIETO2](course)\n- Which period is [Performance management in public organizations](coursename)\n- Which period is [TERKAN4](course)\n- Which period is [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](coursename)\n- Which period is [TECHS4](course)\n- Which period is [Merkitys](coursename)\n- Which period is [VENP4](course)\n- Which period is [Ympäristöhallinnan muutos](coursename)\n- Which period is [TERTIETO1](course)\n- Which period is [Finnish Elementary Course 1 (taught in 1. & 2. period)](coursename)\n- Which period is [SAKS2](course)\n- Which period is [Saksankielinen kaunokirjallisuus valistusajasta toiseen maailmansotaan / Deutschsprachige Literatur von der Aufklärung bis zum Zweiten Weltkrieg](coursename)\n- Which period is [BTK1013](course)\n- Which period is [Kandidaatin tutkielma ja seminaari (hoitotiede)](coursename)\n- Which period is [KKENYHT](course)\n- Which period is [Tutkielmakurssi (periodi I)](coursename)\n- Which period is [ITIS61](course)\n- Which period is [History of Education - book exam](coursename)\n- Which period will [KATVAS99](course) begin\n- Which period will [Writing Research Grant Proposals](coursename) begin\n- Which period will [ITIP1](course) begin\n- Which period will [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](coursename) begin\n- Which period will [TERHOO1](course) begin\n- Which period will [Tiedonhankintataidot 3op - Tiedonhankintataidot I - Tiedonhankinnan perusteet](coursename) begin\n- Which period will [TSEKP1](course) begin\n- Which period will [Valinnainen jakso: Tiedeviestinnän käytänteet](coursename) begin\n- Which period will [JOVA6/JMMETUS](course) begin\n- Which period will [Johdon laskentatoimen teoria -](coursename) begin\n- Which period will [KATTV01](course) begin\n- Which period will [Klinikkaharjoittelu](coursename) begin\n- Which period will [KATYVA24](course) begin\n- Which period will [Laajentava harjoittelu](coursename) begin\n- Which period will [HALYAS13](course) begin\n- Which period will [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename) begin\n- Which period will [TAYJ12](course) begin\n- Which period will [Politics of Memory in Eastern Europe](coursename) begin\n- Which period will [MVKS40/62](course) begin\n- Which period will [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Harjoitukset - 1.vsk](coursename) begin\n- Which period will [SOS3](course) begin\n- Which period will [Graduseminaari, jatkava (Niemi)](coursename) begin\n- Which period will [FILAPRO](course) begin\n- Which period will [Organisaatioiden kehittäminen ja konsultointi](coursename) begin\n- Which period will [KASA13](course) begin\n- Which period will [Statistical Inference 1](coursename) begin\n- Which period will [HTIS86](course) begin\n- Which period will [Global Issues on Mental Health and Mental Health Services - Web course](coursename) begin\n- Which period will [MVKS42E](course) begin\n- Which period will [Työ- ja organisaatiopsykologia II](coursename) begin\n- Which period will [KATJOA99](course) begin\n- Which period will [Research on Teaching and Learning - Seminar](coursename) begin\n- Which period will [DPHSF502](course) begin\n- Which period will [Terveystaloustieteen tohtorikoulutussemiaari](coursename) begin\n- Which period will [KASVAR11](course) begin\n- Which period will [ATLAS.ti laadullisen analyysin tukena](coursename) begin\n- Which period will [KATVRA13](course) begin\n- Which period will [Aikuisten mielenterveysinterventiot](coursename) begin\n- Which period will [KKVEVAL1](course) begin\n- Which period will [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](coursename) begin\n- Which period will [SAKA10](course) begin\n- Which period will [Doctoral Studies](coursename) begin\n- Which period will [KASVAR11](course) begin\n- Which period will [Teoria- ja metodiopinnot](coursename) begin\n- Which period will [STYS1A](course) begin\n- Which period will [Terveyden edistämisen perusteet](coursename) begin\n- Which period will [KASP2](course) begin\n- Which period will [Lain ja hallinnon käännösviestinnän seminaari ranska-suomi](coursename) begin\n- Which period will [BTK1015](course) begin\n- Which period will [Syventävä projekti, syksyllä 2018 alkava](coursename) begin\n- Which period will [JOVP1](course) begin\n- Which period will [Teknologiakasvatus - Teknologia](coursename) begin\n- Which period will [SOSM5.1](course) begin\n- Which period will [Tiedonhankintataidot 3op - Tiedonhankintataidot I - Tiedonhankinnan perusteet](coursename) begin\n- Which period will [KKRUYHT](course) begin\n- Which period will [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](coursename) begin\n- Which period will [KASA3](course) begin\n- Which period will [Vapaaehtoistyössä toimiminen](coursename) begin\n- Which period will [HALJTS07](course) begin\n- Which period will [Behavioral Finance](coursename) begin\n- What period will [KASA12](course) begin\n- What period will [Vuorovaikutuksen perusteet - verkkokurssina II](coursename) begin\n- What period will [HALVALS10](course) begin\n- What period will [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) kevät 2019](coursename) begin\n- What period will [TRSU01](course) begin\n- What period will [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](coursename) begin\n- What period will [HISA2](course) begin\n- What period will [Johtajuuden nykysuuntia](coursename) begin\n- What period will [KATYVA52](course) begin\n- What period will [Seminaari (Nikunen) jatkuu keväältä](coursename) begin\n- What period will [KASP3](course) begin\n- What period will [Kielellinen vaihtelu/Språklig variation](coursename) begin\n- What period will [SOS4.3](course) begin\n- What period will [Aluetalous ja kaupunkitalous](coursename) begin\n- What period will [MVKS34](course) begin\n- What period will [Kasvatuksen historialliset ja filosofiset lähtökohdat, verkko-opetus](coursename) begin\n- What period will [FILA9](course) begin\n- What period will [Konfliktinratkaisu (kirjatentti/essee)](coursename) begin\n- What period will [POLVOS26](course) begin\n- What period will [Master's thesis seminar and master's thesis](coursename) begin\n- What period will [KKSAVAL1](course) begin\n- What period will [Monikulttuurinen kirjallisuus Suomessa](coursename) begin\n- What period will [SUOK2/A6](course) begin\n- What period will [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename) begin\n- What period will [SOS6.2.2](course) begin\n- What period will [Julkisoikeuden perusteet (järjestäjä TAMK)](coursename) begin\n- What period will [HALJTA99](course) begin\n- What period will [Yhteisöllinen oppiminen ja ohjaus - Seminaari](coursename) begin\n- What period will [STYS2A](course) begin\n- What period will [Tarkastusmenetelmien teoria ja käytäntö](coursename) begin\n- What period will [ITIS12](course) begin\n- What period will [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen 1 vsk (pienryhmäopetus)](coursename) begin\n- What period will [ESPFP1](course) begin\n- What period will [Kielioppi- ja sanastoharjoitukset / Grammatik und Wortschatzübungen](coursename) begin\n- What period will [SOS03.1](course) begin\n- What period will [Terveyden ja mielenterveyden psykologia I](coursename) begin\n- What period will [KKSUTTK](course) begin\n- What period will [Tekstilingvistiikka / Textlinguistik](coursename) begin\n- What period will [PSYA6](course) begin\n- What period will [Business, Society and Nature (Independent study) Autumn 2018](coursename) begin\n- What period will [DPEDUB.2](course) begin\n- What period will [Puheen ja äänen tutkimusharjoittelu - Projekti / käytännön työ](coursename) begin\n- What period will [KATJOS43](course) begin\n- What period will [Tutkimus ja teoria](coursename) begin\n- What period will [ENGP8](course) begin\n- What period will [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename) begin\n- What period will [DPLASEM](course) begin\n- What period will [KV-tuutorina toimiminen](coursename) begin\n- What period will [MEDU02](course) begin\n- What period will [Hallinto-oikeus](coursename) begin\n- What period will [SAKA10](course) begin\n- What period will [Johdatus taloushallintoon](coursename) begin\n- What period will [KASA3](course) begin\n- What period will [European Social Policy: Content and Actors](coursename) begin\n- What period will [JOUJOVTS/JMMETU](course) begin\n- What period will [Tilastotieteen matriisilaskenta ja laskennalliset menetelmät](coursename) begin\n- What period will [SOS4.4](course) begin\n- What period will [Kuvakulttuuri -](coursename) begin\n- What period will [RANAV3](course) begin\n- What period will [Literature and Change after 1900 (British Literature)](coursename) begin\n- [KATTAA90](course) curriculum\n- [Seminaari (Kunelius)](coursename) curriculum\n- [KASA13](course) curriculum\n- [Terveys, arki ja toimijuus, luennot](coursename) curriculum\n- [POLVOA51](course) curriculum\n- [Orientoivat opinnot ja HOPS (kirjallisuustiede)](coursename) curriculum\n- [HALJUS15](course) curriculum\n- [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](coursename) curriculum\n- [HISA4](course) curriculum\n- [Julkisen talousjohtamisen informaatio](coursename) curriculum\n- [FILA9](course) curriculum\n- [Kandidaattiseminaari ja -tutkielma (julkisoikeus), kevät -](coursename) curriculum\n- [ENGP1](course) curriculum\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 30.-31.8.2018](coursename) curriculum\n- [KATVRA24](course) curriculum\n- [Lähihistorian ryhmä](coursename) curriculum\n- [KASSM2](course) curriculum\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename) curriculum\n- [VENA6](course) curriculum\n- [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](coursename) curriculum\n- [HALTTS11](course) curriculum\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename) curriculum\n- [BTK1013](course) curriculum\n- [Identity and Lifecourse - Lectures, reading groups and essay](coursename) curriculum\n- [DPJKKKS](course) curriculum\n- [Ihmisoikeudet ja kansainvälinen yhteisö (kirjatentti/essee)](coursename) curriculum\n- [SAKA9](course) curriculum\n- [Suomi ja maailman kielet](coursename) curriculum\n- [ENGS13](course) curriculum\n- [Sisäinen valvonta ja sisäinen tarkastus](coursename) curriculum\n- [DPCMTJT4](course) curriculum\n- [Suomet vieraina suussa](coursename) curriculum\n- [KATYVA41](course) curriculum\n- [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](coursename) curriculum\n- [PSYA4](course) curriculum\n- [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](coursename) curriculum\n- [POLYEP11](course) curriculum\n- [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](coursename) curriculum\n- [MTTTS14](course) curriculum\n- [Cultural Conversations](coursename) curriculum\n- [HALTTS11](course) curriculum\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename) curriculum\n- [KKENVAL9](course) curriculum\n- [Student supervision in computer sciences](coursename) curriculum\n- [POLKVA31](course) curriculum\n- [Liikunta - Liikuntapedagogiikan perusteet - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) curriculum\n- [ENGP9](course) curriculum\n- [Business, Society and Nature (Lectures)](coursename) curriculum\n- [DPJKKKS](course) curriculum\n- [Yksilön työhyvinvointi (itsenäinen suoritustapa)](coursename) curriculum\n- [KATLAA13](course) curriculum\n- [Specialized Optional Research Methodology: Action research](coursename) curriculum\n- [SOS6.4.1](course) curriculum\n- [Master's Seminar and Thesis - seminar](coursename) curriculum\n- [TAYJ033](course) curriculum\n- [Sopimusoikeuden syventävä opintojakso](coursename) curriculum\n- [KATLITO8](course) curriculum\n- [Perehdyttäminen tietotekniikan alkeisiin](coursename) curriculum\n- [TAYJ032](course) curriculum\n- [Viestinnän etiikka](coursename) curriculum\n- When is [LTLY07](course) in the curriulum\n- When is [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) in the curriulum\n- When is [POHS5](course) in the curriulum\n- When is [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename) in the curriulum\n- When is [HALJUA42](course) in the curriulum\n- When is [Sosiaalipsykologia (verkkokurssi)](coursename) in the curriulum\n- When is [JKKYLII](course) in the curriulum\n- When is [Käsitekerho/ Mediatutkimuksen valinn. jakso](coursename) in the curriulum\n- When is [MTTTA14](course) in the curriulum\n- When is [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](coursename) in the curriulum\n- When is [STYVA](course) in the curriulum\n- When is [Tulkin työkalupakki](coursename) in the curriulum\n- When is [LOGS3](course) in the curriulum\n- When is [Kansainvälisen politiikan erikoistuvat menetelmäopinnot](coursename) in the curriulum\n- When is [ESPFA6](course) in the curriulum\n- When is [Master's Seminar and Thesis](coursename) in the curriulum\n- When is [LOGA9](course) in the curriulum\n- When is [Global Terrorism: Political Violence in a Global Age](coursename) in the curriulum\n- When is [KASVAR12](course) in the curriulum\n- When is [Audiovisuaalisen kääntämisen seminaari / Kuvailutulkkaus](coursename) in the curriulum\n- When is [YKT6.4.3](course) in the curriulum\n- When is [Datan hallinnan perusteet](coursename) in the curriulum\n- When is [TRSU02](course) in the curriulum\n- When is [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](coursename) in the curriulum\n- When is [KATLITO8](course) in the curriulum\n- When is [Historiateoria](coursename) in the curriulum\n- When is [KASPUHP3](course) in the curriulum\n- When is [KnowUp - Yrittäjyys ja liiketoiminnan kehittäminen](coursename) in the curriulum\n- When is [KKRA2](course) in the curriulum\n- When is [Monikulttuurisuus ja koulutuspolitiikka - Seminaari](coursename) in the curriulum\n- When is [RANP1](course) in the curriulum\n- When is [Finnish Reading Comprehension and Conversation Course 2 (taught in Finnish)](coursename) in the curriulum\n- When is [STYA3B](course) in the curriulum\n- When is [Macroprudential Policy and Financial Stability](coursename) in the curriulum\n- When is [KATVRP12](course) in the curriulum\n- When is [Legal English](coursename) in the curriulum\n- When is [POLKVA42](course) in the curriulum\n- When is [Terveystieteiden orientoivat tohtoriopinnot](coursename) in the curriulum\n- When is [POLVOS40](course) in the curriulum\n- When is [Ranska I](coursename) in the curriulum\n- When is [KASMULTI4](course) in the curriulum\n- When is [Finnish Survival Course (Tampere Summer School 2018)](coursename) in the curriulum\n- When is [KASLOM1](course) in the curriulum\n- When is [Cultural Conversations](coursename) in the curriulum\n- When is [JOVTS5](course) in the curriulum\n- When is [KV-tuutorina toimiminen](coursename) in the curriulum\n- When is [KATLAA23](course) in the curriulum\n- When is [Kandidaatintutkielmaseminaari - Seminaari](coursename) in the curriulum\n- When is [PEACE046](course) in the curriulum\n- When is [Seminaari](coursename) in the curriulum\n- When is [POLVOA11](course) in the curriulum\n- When is [Radiokääntäminen (venäjä)](coursename) in the curriulum\n- When is [TAYJ12](course) in the curriulum\n- When is [Tutkielmapiiri: sota-ajan kirjeenvaihdon lingvistinen tutkimus](coursename) in the curriulum\n- When is [ITIY3](course) in the curriulum\n- When is [Service Marketing](coursename) in the curriulum\n- When is [KASVAR1](course) in the curriulum\n- When is [American Government & Politics (Tampere Summer School 2018)](coursename) in the curriulum\n- When is [HTIS54](course) in the curriulum\n- When is [Teknologiakasvatus - Käsityökasvatuksen pedagogiikka ja työsuojelu](coursename) in the curriulum\n- The period of [FILA3](course)\n- The period of [Sosiaalitieteiden teoria I - SOS5b luennot](coursename)\n- The period of [PEDA6](course)\n- The period of [Systems biology methods](coursename)\n- The period of [KIRS3](course)\n- The period of [Monimuuttujamenetelmien perusteet](coursename)\n- The period of [TERKAN11](course)\n- The period of [Taiteen historia, filosofia ja kulttuurit: Populaarit esitysmuodot (avoin yliopisto)](coursename)\n- The period of [KASSM2](course)\n- The period of [Project Work (Spring term 2018)](coursename)\n- The period of [KASA12](course)\n- The period of [Kääntäjän ja tulkin työelämätaidot](coursename)\n- The period of [KASSG](course)\n- The period of [Principles of Programming Graphical User Interfaces](coursename)\n- The period of [KASERIT4](course)\n- The period of [Tilastomenetelmien perusteet](coursename)\n- The period of [ITIS22](course)\n- The period of [Tutkijaseminaari](coursename)\n- The period of [HALKAS12](course)\n- The period of [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename)\n- The period of [TERY4](course)\n- The period of [International tutoring / Kv-tuutorina toimiminen](coursename)\n- The period of [PSYS6C](course)\n- The period of [Tekoäly ja vakuutustoiminta/ Vakuutustieteen vaihtuvasisältöinen kurssi](coursename)\n- The period of [JOUJOVTS](course)\n- The period of [Behavioral Finance](coursename)\n- The period of [TIEY1](course)\n- The period of [Perehdyttäminen tietotekniikan alkeisiin (kevät)](coursename)\n- The period of [PEDA2](course)\n- The period of [Romanian historia, yhteiskunta ja talouselämä / Romanian History, Society and Economy -](coursename)\n- The period of [JOVA8](course)\n- The period of [Ethics of Technology](coursename)\n- The period of [KKES2](course)\n- The period of [Medioitu vuorovaikutus](coursename)\n- The period of [BTK1014](course)\n- The period of [Tiedonhankintataidot 3op - Tiedonhankintataidot I - Tiedonhankinnan perusteet](coursename)\n- The period of [LUOYA200](course)\n- The period of [Aineenvaihdunta](coursename)\n- The period of [KIRS5](course)\n- The period of [Medical English - Introduction to Scientific Writing](coursename)\n- The period of [TIETA10](course)\n- The period of [Projektinhallinnan perusteet](coursename)\n- The period of [MTTA1](course)\n- The period of [Eläimet työssä](coursename)\n- The period of [BTK1061](course)\n- The period of [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename)\n- The period of [PEDA1](course)\n- The period of [Liikunta - Liikuntapedagogiikka perusopetuksessa B - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- The period of [ENGA1](course)\n- The period of [Parhaat filosofiset artikkelit](coursename)\n- The period of [KKSULL](course)\n- The period of [Statistical Modeling 1](coursename)\n- The period of [VENS1](course)\n- The period of [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](coursename)\n- The period of [KASP4](course)\n- The period of [Mitä oikeudenmukaisuus on?](coursename)\n- The period of [TERY4](course)\n- The period of [Kääntäjän ja tulkin työelämätaidot](coursename)\n- The period of [KIRP2](course)\n- The period of [Ranskan kielen suullinen harjoituskurssi](coursename)\n- Study period of [POHP0](course)\n- Study period of [Tiede ja teknologia yhteiskunnassa](coursename)\n- Study period of [SOS4.3](course)\n- Study period of [Usean muuttujan integraalilaskenta](coursename)\n- Study period of [SOS6.5.3](course)\n- Study period of [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](coursename)\n- Study period of [RUST1/VENS15](course)\n- Study period of [Yhteisösosiaalityö monikulttuurisessa ympäristössä](coursename)\n- Study period of [POMLFCS2](course)\n- Study period of [Talous - politiikka - kulttuuri -lukupiiri](coursename)\n- Study period of [KKIN4](course)\n- Study period of [Keskiajan paleografia ja diplomatiikka (PERUTTU)](coursename)\n- Study period of [KATJOS12](course)\n- Study period of [Dialogue: Constructive Talk at Work](coursename)\n- Study period of [JOVTS5](course)\n- Study period of [Visuality, security and peace: Introduction into visual peace research and visual security studies](coursename)\n- Study period of [BIO2085](course)\n- Study period of [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot (verkkokurssi)](coursename)\n- Study period of [ITIP2](course)\n- Study period of [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- Study period of [KASMAT2](course)\n- Study period of [Käsityöilmaisu - projekti/käytännön työ ja portfolio](coursename)\n- Study period of [JOVAT2](course)\n- Study period of [Orientaatio yhteiskuntatutkimuksen opintoihin](coursename)\n- Study period of [BTK2112](course)\n- Study period of [Keskiajan symboliikkaa -verkkokurssi](coursename)\n- Study period of [YKYYHT2](course)\n- Study period of [Korkeakoulujen rahoitus ja talous - Harjoitustyö](coursename)\n- Study period of [ITIA6](course)\n- Study period of [Graduseminaari, jatkava (Krötzl)](coursename)\n- Study period of [KATRAS11](course)\n- Study period of [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](coursename)\n- Study period of [KKENVAL7](course)\n- Study period of [Ranska II](coursename)\n- Study period of [KATYVA35](course)\n- Study period of [Muu valinnainen kurssi](coursename)\n- Study period of [KKENYHT](course)\n- Study period of [Johdatus matematiikkaan ja tilastotieteeseen](coursename)\n- Study period of [BTK0024](course)\n- Study period of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](coursename)\n- Study period of [BIO2085](course)\n- Study period of [Linguistics II: Meaning and Discourse](coursename)\n- Study period of [TAYJ035](course)\n- Study period of [Media Landscape in Russia: Regional Perspective](coursename)\n- Study period of [KKSUPRO](course)\n- Study period of [Yritysjuridiikan perusteet (avoin yliopisto-opetus)](coursename)\n- Study period of [KATVRA13](course)\n- Study period of [Kuva, sana ja ääni -multimodaalisuuskurssi](coursename)\n- Study period of [HALHAP01](course)\n- Study period of [Perehdyttäminen tietotekniikan alkeisiin](coursename)\n- Study period of [ITIS61](course)\n- Study period of [Kv-tuutorina toimiminen](coursename)\n- Study period of [KATLAS27](course)\n- Study period of [Genetics and Pathogenesis of Common Killers](coursename)\n- Study period of [SAKA5](course)\n- Study period of [Liikunnan projekti (5 op)](coursename)\n- Study period of [TERKANA1](course)\n- Study period of [Biotechnical product development](coursename)\n- Study period of [ITIS61](course)\n- Study period of [Tiedon organisointi ja informaatioarkkitehtuuri](coursename)\n- Semester [DPHSS203](course)\n- Semester [Suomen kielen rakenne S2-näkökulmasta](coursename)\n- Semester [JOVKA2&JOVKA3](course)\n- Semester [Seminaari (Kunelius)](coursename)\n- Semester [DPHSR404](course)\n- Semester [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (1. periodi)](coursename)\n- Semester [LUOYY026](course)\n- Semester [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](coursename)\n- Semester [LOGA10](course)\n- Semester [Kieliopin harjoitukset](coursename)\n- Semester [ENGP2](course)\n- Semester [Teemaseminaari Kant Puhtaan järjen kritiikki](coursename)\n- Semester [LUOYY006](course)\n- Semester [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](coursename)\n- Semester [ENGA8](course)\n- Semester [Venäjä IV](coursename)\n- Semester [LUOYY023](course)\n- Semester [Uskontojen antropologiaa](coursename)\n- Semester [KASLOE6.3](course)\n- Semester [Projektin suunnittelu ja johtaminen](coursename)\n- Semester [POLVOS33](course)\n- Semester [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](coursename)\n- Semester [TERHOJ3](course)\n- Semester [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](coursename)\n- Semester [PEACE2](course)\n- Semester [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](coursename)\n- Semester [KASA7](course)\n- Semester [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](coursename)\n- Semester [STYS3B2](course)\n- Semester [Puolueet, vaalit ja poliittinen vaikuttaminen (kirjatentti/essee)](coursename)\n- Semester [KASVAR7](course)\n- Semester [Pedagoginen harjoittelu / Varhaiskasvatus](coursename)\n- Semester [HTIY004](course)\n- Semester [Johdon laskentatoimi ja inhimillinen käyttäytyminen](coursename)\n- Semester [KASLOM1](course)\n- Semester [Preparatory Course in Communicative Skills](coursename)\n- Semester [LUOYY021](course)\n- Semester [Identities in Peace and Conflict](coursename)\n- Semester [SOS10.6](course)\n- Semester [Esimiestyö (kevät 2019)](coursename)\n- Semester [HALKAA16](course)\n- Semester [Vanheneminen ikääntyvässä yhteiskunnassa](coursename)\n- Semester [KIRA5](course)\n- Semester [Vakuutuksen ja riskienhallinnan erikoistumisosa](coursename)\n- Semester [DPIS2](course)\n- Semester [Kielen käyttö II](coursename)\n- Semester [JOVA20](course)\n- Semester [Journalismin tulevaisuus, luennot](coursename)\n- Semester [ENGA11](course)\n- Semester [Political Systems (book exam/essay)](coursename)\n- Semester [KASLOM6](course)\n- Semester [Saksankielisten maiden nykykulttuuri / Gegenwartskultur der deutschsprachigen Länder](coursename)\n- Semester [STYA1A1](course)\n- Semester [Oikeustulkkaus I/II (monikielinen)](coursename)\n- Semester [SOSM1](course)\n- Semester [Organizational Behavior (Independent study, Autumn 2018)](coursename)\n- Semester [FILP5B](course)\n- Semester [Suomen energiapolitiikka (kirjatentti/essee)](coursename)\n- Semester [KASERIT3](course)\n- Semester [Makrotalousteorian jatkokurssi II](coursename)\n- Which semester will [KASMULTI4](course) start\n- Which semester will [Research on Society and Organisations](coursename) start\n- Which semester will [SOS08.2](course) start\n- Which semester will [Nordiska synvinklar](coursename) start\n- Which semester will [KASLOM2](course) start\n- Which semester will [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](coursename) start\n- Which semester will [HALTVA12](course) start\n- Which semester will [Case study: Examining leadership challenges](coursename) start\n- Which semester will [HALYAA99](course) start\n- Which semester will [Scientific Writing - Module A - Writing Clinic](coursename) start\n- Which semester will [HALYAA14](course) start\n- Which semester will [SPSS:n perusteet, syksy 1](coursename) start\n- Which semester will [BTK2025](course) start\n- Which semester will [Biologia ja ympäristötieto - Biologian kenttäkurssi (1-4 ryhmät, Arboretum ja Pyynikinharju)](coursename) start\n- Which semester will [TEE3](course) start\n- Which semester will [Lapsen puheen ja kielen tutkimus ja kuntoutus](coursename) start\n- Which semester will [HISS1A](course) start\n- Which semester will [Feministinen teoria ja metodologia](coursename) start\n- Which semester will [HISA2](course) start\n- Which semester will [Psykologian tutkimusmenetelmät I](coursename) start\n- Which semester will [KATMAS17](course) start\n- Which semester will [Managing e-commerce; Consumers and Community Perspective](coursename) start\n- Which semester will [COSOPON4](course) start\n- Which semester will [Orientoivat opinnot - Tiedonhankintataidot](coursename) start\n- Which semester will [KATVAA14](course) start\n- Which semester will [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename) start\n- Which semester will [MVKS17V](course) start\n- Which semester will [Terveys ja talous](coursename) start\n- Which semester will [FONEP3](course) start\n- Which semester will [Vierailuluentoja johtamisesta](coursename) start\n- Which semester will [KASLOE7.1](course) start\n- Which semester will [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename) start\n- Which semester will [ENGP5](course) start\n- Which semester will [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](coursename) start\n- Which semester will [HALKAS99](course) start\n- Which semester will [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (2. periodi)](coursename) start\n- Which semester will [KASVAR11](course) start\n- Which semester will [Käännösviestintä venäjä-suomi](coursename) start\n- Which semester will [HALJUA13](course) start\n- Which semester will [Poliittiset instituutiot ja prosessit (kirjatentti/essee)](coursename) start\n- Which semester will [ITIS44](course) start\n- Which semester will [Tutkielmakurssi (periodi I)](coursename) start\n- Which semester will [POLVOA21](course) start\n- Which semester will [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 12.-13.12.2018](coursename) start\n- Which semester will [KKSU4](course) start\n- Which semester will [Comparative Education - book exam](coursename) start\n- Which semester will [HISA2](course) start\n- Which semester will [Seminaari (Kunelius)](coursename) start\n- Which semester will [TERTIETO5](course) start\n- Which semester will [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](coursename) start\n- Which semester will [POLKVA11](course) start\n- Which semester will [Perusharjoittelu A - Ohjattu opetusharjoittelu](coursename) start\n- Which semester will [BTK2020](course) start\n- Which semester will [Julkisen hallinnon reformit ja muutos](coursename) start\n- Which semester will [TERHOJ3](course) start\n- Which semester will [Fonetiikan perusopintojen harjoitustyö](coursename) start\n- Which semester will [HTIS80](course) start\n- Which semester will [Puhelääketiede](coursename) start\n- Which semester will [KASSG](course) start\n- Which semester will [Proseminaari](coursename) start\n- Which semester is [KASPUHP1](course)\n- Which semester is [Puheen ja äänen kulttuurinen ja ammatillinen variaatio - Kirjatentti](coursename)\n- Which semester is [SUOP3](course)\n- Which semester is [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](coursename)\n- Which semester is [SOSM5.1](course)\n- Which semester is [Fonetiikan tilastomenetelmät](coursename)\n- Which semester is [PSYS2](course)\n- Which semester is [Tieteellinen kirjoittaminen](coursename)\n- Which semester is [HISS2](course)\n- Which semester is [Päätöksenteon etiikka](coursename)\n- Which semester is [KASSO7](course)\n- Which semester is [Course on International Publishing in Social Sciences and Humanities](coursename)\n- Which semester is [KASERIT4](course)\n- Which semester is [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](coursename)\n- Which semester is [SOSM5.1](course)\n- Which semester is [Activity Theory and Formative Interventions in Educational Research](coursename)\n- Which semester is [KASSA3](course)\n- Which semester is [Specialized Optional Research Methodology: Action research](coursename)\n- Which semester is [MVKS34](course)\n- Which semester is [Lainvalmistelu ja vaikutusten arviointi](coursename)\n- Which semester is [JOUJOVTS](course)\n- Which semester is [Finnish Elementary Course 4](coursename)\n- Which semester is [TAYJ12](course)\n- Which semester is [Opimme lisää venäjän kielen suullisia taitoja](coursename)\n- Which semester is [HISS2](course)\n- Which semester is [Rekisteritutkimukset](coursename)\n- Which semester is [ROMAP5](course)\n- Which semester is [Kirjallisuus ja tunteet](coursename)\n- Which semester is [ITIS61](course)\n- Which semester is [Social research and the behavioural sciences](coursename)\n- Which semester is [SOSM5.2](course)\n- Which semester is [Introduction to Web Publishing (Tampere Summer School 2018)](coursename)\n- Which semester is [SOS4.5](course)\n- Which semester is [Requirements Engineering](coursename)\n- Which semester is [KKSUYP](course)\n- Which semester is [Graduseminaari, alkava (Markkola)](coursename)\n- Which semester is [KASVAR3](course)\n- Which semester is [Organisaatio, hallinto ja johtaminen - Harjoitustyö](coursename)\n- Which semester is [TERY4](course)\n- Which semester is [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename)\n- Which semester is [SUOA8](course)\n- Which semester is [Teknologiakasvatus - Teknologia](coursename)\n- Which semester is [MVKS16V](course)\n- Which semester is [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](coursename)\n- Which semester is [BTK4501](course)\n- Which semester is [Markkinoinnin ja myynnin perusteet](coursename)\n- Which semester is [KASA9](course)\n- Which semester is [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](coursename)\n- Which semester is [RANP1](course)\n- Which semester is [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](coursename)\n- Which semester is [STYP2](course)\n- Which semester is [Tuutorivastaavana toimiminen - Projekti/käytännön työ](coursename)\n- Which semester is [KASP4](course)\n- Which semester is [Nuorisotutkimuksen ajankohtaisia kysymyksiä](coursename)\n- Which semester is [TAYJ026](course)\n- Which semester is [Filosofian historia](coursename)\n- Which semester is [HISA1B](course)\n- Which semester is [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Syksy 2018](coursename)\n- Which semester is [PEACE2](course)\n- Which semester is [Kontrastiivisen fonetiikan perusteet -](coursename)\n- Is [JOUJOVTS](course) this semester\n- Is [Developing a Proposal for Community-Based Qualitative Research](coursename) this semester\n- Is [KATYVS41](course) this semester\n- Is [Tiedonhankintataidot 3op - Tiedonhankintataidot I - Tiedonhankinnan perusteet](coursename) this semester\n- Is [KASA9](course) this semester\n- Is [Antiikin ja keskiajan ryhmä](coursename) this semester\n- Is [KATYVA23](course) this semester\n- Is [Moniammatilliset johtamisopinnot](coursename) this semester\n- Is [BTK2051](course) this semester\n- Is [Sustainable business practices (Lectures)](coursename) this semester\n- Is [KATVAS11](course) this semester\n- Is [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename) this semester\n- Is [TERKANA4](course) this semester\n- Is [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename) this semester\n- Is [SOS08.2](course) this semester\n- Is [Vauvasta vaariin. Ikä feministisessä tutkimuksessa](coursename) this semester\n- Is [POLVOS26](course) this semester\n- Is [Johdatus yritysjuridiikkaan](coursename) this semester\n- Is [KKRUYHT](course) this semester\n- Is [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari](coursename) this semester\n- Is [HALHAS20](course) this semester\n- Is [Kieliopin harjoitukset](coursename) this semester\n- Is [SAKS2](course) this semester\n- Is [Lähtötasokoe](coursename) this semester\n- Is [KASLOM5](course) this semester\n- Is [Markkinointitutkimuksen sovellukset](coursename) this semester\n- Is [KATYVA41](course) this semester\n- Is [Parties and Elections (book exam/essay)](coursename) this semester\n- Is [JOVA15](course) this semester\n- Is [Työelämän myytit ja todellisuus](coursename) this semester\n- Is [HISJATKO](course) this semester\n- Is [Visuaalisen kulttuurin teoria - lukupiiri ja essee](coursename) this semester\n- Is [STYS3C](course) this semester\n- Is [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename) this semester\n- Is [KKSUOPE](course) this semester\n- Is [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](coursename) this semester\n- Is [FILA3](course) this semester\n- Is [Culture and everyday life of the \"Soviet Thaw\"](coursename) this semester\n- Is [KIRA5](course) this semester\n- Is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. opiskelijat](coursename) this semester\n- Is [MTTTS12](course) this semester\n- Is [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename) this semester\n- Is [KATJOS21](course) this semester\n- Is [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](coursename) this semester\n- Is [JOUJOVTS](course) this semester\n- Is [Introduction to Gender Studies (web course)](coursename) this semester\n- Is [TAYJ042](course) this semester\n- Is [Julkisuuden tuottamisen käytännöt](coursename) this semester\n- Is [KASP3](course) this semester\n- Is [Budgeting and capital budgeting (online course)](coursename) this semester\n- Is [KATYVA23](course) this semester\n- Is [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](coursename) this semester\n- Is [JKKYTVA12](course) this semester\n- Is [Ydinaseet ja kansainvälinen politiikka](coursename) this semester\n- Is [HALKAP01](course) this semester\n- Is [Klinikkaharjoittelu](coursename) this semester\n- Is [KASSM2](course) this semester\n- Is [Kulutuksen ja ostokäyttäytymisen teoria](coursename) this semester\n- Is [KASLOM4](course) this semester\n- Is [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](coursename) this semester\n- What semester is [TRMU2](course)\n- What semester is [Introduction to International Relations (book exam)](coursename)\n- What semester is [TERKANP1](course)\n- What semester is [Advanced Course in Microeconomics II](coursename)\n- What semester is [TAYJ032](course)\n- What semester is [Terveyden edistämisen perusteet (hoitotieteen opiskelijoille), kirjatentti, Seinäjoki](coursename)\n- What semester is [KATJOA15](course)\n- What semester is [Master's Thesis Seminar / Internet and Game Studies](coursename)\n- What semester is [LUOYA200](course)\n- What semester is [Tissue biology](coursename)\n- What semester is [COSOPON1](course)\n- What semester is [Johdatus kunta- ja aluejohtamiseen](coursename)\n- What semester is [DPHSS206](course)\n- What semester is [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](coursename)\n- What semester is [HALJUA23](course)\n- What semester is [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](coursename)\n- What semester is [ITIP4](course)\n- What semester is [Cultural Conversations](coursename)\n- What semester is [SOS4.4](course)\n- What semester is [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](coursename)\n- What semester is [SUOT1](course)\n- What semester is [Ympäristöoikeus](coursename)\n- What semester is [JOUJOVTS](course)\n- What semester is [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](coursename)\n- What semester is [KKRULUK](course)\n- What semester is [Sosiaalipsykologia (verkkokurssi)](coursename)\n- What semester is [SUOP2](course)\n- What semester is [Aikuisten mielenterveysinterventiot](coursename)\n- What semester is [NAM-III/VI](course)\n- What semester is [International Political Economy (book exam/essay)](coursename)\n- What semester is [KASP3](course)\n- What semester is [Mediakulttuurit / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- What semester is [ESPFA3](course)\n- What semester is [Yhteisöviestintä kunta- ja aluejohtamisessa](coursename)\n- What semester is [KASVAR7](course)\n- What semester is [Introduction to Argumentation and Scientific Reasoning](coursename)\n- What semester is [BTK3115](course)\n- What semester is [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- What semester is [JOVTS5](course)\n- What semester is [Verkkomedian suunnittelu - verkkokurssi](coursename)\n- What semester is [JOVKA4](course)\n- What semester is [COURSE CANCELLED: Islamism](coursename)\n- What semester is [KASLOM7](course)\n- What semester is [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](coursename)\n- What semester is [DPJKKHS](course)\n- What semester is [Orientation - Orientation to studying in the Degree Programme](coursename)\n- What semester is [ENGA10](course)\n- What semester is [ABC of Scientific Communication](coursename)\n- What semester is [TERA1](course)\n- What semester is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](coursename)\n- What semester is [MTTMY1](course)\n- What semester is [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename)\n- What semester is [KASP3](course)\n- What semester is [Työterveyden tohtorikoulutusseminaari](coursename)\n- What semester is [POLVOS10](course)\n- What semester is [Ohjelmistotuotannon käytännöt](coursename)\n- What semester is [KASERIT4](course)\n- What semester is [Kandidaatin tutkielma ja seminaari (kurssi alkaa keväällä 2019 Hoitotieteen opiskelijoille)](coursename)\n- What semester is [KATRAA12](course)\n- What semester is [Political Systems (book exam/essay)](coursename)\n- Academic term [POLVOS34](course)\n- Academic term [Latinan jatkokurssi](coursename)\n- Academic term [KASP1](course)\n- Academic term [Shakespeare: Past and Present](coursename)\n- Academic term [KKENMP3](course)\n- Academic term [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- Academic term [KATLAA11](course)\n- Academic term [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](coursename)\n- Academic term [KASA11](course)\n- Academic term [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](coursename)\n- Academic term [TIEP4](course)\n- Academic term [Oikeustulkkaus I/II (monikielinen)](coursename)\n- Academic term [POLPOP01](course)\n- Academic term [Orientation - General Orientation Course for International Students](coursename)\n- Academic term [KKRUYHT](course)\n- Academic term [C. Wright Millsin sosiologia - Luentoseminaari](coursename)\n- Academic term [LFCS01](course)\n- Academic term [Lapset ympäristönsä tutkijoina - Matematiikka](coursename)\n- Academic term [ITIA8](course)\n- Academic term [Sosiaalisen median yhteisöt: menetelmällisiä ratkaisuja määrällisestä laadulliseen](coursename)\n- Academic term [ENGS10](course)\n- Academic term [Sosiaalityön peruskurssi (kirjatentti)](coursename)\n- Academic term [TAYJ041](course)\n- Academic term [Deviance and Social Control](coursename)\n- Academic term [TAYJ11](course)\n- Academic term [Tutkiva harjoittelu](coursename)\n- Academic term [JOVA9](course)\n- Academic term [Toiminta, tulkinta ja tieto](coursename)\n- Academic term [KATTAA37](course)\n- Academic term [Business, Society and Nature (Lectures)](coursename)\n- Academic term [PSYS6D](course)\n- Academic term [African and Black Diaspora Studies Research Seminar](coursename)\n- Academic term [MVKS28](course)\n- Academic term [Lääketieteellisen tutkimuksen etiikka](coursename)\n- Academic term [KKRA2](course)\n- Academic term [Study Skills - Basics of Information Literacy](coursename)\n- Academic term [LOGS5](course)\n- Academic term [Orientoivat opinnot ja HOPS](coursename)\n- Academic term [TERY4](course)\n- Academic term [Tiedon rajat](coursename)\n- Academic term [MEDU06](course)\n- Academic term [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename)\n- Academic term [HALYAA13](course)\n- Academic term [Ranskan kirjallisuus II / Littérature française II](coursename)\n- Academic term [KASLOM6](course)\n- Academic term [Speakers Series](coursename)\n- Academic term [ESPFA4](course)\n- Academic term [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), kevät -](coursename)\n- Academic term [ENGA5](course)\n- Academic term [Business, Society and Nature (Independent study) Autumn 2018](coursename)\n- Academic term [HALJUA22](course)\n- Academic term [Tieto- ja asiakirjahallinto](coursename)\n- Academic term [KASP1-2, KASP5](course)\n- Academic term [Perhe ja tunteet](coursename)\n- Academic term [PSYS16](course)\n- Academic term [Master's Thesis Seminar in Human-Technology Interaction (Starting Fall term)](coursename)\n- Academic term [KATTAA35](course)\n- Academic term [Opetusharjoittelu](coursename)\n- Academic term [KASPUHP1](course)\n- Academic term [Kandidaatintutkielma ja seminaari, kevät 2019](coursename)\n- Which academic term will [LTLY212](course) begin\n- Which academic term will [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) begin\n- Which academic term will [STYS1A](course) begin\n- Which academic term will [Julkistalousoikeus](coursename) begin\n- Which academic term will [ROMAP3](course) begin\n- Which academic term will [Valinnainen jakso: Tiedeviestinnän projekti](coursename) begin\n- Which academic term will [POLVOA41/S28](course) begin\n- Which academic term will [Tieteellinen kirjoittaminen](coursename) begin\n- Which academic term will [POLKVA42](course) begin\n- Which academic term will [Kv-tuutorina toimiminen](coursename) begin\n- Which academic term will [TERA2](course) begin\n- Which academic term will [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](coursename) begin\n- Which academic term will [RANA7](course) begin\n- Which academic term will [Yhteisöviestintä kunta- ja aluejohtamisessa](coursename) begin\n- Which academic term will [PSYS4](course) begin\n- Which academic term will [International Trade and Finance (Tampere Summer School) - luennot ja tentti](coursename) begin\n- Which academic term will [SUKKP3](course) begin\n- Which academic term will [Dialogue: Constructive Talk at Work (Tampere Summer School 2018)](coursename) begin\n- Which academic term will [KATLAA23](course) begin\n- Which academic term will [Kehityspsykologia I](coursename) begin\n- Which academic term will [HALHAP01](course) begin\n- Which academic term will [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](coursename) begin\n- Which academic term will [TIEP1](course) begin\n- Which academic term will [Lapsen puheen ja kielen tutkimus ja kuntoutus](coursename) begin\n- Which academic term will [TIEA5](course) begin\n- Which academic term will [Stem Cells](coursename) begin\n- Which academic term will [SUOS4](course) begin\n- Which academic term will [Service Marketing](coursename) begin\n- Which academic term will [PSYS17](course) begin\n- Which academic term will [Vuorovaikutuksen perusteet](coursename) begin\n- Which academic term will [POLKVA33](course) begin\n- Which academic term will [Organisaatioiden tiedonhallinta](coursename) begin\n- Which academic term will [TSEKP3](course) begin\n- Which academic term will [Mediadiskurssi](coursename) begin\n- Which academic term will [HALJUA44](course) begin\n- Which academic term will [Suomen energiapolitiikka (kirjatentti/essee)](coursename) begin\n- Which academic term will [SOSM1](course) begin\n- Which academic term will [Research on Media, Culture and Education](coursename) begin\n- Which academic term will [TECHS2](course) begin\n- Which academic term will [Mikrotalousteoria I](coursename) begin\n- Which academic term will [HALKOS21](course) begin\n- Which academic term will [Poliittinen viestintä: Eduskuntavaalit 2019](coursename) begin\n- Which academic term will [RANA1](course) begin\n- Which academic term will [Basics of Marketing and Sales -](coursename) begin\n- Which academic term will [HTIS54](course) begin\n- Which academic term will [Orientation Course - General Orientation Course for International Students](coursename) begin\n- Which academic term will [FILA1](course) begin\n- Which academic term will [Sisäinen valvonta ja sisäinen tarkastus](coursename) begin\n- Which academic term will [JOVPVS3](course) begin\n- Which academic term will [Sosiaalityö terveydenhuollossa](coursename) begin\n- Which academic term will [PSYS1](course) begin\n- Which academic term will [Mediakulttuurit / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) begin\n- Which academic term will [RANSV5](course) begin\n- Which academic term will [Biologia ja ympäristötieto - Biologian kenttäkurssi - 2. vsk (1-2. ryhmät Hyytiälä)](coursename) begin\n- Which academic term will [KATTAA35](course) begin\n- Which academic term will [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](coursename) begin\n- Which academic term will [LTLY16](course) begin\n- Which academic term will [Seminaari (Seppänen)](coursename) begin\n- Which academic term will [LUOYY005](course) begin\n- Which academic term will [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](coursename) begin\n- Which academic term is [KASA13](course)\n- Which academic term is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 12.-13.12.2018](coursename)\n- Which academic term is [POLKVA11](course)\n- Which academic term is [Education in Developing Countries: Problems and Possible Solutions - Seminar](coursename)\n- Which academic term is [BTK4321](course)\n- Which academic term is [Tilinpäätösanalyysi](coursename)\n- Which academic term is [KASVAR10](course)\n- Which academic term is [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- Which academic term is [KKENVAL1](course)\n- Which academic term is [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](coursename)\n- Which academic term is [HISJATKO](course)\n- Which academic term is [Seminaari](coursename)\n- Which academic term is [ITIS14](course)\n- Which academic term is [Doctoral course on health policy](coursename)\n- Which academic term is [HALHAS19](course)\n- Which academic term is [Opettajasuunnan seminaari](coursename)\n- Which academic term is [KASA12](course)\n- Which academic term is [Liikuntatuutorina toimiminen / Sports Tutoring](coursename)\n- Which academic term is [KKRUYHT](course)\n- Which academic term is [Kielen variaatio](coursename)\n- Which academic term is [TECHS3](course)\n- Which academic term is [Taloustieteen matematiikka I](coursename)\n- Which academic term is [YKT07.1](course)\n- Which academic term is [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](coursename)\n- Which academic term is [KASLOM5](course)\n- Which academic term is [Master's Thesis Seminar / Internet and Game Studies](coursename)\n- Which academic term is [KATYVA34](course)\n- Which academic term is [Makrotalousteorian jatkokurssi II](coursename)\n- Which academic term is [PEDA5](course)\n- Which academic term is [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](coursename)\n- Which academic term is [KATTAP11](course)\n- Which academic term is [Kansainvälistymistä ja verkostoitumista tukevat opinnot](coursename)\n- Which academic term is [TRMU2](course)\n- Which academic term is [Master's Thesis Seminar (2nd year students)](coursename)\n- Which academic term is [KATMAP11](course)\n- Which academic term is [Kandidaatintutkielmaseminaari - Seminaari, II-periodissa alkava nopeasti etenevä ryhmä](coursename)\n- Which academic term is [KASLOM5](course)\n- Which academic term is [Teknologiat ja materiaalisuus terveyskysymyksissä](coursename)\n- Which academic term is [ROMAP3](course)\n- Which academic term is [Tilintarkastus II](coursename)\n- Which academic term is [TERA6](course)\n- Which academic term is [Reading Waste](coursename)\n- Which academic term is [VENA13](course)\n- Which academic term is [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](coursename)\n- Which academic term is [PGHES01](course)\n- Which academic term is [Kansainvälinen talous](coursename)\n- Which academic term is [ITIS61](course)\n- Which academic term is [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](coursename)\n- Which academic term is [HALJTA99](course)\n- Which academic term is [Stem Cells](coursename)\n- Which academic term is [VENT1](course)\n- Which academic term is [Kv-tuutorina toimiminen](coursename)\n- Which academic term is [HTIS81](course)\n- Which academic term is [International Business Law](coursename)\n- Which academic term is [TAYJ12](course)\n- Which academic term is [Työ ja äitiys tänään](coursename)\n- Which academic term is [JOUJOVTS](course)\n- Which academic term is [Kuvakulttuuri -](coursename)\n- Which academic term is [KKSUYTK](course)\n- Which academic term is [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](coursename)\n- [HISS2](course) academic term\n- [Vähittäiskaupan konseptit](coursename) academic term\n- [KKSAVAL4](course) academic term\n- [Kansainvälisen politiikan teoria ja menetelmät (kirjatentti)](coursename) academic term\n- [MVKS46](course) academic term\n- [Sosiaalityön peruskurssi (luennot)](coursename) academic term\n- [POLPOP02](course) academic term\n- [Basics II: Intermediate Czech I](coursename) academic term\n- [BTK3120](course) academic term\n- [Kielitieto ja -taito - Käännös-, rakenne- ja sanastoharjoitukset II Sprachwissen und Sprachfertigkeiten: Kontrastive Text- und Wortschatzübungen](coursename) academic term\n- [KASSM2](course) academic term\n- [Käännösviestintä suomi-venäjä](coursename) academic term\n- [POLVOA51](course) academic term\n- [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](coursename) academic term\n- [PSYS16](course) academic term\n- [Tieteellinen kirjoittaminen](coursename) academic term\n- [KKSUSOTE](course) academic term\n- [Variety in Present-day English](coursename) academic term\n- [LUOYY027](course) academic term\n- [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](coursename) academic term\n- [KATYVA31](course) academic term\n- [Nuorisotutkimuksen ajankohtaisia kysymyksiä](coursename) academic term\n- [JOVMS2A](course) academic term\n- [Orientaatio tutkielman tekemiseen](coursename) academic term\n- [DPII1](course) academic term\n- [Markkinoinnin teoria](coursename) academic term\n- [KASPUHA4](course) academic term\n- [Introduction to R (Tampere Summer School 2018)](coursename) academic term\n- [ITIP1](course) academic term\n- [Tutkielmaseminaari (logopedia)](coursename) academic term\n- [KATLAS99](course) academic term\n- [Valinnainen jakso: Valokuva historian tekijänä - luennot](coursename) academic term\n- [HALJUA64](course) academic term\n- [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Seinäjoki](coursename) academic term\n- [PSYS7](course) academic term\n- [Maisteriopintojen esittely - CBDA](coursename) academic term\n- [PSYP2](course) academic term\n- [Study Skills - Basics of Information Literacy](coursename) academic term\n- [DPCMTJT2](course) academic term\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename) academic term\n- [HALJUA23](course) academic term\n- [Perusharjoittelu A - Ohjattu opetusharjoittelu](coursename) academic term\n- [BTK4410](course) academic term\n- [Digital Media Landscape and Media Policies](coursename) academic term\n- [JOVPVS3](course) academic term\n- [Cultural Transitions](coursename) academic term\n- [POLKVA42](course) academic term\n- [Tekoälyn filosofia](coursename) academic term\n- [ITIS22](course) academic term\n- [Systemaattinen tiedonhaku hoitotieteessä](coursename) academic term\n- [YKYYHT2](course) academic term\n- [Syntyvyys, hoiva, sukupolvi](coursename) academic term\n- [SUOT1](course) academic term\n- [Sosiologia (verkkokurssi)](coursename) academic term\n- [FILA6](course) academic term\n- [Basics of Project Management](coursename) academic term\n- [KATLITO7](course) academic term\n- [Johdatus visuaaliseen kulttuuriin](coursename) academic term\n- [BTK4311](course) academic term\n- [Research on Media, Culture and Education](coursename) academic term\n- Which semester will [RANP3](course) begin\n- Which semester will [Yritysverotus](coursename) begin\n- Which semester will [KASPUHA5](course) begin\n- Which semester will [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename) begin\n- Which semester will [KKENVAL4](course) begin\n- Which semester will [Vuorovaikutus ja tekstit S2-näkökulmasta](coursename) begin\n- Which semester will [KKSU1](course) begin\n- Which semester will [User Experience: Design and Evaluation (TUT/IHTE)](coursename) begin\n- Which semester will [KKENVAL4](course) begin\n- Which semester will [Ryhmät ja ryhmien väliset suhteet](coursename) begin\n- Which semester will [KKSU6](course) begin\n- Which semester will [Käännös suomi-espanja II/Traducción finés-español II](coursename) begin\n- Which semester will [ITIP3](course) begin\n- Which semester will [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename) begin\n- Which semester will [TIETS02](course) begin\n- Which semester will [Johdatus viestintään ja mediaan - verkkokurssi](coursename) begin\n- Which semester will [SOS7.2/STYA4B](course) begin\n- Which semester will [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Tiedonhankinnan perusteet](coursename) begin\n- Which semester will [KATJOS99](course) begin\n- Which semester will [Käsityöilmaisu - projekti/käytännön työ ja portfolio](coursename) begin\n- Which semester will [KASLOM10](course) begin\n- Which semester will [Hoitotiede tieteenä, Seinäjoki](coursename) begin\n- Which semester will [KASP2](course) begin\n- Which semester will [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](coursename) begin\n- Which semester will [KATVRA30](course) begin\n- Which semester will [Aikuisten mielenterveysinterventiot](coursename) begin\n- Which semester will [STYA1A1](course) begin\n- Which semester will [Terveydenhuollon koulutuspolitiikka](coursename) begin\n- Which semester will [FILP1B](course) begin\n- Which semester will [Requirements Engineering](coursename) begin\n- Which semester will [HIS](course) begin\n- Which semester will [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename) begin\n- Which semester will [BTK1053](course) begin\n- Which semester will [Saksa III](coursename) begin\n- Which semester will [KKSU3](course) begin\n- Which semester will [Luovat aineistot ja analyysimenetelmät (intensiivikurssi)](coursename) begin\n- Which semester will [KASP1](course) begin\n- Which semester will [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](coursename) begin\n- Which semester will [MTTMA10](course) begin\n- Which semester will [Työhyvinvoinnin johtaminen](coursename) begin\n- Which semester will [YKYYKEKE1](course) begin\n- Which semester will [Euroopan unioni ja maailma](coursename) begin\n- Which semester will [MTTMS1](course) begin\n- Which semester will [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](coursename) begin\n- Which semester will [DPHSR403](course) begin\n- Which semester will [Audiovisuaalisen kääntämisen seminaari / Kuvailutulkkaus](coursename) begin\n- Which semester will [TERTIETO4](course) begin\n- Which semester will [Basics I: Basics of Czech language I](coursename) begin\n- Which semester will [KIRA3G](course) begin\n- Which semester will [Games and Internet in Society](coursename) begin\n- Which semester will [SOSM5.2](course) begin\n- Which semester will [Poliittiset ongelmat ja niiden muuttuvat kontekstit](coursename) begin\n- Which semester will [PSYS1](course) begin\n- Which semester will [Opetussuunnitelmateoria, kirjatentti](coursename) begin\n- Which semester will [POHA2](course) begin\n- Which semester will [Moniammatilliset johtamisopinnot](coursename) begin\n- Which semester will [BTK4660](course) begin\n- Which semester will [Maisteriopintojen esittely - TIM](coursename) begin\n- Which semester will [YKT09.4](course) begin\n- Which semester will [Sosiaalipsykologia (verkkokurssi)](coursename) begin\n- The period of [POLKVA42](course)\n- The period of [Science and Biotechnology Journal Club](coursename)\n- The period of [PSYS12](course)\n- The period of [Euroopan maiden ja Suomen poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- The period of [HALJTS04](course)\n- The period of [Taidehistoria ja näyttelypedagogiikka -](coursename)\n- The period of [BIO2200](course)\n- The period of [SOTEPO - Tohtorikoulutusseminaari (Sos.- ja terv.pol., tervh.tutk., terv.huollon joht.)](coursename)\n- The period of [KKSUPRO](course)\n- The period of [Sosiaalityön historia ja tutkimus (kirjatentti)](coursename)\n- The period of [SUOT3](course)\n- The period of [Academic Presentations](coursename)\n- The period of [KATLITO8](course)\n- The period of [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](coursename)\n- The period of [KASA8](course)\n- The period of [Tila, teknologia ja toiminta: Lukuseminaari: Julkinen toiminta teknoyhteiskunnassa](coursename)\n- The period of [TERY3](course)\n- The period of [Orientation and Study Planning](coursename)\n- The period of [KATTAA12A](course)\n- The period of [Interview as a means of data generation](coursename)\n- The period of [NAM-III/VI](course)\n- The period of [Kielioppi I/Språkets strukturer I](coursename)\n- The period of [BIO4722](course)\n- The period of [Practical Introduction to Data Mining](coursename)\n- The period of [JOVA7/JMMETUS](course)\n- The period of [Mikrotalousteoria I](coursename)\n- The period of [KATYVA12](course)\n- The period of [Tutkiva opiskelu (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](coursename)\n- The period of [KKSUPRO](course)\n- The period of [Tutkielmakurssi (III)](coursename)\n- The period of [LOGA5](course)\n- The period of [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](coursename)\n- The period of [HISS2](course)\n- The period of [Käännösviestintä ja kirjoittaminen - Johdatus käännösviestintään](coursename)\n- The period of [SAKP3](course)\n- The period of [Poliittisen sosiologian käsitteet ja tutkimukset](coursename)\n- The period of [POHP3](course)\n- The period of [Saamelaisen kirjallisuuden intensiivikurssi](coursename)\n- The period of [KKIN5](course)\n- The period of [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi (keväällä 2018 opintokokonaisuuden aloittaneille)](coursename)\n- The period of [KATJOA14](course)\n- The period of [Kliinisen tutkijan peruskurssi](coursename)\n- The period of [MVKS46](course)\n- The period of [Luemme ja keskustelemme venäjäksi](coursename)\n- The period of [KIRA1](course)\n- The period of [Basics of Marketing and Sales -](coursename)\n- The period of [BTK4501](course)\n- The period of [Luentateatteri](coursename)\n- The period of [KKRUYHT](course)\n- The period of [Yhteiskunnan mittaaminen (verkkokurssi)](coursename)\n- The period of [KASA12](course)\n- The period of [Kontrastiivisen fonetiikan perusteet -](coursename)\n- The period of [MTTMA3B](course)\n- The period of [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- The period of [TERY4](course)\n- The period of [Tieteellinen kirjoittaminen](coursename)\n- The period of [DPHSS205](course)\n- The period of [Media and the Arctic](coursename)\n- The period of [PEDA3](course)\n- The period of [Korkeakoulut työyhteisöinä - Kehittämistehtävä](coursename)\n- The semester of [KASP5](course)\n- The semester of [Deutsch im Alltag und Studium](coursename)\n- The semester of [KASVART2](course)\n- The semester of [Student Exchange - courses completed in foreign universities 2-8 ECTS](coursename)\n- The semester of [VENA5](course)\n- The semester of [Kasvatushistoria, kirjatentti](coursename)\n- The semester of [KASVAR1](course)\n- The semester of [Yksilön työhyvinvointi](coursename)\n- The semester of [LUOYY006](course)\n- The semester of [Lineaarialgebra 1A](coursename)\n- The semester of [KKENPRE2](course)\n- The semester of [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- The semester of [PSYP5](course)\n- The semester of [Biologia ja ympäristötieto - Biologian kenttäkurssi - 2. vsk (1-2. ryhmät Hyytiälä)](coursename)\n- The semester of [PSYS12](course)\n- The semester of [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](coursename)\n- The semester of [KASSA1](course)\n- The semester of [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari](coursename)\n- The semester of [KASVAR12](course)\n- The semester of [Introduction to Web Publishing - Autumn 2018](coursename)\n- The semester of [TERKAN9](course)\n- The semester of [Yleistetyt lineaariset mallit 1](coursename)\n- The semester of [TERA6](course)\n- The semester of [Ikääntyminen, kieli ja vuorovaikutus](coursename)\n- The semester of [SAKS2](course)\n- The semester of [Korkeakoulujen rahoitus ja talous - Harjoitustyö](coursename)\n- The semester of [KKENLL](course)\n- The semester of [Knowledge Discovery](coursename)\n- The semester of [BIO2350](course)\n- The semester of [Seminaari](coursename)\n- The semester of [BTK0001](course)\n- The semester of [Latinan jatkokurssi](coursename)\n- The semester of [DPEDUB.1A](course)\n- The semester of [Open Educational Resources - Lectures, seminars etc. in other universities or institutions](coursename)\n- The semester of [MVKS38](course)\n- The semester of [Linguistics I: Introduction to Basic Concepts](coursename)\n- The semester of [TIETS21](course)\n- The semester of [Opintojen suunnittelu - HOPS2](coursename)\n- The semester of [KASP1](course)\n- The semester of [Tekstin tekemisen perusteet](coursename)\n- The semester of [SOS1](course)\n- The semester of [International Work Experience](coursename)\n- The semester of [VENP4](course)\n- The semester of [Tutkielmaseminaari - Tutkielmaseminaari](coursename)\n- The semester of [DPJKKKS](course)\n- The semester of [English Word Formation](coursename)\n- The semester of [KKSU1](course)\n- The semester of [International Political Economy (book exam/essay)](coursename)\n- The semester of [KASLOH3](course)\n- The semester of [Teoria- ja metodiopinnot](coursename)\n- The semester of [FONEP4](course)\n- The semester of [Tutustuminen psykologin työhön](coursename)\n- The semester of [DPHSFC06](course)\n- The semester of [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](coursename)\n- The semester of [KASP2](course)\n- The semester of [Mikrotalousteoria II](coursename)\n- The semester of [TIEP3](course)\n- The semester of [Rauhan- ja konfliktintutkimus (kirjatentti/essee)](coursename)\n- The semester of [KASA10](course)\n- The semester of [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](coursename)\n- The academic term of [KASA3](course)\n- The academic term of [Democratic Decision-Making (BOOK EXAM)](coursename)\n- The academic term of [STYS3C](course)\n- The academic term of [Managing Research Information](coursename)\n- The academic term of [HISS1A](course)\n- The academic term of [Johdatus oikeusjärjestykseen](coursename)\n- The academic term of [KASMULTI2A](course)\n- The academic term of [Kerronnan monet muodot - kirjatentti ja essee](coursename)\n- The academic term of [LTLY07](course)\n- The academic term of [Terveydenhuollon ja terveystutkimuksen etiikka](coursename)\n- The academic term of [MTTA1](course)\n- The academic term of [Introduction to Public Administration Research, Reforms and Trends](coursename)\n- The academic term of [KKSUHY](course)\n- The academic term of [Institutions, Innovation and Economic Renewal (NORDIG)](coursename)\n- The academic term of [JKKYTVA13](course)\n- The academic term of [Quantitative Approach](coursename)\n- The academic term of [RANA5](course)\n- The academic term of [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename)\n- The academic term of [HTIS54](course)\n- The academic term of [Representations and Identities](coursename)\n- The academic term of [KATLITO2](course)\n- The academic term of [Työoikeuden syventävä opintojakso](coursename)\n- The academic term of [KKRUKK](course)\n- The academic term of [Linguistics II: Meaning and Discourse](coursename)\n- The academic term of [POLVOA21](course)\n- The academic term of [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, syksy 2018)](coursename)\n- The academic term of [HALJUA25](course)\n- The academic term of [Tilastotieteen johdantokurssi, syksy](coursename)\n- The academic term of [TRMU2](course)\n- The academic term of [Tila, paikka ja aika](coursename)\n- The academic term of [PSYS6A](course)\n- The academic term of [Kvantitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename)\n- The academic term of [LTLY16](course)\n- The academic term of [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](coursename)\n- The academic term of [ITIA9](course)\n- The academic term of [Kuluttajakäyttäytyminen](coursename)\n- The academic term of [HIST04](course)\n- The academic term of [Structure of English I - Grammar I](coursename)\n- The academic term of [PSYA9](course)\n- The academic term of [Democratic Decision-Making (BOOK EXAM)](coursename)\n- The academic term of [POLVOA42](course)\n- The academic term of [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename)\n- The academic term of [HTIS60](course)\n- The academic term of [Comparative Criminal Justice](coursename)\n- The academic term of [HISA2](course)\n- The academic term of [Developing a Proposal for Community-Based Qualitative Research](coursename)\n- The academic term of [RUST2/VENS13](course)\n- The academic term of [Accounting Information Systems](coursename)\n- The academic term of [SOS04.4](course)\n- The academic term of [Kansainvälinen talous](coursename)\n- The academic term of [TERY5B](course)\n- The academic term of [Organizational Behavior (Independent study, Spring 2019)](coursename)\n- The academic term of [SAKA12](course)\n- The academic term of [Laadullinen tutkimus - menetelmät ja prosessi](coursename)\n- The academic term of [POHP6](course)\n- The academic term of [Espanja III](coursename)\n- The academic term of [KASLOK2](course)\n- The academic term of [Talousviestintä / Wirtschaftskommunikation](coursename)\n- The academic term of [SOS10.6](course)\n- The academic term of [Tieto-oppi](coursename)\n- The quarter of [JKKYJOTE1](course)\n- The quarter of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 13.-14.12.2017](coursename)\n- The quarter of [RANA5](course)\n- The quarter of [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](coursename)\n- The quarter of [ITIS24](course)\n- The quarter of [Valtio-opin maisteriseminaari](coursename)\n- The quarter of [YKT09.6](course)\n- The quarter of [Visiting Lectures - Lectures](coursename)\n- The quarter of [KASVART3](course)\n- The quarter of [Gerontologian tohtorikoulutusseminaari](coursename)\n- The quarter of [JOVA16](course)\n- The quarter of [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- The quarter of [KATSTA12](course)\n- The quarter of [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](coursename)\n- The quarter of [POLKVA12](course)\n- The quarter of [Puheen ja äänen kulttuurinen ja ammatillinen variaatio - Kirjatentti](coursename)\n- The quarter of [ITIS24](course)\n- The quarter of [EU:n ulkosuhteiden erityiskysymykset: turvallisuus, talous ja arvot (kirjatentti/essee)](coursename)\n- The quarter of [KKRUPRE2](course)\n- The quarter of [Introduction to Pharmacology and Drug Modelling](coursename)\n- The quarter of [RANS3](course)\n- The quarter of [Johdatus kunta- ja aluejohtamiseen](coursename)\n- The quarter of [KASP1](course)\n- The quarter of [Introduction to Formal Specification](coursename)\n- The quarter of [KASSM2](course)\n- The quarter of [Ekoterveys, luonto ja ihminen](coursename)\n- The quarter of [STYP3](course)\n- The quarter of [Practical Programming in Python](coursename)\n- The quarter of [KASMULTI2C](course)\n- The quarter of [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](coursename)\n- The quarter of [TAYJ11](course)\n- The quarter of [Advanced European Integration Studies (book exam/essay)](coursename)\n- The quarter of [TAYJ035](course)\n- The quarter of [Asiantuntijuus ja tietopalvelujen kehittäminen](coursename)\n- The quarter of [HALJUA61](course)\n- The quarter of [Johdatus hallintotieteeseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- The quarter of [DPHSR402](course)\n- The quarter of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop.](coursename)\n- The quarter of [SAKP2](course)\n- The quarter of [Research seminar for postgraduate studies](coursename)\n- The quarter of [JOUJOVTS](course)\n- The quarter of [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](coursename)\n- The quarter of [STYS2A](course)\n- The quarter of [Writing for Research (online course)](coursename)\n- The quarter of [STYA3B](course)\n- The quarter of [Tilastomenetelmien perusteet, iltaryhmä](coursename)\n- The quarter of [KATTAA40](course)\n- The quarter of [Structure of English II - Phonology and Pronunciation II](coursename)\n- The quarter of [KKENVAL4](course)\n- The quarter of [Diskurssianalyysi](coursename)\n- The quarter of [KATLAS20](course)\n- The quarter of [Ranska III](coursename)\n- The quarter of [JOVA20](course)\n- The quarter of [Orientation - Introduction to Academic Culture and Degree Studies](coursename)\n- The quarter of [STYA5](course)\n- The quarter of [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (ryhmät)](coursename)\n- The quarter of [GTS9](course)\n- The quarter of [Kansainvälinen poliittinen talous (kirjatentti/essee)](coursename)\n- The quarter of [YKYYHT5](course)\n- The quarter of [Analyysi B](coursename)\n- Which quarter is [KASA12](course)\n- Which quarter is [Kandidaattiseminaari (JATKAVA, Vahtikari)](coursename)\n- Which quarter is [KKSUSOTE](course)\n- Which quarter is [Kirjallinen viestintä I - Kirjallinen tuottaminen](coursename)\n- Which quarter is [DPHSFC06](course)\n- Which quarter is [Practices of Strategic Leadership](coursename)\n- Which quarter is [MVKS54-56](course)\n- Which quarter is [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](coursename)\n- Which quarter is [KASSY5](course)\n- Which quarter is [Environment and Well-Being](coursename)\n- Which quarter is [DPCMTJ2/JMMETUS](course)\n- Which quarter is [Managing e-commerce; Consumers and Community Perspective](coursename)\n- Which quarter is [HTIS84](course)\n- Which quarter is [Tieteellinen kirjoittaminen (SOC)](coursename)\n- Which quarter is [KASLOE8.1](course)\n- Which quarter is [Draama - 2 vsk opinnot ja 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat (pienryhmäopetus)](coursename)\n- Which quarter is [TAYJ041](course)\n- Which quarter is [Johdanto terveysviestintään](coursename)\n- Which quarter is [BTK4300](course)\n- Which quarter is [Kuluttajakäyttäytyminen](coursename)\n- Which quarter is [KASP5](course)\n- Which quarter is [Verkostoitunut maailma](coursename)\n- Which quarter is [POLKVS32](course)\n- Which quarter is [Matemaattiset aineet - Koulugeometria - 2 vsk](coursename)\n- Which quarter is [KASVART3](course)\n- Which quarter is [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](coursename)\n- Which quarter is [LTLY01](course)\n- Which quarter is [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 3. periodi](coursename)\n- Which quarter is [KASVAR4](course)\n- Which quarter is [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- Which quarter is [KKRUKTK](course)\n- Which quarter is [Immunologian perusteet](coursename)\n- Which quarter is [TERKANP3](course)\n- Which quarter is [Reportaasi](coursename)\n- Which quarter is [FILA3](course)\n- Which quarter is [Nordic Welfare Systems: Past, present, and future](coursename)\n- Which quarter is [TERTIETO5](course)\n- Which quarter is [Väestön terveys](coursename)\n- Which quarter is [KKSA3](course)\n- Which quarter is [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](coursename)\n- Which quarter is [KATYVA21](course)\n- Which quarter is [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), kevät](coursename)\n- Which quarter is [JKKYTU01](course)\n- Which quarter is [Recommender Systems](coursename)\n- Which quarter is [MVKS17V](course)\n- Which quarter is [Laskentatoimen teoria ja IFRS I](coursename)\n- Which quarter is [JKKYINA11](course)\n- Which quarter is [Ranskan yhteiskunta I / Société française I](coursename)\n- Which quarter is [KASA7](course)\n- Which quarter is [Kirjallisuuden opettaminen](coursename)\n- Which quarter is [ITIA01](course)\n- Which quarter is [Nuorisotyön harjoittelu](coursename)\n- Which quarter is [TSEKP2](course)\n- Which quarter is [Tilinpäätösanalyysi](coursename)\n- Which quarter is [TIETS19](course)\n- Which quarter is [Pro gradu -tutkielma ja -seminaari, tammikuussa 2019 aloittavat ryhmät](coursename)\n- Which quarter is [KKENVAL8](course)\n- Which quarter is [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](coursename)\n- Which quarter is [TIEP1](course)\n- Which quarter is [Yritysverkoston juridinen hallinta](coursename)\n- What is the quarter of [ITIY3](course)\n- What is the quarter of [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](coursename)\n- What is the quarter of [KATTAA13B](course)\n- What is the quarter of [Monikieliset tekstikorpukset (verkkokurssi)](coursename)\n- What is the quarter of [TIETA6](course)\n- What is the quarter of [Käännös suomi-espanja II/Traducción finés-español II](coursename)\n- What is the quarter of [MVKS47](course)\n- What is the quarter of [Seminaarit 1. lukukausi/2. lukukausi](coursename)\n- What is the quarter of [MTTMA1B](course)\n- What is the quarter of [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen 3.vsk](coursename)\n- What is the quarter of [KASA1.3](course)\n- What is the quarter of [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](coursename)\n- What is the quarter of [BTK2040](course)\n- What is the quarter of [Quantitative Research Methods and Comparative Research Design (Global Society students)](coursename)\n- What is the quarter of [KASA11](course)\n- What is the quarter of [Keskustelunanalyysi (verkkokurssi), kevät 2019](coursename)\n- What is the quarter of [KKSAPRE2](course)\n- What is the quarter of [Children, young people, politics and participation](coursename)\n- What is the quarter of [KASVAR11](course)\n- What is the quarter of [Marketing Communications](coursename)\n- What is the quarter of [BTK4410](course)\n- What is the quarter of [Julkisoikeuden perusteet (verkkototeutus)](coursename)\n- What is the quarter of [COSOPC2](course)\n- What is the quarter of [Tilastomenetelmien perusteet](coursename)\n- What is the quarter of [KASA7](course)\n- What is the quarter of [Kontrastiivisen fonetiikan perusteet -](coursename)\n- What is the quarter of [POLVOA32](course)\n- What is the quarter of [Aineopintojen valinnainen jakso: Metso Talk - suoran lähetyksen ja yleisötilaisuuden tuottaminen](coursename)\n- What is the quarter of [KKSA4](course)\n- What is the quarter of [Aikuisten mielenterveysinterventiot](coursename)\n- What is the quarter of [KASSM3](course)\n- What is the quarter of [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename)\n- What is the quarter of [TIEP5](course)\n- What is the quarter of [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, III-periodi](coursename)\n- What is the quarter of [BTK4701](course)\n- What is the quarter of [Software Engineering](coursename)\n- What is the quarter of [KATTAS90](course)\n- What is the quarter of [Valtio-opin maisteriseminaari](coursename)\n- What is the quarter of [KASSA4](course)\n- What is the quarter of [Responsible Business and Social Accounting (Lectures)](coursename)\n- What is the quarter of [ESPFP1](course)\n- What is the quarter of [Digital Media Landscape and Media Policies](coursename)\n- What is the quarter of [KASVAR12](course)\n- What is the quarter of [Johdatus filosofian historiaan](coursename)\n- What is the quarter of [POHP5](course)\n- What is the quarter of [Nordiska synvinklar](coursename)\n- What is the quarter of [TAYJ024](course)\n- What is the quarter of [Eurooppalainen, euraasialainen ja globaali energiapolitiikka (kirjatentti/essee)](coursename)\n- What is the quarter of [KKENVAL4](course)\n- What is the quarter of [Ranska IV](coursename)\n- What is the quarter of [ENGP3](course)\n- What is the quarter of [Terveystiedon sisällöt (sähköinen tentti)](coursename)\n- What is the quarter of [KATLAA13](course)\n- What is the quarter of [Europe in transition](coursename)\n- What is the quarter of [MTTMA1A](course)\n- What is the quarter of [Structure of English II - Grammar II](coursename)\n- What is the quarter of [KATYVS27](course)\n- What is the quarter of [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi](coursename)\n- What is the quarter of [HALJTA04](course)\n- What is the quarter of [Tutkielmapiiri: sota-ajan kirjeenvaihdon lingvistinen tutkimus](coursename)\n- Which quarter will [TIETA18](course) begin\n- Which quarter will [Literary Theory and Methodology](coursename) begin\n- Which quarter will [MTTTA14](course) begin\n- Which quarter will [Tekoäly ja vakuutustoiminta](coursename) begin\n- Which quarter will [KATVAS12](course) begin\n- Which quarter will [Business Models](coursename) begin\n- Which quarter will [TAYJ027](course) begin\n- Which quarter will [Orientation](coursename) begin\n- Which quarter will [ENGP3](course) begin\n- Which quarter will [Johdanto terveysviestintään](coursename) begin\n- Which quarter will [KKSUSC](course) begin\n- Which quarter will [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (1. periodi)](coursename) begin\n- Which quarter will [SOSM5.1](course) begin\n- Which quarter will [Study Skills - Basics of Information Literacy](coursename) begin\n- Which quarter will [HALTVP11](course) begin\n- Which quarter will [Verkostoitunut maailma](coursename) begin\n- Which quarter will [KKSUPRO](course) begin\n- Which quarter will [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 11.-12.4.2019](coursename) begin\n- Which quarter will [KASA15](course) begin\n- Which quarter will [Business Translation Seminar Finnish - English](coursename) begin\n- Which quarter will [POLVOA21/22/S22](course) begin\n- Which quarter will [Structure of English II - Phonology and Pronunciation II](coursename) begin\n- Which quarter will [JOVPVS5](course) begin\n- Which quarter will [Poliittisen sosiologian käsitteet ja tutkimukset](coursename) begin\n- Which quarter will [MVKS18S](course) begin\n- Which quarter will [Ekoterveys, luonto ja ihminen](coursename) begin\n- Which quarter will [HALYHT](course) begin\n- Which quarter will [Kansainväliset suhteet ja ilmaston muutoksen hallinta](coursename) begin\n- Which quarter will [JOVA16](course) begin\n- Which quarter will [Tutkimustyön perusteet (syksy)](coursename) begin\n- Which quarter will [KKSUTTK](course) begin\n- Which quarter will [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename) begin\n- Which quarter will [PSYS5](course) begin\n- Which quarter will [Macroprudential Policy and Financial Stability](coursename) begin\n- Which quarter will [LUOYY006](course) begin\n- Which quarter will [Literature and Change after 1900 (American Literature)](coursename) begin\n- Which quarter will [ITIA1](course) begin\n- Which quarter will [Statistics Workshop](coursename) begin\n- Which quarter will [HALKAP01](course) begin\n- Which quarter will [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename) begin\n- Which quarter will [SUKKP3](course) begin\n- Which quarter will [Saksa III](coursename) begin\n- Which quarter will [GTS4](course) begin\n- Which quarter will [Vakuutustiede ja vakuutustutkimus](coursename) begin\n- Which quarter will [MEJOS15](course) begin\n- Which quarter will [Eheyttävä temaattinen loppuprojekti - projekti/käytännön työ ja portfolio](coursename) begin\n- Which quarter will [HALJTA14](course) begin\n- Which quarter will [KEB-61410 Laaja kemia 1](coursename) begin\n- Which quarter will [KASS1](course) begin\n- Which quarter will [Intercultural Communication](coursename) begin\n- Which quarter will [TERY4](course) begin\n- Which quarter will [Universal Basic Income](coursename) begin\n- Which quarter will [MEDU07](course) begin\n- Which quarter will [Pro gradu - seminaari 2018 (jatkava) (vaihe I)](coursename) begin\n- Which quarter will [MOLI](course) begin\n- Which quarter will [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi (keväällä 2018 opintokokonaisuuden aloittaneille)](coursename) begin\n- Which quarter will [PSYS14](course) begin\n- Which quarter will [Opetussuunnitelmateoria, kirjatentti, Seinäjoki](coursename) begin\n- Which quarter will [KASP5](course) begin\n- Which quarter will [Espanja I](coursename) begin\n- I want to know which semester will [KATTAA12A](course) start\n- I want to know which semester will [Making sense of globalization - Theorizing beyond the nation-state - Lectures + essay](coursename) start\n- I want to know which semester will [ENGS3](course) start\n- I want to know which semester will [Rahoitusoikeuden syventävä opintojakso - kirjatentti](coursename) start\n- I want to know which semester will [POLKVA23](course) start\n- I want to know which semester will [Epävarmuuden hallinta](coursename) start\n- I want to know which semester will [HALTTS11](course) start\n- I want to know which semester will [Agenda-Setting in Public Policy (POMLFCS1)](coursename) start\n- I want to know which semester will [KATTV01](course) start\n- I want to know which semester will [Saksa II](coursename) start\n- I want to know which semester will [JOVP1](course) start\n- I want to know which semester will [International Dynamics and Policy Transfer in Education](coursename) start\n- I want to know which semester will [LOGA10](course) start\n- I want to know which semester will [Käyttäjäkeskeinen kääntäminen](coursename) start\n- I want to know which semester will [SOSM1](course) start\n- I want to know which semester will [Kielen käyttö I](coursename) start\n- I want to know which semester will [KKENVAL8](course) start\n- I want to know which semester will [Nationalismi ja poliittiset ideologiat](coursename) start\n- I want to know which semester will [KKENMP3](course) start\n- I want to know which semester will [Comparative Research in Social Policy](coursename) start\n- I want to know which semester will [KASSG](course) start\n- I want to know which semester will [Kielioppi I / Grammatik I](coursename) start\n- I want to know which semester will [TIETS02](course) start\n- I want to know which semester will [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](coursename) start\n- I want to know which semester will [KASPUHP1](course) start\n- I want to know which semester will [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Seinäjoki](coursename) start\n- I want to know which semester will [JOVP2](course) start\n- I want to know which semester will [Laboroinnin perusteet](coursename) start\n- I want to know which semester will [MTTTA4](course) start\n- I want to know which semester will [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](coursename) start\n- I want to know which semester will [HALJUS14](course) start\n- I want to know which semester will [Solut](coursename) start\n- I want to know which semester will [KKSUTTK](course) start\n- I want to know which semester will [Tilastollisen päättelyn perusteet](coursename) start\n- I want to know which semester will [KATYVA21](course) start\n- I want to know which semester will [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](coursename) start\n- I want to know which semester will [TIEVA31](course) start\n- I want to know which semester will [Introduction to Bayesian Analysis 1](coursename) start\n- I want to know which semester will [KASA3](course) start\n- I want to know which semester will [Kansainvälisen politiikan menetelmäseminaari (kirjatentti)](coursename) start\n- I want to know which semester will [KASPUHA4](course) start\n- I want to know which semester will [Johdatus hoitotieteeseen](coursename) start\n- I want to know which semester will [HALKAA12](course) start\n- I want to know which semester will [International Political Economy](coursename) start\n- I want to know which semester will [KASLOE8.3](course) start\n- I want to know which semester will [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](coursename) start\n- I want to know which semester will [POHA4/POHS4](course) start\n- I want to know which semester will [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Pori](coursename) start\n- I want to know which semester will [KKENVAL4](course) start\n- I want to know which semester will [Kognitiivinen neurotiede I (avoin yliopisto)](coursename) start\n- I want to know which semester will [HALHAA16](course) start\n- I want to know which semester will [Viestinnän ja median tutkimussuuntauksia](coursename) start\n- I want to know which semester will [KASA7](course) start\n- I want to know which semester will [Oikeus ja politiikka](coursename) start\n- I want to know which semester will [LOGM3](course) start\n- I want to know which semester will [Tiede ja teknologia yhteiskunnassa](coursename) start\n- I want to know which semester will [ENGS44](course) start\n- I want to know which semester will [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename) start\n- I want to know which semester will [BTK2036](course) start\n- I want to know which semester will [Kielitieto ja -taito - Kielioppi II / Sprachwissen und Sprachfertigkeiten: Grammatik II](coursename) start\n- I want to know which semester is [SOS6.1.2](course)\n- I want to know which semester is [Kehityspsykologia II](coursename)\n- I want to know which semester is [ENGA12](course)\n- I want to know which semester is [Kontrastiivisen fonetiikan perusteet -](coursename)\n- I want to know which semester is [SOS10.1.4](course)\n- I want to know which semester is [Valtakurssi](coursename)\n- I want to know which semester is [KKSUPRO](course)\n- I want to know which semester is [Kielioppi I (suomenkieliset opiskelijat)](coursename)\n- I want to know which semester is [JKKYORP1](course)\n- I want to know which semester is [Kandidaatintutkielmaseminaari - Seminaari, II-periodissa alkava nopeasti etenevä ryhmä](coursename)\n- I want to know which semester is [PEACE046](course)\n- I want to know which semester is [Käsityö - Projektiosio - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- I want to know which semester is [TEE5](course)\n- I want to know which semester is [Sosiaalioikeus I](coursename)\n- I want to know which semester is [SOS4.5](course)\n- I want to know which semester is [Research Ethics](coursename)\n- I want to know which semester is [KATVAA14](course)\n- I want to know which semester is [Poliittiset instituutiot ja prosessit (kirjatentti/essee)](coursename)\n- I want to know which semester is [PSYS6A](course)\n- I want to know which semester is [Current theoretical questions of educational research](coursename)\n- I want to know which semester is [KASVART2](course)\n- I want to know which semester is [Introduction to Bayesian Analysis 1](coursename)\n- I want to know which semester is [YKIEP1](course)\n- I want to know which semester is [Lasten puheen ja kielen häiriöt - A1a Lasten puheen ja kielen häiriöt](coursename)\n- I want to know which semester is [KASP5](course)\n- I want to know which semester is [Kvantitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename)\n- I want to know which semester is [HTIS59](course)\n- I want to know which semester is [Course on International Publishing in Social Sciences and Humanities](coursename)\n- I want to know which semester is [HISA2](course)\n- I want to know which semester is [Espanja IV](coursename)\n- I want to know which semester is [TAYJ13](course)\n- I want to know which semester is [Kognitiivinen neurotiede I](coursename)\n- I want to know which semester is [KIRS1/A4](course)\n- I want to know which semester is [Current Approaches in Games and Internet Research](coursename)\n- I want to know which semester is [DPCMTJ2](course)\n- I want to know which semester is [Communication Skills in English - Academic Writing II](coursename)\n- I want to know which semester is [BTK4030](course)\n- I want to know which semester is [Media Landscape in Russia: Regional Perspective](coursename)\n- I want to know which semester is [JOVTS1/SOS10.6](course)\n- I want to know which semester is [Viestinnän ja median tutkimus](coursename)\n- I want to know which semester is [YKT09.4](course)\n- I want to know which semester is [Kuva- ja mediakulttuurit - Mediakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely)](coursename)\n- I want to know which semester is [HALJUA13](course)\n- I want to know which semester is [Kielellinen vaihtelu/Språklig variation](coursename)\n- I want to know which semester is [SAKP6](course)\n- I want to know which semester is [Euroopan muotoutuminen](coursename)\n- I want to know which semester is [KASP4](course)\n- I want to know which semester is [Terveystieteiden orientoivat tohtoriopinnot](coursename)\n- I want to know which semester is [JOVP4](course)\n- I want to know which semester is [Introduction to Criminal Justice](coursename)\n- I want to know which semester is [KATYVA34](course)\n- I want to know which semester is [Research on Public Management and Organizations](coursename)\n- I want to know which semester is [FILP1B](course)\n- I want to know which semester is [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi) / KTM-tutkinto](coursename)\n- I want to know which semester is [JOVY3](course)\n- I want to know which semester is [Master's Seminar and Thesis](coursename)\n- I want to know which semester is [YKT09.4](course)\n- I want to know which semester is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop.](coursename)\n- I want to know which semester is [VENP2](course)\n- I want to know which semester is [Introduction to Statistics](coursename)\n- I want to know the study period of [KASVAR9](course)\n- I want to know the study period of [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename)\n- I want to know the study period of [VENA10](course)\n- I want to know the study period of [Journalismin perusteet, harjoitukset](coursename)\n- I want to know the study period of [POLPOP02](course)\n- I want to know the study period of [Topical Issues in Governance, Management and Administration](coursename)\n- I want to know the study period of [KASP4](course)\n- I want to know the study period of [Asioimistulkkaus (monikielinen)](coursename)\n- I want to know the study period of [MTTA2](course)\n- I want to know the study period of [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti](coursename)\n- I want to know the study period of [KASA11](course)\n- I want to know the study period of [Olio-ohjelmoinnin perusteet](coursename)\n- I want to know the study period of [KKSUPRO](course)\n- I want to know the study period of [Orientation - Introduction to Academic Culture and Degree Studies](coursename)\n- I want to know the study period of [KKSUYP](course)\n- I want to know the study period of [Kuvanprosessointi / Digital Image Processing](coursename)\n- I want to know the study period of [KASVAR12](course)\n- I want to know the study period of [Rahoitusoikeus](coursename)\n- I want to know the study period of [STYS1A](course)\n- I want to know the study period of [Pankkioikeus](coursename)\n- I want to know the study period of [TEATP3](course)\n- I want to know the study period of [Julkisen hallinnon reformit ja muutos](coursename)\n- I want to know the study period of [KATVRS42](course)\n- I want to know the study period of [Tietokantojen perusteet (Hervannan kampus)](coursename)\n- I want to know the study period of [KATTAA21](course)\n- I want to know the study period of [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat( luennot)](coursename)\n- I want to know the study period of [KASLOH2](course)\n- I want to know the study period of [Cell Technology Laboratory Course](coursename)\n- I want to know the study period of [KKENMP3](course)\n- I want to know the study period of [Suullinen viestintä I - Keskusteluharjoitukset](coursename)\n- I want to know the study period of [KASVAR2](course)\n- I want to know the study period of [Itsenäinen projekti: Opintopassi](coursename)\n- I want to know the study period of [DPIS1](course)\n- I want to know the study period of [Kv-tuutorina toimiminen](coursename)\n- I want to know the study period of [TAYJ032](course)\n- I want to know the study period of [Business Models](coursename)\n- I want to know the study period of [TERHOIA7](course)\n- I want to know the study period of [EU:n ulkosuhteiden erityiskysymykset: turvallisuus, talous ja arvot (kirjatentti/essee)](coursename)\n- I want to know the study period of [JOVA5](course)\n- I want to know the study period of [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- I want to know the study period of [TRMU1](course)\n- I want to know the study period of [Kasvatuksen ja koulutuksen järjestelmät](coursename)\n- I want to know the study period of [KASVAR4](course)\n- I want to know the study period of [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- I want to know the study period of [KKSAPRE2](course)\n- I want to know the study period of [Software Project Management, Software Project Management (Fall term)](coursename)\n- I want to know the study period of [KATMAS14](course)\n- I want to know the study period of [Lasten arki suomalaisessa yhteiskunnassa / Harjoitukset - 1.vsk](coursename)\n- I want to know the study period of [PEACE046/047](course)\n- I want to know the study period of [Kandidaattitutkielma ja seminaari (tilastotiede)](coursename)\n- I want to know the study period of [POHA1](course)\n- I want to know the study period of [Orientoiva tutkielmaseminaari - Seminaari](coursename)\n- I want to know the study period of [JKKYLT01](course)\n- I want to know the study period of [Health in disasters, conflicts and complex human emergencies](coursename)\n- I want to know the study period of [HTIS81](course)\n- I want to know the study period of [Julkisoikeuden perusteet (verkkototeutus)](coursename)\n- I want to know the study period of [ITIS61](course)\n- I want to know the study period of [Visuality, security and peace: Introduction into visual peace research and visual security studies](coursename)\n- I want to know the study period of [POHA14](course)\n- I want to know the study period of [Bioinformatics project](coursename)\n- I want to know the academic term for [BTK0001](course)\n- I want to know the academic term for [Palvelut ja hyvinvointivaltion murros](coursename)\n- I want to know the academic term for [VENP3/VENK1](course)\n- I want to know the academic term for [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa)](coursename)\n- I want to know the academic term for [COSOPN2](course)\n- I want to know the academic term for [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](coursename)\n- I want to know the academic term for [ESPFA3](course)\n- I want to know the academic term for [Feministisen ajattelun klassikot (verkkokurssi)](coursename)\n- I want to know the academic term for [KIRS3](course)\n- I want to know the academic term for [Tutkimustyön perusteet (teemalla Verkostot ja somevaikuttaminen Twitterissä)](coursename)\n- I want to know the academic term for [HISA3B](course)\n- I want to know the academic term for [Vakuutuksen ja riskienhallinnan erikoistumisosa](coursename)\n- I want to know the academic term for [KATJOA15](course)\n- I want to know the academic term for [Maisteriopintojen esittely - TIM](coursename)\n- I want to know the academic term for [HALHAS19](course)\n- I want to know the academic term for [Tutkielmapiiri](coursename)\n- I want to know the academic term for [VENA7](course)\n- I want to know the academic term for [Eläimet työssä](coursename)\n- I want to know the academic term for [KATTAS40](course)\n- I want to know the academic term for [Sijoitustoiminta](coursename)\n- I want to know the academic term for [KKSUTEK2](course)\n- I want to know the academic term for [Management and organizations I (literature)](coursename)\n- I want to know the academic term for [TAYJ025](course)\n- I want to know the academic term for [Laadullinen tutkimus - menetelmät ja prosessi](coursename)\n- I want to know the academic term for [ENGP1](course)\n- I want to know the academic term for [Sosiaalityön teoriahistoria](coursename)\n- I want to know the academic term for [HALJTS99](course)\n- I want to know the academic term for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](coursename)\n- I want to know the academic term for [TIETA18](course)\n- I want to know the academic term for [Tieteellinen kirjoittaminen](coursename)\n- I want to know the academic term for [KASA8](course)\n- I want to know the academic term for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja luokanopettajaopiskelijat](coursename)\n- I want to know the academic term for [JKKYVP11](course)\n- I want to know the academic term for [Viron kielen suullinen ja kirjallinen taito](coursename)\n- I want to know the academic term for [SOS6.3.1](course)\n- I want to know the academic term for [Kandidaattiseminaari (JATKAVA, Katermaa)](coursename)\n- I want to know the academic term for [HALHAS18](course)\n- I want to know the academic term for [Dialogue: Constructive Talk at Work (Tampere Summer School 2018)](coursename)\n- I want to know the academic term for [JKKYVP11](course)\n- I want to know the academic term for [Tekstianalyysi - Luennot](coursename)\n- I want to know the academic term for [KATVRS55](course)\n- I want to know the academic term for [Sosiaalityö terveydenhuollossa](coursename)\n- I want to know the academic term for [MTTTA1](course)\n- I want to know the academic term for [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](coursename)\n- I want to know the academic term for [POLVOA22](course)\n- I want to know the academic term for [Ympäristöhallinnan muutos (esseesuoritusvaihtoehto)](coursename)\n- I want to know the academic term for [KASP5](course)\n- I want to know the academic term for [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](coursename)\n- I want to know the academic term for [TIETS44](course)\n- I want to know the academic term for [Cultural Conversations](coursename)\n- I want to know the academic term for [TIETS07](course)\n- I want to know the academic term for [Information Visualization](coursename)\n- I want to know the academic term for [KIRA2](course)\n- I want to know the academic term for [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](coursename)\n- I want to know the academic term for [HALTVP11](course)\n- I want to know the academic term for [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename)\n- I want to know the academic term for [HISA1B](course)\n- I want to know the academic term for [Master's Thesis Seminar / Internet and Game Studies](coursename)\n- I want to know the academic term for [MTTTA13](course)\n- I want to know the academic term for [Rahoitusoikeus](coursename)\n\n\n## intent:poikkeusajat\n- Exceptions [SUOA1](course)\n- Exceptions [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 7.-8.11.2018](coursename)\n- Exceptions [STYS3](course)\n- Exceptions [Tieteellinen kirjoittaminen](coursename)\n- Exceptions [PEDA5](course)\n- Exceptions [Hydrogel Journal Club](coursename)\n- Exceptions [LFCS02](course)\n- Exceptions [Visuaalisen kulttuurin syventymiskohde - Seminaari](coursename)\n- Exceptions [KASLOH2](course)\n- Exceptions [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](coursename)\n- Exceptions [LATAP2](course)\n- Exceptions [Master's Thesis Seminar in Human-Technology Interaction (Starting Spring term)](coursename)\n- Exceptions [VENP5/VENK2](course)\n- Exceptions [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename)\n- Exceptions [YKIEP4](course)\n- Exceptions [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](coursename)\n- Exceptions [KKSUPRO](course)\n- Exceptions [Kielioppi II/Språkets strukturer II](coursename)\n- Exceptions [POLKVA43](course)\n- Exceptions [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](coursename)\n- Exceptions [KKESVAL4](course)\n- Exceptions [Johdatus viestintään ja mediaan](coursename)\n- Exceptions [KASLOM10](course)\n- Exceptions [Lähihistorian ryhmä](coursename)\n- Exceptions [TERY1](course)\n- Exceptions [ABC of Scientific Communication](coursename)\n- Exceptions [LTLY07](course)\n- Exceptions [Opetus, ohjaus, oppiminen, monimuoto-opetus](coursename)\n- Exceptions [JMMETUS](course)\n- Exceptions [Valokuva historian tekijänä](coursename)\n- Exceptions [KATJOS11](course)\n- Exceptions [Ajankohtaiset ilmiöt hallintotieteissä](coursename)\n- Exceptions [ITIA8](course)\n- Exceptions [Käännösviestintä suomi-venäjä](coursename)\n- Exceptions [HALKAP01](course)\n- Exceptions [Seminaari (Heinonen)](coursename)\n- Exceptions [HALKAA15](course)\n- Exceptions [Dokumentaation visualisointi](coursename)\n- Exceptions [SOSM2](course)\n- Exceptions [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](coursename)\n- Exceptions [HEAAE03](course)\n- Exceptions [Puheviestintä ja hyvinvointi](coursename)\n- Exceptions [TIETA11](course)\n- Exceptions [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename)\n- Exceptions [KATVRS55](course)\n- Exceptions [Julkisen talousjohtamisen klassikkoteokset (kirjallinen tentti)](coursename)\n- Exceptions [KASSG](course)\n- Exceptions [Mediated Learning Experinces in Multicultural Settings](coursename)\n- Exceptions [HALHAS21](course)\n- Exceptions [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename)\n- Exceptions [TERHOIA1](course)\n- Exceptions [Seminaari II / Seminar II](coursename)\n- Exceptions [TERTIETO5](course)\n- Exceptions [Aineenvaihdunta](coursename)\n- Exceptions [KASA6](course)\n- Exceptions [Lapset ympäristönsä tutkijoina - Käsityö](coursename)\n- Exceptions [BTK4661](course)\n- Exceptions [MED Research Day](coursename)\n- Exceptions [ENGP1](course)\n- Exceptions [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](coursename)\n- Exception [FILS2A](course)\n- Exception [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](coursename)\n- Exception [STYA1B](course)\n- Exception [Tutkimuksen perusteet ja etiikka](coursename)\n- Exception [BIO4661](course)\n- Exception [Journalismin tulevaisuus, luennot](coursename)\n- Exception [DPHSF501](course)\n- Exception [Matematiikan peruskäsitteitä](coursename)\n- Exception [KATLAP21](course)\n- Exception [Feministisen ajattelun klassikot (verkkokurssi)](coursename)\n- Exception [KATYVA12](course)\n- Exception [Master's Seminar and Thesis](coursename)\n- Exception [LOGS5](course)\n- Exception [KV-tuutorina toimiminen](coursename)\n- Exception [TRMU5](course)\n- Exception [Business, Society and Nature (Independent study) Autumn 2018](coursename)\n- Exception [BTK3115](course)\n- Exception [Romanian kielen jatkokurssi II / Advanced Course II in Romanian](coursename)\n- Exception [MVKS04](course)\n- Exception [Aikuiskasvatus ja työelämä - Seminaari ja lukupiiri (II-III per.) TAI kirjatentti (slk ja klk)](coursename)\n- Exception [JOVTS5](course)\n- Exception [Johdatus viestintään ja mediaan - verkkokurssi](coursename)\n- Exception [FILAPRO](course)\n- Exception [Pro gradu -seminaari 2018-2019 (vaihe I)](coursename)\n- Exception [FILAK](course)\n- Exception [Sustainable business practices (Lectures)](coursename)\n- Exception [KATVRS42](course)\n- Exception [Tieteenfilosofia](coursename)\n- Exception [TEE5](course)\n- Exception [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.2.2019](coursename)\n- Exception [STYVA](course)\n- Exception [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](coursename)\n- Exception [FONEP1](course)\n- Exception [Ruotsin kielen kirjallinen ja suullinen viestintä / intensiivikurssi](coursename)\n- Exception [TIEP3](course)\n- Exception [Kielioppi I/Gramática española I](coursename)\n- Exception [KASLOM4](course)\n- Exception [Lasten puheen ja kielen häiriöt - A1a Lasten puheen ja kielen häiriöt](coursename)\n- Exception [JKKYTVA13](course)\n- Exception [Ylirajaiset ilmiöt historiassa: näkökulmia tutkimukseen ja tulkintaan](coursename)\n- Exception [KASA12](course)\n- Exception [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](coursename)\n- Exception [MVKS26](course)\n- Exception [Päätöksenteon etiikka](coursename)\n- Exception [KASMULTI1](course)\n- Exception [Behavioral Finance](coursename)\n- Exception [TAYJ032](course)\n- Exception [Saksa II](coursename)\n- Exception [ITIY3](course)\n- Exception [Ohjaus yliopistossa](coursename)\n- Exception [KKENVAL4](course)\n- Exception [Kandidaatintutkielma ja seminaari, lukuvuosi 2018-2019](coursename)\n- Exception [KASLOE4.1](course)\n- Exception [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](coursename)\n- Exception [HISA1A](course)\n- Exception [Sosiaalitieteiden kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- Exception [KASP4](course)\n- Exception [Human Rights Law](coursename)\n- Exception [PEACEGS1](course)\n- Exception [Toisen kielen oppiminen ja opetus](coursename)\n- What are the exceptions for [KATVAS31](course)\n- What are the exceptions for [Konfliktinratkaisu (kirjatentti/essee)](coursename)\n- What are the exceptions for [FILS2A](course)\n- What are the exceptions for [Sosiaalioikeus](coursename)\n- What are the exceptions for [KASA6](course)\n- What are the exceptions for [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- What are the exceptions for [POLVOA31](course)\n- What are the exceptions for [Poliittiset aatteet ja ideologiat](coursename)\n- What are the exceptions for [KKSU4](course)\n- What are the exceptions for [Responsible Business and Social Accounting (Online course)](coursename)\n- What are the exceptions for [KASA7](course)\n- What are the exceptions for [Political Philosophy (book exam/essay)](coursename)\n- What are the exceptions for [SOS9](course)\n- What are the exceptions for [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC) online](coursename)\n- What are the exceptions for [HALJTA13](course)\n- What are the exceptions for [Julkistalouden jatkokurssi](coursename)\n- What are the exceptions for [TERY4](course)\n- What are the exceptions for [Managing Research Information](coursename)\n- What are the exceptions for [KASVART2](course)\n- What are the exceptions for [Monikieliset tekstikorpukset (verkkokurssi)](coursename)\n- What are the exceptions for [JOVP2](course)\n- What are the exceptions for [International tutoring / Kv-tuutorina toimiminen](coursename)\n- What are the exceptions for [KATVRP11](course)\n- What are the exceptions for [Hoitotyön johtamisen harjoittelu](coursename)\n- What are the exceptions for [JOVAT2](course)\n- What are the exceptions for [Johtaminen ja organisaatiot II](coursename)\n- What are the exceptions for [KATLITO2](course)\n- What are the exceptions for [Ympäristöoikeus](coursename)\n- What are the exceptions for [KKENVAL9](course)\n- What are the exceptions for [Espanja III](coursename)\n- What are the exceptions for [KKENKTMO](course)\n- What are the exceptions for [Ranska IV](coursename)\n- What are the exceptions for [POLKVS10](course)\n- What are the exceptions for [Software Project Management, Software Project Management (Fall term)](coursename)\n- What are the exceptions for [VENP1](course)\n- What are the exceptions for [Qualitative Research Methods and Comparative Research Design](coursename)\n- What are the exceptions for [MOLI](course)\n- What are the exceptions for [Johdatus filosofiaan](coursename)\n- What are the exceptions for [POLKVA33](course)\n- What are the exceptions for [Käännös suomi-espanja I/Traducción finés-español I](coursename)\n- What are the exceptions for [TIEP1](course)\n- What are the exceptions for [Research on Teaching and Learning - Seminar](coursename)\n- What are the exceptions for [YKT09.4](course)\n- What are the exceptions for [Kandidaattiseminaari (JATKAVA, Vahtikari)](coursename)\n- What are the exceptions for [PSYA3](course)\n- What are the exceptions for [Moniulotteinen markkinointi (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- What are the exceptions for [LFCS01](course)\n- What are the exceptions for [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- What are the exceptions for [KASELOHA](course)\n- What are the exceptions for [Johdatus kunta- ja aluejohtamiseen](coursename)\n- What are the exceptions for [ITIS61](course)\n- What are the exceptions for [Professional Writing (online course)](coursename)\n- What are the exceptions for [YKYYHT5](course)\n- What are the exceptions for [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- What are the exceptions for [BTK1015](course)\n- What are the exceptions for [Venäjän historia, kirjallisuus ja kulttuuri](coursename)\n- What are the exceptions for [ITIY3](course)\n- What are the exceptions for [Tutkijaseminaari](coursename)\n- What are the exceptions for [KATVRS42](course)\n- What are the exceptions for [Sosiaalioikeus](coursename)\n- [DPJKKHS](course) exceptions\n- [Tutkimusseminaari ja pro gradu -tutkielma](coursename) exceptions\n- [ITIS42](course) exceptions\n- [Ranskan kirjallisuus II / Littérature française II](coursename) exceptions\n- [KASLOK3](course) exceptions\n- [Tieteellinen kirjoittaminen](coursename) exceptions\n- [PSYP3](course) exceptions\n- [Introduction to Statistics](coursename) exceptions\n- [MVKS34](course) exceptions\n- [Basics I: Basics of Czech language I](coursename) exceptions\n- [POLKVA12](course) exceptions\n- [Media and Globalization - Seminar](coursename) exceptions\n- [KIRA5](course) exceptions\n- [Orientoivat opinnot ja HOPS (suomen kieli)](coursename) exceptions\n- [ENGA9](course) exceptions\n- [Linguistics II: Meaning and Discourse](coursename) exceptions\n- [YKYYHT4B](course) exceptions\n- [Management Accounting and Human Behaviour](coursename) exceptions\n- [KASLOE8.1](course) exceptions\n- [Ympäristön ja alueiden poliittisuus](coursename) exceptions\n- [KATSTA13](course) exceptions\n- [Language and Identity](coursename) exceptions\n- [FILJATKO](course) exceptions\n- [Nuorisotyön harjoittelu](coursename) exceptions\n- [TIETS05](course) exceptions\n- [Kandidaattiseminaari ja -tutkielma (hallintotiede), kevät -](coursename) exceptions\n- [TERTIETO3](course) exceptions\n- [Poliittisen sosiologian käsitteet ja tutkimukset](coursename) exceptions\n- [STYVA](course) exceptions\n- [Study Skills - Basics of Information Literacy](coursename) exceptions\n- [KKES4](course) exceptions\n- [The Liberal Welfare State](coursename) exceptions\n- [KATYVA32](course) exceptions\n- [Current and Future Challenges of World Politics and Economy (POMLFCS3)](coursename) exceptions\n- [PEDAEH](course) exceptions\n- [Communication Skills in English - Speaking Practice](coursename) exceptions\n- [ITIA01](course) exceptions\n- [Ammattimainen tekstintarkistus](coursename) exceptions\n- [LOGS8](course) exceptions\n- [Vero-oikeuden perusteet](coursename) exceptions\n- [KKENVAL9](course) exceptions\n- [Diskutera som specialist](coursename) exceptions\n- [DPJKKHS](course) exceptions\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](coursename) exceptions\n- [TERKANP1](course) exceptions\n- [Tutkimustyön perusteet - a) Tieteenfilosofia](coursename) exceptions\n- [PEACE045](course) exceptions\n- [Internet ja vuorovaikutteinen media](coursename) exceptions\n- [KASVAR10](course) exceptions\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus - HARJOITTELUTUKIOPTION HAKEMINEN: Seminaarit ja harjoittelu vuonna 2019 opintojakson suorittaville](coursename) exceptions\n- [HTIS59](course) exceptions\n- [Lehti- ja verkkojournalismi](coursename) exceptions\n- [VENP4](course) exceptions\n- [Verkkojulkaisemisen perusteet - kevät 2019](coursename) exceptions\n- [ENGA11](course) exceptions\n- [Finnish Survival Course](coursename) exceptions\n- [JOVA11](course) exceptions\n- [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename) exceptions\n- [SOS6.4.2](course) exceptions\n- [Valinnainen jakso: Toimitustyön johtaminen/ JOVVJS1 Visuaalisen työn johtaminen](coursename) exceptions\n- [ITIA01](course) exception\n- [Eastern European Model: Lithuanian System of Work and Social Security](coursename) exception\n- [KASLOE7.1](course) exception\n- [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename) exception\n- [POLKVA11](course) exception\n- [1800-luvun ja 1900-luvun kirjallisuuden historia/ Istorija russkoj literatury XIX i XX vekov](coursename) exception\n- [POLKVA31](course) exception\n- [Tieteellinen kirjoittaminen / Wissenschaftliches Schreiben](coursename) exception\n- [ENGS13](course) exception\n- [Johdatus hoitotieteeseen](coursename) exception\n- [TRSU02](course) exception\n- [Molekyylibiologia](coursename) exception\n- [TIEA2.1A](course) exception\n- [Tietojenkäsittelytieteiden opintojakso TTY:ltä](coursename) exception\n- [ENGA6](course) exception\n- [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](coursename) exception\n- [MVKS15R](course) exception\n- [Historiateoria](coursename) exception\n- [HALJUA13](course) exception\n- [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot (kirjallinen tentti ja essee)](coursename) exception\n- [ENGA4](course) exception\n- [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](coursename) exception\n- [MTTMS1](course) exception\n- [Yritysjuridiikan ajankohtaiset teemat](coursename) exception\n- [MVKS13E](course) exception\n- [Ranskan yhteiskunta II/Société française II](coursename) exception\n- [KASVAR6](course) exception\n- [Leadership for Sustainable Change (KATVAS39)](coursename) exception\n- [KATJOA12](course) exception\n- [Verkkomedian suunnittelu (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename) exception\n- [SAKA12](course) exception\n- [Health systems and health in developing Asia: India, China, and North Korea](coursename) exception\n- [KASLOM4](course) exception\n- [Psykologiset interventiot](coursename) exception\n- [SOS6.5.3](course) exception\n- [Johdatus sosiaalitieteisiin (verkkokurssi)](coursename) exception\n- [ENGA10](course) exception\n- [Kuva- ja mediakulttuurit - Kuvakulttuurit 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely/taidemuseot harjoitusryhmät)](coursename) exception\n- [SOS6.2.3](course) exception\n- [Current Approaches in Games and Internet Research](coursename) exception\n- [SAKA12](course) exception\n- [Työ ja äitiys tänään](coursename) exception\n- [TIEY1](course) exception\n- [Sosiaalioikeus](coursename) exception\n- [PEDA5](course) exception\n- [Perusharjoittelu A - Ohjattu opetusharjoittelu](coursename) exception\n- [HISP4](course) exception\n- [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](coursename) exception\n- [STYA3B](course) exception\n- [Maisteriopintojen opintosuuntiin johdattava kirjallisuus](coursename) exception\n- [BTK1023](course) exception\n- [Old and New Classics of Political Theory (book exam/essay)](coursename) exception\n- [POLKVA32](course) exception\n- [Kvalitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename) exception\n- [HALJUS22](course) exception\n- [Marketing Communications](coursename) exception\n- [BTK2036](course) exception\n- [Valinnainen jakso: Johdatus tiedeviestintään](coursename) exception\n- [POLVOA22/A32](course) exception\n- [Viestinnän ja median tutkimuksen metodologia, luennot](coursename) exception\n- Exceptions in teaching hours [TERTIETO5](course)\n- Exceptions in teaching hours [Ajankohtaisia kansanterveyskysymyksiä](coursename)\n- Exceptions in teaching hours [KASPUHP2](course)\n- Exceptions in teaching hours [Writing Research Grant Proposals](coursename)\n- Exceptions in teaching hours [POLVOA51](course)\n- Exceptions in teaching hours [All You Wanted to Know about Elections - But Never Dared to Ask (POMLFCS1)](coursename)\n- Exceptions in teaching hours [TERA2](course)\n- Exceptions in teaching hours [Medical English - Introduction to Scientific Writing](coursename)\n- Exceptions in teaching hours [MVKS42V](course)\n- Exceptions in teaching hours [Introduction to Political Theory (book exam/essay)](coursename)\n- Exceptions in teaching hours [LOGA10](course)\n- Exceptions in teaching hours [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- Exceptions in teaching hours [ITIS61](course)\n- Exceptions in teaching hours [Käännösviestintä suomi-venäjä](coursename)\n- Exceptions in teaching hours [ITIA03](course)\n- Exceptions in teaching hours [Neurologia](coursename)\n- Exceptions in teaching hours [TIEY1](course)\n- Exceptions in teaching hours [Vieraan kielen taito, perustaso](coursename)\n- Exceptions in teaching hours [YKYYHT1](course)\n- Exceptions in teaching hours [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](coursename)\n- Exceptions in teaching hours [TSEKP2](course)\n- Exceptions in teaching hours [International Dynamics and Policy Transfer in Education](coursename)\n- Exceptions in teaching hours [MTTY3](course)\n- Exceptions in teaching hours [Kandidaattitutkielma ja seminaari (matematiikka) - seminaari](coursename)\n- Exceptions in teaching hours [HISA1B](course)\n- Exceptions in teaching hours [Graduseminaari, jatkava (Niemi)](coursename)\n- Exceptions in teaching hours [MVKS54](course)\n- Exceptions in teaching hours [Johdatus logopediaan](coursename)\n- Exceptions in teaching hours [ENGA1](course)\n- Exceptions in teaching hours [Bioinformatics tools (autumn 2018)](coursename)\n- Exceptions in teaching hours [KKSULUK](course)\n- Exceptions in teaching hours [Finnish Elementary Course 1 (taught in 1. period)](coursename)\n- Exceptions in teaching hours [TIEA5](course)\n- Exceptions in teaching hours [Orientaatio filosofian tutkinto-ohjelman opintoihin](coursename)\n- Exceptions in teaching hours [KASP1-2, KASP5](course)\n- Exceptions in teaching hours [Orientation - Introduction to Academic Culture and Degree Studies](coursename)\n- Exceptions in teaching hours [KASVAR7](course)\n- Exceptions in teaching hours [Opetussuunnitelmatyö yliopistossa](coursename)\n- Exceptions in teaching hours [PEACE046/047](course)\n- Exceptions in teaching hours [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi) / KTM-tutkinto](coursename)\n- Exceptions in teaching hours [HALHAP01](course)\n- Exceptions in teaching hours [Tieteellinen kirjoittaminen / SOC (logopedia)](coursename)\n- Exceptions in teaching hours [SOS10.1.4](course)\n- Exceptions in teaching hours [Research in Practice](coursename)\n- Exceptions in teaching hours [JOVP3](course)\n- Exceptions in teaching hours [Sosiaalityön peruskurssi (luennot)](coursename)\n- Exceptions in teaching hours [KATMAP11](course)\n- Exceptions in teaching hours [Viron kielen suullinen ja kirjallinen taito](coursename)\n- Exceptions in teaching hours [JOVVJS4](course)\n- Exceptions in teaching hours [Oikeustulkkaus I/II (monikielinen)](coursename)\n- Exceptions in teaching hours [BTK2037](course)\n- Exceptions in teaching hours [Introduction to Risk Management and Insurance (spring semester)](coursename)\n- Exceptions in teaching hours [KASVAPAA](course)\n- Exceptions in teaching hours [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](coursename)\n- Exceptions in teaching hours [HISA2](course)\n- Exceptions in teaching hours [Algorithmic Problem Solving](coursename)\n- Exceptions in teaching hours [KASA2](course)\n- Exceptions in teaching hours [Finlaysonin kielimaailmat](coursename)\n- Exceptions in teaching hours [KASVAR1](course)\n- Exceptions in teaching hours [Introduction to Statistics (Tampere Summer School)](coursename)\n- Exceptions in teaching times [HALKOS21](course)\n- Exceptions in teaching times [Tutkimusetiikka](coursename)\n- Exceptions in teaching times [JOVTS5](course)\n- Exceptions in teaching times [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](coursename)\n- Exceptions in teaching times [HALJUA25](course)\n- Exceptions in teaching times [The Coeliac Disease Journal Club](coursename)\n- Exceptions in teaching times [HALYAA15](course)\n- Exceptions in teaching times [Research seminar for postgraduate studies](coursename)\n- Exceptions in teaching times [KASLOE7.2](course)\n- Exceptions in teaching times [Tutkiva ja kehittävä opettaja](coursename)\n- Exceptions in teaching times [KASA7](course)\n- Exceptions in teaching times [Teoria- ja metodiopinnot teatteritaiteen tohtorin tutkinnossa](coursename)\n- Exceptions in teaching times [KASSG](course)\n- Exceptions in teaching times [Euroopan integraation tutkimus (kirjatentti/essee)](coursename)\n- Exceptions in teaching times [POLVOS24](course)\n- Exceptions in teaching times [Media maailmassa - verkkokurssi](coursename)\n- Exceptions in teaching times [ENGS13/15-16](course)\n- Exceptions in teaching times [Finnish Elementary Course 1 (taught in 3. period)](coursename)\n- Exceptions in teaching times [LTLY213](course)\n- Exceptions in teaching times [Teksti, keskustelu ja vuorovaikutus](coursename)\n- Exceptions in teaching times [HISJATKO](course)\n- Exceptions in teaching times [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](coursename)\n- Exceptions in teaching times [TERA6](course)\n- Exceptions in teaching times [Verkkomedian suunnittelu - verkkokurssi](coursename)\n- Exceptions in teaching times [TIETA17](course)\n- Exceptions in teaching times [Journalism Start-Ups and Enterpreneurialism](coursename)\n- Exceptions in teaching times [TEE5](course)\n- Exceptions in teaching times [Orientaatiopäivä väitöskirjatutkijoille](coursename)\n- Exceptions in teaching times [SUOA3](course)\n- Exceptions in teaching times [Structure of English III: Grammar and Context](coursename)\n- Exceptions in teaching times [POLPOP01](course)\n- Exceptions in teaching times [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - Kasvatustieteellinen luku- ja kirjoitustaito](coursename)\n- Exceptions in teaching times [KATTV01](course)\n- Exceptions in teaching times [Muu valinnainen kurssi](coursename)\n- Exceptions in teaching times [BTK3120](course)\n- Exceptions in teaching times [Tekninen ihmisyys](coursename)\n- Exceptions in teaching times [STYS1B1](course)\n- Exceptions in teaching times [Sosiaalihuollon hallinto ja johtaminen](coursename)\n- Exceptions in teaching times [TERY4](course)\n- Exceptions in teaching times [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](coursename)\n- Exceptions in teaching times [PSYS6C](course)\n- Exceptions in teaching times [Julkinen hallinto ja politiikka](coursename)\n- Exceptions in teaching times [KKENVAL4](course)\n- Exceptions in teaching times [Kandidaattiseminaari (Nenonen)](coursename)\n- Exceptions in teaching times [KASMULTI6](course)\n- Exceptions in teaching times [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename)\n- Exceptions in teaching times [VENP3/VENK1](course)\n- Exceptions in teaching times [Media, Race and Society](coursename)\n- Exceptions in teaching times [KKENVAL4](course)\n- Exceptions in teaching times [Kielitieto ja -taito - Kielioppi II / Sprachwissen und Sprachfertigkeiten: Grammatik II](coursename)\n- Exceptions in teaching times [STYP2](course)\n- Exceptions in teaching times [Structure of English III: Grammar and Context](coursename)\n- Exceptions in teaching times [KATLAA22](course)\n- Exceptions in teaching times [Rahoituksen jatkokurssi](coursename)\n- Exceptions in teaching times [KKENYHT](course)\n- Exceptions in teaching times [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](coursename)\n- Exceptions in teaching times [KATYVA12](course)\n- Exceptions in teaching times [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](coursename)\n- Exceptions in teaching times [KKSUYTK](course)\n- Exceptions in teaching times [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](coursename)\n- Are there any exceptions in teaching [TRMU5](course)\n- Are there any exceptions in teaching [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- Are there any exceptions in teaching [YKIEP4](course)\n- Are there any exceptions in teaching [Fonetiikan tilastomenetelmät](coursename)\n- Are there any exceptions in teaching [KATMAA16](course)\n- Are there any exceptions in teaching [Social research and the behavioural sciences](coursename)\n- Are there any exceptions in teaching [KKENMP3](course)\n- Are there any exceptions in teaching [Työ ja äitiys tänään](coursename)\n- Are there any exceptions in teaching [TERKANP5](course)\n- Are there any exceptions in teaching [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](coursename)\n- Are there any exceptions in teaching [LUOYY027](course)\n- Are there any exceptions in teaching [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](coursename)\n- Are there any exceptions in teaching [SUKKP6](course)\n- Are there any exceptions in teaching [Writing the Nation](coursename)\n- Are there any exceptions in teaching [HALJTA05](course)\n- Are there any exceptions in teaching [Master's Thesis Seminar in Software Development](coursename)\n- Are there any exceptions in teaching [KKENYHT](course)\n- Are there any exceptions in teaching [Statistical Analysis with Missing Data (intermediate)](coursename)\n- Are there any exceptions in teaching [DPCMTJ3](course)\n- Are there any exceptions in teaching [Matematiikan peruskäsitteitä](coursename)\n- Are there any exceptions in teaching [POLPOP01](course)\n- Are there any exceptions in teaching [Research on Public Management and Organizations](coursename)\n- Are there any exceptions in teaching [KASVAR11](course)\n- Are there any exceptions in teaching [Vaihtuva-alainen kurssi: Oppimisvaikeudet](coursename)\n- Are there any exceptions in teaching [TERY1](course)\n- Are there any exceptions in teaching [Fonetiikan tilastomenetelmät](coursename)\n- Are there any exceptions in teaching [LUOYY005](course)\n- Are there any exceptions in teaching [Ranska II](coursename)\n- Are there any exceptions in teaching [POLVOA32/S23/24](course)\n- Are there any exceptions in teaching [Yksilön työhyvinvointi](coursename)\n- Are there any exceptions in teaching [BTK5003](course)\n- Are there any exceptions in teaching [Viestintää tukevat keinot asiakas-työntekijä-suhteessa](coursename)\n- Are there any exceptions in teaching [MVKS30](course)\n- Are there any exceptions in teaching [Tutkijan digi- ja medianäkyvyys](coursename)\n- Are there any exceptions in teaching [POLPOP02](course)\n- Are there any exceptions in teaching [Venäjä II](coursename)\n- Are there any exceptions in teaching [KATLAS13](course)\n- Are there any exceptions in teaching [Kandidaattiseminaari (JATKAVA, Vahtikari)](coursename)\n- Are there any exceptions in teaching [HALHAA99](course)\n- Are there any exceptions in teaching [Opettajasuunnan seminaari](coursename)\n- Are there any exceptions in teaching [SOS9](course)\n- Are there any exceptions in teaching [Dialogitulkkaus](coursename)\n- Are there any exceptions in teaching [JOVP1](course)\n- Are there any exceptions in teaching [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](coursename)\n- Are there any exceptions in teaching [SAKS3](course)\n- Are there any exceptions in teaching [Teknologiakasvatus - Käsityökasvatuksen pedagogiikka ja työsuojelu](coursename)\n- Are there any exceptions in teaching [HALYAA15](course)\n- Are there any exceptions in teaching [Laadullisten tutkimusmenetelmien soveltaminen hoitotieteessä](coursename)\n- Are there any exceptions in teaching [TIETA7](course)\n- Are there any exceptions in teaching [Tekstianalyysi - Harjoitukset](coursename)\n- Are there any exceptions in teaching [HISP1](course)\n- Are there any exceptions in teaching [Kansainvälisen historian tutkijaseminaari](coursename)\n- Are there any exceptions in teaching [KASP1](course)\n- Are there any exceptions in teaching [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](coursename)\n- Are there any exceptions in teaching [KKSUHUK1](course)\n- Are there any exceptions in teaching [Intercultural Communication](coursename)\n- Are there any exceptions in teaching [KATYVA23](course)\n- Are there any exceptions in teaching [Tutkiva opiskelu (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](coursename)\n- Are there any exceptions in teaching [KASP5](course)\n- Are there any exceptions in teaching [Advanced English Business Communication](coursename)\n- What exceptions are there in [ESPFA6](course)\n- What exceptions are there in [Erikoiskurssi](coursename)\n- What exceptions are there in [KATLAS24](course)\n- What exceptions are there in [Johdatus logiikkaan 2](coursename)\n- What exceptions are there in [KATLAS27](course)\n- What exceptions are there in [Doctoral Studies](coursename)\n- What exceptions are there in [POLPOP01](course)\n- What exceptions are there in [Capstone - Talousjohdon tehtävät ja osaamisalueet](coursename)\n- What exceptions are there in [KATTAA13A](course)\n- What exceptions are there in [International tutoring / Kv-tuutorina toimiminen](coursename)\n- What exceptions are there in [SUOR1/A6](course)\n- What exceptions are there in [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- What exceptions are there in [TIETS31](course)\n- What exceptions are there in [Seminaari, kandidaatintutkielma ja kypsyysnäyte](coursename)\n- What exceptions are there in [JOUJOVTS](course)\n- What exceptions are there in [Organisation Theory and Analysis](coursename)\n- What exceptions are there in [TERA6](course)\n- What exceptions are there in [Master´s Thesis and Seminar - for the group that started in 2017](coursename)\n- What exceptions are there in [KKSUPRO](course)\n- What exceptions are there in [Kiina II](coursename)\n- What exceptions are there in [FILS1A](course)\n- What exceptions are there in [Kliinisen tutkijan peruskurssi](coursename)\n- What exceptions are there in [KASVAR7](course)\n- What exceptions are there in [Euroopan maiden ja Suomen poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- What exceptions are there in [POLVOA42](course)\n- What exceptions are there in [Basics I: Basics of Czech language I](coursename)\n- What exceptions are there in [KKENYHT](course)\n- What exceptions are there in [Current and Future Challenges of World Politics and Economy (POMLFCS3)](coursename)\n- What exceptions are there in [KASA7](course)\n- What exceptions are there in [Espanja II](coursename)\n- What exceptions are there in [SOS6.5.1](course)\n- What exceptions are there in [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](coursename)\n- What exceptions are there in [POLKVS22](course)\n- What exceptions are there in [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename)\n- What exceptions are there in [LATAP1](course)\n- What exceptions are there in [Lesen, Verstehen, Schreiben](coursename)\n- What exceptions are there in [TECHS3](course)\n- What exceptions are there in [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](coursename)\n- What exceptions are there in [HIST04](course)\n- What exceptions are there in [Advanced International Relations Research Methods (book exam/essay)](coursename)\n- What exceptions are there in [KASLOM11](course)\n- What exceptions are there in [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename)\n- What exceptions are there in [LOGA5](course)\n- What exceptions are there in [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](coursename)\n- What exceptions are there in [LTLY01](course)\n- What exceptions are there in [Business, Society and Nature (Lectures)](coursename)\n- What exceptions are there in [KASLOM7](course)\n- What exceptions are there in [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- What exceptions are there in [MEDU10](course)\n- What exceptions are there in [Johtaminen ja organisaatiot I (kirjallisuus)](coursename)\n- What exceptions are there in [SOS03.1](course)\n- What exceptions are there in [Academic Presentations](coursename)\n- What exceptions are there in [HTIS51](course)\n- What exceptions are there in [Praktikum](coursename)\n- What exceptions are there in [MTTTA2](course)\n- What exceptions are there in [Study skills and personal study planning - Basics of Information Literacy](coursename)\n- What exceptions are there in [KKSUYP](course)\n- What exceptions are there in [Poliittinen kommunikaatio ja retoriikka (kirjatentti/essee)](coursename)\n- What exceptions are there in [KASLOM1](course)\n- What exceptions are there in [Lähtötasokoe - Kirjallinen tentti](coursename)\n- Lecture exceptions [KATYVA99](course)\n- Lecture exceptions [PhD by publication: writing integrative chapter](coursename)\n- Lecture exceptions [KASLOE6.4](course)\n- Lecture exceptions [Klinikkaharjoittelu](coursename)\n- Lecture exceptions [HALKAS12](course)\n- Lecture exceptions [Student supervision in computer sciences](coursename)\n- Lecture exceptions [FILS1E](course)\n- Lecture exceptions [Interview as a means of data generation](coursename)\n- Lecture exceptions [ENGA9](course)\n- Lecture exceptions [Introduction to Finnish History](coursename)\n- Lecture exceptions [ESPFP3](course)\n- Lecture exceptions [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](coursename)\n- Lecture exceptions [KATLAA11](course)\n- Lecture exceptions [Reportaasi](coursename)\n- Lecture exceptions [KASSO4](course)\n- Lecture exceptions [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](coursename)\n- Lecture exceptions [LUOYA200](course)\n- Lecture exceptions [Konsernitilinpäätös I](coursename)\n- Lecture exceptions [HALKAA12](course)\n- Lecture exceptions [Tieteenfilosofia](coursename)\n- Lecture exceptions [KATYVA34](course)\n- Lecture exceptions [Leadership for Sustainable Change (KATVAS39)](coursename)\n- Lecture exceptions [MTTMA4](course)\n- Lecture exceptions [Johdatus logiikkaan 2](coursename)\n- Lecture exceptions [VENA13](course)\n- Lecture exceptions [Seminaari](coursename)\n- Lecture exceptions [JOVTS5](course)\n- Lecture exceptions [Kansainvälinen talous](coursename)\n- Lecture exceptions [KKSU8](course)\n- Lecture exceptions [Kommunikationstraining II](coursename)\n- Lecture exceptions [VENA13](course)\n- Lecture exceptions [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- Lecture exceptions [KKENMP3](course)\n- Lecture exceptions [Kaupunkien maankäytön pelikenttä](coursename)\n- Lecture exceptions [PSYS14](course)\n- Lecture exceptions [Keskustelunanalyysi (verkkokurssi), syksy 2018](coursename)\n- Lecture exceptions [DPJKKPS](course)\n- Lecture exceptions [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSO-opintosuunnan ryhmä)](coursename)\n- Lecture exceptions [ENGS40](course)\n- Lecture exceptions [Asiakassuhde ja haastattelu](coursename)\n- Lecture exceptions [HALTVA12](course)\n- Lecture exceptions [Yhteisö, terveys ja sairaus](coursename)\n- Lecture exceptions [HALYAA12](course)\n- Lecture exceptions [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](coursename)\n- Lecture exceptions [HALKAS99](course)\n- Lecture exceptions [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](coursename)\n- Lecture exceptions [DPIT2](course)\n- Lecture exceptions [Johdatus viestinnän tutkimukseen ja analyysiin - verkkokurssi](coursename)\n- Lecture exceptions [TECHS6](course)\n- Lecture exceptions [Johdatus kääntäjän suomen opintoihin](coursename)\n- Lecture exceptions [POLKVS10](course)\n- Lecture exceptions [Logiikka](coursename)\n- Lecture exceptions [JOVPVS9](course)\n- Lecture exceptions [Pro gradu -tutkielma ja seminaari (vaiheet I-IV)](coursename)\n- Lecture exceptions [JKKYOA12](course)\n- Lecture exceptions [Matematiikan ja tilastotieteen työpajat](coursename)\n- Lecture exceptions [LTLY01](course)\n- Lecture exceptions [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](coursename)\n- Lecture exceptions [HALTTS13](course)\n- Lecture exceptions [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](coursename)\n- Does [TIETS05](course) have exceptions in teaching hours\n- Does [Opintopiiri](coursename) have exceptions in teaching hours\n- Does [KASA9](course) have exceptions in teaching hours\n- Does [Research seminar for postgraduate studies](coursename) have exceptions in teaching hours\n- Does [POLVOS31](course) have exceptions in teaching hours\n- Does [Improving the quality and safety of health care through outcomes research](coursename) have exceptions in teaching hours\n- Does [ENGS1](course) have exceptions in teaching hours\n- Does [Political Systems Outside of Europe (book exam/essay)](coursename) have exceptions in teaching hours\n- Does [KKENVAL8](course) have exceptions in teaching hours\n- Does [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](coursename) have exceptions in teaching hours\n- Does [KKSU2](course) have exceptions in teaching hours\n- Does [BMT-61227 Medical Biomaterials](coursename) have exceptions in teaching hours\n- Does [KATLAA15](course) have exceptions in teaching hours\n- Does [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename) have exceptions in teaching hours\n- Does [TERY4](course) have exceptions in teaching hours\n- Does [Kontrastiivisen fonetiikan perusteet -](coursename) have exceptions in teaching hours\n- Does [TERHOIA4](course) have exceptions in teaching hours\n- Does [A seminar on theoretical social research: Schmitt, Arendt, and The Political](coursename) have exceptions in teaching hours\n- Does [KASLOE6.2](course) have exceptions in teaching hours\n- Does [Orientoivat opinnot - Alkuorientaatio](coursename) have exceptions in teaching hours\n- Does [JOVPVS1](course) have exceptions in teaching hours\n- Does [Erikoiskurssi](coursename) have exceptions in teaching hours\n- Does [JOVTS7](course) have exceptions in teaching hours\n- Does [Semantiikka ja pragmatiikka / Semantik und Pragmatik](coursename) have exceptions in teaching hours\n- Does [KKLA1](course) have exceptions in teaching hours\n- Does [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) have exceptions in teaching hours\n- Does [KKRUYHT](course) have exceptions in teaching hours\n- Does [Liiketoiminnan analysoinnin ja kehittämisen case-kurssi](coursename) have exceptions in teaching hours\n- Does [TERHOIA5](course) have exceptions in teaching hours\n- Does [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa)](coursename) have exceptions in teaching hours\n- Does [KKESVAL4](course) have exceptions in teaching hours\n- Does [Kestävän kehityksen johdantojakso](coursename) have exceptions in teaching hours\n- Does [KKSUPRO](course) have exceptions in teaching hours\n- Does [Advanced Course in Corporate Finance](coursename) have exceptions in teaching hours\n- Does [SOSM5.1](course) have exceptions in teaching hours\n- Does [Asiakassuhde ja haastattelu](coursename) have exceptions in teaching hours\n- Does [KASA13](course) have exceptions in teaching hours\n- Does [Kansainvälisen historian tutkijaseminaari](coursename) have exceptions in teaching hours\n- Does [KKVE5](course) have exceptions in teaching hours\n- Does [Tiedon rajat](coursename) have exceptions in teaching hours\n- Does [ITIA5](course) have exceptions in teaching hours\n- Does [Seminaari](coursename) have exceptions in teaching hours\n- Does [POLVOS21](course) have exceptions in teaching hours\n- Does [Maisteriopintojen esittely - TIM](coursename) have exceptions in teaching hours\n- Does [KASLOM6](course) have exceptions in teaching hours\n- Does [Strategic Management Accounting and Control](coursename) have exceptions in teaching hours\n- Does [KASERIT3](course) have exceptions in teaching hours\n- Does [Talous ja yhteiskunta](coursename) have exceptions in teaching hours\n- Does [HALJTA13](course) have exceptions in teaching hours\n- Does [Monimutkaisia itsestäänselvyyksiä-näkökulmia arjen ja henkilökohtaisen elämän tutkimukseen](coursename) have exceptions in teaching hours\n- Does [KASVAR8](course) have exceptions in teaching hours\n- Does [Fighting Against Human Rights Violations](coursename) have exceptions in teaching hours\n- Does [POLVOS40](course) have exceptions in teaching hours\n- Does [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](coursename) have exceptions in teaching hours\n- Does [POMLFCS3](course) have exceptions in teaching hours\n- Does [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](coursename) have exceptions in teaching hours\n- Does [COSOPC3](course) have exceptions in teaching hours\n- Does [Yritysetiikka (verkkokurssi)](coursename) have exceptions in teaching hours\n- Does [YKT04.2](course) have exceptions in teaching hours\n- Does [Pohjoismaiden kirjallisuus/Nordisk litteratur](coursename) have exceptions in teaching hours\n- Were there exceptions in lectures [DPJKKKS](course)\n- Were there exceptions in lectures [Kandidaattiseminaari (JATKAVA, Katermaa)](coursename)\n- Were there exceptions in lectures [POLVOA52](course)\n- Were there exceptions in lectures [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kirjoittaminen ja käsitteellistäminen tieteellisenä menetelmänä](coursename)\n- Were there exceptions in lectures [KATLAS99](course)\n- Were there exceptions in lectures [Introduction to Science and Research (autumn)](coursename)\n- Were there exceptions in lectures [JOVP1](course)\n- Were there exceptions in lectures [Kuvakulttuuri -](coursename)\n- Were there exceptions in lectures [STYP1A](course)\n- Were there exceptions in lectures [Sustainable business practices (Lectures)](coursename)\n- Were there exceptions in lectures [SUKKP3](course)\n- Were there exceptions in lectures [Epidemiologian tohtorikoulutusseminaari](coursename)\n- Were there exceptions in lectures [TAYJ024](course)\n- Were there exceptions in lectures [Communication orale/Suullinen viestintä](coursename)\n- Were there exceptions in lectures [KASERIT4](course)\n- Were there exceptions in lectures [Johdatus historiantutkimukseen (verkkokurssi)](coursename)\n- Were there exceptions in lectures [TSEKP2](course)\n- Were there exceptions in lectures [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- Were there exceptions in lectures [KATMAS11](course)\n- Were there exceptions in lectures [Foreign Policy and Diplomacy (book exam/essay)](coursename)\n- Were there exceptions in lectures [POHA9](course)\n- Were there exceptions in lectures [Terve ja turvallinen kouluyhteisö](coursename)\n- Were there exceptions in lectures [KASLOM8](course)\n- Were there exceptions in lectures [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](coursename)\n- Were there exceptions in lectures [JOVPVS13](course)\n- Were there exceptions in lectures [Tekninen kirjoittaminen (englanti)](coursename)\n- Were there exceptions in lectures [KKRUVAL2](course)\n- Were there exceptions in lectures [Kerronnan monet muodot - kirjatentti ja essee](coursename)\n- Were there exceptions in lectures [MTTA2](course)\n- Were there exceptions in lectures [Tyylioppi](coursename)\n- Were there exceptions in lectures [SOS6.3.3](course)\n- Were there exceptions in lectures [Kliininen neuropsykologia II](coursename)\n- Were there exceptions in lectures [HALKOS23](course)\n- Were there exceptions in lectures [Aluetalous ja kaupunkitalous](coursename)\n- Were there exceptions in lectures [HALYAA12](course)\n- Were there exceptions in lectures [Suurvalta kriiseissä: näkökulmia Venäjän historiaan 1700-luvulta 1900-luvulle](coursename)\n- Were there exceptions in lectures [KKRUKTMO](course)\n- Were there exceptions in lectures [Introduction to Pharmacology and Drug Modelling](coursename)\n- Were there exceptions in lectures [KASP1-2, KASP5](course)\n- Were there exceptions in lectures [Systemaattinen tiedonhaku hoitotieteessä](coursename)\n- Were there exceptions in lectures [PSYP0](course)\n- Were there exceptions in lectures [Kansainväliset vakuutusmarkkinat ja jälleenvakuutus](coursename)\n- Were there exceptions in lectures [KASVARTA](course)\n- Were there exceptions in lectures [Master's Thesis Seminar in Human-Technology Interaction (Starting Spring term)](coursename)\n- Were there exceptions in lectures [FONEP2](course)\n- Were there exceptions in lectures [Kvantitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](coursename)\n- Were there exceptions in lectures [KASSO5](course)\n- Were there exceptions in lectures [Monikulttuurinen kirjallisuus Suomessa](coursename)\n- Were there exceptions in lectures [KIRA4E](course)\n- Were there exceptions in lectures [Yritysjuridiikan perusteet](coursename)\n- Were there exceptions in lectures [HTIS60](course)\n- Were there exceptions in lectures [Introduction to Political Theory (book exam/essay)](coursename)\n- Were there exceptions in lectures [HALJUA61](course)\n- Were there exceptions in lectures [Kielen opettaminen / Fremdsprachenlehren](coursename)\n- Were there exceptions in lectures [TIETA8](course)\n- Were there exceptions in lectures [Korkeakoulut työyhteisöinä - Kehittämistehtävä](coursename)\n- Were there exceptions in lectures [RANA1](course)\n- Were there exceptions in lectures [Opetus, ohjaus, oppiminen, verkko-opetus](coursename)\n- Were there exceptions in lectures [KATLAS99](course)\n- Were there exceptions in lectures [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Teaching times exceptions for [KASA11](course)\n- Teaching times exceptions for [Kandidaattiseminaari](coursename)\n- Teaching times exceptions for [ENGS13](course)\n- Teaching times exceptions for [Opimme lisää venäjän kielen suullisia taitoja](coursename)\n- Teaching times exceptions for [POLVOA51/52/S24](course)\n- Teaching times exceptions for [Pakolaisuus, tila ja hallinta](coursename)\n- Teaching times exceptions for [ITIS31](course)\n- Teaching times exceptions for [Sosiaalityön peruskurssi (verkkokurssi)](coursename)\n- Teaching times exceptions for [SOS6.1.3](course)\n- Teaching times exceptions for [Communication orale/Suullinen viestintä](coursename)\n- Teaching times exceptions for [LOGM1](course)\n- Teaching times exceptions for [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- Teaching times exceptions for [KASS1](course)\n- Teaching times exceptions for [Tilintarkastus I](coursename)\n- Teaching times exceptions for [SOS6.5.1](course)\n- Teaching times exceptions for [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename)\n- Teaching times exceptions for [LTLY210](course)\n- Teaching times exceptions for [Julkisorganisaation talouden suunnittelu ja päätöksenteko](coursename)\n- Teaching times exceptions for [SUOS4](course)\n- Teaching times exceptions for [Tutkijaseminaari](coursename)\n- Teaching times exceptions for [VIROP2](course)\n- Teaching times exceptions for [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](coursename)\n- Teaching times exceptions for [RANS5](course)\n- Teaching times exceptions for [Mikrotalousteoria II](coursename)\n- Teaching times exceptions for [KKSUSC](course)\n- Teaching times exceptions for [Vuorovaikutus organisaatioissa](coursename)\n- Teaching times exceptions for [JKKYTVA13](course)\n- Teaching times exceptions for [Tiedon rajat](coursename)\n- Teaching times exceptions for [ENGA12](course)\n- Teaching times exceptions for [Venäjä III](coursename)\n- Teaching times exceptions for [ESPFA3](course)\n- Teaching times exceptions for [Sisäinen valvonta ja sisäinen tarkastus](coursename)\n- Teaching times exceptions for [KKENYHT](course)\n- Teaching times exceptions for [Finnish Elementary Course 1 (taught in 1. & 2. period)](coursename)\n- Teaching times exceptions for [POLKVA44](course)\n- Teaching times exceptions for [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](coursename)\n- Teaching times exceptions for [KKSUVAL3](course)\n- Teaching times exceptions for [Kandidaattiseminaari ja -tutkielma (julkisoikeus), kevät -](coursename)\n- Teaching times exceptions for [KIRA1](course)\n- Teaching times exceptions for [[CANCELLED] Editing Project](coursename)\n- Teaching times exceptions for [TRMU2](course)\n- Teaching times exceptions for [Littérature française I /Ranskan kirjallisuus I](coursename)\n- Teaching times exceptions for [KIRA5](course)\n- Teaching times exceptions for [Puheen, kielen ja viestinnän kehitys](coursename)\n- Teaching times exceptions for [KASMULTI4](course)\n- Teaching times exceptions for [Ympäristöhallinnan muutos](coursename)\n- Teaching times exceptions for [TAYJ041](course)\n- Teaching times exceptions for [Orientoivat opinnot ja HOPS (venäjän kieli, kulttuuri ja kääntäminen)](coursename)\n- Teaching times exceptions for [MOLI](course)\n- Teaching times exceptions for [Terveystaloustieteen tohtorikoulutussemiaari](coursename)\n- Teaching times exceptions for [POHP5](course)\n- Teaching times exceptions for [Rahoitusoikeuden syventävä opintojakso - kirjatentti](coursename)\n- Teaching times exceptions for [SUOT3](course)\n- Teaching times exceptions for [Ethics of Technology](coursename)\n- Teaching times exceptions for [MVKS01](course)\n- Teaching times exceptions for [Henkilöverotus](coursename)\n- Teaching times exceptions for [KKSU1](course)\n- Teaching times exceptions for [Tutkielmaseminaari](coursename)\n- Teaching times exceptions for [VIROP3](course)\n- Teaching times exceptions for [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- What were the exceptions of teaching in [VENA13](course)\n- What were the exceptions of teaching in [Aineopintojen valinnainen jakso: Metso Talk - suoran lähetyksen ja yleisötilaisuuden tuottaminen](coursename)\n- What were the exceptions of teaching in [KASVAR9](course)\n- What were the exceptions of teaching in [Käsityöilmaisu - projekti/käytännön työ ja portfolio](coursename)\n- What were the exceptions of teaching in [LTLY01](course)\n- What were the exceptions of teaching in [Teaching, Pedagogical Facilitating, Learning](coursename)\n- What were the exceptions of teaching in [KATVAA11](course)\n- What were the exceptions of teaching in [Business Writing](coursename)\n- What were the exceptions of teaching in [SOS6.1.1](course)\n- What were the exceptions of teaching in [Innovation Project (Spring term 2018-III)](coursename)\n- What were the exceptions of teaching in [SOSM2](course)\n- What were the exceptions of teaching in [Venäjän historia, kirjallisuus ja kulttuuri](coursename)\n- What were the exceptions of teaching in [SOS6.4.4](course)\n- What were the exceptions of teaching in [Ohjelmoinnin tekniikka C](coursename)\n- What were the exceptions of teaching in [HTIS54](course)\n- What were the exceptions of teaching in [Yksilö, yhteiskunta ja kulttuuri - Historia, yhteiskuntaoppi ja katsomusopetus - 2. vsk (luennot)](coursename)\n- What were the exceptions of teaching in [MTTTS12](course)\n- What were the exceptions of teaching in [Ajankohtaiset ilmiöt hallintotieteissä](coursename)\n- What were the exceptions of teaching in [SOS10.1.4](course)\n- What were the exceptions of teaching in [Master's thesis seminar and master's thesis](coursename)\n- What were the exceptions of teaching in [ENGA9](course)\n- What were the exceptions of teaching in [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot (verkkokurssi)](coursename)\n- What were the exceptions of teaching in [SUOA5/YKIEA1](course)\n- What were the exceptions of teaching in [Proseminaari (ryhmä 2)](coursename)\n- What were the exceptions of teaching in [VENS4](course)\n- What were the exceptions of teaching in [Yhteisöviestintä kunta- ja aluejohtamisessa](coursename)\n- What were the exceptions of teaching in [PEDA5](course)\n- What were the exceptions of teaching in [Current theoretical questions of educational research](coursename)\n- What were the exceptions of teaching in [KASVAR2](course)\n- What were the exceptions of teaching in [Kandidaattiseminaari ja -tutkielma (hallintotiede), kevät -](coursename)\n- What were the exceptions of teaching in [ROMAP3](course)\n- What were the exceptions of teaching in [Radiokääntäminen (saksa)](coursename)\n- What were the exceptions of teaching in [KASVAR5](course)\n- What were the exceptions of teaching in [Suullinen ja kirjallinen esitys/Expresión oral y redacción](coursename)\n- What were the exceptions of teaching in [TIETA17](course)\n- What were the exceptions of teaching in [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](coursename)\n- What were the exceptions of teaching in [POLVOA51](course)\n- What were the exceptions of teaching in [Julkistalousoikeus](coursename)\n- What were the exceptions of teaching in [KATYVP11](course)\n- What were the exceptions of teaching in [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](coursename)\n- What were the exceptions of teaching in [KIRS1](course)\n- What were the exceptions of teaching in [Johdatus espanjalaiseen kulttuuriin](coursename)\n- What were the exceptions of teaching in [KASP1](course)\n- What were the exceptions of teaching in [Economic renewal of cities and regions](coursename)\n- What were the exceptions of teaching in [KASP1](course)\n- What were the exceptions of teaching in [Lain ja hallinnon käännösviestinnän seminaari suomi-venäjä](coursename)\n- What were the exceptions of teaching in [PGHES07](course)\n- What were the exceptions of teaching in [Graduseminaari / Kekäläinen](coursename)\n- What were the exceptions of teaching in [BTK0002](course)\n- What were the exceptions of teaching in [KEB-61420 Laaja kemia 2](coursename)\n- What were the exceptions of teaching in [BTK1015](course)\n- What were the exceptions of teaching in [Student Exchange - courses completed in foreign universities 2-8 ECTS](coursename)\n- What were the exceptions of teaching in [ITIS24](course)\n- What were the exceptions of teaching in [Lähtötasokoe](coursename)\n- What were the exceptions of teaching in [HISA4](course)\n- What were the exceptions of teaching in [Tilastollisen tutkimuksen perusteet](coursename)\n- What were the exceptions of teaching in [KATTAS40](course)\n- What were the exceptions of teaching in [Antiikintutkimuksen lähteet ja menetelmät](coursename)\n- What were the exceptions of teaching in [HTIS53](course)\n- What were the exceptions of teaching in [Seminar, Bachelor's Thesis and Maturity Test - Seminar](coursename)\n- Does the schedule for [KKSAPRE2](course) have any exceptions\n- Does the schedule for [Johdatus viestintään ja mediaan - verkkokurssi](coursename) have any exceptions\n- Does the schedule for [STYA6](course) have any exceptions\n- Does the schedule for [Johdatus visuaaliseen kulttuuriin](coursename) have any exceptions\n- Does the schedule for [POLPOP05](course) have any exceptions\n- Does the schedule for [Graduseminaari (Ruohonen)](coursename) have any exceptions\n- Does the schedule for [KASORIENT](course) have any exceptions\n- Does the schedule for [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename) have any exceptions\n- Does the schedule for [TAYJ035](course) have any exceptions\n- Does the schedule for [Tietorakenteet](coursename) have any exceptions\n- Does the schedule for [POLPOP05](course) have any exceptions\n- Does the schedule for [Bioinformatics tools (autumn 2018)](coursename) have any exceptions\n- Does the schedule for [TIEA5](course) have any exceptions\n- Does the schedule for [Johdatus kielitieteeseen / Initiation à la linguistique](coursename) have any exceptions\n- Does the schedule for [POLVOS25](course) have any exceptions\n- Does the schedule for [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename) have any exceptions\n- Does the schedule for [KASSY4](course) have any exceptions\n- Does the schedule for [Communication Skills in English - Academic Writing II](coursename) have any exceptions\n- Does the schedule for [KASP4](course) have any exceptions\n- Does the schedule for [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](coursename) have any exceptions\n- Does the schedule for [TERY4](course) have any exceptions\n- Does the schedule for [Nordic Parliaments (POMLFCS1)](coursename) have any exceptions\n- Does the schedule for [ITIA01](course) have any exceptions\n- Does the schedule for [Johtamisen ja julkisen politiikan tutkimus ja ajankohtaiset kysymykset](coursename) have any exceptions\n- Does the schedule for [KASPUHP1](course) have any exceptions\n- Does the schedule for [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](coursename) have any exceptions\n- Does the schedule for [JOVPVA7](course) have any exceptions\n- Does the schedule for [Tutkielmaseminaari (logopedia)](coursename) have any exceptions\n- Does the schedule for [HISA2](course) have any exceptions\n- Does the schedule for [Pro gradu -seminaari](coursename) have any exceptions\n- Does the schedule for [BTK4661](course) have any exceptions\n- Does the schedule for [Opintojen ohjattu suunnittelu](coursename) have any exceptions\n- Does the schedule for [IGS006](course) have any exceptions\n- Does the schedule for [Visiting Lectures - Lectures](coursename) have any exceptions\n- Does the schedule for [KASLOM5](course) have any exceptions\n- Does the schedule for [Tulkin työkalupakki](coursename) have any exceptions\n- Does the schedule for [KASLOM3](course) have any exceptions\n- Does the schedule for [Study Skills - Basics of Information Literacy](coursename) have any exceptions\n- Does the schedule for [ITIP1](course) have any exceptions\n- Does the schedule for [Feministisen ajattelun klassikot (verkkokurssi)](coursename) have any exceptions\n- Does the schedule for [SUOA4](course) have any exceptions\n- Does the schedule for [Seminaari II/Seminarium II](coursename) have any exceptions\n- Does the schedule for [KKSUSC](course) have any exceptions\n- Does the schedule for [Käytännön opetus ja ohjaus](coursename) have any exceptions\n- Does the schedule for [GTS4](course) have any exceptions\n- Does the schedule for [Johdon laskentatoimen perusteet](coursename) have any exceptions\n- Does the schedule for [HISP1](course) have any exceptions\n- Does the schedule for [Johdatus yrittäjyyteen](coursename) have any exceptions\n- Does the schedule for [POLVOA21/22/S22](course) have any exceptions\n- Does the schedule for [Dialogitulkkaus](coursename) have any exceptions\n- Does the schedule for [KKVEVAL1](course) have any exceptions\n- Does the schedule for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. opiskelijat](coursename) have any exceptions\n- Does the schedule for [STYA1A](course) have any exceptions\n- Does the schedule for [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename) have any exceptions\n- Does the schedule for [HISA2](course) have any exceptions\n- Does the schedule for [Aikuiskasvatus ja työelämä - Seminaari ja lukupiiri (II-III per.) TAI kirjatentti (slk ja klk)](coursename) have any exceptions\n- Does the schedule for [DPHSR404](course) have any exceptions\n- Does the schedule for [Venäjän kielen valmentava kurssi](coursename) have any exceptions\n- Does the schedule for [PSYA1](course) have any exceptions\n- Does the schedule for [Curriculum Studies - Lectures](coursename) have any exceptions\n- When were the exceptions for [ESPFA7](course)\n- When were the exceptions for [Kandidaattitutkielma ja seminaari (tilastotiede)](coursename)\n- When were the exceptions for [ESPFA7](course)\n- When were the exceptions for [Cell Technology](coursename)\n- When were the exceptions for [KKENVAL4](course)\n- When were the exceptions for [Poliittiset prosessit (kirjatentti/essee)](coursename)\n- When were the exceptions for [LTLY03](course)\n- When were the exceptions for [EU External Relations: Security, Economy and Values (book exam/essay)](coursename)\n- When were the exceptions for [STYVA](course)\n- When were the exceptions for [Finlaysonin kielimaailmat](coursename)\n- When were the exceptions for [KATTAS31](course)\n- When were the exceptions for [Lineaarialgebra 1A](coursename)\n- When were the exceptions for [KKSUSOTE](course)\n- When were the exceptions for [Julkistalous](coursename)\n- When were the exceptions for [KASP4](course)\n- When were the exceptions for [Approaches and Tools for Conflict Analysis and Peace Mediation](coursename)\n- When were the exceptions for [SOS6.5.1](course)\n- When were the exceptions for [Political Systems (book exam/essay)](coursename)\n- When were the exceptions for [POLVOA31/S21](course)\n- When were the exceptions for [Lapsuuden antropologia ja transnationaali lapsuus](coursename)\n- When were the exceptions for [KASLOE8.1](course)\n- When were the exceptions for [Language, Communication and Culture](coursename)\n- When were the exceptions for [POLVOA12](course)\n- When were the exceptions for [Medioitu vuorovaikutus](coursename)\n- When were the exceptions for [KASA6](course)\n- When were the exceptions for [Tieteellinen kirjoittaminen (SOC)](coursename)\n- When were the exceptions for [SOS6.2.1](course)\n- When were the exceptions for [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename)\n- When were the exceptions for [BIO4380](course)\n- When were the exceptions for [Orientoivat opinnot - Orientoivat opinnot](coursename)\n- When were the exceptions for [MOLI](course)\n- When were the exceptions for [Vapaaehtoistyössä toimiminen](coursename)\n- When were the exceptions for [TERY6](course)\n- When were the exceptions for [Tilinpäätösanalyysi](coursename)\n- When were the exceptions for [PEACE043](course)\n- When were the exceptions for [Advanced International Relations Research Methods (book exam/essay)](coursename)\n- When were the exceptions for [TSEKP3](course)\n- When were the exceptions for [Academic Presentations](coursename)\n- When were the exceptions for [KKENVAL4](course)\n- When were the exceptions for [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](coursename)\n- When were the exceptions for [BTK1085](course)\n- When were the exceptions for [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- When were the exceptions for [TERY4](course)\n- When were the exceptions for [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](coursename)\n- When were the exceptions for [HALYHT](course)\n- When were the exceptions for [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- When were the exceptions for [KKSAPRE2](course)\n- When were the exceptions for [Principles of Programming Graphical User Interfaces](coursename)\n- When were the exceptions for [LUOYY026](course)\n- When were the exceptions for [Yhteiskunnallinen laskentatoimi](coursename)\n- When were the exceptions for [LOGS6](course)\n- When were the exceptions for [Tiedonhankinnan perusteet](coursename)\n- When were the exceptions for [SUKKP5B](course)\n- When were the exceptions for [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Etnografia](coursename)\n- When were the exceptions for [KATTAA40](course)\n- When were the exceptions for [Internet ja vuorovaikutteinen media](coursename)\n- When were the exceptions for [HISA2](course)\n- When were the exceptions for [Monikielinen käännöstyöpaja](coursename)\n- When were the exceptions for [KKVEVAL1](course)\n- When were the exceptions for [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](coursename)\n- The exceptions in lessons for [COSOPN2](course)\n- The exceptions in lessons for [Master's Thesis Seminar - Thesis seminar II](coursename)\n- The exceptions in lessons for [ENGS13/15-16](course)\n- The exceptions in lessons for [Käännösten suomi](coursename)\n- The exceptions in lessons for [RUST2/VENS13](course)\n- The exceptions in lessons for [Graduseminaari, alkava (Kaarninen)](coursename)\n- The exceptions in lessons for [BTK4620](course)\n- The exceptions in lessons for [Kunnallistalouden kirjanpito -](coursename)\n- The exceptions in lessons for [FILP2](course)\n- The exceptions in lessons for [Foundations of Ecological Economics](coursename)\n- The exceptions in lessons for [LTLY07](course)\n- The exceptions in lessons for [Eettinen johtajuus](coursename)\n- The exceptions in lessons for [KASLOM7](course)\n- The exceptions in lessons for [Kandidaatintutkielmaseminaari - Tammikuussa 2019 alkava seminaari](coursename)\n- The exceptions in lessons for [KASERIT4](course)\n- The exceptions in lessons for [Radio Project](coursename)\n- The exceptions in lessons for [MTTY3](course)\n- The exceptions in lessons for [Asevelvollisuus Suomessa ja kansainvälisesti](coursename)\n- The exceptions in lessons for [STYA3B](course)\n- The exceptions in lessons for [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](coursename)\n- The exceptions in lessons for [POLVOS24](course)\n- The exceptions in lessons for [Vanhuus ja gerontologinen sosiaalityö](coursename)\n- The exceptions in lessons for [KASA12](course)\n- The exceptions in lessons for [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 3. periodi](coursename)\n- The exceptions in lessons for [HISP1](course)\n- The exceptions in lessons for [Peace Research Design](coursename)\n- The exceptions in lessons for [PEDA3](course)\n- The exceptions in lessons for [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename)\n- The exceptions in lessons for [KASSM2](course)\n- The exceptions in lessons for [Kääntämisen ja tulkkauksen teoria ja käytäntö - Tulkkausviestinnän perusteet](coursename)\n- The exceptions in lessons for [KKENMP3](course)\n- The exceptions in lessons for [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename)\n- The exceptions in lessons for [TAYJ12](course)\n- The exceptions in lessons for [Business, Society and Nature (Lectures)](coursename)\n- The exceptions in lessons for [KASA10](course)\n- The exceptions in lessons for [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- The exceptions in lessons for [HALJTA06](course)\n- The exceptions in lessons for [Bioinformatics tools (autumn 2018)](coursename)\n- The exceptions in lessons for [TIEY2](course)\n- The exceptions in lessons for [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](coursename)\n- The exceptions in lessons for [KASVART2](course)\n- The exceptions in lessons for [Kehittävä asiantuntijatyö organisaatioissa](coursename)\n- The exceptions in lessons for [KASP4](course)\n- The exceptions in lessons for [Kognitiivinen neurotiede I (avoin yliopisto)](coursename)\n- The exceptions in lessons for [TERHOO3](course)\n- The exceptions in lessons for [KV-tuutorina toimiminen](coursename)\n- The exceptions in lessons for [HALJUA65](course)\n- The exceptions in lessons for [Service Marketing](coursename)\n- The exceptions in lessons for [KATJOP11](course)\n- The exceptions in lessons for [Sociolinguistics](coursename)\n- The exceptions in lessons for [STYS2B](course)\n- The exceptions in lessons for [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename)\n- The exceptions in lessons for [DPHSFC06](course)\n- The exceptions in lessons for [Interaction Techniques](coursename)\n- The exceptions in lessons for [POLVOA32](course)\n- The exceptions in lessons for [Approaches and Tools for Conflict Analysis and Peace Mediation](coursename)\n- The exceptions in lessons for [ITIP5](course)\n- The exceptions in lessons for [Tietojenkäsittelyopin syventävä opintojakso TTY:ltä](coursename)\n- The exceptions in lessons for [TIETS09](course)\n- The exceptions in lessons for [Itsenäinen projekti: Opintopassi](coursename)\n- Special teaching times for [BTK0001](course)\n- Special teaching times for [Comparative Research in Social Policy](coursename)\n- Special teaching times for [TIEY2](course)\n- Special teaching times for [Valinnainen jakso: Toimitustyön johtaminen/ JOVVJS1 Visuaalisen työn johtaminen](coursename)\n- Special teaching times for [GTS4](course)\n- Special teaching times for [Finnish Reading Comprehension and Conversation Course 2 (taught in Finnish)](coursename)\n- Special teaching times for [TAYJ12](course)\n- Special teaching times for [Käännösviestintä suomi-venäjä](coursename)\n- Special teaching times for [HALJUA19](course)\n- Special teaching times for [Perspectives in Educational Research](coursename)\n- Special teaching times for [JOVPVA7](course)\n- Special teaching times for [Tieteellisen tiedonhankinnan perusteet (venäjä) -](coursename)\n- Special teaching times for [MOLI](course)\n- Special teaching times for [Tietokantojen perusteet (Hervannan kampus)](coursename)\n- Special teaching times for [KKRUYHT](course)\n- Special teaching times for [Orientation - General Orientation Course for International Students](coursename)\n- Special teaching times for [KATLITO4](course)\n- Special teaching times for [Lastenkirjallisuus ja draama / Luennot - 3.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- Special teaching times for [MTTMP4](course)\n- Special teaching times for [Courses in Computer Science in TUT](coursename)\n- Special teaching times for [TECHS6](course)\n- Special teaching times for [Pro gradu -seminaari ja -tutkielma (hallintotiede) - Seminaari](coursename)\n- Special teaching times for [RANP4](course)\n- Special teaching times for [POISTA TÄMÄ! Solun biokemia ja molekyylibiologia](coursename)\n- Special teaching times for [KASORIENT](course)\n- Special teaching times for [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](coursename)\n- Special teaching times for [KKENYHT](course)\n- Special teaching times for [Introduction to Academic English (diverse learners)](coursename)\n- Special teaching times for [MTTMS11](course)\n- Special teaching times for [Tutkimusseminaari ja pro gradu -tutkielma - Tutkimusseminaari](coursename)\n- Special teaching times for [HALKAS15](course)\n- Special teaching times for [Kansainvälinen verotus](coursename)\n- Special teaching times for [TIETS02](course)\n- Special teaching times for [Tulkin työkalupakki](coursename)\n- Special teaching times for [KATMAS11](course)\n- Special teaching times for [Sota-ajan säännösteltyä kulttuuria](coursename)\n- Special teaching times for [KASLOM11](course)\n- Special teaching times for [Seminaari II / Seminar II](coursename)\n- Special teaching times for [VENS4](course)\n- Special teaching times for [Ranska eilen, tänään ja huomenna](coursename)\n- Special teaching times for [KKSUSOTE](course)\n- Special teaching times for [Master's Thesis Seminar / Internet and Game Studies](coursename)\n- Special teaching times for [JOUJOVTS](course)\n- Special teaching times for [Finnish Advanced-Level Vocabulary Course (taught in Finnish)](coursename)\n- Special teaching times for [KASA11](course)\n- Special teaching times for [Väittelijän puheviestintä](coursename)\n- Special teaching times for [KASSM3](course)\n- Special teaching times for [Espanja I](coursename)\n- Special teaching times for [KASLOM10](course)\n- Special teaching times for [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](coursename)\n- Special teaching times for [ENGP3](course)\n- Special teaching times for [Biostatistics](coursename)\n- Special teaching times for [ENGA1](course)\n- Special teaching times for [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 3. periodi](coursename)\n- Special teaching times for [KIRS3](course)\n- Special teaching times for [Vakuutuslaitosten sijoitustoiminta](coursename)\n- Special teaching times for [RANSV5](course)\n- Special teaching times for [Individual project course](coursename)\n- Special teaching times for [POLKVS10](course)\n- Special teaching times for [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](coursename)\n- Is there anything special I should know about the course schedule for [POLVOS40](course)\n- Is there anything special I should know about the course schedule for [Kansainvälisen politiikan erikoistuvat menetelmäopinnot](coursename)\n- Is there anything special I should know about the course schedule for [KIRA5](course)\n- Is there anything special I should know about the course schedule for [Johdon laskentatoimen perusteet (avoin yliopisto-opetus)](coursename)\n- Is there anything special I should know about the course schedule for [KKSUPRO](course)\n- Is there anything special I should know about the course schedule for [Visuaalisen journalismin erityisalueet](coursename)\n- Is there anything special I should know about the course schedule for [TERTIETO4](course)\n- Is there anything special I should know about the course schedule for [Communication orale/Suullinen viestintä](coursename)\n- Is there anything special I should know about the course schedule for [POLKVS32](course)\n- Is there anything special I should know about the course schedule for [Venäjän kulttuuri](coursename)\n- Is there anything special I should know about the course schedule for [MVKS36/31](course)\n- Is there anything special I should know about the course schedule for [Valinnainen jakso: Radioprojekti (syksy)](coursename)\n- Is there anything special I should know about the course schedule for [HALYAS14](course)\n- Is there anything special I should know about the course schedule for [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot (kirjallinen tentti ja essee)](coursename)\n- Is there anything special I should know about the course schedule for [GEN7](course)\n- Is there anything special I should know about the course schedule for [Tieteenfilosofiaa kasvatustieteen näkökulmasta](coursename)\n- Is there anything special I should know about the course schedule for [KKENVAL9](course)\n- Is there anything special I should know about the course schedule for [Graduseminaari, jatkava (Krötzl)](coursename)\n- Is there anything special I should know about the course schedule for [POLKVA41](course)\n- Is there anything special I should know about the course schedule for [Sociolinguistics](coursename)\n- Is there anything special I should know about the course schedule for [STYA6](course)\n- Is there anything special I should know about the course schedule for [Interaction Techniques](coursename)\n- Is there anything special I should know about the course schedule for [SAKA3](course)\n- Is there anything special I should know about the course schedule for [Agenda-Setting in Public Policy (POMLFCS1)](coursename)\n- Is there anything special I should know about the course schedule for [KASVAR10](course)\n- Is there anything special I should know about the course schedule for [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Seinäjoki](coursename)\n- Is there anything special I should know about the course schedule for [KATLAS25](course)\n- Is there anything special I should know about the course schedule for [Persoonallisuuspsykologia II](coursename)\n- Is there anything special I should know about the course schedule for [JOVA13](course)\n- Is there anything special I should know about the course schedule for [Sosiaalitieteiden kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- Is there anything special I should know about the course schedule for [KASVAR11](course)\n- Is there anything special I should know about the course schedule for [Medioitu vuorovaikutus](coursename)\n- Is there anything special I should know about the course schedule for [STYS1A](course)\n- Is there anything special I should know about the course schedule for [Poliittiset instituutiot ja prosessit (kirjatentti/essee)](coursename)\n- Is there anything special I should know about the course schedule for [KASLOE6.2](course)\n- Is there anything special I should know about the course schedule for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen OPETUS PERUUTETTU](coursename)\n- Is there anything special I should know about the course schedule for [ITIP3](course)\n- Is there anything special I should know about the course schedule for [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](coursename)\n- Is there anything special I should know about the course schedule for [POHA12](course)\n- Is there anything special I should know about the course schedule for [European Integration Theory and External Relations (book exam/essay)](coursename)\n- Is there anything special I should know about the course schedule for [KATVRA12](course)\n- Is there anything special I should know about the course schedule for [Ympäristön ja alueiden poliittisuus](coursename)\n- Is there anything special I should know about the course schedule for [KASP4](course)\n- Is there anything special I should know about the course schedule for [Finnish Elementary Course 1 (taught in 1. period)](coursename)\n- Is there anything special I should know about the course schedule for [SAKP0](course)\n- Is there anything special I should know about the course schedule for [Epidemiologian perusteet](coursename)\n- Is there anything special I should know about the course schedule for [MTTTP1](course)\n- Is there anything special I should know about the course schedule for [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename)\n- Is there anything special I should know about the course schedule for [KASP3](course)\n- Is there anything special I should know about the course schedule for [Graduseminaari, alkava (Markkola)](coursename)\n- Is there anything special I should know about the course schedule for [KATJOA19](course)\n- Is there anything special I should know about the course schedule for [Orientaatio tutkielman tekemiseen -](coursename)\n- Is there anything special I should know about the course schedule for [KASSY3](course)\n- Is there anything special I should know about the course schedule for [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](coursename)\n- Is there anything special I should know about the course schedule for [KASMULTI4](course)\n- Is there anything special I should know about the course schedule for [Comparative Education Policy](coursename)\n- Is there anything special I should know about the course schedule for [HALHAA12](course)\n- Is there anything special I should know about the course schedule for [Lain ja hallinnon käännösviestinnän seminaari englanti-suomi](coursename)\n- Is there anything special I should know about the course schedule for [BTK1013](course)\n- Is there anything special I should know about the course schedule for [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](coursename)\n- [BTK1014](course) special lecture hours\n- [Markkinoinnin ja myynnin perusteet](coursename) special lecture hours\n- [LOGS8](course) special lecture hours\n- [Tekstianalyysi - Luennot](coursename) special lecture hours\n- [KATTAA21](course) special lecture hours\n- [Arvonlisäverotuksen syventävä opintojakso](coursename) special lecture hours\n- [MTTMA1C](course) special lecture hours\n- [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](coursename) special lecture hours\n- [HISA3A](course) special lecture hours\n- [Toisen vuoden opiskelijoiden info-tilaisuus](coursename) special lecture hours\n- [KIRP2](course) special lecture hours\n- [Media and Cultural Industries](coursename) special lecture hours\n- [COSOPC1](course) special lecture hours\n- [Study Skills - Basics of Information Literacy](coursename) special lecture hours\n- [KATLAA24](course) special lecture hours\n- [Responsible Business and Social Accounting (Lectures)](coursename) special lecture hours\n- [TIETS09](course) special lecture hours\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename) special lecture hours\n- [POLKVS22](course) special lecture hours\n- [Sosiaalinen maailma](coursename) special lecture hours\n- [MVKS42V](course) special lecture hours\n- [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](coursename) special lecture hours\n- [RUST5/VENS19/20](course) special lecture hours\n- [Ranska II](coursename) special lecture hours\n- [BTK2112](course) special lecture hours\n- [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](coursename) special lecture hours\n- [MTTTS17](course) special lecture hours\n- [Media- ja informaatiolukutaito](coursename) special lecture hours\n- [ITIA11](course) special lecture hours\n- [Turvallisuuspalvelujen suunnittelu ja palvelumuotoilu (service design)](coursename) special lecture hours\n- [JOVAT1](course) special lecture hours\n- [Introduction to Criminal Justice](coursename) special lecture hours\n- [TERKANA2](course) special lecture hours\n- [Äänne- ja muoto-oppi](coursename) special lecture hours\n- [KATTAA31](course) special lecture hours\n- [Molekyylibiologia](coursename) special lecture hours\n- [HALKAP01](course) special lecture hours\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](coursename) special lecture hours\n- [COSOPC2](course) special lecture hours\n- [Puolueet, vaalit ja poliittinen vaikuttaminen (kirjatentti/essee)](coursename) special lecture hours\n- [MTTTP1](course) special lecture hours\n- [Julkisen talousjohtamisen informaatio](coursename) special lecture hours\n- [KASLOM3](course) special lecture hours\n- [Pro gradu -tutkielma ja -seminaari, tammikuussa 2019 aloittavat ryhmät](coursename) special lecture hours\n- [TAYJ031](course) special lecture hours\n- [Software Project Management, Software Project Management (Spring term)](coursename) special lecture hours\n- [TRSU05](course) special lecture hours\n- [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](coursename) special lecture hours\n- [POLKVA44](course) special lecture hours\n- [Peace, Security and International Institutions (book exam/essay)](coursename) special lecture hours\n- [DPIS1](course) special lecture hours\n- [Finnish Elementary Course 2](coursename) special lecture hours\n- [SOS6.1.2](course) special lecture hours\n- [Romanian kielen alkeet / Basic Course in Romanian](coursename) special lecture hours\n- [ITIA4](course) special lecture hours\n- [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](coursename) special lecture hours\n- [KATVRP12](course) special lecture hours\n- [Study skills and personal study planning - Basics of Information Literacy](coursename) special lecture hours\n- [KASPUHS7](course) special lecture hours\n- [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Kevät 2019](coursename) special lecture hours\n- Special schedule [MTTMA15](course)\n- Special schedule [International tutoring / Kv-tuutorina toimiminen](coursename)\n- Special schedule [SOSM1](course)\n- Special schedule [Asiantuntijuus ja tietopalvelujen kehittäminen](coursename)\n- Special schedule [KATYVS26](course)\n- Special schedule [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- Special schedule [STYS1B2](course)\n- Special schedule [Vero-oikeuden case-kurssi](coursename)\n- Special schedule [KASLOM5](course)\n- Special schedule [Visuaalisen kulttuurin teoria - lukupiiri ja essee](coursename)\n- Special schedule [PEDAYOP4](course)\n- Special schedule [Tilintarkastusoikeus - kirjatentti](coursename)\n- Special schedule [POLKVS10](course)\n- Special schedule [Opetus, ohjaus, oppiminen, monimuoto-opetus](coursename)\n- Special schedule [HALJTA13](course)\n- Special schedule [Inklusiivinen pedagogiikka ja oppimisen tukeminen](coursename)\n- Special schedule [MTTTA14](course)\n- Special schedule [Journal club](coursename)\n- Special schedule [PSYA9](course)\n- Special schedule [Kielioppi II (suomenkieliset opiskelijat)](coursename)\n- Special schedule [STYA9](course)\n- Special schedule [African and Black Diaspora Studies Research Seminar](coursename)\n- Special schedule [KASP3](course)\n- Special schedule [Käännösteknologian harjoituskurssi](coursename)\n- Special schedule [KASLOE2.2](course)\n- Special schedule [User Experience in Robotics (TUT/IHTE)](coursename)\n- Special schedule [KIRA1](course)\n- Special schedule [Pro gradu -tutkielma ja -seminaari](coursename)\n- Special schedule [TAYJ12](course)\n- Special schedule [Johdatus oikeusjärjestykseen (verkkokurssi)](coursename)\n- Special schedule [ITIA11](course)\n- Special schedule [Intermediate studies in Computer Science in TUT](coursename)\n- Special schedule [STYA3A](course)\n- Special schedule [Service Management](coursename)\n- Special schedule [SUOK2/A6](course)\n- Special schedule [Organisaatiokäyttäytyminen](coursename)\n- Special schedule [GTS9](course)\n- Special schedule [Sosiologia](coursename)\n- Special schedule [KKVEVAL1](course)\n- Special schedule [Laadullisten tutkimusmenetelmien soveltaminen hoitotieteessä](coursename)\n- Special schedule [KIRA2](course)\n- Special schedule [Kansainvälisen politiikan erikoistuvat menetelmäopinnot](coursename)\n- Special schedule [TERTIETO5](course)\n- Special schedule [Lasten puheen ja kielen häiriöt - A1a Lasten puheen ja kielen häiriöt](coursename)\n- Special schedule [VENP4](course)\n- Special schedule [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Special schedule [HISA1B](course)\n- Special schedule [Public Financial Management and Evolving Administrative Structures](coursename)\n- Special schedule [KASP1-KASP5](course)\n- Special schedule [Postgraduate seminar in Interactive Technology (Turunen)](coursename)\n- Special schedule [TERKANP1](course)\n- Special schedule [Fundamentals of Finance (Tampere Summer School)](coursename)\n- Special schedule [JOVP3](course)\n- Special schedule [Advanced Microscopy](coursename)\n- Special schedule [MTTTA14](course)\n- Special schedule [KEB-61430 Laaja kemia 3](coursename)\n- Special schedule [HISA2](course)\n- Special schedule [Liike-elämän ruotsia I / näyttökoe (AHOT)](coursename)\n- Special schedule [JOVTS2](course)\n- Special schedule [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](coursename)\n- Will there be lectures in holidays in [GEN7](course)\n- Will there be lectures in holidays in [Research work](coursename)\n- Will there be lectures in holidays in [LATA0](course)\n- Will there be lectures in holidays in [EU External Relations: Security, Economy and Values (book exam/essay)](coursename)\n- Will there be lectures in holidays in [SOS6.2.3](course)\n- Will there be lectures in holidays in [History, Culture and Literature: History](coursename)\n- Will there be lectures in holidays in [PEACE046/047](course)\n- Will there be lectures in holidays in [Erilaisuudesta moninaisuuteen - 1.vsk](coursename)\n- Will there be lectures in holidays in [KKRUYHT](course)\n- Will there be lectures in holidays in [Terveystiedon sisällöt (sähköinen tentti)](coursename)\n- Will there be lectures in holidays in [STYS1A](course)\n- Will there be lectures in holidays in [Sosiaalityön peruskurssi (kirjatentti)](coursename)\n- Will there be lectures in holidays in [KIRA4D](course)\n- Will there be lectures in holidays in [Valinnainen jakso: Johdatus tiedeviestintään](coursename)\n- Will there be lectures in holidays in [KKIN4](course)\n- Will there be lectures in holidays in [Strateginen johtaminen](coursename)\n- Will there be lectures in holidays in [BIO2250](course)\n- Will there be lectures in holidays in [Pro gradu -seminaari ja -tutkielma (taloustiede) - Pro gradu -seminaari](coursename)\n- Will there be lectures in holidays in [KASLOH3](course)\n- Will there be lectures in holidays in [Fundamentals of Finance (Tampere Summer School)](coursename)\n- Will there be lectures in holidays in [JOVA14](course)\n- Will there be lectures in holidays in [Syömis- ja nielemishäiriöt](coursename)\n- Will there be lectures in holidays in [JOVA2](course)\n- Will there be lectures in holidays in [Dialogue: Constructive Talk at Work](coursename)\n- Will there be lectures in holidays in [DPJKKKS](course)\n- Will there be lectures in holidays in [Fonetiikan tilastomenetelmät](coursename)\n- Will there be lectures in holidays in [SUOS4](course)\n- Will there be lectures in holidays in [Development, Education and Lifecourse](coursename)\n- Will there be lectures in holidays in [SUOV3](course)\n- Will there be lectures in holidays in [Performance management in public organizations](coursename)\n- Will there be lectures in holidays in [KKENYHT](course)\n- Will there be lectures in holidays in [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](coursename)\n- Will there be lectures in holidays in [POLVOS32](course)\n- Will there be lectures in holidays in [Tilinpäätösanalyysi](coursename)\n- Will there be lectures in holidays in [PSYP4](course)\n- Will there be lectures in holidays in [Johdatus kunta- ja aluejohtamiseen](coursename)\n- Will there be lectures in holidays in [POHP0](course)\n- Will there be lectures in holidays in [Suullinen ja kirjallinen esitys/Expresión oral y redacción](coursename)\n- Will there be lectures in holidays in [KATJOA19](course)\n- Will there be lectures in holidays in [Managing Research Information](coursename)\n- Will there be lectures in holidays in [LTLY07](course)\n- Will there be lectures in holidays in [Structure of English II - Phonology and Pronunciation II](coursename)\n- Will there be lectures in holidays in [RUST5/VENS10](course)\n- Will there be lectures in holidays in [Innovation Project (Spring term 2018-III)](coursename)\n- Will there be lectures in holidays in [KATTAS12](course)\n- Will there be lectures in holidays in [Responsible Business and Social Accounting (Online course)](coursename)\n- Will there be lectures in holidays in [LOGA5](course)\n- Will there be lectures in holidays in [Ranska II](coursename)\n- Will there be lectures in holidays in [ESPFP1](course)\n- Will there be lectures in holidays in [Tulkkauksen teoria](coursename)\n- Will there be lectures in holidays in [MEDU10](course)\n- Will there be lectures in holidays in [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](coursename)\n- Will there be lectures in holidays in [HISA4](course)\n- Will there be lectures in holidays in [Basics of Management and Organizations](coursename)\n- Will there be lectures in holidays in [HISA4](course)\n- Will there be lectures in holidays in [Protein technology](coursename)\n- Will there be lectures in holidays in [KASMULTI4](course)\n- Will there be lectures in holidays in [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](coursename)\n- Will there be lectures in holidays in [POLKVA11](course)\n- Will there be lectures in holidays in [High-throughput data analysis](coursename)\n- Holiday exceptions [KASVAR6](course)\n- Holiday exceptions [Sukupuoli, perhe ja yhteiskunta](coursename)\n- Holiday exceptions [ITIA4](course)\n- Holiday exceptions [Poliittiset ongelmat ja niiden muuttuvat kontekstit](coursename)\n- Holiday exceptions [HALYAA14](course)\n- Holiday exceptions [Hoitotiede tieteenä](coursename)\n- Holiday exceptions [KATTAS31](course)\n- Holiday exceptions [Argumentaation ja tieteellisen päättelyn perusteet](coursename)\n- Holiday exceptions [KKENYHT](course)\n- Holiday exceptions [Johdatus logiikkaan 1](coursename)\n- Holiday exceptions [HISA4](course)\n- Holiday exceptions [Kiina II](coursename)\n- Holiday exceptions [KKKI2](course)\n- Holiday exceptions [Ranskan yhteiskunta I / Société française I](coursename)\n- Holiday exceptions [KKSUPRO](course)\n- Holiday exceptions [Urban Inequalities](coursename)\n- Holiday exceptions [KATVRS40](course)\n- Holiday exceptions [Inclusive Education](coursename)\n- Holiday exceptions [ITIA11](course)\n- Holiday exceptions [Algebra 1A](coursename)\n- Holiday exceptions [KATVRA13](course)\n- Holiday exceptions [Suullinen viestintä I/Muntlig kommunikation I](coursename)\n- Holiday exceptions [POLVOA11](course)\n- Holiday exceptions [Introduction to Academic English (Open University Course)](coursename)\n- Holiday exceptions [SOSM4](course)\n- Holiday exceptions [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](coursename)\n- Holiday exceptions [KASLOE8.1](course)\n- Holiday exceptions [Peace and Conflict Research (book exam/essay)](coursename)\n- Holiday exceptions [SOSM5.1](course)\n- Holiday exceptions [Ohjelmoinnin tekniikka C++](coursename)\n- Holiday exceptions [KKSA2](course)\n- Holiday exceptions [Tutkimusprosessin hallinta tohtoriopinnoissa](coursename)\n- Holiday exceptions [HALJUA21](course)\n- Holiday exceptions [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- Holiday exceptions [KKRUYHT](course)\n- Holiday exceptions [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- Holiday exceptions [ITIY3](course)\n- Holiday exceptions [Yhteiskunnan mittaaminen (verkkokurssi)](coursename)\n- Holiday exceptions [KATLAS13](course)\n- Holiday exceptions [Romanian kielen jatkokurssi II / Advanced Course II in Romanian](coursename)\n- Holiday exceptions [PGHAS07](course)\n- Holiday exceptions [Media, Information and Democracy](coursename)\n- Holiday exceptions [TIETS26](course)\n- Holiday exceptions [Master´s Thesis and Seminar - for the group that started in 2017](coursename)\n- Holiday exceptions [MTTMS1](course)\n- Holiday exceptions [Rahatalous](coursename)\n- Holiday exceptions [TERKAN16](course)\n- Holiday exceptions [Espanjan historia ja kirjallisuus - Historia y literatura de España](coursename)\n- Holiday exceptions [FONEP3](course)\n- Holiday exceptions [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename)\n- Holiday exceptions [KASA6](course)\n- Holiday exceptions [Kuvataidekasvatus / Harjoitukset - 2.vsk](coursename)\n- Holiday exceptions [MTTS1](course)\n- Holiday exceptions [Geometria](coursename)\n- Holiday exceptions [PSYS1](course)\n- Holiday exceptions [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](coursename)\n- Holiday exceptions [COSOPOM1](course)\n- Holiday exceptions [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- Holiday exceptions [TERY4](course)\n- Holiday exceptions [Political Systems Outside of Europe (book exam/essay)](coursename)\n- Course break teaching times [KKSU4](course)\n- Course break teaching times [Tutkimusetiikka](coursename)\n- Course break teaching times [SAKP2](course)\n- Course break teaching times [Gerontologian tohtorikoulutusseminaari](coursename)\n- Course break teaching times [VENP2](course)\n- Course break teaching times [Tutkielmaseminaari](coursename)\n- Course break teaching times [KASA6](course)\n- Course break teaching times [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](coursename)\n- Course break teaching times [JOVTS2](course)\n- Course break teaching times [Hoitotiede ja näytön ohjaama toiminta](coursename)\n- Course break teaching times [HALJUA14](course)\n- Course break teaching times [Johdatus logopediaan](coursename)\n- Course break teaching times [DPHSS205](course)\n- Course break teaching times [Puheviestinnän tutkimuskurssi](coursename)\n- Course break teaching times [VENA1](course)\n- Course break teaching times [Seminaari](coursename)\n- Course break teaching times [TIEY1](course)\n- Course break teaching times [European Integration and the Political System of the European Union (book exam/essay)](coursename)\n- Course break teaching times [KKRA1](course)\n- Course break teaching times [Sosiaalioikeus I](coursename)\n- Course break teaching times [SUOT1](course)\n- Course break teaching times [Yrityksen taloustieteellisen tutkimuksen perusteet](coursename)\n- Course break teaching times [KKLA1](course)\n- Course break teaching times [Ainedidaktinen tutkimus ja tutkiva opettajuus](coursename)\n- Course break teaching times [KASLOE2.2](course)\n- Course break teaching times [Tulkkauksen teoria](coursename)\n- Course break teaching times [VENA6](course)\n- Course break teaching times [KEB-61430 Laaja kemia 3](coursename)\n- Course break teaching times [KATSTA13](course)\n- Course break teaching times [Asioimistulkkaus (monikielinen)](coursename)\n- Course break teaching times [SOS03.1](course)\n- Course break teaching times [Tilastotieteen johdantokurssi, kevät](coursename)\n- Course break teaching times [KASPUHA5](course)\n- Course break teaching times [Global Issues on Mental Health and Mental Health Services - Web course](coursename)\n- Course break teaching times [LATAP2](course)\n- Course break teaching times [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](coursename)\n- Course break teaching times [POLVOS31](course)\n- Course break teaching times [Korkeakoulujen rahoitus ja talous - Harjoitustyö](coursename)\n- Course break teaching times [POLKVA33](course)\n- Course break teaching times [Opetusharjoittelu](coursename)\n- Course break teaching times [LOGS5](course)\n- Course break teaching times [Arvonlisäverotus](coursename)\n- Course break teaching times [TERKAN6](course)\n- Course break teaching times [Statistical Modeling 1](coursename)\n- Course break teaching times [TAYJ041](course)\n- Course break teaching times [Terveystiedon didaktiikan perusteet](coursename)\n- Course break teaching times [TERA3](course)\n- Course break teaching times [Science and Biotechnology Journal Club](coursename)\n- Course break teaching times [KIRA3G](course)\n- Course break teaching times [Espanja IV](coursename)\n- Course break teaching times [RANA1](course)\n- Course break teaching times [Pro gradu -seminaari ja -tutkielma (hallintotiede) - Seminaari](coursename)\n- Course break teaching times [KKENPRE1](course)\n- Course break teaching times [Sukukieli: norska](coursename)\n- Course break teaching times [MTTTY1](course)\n- Course break teaching times [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Course break teaching times [KATLITO2](course)\n- Course break teaching times [Markkinoinnin johtaminen ja organisointi](coursename)\n- Course break teaching times [ESPFP2](course)\n- Course break teaching times [Academic Presentations](coursename)\n- Do we have a lecture during holiday in [KASP3](course)\n- Do we have a lecture during holiday in [Strateginen johtaminen](coursename)\n- Do we have a lecture during holiday in [KATLAS26](course)\n- Do we have a lecture during holiday in [Knowledge, business and work in a digital society](coursename)\n- Do we have a lecture during holiday in [LUOYA200](course)\n- Do we have a lecture during holiday in [The European Union (book exam/essay)](coursename)\n- Do we have a lecture during holiday in [FONEA4](course)\n- Do we have a lecture during holiday in [Julkistalouden jatkokurssi](coursename)\n- Do we have a lecture during holiday in [KIRP4](course)\n- Do we have a lecture during holiday in [Laskentatoimen teoria ja IFRS II](coursename)\n- Do we have a lecture during holiday in [BTK2070](course)\n- Do we have a lecture during holiday in [Markkinoinnin erityiskysymyksiä](coursename)\n- Do we have a lecture during holiday in [TIETA10](course)\n- Do we have a lecture during holiday in [Työelämän tekstitaidot](coursename)\n- Do we have a lecture during holiday in [HALYAA13](course)\n- Do we have a lecture during holiday in [Asiantuntijan puheviestintä ja vuorovaikutusosaaminen](coursename)\n- Do we have a lecture during holiday in [LOGM2](course)\n- Do we have a lecture during holiday in [Tutkielmakurssi (periodi I)](coursename)\n- Do we have a lecture during holiday in [HALHAA99](course)\n- Do we have a lecture during holiday in [Advanced Course in Corporate Finance](coursename)\n- Do we have a lecture during holiday in [POLVOA32/S23/24](course)\n- Do we have a lecture during holiday in [Monikielinen käännöstyöpaja](coursename)\n- Do we have a lecture during holiday in [POLKVS33](course)\n- Do we have a lecture during holiday in [Grammaire/Kielioppi](coursename)\n- Do we have a lecture during holiday in [VENP2](course)\n- Do we have a lecture during holiday in [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](coursename)\n- Do we have a lecture during holiday in [HISA4](course)\n- Do we have a lecture during holiday in [Talous - politiikka - kulttuuri -lukupiiri](coursename)\n- Do we have a lecture during holiday in [KKSUSOTE](course)\n- Do we have a lecture during holiday in [Tilastotieteen perusteet](coursename)\n- Do we have a lecture during holiday in [ITIS35](course)\n- Do we have a lecture during holiday in [Puheviestintä tieteenä](coursename)\n- Do we have a lecture during holiday in [BTK0002](course)\n- Do we have a lecture during holiday in [Sosiaalioikeus](coursename)\n- Do we have a lecture during holiday in [KASP3](course)\n- Do we have a lecture during holiday in [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- Do we have a lecture during holiday in [KASLOM10](course)\n- Do we have a lecture during holiday in [Johdatus sosiaalitieteisiin](coursename)\n- Do we have a lecture during holiday in [SOSM2](course)\n- Do we have a lecture during holiday in [Verkkopalvelujen informaatioarkkitehtuuri](coursename)\n- Do we have a lecture during holiday in [BIO4716](course)\n- Do we have a lecture during holiday in [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- Do we have a lecture during holiday in [KKSUPRO](course)\n- Do we have a lecture during holiday in [Johdatus sosiaaliantropologiaan, luennot (verkkokurssi)](coursename)\n- Do we have a lecture during holiday in [HISA1B](course)\n- Do we have a lecture during holiday in [Kielitaito ja kielitaidon arviointi](coursename)\n- Do we have a lecture during holiday in [NAM-IV](course)\n- Do we have a lecture during holiday in [Teksti, keskustelu ja vuorovaikutus](coursename)\n- Do we have a lecture during holiday in [KKSUSC](course)\n- Do we have a lecture during holiday in [Romanian kielen jatkokurssi II / Advanced Course II in Romanian](coursename)\n- Do we have a lecture during holiday in [ITIY003](course)\n- Do we have a lecture during holiday in [Introduction to Public Administration Research, Reforms and Trends](coursename)\n- Do we have a lecture during holiday in [KKES1](course)\n- Do we have a lecture during holiday in [Specialized Optional Research Methodology: Action research](coursename)\n- Do we have a lecture during holiday in [JOVVAL](course)\n- Do we have a lecture during holiday in [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](coursename)\n- Do we have a lecture during holiday in [KATYVS27](course)\n- Do we have a lecture during holiday in [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- Do we have a lecture during holiday in [BTK1074](course)\n- Do we have a lecture during holiday in [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](coursename)\n- Cancelled lectures [KIRA4E](course)\n- Cancelled lectures [Vero-oikeuden case-kurssi](coursename)\n- Cancelled lectures [FILA3](course)\n- Cancelled lectures [Asioimistulkkaus venäjä-suomi-venäjä](coursename)\n- Cancelled lectures [KASA15](course)\n- Cancelled lectures [Asiakastieto ja asiakkuuksien johtaminen](coursename)\n- Cancelled lectures [SUOS4](course)\n- Cancelled lectures [Julkiset rahoitusjärjestelmät](coursename)\n- Cancelled lectures [BTK3115](course)\n- Cancelled lectures [Tilastotieteen perusteet](coursename)\n- Cancelled lectures [HALYAA99](course)\n- Cancelled lectures [Ranska III](coursename)\n- Cancelled lectures [PSYA11](course)\n- Cancelled lectures [Kandidaatintutkielmaseminaari - Tammikuussa 2019 alkava seminaari](coursename)\n- Cancelled lectures [KASP3](course)\n- Cancelled lectures [Biologia ja ympäristötieto - Biologian kenttäkurssi - 2. vsk (1-2. ryhmät Hyytiälä)](coursename)\n- Cancelled lectures [BTK0011](course)\n- Cancelled lectures [Special Issues in Games and Internet Cultures](coursename)\n- Cancelled lectures [POHP4](course)\n- Cancelled lectures [Current Issues in Speech Communication (Puheviestintä tieteenä jatkuu)](coursename)\n- Cancelled lectures [KASA13](course)\n- Cancelled lectures [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](coursename)\n- Cancelled lectures [POLVOA41](course)\n- Cancelled lectures [Kielioppi II/Språkets strukturer II](coursename)\n- Cancelled lectures [PSYA8](course)\n- Cancelled lectures [Konsekutiivitulkkaus -](coursename)\n- Cancelled lectures [BIO4440](course)\n- Cancelled lectures [Testimenetelmien perusteet ja ammattietiikka](coursename)\n- Cancelled lectures [KASA11](course)\n- Cancelled lectures [European, Eurasian and Global Energy Policies](coursename)\n- Cancelled lectures [POLPOP01](course)\n- Cancelled lectures [Tutkielmapiiri](coursename)\n- Cancelled lectures [HALTVA15](course)\n- Cancelled lectures [Advanced Functional Programming](coursename)\n- Cancelled lectures [HALJUA22](course)\n- Cancelled lectures [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](coursename)\n- Cancelled lectures [VENA16](course)\n- Cancelled lectures [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](coursename)\n- Cancelled lectures [KKRUYHT](course)\n- Cancelled lectures [Toisen vuoden opiskelijoiden info-tilaisuus](coursename)\n- Cancelled lectures [SOSM2](course)\n- Cancelled lectures [Ohjelmointia teknisille viestijöille](coursename)\n- Cancelled lectures [KASPUHP1](course)\n- Cancelled lectures [Dramaturgia: Musikaalin dramaturgia](coursename)\n- Cancelled lectures [POLKVA31](course)\n- Cancelled lectures [Asiantuntijuus ja tietopalvelujen kehittäminen](coursename)\n- Cancelled lectures [KASA10](course)\n- Cancelled lectures [Terveys, arki ja toimijuus](coursename)\n- Cancelled lectures [KKRUPRE2](course)\n- Cancelled lectures [Kielen käyttö I](coursename)\n- Cancelled lectures [TERTIETO5](course)\n- Cancelled lectures [Tutkielmaseminaari - Seminaari](coursename)\n- Cancelled lectures [KKSUOPE](course)\n- Cancelled lectures [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Cancelled lectures [RANP5](course)\n- Cancelled lectures [Kunta- ja aluejohtamisen vaihtuvasisältöinen erikoiskurssi](coursename)\n- Cancelled lectures [SOS4.5](course)\n- Cancelled lectures [Tilastomenetelmien perusteet, iltaryhmä](coursename)\n- Cancelled lectures [PGHES01](course)\n- Cancelled lectures [Orientoivat opinnot, HOPS](coursename)\n- Will [POLKVS99](course) lectures be cancelled during holiday\n- Will [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](coursename) lectures be cancelled during holiday\n- Will [KASLOM7](course) lectures be cancelled during holiday\n- Will [Vastuullisen liiketoiminnan case-kurssi](coursename) lectures be cancelled during holiday\n- Will [POLKVS10](course) lectures be cancelled during holiday\n- Will [Seminaari](coursename) lectures be cancelled during holiday\n- Will [KASSO4](course) lectures be cancelled during holiday\n- Will [Vapaaehtoistyössä toimiminen](coursename) lectures be cancelled during holiday\n- Will [BIO2085](course) lectures be cancelled during holiday\n- Will [Tekstitaidot](coursename) lectures be cancelled during holiday\n- Will [KATYVS43](course) lectures be cancelled during holiday\n- Will [SGN-41007 Pattern Recognition and Machine Learning](coursename) lectures be cancelled during holiday\n- Will [ITIS41](course) lectures be cancelled during holiday\n- Will [Digitaalinen historia](coursename) lectures be cancelled during holiday\n- Will [POLVOA51/S10/24](course) lectures be cancelled during holiday\n- Will [Vakuutuksen ja riskienhallinnan erikoistumisosa](coursename) lectures be cancelled during holiday\n- Will [TAYJ035](course) lectures be cancelled during holiday\n- Will [SGN-41007 Pattern Recognition and Machine Learning](coursename) lectures be cancelled during holiday\n- Will [ENGS7-9](course) lectures be cancelled during holiday\n- Will [Nordic Model: Nordic Welfare Societies](coursename) lectures be cancelled during holiday\n- Will [SOS09.3](course) lectures be cancelled during holiday\n- Will [Visualization of Quantitative Data](coursename) lectures be cancelled during holiday\n- Will [TAYJ032](course) lectures be cancelled during holiday\n- Will [Lapset ja lastensuojelu](coursename) lectures be cancelled during holiday\n- Will [VENP4](course) lectures be cancelled during holiday\n- Will [Simultaanitulkkaus I englanti-suomi-englanti](coursename) lectures be cancelled during holiday\n- Will [STYP2](course) lectures be cancelled during holiday\n- Will [Communication Skills in English - Academic Writing II](coursename) lectures be cancelled during holiday\n- Will [KASP5](course) lectures be cancelled during holiday\n- Will [Kuvanprosessointi / Digital Image Processing](coursename) lectures be cancelled during holiday\n- Will [POLVOS23](course) lectures be cancelled during holiday\n- Will [Asiantuntijuus ja tietopalvelujen kehittäminen](coursename) lectures be cancelled during holiday\n- Will [ITIA9](course) lectures be cancelled during holiday\n- Will [Introduction to Academic English / RPL (näyttökoe)](coursename) lectures be cancelled during holiday\n- Will [LOGS7](course) lectures be cancelled during holiday\n- Will [Human-Centered Product Development (TUT/IHTE)](coursename) lectures be cancelled during holiday\n- Will [KASVAR1](course) lectures be cancelled during holiday\n- Will [Kansalaisvaikuttaminen (kirjatentti/essee)](coursename) lectures be cancelled during holiday\n- Will [KKRUYHT](course) lectures be cancelled during holiday\n- Will [Liberalismi ja demokratia](coursename) lectures be cancelled during holiday\n- Will [POLKVS31](course) lectures be cancelled during holiday\n- Will [Journal club](coursename) lectures be cancelled during holiday\n- Will [VENA10](course) lectures be cancelled during holiday\n- Will [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename) lectures be cancelled during holiday\n- Will [ENGP6](course) lectures be cancelled during holiday\n- Will [Oikeustulkkaus I/II (monikielinen)](coursename) lectures be cancelled during holiday\n- Will [KASSA1](course) lectures be cancelled during holiday\n- Will [Lähtötasokoe / Schwellentest](coursename) lectures be cancelled during holiday\n- Will [KATRAS12](course) lectures be cancelled during holiday\n- Will [Practices of Strategic Leadership](coursename) lectures be cancelled during holiday\n- Will [YKYYKV1](course) lectures be cancelled during holiday\n- Will [Ruotsin kielen valmentava kurssi](coursename) lectures be cancelled during holiday\n- Will [TRMU2](course) lectures be cancelled during holiday\n- Will [Simultaanitulkkaus I englanti-suomi-englanti](coursename) lectures be cancelled during holiday\n- Will [ROMAP3](course) lectures be cancelled during holiday\n- Will [Johdatus logiikkaan 1](coursename) lectures be cancelled during holiday\n- Will [KASA6](course) lectures be cancelled during holiday\n- Will [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](coursename) lectures be cancelled during holiday\n- Will [TERHOIA4](course) lectures be cancelled during holiday\n- Will [Regression analysis](coursename) lectures be cancelled during holiday\n- Will [KASA9](course) have a lecture every week\n- Will [Comparative Research in Social Policy](coursename) have a lecture every week\n- Will [KKENMP3](course) have a lecture every week\n- Will [Perheen vuorovaikutus](coursename) have a lecture every week\n- Will [SOSM5.1](course) have a lecture every week\n- Will [Graduseminaari, jatkava (Niemi)](coursename) have a lecture every week\n- Will [FILA4A](course) have a lecture every week\n- Will [Työyhteisöjen muutos ja kehittäminen](coursename) have a lecture every week\n- Will [POHP3](course) have a lecture every week\n- Will [Translation and Academic Writing - Introduction to Academic Writing](coursename) have a lecture every week\n- Will [PEDA6](course) have a lecture every week\n- Will [Käännösviestintä venäjä-suomi](coursename) have a lecture every week\n- Will [KKRUYHT](course) have a lecture every week\n- Will [Lapsen puheen ja kielen tutkimus ja kuntoutus](coursename) have a lecture every week\n- Will [HISA4](course) have a lecture every week\n- Will [Opetus, ohjaus, oppiminen, monimuoto-opeus](coursename) have a lecture every week\n- Will [KATLAS11](course) have a lecture every week\n- Will [Vuorovaikutuksen perusteet - verkkokurssina I](coursename) have a lecture every week\n- Will [NAM-VI](course) have a lecture every week\n- Will [Kasvatus, koulutus ja yhteiskunta - Luennot ja kirjallisuus](coursename) have a lecture every week\n- Will [MVKS10](course) have a lecture every week\n- Will [Projektinhallinnan perusteet](coursename) have a lecture every week\n- Will [KKSAVAL2](course) have a lecture every week\n- Will [Agenda-Setting in Public Policy (POMLFCS1)](coursename) have a lecture every week\n- Will [STYS2A](course) have a lecture every week\n- Will [Analyysi C](coursename) have a lecture every week\n- Will [YKT04.2](course) have a lecture every week\n- Will [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy](coursename) have a lecture every week\n- Will [KKRUPRE2](course) have a lecture every week\n- Will [Social research and the behavioural sciences](coursename) have a lecture every week\n- Will [SOS9](course) have a lecture every week\n- Will [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](coursename) have a lecture every week\n- Will [JOVP5](course) have a lecture every week\n- Will [Vuorovaikutuksen perusteet](coursename) have a lecture every week\n- Will [KIRP4](course) have a lecture every week\n- Will [Managing e-commerce; Consumers and Community Perspective](coursename) have a lecture every week\n- Will [KKIN5](course) have a lecture every week\n- Will [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Syksy 2018](coursename) have a lecture every week\n- Will [RANP0](course) have a lecture every week\n- Will [Public Policy and Governance (book exam/essay)](coursename) have a lecture every week\n- Will [IGS005](course) have a lecture every week\n- Will [Juridisk svenska](coursename) have a lecture every week\n- Will [KKSULUK](course) have a lecture every week\n- Will [Biotechnical product development](coursename) have a lecture every week\n- Will [POLKVS22](course) have a lecture every week\n- Will [Lain ja hallinnon käännösviestinnän seminaari englanti-suomi](coursename) have a lecture every week\n- Will [HALJUA14](course) have a lecture every week\n- Will [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](coursename) have a lecture every week\n- Will [DPCMTJ2](course) have a lecture every week\n- Will [History, Culture and Literature: Culture and Literature](coursename) have a lecture every week\n- Will [PSYS15](course) have a lecture every week\n- Will [Erot, jaot ja niiden rakentuminen, kirjatentti](coursename) have a lecture every week\n- Will [KASP5](course) have a lecture every week\n- Will [Kasvatus, koulutus ja yhteiskunta - Luennot ja kirjallisuus](coursename) have a lecture every week\n- Will [BTK2223](course) have a lecture every week\n- Will [Communication écrite/Kirjallinen viestintä](coursename) have a lecture every week\n- Will [DPCMTJ2/JMMETUS](course) have a lecture every week\n- Will [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename) have a lecture every week\n- Will [KATVAS12](course) have a lecture every week\n- Will [Orientoivat opinnot ja HOPS (kirjallisuustiede)](coursename) have a lecture every week\n- I want to know the exceptions in lessons for [HALKAA12](course)\n- I want to know the exceptions in lessons for [Markkinoinnin johtaminen ja organisointi](coursename)\n- I want to know the exceptions in lessons for [KASLOE8.1](course)\n- I want to know the exceptions in lessons for [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- I want to know the exceptions in lessons for [TERA3](course)\n- I want to know the exceptions in lessons for [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](coursename)\n- I want to know the exceptions in lessons for [TERA3](course)\n- I want to know the exceptions in lessons for [Parties, Elections and Political Participation (book exam/essay)](coursename)\n- I want to know the exceptions in lessons for [KATYVS25](course)\n- I want to know the exceptions in lessons for [Structure of English II - Grammar II](coursename)\n- I want to know the exceptions in lessons for [SOS6.2.3](course)\n- I want to know the exceptions in lessons for [Introduction to Entrepreneurship](coursename)\n- I want to know the exceptions in lessons for [KATMAP11](course)\n- I want to know the exceptions in lessons for [Foundations of Games and Internet Research](coursename)\n- I want to know the exceptions in lessons for [KKES5](course)\n- I want to know the exceptions in lessons for [Julkisen talousjohtamisen tutkimusotteet](coursename)\n- I want to know the exceptions in lessons for [POLKVS33](course)\n- I want to know the exceptions in lessons for [Perintö-, lahja- ja varainsiirtoverotus](coursename)\n- I want to know the exceptions in lessons for [HALJUA13](course)\n- I want to know the exceptions in lessons for [Johdon laskentatoimen perusteet (avoin yliopisto-opetus)](coursename)\n- I want to know the exceptions in lessons for [TERVAL5](course)\n- I want to know the exceptions in lessons for [Lineaarialgebra 1A](coursename)\n- I want to know the exceptions in lessons for [ESPFA7](course)\n- I want to know the exceptions in lessons for [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Pori](coursename)\n- I want to know the exceptions in lessons for [POLVOA51](course)\n- I want to know the exceptions in lessons for [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](coursename)\n- I want to know the exceptions in lessons for [POLVOA31/32/S26](course)\n- I want to know the exceptions in lessons for [Dialogitulkkaus](coursename)\n- I want to know the exceptions in lessons for [TERA6](course)\n- I want to know the exceptions in lessons for [Dramaturgia: Musikaalin dramaturgia](coursename)\n- I want to know the exceptions in lessons for [KASA4](course)\n- I want to know the exceptions in lessons for [Nordic Welfare Systems: Past, present, and future](coursename)\n- I want to know the exceptions in lessons for [TIETS43](course)\n- I want to know the exceptions in lessons for [Diskurssianalyysi](coursename)\n- I want to know the exceptions in lessons for [KASP1-2, KASP5](course)\n- I want to know the exceptions in lessons for [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename)\n- I want to know the exceptions in lessons for [JKKYORP1](course)\n- I want to know the exceptions in lessons for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](coursename)\n- I want to know the exceptions in lessons for [JOVTS5](course)\n- I want to know the exceptions in lessons for [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- I want to know the exceptions in lessons for [KATJOS12](course)\n- I want to know the exceptions in lessons for [Puheen ja äänen kulttuurinen ja ammatillinen variaatio - Kirjatentti](coursename)\n- I want to know the exceptions in lessons for [LOGA8](course)\n- I want to know the exceptions in lessons for [Kohti matematiikan opettajuutta 1(TTY)](coursename)\n- I want to know the exceptions in lessons for [KASVAR8](course)\n- I want to know the exceptions in lessons for [Government and Society: Inequality](coursename)\n- I want to know the exceptions in lessons for [HALHAS21](course)\n- I want to know the exceptions in lessons for [Johtajuuden nykysuuntia](coursename)\n- I want to know the exceptions in lessons for [HALJTA04](course)\n- I want to know the exceptions in lessons for [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](coursename)\n- I want to know the exceptions in lessons for [KASA3](course)\n- I want to know the exceptions in lessons for [Kieli käyttöön/Språket i bruk](coursename)\n- I want to know the exceptions in lessons for [KKENYHT](course)\n- I want to know the exceptions in lessons for [Ulkopolitiikka ja diplomatia (kirjatentti/essee)](coursename)\n- I want to know the exceptions in lessons for [YKT6.6.2](course)\n- I want to know the exceptions in lessons for [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](coursename)\n- I want to know the exceptions in lessons for [KATLAS99](course)\n- I want to know the exceptions in lessons for [Kandidaatintutkielma - Seminaari ja tutkielma](coursename)\n- I want to know the exceptions in lessons for [KKRUYHT](course)\n- I want to know the exceptions in lessons for [Asiantuntijuus ja tietopalvelujen kehittäminen](coursename)\n- I want to know special teaching times for [KATVRS44](course)\n- I want to know special teaching times for [Public Financial Management and Evolving Administrative Structures](coursename)\n- I want to know special teaching times for [PEACE046](course)\n- I want to know special teaching times for [Kasvatushistoria, kirjatentti](coursename)\n- I want to know special teaching times for [HISP4](course)\n- I want to know special teaching times for [Euroopan unioni (kirjatentti/essee)](coursename)\n- I want to know special teaching times for [TERHOIA6](course)\n- I want to know special teaching times for [Sosiaalityön teoriahistoria](coursename)\n- I want to know special teaching times for [KKES2](course)\n- I want to know special teaching times for [BMT-61227 Medical Biomaterials](coursename)\n- I want to know special teaching times for [POLVOA51/S10/24](course)\n- I want to know special teaching times for [Academic Presentations](coursename)\n- I want to know special teaching times for [POLVOS23](course)\n- I want to know special teaching times for [Kansainvälisen historian tutkijaseminaari](coursename)\n- I want to know special teaching times for [STYA3A2](course)\n- I want to know special teaching times for [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](coursename)\n- I want to know special teaching times for [RANSV5](course)\n- I want to know special teaching times for [Introduction to Risk Management and Insurance (spring semester)](coursename)\n- I want to know special teaching times for [TERHOIA6](course)\n- I want to know special teaching times for [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](coursename)\n- I want to know special teaching times for [MVKS16V](course)\n- I want to know special teaching times for [Kielioppi I (venäjänkieliset opiskelijat)](coursename)\n- I want to know special teaching times for [PCP02/NAM-VII](course)\n- I want to know special teaching times for [Pro gradu -tutkielma ja seminaari (vaiheet I-IV)](coursename)\n- I want to know special teaching times for [VENA12](course)\n- I want to know special teaching times for [Research on Media, Culture and Education](coursename)\n- I want to know special teaching times for [SAKS2](course)\n- I want to know special teaching times for [Usean muuttujan integraalilaskenta](coursename)\n- I want to know special teaching times for [TSEKP1](course)\n- I want to know special teaching times for [Suullinen viestintä / Mündliche Kommunikation](coursename)\n- I want to know special teaching times for [TIEY4](course)\n- I want to know special teaching times for [Big Data Entity Resolution](coursename)\n- I want to know special teaching times for [TRSU02](course)\n- I want to know special teaching times for [Orientoivat opinnot, HOPS](coursename)\n- I want to know special teaching times for [MTTTP1](course)\n- I want to know special teaching times for [Monikieliset tekstikorpukset (verkkokurssi)](coursename)\n- I want to know special teaching times for [KATVRS44](course)\n- I want to know special teaching times for [Tiimi toimii - puheviestinnän syventävä kurssi (1.-2.periodi)](coursename)\n- I want to know special teaching times for [JOVA9](course)\n- I want to know special teaching times for [Tilastotieteen johdantokurssi, syksy](coursename)\n- I want to know special teaching times for [TERHOJ4](course)\n- I want to know special teaching times for [Recommender Systems](coursename)\n- I want to know special teaching times for [POLVOA41/S28](course)\n- I want to know special teaching times for [Introduction to Finnish History](coursename)\n- I want to know special teaching times for [DPHSF502](course)\n- I want to know special teaching times for [Kielitieto ja -taito - Kielioppi II / Sprachwissen und Sprachfertigkeiten: Grammatik II](coursename)\n- I want to know special teaching times for [ITIA03](course)\n- I want to know special teaching times for [Kirjallinen viestintä II/Skriftlig kommunikation II](coursename)\n- I want to know special teaching times for [HISA1B](course)\n- I want to know special teaching times for [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](coursename)\n- I want to know special teaching times for [TIETS21](course)\n- I want to know special teaching times for [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](coursename)\n- I want to know special teaching times for [KKSUOPE](course)\n- I want to know special teaching times for [European, Eurasian and Global Energy Policy (book exam/essay)](coursename)\n- I want to know special teaching times for [KIRA3G](course)\n- I want to know special teaching times for [Stem Cells Laboratory Course](coursename)\n- I want to know special teaching times for [YKYYV07](course)\n- I want to know special teaching times for [Venäjä III](coursename)\n- I want to know special teaching times for [MTTTS12](course)\n- I want to know special teaching times for [Tilastomenetelmien perusteet](coursename)\n- I want to know does the schedule for [TEE2](course) have any exceptions\n- I want to know does the schedule for [European Public Law](coursename) have any exceptions\n- I want to know does the schedule for [MTTMA2](course) have any exceptions\n- I want to know does the schedule for [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](coursename) have any exceptions\n- I want to know does the schedule for [POLKVA21](course) have any exceptions\n- I want to know does the schedule for [Biological data analysis with R](coursename) have any exceptions\n- I want to know does the schedule for [PGHMTS](course) have any exceptions\n- I want to know does the schedule for [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename) have any exceptions\n- I want to know does the schedule for [KKSUHUK](course) have any exceptions\n- I want to know does the schedule for [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename) have any exceptions\n- I want to know does the schedule for [KATYVS99](course) have any exceptions\n- I want to know does the schedule for [Big Data Entity Resolution](coursename) have any exceptions\n- I want to know does the schedule for [STYA3B](course) have any exceptions\n- I want to know does the schedule for [Introduction to Academic English (Open University Course)](coursename) have any exceptions\n- I want to know does the schedule for [ITIS44](course) have any exceptions\n- I want to know does the schedule for [Writing Research Grant Proposals](coursename) have any exceptions\n- I want to know does the schedule for [YKYY0](course) have any exceptions\n- I want to know does the schedule for [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](coursename) have any exceptions\n- I want to know does the schedule for [HALJTA13](course) have any exceptions\n- I want to know does the schedule for [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](coursename) have any exceptions\n- I want to know does the schedule for [MTTTS16](course) have any exceptions\n- I want to know does the schedule for [Lapset ympäristönsä tutkijoina - Käsityö](coursename) have any exceptions\n- I want to know does the schedule for [KASLOK2](course) have any exceptions\n- I want to know does the schedule for [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, syksy 2018)](coursename) have any exceptions\n- I want to know does the schedule for [TIEY4](course) have any exceptions\n- I want to know does the schedule for [Contemporary Peace and Conflict Studies](coursename) have any exceptions\n- I want to know does the schedule for [HISP1](course) have any exceptions\n- I want to know does the schedule for [Monikielinen käännöstyöpaja](coursename) have any exceptions\n- I want to know does the schedule for [HTIS64](course) have any exceptions\n- I want to know does the schedule for [Cultural Diversity in Education and at Work - (autumn)](coursename) have any exceptions\n- I want to know does the schedule for [KATLITO5](course) have any exceptions\n- I want to know does the schedule for [Terveyden ja mielenterveyden psykologia II](coursename) have any exceptions\n- I want to know does the schedule for [LOGS6](course) have any exceptions\n- I want to know does the schedule for [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](coursename) have any exceptions\n- I want to know does the schedule for [JKKYINA15](course) have any exceptions\n- I want to know does the schedule for [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](coursename) have any exceptions\n- I want to know does the schedule for [MTTTP4](course) have any exceptions\n- I want to know does the schedule for [Julkistalous](coursename) have any exceptions\n- I want to know does the schedule for [TERVAL4](course) have any exceptions\n- I want to know does the schedule for [Kandidaattiseminaari (JATKAVA, Vahtikari)](coursename) have any exceptions\n- I want to know does the schedule for [TERHOIA6](course) have any exceptions\n- I want to know does the schedule for [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](coursename) have any exceptions\n- I want to know does the schedule for [PSYP1](course) have any exceptions\n- I want to know does the schedule for [Kasvatustieteiden perusopinnot lukuvuonna 2018-2019 - yhteinen johdantoluento](coursename) have any exceptions\n- I want to know does the schedule for [HTIY005](course) have any exceptions\n- I want to know does the schedule for [Terveystiedon didaktiikan perusteet](coursename) have any exceptions\n- I want to know does the schedule for [POLKVS33](course) have any exceptions\n- I want to know does the schedule for [Dramaturgia: Musikaalin dramaturgia](coursename) have any exceptions\n- I want to know does the schedule for [ENGP6](course) have any exceptions\n- I want to know does the schedule for [Kasvatus, koulutus ja yhteiskunta - Luennot ja kirjallisuus](coursename) have any exceptions\n- I want to know does the schedule for [KATTAS11](course) have any exceptions\n- I want to know does the schedule for [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename) have any exceptions\n- I want to know does the schedule for [PEACE045](course) have any exceptions\n- I want to know does the schedule for [Introduction to Web Publishing - Spring 2019](coursename) have any exceptions\n- I want to know does the schedule for [MVKS42V](course) have any exceptions\n- I want to know does the schedule for [Kehityspsykologia I](coursename) have any exceptions\n- I want to know does the schedule for [KKSU1](course) have any exceptions\n- I want to know does the schedule for [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename) have any exceptions\n- I want to know does the schedule for [KKSU3](course) have any exceptions\n- I want to know does the schedule for [Opetussuunnitelmateoria, kirjatentti](coursename) have any exceptions\n- I want to know Teaching times exceptions for [KATVRA00](course)\n- I want to know Teaching times exceptions for [Käyttäjäkeskeinen kääntäminen](coursename)\n- I want to know Teaching times exceptions for [KASSY1](course)\n- I want to know Teaching times exceptions for [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename)\n- I want to know Teaching times exceptions for [KATVRA24](course)\n- I want to know Teaching times exceptions for [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Pori](coursename)\n- I want to know Teaching times exceptions for [SOS9](course)\n- I want to know Teaching times exceptions for [Doctoral Studies](coursename)\n- I want to know Teaching times exceptions for [KATLITO3](course)\n- I want to know Teaching times exceptions for [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](coursename)\n- I want to know Teaching times exceptions for [KASPUHA4](course)\n- I want to know Teaching times exceptions for [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](coursename)\n- I want to know Teaching times exceptions for [KASMAT1](course)\n- I want to know Teaching times exceptions for [Oppimispelien käyttö ja evaluaatio](coursename)\n- I want to know Teaching times exceptions for [TEE7](course)\n- I want to know Teaching times exceptions for [Yrityksen taloustieteellisen tutkimuksen perusteet](coursename)\n- I want to know Teaching times exceptions for [ENGS13](course)\n- I want to know Teaching times exceptions for [Populaarikulttuuri ja -kirjallisuus](coursename)\n- I want to know Teaching times exceptions for [POLKVS21](course)\n- I want to know Teaching times exceptions for [Orientoivat opinnot - Alkuorientaatio](coursename)\n- I want to know Teaching times exceptions for [JKKYVAP](course)\n- I want to know Teaching times exceptions for [Valtio-opin maisteriseminaari](coursename)\n- I want to know Teaching times exceptions for [SOS08.3](course)\n- I want to know Teaching times exceptions for [Kandidaattiseminaari (Mustakallio)](coursename)\n- I want to know Teaching times exceptions for [JOVP4](course)\n- I want to know Teaching times exceptions for [Vieraan kielen taito, perustaso](coursename)\n- I want to know Teaching times exceptions for [DPJKKHS](course)\n- I want to know Teaching times exceptions for [Journalistinen kieli - Tekstinhuolto](coursename)\n- I want to know Teaching times exceptions for [MVKS18E](course)\n- I want to know Teaching times exceptions for [Nordiska synvinklar](coursename)\n- I want to know Teaching times exceptions for [BIO2085](course)\n- I want to know Teaching times exceptions for [Palvelut ja hyvinvointivaltion murros](coursename)\n- I want to know Teaching times exceptions for [COSOPOM2](course)\n- I want to know Teaching times exceptions for [Yrityksen taloustieteellisen tutkimuksen perusteet](coursename)\n- I want to know Teaching times exceptions for [SOSM2](course)\n- I want to know Teaching times exceptions for [Perusharjoittelu B - Ohjattu opetusharjoittelu](coursename)\n- I want to know Teaching times exceptions for [KASVART2](course)\n- I want to know Teaching times exceptions for [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](coursename)\n- I want to know Teaching times exceptions for [HISA4](course)\n- I want to know Teaching times exceptions for [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](coursename)\n- I want to know Teaching times exceptions for [JOVA3](course)\n- I want to know Teaching times exceptions for [Orientoiva tutkielmaseminaari - Seminaari](coursename)\n- I want to know Teaching times exceptions for [POLKVA41](course)\n- I want to know Teaching times exceptions for [Tieteellinen kirjoittaminen / LUO & COMS](coursename)\n- I want to know Teaching times exceptions for [LFCS02](course)\n- I want to know Teaching times exceptions for [Yhteiskuntatutkimuksen tutkinto-ohjelman esittely](coursename)\n- I want to know Teaching times exceptions for [ENGS7-9](course)\n- I want to know Teaching times exceptions for [Testimenetelmien perusteet ja ammattietiikka](coursename)\n- I want to know Teaching times exceptions for [RANP5](course)\n- I want to know Teaching times exceptions for [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- I want to know Teaching times exceptions for [KKENVAL1](course)\n- I want to know Teaching times exceptions for [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](coursename)\n- I want to know Teaching times exceptions for [KKVE1](course)\n- I want to know Teaching times exceptions for [Political Economy](coursename)\n- I want to know Teaching times exceptions for [DPHSS203](course)\n- I want to know Teaching times exceptions for [Kirjallisuuden opettaminen](coursename)\n- I want to know Teaching times exceptions for [HISP2](course)\n- I want to know Teaching times exceptions for [Tutkielmaseminaari](coursename)\n- I want to know Teaching times exceptions for [HISA1B](course)\n- I want to know Teaching times exceptions for [Psykologiset interventiot](coursename)\n\n\n## intent:nimi\n- What is the name of [TAYJ027](course)\n- What is the name of [Työ- ja organisaatiopsykologian interventiot](coursename)\n- What is the name of [TERVAL4](course)\n- What is the name of [Persoonallisuuspsykologia I](coursename)\n- What is the name of [HALHAS20](course)\n- What is the name of [Merkitys](coursename)\n- What is the name of [JOVY2](course)\n- What is the name of [Vanheneminen sosiaalisena ilmiönä](coursename)\n- What is the name of [TSEKP2](course)\n- What is the name of [Biological data analysis with R](coursename)\n- What is the name of [POHA6](course)\n- What is the name of [Lasten oikeuspsykologia](coursename)\n- What is the name of [SOP03.6](course)\n- What is the name of [Stem Cells](coursename)\n- What is the name of [SOS6.2.3](course)\n- What is the name of [Laboroinnin perusteet](coursename)\n- What is the name of [HALHAA99](course)\n- What is the name of [Theatre, Society, and Politics 1660-1760](coursename)\n- What is the name of [JOVP1](course)\n- What is the name of [Pro gradu -tutkielma ja -seminaari](coursename)\n- What is the name of [KATVAA14](course)\n- What is the name of [Organizational Behavior (Independent study, Autumn 2018)](coursename)\n- What is the name of [TERHOIA6](course)\n- What is the name of [Pro gradun viimeistelyseminaari (kirjallisuustiede)](coursename)\n- What is the name of [SOS4.6](course)\n- What is the name of [Lähtötasokoe](coursename)\n- What is the name of [HALKOS25](course)\n- What is the name of [Käännösviestintä ruotsi-suomi/Översättning svenska-finska](coursename)\n- What is the name of [TAYJ027](course)\n- What is the name of [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](coursename)\n- What is the name of [VENS2](course)\n- What is the name of [Pro gradu -seminaari ja -tutkielma (2018-2019)](coursename)\n- What is the name of [KATSTA12](course)\n- What is the name of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](coursename)\n- What is the name of [TRSU01](course)\n- What is the name of [Usability Evaluation Methods](coursename)\n- What is the name of [JOVA18](course)\n- What is the name of [Latinan jatkokurssi](coursename)\n- What is the name of [HISP1](course)\n- What is the name of [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](coursename)\n- What is the name of [SOS6.5.1](course)\n- What is the name of [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- What is the name of [SOSM5.1](course)\n- What is the name of [Preparatory Course in Communicative Skills](coursename)\n- What is the name of [HTIS66](course)\n- What is the name of [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](coursename)\n- What is the name of [TERHOJ3](course)\n- What is the name of [Korkeakoulutus ja kansainvälistyminen](coursename)\n- What is the name of [KATVRA24](course)\n- What is the name of [Yliopistopedagogiikan perusteet](coursename)\n- What is the name of [FILA7](course)\n- What is the name of [Yhtiöoikeuden syventävä opintojakso](coursename)\n- What is the name of [JOVTS2](course)\n- What is the name of [Riskienhallinta](coursename)\n- What is the name of [KIRP3](course)\n- What is the name of [Seminaari (Ridell)](coursename)\n- What is the name of [MVKS38](course)\n- What is the name of [Introduction to Finnish History](coursename)\n- What is the name of [LOGS8](course)\n- What is the name of [Sijoitustoiminta](coursename)\n- [SOP03.1](course) name\n- [YK-päivä](coursename) name\n- [POLVOA21](course) name\n- [Venäjä II](coursename) name\n- [POLPOP01](course) name\n- [Tutkielmaseminaari](coursename) name\n- [TERY4](course) name\n- [Lähtötasokoe - Kirjallinen tentti](coursename) name\n- [KASA3](course) name\n- [Advanced Functional Programming](coursename) name\n- [KKENYHT](course) name\n- [Tilastotieteen perusteet](coursename) name\n- [KATSTA12](course) name\n- [Structure of English III: Grammar and Context](coursename) name\n- [PEACE046](course) name\n- [Kielisuihkutustoiminta osana varhaista kielikasvatusta](coursename) name\n- [SOS10.10.1](course) name\n- [Puhe- ja nielemistoimintojen tutkimus ja kuntoutus](coursename) name\n- [LOGM1](course) name\n- [Ainedidaktiikka I](coursename) name\n- [TAYJ024](course) name\n- [Academic Presentations](coursename) name\n- [TERY4](course) name\n- [Kandidaatintutkielma - Seminaari ja tutkielma](coursename) name\n- [KASA3](course) name\n- [Kielitaito ja kielitaidon arviointi](coursename) name\n- [FILA2](course) name\n- [Ajankohtaiset ilmiöt hallintotieteissä](coursename) name\n- [ENGA10](course) name\n- [Markkinoinnin teoria](coursename) name\n- [KKSUVAL3](course) name\n- [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](coursename) name\n- [FONEP4](course) name\n- [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](coursename) name\n- [KKRUVAL1](course) name\n- [Continental Model: The Austrian System of Work and Social Security](coursename) name\n- [TERKANA2](course) name\n- [International Work Experience](coursename) name\n- [HALJUS15](course) name\n- [Hesdoc Annual Meeting](coursename) name\n- [HISA4](course) name\n- [Bioinformatics work course](coursename) name\n- [ROMAP1](course) name\n- [Dialogitulkkaus](coursename) name\n- [KASLOM11](course) name\n- [Valinnainen jakso: Johdatus tiedeviestintään](coursename) name\n- [KASP5](course) name\n- [Open Educational Resources - Lectures, seminars etc. in other universities or institutions](coursename) name\n- [TAYJ032](course) name\n- [Fonetiikan tilastomenetelmät](coursename) name\n- [KASA5](course) name\n- [Democratic Decision-Making (BOOK EXAM)](coursename) name\n- [KASERIT4](course) name\n- [[CANCELLED] Editing Project](coursename) name\n- [KATVAS12](course) name\n- [Addiktiot, yksilö ja yhteiskunta](coursename) name\n- [VENA13](course) name\n- [Ekonometrian jatkokurssi](coursename) name\n- [KASVARH](course) name\n- [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](coursename) name\n- [SOS10.1.3](course) name is\n- [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename) name is\n- [TIETA11](course) name is\n- [Kielioppi II](coursename) name is\n- [BTK1053](course) name is\n- [Työ- ja organisaatiopsykologian interventiot](coursename) name is\n- [DPHSS207](course) name is\n- [Eheyttävä musiikkikasvatus - Musiikkiliikunta, tanssi ja musiikkileikit](coursename) name is\n- [ENGP4](course) name is\n- [Conflicts over the Use of Natural Resources and the Environment](coursename) name is\n- [BIO4661](course) name is\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, slk18](coursename) name is\n- [DPLA01](course) name is\n- [Kasvatus, koulutus ja yhteiskunta - Luennot ja kirjallisuus](coursename) name is\n- [LOGM1](course) name is\n- [Filosofian tutkija- ja tohtorikoulutusseminaari](coursename) name is\n- [BIO4722](course) name is\n- [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](coursename) name is\n- [SAKP5](course) name is\n- [Juridisk svenska](coursename) name is\n- [KKSUYTK](course) name is\n- [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename) name is\n- [KASA6](course) name is\n- [Basics of Management and Organizations](coursename) name is\n- [HALHAS15](course) name is\n- [Teaching, Pedagogical Facilitating, Learning](coursename) name is\n- [TERTIETO1](course) name is\n- [Julkisoikeuden tutkimuspraktikum](coursename) name is\n- [KASA6](course) name is\n- [Introduction to Web Publishing - Autumn 2018](coursename) name is\n- [VENA1](course) name is\n- [Tutkielmapiiri](coursename) name is\n- [HIS](course) name is\n- [Basics I: Basics of Czech language II](coursename) name is\n- [MEDU06](course) name is\n- [Tilastotieteen johdantokurssi, syksy](coursename) name is\n- [KASP5](course) name is\n- [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](coursename) name is\n- [KKSA3](course) name is\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](coursename) name is\n- [TIETS05](course) name is\n- [Rahoituksen jatkokurssi](coursename) name is\n- [KKSUHUK1](course) name is\n- [Finnish Reading Comprehension and Conversation Course 2 (taught in Finnish)](coursename) name is\n- [ITIA03](course) name is\n- [International Business Law](coursename) name is\n- [KATYVS25](course) name is\n- [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](coursename) name is\n- [POLVOA31/32/S26](course) name is\n- [Politicization in Europe and the EU](coursename) name is\n- [PEACEGS1](course) name is\n- [Monikielisyys ja -kulttuurisuus](coursename) name is\n- [KASA13](course) name is\n- [Current Approaches in Games and Internet Research](coursename) name is\n- [KATSTA12](course) name is\n- [Viestinnän etiikka - verkkokurssi](coursename) name is\n- [LTLY03](course) name is\n- [Metafysiikka](coursename) name is\n- [PEACE045](course) name is\n- [Tietojärjestelmän suunnittelun perusteet](coursename) name is\n- [BTK4702](course) name full\n- [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](coursename) name full\n- [TERY4](course) name full\n- [Matematiikan ja tilastotieteen työpajat](coursename) name full\n- [KKSUPRO](course) name full\n- [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename) name full\n- [HALHAS14](course) name full\n- [Johdatus politiikan teoriaan (kirjatentti/essee)](coursename) name full\n- [DPHSR403](course) name full\n- [Tietojenkäsittelytieteiden opintojakso TTY:ltä](coursename) name full\n- [TERA3](course) name full\n- [Talous - politiikka - kulttuuri -lukupiiri](coursename) name full\n- [JOVPVS3](course) name full\n- [Tekstitaidot](coursename) name full\n- [SOCYKV2/RES012](course) name full\n- [Political Philosophy (book exam/essay)](coursename) name full\n- [ITIP2](course) name full\n- [Verkostoitunut maailma](coursename) name full\n- [KKES3](course) name full\n- [Monikieliset tekstikorpukset (verkkokurssi)](coursename) name full\n- [KASA13](course) name full\n- [Media, Information and Democracy](coursename) name full\n- [DPCMTJT3](course) name full\n- [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](coursename) name full\n- [KASA4](course) name full\n- [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat lo-opiskelijat](coursename) name full\n- [KASVARPH](course) name full\n- [Luentateatteri](coursename) name full\n- [KATLITO4](course) name full\n- [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](coursename) name full\n- [FILA1](course) name full\n- [Tieteenfilosofia](coursename) name full\n- [HALYAA99](course) name full\n- [Introduction to Corporate Social Responsibility](coursename) name full\n- [PCP02/NAM-VII](course) name full\n- [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) name full\n- [YKT06.2](course) name full\n- [Journalistinen kieli - Kielenhuolto, oikeinkirjoitusoppi](coursename) name full\n- [KASVARPH](course) name full\n- [Käännösviestintä II englanti-suomi](coursename) name full\n- [BTK2051](course) name full\n- [Kansallisen ja Euroopan tason vuorovaikutus (kirjatentti/essee)](coursename) name full\n- [SOS10.1.3](course) name full\n- [Vuorovaikutuksen perusteet](coursename) name full\n- [KATTAS22A](course) name full\n- [Tilastollisen päättelyn perusteet, iltaryhmä](coursename) name full\n- [KASA12](course) name full\n- [Vero-oikeuden perusteet](coursename) name full\n- [KASSA4](course) name full\n- [Tietokäytännöt](coursename) name full\n- [POLKVA32](course) name full\n- [Lähtötasokoe](coursename) name full\n- [POLKVA12](course) name full\n- [Lapset ympäristönsä tutkijoina - Matematiikka](coursename) name full\n- [KASSG](course) name full\n- [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](coursename) name full\n- [PSYP5](course) name full\n- [Specialized Optional Research Methodology: Action research](coursename) name full\n- [KATJOA14](course) name full\n- [Yritysverkoston juridinen hallinta](coursename) name full\n- [TSEKP2](course) complete name\n- [Tietokantojen perusteet (Hervannan kampus)](coursename) complete name\n- [VENS4](course) complete name\n- [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](coursename) complete name\n- [GTS2](course) complete name\n- [Organisational Change Dynamics and Management](coursename) complete name\n- [KKRA1](course) complete name\n- [Peace Research Design](coursename) complete name\n- [RANAV3](course) complete name\n- [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](coursename) complete name\n- [POLKVA11](course) complete name\n- [Suomen kielen ja sen tutkimuksen historia](coursename) complete name\n- [BTK1074](course) complete name\n- [Tuloksellisuuden arvioinnin teoria](coursename) complete name\n- [KKSULL](course) complete name\n- [Approaches and Tools for Conflict Analysis and Peace Mediation](coursename) complete name\n- [TAYJ033](course) complete name\n- [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) complete name\n- [KKENYHT](course) complete name\n- [Tilastotieteen johdantokurssi, syksy](coursename) complete name\n- [HALYAA14](course) complete name\n- [Media maailmassa - verkkokurssi](coursename) complete name\n- [ENGS13](course) complete name\n- [Euroopan unioni ja maailma](coursename) complete name\n- [KKSAVAL0](course) complete name\n- [Järjestöjen rooli sosiaalipolitiikassa ja vapaaehtoistyö](coursename) complete name\n- [KASLOE7.1](course) complete name\n- [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](coursename) complete name\n- [PSYA5](course) complete name\n- [Master's thesis seminar and master's thesis](coursename) complete name\n- [KASKVTUT](course) complete name\n- [Kiina I](coursename) complete name\n- [KASMULTI2C](course) complete name\n- [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Tiedonhankinnan perusteet](coursename) complete name\n- [KKES1](course) complete name\n- [Tiedonhankintataidot (hoitotiede), Seinäjoki](coursename) complete name\n- [KATLAS99](course) complete name\n- [Opetus, ohjaus, oppiminen - Varhaiskasvatus: Pienryhmäopetus ja orientaatioharjoittelu (2 op) ja kirjallisuus (2 op)](coursename) complete name\n- [TERKANA5](course) complete name\n- [Pankkioikeus](coursename) complete name\n- [LTLY210](course) complete name\n- [Julkisoikeuden perusteet](coursename) complete name\n- [FILP2](course) complete name\n- [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename) complete name\n- [TERY4](course) complete name\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](coursename) complete name\n- [PSYS2](course) complete name\n- [A Biomedical View of Patenting](coursename) complete name\n- [KASLOM10](course) complete name\n- [Perehdyttäminen tietotekniikan alkeisiin (kevät)](coursename) complete name\n- [HALKAA99](course) complete name\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](coursename) complete name\n- [POLKVA43](course) complete name\n- [A seminar on theoretical social research: Schmitt, Arendt, and The Political](coursename) complete name\n- [PEDA6](course) complete name\n- [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](coursename) complete name\n- [VENP3/VENK1](course) complete name\n- [Monikielisyys ja -kulttuurisuus](coursename) complete name\n- [HALJTA12](course) complete name\n- [Monikielisyys ja -kulttuurisuus](coursename) complete name\n- [DPIT2](course) name actual\n- [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](coursename) name actual\n- [BTK2045](course) name actual\n- [Syventävä ammatillinen asiantuntijuus - Johdanto kehittämistyöhön -luentoseminaari, Pori](coursename) name actual\n- [PSYS1](course) name actual\n- [International Work Experience](coursename) name actual\n- [VENA7](course) name actual\n- [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) name actual\n- [TIEY2](course) name actual\n- [Tieteellinen kirjoittaminen / LUO & COMS](coursename) name actual\n- [SUOS4](course) name actual\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](coursename) name actual\n- [MTTTS13](course) name actual\n- [Datan hallinnan perusteet](coursename) name actual\n- [KKRUKTM](course) name actual\n- [Tuutorvastaavana toimiminen / Being a tutor in charge](coursename) name actual\n- [RANA7](course) name actual\n- [Tutkielmaseminaari - Seminaari](coursename) name actual\n- [KKRA5](course) name actual\n- [Johdatus asiakastyöhön](coursename) name actual\n- [TRMU2](course) name actual\n- [Viron kielen suullinen ja kirjallinen taito](coursename) name actual\n- [COSOPN2](course) name actual\n- [Accounting Information Systems](coursename) name actual\n- [KATLAA22](course) name actual\n- [Orientoivat opinnot - Tiedonhankintataidot](coursename) name actual\n- [HALYAA14](course) name actual\n- [Työelämän myytit ja todellisuus](coursename) name actual\n- [POLVOS24](course) name actual\n- [Vuorovaikutuksen perusteet](coursename) name actual\n- [HISA1B](course) name actual\n- [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](coursename) name actual\n- [TERY4](course) name actual\n- [Perintö-, lahja- ja varainsiirtoverotus](coursename) name actual\n- [TERHOIA7](course) name actual\n- [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](coursename) name actual\n- [TERA2](course) name actual\n- [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](coursename) name actual\n- [KKENLL](course) name actual\n- [Nuorisotyö ja nuorisotutkimus (verkkokurssi)](coursename) name actual\n- [MVKS60](course) name actual\n- [Ryhmäviestintä](coursename) name actual\n- [HALYAP01](course) name actual\n- [Software Project Management, Software Project Management (Fall term)](coursename) name actual\n- [POLKVA41](course) name actual\n- [Software Engineering](coursename) name actual\n- [ROMAP2](course) name actual\n- [Järjestöjen rooli sosiaalipolitiikassa ja vapaaehtoistyö](coursename) name actual\n- [HALTVP11](course) name actual\n- [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy](coursename) name actual\n- [TERHOI1](course) name actual\n- [Introduction to Corporate Social Responsibility](coursename) name actual\n- [MTTTA1](course) name actual\n- [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename) name actual\n- [KASA10](course) name actual\n- [Terveyden edistämisen interventiot, Seinäjoki](coursename) name actual\n- [COSOPOM2](course) name actual\n- [Tieteellinen kirjoittaminen (SOC)](coursename) name actual\n- [VENP1](course) name actual\n- [Paikallisen hallinnan teoriat - Lukupiiri](coursename) name actual\n- [HALJTA04](course) whole name\n- [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename) whole name\n- [TAYJ041](course) whole name\n- [Kontrastiivisen fonetiikan perusteet -](coursename) whole name\n- [KASMULTI1](course) whole name\n- [Julkisten palvelujen johtaminen](coursename) whole name\n- [KASP3](course) whole name\n- [Liike-elämän ruotsia I](coursename) whole name\n- [MVKS16V](course) whole name\n- [Kandidaattiseminaari](coursename) whole name\n- [HALHAA12](course) whole name\n- [Maailmanloppu nyt. Ja ennen.](coursename) whole name\n- [TIEP1](course) whole name\n- [Arvonlisäverotuksen syventävä opintojakso](coursename) whole name\n- [SOCYKV2](course) whole name\n- [Jatkokoulutusseminaari](coursename) whole name\n- [SAKP4](course) whole name\n- [Todennäköisyyslaskenta](coursename) whole name\n- [PGHES07](course) whole name\n- [Bioinformatics tools (spring 2019)](coursename) whole name\n- [MTTMP3](course) whole name\n- [Eheyttävä musiikkikasvatus - Musiikkiteknologia](coursename) whole name\n- [BTK5001](course) whole name\n- [Verkkomedian suunnittelu (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename) whole name\n- [TERY4](course) whole name\n- [Tekoäly ja vakuutustoiminta](coursename) whole name\n- [KASVAR11](course) whole name\n- [SPSS:n perusteet, kevät](coursename) whole name\n- [LATAP2](course) whole name\n- [Theories of Crime and Deviance](coursename) whole name\n- [FILA9](course) whole name\n- [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](coursename) whole name\n- [SUKKP6](course) whole name\n- [Draama - 2 vsk opinnot ja 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat (pienryhmäopetus)](coursename) whole name\n- [MVKS17/13S](course) whole name\n- [Kandidaatin tutkielma ja seminaari (kevät)](coursename) whole name\n- [TIETS14](course) whole name\n- [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](coursename) whole name\n- [JOVTS5](course) whole name\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename) whole name\n- [TERA6](course) whole name\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename) whole name\n- [KATVAA15](course) whole name\n- [Vertaisohjaus tietojenkäsittelytieteissä](coursename) whole name\n- [TAYJ025](course) whole name\n- [Introduction to Web Publishing - Autumn 2018](coursename) whole name\n- [KIRS4](course) whole name\n- [Taloustieteen matematiikka I](coursename) whole name\n- [ITIS43](course) whole name\n- [Asiakirjatiedon normivaatimukset](coursename) whole name\n- [KASSA3](course) whole name\n- [Suullinen viestintä / Mündliche Kommunikation](coursename) whole name\n- [HTIS86](course) whole name\n- [Johdatus matemaattiseen päättelyyn](coursename) whole name\n- [TERKANP1](course) whole name\n- [Communication Skills in English - Speaking Practice](coursename) whole name\n- [HALHAA15](course) whole name\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) whole name\n- [KASA4](course) whole name\n- [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename) whole name\n- What is name [TERHOIA7](course)\n- What is name [Verkostoitunut maailma](coursename)\n- What is name [KKRUKTK](course)\n- What is name [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](coursename)\n- What is name [JOVPVS9](course)\n- What is name [Työhyvinvointi (itsenäinen suoritustapa)](coursename)\n- What is name [PGHES07](course)\n- What is name [Asiakastieto ja asiakkuuksien johtaminen](coursename)\n- What is name [KKSUHUK1](course)\n- What is name [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](coursename)\n- What is name [TAYJ042](course)\n- What is name [Methods of Variationist Linguistics](coursename)\n- What is name [DPEDUB.1A](course)\n- What is name [Fonetiikan tutkimusmenetelmät - Transkriptioharjoitukset](coursename)\n- What is name [ITIA01](course)\n- What is name [Kandidaatin tutkielma ja seminaari (kevät)](coursename)\n- What is name [YKT6.6.3](course)\n- What is name [Aikuisten mielenterveysinterventiot](coursename)\n- What is name [VENA6/VENK3](course)\n- What is name [Finnish Elementary Course 2 (taught in 4. period)](coursename)\n- What is name [PSYS16](course)\n- What is name [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - Kasvatustieteellinen luku- ja kirjoitustaito](coursename)\n- What is name [ITIP2](course)\n- What is name [Accounting Information Systems](coursename)\n- What is name [LTLY16](course)\n- What is name [Johdatus analyysiin](coursename)\n- What is name [PSYA8](course)\n- What is name [The European Union (book exam/essay)](coursename)\n- What is name [SOSM5.1](course)\n- What is name [Kandidaattiseminaari ja -tutkielma (hallintotiede), syksy](coursename)\n- What is name [ROMAP2](course)\n- What is name [Tiedonhaun kieliteknologia](coursename)\n- What is name [KASLOM10](course)\n- What is name [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename)\n- What is name [JOVPVS1](course)\n- What is name [Research Mobility for Doctoral Researchers](coursename)\n- What is name [KATJOA12](course)\n- What is name [Sosiaalioikeus II](coursename)\n- What is name [HALJTA12](course)\n- What is name [Yritysjuridiikan perusteet](coursename)\n- What is name [VENS8](course)\n- What is name [Julkissektorin instituutioiden talous (monimuoto-opetus)](coursename)\n- What is name [LUOYY006](course)\n- What is name [Developing and implementing European Public Sector Accounting modules](coursename)\n- What is name [KATVRA00](course)\n- What is name [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 1.vsk:n monimuotoryhmien opiskelijoille](coursename)\n- What is name [TRMU1](course)\n- What is name [Current and Future Challenges of World Politics and Economy (POMLFCS3)](coursename)\n- What is name [NORDIG1](course)\n- What is name [Työmarkkinat, työvoiman käyttö ja työllisyysturva](coursename)\n- What is name [JOVMS2A](course)\n- What is name [Nuorisotyö ja nuorisotutkimus (verkkokurssi)](coursename)\n- What is name [KATTAS90](course)\n- What is name [Talouselämän käännösviestinnän seminaari venäjä-suomi](coursename)\n- What is name [TAYJ027](course)\n- What is name [Genetiikka](coursename)\n- What is name [HTIS54](course)\n- What is name [Väitöskirja (tutkijaseminaarit)](coursename)\n- What is name [SOP03.6](course)\n- What is name [Algebra 2](coursename)\n- The name of [ITIA03](course)\n- The name of [Deutsch im Alltag und Studium](coursename)\n- The name of [LUOYA200](course)\n- The name of [Tilastomenetelmien perusteet, iltaryhmä](coursename)\n- The name of [YKTT10.2](course)\n- The name of [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](coursename)\n- The name of [LOGA9](course)\n- The name of [Julkistalouden jatkokurssi](coursename)\n- The name of [HISP1](course)\n- The name of [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](coursename)\n- The name of [POLKVS10](course)\n- The name of [Knowledge, business and work in a digital society](coursename)\n- The name of [KATJOS12](course)\n- The name of [Aikuisten puheen ja kielen häiriöt - A2a Aikuisten puheen ja kielen häiriöt](coursename)\n- The name of [HISP1](course)\n- The name of [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](coursename)\n- The name of [KASVARPH](course)\n- The name of [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- The name of [KKSUOPE](course)\n- The name of [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](coursename)\n- The name of [HTIY006](course)\n- The name of [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- The name of [ITIA11](course)\n- The name of [Terveystiedon sisällöt (sähköinen tentti)](coursename)\n- The name of [GTS3](course)\n- The name of [Valtio-opin maisteriseminaari](coursename)\n- The name of [VENP5/VENK2](course)\n- The name of [Eheyttävä musiikkikasvatus - Musiikkiteknologia](coursename)\n- The name of [POLVOA51](course)\n- The name of [Sosiaalipsykologinen ajattelu II](coursename)\n- The name of [KATJOA12](course)\n- The name of [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](coursename)\n- The name of [HISA1B](course)\n- The name of [Tekninen ihmisyys](coursename)\n- The name of [ITIA6](course)\n- The name of [Konsekutiivitulkkaus -](coursename)\n- The name of [KASLOE7.1](course)\n- The name of [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](coursename)\n- The name of [KATYVA99](course)\n- The name of [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](coursename)\n- The name of [HISA1B](course)\n- The name of [Research seminar for postgraduate studies](coursename)\n- The name of [ITIA01](course)\n- The name of [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename)\n- The name of [KKENVAL2](course)\n- The name of [Ympäristöoikeus](coursename)\n- The name of [TIETS46](course)\n- The name of [Conflict Resolution (book exam/essay)](coursename)\n- The name of [SOS6.1.3](course)\n- The name of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 13.-14.12.2017](coursename)\n- The name of [HTIY006](course)\n- The name of [Politics and governance in education - Lectures in English](coursename)\n- The name of [POLVOS40](course)\n- The name of [SGN-53007 Computational Diagnostics](coursename)\n- The name of [KIRP4](course)\n- The name of [Literature and Change after 1900 (British Literature)](coursename)\n- The name of [TIEA2.1A](course)\n- The name of [Tulkin oikeustieto I](coursename)\n- The name of [KATVAS12](course)\n- The name of [Introduction to Bayesian Analysis 1](coursename)\n- Name [HALKAS12](course)\n- Name [Kandidaatintutkielmaseminaari - Seminaari](coursename)\n- Name [BTK4660](course)\n- Name [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](coursename)\n- Name [ESPFA2](course)\n- Name [Cultural Transitions](coursename)\n- Name [JOVA1](course)\n- Name [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](coursename)\n- Name [SOS10.1.4](course)\n- Name [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi)](coursename)\n- Name [KASSM2](course)\n- Name [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](coursename)\n- Name [KASPUHP3](course)\n- Name [Peace and Conflict Research (book exam/essay)](coursename)\n- Name [LUOYY027](course)\n- Name [Johdatus Euroopan unioniin](coursename)\n- Name [ITIS35](course)\n- Name [Ekonometrian jatkokurssi](coursename)\n- Name [MTTMP1A](course)\n- Name [Vaikuttaminen ja argumentointi](coursename)\n- Name [MVKS54-56](course)\n- Name [Valinnainen jakso: Dokumenttikurssi](coursename)\n- Name [TERA2](course)\n- Name [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](coursename)\n- Name [TAYJ024](course)\n- Name [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](coursename)\n- Name [POLVOS23](course)\n- Name [Sukukieli: norska](coursename)\n- Name [JOVTS5](course)\n- Name [Populaarikulttuuri ja -kirjallisuus](coursename)\n- Name [STYA1A1](course)\n- Name [Kielitaito ja kielitaidon arviointi](coursename)\n- Name [HALYAS14](course)\n- Name [Julkisoikeuden perusteet (järjestäjä TAMK)](coursename)\n- Name [YKYYKEKE0](course)\n- Name [Finnish Elementary Course 1 (taught in 1. & 2. period)](coursename)\n- Name [KASA13](course)\n- Name [Debating for Academic Purposes](coursename)\n- Name [MTTMA1A](course)\n- Name [Käännösviestintä I - Käännösviestintä I suomi-englanti](coursename)\n- Name [RANS4](course)\n- Name [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](coursename)\n- Name [HISA1B](course)\n- Name [Keskiajan paleografia ja diplomatiikka (PERUTTU)](coursename)\n- Name [HALYAP01](course)\n- Name [Keskiajan symboliikkaa -verkkokurssi](coursename)\n- Name [HALJUS99](course)\n- Name [Uutisjournalismi](coursename)\n- Name [POLPOP03](course)\n- Name [Poliittinen filosofia (kirjatentti/essee)](coursename)\n- Name [POLKVA43](course)\n- Name [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](coursename)\n- Name [MVKS17/13S](course)\n- Name [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](coursename)\n- Name [MVKS39E/S](course)\n- Name [Science and Biotechnology Journal Club](coursename)\n- Name [KKENLL](course)\n- Name [Tietojenkäsittelytieteiden opintojakso TTY:ltä](coursename)\n- Name [POHP3](course)\n- Name [Responsible Business and Social Accounting (Lectures)](coursename)\n- What is the full name of [KKENKTMO](course)\n- What is the full name of [Ranska eilen, tänään ja huomenna](coursename)\n- What is the full name of [SUOS4](course)\n- What is the full name of [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](coursename)\n- What is the full name of [MTTTS16](course)\n- What is the full name of [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](coursename)\n- What is the full name of [POLVOA21/22/S22](course)\n- What is the full name of [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](coursename)\n- What is the full name of [JOVTKS3](course)\n- What is the full name of [Foundations of Games and Internet Research](coursename)\n- What is the full name of [LOGA7](course)\n- What is the full name of [POISTA TÄMÄ! Solun biokemia ja molekyylibiologia](coursename)\n- What is the full name of [TIETS26](course)\n- What is the full name of [Hesdoc Annual Meeting](coursename)\n- What is the full name of [POLVOS31](course)\n- What is the full name of [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](coursename)\n- What is the full name of [KKRA4](course)\n- What is the full name of [Making sense of globalization - Theorizing beyond the nation-state - seminar](coursename)\n- What is the full name of [KKRUKTK](course)\n- What is the full name of [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](coursename)\n- What is the full name of [KKSUYHT](course)\n- What is the full name of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](coursename)\n- What is the full name of [JOVTS2](course)\n- What is the full name of [Dialogue: Constructive Talk at Work](coursename)\n- What is the full name of [TERTIETO5](course)\n- What is the full name of [Ammattimainen tekstintarkistus](coursename)\n- What is the full name of [BTK4701](course)\n- What is the full name of [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename)\n- What is the full name of [KATVRA23](course)\n- What is the full name of [Medioitu vuorovaikutus](coursename)\n- What is the full name of [HISA2](course)\n- What is the full name of [Johdatus hoitotieteeseen, Seinäjoki](coursename)\n- What is the full name of [KATYVA38](course)\n- What is the full name of [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](coursename)\n- What is the full name of [VENP3/VENK1](course)\n- What is the full name of [Political Institutions and Processes (book exam/essay)](coursename)\n- What is the full name of [POLVOS10](course)\n- What is the full name of [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename)\n- What is the full name of [KATVAA15](course)\n- What is the full name of [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu keväältä 2018)](coursename)\n- What is the full name of [KATYVP11](course)\n- What is the full name of [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](coursename)\n- What is the full name of [SOS6.1.2](course)\n- What is the full name of [Experimental Research in Human-Technology Interaction](coursename)\n- What is the full name of [TIEP3](course)\n- What is the full name of [Continental Model: The Austrian System of Work and Social Security](coursename)\n- What is the full name of [KASLOM1](course)\n- What is the full name of [Espanja I](coursename)\n- What is the full name of [KATYVA24](course)\n- What is the full name of [Risk Management and Supervision of Financial Institutions](coursename)\n- What is the full name of [LOGS2](course)\n- What is the full name of [Transcultural perspectives in developing media education](coursename)\n- What is the full name of [JKKYTU01](course)\n- What is the full name of [Recommender Systems](coursename)\n- What is the full name of [JOUJOVTS](course)\n- What is the full name of [Talouselämän käännösviestinnän seminaari suomi-saksa -](coursename)\n- What is the full name of [TIETS43](course)\n- What is the full name of [Tiedonhankintataidot 3op - Tiedonhankintataidot I - Tiedonhankinnan perusteet](coursename)\n- What is the full name of [RANP4](course)\n- What is the full name of [Televisiojournalismi](coursename)\n- What is [MOLI](course) called\n- What is [EU Financial Management](coursename) called\n- What is [ITIA03](course) called\n- What is [Finnish Society and Culture (autumn)](coursename) called\n- What is [TAYJ032](course) called\n- What is [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](coursename) called\n- What is [JOVA6/JMMETUS](course) called\n- What is [Laadullisten tutkimusmenetelmien soveltaminen hoitotieteessä](coursename) called\n- What is [TIEA2.1B](course) called\n- What is [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](coursename) called\n- What is [HALHAS19](course) called\n- What is [Sosiaalityön toimintaympäristöt (kirjatentti)](coursename) called\n- What is [LOGS6](course) called\n- What is [Poliittiset aatteet ja ideologiat (kirjatentti)](coursename) called\n- What is [ENGS42](course) called\n- What is [Käännösviestintä II englanti-suomi](coursename) called\n- What is [SOS4.3](course) called\n- What is [Graduseminaari, jatkava (Krötzl)](coursename) called\n- What is [KASSG](course) called\n- What is [Uskontojen antropologiaa](coursename) called\n- What is [KKSUYTK](course) called\n- What is [Experimental animal course](coursename) called\n- What is [KATTAA90](course) called\n- What is [Peace and Conflict Research (book exam/essay)](coursename) called\n- What is [POLVOA41](course) called\n- What is [Introduction to Formal Specification](coursename) called\n- What is [KASS1](course) called\n- What is [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](coursename) called\n- What is [POLKVS22](course) called\n- What is [Sanaston tuntemus/Ordkunskap](coursename) called\n- What is [HISA2](course) called\n- What is [Tieteenfilosofia](coursename) called\n- What is [KASVAR6](course) called\n- What is [Turvallisuuspalvelujen suunnittelu ja palvelumuotoilu (service design)](coursename) called\n- What is [TERHOIA1](course) called\n- What is [Suomen kielen rakenne S2-näkökulmasta](coursename) called\n- What is [KASP5](course) called\n- What is [Työelämän tekstitaidot](coursename) called\n- What is [POLPOP05](course) called\n- What is [Pohjoismaisten kielten lähtötasokoe](coursename) called\n- What is [PEACEGS1](course) called\n- What is [Johdatus logiikkaan 2](coursename) called\n- What is [KKRUYHT](course) called\n- What is [Lapsen puheen ja kielen tutkimus ja kuntoutus](coursename) called\n- What is [SOSM5.2](course) called\n- What is [Lähtötasokoe](coursename) called\n- What is [PSYS16](course) called\n- What is [Nordic Welfare Systems: Past, present, and future](coursename) called\n- What is [KIRA2](course) called\n- What is [Seminaari II / Seminar II](coursename) called\n- What is [HALYAA99](course) called\n- What is [Current Trends in Leadership](coursename) called\n- What is [COSOPON4](course) called\n- What is [TUTU1 Tulevaisuusajattelu ja skenaariot](coursename) called\n- What is [HALHAA99](course) called\n- What is [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](coursename) called\n- What is [ENGA20](course) called\n- What is [Tutkimustyön perusteet (syksy)](coursename) called\n- What is [ENGS13/15-16](course) called\n- What is [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](coursename) called\n- What is the course code [KASELOHA](course) called\n- What is the course code [Käännösviestintä II englanti-suomi](coursename) called\n- What is the course code [TSEKP3](course) called\n- What is the course code [Introduction to Criminal Justice](coursename) called\n- What is the course code [JOVTS5](course) called\n- What is the course code [Scientific Writing - Module A - Writing Clinic](coursename) called\n- What is the course code [KATRAA11](course) called\n- What is the course code [Laadulliset tutkimusotteet](coursename) called\n- What is the course code [KATVAA11](course) called\n- What is the course code [Writing Research Grant Proposals](coursename) called\n- What is the course code [HALJTA99](course) called\n- What is the course code [Perhehoitotieteellisen tiedon syventäminen -](coursename) called\n- What is the course code [KASVAR11](course) called\n- What is the course code [Suomet vieraina suussa](coursename) called\n- What is the course code [KKSUVAL3](course) called\n- What is the course code [Osallistuminen opiskelijavaihtoon](coursename) called\n- What is the course code [PSYS6A](course) called\n- What is the course code [Everything You Wanted to Know about Political Parties - But Never Dared to Ask (POMLFCS1)](coursename) called\n- What is the course code [KASP4](course) called\n- What is the course code [All You Wanted to Know about Elections - But Never Dared to Ask (POMLFCS1)](coursename) called\n- What is the course code [ITIA03](course) called\n- What is the course code [Cultural Transitions](coursename) called\n- What is the course code [COSOPON5](course) called\n- What is the course code [Finnish Society and Culture (spring)](coursename) called\n- What is the course code [TERTIETO5](course) called\n- What is the course code [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](coursename) called\n- What is the course code [KASVARH](course) called\n- What is the course code [Yhtiöoikeus](coursename) called\n- What is the course code [KKSUHUK1](course) called\n- What is the course code [Projektiharjoittelu](coursename) called\n- What is the course code [KKRUKTK](course) called\n- What is the course code [High-throughput data analysis](coursename) called\n- What is the course code [POLVOA31](course) called\n- What is the course code [Molekyylibiologian työt](coursename) called\n- What is the course code [PEACE2](course) called\n- What is the course code [Sosiaalisen median ja vuorovaikutteisen median perusteet](coursename) called\n- What is the course code [HALKAA99](course) called\n- What is the course code [Kvalitatiivinen tutkimus kasvatustieteissä - Näyttökoe](coursename) called\n- What is the course code [SOS10.6](course) called\n- What is the course code [Tarkastusmenetelmien teoria ja käytäntö](coursename) called\n- What is the course code [MTTMA1C](course) called\n- What is the course code [Kansainvälisen politiikan johdantokurssi (kirjatentti)](coursename) called\n- What is the course code [HTIY006](course) called\n- What is the course code [Ainedidaktiikka I](coursename) called\n- What is the course code [POLVOA31/S26/27](course) called\n- What is the course code [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](coursename) called\n- What is the course code [YKYYKEKE0](course) called\n- What is the course code [Kilpailuoikeuden syventävä opintojakso - kirjatentti](coursename) called\n- What is the course code [ENGP2](course) called\n- What is the course code [Henkilöriskien vakuuttaminen](coursename) called\n- What is the course code [KATTAA13A](course) called\n- What is the course code [Monikielinen käännöstyöpaja](coursename) called\n- What is the course code [DPLASEM](course) called\n- What is the course code [Transcultural perspectives in developing media education](coursename) called\n- What is the course code [KASPUHP3](course) called\n- What is the course code [Julkisen toiminnan tuloksellisuuden arviointi](coursename) called\n- What is the course code [KATPAL11](course) called\n- What is the course code [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename) called\n- What is the course code [JOVPVA7](course) called\n- What is the course code [Vierailuluentoja johtamisesta](coursename) called\n- What course is [KKSU5](course)\n- What course is [Johdanto tietokäytäntöjen tutkimukseen](coursename)\n- What course is [HALYAA13](course)\n- What course is [Syventävä ammatillinen asiantuntijuus -](coursename)\n- What course is [TERKAN14](course)\n- What course is [COURSE CANCELLED: Islamism](coursename)\n- What course is [HTIS64](course)\n- What course is [Moniulotteinen markkinointi](coursename)\n- What course is [HALJUS22](course)\n- What course is [Tilinpäätös- ja verosuunnittelu](coursename)\n- What course is [STYS3B](course)\n- What course is [ATLAS.ti laadullisen analyysin tukena](coursename)\n- What course is [SAKA4](course)\n- What course is [European, Eurasian and Global Energy Policies](coursename)\n- What course is [MVKS18S](course)\n- What course is [Dialogue: Constructive Talk at Work (Tampere Summer School 2018)](coursename)\n- What course is [JKKYTEP01](course)\n- What course is [Ammattimainen tekstintarkistus](coursename)\n- What course is [KASA1.1](course)\n- What course is [Tutkiva opiskelu](coursename)\n- What course is [TERTIETO2](course)\n- What course is [Global Issues on Mental Health and Mental Health Services - Web course](coursename)\n- What course is [LTLY213](course)\n- What course is [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](coursename)\n- What course is [HISA2](course)\n- What course is [Ylellisyyden historia -verkkokurssi](coursename)\n- What course is [ENGA1](course)\n- What course is [Psykiatria](coursename)\n- What course is [HALKAS11](course)\n- What course is [Fonetiikan perusopintojen harjoitustyö](coursename)\n- What course is [KATTAA13B](course)\n- What course is [Ranska IV](coursename)\n- What course is [JOVPVS5](course)\n- What course is [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), kevät 2019](coursename)\n- What course is [BTK2036](course)\n- What course is [Finnish Survival Course (Tampere Summer School 2018)](coursename)\n- What course is [RUST5/VENS19/20](course)\n- What course is [English Word Formation](coursename)\n- What course is [POLPOP05](course)\n- What course is [Translation II Finnish-English](coursename)\n- What course is [KKSULUK](course)\n- What course is [Oikeustulkkaus I/II (monikielinen)](coursename)\n- What course is [KKSU3](course)\n- What course is [Simultaanitulkkaus I saksa-suomi-saksa](coursename)\n- What course is [KASP2](course)\n- What course is [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename)\n- What course is [MTTTP4](course)\n- What course is [Global Issues on Mental Health and Mental Health Services - Web course](coursename)\n- What course is [TERTIETO3](course)\n- What course is [KEB-21101 Mikrobiologia](coursename)\n- What course is [VENP0](course)\n- What course is [Strateginen brändijohtaminen](coursename)\n- What course is [POLKVA23](course)\n- What course is [Rekisteritutkimukset](coursename)\n- What course is [SAKA11](course)\n- What course is [Yksilö, yhteiskunta ja kulttuuri - evankelisluterilaiset uskonnon ja elämänkatsomustiedon harjoitusryhmät - 2. vsk](coursename)\n- What course is [KASA6](course)\n- What course is [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](coursename)\n- What course is [KATLAP21](course)\n- What course is [Writing Research Grant Proposals](coursename)\n- [POLKVA41](course) named\n- [Games and Internet in Society](coursename) named\n- [MTTTA13](course) named\n- [Language, Communication and Culture](coursename) named\n- [VENP3/VENK1](course) named\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](coursename) named\n- [KKENYHT](course) named\n- [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](coursename) named\n- [HALDIGI01](course) named\n- [Foundations of English Business Communication](coursename) named\n- [KASVAR11](course) named\n- [Syventävä ammatillinen asiantuntijuus -](coursename) named\n- [LATAP4](course) named\n- [Fonetiikan teoriaa - Fonetiikan jatkokurssi](coursename) named\n- [LOGS4](course) named\n- [Journalismin tulevaisuus, luennot](coursename) named\n- [HALYAS14](course) named\n- [Introduction to Statistics (Tampere Summer School)](coursename) named\n- [HISS2](course) named\n- [Käyttöliittymien perusteet](coursename) named\n- [SOS9](course) named\n- [Tutkielmaseminaari](coursename) named\n- [HALTVP11](course) named\n- [Espanja III](coursename) named\n- [KASVAR6](course) named\n- [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename) named\n- [KASJOHT3](course) named\n- [Tekninen kirjoittaminen (suomi)](coursename) named\n- [KASVAR7](course) named\n- [Tarkastusmenetelmien teoria ja käytäntö](coursename) named\n- [KATJOS42](course) named\n- [Minustako asiantuntijamyynnin ammattilainen?](coursename) named\n- [HALKAS14](course) named\n- [Tutkielmapiiri: sota-ajan kirjeenvaihdon lingvistinen tutkimus](coursename) named\n- [KASA3](course) named\n- [Romanian historia, yhteiskunta ja talouselämä / Romanian History, Society and Economy -](coursename) named\n- [JOVP5](course) named\n- [Terveystieteiden orientoivat tohtoriopinnot](coursename) named\n- [YKTM4](course) named\n- [Fonetiikan tilastomenetelmät](coursename) named\n- [MTTMA11](course) named\n- [Johdatus seminaarityöskentelyyn](coursename) named\n- [KIRP1](course) named\n- [Lain ja hallinnon käännösviestinnän seminaari ranska-suomi](coursename) named\n- [JOVA15](course) named\n- [Finnish Advanced Course 2 (taught in Finnish)](coursename) named\n- [ITIS61](course) named\n- [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename) named\n- [PSYS6D](course) named\n- [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename) named\n- [KIRA5](course) named\n- [Kansainvälinen poliittinen talous (kirjatentti/essee)](coursename) named\n- [KATTAA35](course) named\n- [Introduction to Political Theory (book exam/essay)](coursename) named\n- [FILS1A](course) named\n- [EU External Relations: Security, Economy and Values (book exam/essay)](coursename) named\n- [KKENLL](course) named\n- [Foundations of Ecological Economics](coursename) named\n- [KASA8](course) named\n- [Finnish Society and Culture (autumn)](coursename) named\n- What's [JOVTS2](course) named\n- What's [Liikuntapedagogiikan perusteet / Harjoitukset - 1.vsk](coursename) named\n- What's [KATJOA19](course) named\n- What's [Tutkimustyön perusteet - a) Tieteenfilosofia](coursename) named\n- What's [TERHOIA7](course) named\n- What's [TUTU4 Tulevaisuudentutkimuksen tieteellinen perusta](coursename) named\n- What's [KATYVA35](course) named\n- What's [Tieteellinen kirjoittaminen](coursename) named\n- What's [KATVAA13](course) named\n- What's [Antiikin ja keskiajan ryhmä](coursename) named\n- What's [KKRUYHT](course) named\n- What's [Kuva- ja mediakulttuurit - Kuvakulttuurit 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely/taidemuseot harjoitusryhmät)](coursename) named\n- What's [KATTAA01](course) named\n- What's [Game Project](coursename) named\n- What's [KASVAR12](course) named\n- What's [Tutkimuspraktikum -](coursename) named\n- What's [POLVOS10](course) named\n- What's [Yritysjuridiikan perusteet (avoin yliopisto-opetus)](coursename) named\n- What's [POMLFCS2](course) named\n- What's [Psychology of Pervasive Computing (TUT/IHTE)](coursename) named\n- What's [KASLOE7.1](course) named\n- What's [Managing industrial e-business and B2B](coursename) named\n- What's [MVKS39V](course) named\n- What's [Äärellisten mallien teorian seminaari (Finite model theory seminar)](coursename) named\n- What's [POLKVS33](course) named\n- What's [Civil Society and Political Participation (book exam/essay)](coursename) named\n- What's [TAYJ11](course) named\n- What's [Esimiestyö (kevät 2019)](coursename) named\n- What's [POLPOP03](course) named\n- What's [Suomen energiapolitiikka (kirjatentti/essee)](coursename) named\n- What's [KKSAPRE2](course) named\n- What's [Simultaanitulkkaus I saksa-suomi-saksa](coursename) named\n- What's [TERTIETO4](course) named\n- What's [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename) named\n- What's [KASA12](course) named\n- What's [Verkkomedian suunnittelu](coursename) named\n- What's [KKLA1](course) named\n- What's [Practical Programming in Python](coursename) named\n- What's [TIETS31](course) named\n- What's [Epävarmuuden hallinta](coursename) named\n- What's [KATJOS12](course) named\n- What's [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](coursename) named\n- What's [YKTM4](course) named\n- What's [Opettajasuunnan seminaari](coursename) named\n- What's [KASVAR11](course) named\n- What's [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](coursename) named\n- What's [JOVP5](course) named\n- What's [Terveystieteiden tilastolliset tutkimusmenetelmät](coursename) named\n- What's [KATLAA23](course) named\n- What's [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](coursename) named\n- What's [PSYA2](course) named\n- What's [Julkisyhteisöjen kirjanpito ja tilinpäätös](coursename) named\n- What's [KKLA1](course) named\n- What's [Espanja II](coursename) named\n- What's [MTTMP1A](course) named\n- What's [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](coursename) named\n- What's [JOVVAL](course) named\n- What's [Basics of programming and algorithms for bioinformatics](coursename) named\n- What's [MTTTY1](course) named\n- What's [Introduction to Science and Research (autumn)](coursename) named\n- Name of [ENGP3](course)\n- Name of [Dialogue: Constructive Talk at Work (Tampere Summer School 2018)](coursename)\n- Name of [KKSUPRO](course)\n- Name of [Bolognasta Erasmukseen: Keskiajan opiskelijoiden kulttuuriset ja sosiaaliset verkostot](coursename)\n- Name of [PSYS14](course)\n- Name of [Venäjä IV](coursename)\n- Name of [KATTV01](course)\n- Name of [Tilastotieteen matriisilaskenta ja laskennalliset menetelmät](coursename)\n- Name of [KASLOM9](course)\n- Name of [EI toteutusta 2018-19 Advanced immunology](coursename)\n- Name of [RANP2](course)\n- Name of [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](coursename)\n- Name of [LOGM1](course)\n- Name of [Laajentava harjoittelu](coursename)\n- Name of [HALYAP01](course)\n- Name of [Kiina II](coursename)\n- Name of [KATLITO5](course)\n- Name of [Inklusiivinen varhaiskasvatus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Name of [TERVAL5](course)\n- Name of [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](coursename)\n- Name of [KASVAR9](course)\n- Name of [Ohjelmistotuotannon käytännöt](coursename)\n- Name of [POLVOS28](course)\n- Name of [Työelämän korttipakka](coursename)\n- Name of [TIEP3](course)\n- Name of [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename)\n- Name of [LATAP2](course)\n- Name of [Kielen- ja tekstinhuolto](coursename)\n- Name of [KKSU5](course)\n- Name of [Literature and Change after 1900 (American Literature)](coursename)\n- Name of [ITIS24](course)\n- Name of [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](coursename)\n- Name of [HALJUS15](course)\n- Name of [Lapset ympäristönsä tutkijoina - Matematiikka](coursename)\n- Name of [KKSUPRO](course)\n- Name of [Kansainvälinen yhteisö (kirjatentti/essee)](coursename)\n- Name of [KKSUPRO](course)\n- Name of [Regression analysis](coursename)\n- Name of [ENGP3](course)\n- Name of [Yhteisöllinen kehittämistehtävä](coursename)\n- Name of [TERHOI3](course)\n- Name of [Laskentatoimen perusteet](coursename)\n- Name of [POLPOP05](course)\n- Name of [Tieteellinen kirjoittaminen](coursename)\n- Name of [STYA3A2](course)\n- Name of [Kielellinen vaihtelu/Språklig variation](coursename)\n- Name of [POLVOA42/52/S23](course)\n- Name of [BMT-70100 Kudosteknologian perusteet](coursename)\n- Name of [JOVAT1](course)\n- Name of [Finnish Elementary Course 1 (taught in 1. period)](coursename)\n- Name of [MVKS24E](course)\n- Name of [Yritysappro](coursename)\n- Name of [KKSU1](course)\n- Name of [Kunta- ja aluejohtamisen vaihtuvasisältöinen erikoiskurssi](coursename)\n- Name of [KATVAA11](course)\n- Name of [Advanced Project Studies](coursename)\n- Name of [ITIS41](course)\n- Name of [Musiikki - Musisointi koskettimilla - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Name of [HALJUA24](course)\n- Name of [Lääketieteellisen tutkimuksen etiikka](coursename)\n- Tell me the name of [KKENYHT](course)\n- Tell me the name of [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](coursename)\n- Tell me the name of [HALYAA12](course)\n- Tell me the name of [Yhteisöviestintä kunta- ja aluejohtamisessa](coursename)\n- Tell me the name of [KKIN5](course)\n- Tell me the name of [Molekyylibiologian työt](coursename)\n- Tell me the name of [TIETS41](course)\n- Tell me the name of [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Tell me the name of [MOLI](course)\n- Tell me the name of [Understanding Legal Regulation of Business](coursename)\n- Tell me the name of [KASA5](course)\n- Tell me the name of [Dialogitulkkaus](coursename)\n- Tell me the name of [KKSUVAL3](course)\n- Tell me the name of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 13.-14.12.2017](coursename)\n- Tell me the name of [LATAP4](course)\n- Tell me the name of [Advanced English Business Communication (RPL) / näyttökoe](coursename)\n- Tell me the name of [BTK4400](course)\n- Tell me the name of [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](coursename)\n- Tell me the name of [KASA7](course)\n- Tell me the name of [Tampereen puhekieli](coursename)\n- Tell me the name of [TERKAN14](course)\n- Tell me the name of [Phylogenetics](coursename)\n- Tell me the name of [TAYJ033](course)\n- Tell me the name of [Inclusive Education](coursename)\n- Tell me the name of [JOVKA4](course)\n- Tell me the name of [Johdatus viestintään ja mediaan - verkkokurssi](coursename)\n- Tell me the name of [ITIA9](course)\n- Tell me the name of [Tutkimuksen perusteet ja etiikka](coursename)\n- Tell me the name of [KASVAR4](course)\n- Tell me the name of [Kuvan uudet muodot](coursename)\n- Tell me the name of [POHP4](course)\n- Tell me the name of [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](coursename)\n- Tell me the name of [HTIY006](course)\n- Tell me the name of [Seminaarit 1. lukukausi/2. lukukausi](coursename)\n- Tell me the name of [ITIS61](course)\n- Tell me the name of [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](coursename)\n- Tell me the name of [SOSM5.1](course)\n- Tell me the name of [Puheviestintä tieteenä](coursename)\n- Tell me the name of [TERA6](course)\n- Tell me the name of [Journalismin perusteet, harjoitukset](coursename)\n- Tell me the name of [JOVA20](course)\n- Tell me the name of [Genetics and Pathogenesis of Common Killers](coursename)\n- Tell me the name of [MTTMS3](course)\n- Tell me the name of [Kieli käyttöön/Språket i bruk](coursename)\n- Tell me the name of [KIRP1](course)\n- Tell me the name of [Liberalismi ja demokratia](coursename)\n- Tell me the name of [POLKVA31](course)\n- Tell me the name of [Monikielisyys ja -kulttuurisuus](coursename)\n- Tell me the name of [MTTMA1A](course)\n- Tell me the name of [Introduction to Risk Management and Insurance (autumn semester)](coursename)\n- Tell me the name of [TERY6](course)\n- Tell me the name of [Tilinpäätös- ja verosuunnittelu](coursename)\n- Tell me the name of [KKSA4](course)\n- Tell me the name of [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](coursename)\n- Tell me the name of [TIETS31](course)\n- Tell me the name of [Organisaatioiden kehittäminen ja konsultointi](coursename)\n- Tell me the name of [KATYVS11](course)\n- Tell me the name of [Kandidaattiseminaari ja tutkielma (yritysjuridiikka ja vero-oikeus)](coursename)\n- Tell me the name of [POLVOS22](course)\n- Tell me the name of [Kulttuurien kohtaaminen](coursename)\n- Say the name of [KKSAPRE2](course)\n- Say the name of [Kommunikationstraining II](coursename)\n- Say the name of [KASSM2](course)\n- Say the name of [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](coursename)\n- Say the name of [KKRUKK](course)\n- Say the name of [Scientific Writing - Module A - Writing Clinic](coursename)\n- Say the name of [ENGS3](course)\n- Say the name of [Tendances de la littérature française moderne/Ranskalaisen nykykirjallisuuden suuntauksia](coursename)\n- Say the name of [FILAK](course)\n- Say the name of [Tietokäytännöt](coursename)\n- Say the name of [HISA3B](course)\n- Say the name of [Journalistinen kieli - Tekstinhuolto](coursename)\n- Say the name of [KASP4](course)\n- Say the name of [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Say the name of [POLVOA32](course)\n- Say the name of [Sosiaalipsykologia](coursename)\n- Say the name of [SUOS4](course)\n- Say the name of [Software Project Management, Software Project Management (Fall term)](coursename)\n- Say the name of [YKIEP1](course)\n- Say the name of [Johdatus kulttuurisosiologiaan](coursename)\n- Say the name of [POLKVA22](course)\n- Say the name of [Pakolaisuus, tila ja hallinta](coursename)\n- Say the name of [HTIS59](course)\n- Say the name of [Tuutorivastaavana toimiminen - Projekti/käytännön työ](coursename)\n- Say the name of [ESPFA4](course)\n- Say the name of [Linguistics I: Introduction to Basic Concepts](coursename)\n- Say the name of [KKSU6](course)\n- Say the name of [Inclusive Education](coursename)\n- Say the name of [KATTAS33](course)\n- Say the name of [Kirjallinen viestintä I/Skriftlig kommunikation I](coursename)\n- Say the name of [KATVRP11](course)\n- Say the name of [User Experience in Robotics (TUT/IHTE)](coursename)\n- Say the name of [POLKVA23](course)\n- Say the name of [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Say the name of [KKRA3](course)\n- Say the name of [Taloustieteen matematiikka I](coursename)\n- Say the name of [HALJUA63](course)\n- Say the name of [Managing industrial e-business and B2B](coursename)\n- Say the name of [TIETS02](course)\n- Say the name of [Praktikum](coursename)\n- Say the name of [TAYJ032](course)\n- Say the name of [Web-tutkimus](coursename)\n- Say the name of [POLKVS10](course)\n- Say the name of [Hallinto-oikeuden harjoituskurssi](coursename)\n- Say the name of [TERKAN11](course)\n- Say the name of [Advanced course in Czech language](coursename)\n- Say the name of [JOUJOVTS/JMMETU](course)\n- Say the name of [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](coursename)\n- Say the name of [SAKP4](course)\n- Say the name of [Kandidaatintutkielmaseminaari - Tammikuussa 2019 alkava seminaari](coursename)\n- Say the name of [PSYP0](course)\n- Say the name of [Koulutussuunnittelu ja kehittäminen - Seminaari](coursename)\n- Say the name of [PEACE045](course)\n- Say the name of [Yhteiskunnan mittaaminen](coursename)\n- Say the name of [HISA4](course)\n- Say the name of [Ranskan kielen suullinen harjoituskurssi](coursename)\n- Say the name of [KATLAA22](course)\n- Say the name of [Julkisoikeuden perusteet (järjestäjä TAMK)](coursename)\n- Say the name of [DPJKKPS](course)\n- Say the name of [Kääntämisen perusteet](coursename)\n- The whole name of [HALHAP01](course)\n- The whole name of [Tietotekniikkataidot (kevät)](coursename)\n- The whole name of [KASP1](course)\n- The whole name of [Työn taloustiede](coursename)\n- The whole name of [KASP4](course)\n- The whole name of [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](coursename)\n- The whole name of [KIRA2](course)\n- The whole name of [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- The whole name of [COSOPOM2](course)\n- The whole name of [Introduction to Education Science and Research](coursename)\n- The whole name of [KATVRP12](course)\n- The whole name of [Sosiaalipsykologinen ajattelu II](coursename)\n- The whole name of [RANS3](course)\n- The whole name of [Terveystiedon didaktiikan perusteet](coursename)\n- The whole name of [RANS4](course)\n- The whole name of [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- The whole name of [ENGS29](course)\n- The whole name of [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](coursename)\n- The whole name of [PEACE046](course)\n- The whole name of [Terveyden edistämisen interventiot, Seinäjoki](coursename)\n- The whole name of [KASA11](course)\n- The whole name of [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](coursename)\n- The whole name of [HALJUA99](course)\n- The whole name of [Media and Cultural Industries](coursename)\n- The whole name of [KASA13](course)\n- The whole name of [Käännöstieteellinen tutkimus ja metodit](coursename)\n- The whole name of [KKSAVAL0](course)\n- The whole name of [European Integration and Disintegration (BOOK EXAM POLKVS32)](coursename)\n- The whole name of [TAYJ12](course)\n- The whole name of [Introduction to Web Publishing - Spring 2019](coursename)\n- The whole name of [SAKA7](course)\n- The whole name of [Taiteen historia, filosofia ja kulttuurit: Populaarit esitysmuodot (avoin yliopisto)](coursename)\n- The whole name of [TAYJ042](course)\n- The whole name of [Comparative Research in Social Policy](coursename)\n- The whole name of [KATLAA15](course)\n- The whole name of [Study Skills - Basics of Information Literacy](coursename)\n- The whole name of [MEDU09](course)\n- The whole name of [Eurooppa-vero-oikeus](coursename)\n- The whole name of [ENGP9](course)\n- The whole name of [Sosiaalitieteiden teoria I - SOS5b luennot](coursename)\n- The whole name of [PEACEGS1](course)\n- The whole name of [Terveydenhuollon ja terveystutkimuksen etiikka, Seinäjoki](coursename)\n- The whole name of [KKSA3](course)\n- The whole name of [Kansainväliset vakuutusmarkkinat ja jälleenvakuutus](coursename)\n- The whole name of [KATLAA23](course)\n- The whole name of [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](coursename)\n- The whole name of [POLKVA12](course)\n- The whole name of [Tietokantojen perusteet - Näyttökoe, syksy 2018](coursename)\n- The whole name of [STYA1A](course)\n- The whole name of [Terveyden ja mielenterveyden psykologia I](coursename)\n- The whole name of [DPYTCON](course)\n- The whole name of [Tieto-oppi](coursename)\n- The whole name of [DPIS2](course)\n- The whole name of [Poliittiset aatteet ja ideologiat](coursename)\n- The whole name of [KASA12](course)\n- The whole name of [Leadership for Sustainable Change (KATVAS39)](coursename)\n- The whole name of [KASMULTI4](course)\n- The whole name of [Ranska III](coursename)\n- The whole name of [TERKAN18](course)\n- The whole name of [Johdatus hallintotieteeseen](coursename)\n- [KKSA3](course) full name\n- [Kertomuksen vaarat](coursename) full name\n- [KKVE3](course) full name\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](coursename) full name\n- [KATMAP11](course) full name\n- [Orientation](coursename) full name\n- [TAYJ032](course) full name\n- [Research Ethics](coursename) full name\n- [ENGA12](course) full name\n- [Johtamisviestintä](coursename) full name\n- [JKKYTEP01](course) full name\n- [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](coursename) full name\n- [MVKS17V](course) full name\n- [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](coursename) full name\n- [KKRA5](course) full name\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](coursename) full name\n- [KASP4](course) full name\n- [Finnish Education System - Seminar](coursename) full name\n- [SUOP1](course) full name\n- [Monikielinen käännöstyöpaja](coursename) full name\n- [TAYJ12](course) full name\n- [Kääntäjän ja tulkin työelämätaidot](coursename) full name\n- [STYS3B2](course) full name\n- [Introduction to Public Administration Research, Reforms and Trends](coursename) full name\n- [TIETS40](course) full name\n- [Kansainvälinen yhteisö (kirjatentti/essee)](coursename) full name\n- [KASP3](course) full name\n- [Ihmisoikeudet ja kansainvälinen yhteisö (kirjatentti/essee)](coursename) full name\n- [KATTAA32](course) full name\n- [Speakers Series](coursename) full name\n- [KASPUHA4](course) full name\n- [Työelämäviestinnän tutkimus- tai kehityshanke](coursename) full name\n- [KKSULL](course) full name\n- [Russia beyond Russia. Case Study Finland](coursename) full name\n- [TERKAN4](course) full name\n- [Luentateatteri](coursename) full name\n- [JOVAT2](course) full name\n- [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](coursename) full name\n- [KATLITO8](course) full name\n- [Syntaxe du français/ Ranskan syntaksi](coursename) full name\n- [KASERIT1](course) full name\n- [Kerronnan monet muodot (luentokurssi korvaa kirjatentin)](coursename) full name\n- [ESPFP1](course) full name\n- [Introduction to Web Publishing (Tampere Summer School 2018)](coursename) full name\n- [LTLY16](course) full name\n- [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](coursename) full name\n- [POLKAA99](course) full name\n- [Johdatus espanjalaiseen kulttuuriin](coursename) full name\n- [STYS3A](course) full name\n- [Ekonometrian jatkokurssi](coursename) full name\n- [POLKAA99](course) full name\n- [Kieli käyttöön/Språket i bruk](coursename) full name\n- [KATMAA12](course) full name\n- [Tieteellinen kirjoittaminen (3. vuosikurssin opiskelijoille)](coursename) full name\n- [KATLAS17](course) full name\n- [Kandidaatintutkielmaseminaari - Seminaari](coursename) full name\n- [KASP3](course) full name\n- [Taloustieteen matematiikan jatkokurssi](coursename) full name\n- [MVKS29](course) full name\n- [Työmarkkinat, työvoiman käyttö ja työllisyysturva](coursename) full name\n- [SAKA6](course) entire name\n- [Julkisyhteisöjen kirjanpito ja tilinpäätös](coursename) entire name\n- [BIO2450](course) entire name\n- [Yritysappro](coursename) entire name\n- [JOVP5](course) entire name\n- [Mikrotalousteoria II](coursename) entire name\n- [STYS3A](course) entire name\n- [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](coursename) entire name\n- [FILS1E](course) entire name\n- [Käsityöilmaisu - projekti/käytännön työ ja portfolio](coursename) entire name\n- [TIEP3](course) entire name\n- [Valinnainen jakso: Valokuva historian tekijänä - luennot](coursename) entire name\n- [KKRULL](course) entire name\n- [Käännösteknologian harjoituskurssi](coursename) entire name\n- [YKT06.2](course) entire name\n- [Tiede, tutkimus, kirjoittaminen](coursename) entire name\n- [ITIS11](course) entire name\n- [Terveystieteiden orientoivat tohtoriopinnot](coursename) entire name\n- [KASVART2](course) entire name\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](coursename) entire name\n- [MVKS02](course) entire name\n- [Basics of Management and Organizations](coursename) entire name\n- [ENGS3](course) entire name\n- [Sustainable business practices (Lectures)](coursename) entire name\n- [SOS10.1.4](course) entire name\n- [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](coursename) entire name\n- [ITIA1](course) entire name\n- [Luovat aineistot ja analyysimenetelmät (intensiivikurssi)](coursename) entire name\n- [POHS1](course) entire name\n- [Latinalaisen amerikan lähihistoria ja kirjallisuus/Historia y literature contemporáneas de Latinoamérica](coursename) entire name\n- [DPJKK20](course) entire name\n- [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](coursename) entire name\n- [HISP2](course) entire name\n- [Writing for Research (online course)](coursename) entire name\n- [VENA11](course) entire name\n- [Tutkimustyön perusteet - a) Tieteenfilosofia](coursename) entire name\n- [BIO2085](course) entire name\n- [Persoonallisuuspsykologia I](coursename) entire name\n- [POLKVA11](course) entire name\n- [Advanced Project Studies](coursename) entire name\n- [HALJUA22](course) entire name\n- [Graduseminaari (Junkkari)](coursename) entire name\n- [KAMMAS99](course) entire name\n- [Asiantuntijan puheviestintä ja vuorovaikutus (3. periodi)](coursename) entire name\n- [KATVRS40](course) entire name\n- [Vaihtuvasisältöiset erikoiskurssit (kirjallinen tentti suoritusvaihtoehto) -](coursename) entire name\n- [KASLOK1](course) entire name\n- [Introduction to Web Publishing (Tampere Summer School 2018)](coursename) entire name\n- [JOVP2](course) entire name\n- [Research seminar for postgraduate studies](coursename) entire name\n- [KKSUSOTE](course) entire name\n- [Basics II: Intermediate Czech II](coursename) entire name\n- [KASA13](course) entire name\n- [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](coursename) entire name\n- [TEE6](course) entire name\n- [Ulkopolitiikka ja diplomatia (kirjatentti/essee)](coursename) entire name\n- [HALDIGI01](course) entire name\n- [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](coursename) entire name\n- [HALKAA16](course) entire name\n- [Terveystiedon asiantuntijuus (sähköinen tentti)](coursename) entire name\n- [SAKP0](course) whole name\n- [MA Thesis Seminar](coursename) whole name\n- [HTIY006](course) whole name\n- [Hydrogel Journal Club](coursename) whole name\n- [KASLOM11](course) whole name\n- [Kandidaattitutkielma ja seminaari (matematiikka) - LaTeX-opinnot](coursename) whole name\n- [KATTAS12](course) whole name\n- [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](coursename) whole name\n- [PEDA4](course) whole name\n- [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi) / KTM-tutkinto](coursename) whole name\n- [TERKANA5](course) whole name\n- [KEB-61420 Laaja kemia 2](coursename) whole name\n- [KASVAR7](course) whole name\n- [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](coursename) whole name\n- [BIO4450](course) whole name\n- [Kognitiiviseen käyttäytymisterapiaan pohjautuvat interventiot](coursename) whole name\n- [SUOV1](course) whole name\n- [Sosiaalipsykologia](coursename) whole name\n- [SAKA4](course) whole name\n- [Master's Thesis Seminar and Master's Thesis (2nd year students)](coursename) whole name\n- [ESPFP2](course) whole name\n- [Johdatus verkostoanalyysiin](coursename) whole name\n- [KASA4](course) whole name\n- [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](coursename) whole name\n- [ITIY3](course) whole name\n- [Statistical Analysis with Missing Data (intermediate)](coursename) whole name\n- [KASP4](course) whole name\n- [Kiina II](coursename) whole name\n- [SUOS2](course) whole name\n- [Protein technology Laboratory Course A](coursename) whole name\n- [STYS1A](course) whole name\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kirjoittaminen ja käsitteellistäminen tieteellisenä menetelmänä](coursename) whole name\n- [BTK0030](course) whole name\n- [Research Methods in HTI](coursename) whole name\n- [ENGS3](course) whole name\n- [Science and Biotechnology Journal Club](coursename) whole name\n- [HALJTA03](course) whole name\n- [Teoria- ja metodiopinnot](coursename) whole name\n- [KATTAS33](course) whole name\n- [WWW Programming](coursename) whole name\n- [RUST5/VENS19/20](course) whole name\n- [Pelit ja pelillisyys](coursename) whole name\n- [PSYA3](course) whole name\n- [Konsekutiivitulkkaus -](coursename) whole name\n- [VENS3](course) whole name\n- [Tiedonhankintataidot (hoitotiede), Seinäjoki](coursename) whole name\n- [KASA15](course) whole name\n- [Puhe ja ääni tieteellisen tutkimuksen kohteena](coursename) whole name\n- [SAKA5](course) whole name\n- [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](coursename) whole name\n- [POLKVA11](course) whole name\n- [Lähihistorian ryhmä](coursename) whole name\n- [POLPOP02](course) whole name\n- [Ympäristön ja alueiden poliittisuus (avoin yliopisto-opetus), monimuoto-opetus](coursename) whole name\n- [JOVY1](course) whole name\n- [Organizational Behavior (Independent study, Spring 2019)](coursename) whole name\n- [KKKI1](course) whole name\n- [Debating for Academic Purposes](coursename) whole name\n- [KKSUVAL3](course) whole name\n- [Behavioraalinen ja psykologinen taloustiede](coursename) whole name\n- [FILS2B/C](course) meaning\n- [Rahatalous](coursename) meaning\n- [POMLFCS3](course) meaning\n- [Laskentatoimen teoria ja IFRS I](coursename) meaning\n- [ENGA5](course) meaning\n- [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](coursename) meaning\n- [POMLFCS1](course) meaning\n- [Internet ja vuorovaikutteinen media (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename) meaning\n- [HALJUA63](course) meaning\n- [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](coursename) meaning\n- [TERA1](course) meaning\n- [Suullinen viestintä I/Muntlig kommunikation I](coursename) meaning\n- [KASA6](course) meaning\n- [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, syksy 2018](coursename) meaning\n- [KKSUHY](course) meaning\n- [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](coursename) meaning\n- [HTIS54](course) meaning\n- [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename) meaning\n- [KATVAA15](course) meaning\n- [Introduction to Finnish History](coursename) meaning\n- [POLVOA41](course) meaning\n- [Critical theory and social ontology](coursename) meaning\n- [KATTAA31](course) meaning\n- [Suomen energiapolitiikka (kirjatentti/essee)](coursename) meaning\n- [KKSUPRO](course) meaning\n- [Sosiaalityö terveydenhuollossa](coursename) meaning\n- [DPHSS204](course) meaning\n- [Study Skills and Personal Study Planning - Basics of Information Literacy](coursename) meaning\n- [ENGS3](course) meaning\n- [Espanja I](coursename) meaning\n- [KATJOS99](course) meaning\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](coursename) meaning\n- [KKSUOPE](course) meaning\n- [Software Project Management, Software Project Management (Spring term)](coursename) meaning\n- [POLKVA31](course) meaning\n- [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](coursename) meaning\n- [ITIP2](course) meaning\n- [Methodology of Social and Comparative Research](coursename) meaning\n- [KASVAR5](course) meaning\n- [Kielen- ja tekstinhuolto](coursename) meaning\n- [HISA3A](course) meaning\n- [Thesis seminar](coursename) meaning\n- [KASPUHP2](course) meaning\n- [Orientaatio yhteiskuntatutkimuksen opintoihin](coursename) meaning\n- [ENGP7](course) meaning\n- [Lähtötasokoe](coursename) meaning\n- [KKSUVAL3](course) meaning\n- [Tietojenkäsittelytieteiden opintojakso TTY:ltä](coursename) meaning\n- [KASVAR8](course) meaning\n- [Yritysjuridiikan perusteet (avoin yliopisto-opetus)](coursename) meaning\n- [KKENVAL2](course) meaning\n- [Perspectives to sustainable organisational and societal change](coursename) meaning\n- [KASLOE7.2](course) meaning\n- [Pro gradu -seminaari ja -tutkielma](coursename) meaning\n- [RANP2](course) meaning\n- [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](coursename) meaning\n- [TERA2](course) meaning\n- [Introduction to Academic English (Open University Course)](coursename) meaning\n- [DPHSFC01](course) meaning\n- [Research seminar for postgraduate studies](coursename) meaning\n- What does [KATYVS43](course) mean\n- What does [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](coursename) mean\n- What does [KASLOM7](course) mean\n- What does [Lapset ympäristönsä tutkijoina - Käsityö](coursename) mean\n- What does [BTK2040](course) mean\n- What does [Journalismin tulevaisuus, harjoittelun kielikritiikki](coursename) mean\n- What does [POLVOS40](course) mean\n- What does [Introduction to Bayesian Analysis 2](coursename) mean\n- What does [TERKAN18](course) mean\n- What does [Semantiikan harjoituskurssi](coursename) mean\n- What does [HALYHT](course) mean\n- What does [Orientation - Introduction to Academic Culture and Degree Studies](coursename) mean\n- What does [DPHSFC06](course) mean\n- What does [Pro gradun viimeistelyseminaari (kirjallisuustiede)](coursename) mean\n- What does [KKRUYHT](course) mean\n- What does [Terveyden edistämisen interventiot, Seinäjoki](coursename) mean\n- What does [JOUJOVTS](course) mean\n- What does [Terveystaloustieteen tohtorikoulutussemiaari](coursename) mean\n- What does [KASA13](course) mean\n- What does [Kaupunkien maankäytön pelikenttä](coursename) mean\n- What does [LTLY212](course) mean\n- What does [Planning, Managing and Completing Your Doctoral Thesis](coursename) mean\n- What does [HALTTS12](course) mean\n- What does [Solut](coursename) mean\n- What does [KASVAR5](course) mean\n- What does [Saksankielinen kaunokirjallisuus valistusajasta toiseen maailmansotaan / Deutschsprachige Literatur von der Aufklärung bis zum Zweiten Weltkrieg](coursename) mean\n- What does [PSYP4](course) mean\n- What does [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, I-periodi](coursename) mean\n- What does [MVKS01](course) mean\n- What does [Popular Music and Politics](coursename) mean\n- What does [FILP5B](course) mean\n- What does [Terveys, arki ja toimijuus](coursename) mean\n- What does [SAKP1](course) mean\n- What does [Suullinen viestintä II/Muntlig kommunikation II](coursename) mean\n- What does [JOVA8](course) mean\n- What does [Foundations of English Business Communication](coursename) mean\n- What does [LATA0](course) mean\n- What does [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](coursename) mean\n- What does [SOSM5.1](course) mean\n- What does [Studying abroad / Osallistuminen opiskelijavaihtoon](coursename) mean\n- What does [POLVOS25](course) mean\n- What does [Tutkijaseminaari](coursename) mean\n- What does [JKKYY](course) mean\n- What does [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](coursename) mean\n- What does [HALTVA12](course) mean\n- What does [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](coursename) mean\n- What does [COSOPC2](course) mean\n- What does [Pohjoismaisten kielten lähtötasokoe](coursename) mean\n- What does [KATTAA40](course) mean\n- What does [Visuaalisen journalismin erityisalueet](coursename) mean\n- What does [POLPOP05](course) mean\n- What does [Yhteisöllinen kehittämistehtävä](coursename) mean\n- What does [MVKS40/62](course) mean\n- What does [Business Ethics (Independent study)](coursename) mean\n- What does [POLVOA41](course) mean\n- What does [Kunnallistalouden kirjanpito -](coursename) mean\n- What does [SOS6.2.3](course) mean\n- What does [Johdatus visuaaliseen kulttuuriin](coursename) mean\n- What does [VENA11](course) mean\n- What does [Theatre, Society, and Politics 1660-1760](coursename) mean\n- What means [JOVA9](course)\n- What means [Klassinen länsimainen kertomakirjallisuus](coursename)\n- What means [KASSO4](course)\n- What means [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename)\n- What means [VIROP1](course)\n- What means [Introduction to Programming I (Tampere Summer School 2018)](coursename)\n- What means [DPCMTJT3](course)\n- What means [The Theory and Method of International Relations (seminar) (book exam)](coursename)\n- What means [KKSUBMT](course)\n- What means [Yhteiskunnalliset kiistat ja niiden hallinta](coursename)\n- What means [HISS2](course)\n- What means [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](coursename)\n- What means [HALJTA13](course)\n- What means [Research seminar for postgraduate studies](coursename)\n- What means [KKRUYHT](course)\n- What means [Dialogue: Constructive Talk at Work (Tampere Summer School 2018)](coursename)\n- What means [POHP2](course)\n- What means [Introduction to Political Science (book exam)](coursename)\n- What means [STYP5](course)\n- What means [Kilpailuoikeus](coursename)\n- What means [STYS2A](course)\n- What means [Parties and Elections (book exam/essay)](coursename)\n- What means [JOVA8](course)\n- What means [Biologia ja ympäristötieto - Biologian kenttäkurssi (1-4 ryhmät, Arboretum ja Pyynikinharju)](coursename)\n- What means [DPJKKHS](course)\n- What means [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](coursename)\n- What means [KASVAR4](course)\n- What means [Lausekielinen ohjelmointi II](coursename)\n- What means [PGHAS07](course)\n- What means [Ääntämisharjoituksia](coursename)\n- What means [KKSUPRO](course)\n- What means [Toiminta, tulkinta ja tieto](coursename)\n- What means [JOVAT2](course)\n- What means [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](coursename)\n- What means [POLKVA41](course)\n- What means [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename)\n- What means [HALYAS14](course)\n- What means [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](coursename)\n- What means [JKKYTVA13](course)\n- What means [Advanced International Relations Research Methods (book exam/essay)](coursename)\n- What means [POHA3](course)\n- What means [Historian määrällisen tiedon esittäminen](coursename)\n- What means [TERTIETO5](course)\n- What means [Johdatus filosofian historiaan](coursename)\n- What means [JOVP1](course)\n- What means [Writing Research Grant Proposals](coursename)\n- What means [TIETS05](course)\n- What means [American Government & Politics (Tampere Summer School 2018)](coursename)\n- What means [TIEA2.1B](course)\n- What means [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- What means [POLKVA31](course)\n- What means [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename)\n- What means [MTTTS12](course)\n- What means [Tietotekniikkataidot (kevät)](coursename)\n- What means [LUOYA200](course)\n- What means [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](coursename)\n- What means [KATTV01](course)\n- What means [Julkisten palvelujen johtaminen](coursename)\n- What means [RANP3](course)\n- What means [Environment and Well-Being](coursename)\n- I want to know what [TERHOJ2](course) means\n- I want to know what [Verkkomedian suunnittelu](coursename) means\n- I want to know what [SUOK2/A6/S8](course) means\n- I want to know what [Draama - 2 vsk opinnot ja 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat (pienryhmäopetus)](coursename) means\n- I want to know what [ESPFP0](course) means\n- I want to know what [Rekisteritutkimukset](coursename) means\n- I want to know what [MVKS11](course) means\n- I want to know what [Innovation Project (2018-I)](coursename) means\n- I want to know what [KASVART3](course) means\n- I want to know what [Uutisjournalismi](coursename) means\n- I want to know what [KKRUKTK](course) means\n- I want to know what [Tieteellinen kirjoittaminen](coursename) means\n- I want to know what [HALTVP11](course) means\n- I want to know what [Todennäköisyyslaskenta](coursename) means\n- I want to know what [ITIS32](course) means\n- I want to know what [Orientation](coursename) means\n- I want to know what [KATLITO3](course) means\n- I want to know what [Tekstianalyysi - Harjoitukset](coursename) means\n- I want to know what [TRSU03](course) means\n- I want to know what [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](coursename) means\n- I want to know what [DPCMTJT2](course) means\n- I want to know what [Orientoivat opinnot - Tiedonhankintataidot](coursename) means\n- I want to know what [YKT6.6.1](course) means\n- I want to know what [Kehitys, kasvatus ja elämänkulku, verkko-opetus](coursename) means\n- I want to know what [KASSY5](course) means\n- I want to know what [Liike-elämän ruotsia I](coursename) means\n- I want to know what [HALHAS18](course) means\n- I want to know what [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. opiskelijat](coursename) means\n- I want to know what [KASVAR12](course) means\n- I want to know what [Ajankohtaiset ilmiöt hallintotieteissä](coursename) means\n- I want to know what [VENA8](course) means\n- I want to know what [Legal English](coursename) means\n- I want to know what [SAKA11](course) means\n- I want to know what [Ympäristö ja hyvinvointi](coursename) means\n- I want to know what [KASLOM5](course) means\n- I want to know what [Keskustelunanalyysi (verkkokurssi), kevät 2019](coursename) means\n- I want to know what [TERA3](course) means\n- I want to know what [Cultural Conversations](coursename) means\n- I want to know what [KASLOM11](course) means\n- I want to know what [Peace, Security and International Institutions (book exam/essay)](coursename) means\n- I want to know what [SAKP1](course) means\n- I want to know what [Tutkielmapiiri: sota-ajan kirjeenvaihdon lingvistinen tutkimus](coursename) means\n- I want to know what [MTTTP1](course) means\n- I want to know what [Yhteiskunnallinen laskentatoimi](coursename) means\n- I want to know what [KATYVA44](course) means\n- I want to know what [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](coursename) means\n- I want to know what [KATJOS11](course) means\n- I want to know what [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](coursename) means\n- I want to know what [BTK1014](course) means\n- I want to know what [Health in disasters, conflicts and complex human emergencies](coursename) means\n- I want to know what [KKSAVAL0](course) means\n- I want to know what [Graduseminaari / Henttonen](coursename) means\n- I want to know what [KASSG](course) means\n- I want to know what [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](coursename) means\n- I want to know what [JKKYTUA02](course) means\n- I want to know what [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename) means\n- I want to know what [KASMULTI2B](course) means\n- I want to know what [Tutkimusseminaari ja pro gradu -tutkielma](coursename) means\n- I want to know what [KKENVAL3](course) means\n- I want to know what [Valinnainen jakso: Tiedeviestinnän käytänteet](coursename) means\n- I want to know what [PSYS14](course) actually means\n- I want to know what [Verkkojulkaisemisen perusteet - kevät 2019](coursename) actually means\n- I want to know what [TERA3](course) actually means\n- I want to know what [Yritysverotuksen syventävä opintojakso](coursename) actually means\n- I want to know what [RUST1/RUST3](course) actually means\n- I want to know what [Research seminar for postgraduate studies](coursename) actually means\n- I want to know what [KKSAVAL2](course) actually means\n- I want to know what [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](coursename) actually means\n- I want to know what [KATVRS54](course) actually means\n- I want to know what [Phylogenetics](coursename) actually means\n- I want to know what [KATJOA15](course) actually means\n- I want to know what [New Forms of Violence, Change in Security Paradigm (book exam/essay)](coursename) actually means\n- I want to know what [KKENKTM](course) actually means\n- I want to know what [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](coursename) actually means\n- I want to know what [DPJKKKS](course) actually means\n- I want to know what [Simultaanitulkkaus I saksa-suomi-saksa](coursename) actually means\n- I want to know what [SUOP3](course) actually means\n- I want to know what [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, syksy 2018](coursename) actually means\n- I want to know what [STYS3A](course) actually means\n- I want to know what [Gene Expression](coursename) actually means\n- I want to know what [MOLI](course) actually means\n- I want to know what [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](coursename) actually means\n- I want to know what [DPCMTJ2/JMMETUS](course) actually means\n- I want to know what [Intermediate studies in Computer Science in TUT](coursename) actually means\n- I want to know what [MTTTP5](course) actually means\n- I want to know what [Sosiaaliturvan ajankohtaisia kysymyksiä](coursename) actually means\n- I want to know what [KKSUKTK](course) actually means\n- I want to know what [Strateginen brändijohtaminen](coursename) actually means\n- I want to know what [SOS4.3](course) actually means\n- I want to know what [Ranska I](coursename) actually means\n- I want to know what [ROMAP1](course) actually means\n- I want to know what [BMT-61227 Medical Biomaterials](coursename) actually means\n- I want to know what [MVKS32/36/49/54](course) actually means\n- I want to know what [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](coursename) actually means\n- I want to know what [PCP12](course) actually means\n- I want to know what [Terveysteknologia](coursename) actually means\n- I want to know what [VENA1](course) actually means\n- I want to know what [Introduction to Statistics](coursename) actually means\n- I want to know what [YKT6.4.3](course) actually means\n- I want to know what [Johdatus hoitotieteeseen](coursename) actually means\n- I want to know what [LUOYY027](course) actually means\n- I want to know what [Ainedidaktiikka I](coursename) actually means\n- I want to know what [PSYA2](course) actually means\n- I want to know what [Improving the quality and safety of health care through outcomes research](coursename) actually means\n- I want to know what [KASVAR10](course) actually means\n- I want to know what [Moniammatilliset johtamisopinnot](coursename) actually means\n- I want to know what [JOVPVS1](course) actually means\n- I want to know what [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](coursename) actually means\n- I want to know what [MTTMA1B](course) actually means\n- I want to know what [KnowUp - Yrittäjyys ja liiketoiminnan kehittäminen](coursename) actually means\n- I want to know what [KASLOM1](course) actually means\n- I want to know what [The Theory and Method of International Relations (seminar) (book exam)](coursename) actually means\n- I want to know what [LUOYY005](course) actually means\n- I want to know what [Maisteriopintojen esittely - CBDA](coursename) actually means\n- I want to know what [KKENYHT](course) actually means\n- I want to know what [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](coursename) actually means\n- I want to know what [POLPOP02](course) actually means\n- I want to know what [Vaihtuvasisältöiset erikoiskurssit (kirjallinen tentti suoritusvaihtoehto) -](coursename) actually means\n- I want to know what [HALKAS99](course) actually means\n- I want to know what [Research seminar for postgraduate studies](coursename) actually means\n- What is the meaning of [TAYJ033](course)\n- What is the meaning of [Yliopistopedagogiikan perusteet](coursename)\n- What is the meaning of [KASSG](course)\n- What is the meaning of [Johdatus sosiaalitieteisiin](coursename)\n- What is the meaning of [DPIT2](course)\n- What is the meaning of [Tutkimustyön perusteet (teemalla Verkostot ja somevaikuttaminen Twitterissä)](coursename)\n- What is the meaning of [VENA5](course)\n- What is the meaning of [Introduction to Risk Management and Insurance (autumn semester)](coursename)\n- What is the meaning of [HISA1B](course)\n- What is the meaning of [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](coursename)\n- What is the meaning of [SOSM2](course)\n- What is the meaning of [Inklusiivinen pedagogiikka ja oppimisen tukeminen](coursename)\n- What is the meaning of [SAKA11](course)\n- What is the meaning of [Kirjoitusviestintä / COMS](coursename)\n- What is the meaning of [KATJOA12](course)\n- What is the meaning of [Ranskan yhteiskunta I / Société française I](coursename)\n- What is the meaning of [KKESVAL4](course)\n- What is the meaning of [Littérature française I /Ranskan kirjallisuus I](coursename)\n- What is the meaning of [JOVTS7](course)\n- What is the meaning of [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- What is the meaning of [RANP1](course)\n- What is the meaning of [Seminaari](coursename)\n- What is the meaning of [HEAAE03](course)\n- What is the meaning of [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](coursename)\n- What is the meaning of [ITIS61](course)\n- What is the meaning of [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](coursename)\n- What is the meaning of [BIO4460](course)\n- What is the meaning of [Työn taloustiede](coursename)\n- What is the meaning of [RANP0](course)\n- What is the meaning of [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](coursename)\n- What is the meaning of [KASVAR5](course)\n- What is the meaning of [Feministinen teoria ja metodologia](coursename)\n- What is the meaning of [ENGP7](course)\n- What is the meaning of [Aikuiskasvatus ja työelämä, kirjatentti, Seinäjoki](coursename)\n- What is the meaning of [KASVART3](course)\n- What is the meaning of [Visuaalisen kulttuurin teoria - lukupiiri ja essee](coursename)\n- What is the meaning of [KIRA5](course)\n- What is the meaning of [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](coursename)\n- What is the meaning of [STYA1A](course)\n- What is the meaning of [BMT-70100 Kudosteknologian perusteet](coursename)\n- What is the meaning of [SOS10.10.1](course)\n- What is the meaning of [Specialised International Relations Research Methods (book exam/essay)](coursename)\n- What is the meaning of [KAMMAS99](course)\n- What is the meaning of [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](coursename)\n- What is the meaning of [ITIA01](course)\n- What is the meaning of [Responsible Business and Social Accounting (Lectures)](coursename)\n- What is the meaning of [HALYAA99](course)\n- What is the meaning of [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename)\n- What is the meaning of [TRMU1](course)\n- What is the meaning of [Kehityspsykologia I (avoin yliopisto)](coursename)\n- What is the meaning of [BTK0030](course)\n- What is the meaning of [Missä mennään Mead? -seminaari](coursename)\n- What is the meaning of [KATJOS12](course)\n- What is the meaning of [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa)](coursename)\n- What is the meaning of [KASA6](course)\n- What is the meaning of [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](coursename)\n- What is the meaning of [KKSUVAL1](course)\n- What is the meaning of [Johdatus etiikkaan](coursename)\n- What is the meaning of [BTK2040](course)\n- What is the meaning of [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (ryhmät)](coursename)\n- [KASLOH4A](course) meaning\n- [Lähtötasokoe](coursename) meaning\n- [TAYJ035](course) meaning\n- [POISTA TÄMÄ! Solun biologian perusteet](coursename) meaning\n- [VENA1](course) meaning\n- [Terveyden ja mielenterveyden psykologia I](coursename) meaning\n- [TERY1](course) meaning\n- [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, II-periodi](coursename) meaning\n- [DPEDUB.1B](course) meaning\n- [Parties, Elections and Political Participation (book exam/essay)](coursename) meaning\n- [KATLAA22](course) meaning\n- [Olio-ohjelmoinnin perusteet](coursename) meaning\n- [TIETA7](course) meaning\n- [Tiedonhankinnan perusteet](coursename) meaning\n- [STYS3A](course) meaning\n- [Lähtötasokoe - Kirjallinen tentti](coursename) meaning\n- [POHP3](course) meaning\n- [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](coursename) meaning\n- [YKT6.6.1](course) meaning\n- [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](coursename) meaning\n- [SOS6.2.1](course) meaning\n- [Kirjallisuus ja tunteet](coursename) meaning\n- [JOUJOVTS](course) meaning\n- [Sota-ajan säännösteltyä kulttuuria](coursename) meaning\n- [KIRS5](course) meaning\n- [Mikrotalousteoria II](coursename) meaning\n- [POHP2](course) meaning\n- [Sosiaalihuollon hallinto ja johtaminen](coursename) meaning\n- [FILA3](course) meaning\n- [Current Issues in Speech Communication (Puheviestintä tieteenä jatkuu)](coursename) meaning\n- [DPHSS205](course) meaning\n- [Inklusiivinen pedagogiikka ja oppimisen tukeminen](coursename) meaning\n- [ENGA8](course) meaning\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 9.11.2018](coursename) meaning\n- [KKENYHT](course) meaning\n- [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), kevät](coursename) meaning\n- [LUOYY025](course) meaning\n- [Sote ja sosiaalipolitiikka](coursename) meaning\n- [KASA2](course) meaning\n- [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](coursename) meaning\n- [POLKVA43](course) meaning\n- [Viestintä ammatillisissa ja läheisissä vuorovaikutussuhteissa](coursename) meaning\n- [POLKVA23](course) meaning\n- [Introduction to Formal Specification](coursename) meaning\n- [BTK2025](course) meaning\n- [Networks in Service Business](coursename) meaning\n- [RANS1](course) meaning\n- [Business Writing](coursename) meaning\n- [POLKVS32](course) meaning\n- [Reading Waste](coursename) meaning\n- [POHP3](course) meaning\n- [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename) meaning\n- [MTTTP5](course) meaning\n- [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](coursename) meaning\n- [TIEY1](course) meaning\n- [Johdatus politiikan teoriaan (kirjatentti/essee)](coursename) meaning\n- [KATYVA44](course) meaning\n- [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](coursename) meaning\n- [TERA3](course) meaning\n- [Saksan kielen valmentava kurssi - Interkulturelles Training](coursename) meaning\n- True name of [PEACE045](course)\n- True name of [Translation and Academic Writing - Introduction to Academic Writing](coursename)\n- True name of [SOSM5.1](course)\n- True name of [Yhteisö, terveys ja sairaus](coursename)\n- True name of [TERTIETO4](course)\n- True name of [Vapaaehtoistyö - Osallistuminen vapaaehtoistyöhön](coursename)\n- True name of [KIRS1](course)\n- True name of [Psykiatria](coursename)\n- True name of [KASMULTI1](course)\n- True name of [Kansalaisvaikuttaminen (kirjatentti/essee)](coursename)\n- True name of [KKENVAL9](course)\n- True name of [Ruotsin kielen kirjallinen ja suullinen viestintä](coursename)\n- True name of [BTK1014](course)\n- True name of [Valinnainen jakso: Dokumenttikurssi](coursename)\n- True name of [KATTAS21B](course)\n- True name of [Orientation - General Orientation Course for International Students](coursename)\n- True name of [JOVTS5](course)\n- True name of [Second Language Acquisition](coursename)\n- True name of [HALJUA25](course)\n- True name of [Liikunta - Liikuntapedagogiikka perusopetuksessa A - 2. vsk](coursename)\n- True name of [KATMAS99](course)\n- True name of [Solut](coursename)\n- True name of [KATLAS25](course)\n- True name of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](coursename)\n- True name of [KIRP5](course)\n- True name of [Peace Research Design](coursename)\n- True name of [JKKYVP11](course)\n- True name of [Tutkielmaseminaari](coursename)\n- True name of [ENGP3](course)\n- True name of [Ylellisyyden historia -verkkokurssi](coursename)\n- True name of [KASSY3](course)\n- True name of [Variety in Present-day English](coursename)\n- True name of [POLVOS40](course)\n- True name of [Markkinointitutkimuksen sovellukset](coursename)\n- True name of [LUOYY020](course)\n- True name of [Poliittiset järjestelmät (kirjatentti/essee)](coursename)\n- True name of [KKSUTEK2](course)\n- True name of [Study Skills - Basics of Information Literacy](coursename)\n- True name of [POLVOA32/S27](course)\n- True name of [Software Project Management, Software Project Management (Spring term)](coursename)\n- True name of [KATYVS21](course)\n- True name of [Terveydenhuollon koulutuspolitiikka](coursename)\n- True name of [TERKANA1](course)\n- True name of [SGN-41007 Pattern Recognition and Machine Learning](coursename)\n- True name of [SOSM5.1](course)\n- True name of [Kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename)\n- True name of [KASVAR4](course)\n- True name of [Ohjelmoinnin tekniikka C++](coursename)\n- True name of [POLKVS10](course)\n- True name of [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (ryhmät)](coursename)\n- True name of [DPCMTJ2](course)\n- True name of [Introduction to Argumentation and Scientific Reasoning](coursename)\n- True name of [JOVPVA7](course)\n- True name of [Johdatus Suomen kirjallisuushistoriaan - luennot](coursename)\n- True name of [KKRUKTK](course)\n- True name of [Master's Seminar and Thesis](coursename)\n- True name of [KASP3](course)\n- True name of [Ryhmät ja ryhmien väliset suhteet](coursename)\n- True name of [KATTAS22A](course)\n- True name of [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](coursename)\n- Real name of [POLKVS22](course)\n- Real name of [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](coursename)\n- Real name of [MVKS48/58](course)\n- Real name of [Analyysi C](coursename)\n- Real name of [TIEP3](course)\n- Real name of [Musiikin perusteet / Harjoitukset - 1.vsk](coursename)\n- Real name of [TERTIETO1](course)\n- Real name of [Variety in Present-day English](coursename)\n- Real name of [POLVOA41/S23/28](course)\n- Real name of [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- Real name of [PEACEGS1](course)\n- Real name of [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot (verkkokurssi)](coursename)\n- Real name of [FILA3](course)\n- Real name of [Johdatus visuaaliseen kulttuuriin](coursename)\n- Real name of [HALKAS14](course)\n- Real name of [Espanja I](coursename)\n- Real name of [ITIS14](course)\n- Real name of [Johdatus logopediaan](coursename)\n- Real name of [HALJUS15](course)\n- Real name of [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](coursename)\n- Real name of [SOS6.5.1](course)\n- Real name of [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](coursename)\n- Real name of [MOLI](course)\n- Real name of [Tampereen puhekieli](coursename)\n- Real name of [HTIS60](course)\n- Real name of [Korkeakoulut työyhteisöinä - Kehittämistehtävä](coursename)\n- Real name of [KKENMP3](course)\n- Real name of [Kielen variaatio](coursename)\n- Real name of [LTLY16](course)\n- Real name of [Yhteisösosiaalityö monikulttuurisessa ympäristössä](coursename)\n- Real name of [VENA8](course)\n- Real name of [Pedagoginen kehittäminen ja johtajuus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Real name of [HISA4](course)\n- Real name of [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](coursename)\n- Real name of [TRSU02](course)\n- Real name of [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 4. periodi](coursename)\n- Real name of [KASVAR9](course)\n- Real name of [Viestinnän ja median tutkimuksen metodologia, luennot](coursename)\n- Real name of [MTTTP5](course)\n- Real name of [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](coursename)\n- Real name of [JOVA6/JMMETUS](course)\n- Real name of [Televisiojournalismi](coursename)\n- Real name of [KASVAR5](course)\n- Real name of [Sosiologia](coursename)\n- Real name of [TIETS31](course)\n- Real name of [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](coursename)\n- Real name of [ENGS1](course)\n- Real name of [Ruotsin kielen kirjallinen ja suullinen viestintä / intensiivikurssi](coursename)\n- Real name of [COSOPON1](course)\n- Real name of [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](coursename)\n- Real name of [NAM-IV](course)\n- Real name of [Tila, teknologia ja toiminta - essee](coursename)\n- Real name of [KASA15](course)\n- Real name of [Introduction to Science and Research (autumn)](coursename)\n- Real name of [TERVAL7](course)\n- Real name of [Viestintä- ja informaatio-oikeus](coursename)\n- Real name of [HALYAA99](course)\n- Real name of [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](coursename)\n- Real name of [HALKOS25](course)\n- Real name of [Soveltava projekti - projekti](coursename)\n- Which course is [STYS1B1](course)\n- Which course is [Suomen energiapolitiikka (kirjatentti/essee)](coursename)\n- Which course is [PEDAYOA1](course)\n- Which course is [Johdatus länsimaiseen kirjallisuushistoriaan - luennot](coursename)\n- Which course is [PEDAEH](course)\n- Which course is [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](coursename)\n- Which course is [POHA1](course)\n- Which course is [Rahoituksen perusteet](coursename)\n- Which course is [POLVOA41](course)\n- Which course is [Internet ja vuorovaikutteinen media (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](coursename)\n- Which course is [KASLOE7.2](course)\n- Which course is [Kliinisen neuropsykologian perusteet](coursename)\n- Which course is [HALTVA12](course)\n- Which course is [Teaching, Pedagogical Facilitating, Learning](coursename)\n- Which course is [KKENYHT](course)\n- Which course is [Empiirinen projekti](coursename)\n- Which course is [ENGP7](course)\n- Which course is [Opetussuunnitelmateoria, kirjatentti](coursename)\n- Which course is [KASMULTI4](course)\n- Which course is [International tutoring / Kv-tuutorina toimiminen](coursename)\n- Which course is [KIRA5](course)\n- Which course is [Game Theory/Advanced Course in Microeconomics](coursename)\n- Which course is [KKRULL](course)\n- Which course is [Tietokantojen perusteet - Näyttökoe, syksy 2018](coursename)\n- Which course is [ENGP7](course)\n- Which course is [Valtiosääntöoikeus](coursename)\n- Which course is [ITIA6](course)\n- Which course is [Monikielinen käännöstyöpaja](coursename)\n- Which course is [SAKA11](course)\n- Which course is [Yritysverotuksen syventävä opintojakso](coursename)\n- Which course is [POHP4](course)\n- Which course is [Eläimet työssä](coursename)\n- Which course is [PSYA1](course)\n- Which course is [Euroopan muotoutuminen](coursename)\n- Which course is [DPCMTJ2/JMMETUS](course)\n- Which course is [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](coursename)\n- Which course is [LUOYY004](course)\n- Which course is [Lasten arki suomalaisessa yhteiskunnassa / Luennot - 1.vsk](coursename)\n- Which course is [KKSUPRO](course)\n- Which course is [Syventävä ammatillinen asiantuntijuus - Johdanto kehittämistyöhön -luentoseminaari, Pori](coursename)\n- Which course is [DPIS1](course)\n- Which course is [Literary Theory and Methodology](coursename)\n- Which course is [MTTMA1C](course)\n- Which course is [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](coursename)\n- Which course is [HISS2](course)\n- Which course is [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](coursename)\n- Which course is [DPJKKHS](course)\n- Which course is [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](coursename)\n- Which course is [POHP3](course)\n- Which course is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteisopetusta avoimen yo:n kanssa](coursename)\n- Which course is [ITIS31](course)\n- Which course is [Asiakirjatiedon normivaatimukset](coursename)\n- Which course is [HTIS64](course)\n- Which course is [Children, young people, politics and participation](coursename)\n- Which course is [KATLITO2](course)\n- Which course is [Kandidaattiseminaari (Aatsinki)](coursename)\n- Which course is [KASA11](course)\n- Which course is [COURSE CANCELLED: Islamism](coursename)\n- Which course is [STYS3C](course)\n- Which course is [Finnish Elementary Course 2 (taught in 4. period)](coursename)\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- What [TECHS3(course) means\n- What [TECHS3(coursename) means\n- I want to know what [KKSULL](course) stands for\n- I want to know what [Biological data analysis with R](coursename) stands for\n- I want to know what [ROMAP1](course) stands for\n- I want to know what [Tekstin tekemisen perusteet](coursename) stands for\n- I want to know what [STYS1A](course) stands for\n- I want to know what [Vauvasta vaariin. Ikä feministisessä tutkimuksessa](coursename) stands for\n- I want to know what [TIEA5](course) stands for\n- I want to know what [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](coursename) stands for\n- I want to know what [SOS6.2.1](course) stands for\n- I want to know what [Study skills and personal study planning - Basics of Information Literacy](coursename) stands for\n- I want to know what [TAYJ12](course) stands for\n- I want to know what [Kandidaattiseminaari (Mustakallio)](coursename) stands for\n- I want to know what [KKSUOPE](course) stands for\n- I want to know what [Julkisen talousjohtamisen tietojärjestelmät](coursename) stands for\n- I want to know what [HISP4](course) stands for\n- I want to know what [Euroopan unioni (kirjatentti/essee)](coursename) stands for\n- I want to know what [STYP1A](course) stands for\n- I want to know what [Variety in Present-day English](coursename) stands for\n- I want to know what [POLKVA41](course) stands for\n- I want to know what [Puhetekniikan ja äänenkäytön perusteet](coursename) stands for\n- I want to know what [HISA3A](course) stands for\n- I want to know what [Esimiestyö (syksy 2018)](coursename) stands for\n- I want to know what [KASLOE1.1](course) stands for\n- I want to know what [Development, Education and Lifecourse](coursename) stands for\n- I want to know what [POLKVS31](course) stands for\n- I want to know what [History, Culture and Literature: Culture and Literature](coursename) stands for\n- I want to know what [SAKA4](course) stands for\n- I want to know what [Kielisuihkutustoiminta osana varhaista kielikasvatusta](coursename) stands for\n- I want to know what [ITIP1](course) stands for\n- I want to know what [Kandidaattiseminaari (Vahtikari)](coursename) stands for\n- I want to know what [PGHINT](course) stands for\n- I want to know what [Introduction to Gender Studies (web course)](coursename) stands for\n- I want to know what [TIETS18](course) stands for\n- I want to know what [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](coursename) stands for\n- I want to know what [KATLAS15](course) stands for\n- I want to know what [Comparative European Politics and the Finnish Political System (book exam/essay)](coursename) stands for\n- I want to know what [LUOYY007](course) stands for\n- I want to know what [Tilastotieteen johdantokurssi, kevät](coursename) stands for\n- I want to know what [KATVAA13](course) stands for\n- I want to know what [Internship or work placement](coursename) stands for\n- I want to know what [MVKS54](course) stands for\n- I want to know what [Syventävä projekti, syksyllä 2018 alkava](coursename) stands for\n- I want to know what [KKRUYHT](course) stands for\n- I want to know what [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](coursename) stands for\n- I want to know what [KAMVRS99](course) stands for\n- I want to know what [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](coursename) stands for\n- I want to know what [MTTMA15](course) stands for\n- I want to know what [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 30.-31.8.2018](coursename) stands for\n- I want to know what [HTIS64](course) stands for\n- I want to know what [Venäjän kielen rakenne - Tekstin ymmärtäminen II](coursename) stands for\n- I want to know what [TAYJ033](course) stands for\n- I want to know what [Introduction to International Criminal Justice System](coursename) stands for\n- I want to know what [KATLAP21](course) stands for\n- I want to know what [Visuaalisen journalismin perusteet, harjoitukset](coursename) stands for\n- I want to know what [SOSM4](course) stands for\n- I want to know what [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](coursename) stands for\n- I want to know what [POLVOS31](course) stands for\n- I want to know what [Kvantitatiiviset menetelmät - Luennot ja harjoitukset](coursename) stands for\n- I want to know what [BTK2100](course) stands for\n- I want to know what [Education, Work and Culture](coursename) stands for\n- I want to know the full name of course code [TEE3](course)\n- I want to know the full name of course code [Bioinformatics](coursename)\n- I want to know the full name of course code [KASLOE7.5](course)\n- I want to know the full name of course code [Gender in Society](coursename)\n- I want to know the full name of course code [KASLOM1](course)\n- I want to know the full name of course code [Recommender Systems](coursename)\n- I want to know the full name of course code [ESPFA5](course)\n- I want to know the full name of course code [Tiedon organisointi ja informaatioarkkitehtuuri](coursename)\n- I want to know the full name of course code [TERKANP1](course)\n- I want to know the full name of course code [Organizational Behavior (Independent study, Autumn 2018)](coursename)\n- I want to know the full name of course code [ENGP7](course)\n- I want to know the full name of course code [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](coursename)\n- I want to know the full name of course code [MTTMS10](course)\n- I want to know the full name of course code [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](coursename)\n- I want to know the full name of course code [KATJOA12](course)\n- I want to know the full name of course code [Kuva- ja mediakulttuurit - Kuvakulttuurit 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely/taidemuseot harjoitusryhmät)](coursename)\n- I want to know the full name of course code [PSYA4](course)\n- I want to know the full name of course code [Urban Ethnography: The Social, Political and Economic Dimensions of Marginalization](coursename)\n- I want to know the full name of course code [KASLTT](course)\n- I want to know the full name of course code [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), kevät -](coursename)\n- I want to know the full name of course code [STYA6](course)\n- I want to know the full name of course code [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](coursename)\n- I want to know the full name of course code [ITIS35](course)\n- I want to know the full name of course code [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](coursename)\n- I want to know the full name of course code [MTTTS12](course)\n- I want to know the full name of course code [Esimiestyö (kevät 2019)](coursename)\n- I want to know the full name of course code [POLVOS32](course)\n- I want to know the full name of course code [Kielioppi I](coursename)\n- I want to know the full name of course code [RANP0](course)\n- I want to know the full name of course code [Fighting Against Human Rights Violations](coursename)\n- I want to know the full name of course code [TIEY2](course)\n- I want to know the full name of course code [Specialized Optional Research Methodology: Action research](coursename)\n- I want to know the full name of course code [TIEA4](course)\n- I want to know the full name of course code [International Political Economy (book exam/essay)](coursename)\n- I want to know the full name of course code [POLVOS31](course)\n- I want to know the full name of course code [Ranskan kielen suullinen harjoituskurssi](coursename)\n- I want to know the full name of course code [TERA3](course)\n- I want to know the full name of course code [Orientoivat opinnot - HOPS1](coursename)\n- I want to know the full name of course code [HALVALS10](course)\n- I want to know the full name of course code [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](coursename)\n- I want to know the full name of course code [MTTMA2](course)\n- I want to know the full name of course code [Julkistalouden valvonta ja tarkastus](coursename)\n- I want to know the full name of course code [YKYYHT4A](course)\n- I want to know the full name of course code [Julkisen talousjohtamisen klassikkoteokset (kirjallinen tentti)](coursename)\n- I want to know the full name of course code [TERKAN9](course)\n- I want to know the full name of course code [Ohjelmoinnin tekniikka C](coursename)\n- I want to know the full name of course code [KKRUKTK](course)\n- I want to know the full name of course code [Oikeustieteellinen tutkimus](coursename)\n- I want to know the full name of course code [POHP3](course)\n- I want to know the full name of course code [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](coursename)\n- I want to know the full name of course code [FILP5A](course)\n- I want to know the full name of course code [Biokemian työt: Proteiinit](coursename)\n- I want to know the full name of course code [DPCMTJ4](course)\n- I want to know the full name of course code [Johdatus viestinnän tutkimukseen ja analyysiin](coursename)\n- I want to know the full name of course code [TIEP3](course)\n- I want to know the full name of course code [Euroopan unioni ja maailma](coursename)\n- I want to know the full name of course code [HISA1B](course)\n- I want to know the full name of course code [Moniammatilliset johtamisopinnot](coursename)\n- I want to know the full name of course code [HISS2](course)\n- I want to know the full name of course code [Inklusiivinen varhaiskasvatus / Luennot - 3.vsk + 2.vsk ryhmä 4](coursename)\n- I want to know the whole name of [JOVA5](course)\n- I want to know the whole name of [Valtakurssi](coursename)\n- I want to know the whole name of [JOVTS5](course)\n- I want to know the whole name of [Systems biology methods](coursename)\n- I want to know the whole name of [TAYJ035](course)\n- I want to know the whole name of [Lapsuuden antropologia ja transnationaali lapsuus](coursename)\n- I want to know the whole name of [POLKVA11](course)\n- I want to know the whole name of [Graduseminaari, jatkava (Niemi)](coursename)\n- I want to know the whole name of [KKRUYHT](course)\n- I want to know the whole name of [Varhaismoderni yhteiskunta](coursename)\n- I want to know the whole name of [TIETS05](course)\n- I want to know the whole name of [Introduction to Web Publishing (Tampere Summer School 2018)](coursename)\n- I want to know the whole name of [ENGP8](course)\n- I want to know the whole name of [Tiedonhaun perusteet](coursename)\n- I want to know the whole name of [TAYJ035](course)\n- I want to know the whole name of [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](coursename)\n- I want to know the whole name of [MOLI](course)\n- I want to know the whole name of [Practical Observation and Reflection of ECEC - Observation, written tasks, report](coursename)\n- I want to know the whole name of [KATLAA24](course)\n- I want to know the whole name of [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](coursename)\n- I want to know the whole name of [KASLOM11](course)\n- I want to know the whole name of [Johdatus sosiaaliantropologiaan, luennot (verkkokurssi)](coursename)\n- I want to know the whole name of [KASA9](course)\n- I want to know the whole name of [Orientation - Orientation to studying in the Degree Programme](coursename)\n- I want to know the whole name of [HALYAP01](course)\n- I want to know the whole name of [Kuvataidekasvatus / Harjoitukset - 2.vsk](coursename)\n- I want to know the whole name of [KKENYHT](course)\n- I want to know the whole name of [Science and Biotechnology Journal Club](coursename)\n- I want to know the whole name of [TERHOIA7](course)\n- I want to know the whole name of [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](coursename)\n- I want to know the whole name of [TIETA13](course)\n- I want to know the whole name of [Johtaminen ja organisaatiot I (kirjallisuus)](coursename)\n- I want to know the whole name of [TERTIETO5](course)\n- I want to know the whole name of [Conflict Resolution (book exam/essay)](coursename)\n- I want to know the whole name of [FONEP3](course)\n- I want to know the whole name of [Kandidaattiseminaari ja -tutkielma (julkisoikeus), kevät -](coursename)\n- I want to know the whole name of [POLPOP01](course)\n- I want to know the whole name of [Demola Project](coursename)\n- I want to know the whole name of [KKSU3](course)\n- I want to know the whole name of [Finnish Elementary Course 1 (taught in 1. period)](coursename)\n- I want to know the whole name of [BTK1062](course)\n- I want to know the whole name of [Poliittinen kommunikaatio ja retoriikka (kirjatentti/essee)](coursename)\n- I want to know the whole name of [ITIA03](course)\n- I want to know the whole name of [Tekstin tekemisen perusteet](coursename)\n- I want to know the whole name of [KATMAS99](course)\n- I want to know the whole name of [Introduction to leadership and management](coursename)\n- I want to know the whole name of [TERKAN9](course)\n- I want to know the whole name of [Mental Health Research: Using the Knowledge and Adding to it](coursename)\n- I want to know the whole name of [FILS2A](course)\n- I want to know the whole name of [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](coursename)\n- I want to know the whole name of [PEACE045](course)\n- I want to know the whole name of [The Study of World Politics (book exam/essay)](coursename)\n- I want to know the whole name of [KASELOHA](course)\n- I want to know the whole name of [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](coursename)\n- I want to know the whole name of [KASP5](course)\n- I want to know the whole name of [Opetus, ohjaus, oppiminen, monimuoto-opetus](coursename)\n- I want to know the whole name of [PSYS6A](course)\n- I want to know the whole name of [Liiketoimintamallit](coursename)\n- I want to know the whole name of [GTS4](course)\n- I want to know the whole name of [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](coursename)\n- I want to know the name of [KASMULTI2B](course)\n- I want to know the name of [Kielen käyttö II](coursename)\n- I want to know the name of [KKVE5](course)\n- I want to know the name of [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](coursename)\n- I want to know the name of [KATLAA24](course)\n- I want to know the name of [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](coursename)\n- I want to know the name of [LTLY07](course)\n- I want to know the name of [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](coursename)\n- I want to know the name of [SOS10.1.4](course)\n- I want to know the name of [Orientation](coursename)\n- I want to know the name of [KATYVS23](course)\n- I want to know the name of [Kirjallinen viestintä II / Schriftliche Kommunikation II](coursename)\n- I want to know the name of [JOVTS5](course)\n- I want to know the name of [Advanced International Relations Research Methods (book exam/essay)](coursename)\n- I want to know the name of [PGHINT](course)\n- I want to know the name of [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Syksy 2018](coursename)\n- I want to know the name of [POLKVA42](course)\n- I want to know the name of [Grammaire/Kielioppi](coursename)\n- I want to know the name of [ITIS61](course)\n- I want to know the name of [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](coursename)\n- I want to know the name of [MVKS13P](course)\n- I want to know the name of [Venäjä II](coursename)\n- I want to know the name of [ENGS40](course)\n- I want to know the name of [Tiimi toimii - puheviestinnän syventävä kurssi (2. periodi)](coursename)\n- I want to know the name of [POLKVA11](course)\n- I want to know the name of [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](coursename)\n- I want to know the name of [POLKVA22](course)\n- I want to know the name of [Pro gradu -seminaari ja -tutkielma](coursename)\n- I want to know the name of [KATYVA21](course)\n- I want to know the name of [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (4. periodi)](coursename)\n- I want to know the name of [TAYJ033](course)\n- I want to know the name of [Tutkielmaseminaari](coursename)\n- I want to know the name of [HISA2](course)\n- I want to know the name of [Suullinen viestintä / Mündliche Kommunikation](coursename)\n- I want to know the name of [MVKS39V](course)\n- I want to know the name of [Venäjän kielen valmentava kurssi](coursename)\n- I want to know the name of [KASVARTA](course)\n- I want to know the name of [Venäjä III](coursename)\n- I want to know the name of [HISA2](course)\n- I want to know the name of [Suullinen viestintä I - Fonetiikka](coursename)\n- I want to know the name of [RANAV3](course)\n- I want to know the name of [Tragedy of the Commons? Problems and Solutions](coursename)\n- I want to know the name of [JOVA2](course)\n- I want to know the name of [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](coursename)\n- I want to know the name of [LTLY214](course)\n- I want to know the name of [Opettajasuunnan seminaari](coursename)\n- I want to know the name of [POLKVS32](course)\n- I want to know the name of [Tutkielmaseminaari - Seminaari](coursename)\n- I want to know the name of [JOVVAL](course)\n- I want to know the name of [Advanced Course in Microeconomics II](coursename)\n- I want to know the name of [TSEKP3](course)\n- I want to know the name of [Strategia ja yrittäjyys](coursename)\n- I want to know the name of [LTLY01](course)\n- I want to know the name of [Study Skills - Basics of Information Literacy](coursename)\n- I want to know the name of [KIRP4](course)\n- I want to know the name of [EU Financial Management](coursename)\n- I want to know the name of [JOVPVS3](course)\n- I want to know the name of [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](coursename)\n- I want to know the name of [POLVOA31/32/S26](course)\n- I want to know the name of [Henkilöstöjohtaminen](coursename)\n\n\n\n<!--- lookup table list for course codes. -->\n## lookup:course\n- data/course_codes.txt\n- data/uta_course_names.txt\n" }, { "alpha_fraction": 0.7926269769668579, "alphanum_fraction": 0.7982330322265625, "avg_line_length": 77.2493896484375, "blob_id": "4cb43bc73a19fb7e36663a12b418b16bed749339", "content_id": "a28d4892b8f9d52ac2d075c735eea99265aa1cc2", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 97493, "license_type": "permissive", "max_line_length": 242, "num_lines": 1231, "path": "/rasaintentit/data/generoiduttreenidatat/out_periodi.md", "repo_name": "woroko/TUNIBot", "src_encoding": "ISO-8859-1", "text": "- Period [KATTAP11](course)\n- Semester [POISTA TÄMÄ! Solun biologian perusteet](course)\n- Quarter [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](course)\n- Academic term [Uuden ajan alun ryhmä](course)\n- [Klinikkaharjoittelu](course) semester\n- [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](course) academic term\n- [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](course) quarter\n- This semester [Hands-on genetics](course)\n- What period [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course)\n- What study period [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 1.vsk:n monimuotoryhmien opiskelijoille](course)\n- What study period is [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](course) in\n- What period will [Ranskan yhteiskunta II/Société française II](course) begin\n- [Media- ja informaatiolukutaito](course) period\n- Is [Terveyden ja mielenterveyden psykologia I](course) this period\n- Which period is [Taloustieteen perusteet, monimuoto-opetus](course)\n- Which period will [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](course) begin\n- What period will [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](course) begin\n- [Vaihtuvasisältöiset erikoiskurssit (kirjallinen tentti suoritusvaihtoehto) -](course) curriculum\n- When is [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](course) in the curriulum\n- The period of [Representations and Identities](course)\n- Study period of [Lapsuuden antropologia ja transnationaali lapsuus](course)\n- Semester [Introduction to Argumentation and Scientific Reasoning](course)\n- Which semester will [Algebra 2](course) start\n- Which semester is [Kandidaatintutkielmaseminaari - Tammikuussa 2019 alkava seminaari](course)\n- Is [Johdatus hallintotieteeseen](course) this semester\n- What semester is [Espanjan historia ja kirjallisuus - Historia y literatura de España](course)\n- Academic term [Pro gradun viimeistelyseminaari (kirjallisuustiede)](course)\n- Which academic term will [Perhe ja tunteet](course) begin\n- Which academic term is [Finnish Education System - Seminar](course)\n- [Political Systems Outside of Europe (book exam/essay)](course) academic term\n- Which semester will [Terve ja turvallinen kouluyhteisö](course) begin\n- The period of [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](course)\n- The semester of [Valtiosääntöoikeus](course)\n- The academic term of [Sciences du langage/Kielitiede](course)\n- The quarter of [Laskentatoimi ja talousjohtaminen](course)\n- Which quarter is [Macroprudential Policy and Financial Stability](course)\n- What is the quarter of [Ekoterveys, luonto ja ihminen](course)\n- Which quarter will [Media and Globalization - Seminar](course) begin\n- I want to know which semester will [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) start\n- I want to know which semester is [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course)\n- I want to know the study period of [Johdatus sosiaaliantropologiaan -seminaari](course)\n- I want to know the academic term for [Kandidaattiseminaari ja -tutkielma (julkisoikeus), kevät -](course)- Period [KATTAP11](course)\n- Semester [Johdatus filosofiaan](course)\n- Quarter [Psykologian tutkimusmenetelmät I](course)\n- Academic term [Government and Society: Inequality](course)\n- [Project Work (Fall term 2018)](course) semester\n- [Rahoituksen perusteet](course) academic term\n- [Kontrastiivisen fonetiikan perusteet -](course) quarter\n- This semester [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course)\n- What period [Tietokantaohjelmointi](course)\n- What study period [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course)\n- What study period is [Business Ethics (Independent study)](course) in\n- What period will [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](course) begin\n- [Kielen variaatio](course) period\n- Is [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](course) this period\n- Which period is [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](course)\n- Which period will [Basics of Marketing and Sales -](course) begin\n- What period will [Ryhmäviestintä](course) begin\n- [Työeläkejärjestelmät](course) curriculum\n- When is [Lasten monipaikkainen asuminen](course) in the curriulum\n- The period of [Terve ja turvallinen kouluyhteisö](course)\n- Study period of [Grammaire/Kielioppi](course)\n- Semester [Lähtötasokoe](course)\n- Which semester will [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](course) start\n- Which semester is [Intercultural Communication](course)\n- Is [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](course) this semester\n- What semester is [New Forms of Violence, Change in Security Paradigm (book exam/essay)](course)\n- Academic term [Projektinhallinnan perusteet](course)\n- Which academic term will [Työeläkejärjestelmät](course) begin\n- Which academic term is [Orientoivat opinnot ja HOPS (venäjän kieli, kulttuuri ja kääntäminen)](course)\n- [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course) academic term\n- Which semester will [Julkisoikeuden tutkimuspraktikum](course) begin\n- The period of [Persoonallisuuspsykologia II](course)\n- The semester of [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](course)\n- The academic term of [Kehitys, kasvatus ja elämänkulku, verkko-opetus](course)\n- The quarter of [Romanian kielen jatkokurssi II / Advanced Course II in Romanian](course)\n- Which quarter is [Laajentava harjoittelu](course)\n- What is the quarter of [Analyysi B](course)\n- Which quarter will [Talous ja yhteiskunta](course) begin\n- I want to know which semester will [Fonetiikan tilastomenetelmät](course) start\n- I want to know which semester is [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](course)\n- I want to know the study period of [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](course)\n- I want to know the academic term for [Euroopan unioni (kirjatentti/essee)](course)- Period [KATTAP11](course)\n- Semester [Software Project Management, Software Project Management (Spring term)](course)\n- Quarter [Tiimi toimii - puheviestinnän syventävä kurssi (3. periodi)](course)\n- Academic term [Monikieliset tekstikorpukset (verkkokurssi)](course)\n- [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](course) semester\n- [Yritysverotus](course) academic term\n- [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course) quarter\n- This semester [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course)\n- What period [Research on Society and Organisations](course)\n- What study period [Menetelmäklinikka](course)\n- What study period is [Terve ja turvallinen kouluyhteisö](course) in\n- What period will [Distributed Systems](course) begin\n- [Sosiaalisen median ja vuorovaikutteisen median perusteet](course) period\n- Is [Asiakassuhde ja haastattelu](course) this period\n- Which period is [Opetus, ohjaus, oppiminen - Varhaiskasvatus: Pienryhmäopetus ja orientaatioharjoittelu (2 op) ja kirjallisuus (2 op)](course)\n- Which period will [Arjen latinaa ja kulttuurihistoriaa](course) begin\n- What period will [Orientoivat opinnot - Alkuorientaatio](course) begin\n- [Taidehistoria ja näyttelypedagogiikka -](course) curriculum\n- When is [Viron kielen suullinen ja kirjallinen taito](course) in the curriulum\n- The period of [Maisteriopintojen opintosuuntiin johdattava kirjallisuus](course)\n- Study period of [Laskentatoimi ja talousjohtaminen](course)\n- Semester [Seminaari (Kunelius) jatkuu keväältä](course)\n- Which semester will [Laadulliset tutkimusotteet](course) start\n- Which semester is [Vakuutuslaitosten sijoitustoiminta](course)\n- Is [Legal English](course) this semester\n- What semester is [Readings in Entrepreneurship](course)\n- Academic term [Terve ja turvallinen kouluyhteisö](course)\n- Which academic term will [Semantiikka ja pragmatiikka / Sémantique et pragmatique](course) begin\n- Which academic term is [Readings in Strategy](course)\n- [Courses in Computer Science in TUT](course) academic term\n- Which semester will [Kandidaattiseminaari (JATKAVA, Katermaa)](course) begin\n- The period of [Käytännön opetus ja ohjaus](course)\n- The semester of [Kansainvälinen verotus](course)\n- The academic term of [European Integration and Disintegration (BOOK EXAM POLKVS32)](course)\n- The quarter of [Biologia ja ympäristötieto - Biologian kenttäkurssi (1-4 ryhmät, Arboretum ja Pyynikinharju)](course)\n- Which quarter is [Kansainvälisen oikeuden peruskurssi](course)\n- What is the quarter of [Venäjän historia, kirjallisuus ja kulttuuri](course)\n- Which quarter will [Kielioppi I/Språkets strukturer I](course) begin\n- I want to know which semester will [Master's Thesis Seminar in Software Development](course) start\n- I want to know which semester is [Recommender Systems](course)\n- I want to know the study period of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](course)\n- I want to know the academic term for [Games and Internet in Society](course)- Period [KATTAP11](course)\n- Semester [Journalistinen kieli - Tekstinhuolto](course)\n- Quarter [Interaction Techniques](course)\n- Academic term [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari](course)\n- [Konsernitilinpäätös I](course) semester\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](course) academic term\n- [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course) quarter\n- This semester [Oikeustulkkaus I/II (monikielinen)](course)\n- What period [Basics of Management and Organizations](course)\n- What study period [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu syksyllä 2019)](course)\n- What study period is [Osallistuminen opiskelijavaihtoon](course) in\n- What period will [Korkeakoulujen rahoitus ja talous - Harjoitustyö](course) begin\n- [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](course) period\n- Is [Kandidaatintutkielmaseminaari - Seminaari](course) this period\n- Which period is [Master's Thesis Seminar (2nd year students)](course)\n- Which period will [Kirjallisuudentutkijan työkalupakki tieteellisiin kertomuksiin](course) begin\n- What period will [Hallintotieteen teoriat ja käsitteet](course) begin\n- [Ainedidaktinen tutkimus ja tutkiva opettajuus](course) curriculum\n- When is [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course) in the curriulum\n- The period of [Tutkimuspraktikum](course)\n- Study period of [Kohti matematiikan opettajuutta 2 (TTY)](course)\n- Semester [Orientation - General Orientation Course for International Students](course)\n- Which semester will [Tiedonhankinnan perusteet](course) start\n- Which semester is [Translation II Finnish-English](course)\n- Is [Tieteellisen artikkelin tehokas kirjoittaminen](course) this semester\n- What semester is [Master's Thesis Seminar (2nd year students)](course)\n- Academic term [Rahoitusoikeuden syventävä opintojakso - kirjatentti](course)\n- Which academic term will [Johdatus visuaaliseen kulttuuriin](course) begin\n- Which academic term is [Orientoivat opinnot - HOPS1](course)\n- [Suullinen viestintä / Mündliche Kommunikation](course) academic term\n- Which semester will [Asevelvollisuus Suomessa ja kansainvälisesti](course) begin\n- The period of [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](course)\n- The semester of [Global politics of gender](course)\n- The academic term of [Behavioral Finance](course)\n- The quarter of [Vähittäiskaupan konseptit](course)\n- Which quarter is [Tilinpäätösanalyysi](course)\n- What is the quarter of [Medioitu vuorovaikutus](course)\n- Which quarter will [Basics of Project Management](course) begin\n- I want to know which semester will [Sosiologia (verkkokurssi)](course) start\n- I want to know which semester is [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- I want to know the study period of [Rahatalous](course)\n- I want to know the academic term for [Bioinformatics project](course)- Period [KATTAP11](course)\n- Semester [Parametric and Non-Parametric Statistics](course)\n- Quarter [Master's Seminar and Thesis](course)\n- Academic term [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- [Epidemiology Journal Club](course) semester\n- [Marketing Communications](course) academic term\n- [Kirjallinen viestintä I/Skriftlig kommunikation I](course) quarter\n- This semester [Yhteisöllinen oppiminen ja ohjaus - Seminaari](course)\n- What period [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course)\n- What study period [Kick-start to Biomedical Technology](course)\n- What study period is [Pro gradu -seminaari ja -tutkielma](course) in\n- What period will [Writing the Nation](course) begin\n- [Julkaisun visuaalisuus: Taitto](course) period\n- Is [Julkisoikeuden syventävä tutkimusjakso](course) this period\n- Which period is [Terveystieteiden tilastolliset tutkimusmenetelmät](course)\n- Which period will [Mediakulttuurit / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) begin\n- What period will [Tiimi toimii - puheviestinnän syventävä kurssi (1.-2.periodi)](course) begin\n- [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](course) curriculum\n- When is [Understanding Legal Regulation of Business](course) in the curriulum\n- The period of [Julkisuuden tuottamisen käytännöt](course)\n- Study period of [Valinnainen jakso: Radioprojekti (kevät)](course)\n- Semester [Kielioppi I (suomenkieliset opiskelijat)](course)\n- Which semester will [Verkostoitunut maailma](course) start\n- Which semester is [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- Is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kirjoittaminen ja käsitteellistäminen tieteellisenä menetelmänä](course) this semester\n- What semester is [Musiikki - Musiikkikasvatuksen perusteet 1- 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- Academic term [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- Which academic term will [Espanja I](course) begin\n- Which academic term is [Johtaminen ja organisaatiot I (kirjallisuus)](course)\n- [Työmarkkinat, työvoiman käyttö ja työllisyysturva](course) academic term\n- Which semester will [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, slk18](course) begin\n- The period of [Vakuutustoiminnan periaatteet ja johtaminen](course)\n- The semester of [Tutkijan työpaja](course)\n- The academic term of [Erikoiskurssi](course)\n- The quarter of [Opetussuunnitelmateoria, kirjatentti](course)\n- Which quarter is [Eläimet työssä](course)\n- What is the quarter of [Stem Cells Laboratory Course](course)\n- Which quarter will [Äkilliset traumaattiset kriisit ja niiden käsittely](course) begin\n- I want to know which semester will [Tekninen ihmisyys](course) start\n- I want to know which semester is [Lain ja hallinnon käännösviestinnän seminaari ranska-suomi](course)\n- I want to know the study period of [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- I want to know the academic term for [Pohjoismaiden yhteiskuntaolot ja kulttuurit](course)- Period [KATTAP11](course)\n- Semester [Genetics and Pathogenesis of Common Killers](course)\n- Quarter [Lokalisoinnin peruskurssi](course)\n- Academic term [Sosiaalityön toimintaympäristöt](course)\n- [Visuaalisen kulttuurin syventymiskohde - Seminaari](course) semester\n- [Doctoral Studies](course) academic term\n- [Health systems and health in developing Asia: India, China, and North Korea](course) quarter\n- This semester [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](course)\n- What period [Fördjupad kurs i skriftlig och muntlig affärskommunikation](course)\n- What study period [Open Educational Resources - Lectures, seminars etc. in other universities or institutions](course)\n- What study period is [Nuorten ja aikuisten mielenterveyden arviointi](course) in\n- What period will [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](course) begin\n- [Persoonallisuuspsykologia I](course) period\n- Is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen OPETUS PERUUTETTU](course) this period\n- Which period is [Poliittiset ongelmat ja niiden muuttuvat kontekstit](course)\n- Which period will [Terveystaloustieteen tohtorikoulutussemiaari](course) begin\n- What period will [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course) begin\n- [Ryhmät ja ryhmien väliset suhteet](course) curriculum\n- When is [Paikallisen hallinnan teoriat - Lukupiiri](course) in the curriulum\n- The period of [Yrityksen taloustieteellisen tutkimuksen perusteet](course)\n- Study period of [Muu valinnainen kurssi](course)\n- Semester [Orientaatio yhteiskuntatutkimuksen opintoihin](course)\n- Which semester will [Latinan kielen alkeiskurssi](course) start\n- Which semester is [Simultaanitulkkaus I venäjä-suomi-venäjä](course)\n- Is [Työ- ja virkamiesoikeus](course) this semester\n- What semester is [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](course)\n- Academic term [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Which academic term will [Journalismin perusteet, luennot](course) begin\n- Which academic term is [Tiivistämisen taito](course)\n- [Liike- ja työsopimukset](course) academic term\n- Which semester will [Käännösviestintä suomi-ruotsi/Översättning finska-svenska](course) begin\n- The period of [Moniammatilliset johtamisopinnot](course)\n- The semester of [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](course)\n- The academic term of [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](course)\n- The quarter of [Valinnainen jakso: Valokuva historian tekijänä - työpaja](course)\n- Which quarter is [Vaikuttaminen ja argumentointi](course)\n- What is the quarter of [Managing e-commerce; Consumers and Community Perspective](course)\n- Which quarter will [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course) begin\n- I want to know which semester will [Viestinnän etiikka - verkkokurssi](course) start\n- I want to know which semester is [Introduction to Web Publishing (Tampere Summer School 2018)](course)\n- I want to know the study period of [Liike-elämän ruotsia I](course)\n- I want to know the academic term for [Vertaisohjaus tietojenkäsittelytieteissä](course)- Period [KATTAP11](course)\n- Semester [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](course)\n- Quarter [Tekstiklinikka tutkielman kirjoittajille](course)\n- Academic term [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](course)\n- [Kuvataiteen perusteet - 1.vsk](course) semester\n- [Tutkiva ja kehittävä opettaja](course) academic term\n- [Tilastotieteen matriisilaskenta ja laskennalliset menetelmät](course) quarter\n- This semester [Euroopan unioni (kirjatentti/essee)](course)\n- What period [Seminaari II / Seminar II](course)\n- What study period [Lokalisoinnin peruskurssi](course)\n- What study period is [Tilinpäätösanalyysi](course) in\n- What period will [Kandidaatintutkielma ja seminaari, kevät 2019](course) begin\n- [Environment and Well-Being](course) period\n- Is [Tragedy of the Commons? Problems and Solutions](course) this period\n- Which period is [Cultural Conversations](course)\n- Which period will [Historian määrällisen tiedon esittäminen](course) begin\n- What period will [Intercultural Communication](course) begin\n- [Käännös suomi-espanja I/Traducción finés-español I](course) curriculum\n- When is [Kestävän kehityksen johdantojakso](course) in the curriulum\n- The period of [Tieteellinen kirjoittaminen (SOC)](course)\n- Study period of [Aikuiskasvatus ja työelämä - Seminaari ja lukupiiri (II-III per.) TAI kirjatentti (slk ja klk)](course)\n- Semester [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](course)\n- Which semester will [Puheviestinnän tutkimuskurssi](course) start\n- Which semester is [All You Wanted to Know about Elections - But Never Dared to Ask (POMLFCS1)](course)\n- Is [Liike-elämän ruotsia I / näyttökoe (AHOT)](course) this semester\n- What semester is [Persoonallisuuspsykologia II](course)\n- Academic term [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course)\n- Which academic term will [Kielen variaatio](course) begin\n- Which academic term is [Literary Theory and Methodology](course)\n- [Perusharjoittelu A - Ohjattu opetusharjoittelu](course) academic term\n- Which semester will [Tieteellinen kirjoittaminen / Wissenschaftliches Schreiben](course) begin\n- The period of [Algorithmic Problem Solving](course)\n- The semester of [Internet ja vuorovaikutteinen media (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](course)\n- The academic term of [Johdatus hallintotieteeseen](course)\n- The quarter of [Valtio-opin teoriat (kirjatentti/essee)](course)\n- Which quarter is [Kuntien ja alueiden kansainväliset hallintasuhteet](course)\n- What is the quarter of [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](course)\n- Which quarter will [Historian määrällisen tiedon esittäminen](course) begin\n- I want to know which semester will [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (ryhmät)](course) start\n- I want to know which semester is [Hydrogel Journal Club](course)\n- I want to know the study period of [Introduction to Academic English (diverse learners)](course)\n- I want to know the academic term for [Julkisorganisaation talouden suunnittelu ja päätöksenteko](course)- Period [KATTAP11](course)\n- Semester [Parties, Elections and Political Participation (book exam/essay)](course)\n- Quarter [Ranska eilen, tänään ja huomenna](course)\n- Academic term [Ajankohtaiset ilmiöt hallintotieteissä](course)\n- [Verkkomedian suunnittelu](course) semester\n- [Vuorovaikutuksen perusteet - verkkokurssina I](course) academic term\n- [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course) quarter\n- This semester [Saksankielisten maiden kulttuurihistoria / Kulturgeschichte der deutschsprachigen Länder](course)\n- What period [Teknologiat ja materiaalisuus terveyskysymyksissä](course)\n- What study period [Biostatistiikka ja tilastollinen tietojenkäsittely](course)\n- What study period is [Tieteellisen artikkelin tehokas kirjoittaminen](course) in\n- What period will [Re-Thinking Value Creation](course) begin\n- [Johdatus taloushallintoon](course) period\n- Is [Comparative Education - Lectures in English (spring) or book exam in English (autumn and spring)](course) this period\n- Which period is [Sopimusoikeus](course)\n- Which period will [Vuorovaikutus ja tekstit S2-näkökulmasta](course) begin\n- What period will [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmät 1-3)](course) begin\n- [Research seminar for postgraduate studies](course) curriculum\n- When is [Kielioppi II](course) in the curriulum\n- The period of [Tilastomenetelmien perusteet, iltaryhmä](course)\n- Study period of [Latinalaisen amerikan lähihistoria ja kirjallisuus/Historia y literature contemporáneas de Latinoamérica](course)\n- Semester [Orientation - General Orientation Course for International Students](course)\n- Which semester will [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](course) start\n- Which semester is [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- Is [Kielitieteen historia ja tutkimussuunnat](course) this semester\n- What semester is [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- Academic term [Literature and Change after 1900 (American Literature)](course)\n- Which academic term will [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course) begin\n- Which academic term is [Ääntämisharjoituksia](course)\n- [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](course) academic term\n- Which semester will [Tutkimustyön perusteet (kevät, optio ryhmälle)](course) begin\n- The period of [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course)\n- The semester of [Tulkin oikeustieto I](course)\n- The academic term of [Vuorovaikutusprosessit työelämän tilanteissa (monimuoto-opetus)](course)\n- The quarter of [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- Which quarter is [Finnish Advanced Course 2 (taught in Finnish)](course)\n- What is the quarter of [Identity Conflicts in the Arab Worlds](course)\n- Which quarter will [Poliittiset prosessit (kirjatentti/essee)](course) begin\n- I want to know which semester will [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) start\n- I want to know which semester is [Introduction to Big Data Processing](course)\n- I want to know the study period of [Johdatus oikeusjärjestykseen (verkkokurssi)](course)\n- I want to know the academic term for [Orientaatio sosiaalityön opintoihin](course)- Period [KATTAP11](course)\n- Semester [Visuaalisen kulttuurin teoria - lukupiiri ja essee](course)\n- Quarter [Dialogue: Constructive Talk at Work](course)\n- Academic term [Sosiaalioikeus I](course)\n- [Henkilöriskien vakuuttaminen](course) semester\n- [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](course) academic term\n- [Verkkomedian suunnittelu - verkkokurssi](course) quarter\n- This semester [Mathematics and statistics for bioinformatics](course)\n- What period [Communication écrite/Kirjallinen viestintä](course)\n- What study period [Tieteellinen kirjoittaminen / Wissenschaftliches Schreiben](course)\n- What study period is [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](course) in\n- What period will [Orientation Day for International Doctoral Researchers](course) begin\n- [Seminaari I, kandidaatintutkielma ja kypsyysnäyte](course) period\n- Is [Poliittiset prosessit (kirjatentti/essee)](course) this period\n- Which period is [Venäjä III](course)\n- Which period will [Lasten oikeuspsykologia](course) begin\n- What period will [Venäjä IV](course) begin\n- [Immunologian perusteet](course) curriculum\n- When is [Postcolonial Literature](course) in the curriulum\n- The period of [Tieteellinen kirjoittaminen](course)\n- Study period of [European Public Law](course)\n- Semester [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- Which semester will [Economics and the Business Environment](course) start\n- Which semester is [Scientific Writing - Module A - Writing Clinic](course)\n- Is [Musiikki - Musiikkikasvatuksen perusteet 1- 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) this semester\n- What semester is [Sosiaalityö terveydenhuollossa](course)\n- Academic term [Aikuisten mielenterveysinterventiot](course)\n- Which academic term will [Äänne- ja muoto-oppi](course) begin\n- Which academic term is [Kielen käyttö I](course)\n- [Literary Theory and Methodology](course) academic term\n- Which semester will [Terveystiedon perusteet](course) begin\n- The period of [Seminaari II](course)\n- The semester of [Teoria perhehoitotieteessä](course)\n- The academic term of [Ainedidaktiikka I](course)\n- The quarter of [Networks in Service Business](course)\n- Which quarter is [Farmakologisen biologian perusteet](course)\n- What is the quarter of [Legal English](course)\n- Which quarter will [Oikeustulkkaus I/II (monikielinen)](course) begin\n- I want to know which semester will [Terveystieteiden orientoivat tohtoriopinnot](course) start\n- I want to know which semester is [Kaunokirjallinen kääntäminen venäjä-suomi](course)\n- I want to know the study period of [Tieteellinen kirjoittaminen](course)\n- I want to know the academic term for [Behavioraalinen ja psykologinen taloustiede](course)- Period [KATTAP11](course)\n- Semester [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course)\n- Quarter [Julkiset rahoitusjärjestelmät](course)\n- Academic term [Orientaatio filosofian tutkinto-ohjelman opintoihin](course)\n- [Syventävä projekti, keväällä 2018 alkanut](course) semester\n- [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](course) academic term\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Research methods in education policy](course) quarter\n- This semester [Ekonometrian jatkokurssi](course)\n- What period [Orientoivat opinnot - Alkuorientaatio](course)\n- What study period [Cultural Conversations](course)\n- What study period is [Tieteellinen kommunikaatio ja bibliometriikka](course) in\n- What period will [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (2. periodi)](course) begin\n- [Moniammatilliset oppimisyhteisöt - Seminaari](course) period\n- Is [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course) this period\n- Which period is [Poliittisen sosiologian käsitteet ja tutkimukset](course)\n- Which period will [The Theory and Method of International Relations (theory) (book exam)](course) begin\n- What period will [Cultural Conversations](course) begin\n- [Kielioppi I / Grammatik I](course) curriculum\n- When is [Työhyvinvointi (itsenäinen suoritustapa)](course) in the curriulum\n- The period of [Terveys, arki ja toimijuus, kirjatentti](course)\n- Study period of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kirjoittaminen ja käsitteellistäminen tieteellisenä menetelmänä](course)\n- Semester [Hoitotieteen tohtorikoulutusseminaari](course)\n- Which semester will [Suurvalta kriiseissä: näkökulmia Venäjän historiaan 1700-luvulta 1900-luvulle](course) start\n- Which semester is [Gender in Society](course)\n- Is [Public Financial Management and Evolving Administrative Structures](course) this semester\n- What semester is [Cultural Transitions](course)\n- Academic term [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- Which academic term will [Kehittyminen johtajaksi terveydenhuollossa](course) begin\n- Which academic term is [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](course)\n- [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](course) academic term\n- Which semester will [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course) begin\n- The period of [Laaja-alaistava harjoittelu - Opetus- ja koulutushallinnon luennot](course)\n- The semester of [Kansainväliset vakuutusmarkkinat ja jälleenvakuutus](course)\n- The academic term of [Näkökulmia kääntämiseen - Käännös-, rakenne- ja sanastoharjoitukset I / Perspektiven auf Übersetzen](course)\n- The quarter of [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](course)\n- Which quarter is [Professional Writing (online course)](course)\n- What is the quarter of [Aktuelle Texte aus Presse und Studium](course)\n- Which quarter will [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 9.11.2018](course) begin\n- I want to know which semester will [Terveys ja talous](course) start\n- I want to know which semester is [Oikeustieteellinen tutkimus](course)\n- I want to know the study period of [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course)\n- I want to know the academic term for [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)- Period [KATTAP11](course)\n- Semester [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](course)\n- Quarter [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](course)\n- Academic term [KEB-61430 Laaja kemia 3](course)\n- [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](course) semester\n- [Introduction to Academic English (diverse learners)](course) academic term\n- [Asiantuntijan ja esimiehen työelämätaidot](course) quarter\n- This semester [Talous ja yhteiskunta](course)\n- What period [Populaarikulttuuri ja -kirjallisuus](course)\n- What study period [Tutkijan työpaja](course)\n- What study period is [The Theory and Method of International Relations (seminar) (book exam)](course) in\n- What period will [Julkisen talousjohtamisen tutkimusotteet](course) begin\n- [Distributed Systems](course) period\n- Is [Johtamisviestintä](course) this period\n- Which period is [Kandidaattitutkielma ja seminaari (matematiikka) - seminaari](course)\n- Which period will [Parties, Elections and Political Participation (book exam/essay)](course) begin\n- What period will [Radiojournalismi](course) begin\n- [Sukupuolentutkimus](course) curriculum\n- When is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteisopetusta avoimen yo:n kanssa](course) in the curriulum\n- The period of [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- Study period of [Julkistalouden jatkokurssi](course)\n- Semester [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- Which semester will [Orientoiva tutkielmaseminaari](course) start\n- Which semester is [Hoitotiede ja näytön ohjaama toiminta](course)\n- Is [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course) this semester\n- What semester is [Sosiaalioikeus](course)\n- Academic term [Maisteriopintojen esittely - CBDA](course)\n- Which academic term will [Konfliktinratkaisu (kirjatentti/essee)](course) begin\n- Which academic term is [Tiedonhankintataidot - Tiedonhankintataidot II - Tiedonhankinnan syventäminen](course)\n- [Kehittävä asiantuntijatyö organisaatioissa](course) academic term\n- Which semester will [Saksa IV](course) begin\n- The period of [Terveyden ja mielenterveyden psykologia I (avoin yliopisto)](course)\n- The semester of [Yritysetiikka (verkkokurssi)](course)\n- The academic term of [Julkisorganisaation talouden suunnittelu ja päätöksenteko](course)\n- The quarter of [Multidisciplinary Games and Internet Research](course)\n- Which quarter is [Journalistinen kieli - Tekstinhuolto](course)\n- What is the quarter of [Introduction to Corporate Social Responsibility](course)\n- Which quarter will [Software Engineering](course) begin\n- I want to know which semester will [Kandidaattiseminaari (JATKAVA, Vahtikari)](course) start\n- I want to know which semester is [Verotusmenettely ja oikeusturva verotuksessa](course)\n- I want to know the study period of [Introduction to Academic English / RPL (näyttökoe)](course)\n- I want to know the academic term for [Vapaaehtoistyö / Voluntary Work](course)- Period [KATTAP11](course)\n- Semester [Saksan kielen valmentava kurssi - Interkulturelles Training](course)\n- Quarter [Political Economy](course)\n- Academic term [Lineaarialgebra 1B](course)\n- [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course) semester\n- [Terveystiedon sisällöt (sähköinen tentti)](course) academic term\n- [Multidisciplinary Games and Internet Research](course) quarter\n- This semester [Pakolaisuus, tila ja hallinta](course)\n- What period [Lähtötasokoe](course)\n- What study period [Tutkimusprosessin hallinta tohtoriopinnoissa](course)\n- What study period is [Kandidaattiseminaari (Mustakallio)](course) in\n- What period will [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course) begin\n- [Sosiaalinen kognitio](course) period\n- Is [Talousviestintä / Wirtschaftskommunikation](course) this period\n- Which period is [Student Exchange - courses completed in foreign universities 2-8 ECTS](course)\n- Which period will [Organisation Theory and Analysis](course) begin\n- What period will [Tutkimus ja teoria](course) begin\n- [Syventävä projekti, keväällä 2018 alkanut](course) curriculum\n- When is [Tilinpäätös- ja verosuunnittelu](course) in the curriulum\n- The period of [Tekstin ymmärtäminen III](course)\n- Study period of [Orientoiva tutkielmaseminaari](course)\n- Semester [Poverty in the world: Hunger, inequalities and action](course)\n- Which semester will [Environmental History and Cultural Ecology of Russia (VENS20)](course) start\n- Which semester is [Opetus, ohjaus, oppiminen, monimuoto-opetus](course)\n- Is [Tulkin työkalupakki](course) this semester\n- What semester is [Mental Health Research: Using the Knowledge and Adding to it](course)\n- Academic term [Individual project course](course)\n- Which academic term will [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](course) begin\n- Which academic term is [Työyhteisöjen muutos ja kehittäminen](course)\n- [Pedagoginen harjoittelu / Varhaiskasvatus](course) academic term\n- Which semester will [Introduction to Bayesian Analysis 1](course) begin\n- The period of [Puheviestinnän tutkimuskurssi](course)\n- The semester of [Managing industrial e-business and B2B](course)\n- The academic term of [Media maailmassa - verkkokurssi](course)\n- The quarter of [Kirjallisuuden analyysi/Analiz hudozhestvennoj literatury](course)\n- Which quarter is [Toiminta, tulkinta ja tieto](course)\n- What is the quarter of [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu keväältä 2018)](course)\n- Which quarter will [Konfliktinratkaisu (kirjatentti/essee)](course) begin\n- I want to know which semester will [Ympäristöpolitiikan vaikutuskeinot](course) start\n- I want to know which semester is [SOTEPO - Tohtorikoulutusseminaari (Sos.- ja terv.pol., tervh.tutk., terv.huollon joht.)](course)\n- I want to know the study period of [Taloustieteen matematiikan jatkokurssi](course)\n- I want to know the academic term for [Terveystiedon didaktiikan perusteet](course)- Period [KATTAP11](course)\n- Semester [Terveyden edistämisen perusteet](course)\n- Quarter [Making sense of globalization - Theorizing beyond the nation-state - seminar](course)\n- Academic term [Media Landscape in Russia: Regional Perspective](course)\n- [Valinnainen jakso: Valokuva historian tekijänä - työpaja](course) semester\n- [Julkisen talousjohtamisen näkökulmia](course) academic term\n- [KV-tuutorina toimiminen](course) quarter\n- This semester [Study Skills and Personal Study Planning - Basics of Information Literacy](course)\n- What period [Satututkimuksen lukupiiri](course)\n- What study period [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](course)\n- What study period is [Tulkin työkalupakki](course) in\n- What period will [Tutkimusprosessin hallinta tohtoriopinnoissa](course) begin\n- [Kognitiivinen neurotiede I (avoin yliopisto)](course) period\n- Is [Puheen ja äänen harjoitusmenetelmät](course) this period\n- Which period is [Media, Race and Society](course)\n- Which period will [Sosiaalisen median yhteisöt: menetelmällisiä ratkaisuja määrällisestä laadulliseen](course) begin\n- What period will [Orientaatio maisteriopintoihin](course) begin\n- [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) curriculum\n- When is [Ethnographic Research](course) in the curriulum\n- The period of [PhD by publication: writing integrative chapter](course)\n- Study period of [Tutkimusprosessin hallinta tohtoriopinnoissa](course)\n- Semester [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Tiedonhankinnan perusteet](course)\n- Which semester will [Johdatus taloushallintoon](course) start\n- Which semester is [Monikielisyys ja -kulttuurisuus](course)\n- Is [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), syksy](course) this semester\n- What semester is [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](course)\n- Academic term [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaryhmä](course)\n- Which academic term will [Usean muuttujan integraalilaskenta](course) begin\n- Which academic term is [Konsernitilinpäätös I](course)\n- [Vanhat ja uudet klassikot (kirjatentti/essee)](course) academic term\n- Which semester will [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course) begin\n- The period of [Seminaari II](course)\n- The semester of [Seminaari II / Seminar II](course)\n- The academic term of [SOS6.2.3 Työelämän vuorovaikutus](course)\n- The quarter of [Human Rights Law](course)\n- Which quarter is [Seminaari (Nikunen) jatkuu keväältä](course)\n- What is the quarter of [Liikuntatuutorina toimiminen / Sports Tutoring](course)\n- Which quarter will [Kirjallisuuden opettaminen](course) begin\n- I want to know which semester will [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) start\n- I want to know which semester is [Johdatus viestinnän tutkimukseen ja analyysiin](course)\n- I want to know the study period of [Biotechnical product development](course)\n- I want to know the academic term for [Kansainvälinen talous](course)- Period [KATTAP11](course)\n- Semester [Maailmanloppu nyt. Ja ennen.](course)\n- Quarter [Tilastotieteen johdantokurssi, syksy](course)\n- Academic term [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](course)\n- [Study Skills and Personal Study Planning - Basics of Information Literacy](course) semester\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja luokanopettajaopiskelijat](course) academic term\n- [Aikuiskasvatus ja työelämä, kirjatentti slk tai klk](course) quarter\n- This semester [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](course)\n- What period [Asiakassuhde ja haastattelu](course)\n- What study period [Kilpailuoikeuden syventävä opintojakso - kirjatentti](course)\n- What study period is [Finlaysonin kielimaailmat](course) in\n- What period will [ABC of Scientific Communication](course) begin\n- [Ääntämisharjoituksia](course) period\n- Is [Student supervision in computer sciences](course) this period\n- Which period is [Saksa IV](course)\n- Which period will [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](course) begin\n- What period will [Sosiaalitieteiden teoria I - SOS5b luennot](course) begin\n- [Internet ja vuorovaikutteinen media](course) curriculum\n- When is [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course) in the curriulum\n- The period of [Syventävä metodologia - Luennot](course)\n- Study period of [Yhteisö, terveys ja sairaus](course)\n- Semester [Konsernitilinpäätös I](course)\n- Which semester will [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course) start\n- Which semester is [Kirjallisuuden teoria - Kirjallisuustieteen klassikoita](course)\n- Is [Valtio-opin maisteriseminaari](course) this semester\n- What semester is [Research on Public Management and Organizations](course)\n- Academic term [Finnish Elementary Course 1 (taught in 3. period)](course)\n- Which academic term will [Structure of English II - Phonology and Pronunciation II](course) begin\n- Which academic term is [Terveystieteiden laadulliset tutkimusmenetelmät (hoitotieteen opiskelijat), Seinäjoki](course)\n- [African and Black Diaspora Studies Research Seminar](course) academic term\n- Which semester will [The Study of World Politics (book exam/essay)](course) begin\n- The period of [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](course)\n- The semester of [Tutkimustyötä tukevat tohtoriopinnot (tietojenkäsittelyoppi)](course)\n- The academic term of [Recommender Systems](course)\n- The quarter of [Analyysi A](course)\n- Which quarter is [European, Eurasian and Global Energy Policies](course)\n- What is the quarter of [Study Skills and Personal Study Planning - Basics of Information Literacy](course)\n- Which quarter will [Espanjan kielioppi II/Gramática española II](course) begin\n- I want to know which semester will [English Word Formation](course) start\n- I want to know which semester is [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](course)\n- I want to know the study period of [History of English](course)\n- I want to know the academic term for [Dialogitulkkaus](course)- Period [KATTAP11](course)\n- Semester [Visuaalisen journalismin perusteet, luennot](course)\n- Quarter [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](course)\n- Academic term [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course)\n- [Tiede ja teknologia -tutkimusseminaari](course) semester\n- [Kansainväliset vakuutusmarkkinat ja jälleenvakuutus](course) academic term\n- [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](course) quarter\n- This semester [Poliittiset aatteet ja ideologiat](course)\n- What period [Ranska II](course)\n- What study period [Second Language Acquisition](course)\n- What study period is [Lasten ja nuorten neuropsykologien kuntoutus](course) in\n- What period will [Varhaisiän musiikkikasvatus / Harjoitukset - 2.vsk](course) begin\n- [Scientific Writing - Module A - Writing Clinic](course) period\n- Is [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](course) this period\n- Which period is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course)\n- Which period will [Johdatus kaunokirjalliseen kääntämiseen](course) begin\n- What period will [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](course) begin\n- [Neurocomputing](course) curriculum\n- When is [Introduction to computational biology](course) in the curriulum\n- The period of [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](course)\n- Study period of [Poliittiset prosessit (kirjatentti/essee)](course)\n- Semester [Study Skills - Basics of Information Literacy](course)\n- Which semester will [Sopimusoikeus](course) start\n- Which semester is [Kasvatustieteiden perusopinnot lukuvuonna 2018-2019 - yhteinen johdantoluento](course)\n- Is [Monikieliset tekstikorpukset (verkkokurssi)](course) this semester\n- What semester is [Lasten oikeuspsykologia](course)\n- Academic term [Basics I: Basics of Czech language II](course)\n- Which academic term will [Tekninen kirjoittaminen (suomi)](course) begin\n- Which academic term is [Teaching, Pedagogical Facilitating, Learning](course)\n- [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](course) academic term\n- Which semester will [Lasten monipaikkainen asuminen](course) begin\n- The period of [Toisen kielen oppiminen ja opetus](course)\n- The semester of [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](course)\n- The academic term of [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](course)\n- The quarter of [Statistics Workshop](course)\n- Which quarter is [Merkitys](course)\n- What is the quarter of [Kansainvälinen yhteisö (kirjatentti/essee)](course)\n- Which quarter will [Laskentatoimen teoria ja IFRS II](course) begin\n- I want to know which semester will [Hallinto-oikeuden syventävä jakso](course) start\n- I want to know which semester is [Tutkimustyötä tukevat tohtoriopinnot (matematiikka)](course)\n- I want to know the study period of [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](course)\n- I want to know the academic term for [Tila, teknologia ja toiminta - essee](course)- Period [KATTAP11](course)\n- Semester [ABC of Scientific Communication](course)\n- Quarter [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- Academic term [Orientoivat opinnot - Orientoivat opinnot](course)\n- [Tilastollisen tutkimuksen perusteet](course) semester\n- [Ranska II](course) academic term\n- [Sustainable business practices (Independent study)](course) quarter\n- This semester [Ranskan kirjallisuus II / Littérature française II](course)\n- What period [Media and Globalization - Lectures + essay](course)\n- What study period [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course)\n- What study period is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Diskurssianalyysi](course) in\n- What period will [Media maailmassa - verkkokurssi](course) begin\n- [Simultaanitulkkaus I saksa-suomi-saksa](course) period\n- Is [Terve ja sairas ihminen](course) this period\n- Which period is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course)\n- Which period will [Orientaatio filosofian tutkinto-ohjelman opintoihin](course) begin\n- What period will [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](course) begin\n- [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](course) curriculum\n- When is [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](course) in the curriulum\n- The period of [Tutkimustyön perusteet - a) Tieteenfilosofia](course)\n- Study period of [Liiketoimintamallit](course)\n- Semester [Readings in Entrepreneurship](course)\n- Which semester will [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](course) start\n- Which semester is [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- Is [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course) this semester\n- What semester is [Sisäinen valvonta ja sisäinen tarkastus](course)\n- Academic term [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Which academic term will [Työ- ja organisaatiopsykologia II](course) begin\n- Which academic term is [Liikuntatuutorina toimiminen / Sports Tutoring](course)\n- [Audiovisuaalisen kääntämisen seminaari / Kuvailutulkkaus](course) academic term\n- Which semester will [Hands-on genetics](course) begin\n- The period of [Työn uusi järjestys ja aikuiskasvatus - Seminaari](course)\n- The semester of [Johdatus yritysjuridiikkaan](course)\n- The academic term of [Tila, teknologia ja toiminta: Lukuseminaari: Julkinen toiminta teknoyhteiskunnassa](course)\n- The quarter of [Kasvatus, koulutus ja yhteiskunta - Luennot ja kirjallisuus](course)\n- Which quarter is [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](course)\n- What is the quarter of [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course)\n- Which quarter will [Teoria- ja metodiopinnot](course) begin\n- I want to know which semester will [Political Ideologies (book exam)](course) start\n- I want to know which semester is [OASIS Key Master 2018-2019](course)\n- I want to know the study period of [Orientoivat opinnot ja HOPS](course)\n- I want to know the academic term for [Orientaatio yhteiskuntatutkimuksen opintoihin](course)- Period [KATTAP11](course)\n- Semester [Terveys ja talous](course)\n- Quarter [Filosofian tutkija- ja tohtorikoulutusseminaari](course)\n- Academic term [Markkinoinnin johtaminen ja organisointi](course)\n- [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Pori](course) semester\n- [Kääntäjän ja tulkin työelämätaidot](course) academic term\n- [Tiedonhankintataidot 3op - Tiedonhankintataidot I - Tiedonhankinnan perusteet](course) quarter\n- This semester [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](course)\n- What period [Suomet vieraina suussa](course)\n- What study period [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, II-periodi](course)\n- What study period is [Aluetalous ja kaupunkitalous](course) in\n- What period will [Finnish Society and Culture (spring)](course) begin\n- [Talouselämän käännösviestinnän seminaari suomi-saksa -](course) period\n- Is [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course) this period\n- Which period is [Genes and Genomes](course)\n- Which period will [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course) begin\n- What period will [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course) begin\n- [Kandidaattiseminaari (Aatsinki)](course) curriculum\n- When is [Palvelut ja hyvinvointivaltion murros](course) in the curriulum\n- The period of [Markkinoinnin ja myynnin perusteet](course)\n- Study period of [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](course)\n- Semester [Verkkomedian suunnittelu - verkkokurssi](course)\n- Which semester will [Pro gradu -seminaari ja -tutkielma (julkisoikeus)](course) start\n- Which semester is [Orientation and Study Planning](course)\n- Is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](course) this semester\n- What semester is [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](course)\n- Academic term [Making sense of globalization - Theorizing beyond the nation-state - seminar](course)\n- Which academic term will [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](course) begin\n- Which academic term is [Yliopistopedagogiikan perusteet](course)\n- [Keskiajan symboliikkaa -verkkokurssi](course) academic term\n- Which semester will [Terveyden edistäminen kansanterveystieteilijöille](course) begin\n- The period of [Writing for Research](course)\n- The semester of [Sosiaalipsykologinen ajattelu II](course)\n- The academic term of [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](course)\n- The quarter of [Perhe ja tunteet](course)\n- Which quarter is [Microfinance and development](course)\n- What is the quarter of [Tieteellinen kirjoittaminen](course)\n- Which quarter will [Ohjelmistotuotannon käytännöt](course) begin\n- I want to know which semester will [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course) start\n- I want to know which semester is [Terveys ja talous](course)\n- I want to know the study period of [Lukuteoria ja algebra opettajille -](course)\n- I want to know the academic term for [Johdatus kasvatuksen ja koulutuksen yhteiskunnalliseen ja kulttuuriseen tutkimukseen - Luennot ja luentopäiväkirja](course)- Period [KATTAP11](course)\n- Semester [Tiedon organisointi ja informaatioarkkitehtuuri](course)\n- Quarter [Johdatus yhteiskuntafilosofiaan](course)\n- Academic term [The Cancer Biology Journal Club](course)\n- [Intermediate studies in Computer Science in TUT](course) semester\n- [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](course) academic term\n- [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](course) quarter\n- This semester [Modernisoituva yhteiskunta](course)\n- What period [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](course)\n- What study period [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course)\n- What study period is [Dialogue: Constructive Talk at Work (Tampere Summer School 2018)](course) in\n- What period will [Language and Identity](course) begin\n- [Communication Skills in English - Speaking Practice](course) period\n- Is [Kandidaatin tutkielma ja seminaari (kurssi alkaa keväällä 2019 Hoitotieteen opiskelijoille)](course) this period\n- Which period is [Käännösviestintä ranska-suomi I / Traduction français-finnois I](course)\n- Which period will [Arvonlisäverotus](course) begin\n- What period will [Foundations of English Business Communication](course) begin\n- [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](course) curriculum\n- When is [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course) in the curriulum\n- The period of [Global Terrorism: Political Violence in a Global Age](course)\n- Study period of [Terveysteknologia](course)\n- Semester [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat( luennot)](course)\n- Which semester will [Kognitiivinen neurotiede II](course) start\n- Which semester is [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](course)\n- Is [Perusharjoittelu B - Ohjattu opetusharjoittelu](course) this semester\n- What semester is [Monimuuttujamenetelmien perusteet](course)\n- Academic term [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](course)\n- Which academic term will [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course) begin\n- Which academic term is [Introduction to Academic English / RPL (näyttökoe)](course)\n- [Markkinoinnin teoria](course) academic term\n- Which semester will [Vertaisohjaus tietojenkäsittelytieteissä](course) begin\n- The period of [Digitaalinen historia](course)\n- The semester of [Kokeellinen tiedonhaku](course)\n- The academic term of [Tutkiva ja kehittävä opettaja](course)\n- The quarter of [International Political Economy](course)\n- Which quarter is [Ranska III](course)\n- What is the quarter of [European Integration Theory and External Relations (book exam/essay)](course)\n- Which quarter will [Orientation to study in the Programme](course) begin\n- I want to know which semester will [Reportaasi](course) start\n- I want to know which semester is [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](course)\n- I want to know the study period of [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](course)\n- I want to know the academic term for [Johtamisen ja organisaatioiden perusteet](course)- Period [KATTAP11](course)\n- Semester [Verkkojulkaisemisen perusteet - syksy 2018](course)\n- Quarter [Finnish Elementary Course 3](course)\n- Academic term [Analyysi B](course)\n- [Organizational Behavior (Independent study, Spring 2019)](course) semester\n- [SOS6.2.3 Työelämän vuorovaikutus](course) academic term\n- [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) quarter\n- This semester [Johdatus länsimaiseen kirjallisuushistoriaan - harjoitukset](course)\n- What period [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- What study period [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](course)\n- What study period is [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](course) in\n- What period will [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](course) begin\n- [Introduction to International Criminal Justice System](course) period\n- Is [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, syksy 2018](course) this period\n- Which period is [Makrotalousteorian jatkokurssi I](course)\n- Which period will [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](course) begin\n- What period will [Orientoivat opinnot - Alkuorientaatio](course) begin\n- [Foundations of English Business Communication (RPL) / näyttökoe](course) curriculum\n- When is [Puheen ja äänen tutkimusharjoittelu - Projekti / käytännön työ](course) in the curriulum\n- The period of [Tila, teknologia ja toiminta - essee](course)\n- Study period of [Journalismin perusteet, harjoitukset](course)\n- Semester [Äänen häiriöt](course)\n- Which semester will [Käännösten suomi](course) start\n- Which semester is [Writing for Research (online course)](course)\n- Is [Kieli käyttöön/Språket i bruk](course) this semester\n- What semester is [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- Academic term [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course)\n- Which academic term will [Hoitotiede tieteenä](course) begin\n- Which academic term is [Algebra 1B](course)\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Näyttökoe](course) academic term\n- Which semester will [Johdatus historiantutkimukseen (verkkokurssi)](course) begin\n- The period of [Äkilliset traumaattiset kriisit ja niiden käsittely](course)\n- The semester of [Master's Thesis Seminar / Internet and Game Studies](course)\n- The academic term of [Tuutorvastaavana toimiminen / Being a tutor in charge](course)\n- The quarter of [Rekisteritutkimukset](course)\n- Which quarter is [Kuvan uudet muodot](course)\n- What is the quarter of [Sisäinen valvonta ja sisäinen tarkastus](course)\n- Which quarter will [Political Communication and Rhetoric (book exam/essay)](course) begin\n- I want to know which semester will [Yhteisöviestintä kunta- ja aluejohtamisessa](course) start\n- I want to know which semester is [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](course)\n- I want to know the study period of [Foreign Policy and Diplomacy (book exam/essay)](course)\n- I want to know the academic term for [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](course)- Period [KATTAP11](course)\n- Semester [Johdatus kunta- ja aluejohtamiseen](course)\n- Quarter [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course)\n- Academic term [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](course)\n- [Uskontojen antropologiaa](course) semester\n- [Talouselämän käännösviestinnän seminaari suomi-saksa -](course) academic term\n- [Molekyylibiologia](course) quarter\n- This semester [Kandidaatintutkielmaseminaari - Seminaari](course)\n- What period [Venäjä I](course)\n- What study period [Terve ja turvallinen kouluyhteisö](course)\n- What study period is [World society: National policies, global governance and transnational sociology](course) in\n- What period will [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), kevät](course) begin\n- [History of English](course) period\n- Is [Ranska I](course) this period\n- Which period is [International Business Law](course)\n- Which period will [Journal club](course) begin\n- What period will [Tieteellisen tiedonhankinnan perusteet (venäjä) -](course) begin\n- [Johdatus Suomen kirjallisuushistoriaan - harjoitukset](course) curriculum\n- When is [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](course) in the curriulum\n- The period of [Protein technology Laboratory Course A](course)\n- Study period of [Markkinointioikeuden oikeustaloustiede](course)\n- Semester [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](course)\n- Which semester will [Yhteiskunnan mittaaminen](course) start\n- Which semester is [Viestinnän ja median tutkimus](course)\n- Is [Kandidaatintutkielmaseminaari - Seminaari](course) this semester\n- What semester is [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](course)\n- Academic term [Kliininen neuropsykologia II](course)\n- Which academic term will [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](course) begin\n- Which academic term is [Käännös suomi-espanja I/Traducción finés-español I](course)\n- [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](course) academic term\n- Which semester will [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](course) begin\n- The period of [Budgeting and capital budgeting (online course)](course)\n- The semester of [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- The academic term of [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](course)\n- The quarter of [Introduction to Big Data Processing](course)\n- Which quarter is [Johdatus etiikkaan](course)\n- What is the quarter of [Viestinnän ja median tutkimus](course)\n- Which quarter will [Theory and practice of peaceful change: The Baltic Sea Region](course) begin\n- I want to know which semester will [Osallistuminen opiskelijavaihtoon](course) start\n- I want to know which semester is [Kandidaatintutkielmaseminaari - Seminaari](course)\n- I want to know the study period of [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](course)\n- I want to know the academic term for [Tieteellisen tiedonhankinnan perusteet (venäjä) -](course)- Period [KATTAP11](course)\n- Semester [Valinnainen jakso: Dokumenttikurssi](course)\n- Quarter [Academic writing and theory](course)\n- Academic term [Dramaturgia: Musikaalin dramaturgia](course)\n- [Johdatus historiantutkimukseen (verkkokurssi)](course) semester\n- [Doctoral course on health policy](course) academic term\n- [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](course) quarter\n- This semester [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](course)\n- What period [Kognitiivinen neurotiede I (avoin yliopisto)](course)\n- What study period [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course)\n- What study period is [Johdatus hallintotieteeseen](course) in\n- What period will [World society: National policies, global governance and transnational sociology](course) begin\n- [Käännösviestintä II englanti-suomi](course) period\n- Is [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) this period\n- Which period is [Human Rights Law](course)\n- Which period will [World society: National policies, global governance and transnational sociology](course) begin\n- What period will [Syventävä ammatillinen asiantuntijuus - Johdanto kehittämistyöhön -luentoseminaari, Pori](course) begin\n- [Johdatus viestintään ja mediaan - verkkokurssi](course) curriculum\n- When is [Performance management in public organizations](course) in the curriulum\n- The period of [Kiina III](course)\n- Study period of [Opetussuunnitelmateoria, kirjatentti](course)\n- Semester [Project Work (Spring term 2018)](course)\n- Which semester will [Courses in Computer Science in TUT](course) start\n- Which semester is [Managing Research Information](course)\n- Is [Väestön terveys](course) this semester\n- What semester is [Muu valinnainen kurssi](course)\n- Academic term [Orientoivat opinnot - Tiedonhankintataidot I](course)\n- Which academic term will [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](course) begin\n- Which academic term is [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course)\n- [Romanian kielen alkeet / Basic Course in Romanian](course) academic term\n- Which semester will [Käyttöliittymien perusteet](course) begin\n- The period of [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](course)\n- The semester of [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](course)\n- The academic term of [Dialogitulkkaus / Dialogdolmetschen](course)\n- The quarter of [Specialised International Relations Research Methods (book exam/essay)](course)\n- Which quarter is [Global Issues on Mental Health and Mental Health Services - Web course](course)\n- What is the quarter of [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](course)\n- Which quarter will [Tutkimustyön perusteet (kevät, optio ryhmälle)](course) begin\n- I want to know which semester will [Dialogue: Constructive Talk at Work](course) start\n- I want to know which semester is [Pro gradu -seminaari ja -tutkielma](course)\n- I want to know the study period of [Radiokääntäminen (saksa)](course)\n- I want to know the academic term for [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course)- Period [KATTAP11](course)\n- Semester [Johdatus sosiaaliantropologiaan -seminaari](course)\n- Quarter [Tiedon rajat](course)\n- Academic term [Opetusharjoittelu](course)\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](course) semester\n- [Laadullisen aineiston analysointi](course) academic term\n- [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course) quarter\n- This semester [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](course)\n- What period [Sosiaaliturvan ajankohtaisia kysymyksiä](course)\n- What study period [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](course)\n- What study period is [Integraation teoria ja EU:n päätöksenteko (kirjatentti/essee)](course) in\n- What period will [Esiintyminen](course) begin\n- [Tutkimusprosessin hallinta tohtoriopinnoissa](course) period\n- Is [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](course) this period\n- Which period is [Graduseminaari / Henttonen](course)\n- Which period will [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](course) begin\n- What period will [Terveyden edistämisen interventiot, Seinäjoki](course) begin\n- [Julkisen talousjohtamisen tietojärjestelmät](course) curriculum\n- When is [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](course) in the curriulum\n- The period of [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - Kasvatustieteellinen luku- ja kirjoitustaito](course)\n- Study period of [Aineenvaihdunta](course)\n- Semester [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](course)\n- Which semester will [Writing for Research (online course)](course) start\n- Which semester is [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Is [Lasten ja nuorten neuropsykologien kuntoutus](course) this semester\n- What semester is [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](course)\n- Academic term [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](course)\n- Which academic term will [Global politics of gender](course) begin\n- Which academic term is [Saksa IV](course)\n- [Työ- ja virkamiesoikeus](course) academic term\n- Which semester will [Sosiaalipsykologinen ajattelu II](course) begin\n- The period of [Murder and Representation](course)\n- The semester of [Orientaatio yhteiskuntatutkimuksen opintoihin](course)\n- The academic term of [Liikunnan projekti (5 op)](course)\n- The quarter of [Introduction to Finnish History](course)\n- Which quarter is [Finnish Elementary Course 4](course)\n- What is the quarter of [Julkistalouden jatkokurssi](course)\n- Which quarter will [Algorithmic Problem Solving](course) begin\n- I want to know which semester will [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](course) start\n- I want to know which semester is [Syventävä ammatillinen asiantuntijuus -](course)\n- I want to know the study period of [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](course)\n- I want to know the academic term for [Yksilön työhyvinvointi](course)- Period [KATTAP11](course)\n- Semester [Kehittyminen hoitotyön opettajaksi ja kouluttajaksi](course)\n- Quarter [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Academic term [Opintopiiri](course)\n- [Sosiologia (verkkokurssi)](course) semester\n- [Päätöksenteon etiikka](course) academic term\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Diskurssianalyysi](course) quarter\n- This semester [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](course)\n- What period [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course)\n- What study period [Eliittiteoriat ja -tutkimus](course)\n- What study period is [Bioinformatics tools (autumn 2018)](course) in\n- What period will [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](course) begin\n- [Introduction to Academic English (diverse learners)](course) period\n- Is [Seminaari (Seppänen) jatkuu keväältä](course) this period\n- Which period is [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](course)\n- Which period will [Johdatus viestintään ja mediaan - verkkokurssi](course) begin\n- What period will [Julkiset hankinnat](course) begin\n- [Fenomenologia](course) curriculum\n- When is [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](course) in the curriulum\n- The period of [Julkistalousoikeus](course)\n- Study period of [Monikielinen käännöstyöpaja](course)\n- Semester [Suullinen viestintä / Mündliche Kommunikation](course)\n- Which semester will [Writing for Publications](course) start\n- Which semester is [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](course)\n- Is [Translators' Cultural Competencies](course) this semester\n- What semester is [Scientific Writing - Module A - Writing Clinic](course)\n- Academic term [Oppimispelien käyttö ja evaluaatio](course)\n- Which academic term will [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course) begin\n- Which academic term is [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- [Moniammatillinen -klinikkaopetus](course) academic term\n- Which semester will [Current Approaches in Games and Internet Research](course) begin\n- The period of [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course)\n- The semester of [Tilastotieteen johdantokurssi, kevät](course)\n- The academic term of [Tieteellinen kirjoittaminen](course)\n- The quarter of [Tilastotieteen perusteet](course)\n- Which quarter is [Seminaari](course)\n- What is the quarter of [Kansainvälisen politiikan työseminaari - Luennot ja seminaari](course)\n- Which quarter will [Pohjoismaisten kielten lähtötasokoe](course) begin\n- I want to know which semester will [Tietorakenteet](course) start\n- I want to know which semester is [ABC of Scientific Communication](course)\n- I want to know the study period of [Research Ethics](course)\n- I want to know the academic term for [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](course)- Period [KATTAP11](course)\n- Semester [Työoikeuden syventävä opintojakso](course)\n- Quarter [Literature and Urban Space](course)\n- Academic term [Päätöksenteko lastensuojelussa](course)\n- [Valtio-opin teoriat (kirjatentti/essee)](course) semester\n- [Tekstianalyysi - Luennot](course) academic term\n- [Julkisen hallinnon reformit ja muutos](course) quarter\n- This semester [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course)\n- What period [Tekoälyn filosofia](course)\n- What study period [Kuvakulttuuri -](course)\n- What study period is [Venäjän kielen rakenne - Morfologia](course) in\n- What period will [Ohjatut asiakastyöt](course) begin\n- [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Harjoitukset - 1.vsk](course) period\n- Is [Päätöksenteon etiikka](course) this period\n- Which period is [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- Which period will [Johdatus viestinnän tutkimukseen ja analyysiin - verkkokurssi](course) begin\n- What period will [Kielen kehitys / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) begin\n- [Urban Ethnography: The Social, Political and Economic Dimensions of Marginalization](course) curriculum\n- When is [Pro gradu -seminaari ja -tutkielma](course) in the curriulum\n- The period of [Poliittinen viestintä: Eduskuntavaalit 2019](course)\n- Study period of [Ohjelmistotuotannon käytännöt](course)\n- Semester [Espanja IV](course)\n- Which semester will [Communication Skills in English - Speaking Practice](course) start\n- Which semester is [Saksa III](course)\n- Is [Methods of Variationist Linguistics](course) this semester\n- What semester is [MA Thesis Seminar](course)\n- Academic term [Kaikille avoin tutkijaseminaari](course)\n- Which academic term will [Yritysetiikka (verkkokurssi)](course) begin\n- Which academic term is [Innovation Project (2018-II)](course)\n- [Johdatus hoitotieteeseen](course) academic term\n- Which semester will [Molekyylibiologia](course) begin\n- The period of [Mitä oikeudenmukaisuus on?](course)\n- The semester of [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](course)\n- The academic term of [Kehityspsykologia I (avoin yliopisto)](course)\n- The quarter of [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](course)\n- Which quarter is [Suullinen viestintä II/Muntlig kommunikation II](course)\n- What is the quarter of [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course)\n- Which quarter will [Hallinto-oikeuden syventävä jakso](course) begin\n- I want to know which semester will [ATLAS.ti laadullisen analyysin tukena](course) start\n- I want to know which semester is [Syventävä projekti, syksyllä 2018 alkava](course)\n- I want to know the study period of [Identity and Lifecourse - Lectures, reading groups and essay](course)\n- I want to know the academic term for [Espanja IV](course)- Period [KATTAP11](course)\n- Semester [Sosiaalisen median ja vuorovaikutteisen median perusteet](course)\n- Quarter [Global Terrorism: Political Violence in a Global Age](course)\n- Academic term [Master's Thesis Seminar in Human-Technology Interaction (Starting Fall term)](course)\n- [Seminaari (Seppänen)](course) semester\n- [Popular Music and Politics](course) academic term\n- [Research seminar for postgraduate studies](course) quarter\n- This semester [Ranska eilen, tänään ja huomenna](course)\n- What period [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](course)\n- What study period [Kandidaattiseminaari (Mustakallio)](course)\n- What study period is [Tuutorina toimiminen](course) in\n- What period will [Verkkojulkaiseminen](course) begin\n- [Nuorisotutkimuksen ajankohtaisia kysymyksiä](course) period\n- Is [Semantiikka ja pragmatiikka / Sémantique et pragmatique](course) this period\n- Which period is [Innovation Project (Spring term 2018-III)](course)\n- Which period will [Kehittävä asiantuntijatyö organisaatioissa](course) begin\n- What period will [Tutkielmakurssi (III)](course) begin\n- [Tekstianalyysi / Textanalyse](course) curriculum\n- When is [Hoitotiede tieteenä](course) in the curriulum\n- The period of [Communication écrite/Kirjallinen viestintä](course)\n- Study period of [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](course)\n- Semester [Vapaaehtoistyö - Osallistuminen vapaaehtoistyöhön](course)\n- Which semester will [Lausekielinen ohjelmointi II](course) start\n- Which semester is [Seminaari (Kunelius) jatkuu keväältä](course)\n- Is [Valtio-opin johdantokurssi (kirjatentti)](course) this semester\n- What semester is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](course)\n- Academic term [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course)\n- Which academic term will [Kandidaatintutkielmaseminaari - Seminaari](course) begin\n- Which academic term is [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- [Kandidaatintutkielmaseminaari - Seminaari](course) academic term\n- Which semester will [Inclusiveness in Local Innovation Environments](course) begin\n- The period of [Pohjoismaiden kirjallisuus/Nordisk litteratur](course)\n- The semester of [Psykologian tutkimusmenetelmät I (avoin yliopisto)](course)\n- The academic term of [Kandidaattiseminaari (JATKAVA, Nevala)](course)\n- The quarter of [Terveyden ja mielenterveyden psykologia II](course)\n- Which quarter is [Finnish Elementary Course 1 (taught in 1. period)](course)\n- What is the quarter of [Työhyvinvointi](course)\n- Which quarter will [Student Exchange - courses completed in foreign universities 2-8 ECTS](course) begin\n- I want to know which semester will [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](course) start\n- I want to know which semester is [Lähtötasokoe](course)\n- I want to know the study period of [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](course)\n- I want to know the academic term for [Kandidaattiseminaari ja tutkielma (yritysjuridiikka ja vero-oikeus)](course)- Period [KATTAP11](course)\n- Semester [Lapsen puheen ja kielen tutkimus ja kuntoutus](course)\n- Quarter [Specialized Optional Research Methodology: Action research](course)\n- Academic term [Maisteriopintojen esittely - CBDA](course)\n- [Romanian historia, yhteiskunta ja talouselämä / Romanian History, Society and Economy -](course) semester\n- [Vähittäiskaupan konseptit](course) academic term\n- [Sosiaalitieteiden teoria I - SOS5b luennot](course) quarter\n- This semester [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](course)\n- What period [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](course)\n- What study period [Poliittinen kommunikaatio ja retoriikka (kirjatentti/essee)](course)\n- What study period is [Scottish Literature](course) in\n- What period will [Johdatus asiakastyöhön](course) begin\n- [Research seminar for postgraduate studies](course) period\n- Is [Ulkopolitiikka ja diplomatia (kirjatentti/essee)](course) this period\n- Which period is [Experimental Research in Human-Technology Interaction](course)\n- Which period will [Ajankohtaisia kansanterveyskysymyksiä](course) begin\n- What period will [Learning difficulties and the challenges in schooling in multicultural settings: critical reflections on the role of teachers](course) begin\n- [Dialogue: Constructive Talk at Work](course) curriculum\n- When is [Ranskan kirjallisuus II / Littérature française II](course) in the curriulum\n- The period of [Saksa I](course)\n- Study period of [Comparative Education - book exam](course)\n- Semester [Kirjallisuuden teoria - Kirjallisuustieteen klassikoita](course)\n- Which semester will [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course) start\n- Which semester is [Julkisen talousjohtamisen tutkimusotteet](course)\n- Is [Jatkokoulutusseminaari](course) this semester\n- What semester is [Tiedonhaun kieliteknologia](course)\n- Academic term [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- Which academic term will [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](course) begin\n- Which academic term is [Ohjatut asiakastyöt](course)\n- [Kognitiivinen neurotiede II](course) academic term\n- Which semester will [Puolueet, vaalit ja poliittinen vaikuttaminen (kirjatentti/essee)](course) begin\n- The period of [Graduseminaari / Kekäläinen](course)\n- The semester of [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi](course)\n- The academic term of [SPSS:n perusteet, kevät](course)\n- The quarter of [Biostatistics](course)\n- Which quarter is [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course)\n- What is the quarter of [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Which quarter will [Kestävän kehityksen käytäntöjä](course) begin\n- I want to know which semester will [Comparative Education Policy](course) start\n- I want to know which semester is [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](course)\n- I want to know the study period of [Research Mobility for Doctoral Researchers](course)\n- I want to know the academic term for [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](course)- Period [KATTAP11](course)\n- Semester [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi](course)\n- Quarter [Media maailmassa - verkkokurssi](course)\n- Academic term [Eettinen johtajuus](course)\n- [Espanja III](course) semester\n- [Introduction to Web Publishing - Autumn 2018](course) academic term\n- [Orientation to study in the Programme](course) quarter\n- This semester [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](course)\n- What period [Kirjoitusviestintä / COMS](course)\n- What study period [Introduction to International Criminal Justice System](course)\n- What study period is [Implementation and Evaluation of Public Policies](course) in\n- What period will [Audiovisuaalisen kääntämisen seminaari / Kuvailutulkkaus](course) begin\n- [Johdatus kulttuurisosiologiaan](course) period\n- Is [Re-Thinking Value Creation](course) this period\n- Which period is [Sosiaalityön peruskurssi (kirjatentti)](course)\n- Which period will [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](course) begin\n- What period will [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](course) begin\n- [Interview as a means of data generation](course) curriculum\n- When is [Orientoivat opinnot - Orientoivat opinnot](course) in the curriulum\n- The period of [Kvalitatiiviset menetelmät](course)\n- Study period of [Suurvalta kriiseissä: näkökulmia Venäjän historiaan 1700-luvulta 1900-luvulle](course)\n- Semester [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](course)\n- Which semester will [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](course) start\n- Which semester is [Latinan kielen alkeiskurssi](course)\n- Is [Viestinnän etiikka - verkkokurssi](course) this semester\n- What semester is [Vapaaehtoistyössä toimiminen](course)\n- Academic term [Henkilöstöjohtaminen](course)\n- Which academic term will [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](course) begin\n- Which academic term is [Conflict Resolution (book exam/essay)](course)\n- [Kulutuksen ja ostokäyttäytymisen teoria](course) academic term\n- Which semester will [Vahinkoriskien vakuuttaminen](course) begin\n- The period of [Biologia ja ympäristötieto - Biologian kenttäkurssi (1-4 ryhmät, Arboretum ja Pyynikinharju)](course)\n- The semester of [Finnish Elementary Course 1 (taught in 3. period)](course)\n- The academic term of [Perusharjoittelu](course)\n- The quarter of [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](course)\n- Which quarter is [Terve ja turvallinen kouluyhteisö](course)\n- What is the quarter of [Taloustieteen perusteet, monimuoto-opetus](course)\n- Which quarter will [Arviointimenetelmät](course) begin\n- I want to know which semester will [Kansainvälistymistä ja verkostoitumista tukevat opinnot teatteritaiteen tohtorin tutkinnossa](course) start\n- I want to know which semester is [Finnish Elementary Course 1 (taught in 1. period)](course)\n- I want to know the study period of [Asiantuntijan puheviestintä ja vuorovaikutus / avoin yliopisto-opetus](course)\n- I want to know the academic term for [Tiede, tutkimus, kirjoittaminen](course)- Period [KATTAP11](course)\n- Semester [Kuvataidekasvatus / Harjoitukset - 2.vsk](course)\n- Quarter [Markkinoinnin johtaminen ja organisointi](course)\n- Academic term [Teknologiakasvatus - Teknologia](course)\n- [Political Communication and Rhetoric (book exam/essay)](course) semester\n- [Espanja III](course) academic term\n- [EU:n ulkosuhteiden erityiskysymykset: turvallisuus, talous ja arvot (kirjatentti/essee)](course) quarter\n- This semester [BMT-70100 Kudosteknologian perusteet](course)\n- What period [Tieto- ja asiakirjahallinto](course)\n- What study period [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](course)\n- What study period is [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](course) in\n- What period will [Kasvatushistoria - kirjatentti (slk ja klk)](course) begin\n- [Linguistics I: Introduction to Basic Concepts](course) period\n- Is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](course) this period\n- Which period is [Strateginen johtaminen julkisyhteisöissä](course)\n- Which period will [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](course) begin\n- What period will [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](course) begin\n- [Health in disasters, conflicts and complex human emergencies](course) curriculum\n- When is [Seminaari](course) in the curriulum\n- The period of [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Study period of [Talouselämän käännösviestinnän seminaari venäjä-suomi](course)\n- Semester [Pro gradu -seminaari ja -tutkielma (2018-2019)](course)\n- Which semester will [Saksan kielen valmentava kurssi - Interkulturelles Training](course) start\n- Which semester is [Työelämän myytit ja todellisuus](course)\n- Is [Vakuutuksen ja riskienhallinnan erikoistumisosa](course) this semester\n- What semester is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](course)\n- Academic term [Julkistalouden valvonta ja tarkastus](course)\n- Which academic term will [World society: National policies, global governance and transnational sociology](course) begin\n- Which academic term is [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](course)\n- [History of English](course) academic term\n- Which semester will [Radiokääntäminen (saksa)](course) begin\n- The period of [Literature and Change after 1900 (British Literature)](course)\n- The semester of [Kandidaattiseminaari (Vuolanto)](course)\n- The academic term of [Introduction to Bayesian Analysis 1](course)\n- The quarter of [Kielen variaatio](course)\n- Which quarter is [Suomen kielen rakenne S2-näkökulmasta](course)\n- What is the quarter of [Venäjän kielen rakenne - Syntaksi](course)\n- Which quarter will [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course) begin\n- I want to know which semester will [Regression analysis](course) start\n- I want to know which semester is [Moniulotteinen markkinointi](course)\n- I want to know the study period of [Graduseminaari / Kekäläinen](course)\n- I want to know the academic term for [Kielioppi I/Språkets strukturer I](course)- Period [KATTAP11](course)\n- Semester [Kandidaattiseminaari (Vahtikari)](course)\n- Quarter [Internet ja vuorovaikutteinen media (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](course)\n- Academic term [Kansalaisyhteiskunta ja poliittinen osallistuminen (kirjatentti/essee)](course)\n- [Minustako asiantuntijamyynnin ammattilainen?](course) semester\n- [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course) academic term\n- [Opimme lisää venäjän kielen suullisia taitoja](course) quarter\n- This semester [Käännösviestintä II englanti-suomi](course)\n- What period [Software Project Management, Software Project Management (Fall term)](course)\n- What study period [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](course)\n- What study period is [Vero-oikeuden perusteet](course) in\n- What period will [Introduction to Argumentation and Scientific Reasoning](course) begin\n- [International Society (book exam/essay)](course) period\n- Is [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](course) this period\n- Which period is [Työelämäviestinnän tutkimus- tai kehityshanke](course)\n- Which period will [Missä mennään Mead? -seminaari](course) begin\n- What period will [Journalistinen kieli - Tekstinhuolto](course) begin\n- [Kirjallisuuden teoria - Kirjallisuuden teorian suuntia](course) curriculum\n- When is [Terveydenhuollon ja terveystutkimuksen etiikka, Seinäjoki](course) in the curriulum\n- The period of [Työelämän myytit ja todellisuus](course)\n- Study period of [Vanheneminen ikääntyvässä yhteiskunnassa](course)\n- Semester [Poliittiset prosessit (kirjatentti/essee)](course)\n- Which semester will [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](course) start\n- Which semester is [Individual project course](course)\n- Is [Opintojen suunnittelu - HOPS2](course) this semester\n- What semester is [Saksankielinen kaunokirjallisuus valistusajasta toiseen maailmansotaan / Deutschsprachige Literatur von der Aufklärung bis zum Zweiten Weltkrieg](course)\n- Academic term [Seminaari I/Seminarium I](course)\n- Which academic term will [Analyyttinen geometria (itseopiskelumateriaali ja opintopiiri)](course) begin\n- Which academic term is [Tiede ja teknologia yhteiskunnassa](course)\n- [Tietotekniikkataidot (kevät)](course) academic term\n- Which semester will [Puhe- ja nielemistoimintojen tutkimus ja kuntoutus](course) begin\n- The period of [Poliittisen sosiologian käsitteet ja tutkimukset](course)\n- The semester of [Opetussuunnitelmateoria, kirjatentti, Pori](course)\n- The academic term of [Rekisteritutkimukset](course)\n- The quarter of [Yritysjuridiikan ajankohtaiset teemat](course)\n- Which quarter is [Lähtötasokoe / Schwellentest](course)\n- What is the quarter of [Liiketoiminnan analysoinnin ja kehittämisen case-kurssi](course)\n- Which quarter will [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](course) begin\n- I want to know which semester will [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja sovellukset](course) start\n- I want to know which semester is [Tutkimustyön perusteet (kevät, optio ryhmälle)](course)\n- I want to know the study period of [Valtio-opin johdantokurssi (kirjatentti)](course)\n- I want to know the academic term for [Tutkimustyötä tukevat tohtoriopinnot (matematiikka)](course)- Period [KATTAP11](course)\n- Semester [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- Quarter [Kasvatus, tieto ja teoria - Luennot](course)\n- Academic term [Rahoitusoikeuden syventävä opintojakso - kirjatentti](course)\n- [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](course) semester\n- [Introduction to Risk Management and Insurance (spring semester)](course) academic term\n- [International tutoring / Kv-tuutorina toimiminen](course) quarter\n- This semester [Business Translation Seminar Finnish - English](course)\n- What period [Tuloksellisuuden arvioinnin teoria](course)\n- What study period [Cultural Diversity in Education and at Work - (autumn)](course)\n- What study period is [Pro gradu -tutkielma ja seminaari (vaiheet I-IV)](course) in\n- What period will [Kandidaattiseminaari (JATKAVA, Katermaa)](course) begin\n- [Keskustelunanalyysi (verkkokurssi), syksy 2018](course) period\n- Is [Kielen käyttö II](course) this period\n- Which period is [Sosiaaliturvan ajankohtaisia kysymyksiä](course)\n- Which period will [Oikeustieteellinen tutkimus](course) begin\n- What period will [Luemme ja keskustelemme venäjäksi](course) begin\n- [Leadership for Sustainable Change (KATVAS39)](course) curriculum\n- When is [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) in the curriulum\n- The period of [Kommunikationstraining II](course)\n- Study period of [[CANCELLED] Editing Project](course)\n- Semester [Suomet vieraina suussa](course)\n- Which semester will [Tieteellinen kirjoittaminen / COMS (puheviestinnän opiskelijoille)](course) start\n- Which semester is [Sosiaalityön peruskurssi (verkkokurssi)](course)\n- Is [Korkeakoulujen rahoitus ja talous - Harjoitustyö](course) this semester\n- What semester is [Organizational Behavior (Independent study, Spring 2019)](course)\n- Academic term [Yhteiskunnallinen muutos](course)\n- Which academic term will [Orientoivat opinnot Pori](course) begin\n- Which academic term is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](course)\n- [Simultaanitulkkaus I englanti-suomi-englanti](course) academic term\n- Which semester will [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, syksy 2018)](course) begin\n- The period of [Hallinto-oikeuden harjoituskurssi](course)\n- The semester of [Tieteellinen kirjoittaminen](course)\n- The academic term of [Sosiaalityön peruskurssi (kirjatentti)](course)\n- The quarter of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course)\n- Which quarter is [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course)\n- What is the quarter of [Asiakastyön menetelmät, luennot](course)\n- Which quarter will [Ikääntyminen, kieli ja vuorovaikutus](course) begin\n- I want to know which semester will [Business, Society and Nature (Lectures)](course) start\n- I want to know which semester is [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- I want to know the study period of [Lapset ympäristönsä tutkijoina - Käsityö](course)\n- I want to know the academic term for [Johdatus kunta- ja aluejohtamiseen](course)" }, { "alpha_fraction": 0.578001081943512, "alphanum_fraction": 0.5838180780410767, "avg_line_length": 32.175437927246094, "blob_id": "3fb3c71671d7c4be0465309722a165753f6591ce", "content_id": "c74057d7a2646ae0dd88cb7d3ddddb7b17a70816", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1891, "license_type": "permissive", "max_line_length": 96, "num_lines": 57, "path": "/TUNIBrain/TAMK_API_courseunits.py", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "import requests, json\nimport traceback\n\n#Gets courses info from TAMK API by course id\ndef tamk_API_courseunits(id=None, name=None):\n #TAMK\n #URL and other info for API request\n url = 'https://opendata.tamk.fi/r1/courseunit/search'\n headers = {'Accept-Language':'en', 'content-type':'application/json'}\n if id is not None:\n info = {\"codes\": [id]}\n elif name is not None:\n info = {\"name\": name}\n info = json.dumps(info)\n loaded_info = json.loads(info)\n\n #Makes API-request and returns data in json-form.\n r = requests.post(url, auth=('***REMOVED***', ''), data=info, headers=headers)\n ret = json.loads(r.text)\n return ret\n\n#Searches course name by its id\ndef tamk_course_name_fromunit(id=None):\n try:\n if id is not None:\n info = tamk_API_courseunits(id=id)\n if id.lower() not in info['courseUnits'][0]['code'].lower():\n return \"\"\n name = info['courseUnits'][0]['name']\n print(\"unit info:\")\n print(info)\n return(\"Name of the course \"+str(id)+\" is \"+name+\".\")\n except Exception as e:\n pass\n #print(\"from courseunit error\")\n #traceback.print_exc()\n return \"\"\n\n#Searches courses credits by its id\ndef tamk_credits(id=None, name=None):\n try:\n if id is not None:\n info = tamk_API_courseunits(id=id)\n if id.lower() not in info['courseUnits'][0]['code'].lower():\n return \"\"\n elif name is not None:\n info = tamk_API_courseunits(name=name)\n if name.lower() not in info['courseUnits'][0]['name'].lower():\n return \"\"\n credits = info['courseUnits'][0]['credits']\n return(\"Course \"+ info['courseUnits'][0]['name'] +\" is worth \"+str(credits)+\" credits.\")\n except Exception as e:\n return None\n\n return \"\"\n\n#print(tamk_credits(\"IM00BR45\"))\n" }, { "alpha_fraction": 0.7838335037231445, "alphanum_fraction": 0.7887003421783447, "avg_line_length": 75.2294921875, "blob_id": "d4d22e084d659bf1706b25ee83e9152c905e5cbd", "content_id": "20f7a91bf0b24f4fe82ef7d95ed45eca0200a391", "detected_licenses": [ "Apache-2.0", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 64852, "license_type": "permissive", "max_line_length": 236, "num_lines": 841, "path": "/rasaintentit/data/generoiduttreenidatat/out_paikka.md", "repo_name": "woroko/TUNIBot", "src_encoding": "ISO-8859-1", "text": "- Where is [Introduction to Trans Studies](course)\n- Where is course [Orientaatio tutkielman tekemiseen -](course)\n- Where is class [Innovation Project (2018-I)](course)\n- Where is lecture [Introduction to Academic English / RPL (näyttökoe)](course)\n- Where is the classroom [Tekstienväliset suhteet: Syventävä tekstianalyysi](course)\n- Where can I find [Doctoral Studies](course)\n- How to get to [Introduction to Political Theory (book exam/essay)](course)\n- Where [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Location [Visuaalisen journalismin perusteet, harjoitukset](course)\n- Find [Hallinto-oikeus](course)\n- How to find [Kandidaatintutkielmaseminaari - Seminaari]\n- How can I find [Venäjän kielen rakenne - Morfologia](course)\n- Which classroom is [Työn uusi järjestys ja aikuiskasvatus - Seminaari](course)\n- What is the classroom for [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi) / KTM-tutkinto](course)\n- Which room is [Work and Health](course)\n- I'd like to find [Software Project Management, Theory(course)\n- Where can I find [Yrityksen taloustieteellisen tutkimuksen perusteet](course)\n- [Analyysi B](course) place\n- [Lineaarialgebra 1B](course) where\n- [Vanhuus ja gerontologinen sosiaalityö] (course) location\n- Locate [Esimiestyö (syksy 2018)](course)\n- Where is [Environment and Well-Being](course) located\n- The location of [Henkilöstöjohtaminen](course) class\n- I can't find [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](course)\n- I'm trying to find [Puheen ja äänen tutkimusharjoittelu - Projekti / käytännön työ](course)\n- I want to know the location of [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](course)\n- I want to know where [Pro gradu - seminaari 2018 (jatkava) (vaihe I)](course) is\n- I want to know the classroom for [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](course)\n- I want to know how to find [Orientoivat opinnot - Tiedonhankintataidot I (MTT)](course)- Where is [Academic Presentations](course)\n- Where is course [Terveyden ja mielenterveyden psykologia II](course)\n- Where is class [Syntaxe du français/ Ranskan syntaksi](course)\n- Where is lecture [Biostatistiikka ja tilastollinen tietojenkäsittely](course)\n- Where is the classroom [Kasvatus, tieto ja teoria - Luennot](course)\n- Where can I find [Puheen, kielen ja viestinnän kehitys](course)\n- How to get to [Finnish Elementary Course 2](course)\n- Where [Algebra 2](course)\n- Location [Aikuisten neuropsykologinen tutkiminen](course)\n- Find [Business Translation Seminar Finnish - English](course)\n- How to find [Puheen ja äänen harjoitusmenetelmät]\n- How can I find [Korkeakoulujärjestelmät ja niiden ohjaus - Harjoitustyö](course)\n- Which classroom is [Kandidaatintutkielma](course)\n- What is the classroom for [Tuutorivastaavana toimiminen](course)\n- Which room is [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)\n- I'd like to find [Keskiajan symboliikkaa -verkkokurssi(course)\n- Where can I find [Terveydenhuollon koulutuspolitiikka](course)\n- [Johdon laskentatoimen teoria -](course) place\n- [Tieteellinen kommunikaatio ja bibliometriikka](course) where\n- [Quantitative Approach] (course) location\n- Locate [Yksilö, yhteiskunta ja kulttuuri - Historia, yhteiskuntaoppi ja katsomusopetus - 2. vsk (luennot)](course)\n- Where is [Reportaasi](course) located\n- The location of [Praktikum](course) class\n- I can't find [Cultural Conversations](course)\n- I'm trying to find [Tutkimustyön perusteet - c) Tutkimusmenetelmien erityiskysymyksiä](course)\n- I want to know the location of [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- I want to know where [Työhyvinvoinnin johtaminen](course) is\n- I want to know the classroom for [Puheviestintä ja hyvinvointi](course)\n- I want to know how to find [Qualitative Approach](course)- Where is [Practical Introduction to Data Mining](course)\n- Where is course [Tiedonhaun perusteet](course)\n- Where is class [Kirjallinen viestintä I/Skriftlig kommunikation I](course)\n- Where is lecture [Kielioppi I](course)\n- Where is the classroom [Proseminaari (ryhmä 2)](course)\n- Where can I find [Tiimi toimii - puheviestinnän syventävä kurssi (1.-2.periodi)](course)\n- How to get to [Johdanto tietokäytäntöjen tutkimukseen](course)\n- Where [Sustainable business practices (Lectures)](course)\n- Location [Olio-ohjelmoinnin perusteet II](course)\n- Find [Laadullisten tutkimusmenetelmien soveltaminen hoitotieteessä](course)\n- How to find [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)]\n- How can I find [Sijoitustoiminta](course)\n- Which classroom is [Syntyvyys, hoiva, sukupolvi](course)\n- What is the classroom for [Structure of English I - Grammar I](course)\n- Which room is [Kirjallisuuden- ja kulttuurintutkimuksen teoriat](course)\n- I'd like to find [Global politics of gender(course)\n- Where can I find [Tiede ja teknologia yhteiskunnassa](course)\n- [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](course) place\n- [Ranska I](course) where\n- [Kielioppi II (venäjänkieliset opiskelijat)] (course) location\n- Locate [Johdatus viestintään ja mediaan - verkkokurssi](course)\n- Where is [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](course) located\n- The location of [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course) class\n- I can't find [Ylellisyyden historia -verkkokurssi](course)\n- I'm trying to find [Cross-Institutional Studies in TUT](course)\n- I want to know the location of [Nuorisotutkimuksen ajankohtaisia kysymyksiä](course)\n- I want to know where [Variety in Present-day English](course) is\n- I want to know the classroom for [Research Seminar, Doctoral Programme in Language Studies](course)\n- I want to know how to find [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](course)- Where is [Talous - politiikka - kulttuuri -lukupiiri](course)\n- Where is course [Human Rights and International Society (book exam/essay)](course)\n- Where is class [Kasvatushistoria, kirjatentti](course)\n- Where is lecture [Systems biology methods](course)\n- Where is the classroom [Tekninen työ -](course)\n- Where can I find [Lineaarialgebra 1A](course)\n- How to get to [Rakenteinen dokumentaatio ja DITA](course)\n- Where [Vuorovaikutuksen perusteet - verkkokurssina II](course)\n- Location [Multimodal Interaction](course)\n- Find [Liiketoimintamallit](course)\n- How to find [Työelämäntutkimusta monimuuttujamenetelmin]\n- How can I find [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- Which classroom is [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course)\n- What is the classroom for [New Wars and How to Study Them (POMLFCS3)](course)\n- Which room is [Yliopistopedagogiikan perusteet](course)\n- I'd like to find [Tutkijaseminaari(course)\n- Where can I find [Poliittiset järjestelmät (kirjatentti/essee)](course)\n- [Tissue biology](course) place\n- [International Society (book exam/essay)](course) where\n- [Philosophy of Science (online course)] (course) location\n- Locate [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 11.-12.4.2019](course)\n- Where is [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course) located\n- The location of [Nykyespanja ja espanja vieraana kielenä/Español actual y español lengua extranjera](course) class\n- I can't find [Matematiikan gradustartti](course)\n- I'm trying to find [Ikääntyminen, kieli ja vuorovaikutus](course)\n- I want to know the location of [Metafysiikka](course)\n- I want to know where [Sopimusoikeuden syventävä opintojakso](course) is\n- I want to know the classroom for [Algebra 1A](course)\n- I want to know how to find [Tutkiva harjoittelu](course)- Where is [Datan hallinnan perusteet](course)\n- Where is course [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](course)\n- Where is class [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC) online](course)\n- Where is lecture [Pohjoismaiden yhteiskuntaolot ja kulttuurit](course)\n- Where is the classroom [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](course)\n- Where can I find [Lähtötasokoe](course)\n- How to get to [Parties, Elections and Political Participation (book exam/essay)](course)\n- Where [The Coeliac Disease Journal Club](course)\n- Location [Medioitu vuorovaikutus](course)\n- Find [Finnish Elementary Course 1 (taught in 1. period)](course)\n- How to find [Demola Project]\n- How can I find [Europe's Wicked Policy Problems (POMLFCS2)](course)\n- Which classroom is [Tutkimustyön perusteet - c) Tutkimusmenetelmien erityiskysymyksiä](course)\n- What is the classroom for [Kandidaatintutkielma](course)\n- Which room is [Kaikille avoin tutkijaseminaari](course)\n- I'd like to find [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus(course)\n- Where can I find [Vanhempien aikojen tutkijaseminaari](course)\n- [Visuaalisen journalismin perusteet, luennot](course) place\n- [Luovat aineistot ja analyysimenetelmät (intensiivikurssi)](course) where\n- [Orientation and Study Planning] (course) location\n- Locate [Introduction to Finnish History](course)\n- Where is [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](course) located\n- The location of [Kerronnan monet muodot - kirjatentti ja essee](course) class\n- I can't find [Makrotalousteoria II](course)\n- I'm trying to find [Kontrastiivisen fonetiikan perusteet -](course)\n- I want to know the location of [Intercultural Communication](course)\n- I want to know where [Qualitative Approach](course) is\n- I want to know the classroom for [Yhteisö, terveys ja sairaus](course)\n- I want to know how to find [Kansainvälinen talous](course)- Where is [Introduction to Education Science and Research](course)\n- Where is course [Kuvataidekasvatus / Luennot - 2.vsk](course)\n- Where is class [Ympäristön ja alueiden poliittisuus (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Where is lecture [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course)\n- Where is the classroom [Paikallisen hallinnan teoriat - Lukupiiri](course)\n- Where can I find [Communication Skills in English - Speaking Practice](course)\n- How to get to [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course)\n- Where [Finnish Advanced Course 1 (taught in Finnish)](course)\n- Location [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja luokanopettajaopiskelijat](course)\n- Find [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](course)\n- How to find [Peace, Security and International Institutions (book exam/essay)]\n- How can I find [Johdon laskentatoimen perusteet](course)\n- Which classroom is [Johtaminen ja organisaatiot II](course)\n- What is the classroom for [Professional Writing (online course)](course)\n- Which room is [Tilastollisen tutkimuksen perusteet](course)\n- I'd like to find [Tekniikan käännösviestinnän seminaari englanti-suomi(course)\n- Where can I find [Kielioppi I / Grammatik I](course)\n- [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course) place\n- [Yksilön työhyvinvointi (itsenäinen suoritustapa)](course) where\n- [Comparative Education - Lectures in English (spring) or book exam in English (autumn and spring)] (course) location\n- Locate [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Where is [Kaunokirjallisen kääntämisen peruskurssi](course) located\n- The location of [The European Union (book exam/essay)](course) class\n- I can't find [Monimuuttujamenetelmien perusteet](course)\n- I'm trying to find [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](course)\n- I want to know the location of [Eurooppalainen, euraasialainen ja globaali energiapolitiikka (kirjatentti/essee)](course)\n- I want to know where [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](course) is\n- I want to know the classroom for [Fundamentals of Finance (Tampere Summer School)](course)\n- I want to know how to find [Introduction to Science and Research (autumn)](course)- Where is [Terveystieteiden tilastolliset tutkimusmenetelmät](course)\n- Where is course [Laaja-alaistava harjoittelu - Opetus- ja koulutushallinnon luennot](course)\n- Where is class [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](course)\n- Where is lecture [Varhaismoderni yhteiskunta](course)\n- Where is the classroom [Conflicts over the Use of Natural Resources and the Environment](course)\n- Where can I find [Latinan kielen alkeiskurssi](course)\n- How to get to [Verkkomedian suunnittelu - verkkokurssi](course)\n- Where [Bioinformatics tools (autumn 2018)](course)\n- Location [Julkisoikeuden perusteet (järjestäjä TAMK)](course)\n- Find [Global politics of gender](course)\n- How to find [Johdatus tieteenfilosofiaan]\n- How can I find [Lähtötasokoe / Schwellentest](course)\n- Which classroom is [Introduction to Web Publishing - Autumn 2018](course)\n- What is the classroom for [Tieteellinen kirjoittaminen / LUO & COMS](course)\n- Which room is [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](course)\n- I'd like to find [KV-tuutorina toimiminen(course)\n- Where can I find [Dramaturgia: Musikaalin dramaturgia](course)\n- [Taidehistoria ja näyttelypedagogiikka -](course) place\n- [Orientation - Orientation to studying in the Degree Programme](course) where\n- [Yhteiskunnan mittaaminen] (course) location\n- Locate [History of English](course)\n- Where is [Yritysappro](course) located\n- The location of [Tiedonhankintataidot 3op - Tiedonhankintataidot I - Tiedonhankinnan perusteet](course) class\n- I can't find [American Government & Politics (Tampere Summer School 2018)](course)\n- I'm trying to find [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](course)\n- I want to know the location of [Experimental animal course](course)\n- I want to know where [Tragedy of the Commons? Problems and Solutions](course) is\n- I want to know the classroom for [Radio Project](course)\n- I want to know how to find [Preparatory Course in Reading and Writing for Academic Purposes (online)](course)- Where is [Software Project Management, Software Project Management (Spring term)](course)\n- Where is course [Marketing Communications](course)\n- Where is class [Ranskan yhteiskunta I / Société française I](course)\n- Where is lecture [Johtaminen ja organisaatiot I (kirjallisuus)](course)\n- Where is the classroom [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti](course)\n- Where can I find [SOTEPO - Tohtorikoulutusseminaari (Sos.- ja terv.pol., tervh.tutk., terv.huollon joht.)](course)\n- How to get to [Terveystieteiden orientoivat tohtoriopinnot](course)\n- Where [Käännösviestintä saksa - suomi / Transalation Deutsch-Finnisch](course)\n- Location [Venäjä II](course)\n- Find [Saksa IV](course)\n- How to find [Monimuuttujamenetelmien perusteet]\n- How can I find [Espanjan historia ja kirjallisuus - Historia y literatura de España](course)\n- Which classroom is [International Trade and Finance (Tampere Summer School) - luennot ja tentti](course)\n- What is the classroom for [Bioinformatics tools (autumn 2018)](course)\n- Which room is [Tiedonhankinnan perusteet](course)\n- I'd like to find [Työ ja äitiys tänään(course)\n- Where can I find [Julkisoikeuden perusteet (järjestäjä TAMK)](course)\n- [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti, Seinäjoki](course) place\n- [Radio Project](course) where\n- [Kandidaatin tutkielma ja seminaari (kevät)] (course) location\n- Locate [Basics of Project Management](course)\n- Where is [Biological data analysis with R](course) located\n- The location of [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](course) class\n- I can't find [Qualitative Approach](course)\n- I'm trying to find [European Integration and the Political System of the European Union (book exam/essay)](course)\n- I want to know the location of [Strateginen johtaminen julkisyhteisöissä](course)\n- I want to know where [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](course) is\n- I want to know the classroom for [Psykiatria](course)\n- I want to know how to find [Introduction to Corporate Social Responsibility](course)- Where is [Tilinpäätösanalyysi](course)\n- Where is course [Vakuutuksen ja riskienhallinnan erikoistumisosa](course)\n- Where is class [Tiedonhankintataidot (hoitotiede)](course)\n- Where is lecture [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course)\n- Where is the classroom [Mediadiskurssi](course)\n- Where can I find [PlayLab! Game Journalism Project](course)\n- How to get to [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](course)\n- Where [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (2. periodi)](course)\n- Location [Yhteisö, terveys ja sairaus](course)\n- Find [Argumentaation ja tieteellisen päättelyn perusteet](course)\n- How to find [Introduction to Bayesian Analysis 2]\n- How can I find [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Etnografia](course)\n- Which classroom is [Valinnainen jakso: Toimitustyön johtaminen/ JOVVJS1 Visuaalisen työn johtaminen](course)\n- What is the classroom for [Kandidaattiseminaari (Nenonen)](course)\n- Which room is [Kandidaattiseminaari ja tutkielma (yritysjuridiikka ja vero-oikeus)](course)\n- I'd like to find [Linguistics II: Meaning and Discourse(course)\n- Where can I find [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course)\n- [Kirjallinen viestintä II/Skriftlig kommunikation II](course) place\n- [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](course) where\n- [Regression analysis] (course) location\n- Locate [Markkinoinnin erityiskysymyksiä](course)\n- Where is [Ammattimainen tekstintarkistus](course) located\n- The location of [Terveyden ja mielenterveyden psykologia I](course) class\n- I can't find [Laajentava harjoittelu](course)\n- I'm trying to find [Toisen kielen oppiminen ja opetus](course)\n- I want to know the location of [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](course)\n- I want to know where [Asiakastyön menetelmät, luennot](course) is\n- I want to know the classroom for [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](course)\n- I want to know how to find [Sosiaalitieteiden teoria I - SOS5b luennot](course)- Where is [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course)\n- Where is course [Kokeellinen tiedonhaku](course)\n- Where is class [Internet ja vuorovaikutteinen media](course)\n- Where is lecture [Klinikkaharjoittelu](course)\n- Where is the classroom [Soveltava projekti - projekti](course)\n- Where can I find [Rekisteritutkimukset](course)\n- How to get to [Terveyden edistämisen interventiot, Seinäjoki](course)\n- Where [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- Location [Oikeustieteellinen tutkimus](course)\n- Find [Marketing Communications](course)\n- How to find [Tekstin ymmärtäminen III]\n- How can I find [[CANCELLED] Editing Project](course)\n- Which classroom is [Orientation - Introduction to Academic Culture and Degree Studies](course)\n- What is the classroom for [Vieraan kielen taito, perustaso](course)\n- Which room is [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course)\n- I'd like to find [Semantiikka ja pragmatiikka / Sémantique et pragmatique(course)\n- Where can I find [Dialogue: Constructive Talk at Work](course)\n- [New Forms of Violence, Change in Security Paradigm (book exam/essay)](course) place\n- [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](course) where\n- [Työhyvinvointi (itsenäinen suoritustapa)] (course) location\n- Locate [International Work Experience](course)\n- Where is [Kaikille avoin tutkijaseminaari](course) located\n- The location of [Vuorovaikutus ja tekstit S2-näkökulmasta](course) class\n- I can't find [Specialized Optional Research Methodology: Action research](course)\n- I'm trying to find [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- I want to know the location of [Tekstilingvistiikka / Textlinguistik](course)\n- I want to know where [Vuorovaikutus ja tekstit S2-näkökulmasta](course) is\n- I want to know the classroom for [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course)\n- I want to know how to find [Julkisen hallinnon reformit ja muutos](course)- Where is [Koulutussuunnittelu ja kehittäminen - Seminaari](course)\n- Where is course [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](course)\n- Where is class [Advanced Functional Programming](course)\n- Where is lecture [Käsitekerho/ Mediatutkimuksen valinn. jakso](course)\n- Where is the classroom [Media and the Arctic](course)\n- Where can I find [Johdatus hoitotieteeseen](course)\n- How to get to [Opetus, ohjaus, oppiminen - elokas ja avoimen lähiop.: pienryhmäopetus (2 op) ja kirjallisuus (2 op)](course)\n- Where [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Location [Venäjä I](course)\n- Find [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- How to find [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe]\n- How can I find [Arvonlisäverotuksen syventävä opintojakso](course)\n- Which classroom is [Behavioral Finance](course)\n- What is the classroom for [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](course)\n- Which room is [Neurocomputing](course)\n- I'd like to find [Biotechnical product development(course)\n- Where can I find [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course)\n- [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](course) place\n- [Hydrogel Journal Club](course) where\n- [Tieteellinen kirjoittaminen (SOC)] (course) location\n- Locate [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Where is [Terveystiedon sisällöt (sähköinen tentti)](course) located\n- The location of [Terveystiedon asiantuntijuus (sähköinen tentti)](course) class\n- I can't find [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](course)\n- I'm trying to find [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](course)\n- I want to know the location of [Cell Technology Laboratory Course](course)\n- I want to know where [Saksankielisten maiden kulttuurihistoria / Kulturgeschichte der deutschsprachigen Länder](course) is\n- I want to know the classroom for [Tutkimustyön perusteet (syksy)](course)\n- I want to know how to find [Tutkielmaseminaari - Tutkielmaseminaari](course)- Where is [Cross-Institutional Studies in TUT](course)\n- Where is course [Economic renewal of cities and regions](course)\n- Where is class [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu syksyllä 2019)](course)\n- Where is lecture [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](course)\n- Where is the classroom [Ajankohtaisia kansanterveyskysymyksiä](course)\n- Where can I find [Orientation - Orientation to studying in the Degree Programme](course)\n- How to get to [Poliittisen sosiologian käsitteet ja tutkimukset](course)\n- Where [Human Rights Law](course)\n- Location [Seminaari (Kunelius) jatkuu keväältä](course)\n- Find [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](course)\n- How to find [Imagining Persia/Iran: Orientalism, Revolution and Diaspora]\n- How can I find [Organisaatioiden tiedonhallinta](course)\n- Which classroom is [Orientation - General Orientation Course for International Students](course)\n- What is the classroom for [Sosiaalipsykologia](course)\n- Which room is [Transcultural perspectives in developing media education](course)\n- I'd like to find [Matemaattiset aineet - Koulugeometria - 2 vsk(course)\n- Where can I find [Business Writing](course)\n- [Tutkielmapiiri](course) place\n- [Social Constructionism](course) where\n- [Learning About Language with Corpora] (course) location\n- Locate [Asiakirjatiedon organisointi- ja kuvailumenetelmät](course)\n- Where is [Poliittiset aatteet ja ideologiat (kirjatentti)](course) located\n- The location of [Tila, teknologia ja toiminta](course) class\n- I can't find [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](course)\n- I'm trying to find [Dialogitulkkaus](course)\n- I want to know the location of [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course)\n- I want to know where [Puhetekniikan ja äänenkäytön perusteet](course) is\n- I want to know the classroom for [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](course)\n- I want to know how to find [Kuvataidekasvatus / Luennot - 2.vsk](course)- Where is [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Where is course [Research Ethics](course)\n- Where is class [Ruotsin kielen kirjallinen ja suullinen viestintä (myös TTY:n biotekniikan opiskelijoille)](course)\n- Where is lecture [Introduction to Cultural Psychology](course)\n- Where is the classroom [Sosiaalityön harjoittelu + kehittämistyön harjoittelu - STYS2B2 Harjoitteluseminaari](course)\n- Where can I find [Epidemiologian tohtorikoulutusseminaari](course)\n- How to get to [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi (keväällä 2018 opintokokonaisuuden aloittaneille)](course)\n- Where [Symbols that move us - popular culture/deep culture](course)\n- Location [Opintojen ohjattu suunnittelu](course)\n- Find [Psykiatria](course)\n- How to find [Advanced English Business Communication]\n- How can I find [Introduction to R](course)\n- Which classroom is [Lähtötasokoe](course)\n- What is the classroom for [Introduction to Academic English (diverse learners)](course)\n- Which room is [Puheviestintä tieteenä](course)\n- I'd like to find [Julkisen talousjohtamisen näkökulmia(course)\n- Where can I find [Graduseminaari, alkava (Niemi)](course)\n- [Principles of Usability, User Experience and User Interfaces](course) place\n- [Semantiikan harjoituskurssi](course) where\n- [Ääntämisharjoituksia] (course) location\n- Locate [EU Financial Management](course)\n- Where is [Writing for Research](course) located\n- The location of [Vanhat ja uudet klassikot (kirjatentti/essee)](course) class\n- I can't find [Julkisoikeuden perusteet](course)\n- I'm trying to find [Tieteellinen kirjoittaminen / COMS (puheviestinnän opiskelijoille)](course)\n- I want to know the location of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course)\n- I want to know where [Tekstin tekemisen perusteet](course) is\n- I want to know the classroom for [Sustainable business practices (Lectures)](course)\n- I want to know how to find [Tutkimusetiikka](course)- Where is [Distributed Systems](course)\n- Where is course [Journal club](course)\n- Where is class [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course)\n- Where is lecture [Yhteisösosiaalityö monikulttuurisessa ympäristössä](course)\n- Where is the classroom [Suurvalta kriiseissä: näkökulmia Venäjän historiaan 1700-luvulta 1900-luvulle](course)\n- Where can I find [Tiede, tutkimus, kirjoittaminen](course)\n- How to get to [Seminaari II - Tieteellisen tekstin tuottaminen](course)\n- Where [Tieteellisen tiedonhankinnan perusteet (venäjä) -](course)\n- Location [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](course)\n- Find [Lineaarialgebra 1A](course)\n- How to find [Cultural Conversations]\n- How can I find [Kuva, sana ja ääni -multimodaalisuuskurssi](course)\n- Which classroom is [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](course)\n- What is the classroom for [Liiketoimintaympäristön taloustiede](course)\n- Which room is [Projektinhallinnan perusteet](course)\n- I'd like to find [Terveystiedon asiantuntijuus (sähköinen tentti)(course)\n- Where can I find [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, kevät 2019)](course)\n- [Teoria, ideologia & talouspolitiikka - Keynesiläisyydestä uusliberalismiin](course) place\n- [Perusharjoittelu](course) where\n- [[CANCELLED] Editing Project] (course) location\n- Locate [Terveystieteiden laadulliset tutkimusmenetelmät, hoitotieteen opiskelijoille](course)\n- Where is [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course) located\n- The location of [Tilastotieteen johdantokurssi, kevät](course) class\n- I can't find [Monikulttuurinen kirjallisuus Suomessa](course)\n- I'm trying to find [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](course)\n- I want to know the location of [Specialised International Relations Research Methods (book exam/essay)](course)\n- I want to know where [Terveystieteiden laadulliset tutkimusmenetelmät, hoitotieteen opiskelijoille](course) is\n- I want to know the classroom for [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course)\n- I want to know how to find [Deutsch im Alltag und Studium](course)- Where is [Introduction to Academic English / RPL (näyttökoe)](course)\n- Where is course [Literature and Society in Early Modern Britain](course)\n- Where is class [Tieteenfilosofia](course)\n- Where is lecture [Latinankielinen kirjallisuus I: klassinen latina](course)\n- Where is the classroom [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](course)\n- Where can I find [Advanced bioinformatics tools](course)\n- How to get to [Muutosjohtaminen sosiaalityössä - Sosnet verkkokurssi](course)\n- Where [Viron jatkokurssi](course)\n- Location [Sosiaalisen median ja vuorovaikutteisen median perusteet](course)\n- Find [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course)\n- How to find [Johdatus matematiikkaan ja tilastotieteeseen]\n- How can I find [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](course)\n- Which classroom is [Palvelut ja hyvinvointivaltion murros](course)\n- What is the classroom for [Opetussuunnitelmatyö yliopistossa](course)\n- Which room is [EU External Relations: Security, Economy and Values (book exam/essay)](course)\n- I'd like to find [Finnish Reading Comprehension and Conversation Course 1 (taught in Finnish)(course)\n- Where can I find [Jatkokoulutusseminaari](course)\n- [Seminaari](course) place\n- [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](course) where\n- [Tekoäly ja vakuutustoiminta] (course) location\n- Locate [Kirjallinen viestintä I / Schriftliche Kommunikation I](course)\n- Where is [Journalismin perusteet, luennot](course) located\n- The location of [Graduseminaari, jatkava (Niemi)](course) class\n- I can't find [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course)\n- I'm trying to find [Organizational Behavior (Independent study, Spring 2019)](course)\n- I want to know the location of [Julkisen talousjohtamisen informaatio](course)\n- I want to know where [Medioitu vuorovaikutus](course) is\n- I want to know the classroom for [Research on Media, Culture and Education](course)\n- I want to know how to find [Kandidaattiseminaari (Mustakallio)](course)- Where is [Johtamisen ja organisaatioiden perusteet](course)\n- Where is course [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- Where is class [Tekniikan käännösviestinnän seminaari englanti-suomi](course)\n- Where is lecture [Sanaston tuntemus/Ordkunskap](course)\n- Where is the classroom [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- Where can I find [Tieteellinen kirjoittaminen / Wissenschaftliches Schreiben](course)\n- How to get to [Makrotalousteoria I](course)\n- Where [Tietokäytännöt](course)\n- Location [Keskiajan paleografia ja diplomatiikka (PERUTTU)](course)\n- Find [Ajankohtaisia kansanterveyskysymyksiä](course)\n- How to find [Political Institutions and Processes (book exam/essay)]\n- How can I find [Radiokääntäminen (saksa)](course)\n- Which classroom is [Makrotalousteoria II](course)\n- What is the classroom for [Valinnainen jakso: Johdatus tiedeviestintään](course)\n- Which room is [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course)\n- I'd like to find [Julkisten palvelujen johtaminen(course)\n- Where can I find [Kiina I](course)\n- [Johdatus tieteenfilosofiaan](course) place\n- [Retoriikka ja argumentaatioanalyysi/Retorik och argumentationsanalys](course) where\n- [World society: National policies, global governance and transnational sociology] (course) location\n- Locate [Introduction to Entrepreneurship](course)\n- Where is [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course) located\n- The location of [International Society (book exam/essay)](course) class\n- I can't find [Feministiset politiikat ja asiantuntijuus](course)\n- I'm trying to find [Kandidaattiseminaari](course)\n- I want to know the location of [Johdatus kunta- ja aluejohtamiseen](course)\n- I want to know where [Julkisen talousjohtamisen klassikkoteokset (kirjallinen tentti)](course) is\n- I want to know the classroom for [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](course)\n- I want to know how to find [Poliittinen viestintä: Eduskuntavaalit 2019](course)- Where is [Orientation - Orientation to studying in the Degree Programme](course)\n- Where is course [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course)\n- Where is class [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- Where is lecture [Study Skills - Basics of Information Literacy](course)\n- Where is the classroom [Työhyvinvointi (itsenäinen suoritustapa)](course)\n- Where can I find [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](course)\n- How to get to [Äänen häiriöt](course)\n- Where [Ruotsin kielen valmentava kurssi](course)\n- Location [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](course)\n- Find [Erikoisalojen käännösviestinnän seminaari ruotsi-suomi](course)\n- How to find [Hands-on genetics]\n- How can I find [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course)\n- Which classroom is [Johdon laskentatoimen perusteet](course)\n- What is the classroom for [Teksti, keskustelu ja vuorovaikutus](course)\n- Which room is [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](course)\n- I'd like to find [Making sense of globalization - Theorizing beyond the nation-state - Lectures + essay(course)\n- Where can I find [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](course)\n- [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course) place\n- [Environmental History and Cultural Ecology of Russia (VENS20)](course) where\n- [Introduction to Finnish History] (course) location\n- Locate [Johdatus visuaaliseen kulttuuriin](course)\n- Where is [Health in disasters, conflicts and complex human emergencies](course) located\n- The location of [Managing Research Information](course) class\n- I can't find [Seminaari II](course)\n- I'm trying to find [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](course)\n- I want to know the location of [Terveystiedon perusteet](course)\n- I want to know where [Usean muuttujan integraalilaskenta](course) is\n- I want to know the classroom for [Normit ja asiakirjoittaminen - Tieteellinen kirjoittaminen](course)\n- I want to know how to find [Visuaalisen journalismin perusteet, luennot](course)- Where is [Distributed Systems](course)\n- Where is course [Johdon laskentatoimen teoria -](course)\n- Where is class [Sosiaalioikeus - STYA1A2 Sosiaalioikeus II](course)\n- Where is lecture [Sosiaalityön harjoittelu](course)\n- Where is the classroom [Tutkijan puheviestintä](course)\n- Where can I find [Ympäristöpolitiikan vaikutuskeinot](course)\n- How to get to [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](course)\n- Where [Kielioppi II (suomenkieliset opiskelijat)](course)\n- Location [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](course)\n- Find [Mediadiskurssi](course)\n- How to find [Aluetalous ja kaupunkitalous]\n- How can I find [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course)\n- Which classroom is [Feministinen teoria ja metodologia](course)\n- What is the classroom for [Venäjä III](course)\n- Which room is [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](course)\n- I'd like to find [Learning from Multiple Sources(course)\n- Where can I find [Tutkijan puheviestintä](course)\n- [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](course) place\n- [Tieteellinen kirjoittaminen](course) where\n- [Eurooppalainen, euraasialainen ja globaali energiapolitiikka (kirjatentti/essee)] (course) location\n- Locate [Academic Writing](course)\n- Where is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 7.-8.11.2018](course) located\n- The location of [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](course) class\n- I can't find [Puheviestintä ja hyvinvointi](course)\n- I'm trying to find [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen 3.vsk](course)\n- I want to know the location of [Kieli käyttöön/Språket i bruk](course)\n- I want to know where [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](course) is\n- I want to know the classroom for [Oikeudellisen tutkimuksen perusteet](course)\n- I want to know how to find [Statistical Analysis with Missing Data (advanced)](course)- Where is [Aineopintojen valinnainen jakso: Organisaatioviestintä](course)\n- Where is course [Vierailuluentoja johtamisesta](course)\n- Where is class [Monikulttuurisuus ja koulutuspolitiikka - Seminaari](course)\n- Where is lecture [Basics II: Intermediate Czech II](course)\n- Where is the classroom [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](course)\n- Where can I find [Visuaalisen journalismin erityisalueet](course)\n- How to get to [Quantitative Research Methods and Comparative Research Design (Global Society students)](course)\n- Where [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](course)\n- Location [Johdatus espanjalaiseen kulttuuriin](course)\n- Find [Poverty in the world: Hunger, inequalities and action](course)\n- How to find [Missä mennään Mead? -seminaari]\n- How can I find [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course)\n- Which classroom is [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot](course)\n- What is the classroom for [Toiminta, tulkinta ja tieto (verkkokurssi)](course)\n- Which room is [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](course)\n- I'd like to find [Modernisoituva yhteiskunta(course)\n- Where can I find [Struggles on Education](course)\n- [Opetus, ohjaus, oppiminen, verkko-opetus](course) place\n- [Implementation and Evaluation of Public Policies](course) where\n- [Johdatus oikeusjärjestykseen (verkkokurssi)] (course) location\n- Locate [Yrityksen oikeudellinen riskienhallinta](course)\n- Where is [Lesen, Verstehen, Schreiben](course) located\n- The location of [Espanja III](course) class\n- I can't find [Perehdyttäminen tietotekniikan alkeisiin](course)\n- I'm trying to find [Toiminta, tulkinta ja tieto](course)\n- I want to know the location of [Lähtötasokoe / Schwellentest](course)\n- I want to know where [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course) is\n- I want to know the classroom for [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](course)\n- I want to know how to find [Sanaston tuntemus/Ordkunskap](course)- Where is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.3.2019](course)\n- Where is course [Sosiaalioikeus](course)\n- Where is class [Puheviestintä tieteenä](course)\n- Where is lecture [Tietotekniikkataidot (kevät)](course)\n- Where is the classroom [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Where can I find [Finnish Elementary Course 1 (taught in 1. period)](course)\n- How to get to [Tieteenfilosofia](course)\n- Where [Ainedidaktiikka I](course)\n- Location [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](course)\n- Find [Harjoittelu ja työelämävalmiudet](course)\n- How to find [Ohjaus yliopistossa]\n- How can I find [Valinnainen jakso: Tiedeviestinnän projekti](course)\n- Which classroom is [Yhteiskunnan mittaaminen (verkkokurssi)](course)\n- What is the classroom for [Opetus, ohjaus, oppiminen, monimuoto-opeus](course)\n- Which room is [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](course)\n- I'd like to find [Median ja politiikan välinen suhde(course)\n- Where can I find [Latinankielinen kirjallisuus I: klassinen latina](course)\n- [Sota-ajan säännösteltyä kulttuuria](course) place\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](course) where\n- [Molekyylibiologia] (course) location\n- Locate [Kunnallisoikeuden syventävä jakso](course)\n- Where is [Eurooppa-vero-oikeus](course) located\n- The location of [Parties and Elections (book exam/essay)](course) class\n- I can't find [Tiedonhaun perusteet](course)\n- I'm trying to find [Sustainable business practices (Independent study)](course)\n- I want to know the location of [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- I want to know where [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](course) is\n- I want to know the classroom for [Behavioral Finance](course)\n- I want to know how to find [Tutkijaseminaari](course)- Where is [Systemaattinen tiedonhaku hoitotieteessä, Seinäjoki](course)\n- Where is course [Language, Communication and Culture](course)\n- Where is class [Historiankirjoituksen historia](course)\n- Where is lecture [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](course)\n- Where is the classroom [Suullinen viestintä I/Muntlig kommunikation I](course)\n- Where can I find [Perhe ja tunteet](course)\n- How to get to [Kansainvälisen politiikan johdantokurssi (kirjatentti)](course)\n- Where [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- Location [Testimenetelmien perusteet ja ammattietiikka](course)\n- Find [Johdon laskentatoimen jatkokurssi](course)\n- How to find [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)]\n- How can I find [Rauhan- ja konfliktintutkimus (kirjatentti/essee)](course)\n- Which classroom is [Budgeting and capital budgeting (online course)](course)\n- What is the classroom for [Ihmisoikeudet ja kansainvälinen yhteisö (kirjatentti/essee)](course)\n- Which room is [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- I'd like to find [Orientoivat opinnot - Tiedonhankintataidot I (TIE)(course)\n- Where can I find [Sosiaalipsykologia](course)\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course) place\n- [Matemaattiset aineet - Koulugeometria - 2 vsk](course) where\n- [Johdatus länsimaiseen kirjallisuushistoriaan - luennot] (course) location\n- Locate [Academic writing and theory](course)\n- Where is [Organizational Behavior (Independent study, Spring 2019)](course) located\n- The location of [Kiina II](course) class\n- I can't find [Digital Image Processing - Self-studying](course)\n- I'm trying to find [Suunnittelu ja kehittäminen hoitotyön johtamisessa](course)\n- I want to know the location of [Neuropsykologinen kuntoutus](course)\n- I want to know where [Nordic Model: Nordic Welfare Societies](course) is\n- I want to know the classroom for [Oppimisen ja opiskelun taidot](course)\n- I want to know how to find [Lasten arviointi](course)- Where is [Laskentatoimen perusteet](course)\n- Where is course [Tiede, tutkimus, kirjoittaminen](course)\n- Where is class [The Coeliac Disease Journal Club](course)\n- Where is lecture [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Where is the classroom [Ammattimainen tekstintarkistus](course)\n- Where can I find [Asiantuntijan puheviestintä ja vuorovaikutus (INTENSIIVIKURSSI 17.8.-29.8.18)](course)\n- How to get to [Theories of Crime and Deviance](course)\n- Where [Pro gradu -tutkielma ja -seminaari, tammikuussa 2018 aloittaneet ryhmät](course)\n- Location [Geometria - Geometria](course)\n- Find [Tekninen työ -](course)\n- How to find [SOS6.2.3 Työelämän vuorovaikutus]\n- How can I find [Pitkä harjoittelu](course)\n- Which classroom is [Behavioraalinen ja psykologinen taloustiede](course)\n- What is the classroom for [Asioimistulkkaus venäjä-suomi-venäjä](course)\n- Which room is [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](course)\n- I'd like to find [Yhtiöoikeuden syventävä opintojakso(course)\n- Where can I find [Rahoituksen perusteet](course)\n- [Muu valinnainen kurssi](course) place\n- [Tulkin oikeustieto I](course) where\n- [Intercultural Communication] (course) location\n- Locate [Käsitteellinen mallintaminen I](course)\n- Where is [Maailmanpolitiikan tutkimus (kirjatentti/essee)](course) located\n- The location of [Courses in Computer Science in TUT](course) class\n- I can't find [Kulttuuripsykologian perusteet](course)\n- I'm trying to find [Master´s Thesis and Seminar - for the group that started in 2017](course)\n- I want to know the location of [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)\n- I want to know where [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course) is\n- I want to know the classroom for [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- I want to know how to find [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course)- Where is [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- Where is course [Muu valinnainen kurssi](course)\n- Where is class [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](course)\n- Where is lecture [Sosiaalisen median ja vuorovaikutteisen median perusteet](course)\n- Where is the classroom [Journalistinen kieli - Tekstinhuolto](course)\n- Where can I find [Filosofian työpaja](course)\n- How to get to [Ulkopolitiikka ja diplomatia (kirjatentti/essee)](course)\n- Where [Psykiatria ja mielenterveys](course)\n- Location [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course)\n- Find [Matematiikkakasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- How to find [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy]\n- How can I find [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Which classroom is [Usean muuttujan differentiaalilaskenta](course)\n- What is the classroom for [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](course)\n- Which room is [Introduction to Academic English / RPL (näyttökoe)](course)\n- I'd like to find [Introduction to Corporate Social Responsibility(course)\n- Where can I find [Study Skills - Basics of Information Literacy](course)\n- [Saksa IV](course) place\n- [Kaupunkien maankäytön pelikenttä](course) where\n- [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)] (course) location\n- Locate [The Cancer Biology Journal Club](course)\n- Where is [Eurooppalainen, euraasialainen ja globaali energiapolitiikka (kirjatentti/essee)](course) located\n- The location of [Sosiaalipsykologinen ajattelu II](course) class\n- I can't find [Sosiaalityön peruskurssi (verkkokurssi)](course)\n- I'm trying to find [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](course)\n- I want to know the location of [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course)\n- I want to know where [Kasvatushistoria - kirjatentti (slk ja klk)](course) is\n- I want to know the classroom for [Media, Race and Society](course)\n- I want to know how to find [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course)- Where is [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](course)\n- Where is course [Käyttöliittymien perusteet](course)\n- Where is class [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](course)\n- Where is lecture [Yhteiskunnallinen laskentatoimi](course)\n- Where is the classroom [Finnish Education System - Seminar](course)\n- Where can I find [Statistical Analysis with Missing Data (advanced)](course)\n- How to get to [Variety in Present-day English](course)\n- Where [Creative Writing in English](course)\n- Location [Structure of English II - Phonology and Pronunciation II](course)\n- Find [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](course)\n- How to find [Visuaalisen kulttuurin teoria - lukupiiri ja essee]\n- How can I find [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- Which classroom is [Tutkiva ja kehittävä opettaja](course)\n- What is the classroom for [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](course)\n- Which room is [Tilinpäätös- ja verosuunnittelu](course)\n- I'd like to find [Finnish Elementary Course 1 (taught in 1. & 2. period)(course)\n- Where can I find [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Kevät 2019](course)\n- [Translating and Editing for Publication](course) place\n- [Tutkimusseminaari ja pro gradu -tutkielma](course) where\n- [Asiantuntijan puheviestintä ja vuorovaikutus, 3.-4. periodi / VIESTINTÄROHKEUDEN RYHMÄ] (course) location\n- Locate [Fonetiikan perusopintojen harjoitustyö](course)\n- Where is [Journalismin perusteet, luennot](course) located\n- The location of [Tutkimustyön perusteet - c) Tutkimusmenetelmien erityiskysymyksiä](course) class\n- I can't find [Sukupuolentutkimus](course)\n- I'm trying to find [Second Language Acquisition](course)\n- I want to know the location of [Sosiaalitieteiden kvantitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- I want to know where [Äkilliset traumaattiset kriisit ja niiden käsittely](course) is\n- I want to know the classroom for [Nuorisotyö ja nuorten elämänkulku](course)\n- I want to know how to find [Introduction to Criminal Justice](course)- Where is [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- Where is course [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course)\n- Where is class [Simultaaninen konferenssitulkkaus](course)\n- Where is lecture [Research seminar for postgraduate studies](course)\n- Where is the classroom [Kiina I](course)\n- Where can I find [Käyttäjäkeskeinen kääntäminen](course)\n- How to get to [Nimistöntutkimus](course)\n- Where [Televisiojournalismi](course)\n- Location [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course)\n- Find [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- How to find [Specialised International Relations Research Methods (book exam/essay)]\n- How can I find [Korkeakoulut työyhteisöinä - Kehittämistehtävä](course)\n- Which classroom is [Kasvatus, tieto ja teoria - Luennot](course)\n- What is the classroom for [Julkiset rahoitusjärjestelmät](course)\n- Which room is [Päätöksenteko lastensuojelussa](course)\n- I'd like to find [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille(course)\n- Where can I find [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](course)\n- [Writing for Research](course) place\n- [Pedagoginen harjoittelu / Varhaiskasvatus](course) where\n- [Julkisen talousjohtamisen tutkimusotteet] (course) location\n- Locate [Lääketieteellisen tutkimuksen etiikka](course)\n- Where is [Tieteellinen kirjoittaminen (SOC)](course) located\n- The location of [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](course) class\n- I can't find [Interacting Interculturally: Engaging in dialogue](course)\n- I'm trying to find [Structure of English II - Grammar II](course)\n- I want to know the location of [Finnish Advanced Course 1 (taught in Finnish)](course)\n- I want to know where [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) is\n- I want to know the classroom for [Oikeustulkkaus I/II (monikielinen)](course)\n- I want to know how to find [Research on Society and Organisations](course)- Where is [Digitaalinen historia](course)\n- Where is course [Kandidaattitutkielma ja seminaari (matematiikka) - LaTeX-opinnot](course)\n- Where is class [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Where is lecture [Tieteellinen kommunikaatio ja bibliometriikka](course)\n- Where is the classroom [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](course)\n- Where can I find [Feministinen tietäminen](course)\n- How to get to [Antiikintutkimuksen lähteet ja menetelmät](course)\n- Where [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](course)\n- Location [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti](course)\n- Find [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course)\n- How to find [Terveys politiikassa, taloudessa ja järjestelmissä]\n- How can I find [Preparatory Course in Reading and Writing for Academic Purposes (online)](course)\n- Which classroom is [Simultaanitulkkaus I venäjä-suomi-venäjä](course)\n- What is the classroom for [Rasismi ja antirasismi](course)\n- Which room is [Translators' Cultural Competencies](course)\n- I'd like to find [Johdatus sosiaaliantropologiaan -seminaari(course)\n- Where can I find [Biokemian menetelmät](course)\n- [Ekonometrian jatkokurssi](course) place\n- [Asiantuntijan puheviestintä ja vuorovaikutus, 1.-2. periodi / VIESTINTÄROHKEUDEN RYHMÄ](course) where\n- [Verkkomedian suunnittelu - verkkokurssi] (course) location\n- Locate [Terveystieteiden laadulliset tutkimusmenetelmät (hoitotieteen opiskelijat), Seinäjoki](course)\n- Where is [Business Writing](course) located\n- The location of [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course) class\n- I can't find [Tietojenkäsittelytieteiden opintojakso TTY:ltä](course)\n- I'm trying to find [Regression analysis](course)\n- I want to know the location of [Ranska III](course)\n- I want to know where [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course) is\n- I want to know the classroom for [Information Visualization](course)\n- I want to know how to find [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course)- Where is [Filosofian historia](course)\n- Where is course [Media and Cultural Industries](course)\n- Where is class [ROMA MEDIAEVALIS - kansainvälinen keskiajan historian Rooma -kurssi -](course)\n- Where is lecture [Introduction to research methods in public administration](course)\n- Where is the classroom [Henkilöverotus](course)\n- Where can I find [Internationalisation in Education - (Tampere Summer School 2018)](course)\n- How to get to [Proseminaari (ryhmä 2)](course)\n- Where [Liiketoimintamallit](course)\n- Location [Managing e-commerce; Consumers and Community Perspective](course)\n- Find [Visuaalisen journalismin erityisalueet](course)\n- How to find [Fonetiikan perusopintojen harjoitustyö]\n- How can I find [Tiimi toimii - puheviestinnän syventävä kurssi (3. periodi)](course)\n- Which classroom is [Kandidaatintutkielmaseminaari - Seminaari](course)\n- What is the classroom for [Internet ja vuorovaikutteinen media](course)\n- Which room is [Kontrastiivisen fonetiikan perusteet -](course)\n- I'd like to find [Second Language Acquisition(course)\n- Where can I find [Yritysverotuksen syventävä opintojakso](course)\n- [Kuntien ja alueiden kansainväliset hallintasuhteet](course) place\n- [Vertaisohjaus tietojenkäsittelytieteissä](course) where\n- [Yhteisöllinen kehittämistehtävä] (course) location\n- Locate [Dialogue: Constructive Talk at Work (Tampere Summer School 2018)](course)\n- Where is [Makrotalousteorian jatkokurssi I](course) located\n- The location of [Ihmisoikeudet ja kansainvälinen yhteisö (kirjatentti/essee)](course) class\n- I can't find [Tekstitaidot](course)\n- I'm trying to find [Topical Issues in Governance, Management and Administration](course)\n- I want to know the location of [Opetus, ohjaus, oppiminen, monimuoto-opetus](course)\n- I want to know where [Hallintotieteen teoriat ja käsitteet](course) is\n- I want to know the classroom for [Kohti matematiikan opettajuutta 1(TTY)](course)\n- I want to know how to find [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](course)- Where is [Rahoitusekonometria](course)\n- Where is course [Journalismin perusteet, harjoitukset](course)\n- Where is class [Analyysi B](course)\n- Where is lecture [Introduction to Big Data Processing](course)\n- Where is the classroom [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](course)\n- Where can I find [Johtajuuden nykysuuntia](course)\n- How to get to [Toimittajan tieto- ja viestintätekniikkataidot](course)\n- Where [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](course)\n- Location [Kiina III](course)\n- Find [Research on Teaching and Learning - Seminar](course)\n- How to find [Tiedonhaun kieliteknologia]\n- How can I find [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](course)\n- Which classroom is [Äärellisten mallien teorian seminaari (Finite model theory seminar)](course)\n- What is the classroom for [Current Trends in Leadership](course)\n- Which room is [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](course)\n- I'd like to find [Tieteellinen kirjoittaminen / SOC (historia & filosofia)(course)\n- Where can I find [Tilastollisen päättelyn perusteet, iltaryhmä](course)\n- [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](course) place\n- [Julkisoikeuden syventävä tutkimusjakso](course) where\n- [Moniammatilliset johtamisopinnot] (course) location\n- Locate [Puheviestinnän tutkimuskurssi](course)\n- Where is [Foundations of English Business Communication (RPL) / näyttökoe](course) located\n- The location of [Johdatus hoitotieteelliseen tutkimukseen](course) class\n- I can't find [PhD by publication: writing integrative chapter](course)\n- I'm trying to find [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](course)\n- I want to know the location of [Puhe ja ääni tieteellisen tutkimuksen kohteena](course)\n- I want to know where [Systemaattinen tiedonhaku hoitotieteessä](course) is\n- I want to know the classroom for [Käsiteanalyysi ja filosofiset tutkimusmenetelmät (kirjatentti/essee)](course)\n- I want to know how to find [Kliinisen tutkijan peruskurssi](course)- Where is [ROMA MEDIAEVALIS - kansainvälinen keskiajan historian Rooma -kurssi -](course)\n- Where is course [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course)\n- Where is class [Ympäristön ja alueiden poliittisuus (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Where is lecture [Liikunta - Liikuntapedagogiikka perusopetuksessa A - 2. vsk](course)\n- Where is the classroom [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](course)\n- Where can I find [Fonetiikan perusopintojen harjoitustyö](course)\n- How to get to [Kehittävä asiantuntijatyö organisaatioissa](course)\n- Where [Suullinen viestintä II/Muntlig kommunikation II](course)\n- Location [Nordic Parliaments (POMLFCS1)](course)\n- Find [Communication Skills in English - Speaking Practice](course)\n- How to find [Yksilö, yhteiskunta ja kulttuuri - evankelisluterilaiset uskonnon ja elämänkatsomustiedon harjoitusryhmät - 2. vsk]\n- How can I find [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- Which classroom is [Päätöksenteko lastensuojelussa](course)\n- What is the classroom for [Luentateatteri](course)\n- Which room is [KEB-61430 Laaja kemia 3](course)\n- I'd like to find [Eduskuntavaalikurssi 2019 ja valinnainen tutkimusprojekti(course)\n- Where can I find [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- [SPSS:n perusteet, kevät](course) place\n- [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Pori](course) where\n- [Seminaari II] (course) location\n- Locate [Käännösviestintä suomi-ruotsi/Översättning finska-svenska](course)\n- Where is [Soveltava projekti - projekti](course) located\n- The location of [Perspectives in Educational Research](course) class\n- I can't find [Kääntäminen äidinkieleen](course)\n- I'm trying to find [Perintö-, lahja- ja varainsiirtoverotus](course)\n- I want to know the location of [Multidisciplinary Games and Internet Research](course)\n- I want to know where [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](course) is\n- I want to know the classroom for [Cell Technology Laboratory Course](course)\n- I want to know how to find [Sosiaalityön historia ja tutkimus (kirjatentti)](course)- Where is [Toiminta, tulkinta ja tieto](course)\n- Where is course [Yksilö, yhteiskunta ja kulttuuri - Historia, yhteiskuntaoppi ja katsomusopetus - 2. vsk (luennot)](course)\n- Where is class [Tekstianalyysi / Textanalyse](course)\n- Where is lecture [Yhteiskunnan mittaaminen](course)\n- Where is the classroom [Moniulotteinen markkinointi (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Where can I find [Gradu-kvantimetodit](course)\n- How to get to [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](course)\n- Where [Makrotalousteoria II](course)\n- Location [Laatu, arviointi ja kehittäminen korkeakouluissa - Harjoitustyö](course)\n- Find [Työ- ja virkamiesoikeus](course)\n- How to find [EU External Relations: Security, Economy and Values (book exam/essay)]\n- How can I find [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course)\n- Which classroom is [Master's Thesis Seminar / Internet and Game Studies](course)\n- What is the classroom for [Kirjallisuus ja kulttuuri/Litteratur och kultur](course)\n- Which room is [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, I-periodi](course)\n- I'd like to find [Johdatus tietojenkäsittelytieteisiin(course)\n- Where can I find [Pro gradu -seminaari ja -tutkielma (alkaa kevät 2019)](course)\n- [Tieteellinen kirjoittaminen / SOC (logopedia)](course) place\n- [SOS6.2.3 Työelämän vuorovaikutus](course) where\n- [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville] (course) location\n- Locate [Julkiset rahoitusjärjestelmät](course)\n- Where is [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) located\n- The location of [Finnish Survival Course](course) class\n- I can't find [Risk Management and Supervision of Financial Institutions](course)\n- I'm trying to find [Tutkielmapiiri](course)\n- I want to know the location of [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](course)\n- I want to know where [Tekstianalyysi / Textanalyse](course) is\n- I want to know the classroom for [Case study: Examining leadership challenges](course)\n- I want to know how to find [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (2. periodi)](course)" }, { "alpha_fraction": 0.6675699949264526, "alphanum_fraction": 0.6675699949264526, "avg_line_length": 34.74193572998047, "blob_id": "2351761e3dac4f0bce0ad5c2be19d323a9f730fd", "content_id": "c62d9b3b57a60b8061ab5934de58d4a32e43841c", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1107, "license_type": "permissive", "max_line_length": 59, "num_lines": 31, "path": "/rasaintentit/data/generoiduttreenidatat/kieli.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "- Teaching language [*](course)\n- Lecture language [*](course)\n- What is the teaching language in [*](course)\n- Teaching language in [*](course)\n- What language is [*](course)\n- Is [*](course) in english\n- Is [*](course) in finnish\n- [*](course) language\n- [*](course) teaching language\n- Is [*](course) taught in english\n- Is [*](course) taught in english\n- Can I pass [*](course) in english\n- Which language is [*](course)\n- What is [*](course) language\n- What is the language of [*](course) is\n- The teaching language of [*](course)\n- What language is used in [*](course)\n- Which language [*](course) is used\n- [*](course) spoken language\n- [*](course) languages\n- What are [*](course) languages\n- The [*](course) language\n- [*](course) teaching languages\n- The language of [*](course)\n- Teaching language in [*](course)\n- [*](course) in which language\n- What language do they speak in [*](course)\n- I want to know which language [*](course) is used\n- I want to know the language of [*](course)\n- I want to know what language do they speak in [*](course)\n- I want to know is [*](course) taught in english" }, { "alpha_fraction": 0.7912840843200684, "alphanum_fraction": 0.7961593866348267, "avg_line_length": 80.95671844482422, "blob_id": "c0d34bb2eec6f18d4d9b59d615c46007da9e1bb5", "content_id": "fae173ccd8effe60f5db7edc5627a8a0ab325c50", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 74623, "license_type": "permissive", "max_line_length": 275, "num_lines": 901, "path": "/rasaintentit/data/generoiduttreenidatat/out_kieli.md", "repo_name": "woroko/TUNIBot", "src_encoding": "ISO-8859-1", "text": "- Teaching language [Johdatus verkostoanalyysiin](course)\n- Lecture language [Aikuisten neuropsykologinen tutkiminen](course)\n- What is the teaching language in [Johdatus sosiaaliantropologiaan -seminaari](course)\n- Teaching language in [Käännösviestintä suomi-venäjä](course)\n- What language is [Study Skills - Basics of Information Literacy](course)\n- Is [Kirjoitusviestintä / COMS](course) in english\n- Is [Johdatus verkostoanalyysiin](course) in finnish\n- [Johdon laskentatoimen teoria -](course) language\n- [African and Black Diaspora Studies Research Seminar](course) teaching language\n- Is [All You Wanted to Know about Elections - But Never Dared to Ask (POMLFCS1)](course) taught in english\n- Is [Master's thesis seminar and master's thesis](course) taught in english\n- Can I pass [Asiantuntijan puheviestintä ja vuorovaikutus, 1.-2. periodi / VIESTINTÄROHKEUDEN RYHMÄ](course) in english\n- Which language is [Liike-elämän ruotsia I](course)\n- What is [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](course) language\n- What is the language of [Proseminaari](course) is\n- The teaching language of [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](course)\n- What language is used in [Master's Thesis Seminar (2nd year students)](course)\n- Which language [Science and Biotechnology Journal Club](course) is used\n- [Erot, jaot ja niiden rakentuminen, kirjatentti](course) spoken language\n- [Maailmanloppu nyt. Ja ennen.](course) languages\n- What are [Uskontojen antropologiaa](course) languages\n- The [Kääntämisen ja tulkkauksen teoria ja käytäntö - Käännösteoria](course) language\n- [User Experience: Design and Evaluation (TUT/IHTE)](course) teaching languages\n- The language of [Kieli käyttöön/Språket i bruk](course)\n- Teaching language in [Johdatus yhteiskuntahistoriaan](course)\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course) in which language\n- What language do they speak in [Preparatory Course in Communicative Skills](course)\n- I want to know which language [Tietokäytännöt (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) is used\n- I want to know the language of [Lehti- ja verkkojournalismi](course)\n- I want to know what language do they speak in [Ympäristön ja alueiden poliittisuus](course)\n- I want to know is [Kasvatushistoria, kirjatentti, Seinäjoki](course) taught in english- Teaching language [Grammaire/Kielioppi](course)\n- Lecture language [Mielenterveys, yhteiskunta ja sukupuoli](course)\n- What is the teaching language in [Johdatus viestinnän tutkimukseen ja analyysiin - verkkokurssi](course)\n- Teaching language in [Puheviestintä ja hyvinvointi](course)\n- What language is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](course)\n- Is [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](course) in english\n- Is [Projektinhallinnan perusteet](course) in finnish\n- [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course) language\n- [Rahoituksen perusteet](course) teaching language\n- Is [Johdanto riskienhallintaan ja vakuuttamiseen](course) taught in english\n- Is [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](course) taught in english\n- Can I pass [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](course) in english\n- Which language is [Talousviestintä / Wirtschaftskommunikation](course)\n- What is [Fighting Against Human Rights Violations](course) language\n- What is the language of [Kasvatus, tieto ja teoria - Luennot](course) is\n- The teaching language of [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course)\n- What language is used in [Logiikka](course)\n- Which language [Lääketieteellisen tutkimuksen etiikka](course) is used\n- [Talous - politiikka - kulttuuri -lukupiiri](course) spoken language\n- [Human Mobility in Peace and Conflict Research](course) languages\n- What are [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](course) languages\n- The [Johdatus tilastotieteeseen](course) language\n- [Kestävän kehityksen käytäntöjä](course) teaching languages\n- The language of [Biotechnical product development](course)\n- Teaching language in [Proseminaari](course)\n- [Moniammatillinen -klinikkaopetus](course) in which language\n- What language do they speak in [Mediakulttuurit / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- I want to know which language [Introduction to Formal Specification](course) is used\n- I want to know the language of [Nuorten ja aikuisten mielenterveyden arviointi](course)\n- I want to know what language do they speak in [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](course)\n- I want to know is [Terveyden edistämisen interventiot](course) taught in english- Teaching language [Kunta- ja aluejohtamisen vaihtuvasisältöinen erikoiskurssi](course)\n- Lecture language [Public Financial Management and Evolving Administrative Structures](course)\n- What is the teaching language in [Science and Biotechnology Journal Club](course)\n- Teaching language in [Opetus, ohjaus, oppiminen, verkko-opetus](course)\n- What language is [Orientation - Orientation to studying in the Degree Programme](course)\n- Is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.3.2019](course) in english\n- Is [Orientation - Orientation to studying in the Software Development programme](course) in finnish\n- [Academic Writing](course) language\n- [Poliittiset instituutiot ja prosessit (kirjatentti/essee)](course) teaching language\n- Is [Kieliopin harjoitukset](course) taught in english\n- Is [Sustainable business practices (Independent study)](course) taught in english\n- Can I pass [Rahatalous](course) in english\n- Which language is [Pro gradu -tutkielma ja -seminaari, tammikuussa 2018 aloittaneet ryhmät](course)\n- What is [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course) language\n- What is the language of [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course) is\n- The teaching language of [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course)\n- What language is used in [Tieteellinen kirjoittaminen / LUO & COMS](course)\n- Which language [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](course) is used\n- [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](course) spoken language\n- [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course) languages\n- What are [Kiina III](course) languages\n- The [Kielellinen merkitys, käyttö ja konteksti](course) language\n- [Continental Model: The Austrian System of Work and Social Security](course) teaching languages\n- The language of [Venäjä III](course)\n- Teaching language in [Syntaksi](course)\n- [Lesen, Verstehen, Schreiben](course) in which language\n- What language do they speak in [Everything You Wanted to Know about Political Parties - But Never Dared to Ask (POMLFCS1)](course)\n- I want to know which language [Inklusiivinen pedagogiikka ja oppimisen tukeminen](course) is used\n- I want to know the language of [Statistics](course)\n- I want to know what language do they speak in [Master's Thesis Seminar in Human-Technology Interaction (Starting Fall term)](course)\n- I want to know is [Työhyvinvointi](course) taught in english- Teaching language [Linguistics II: Meaning and Discourse](course)\n- Lecture language [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC)](course)\n- What is the teaching language in [Matemaattisen tilastotieteen perusteet](course)\n- Teaching language in [Orientoivat opinnot - Orientoivat opinnot](course)\n- What language is [Hallintotieteen teoriat ja käsitteet](course)\n- Is [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](course) in english\n- Is [Monikielinen käännöstyöpaja](course) in finnish\n- [Venäjän historia, kirjallisuus ja kulttuuri](course) language\n- [Ryhmät ja ryhmien väliset suhteet](course) teaching language\n- Is [Semantiikka ja pragmatiikka / Sémantique et pragmatique](course) taught in english\n- Is [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](course) taught in english\n- Can I pass [Viestintä- ja informaatio-oikeus](course) in english\n- Which language is [Terveystiedon asiantuntijuus (sähköinen tentti)](course)\n- What is [Etnografinen tutkimusprosessi](course) language\n- What is the language of [Usability Evaluation Methods](course) is\n- The teaching language of [Tietojenkäsittelytieteiden opintojakso TTY:ltä](course)\n- What language is used in [Tekoälyn filosofia](course)\n- Which language [Sosiaalityön historia ja tutkimus (kirjatentti)](course) is used\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 12.-13.12.2018](course) spoken language\n- [Kontrastiivisen fonetiikan perusteet -](course) languages\n- What are [Tietotekniikkataidot (syksy)](course) languages\n- The [Laskentatoimen teoria ja IFRS II](course) language\n- [Responsible Business and Social Accounting (Online course)](course) teaching languages\n- The language of [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti](course)\n- Teaching language in [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- [Kandidaattitutkielma ja seminaari (tilastotiede)](course) in which language\n- What language do they speak in [Verkkopalvelujen informaatioarkkitehtuuri](course)\n- I want to know which language [Ranska III](course) is used\n- I want to know the language of [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- I want to know what language do they speak in [Tiedonhankintataidot 3op - Tiedonhankintataidot I - Tiedonhankinnan perusteet](course)\n- I want to know is [Introduction to R](course) taught in english- Teaching language [Tutkielmaseminaari - Tutkielmaseminaari](course)\n- Lecture language [Kandidaatintutkielmaseminaari - Seminaari](course)\n- What is the teaching language in [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](course)\n- Teaching language in [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course)\n- What language is [Taloustieteen matematiikan jatkokurssi](course)\n- Is [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](course) in english\n- Is [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](course) in finnish\n- [Europe in transition](course) language\n- [Liikunta - Liikuntapedagogiikka perusopetuksessa A ensisijaisesti opinnot 1½ lukuvuodessa suorittavat POM-opintoihin opinto-oikeuden saaneet opiskelijat](course) teaching language\n- Is [Demola Project](course) taught in english\n- Is [Yritysjuridiikan perusteet](course) taught in english\n- Can I pass [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](course) in english\n- Which language is [Tieteellinen kirjoittaminen / LUO & COMS](course)\n- What is [Improving the quality and safety of health care through outcomes research](course) language\n- What is the language of [Tieteellinen kirjoittaminen](course) is\n- The teaching language of [Asevelvollisuus Suomessa ja kansainvälisesti](course)\n- What language is used in [Asioimistulkkaus venäjä-suomi-venäjä](course)\n- Which language [Hallinto-oikeuden syventävä jakso](course) is used\n- [Keskustelunanalyysi (verkkokurssi), kevät 2019](course) spoken language\n- [Strateginen johtaminen julkisyhteisöissä](course) languages\n- What are [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](course) languages\n- The [Intermediate studies in Computer Science in TUT](course) language\n- [Yksilön työhyvinvointi](course) teaching languages\n- The language of [Tieteellinen seminaarisarja](course)\n- Teaching language in [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- [Kääntämisen ja tulkkauksen teoria ja käytäntö - Terminologia](course) in which language\n- What language do they speak in [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- I want to know which language [Tekstilingvistiikka / Textlinguistik](course) is used\n- I want to know the language of [Visual Peace Research](course)\n- I want to know what language do they speak in [Lain ja hallinnon käännösviestinnän seminaari suomi-venäjä](course)\n- I want to know is [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course) taught in english- Teaching language [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course)\n- Lecture language [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](course)\n- What is the teaching language in [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](course)\n- Teaching language in [Espanja II](course)\n- What language is [Tutkimuksen perusteet ja etiikka](course)\n- Is [Ruotsin kielen kirjallinen ja suullinen viestintä](course) in english\n- Is [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](course) in finnish\n- [Tieteellinen kirjoittaminen ja politiikan tutkimuksen aineistot](course) language\n- [Basics of Marketing and Sales -](course) teaching language\n- Is [Demola-projektityö I](course) taught in english\n- Is [Orientaatiopäivä väitöskirjatutkijoille](course) taught in english\n- Can I pass [Tiivistämisen taito](course) in english\n- Which language is [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](course)\n- What is [Neuropsykologinen kuntoutus](course) language\n- What is the language of [Ydinaseet ja kansainvälinen politiikka](course) is\n- The teaching language of [Muutosjohtaminen sosiaalityössä - Sosnet verkkokurssi](course)\n- What language is used in [Kieli ja kielentäminen - 2 vsk (pienryhmät)](course)\n- Which language [Tilastollisen tutkimuksen perusteet](course) is used\n- [Orientoivat opinnot ja HOPS (venäjän kieli, kulttuuri ja kääntäminen)](course) spoken language\n- [Johtamisen ja organisaatioiden perusteet](course) languages\n- What are [Espanja II](course) languages\n- The [Academic Presentations](course) language\n- [Sosiaalioikeus - STYA1A2 Sosiaalioikeus II](course) teaching languages\n- The language of [Saksan kielen valmentava kurssi - Interkulturelles Training](course)\n- Teaching language in [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course)\n- [Sosiaalioikeus I](course) in which language\n- What language do they speak in [Tekninen kirjoittaminen (englanti)](course)\n- I want to know which language [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course) is used\n- I want to know the language of [Klinikkaharjoittelu](course)\n- I want to know what language do they speak in [Bioinformatics tools (autumn 2018)](course)\n- I want to know is [Media and the Arctic (POMLFCS3)](course) taught in english- Teaching language [Lineaarialgebra 1B](course)\n- Lecture language [Terveystieteiden laadulliset tutkimusmenetelmät](course)\n- What is the teaching language in [Liikunta - Liikuntapedagogiikan perusteet - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- Teaching language in [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- What language is [Pro gradu -tutkielma ja -seminaari, tammikuussa 2019 aloittavat ryhmät](course)\n- Is [Kirjallisuus ja kulttuuri/Litteratur och kultur](course) in english\n- Is [Oikeudellisen tutkimuksen perusteet](course) in finnish\n- [Julkisyhteisöjen kirjanpito ja tilinpäätös](course) language\n- [Televisiojournalismi](course) teaching language\n- Is [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course) taught in english\n- Is [Arvonlisäverotuksen syventävä opintojakso](course) taught in english\n- Can I pass [Tutkimustyön perusteet (teemalla Verkostot ja somevaikuttaminen Twitterissä)](course) in english\n- Which language is [Tiedonhankintataidot (hoitotiede)](course)\n- What is [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](course) language\n- What is the language of [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course) is\n- The teaching language of [A Biomedical View of Patenting](course)\n- What language is used in [Tieteellinen kirjoittaminen](course)\n- Which language [Soluviljely (1. vuosikurssin opiskelijoille)](course) is used\n- [Poliittinen filosofia (kirjatentti/essee)](course) spoken language\n- [Thesis seminar](course) languages\n- What are [Comparative Criminal Justice](course) languages\n- The [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](course) language\n- [Espanjan kielen kirjallinen ja suullinen taito](course) teaching languages\n- The language of [Ethnographic Research](course)\n- Teaching language in [Dialogitulkkaus](course)\n- [Venäjän historia, kirjallisuus ja kulttuuri](course) in which language\n- What language do they speak in [Uuden ajan alun murroksia](course)\n- I want to know which language [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](course) is used\n- I want to know the language of [Tutkiva opiskelu (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course)\n- I want to know what language do they speak in [Palvelut ja hyvinvointivaltion murros](course)\n- I want to know is [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course) taught in english- Teaching language [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](course)\n- Lecture language [Pro gradu - seminaari 2018 (jatkava) (vaihe I)](course)\n- What is the teaching language in [Translation and Academic Writing - Introduction to Academic Writing](course)\n- Teaching language in [Työ- ja virkamiesoikeus](course)\n- What language is [BMT-70100 Kudosteknologian perusteet](course)\n- Is [Tietorakenteet](course) in english\n- Is [Foundations of English Business Communication](course) in finnish\n- [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](course) language\n- [Käännösviestintä II englanti-suomi](course) teaching language\n- Is [Writing for Research](course) taught in english\n- Is [Oppimispelien käyttö ja evaluaatio](course) taught in english\n- Can I pass [Media maailmassa - verkkokurssi](course) in english\n- Which language is [Tiedonhankintataidot - Tiedonhankintataidot II - Tiedonhankinnan syventäminen](course)\n- What is [Cultural Conversations](course) language\n- What is the language of [Media Landscape in Russia: Regional Perspective](course) is\n- The teaching language of [Yrityksen oikeudellinen riskienhallinta](course)\n- What language is used in [Johdatus viestintään ja mediaan](course)\n- Which language [Romanticism and Its Legacy](course) is used\n- [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](course) spoken language\n- [Opintojen ohjattu suunnittelu](course) languages\n- What are [Historian määrällisen tiedon esittäminen](course) languages\n- The [Johdatus Suomen kirjallisuushistoriaan - harjoitukset](course) language\n- [Opintojen ohjattu suunnittelu](course) teaching languages\n- The language of [Usean muuttujan differentiaalilaskenta](course)\n- Teaching language in [Health systems and health in developing Asia: India, China, and North Korea](course)\n- [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course) in which language\n- What language do they speak in [Aikuis- ja ammattikasvatuksen asiantuntijuus](course)\n- I want to know which language [Kiina II](course) is used\n- I want to know the language of [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](course)\n- I want to know what language do they speak in [Ylellisyyden historia -verkkokurssi](course)\n- I want to know is [Kielioppi II/Språkets strukturer II](course) taught in english- Teaching language [Mental Health Research: Using the Knowledge and Adding to it](course)\n- Lecture language [Strateginen johtaminen](course)\n- What is the teaching language in [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](course)\n- Teaching language in [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](course)\n- What language is [Advanced Microscopy](course)\n- Is [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](course) in english\n- Is [Medioitu vuorovaikutus](course) in finnish\n- [Kielioppi I](course) language\n- [Culture and everyday life of the \"Soviet Thaw\"](course) teaching language\n- Is [Tutkimuspraktikum](course) taught in english\n- Is [Graduseminaari, alkava (Kaarninen)](course) taught in english\n- Can I pass [Vero-oikeuden perusteet](course) in english\n- Which language is [Semantiikka ja pragmatiikka / Sémantique et pragmatique](course)\n- What is [Molekulaarinen solubiologia](course) language\n- What is the language of [EI toteutusta 2018-19 Advanced immunology](course) is\n- The teaching language of [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- What language is used in [Media and the Arctic (POMLFCS3)](course)\n- Which language [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course) is used\n- [Research Methods in HTI](course) spoken language\n- [Esiintyminen](course) languages\n- What are [Ranska I](course) languages\n- The [Kehittävä asiantuntijatyö organisaatioissa](course) language\n- [Ympäristökasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) teaching languages\n- The language of [Foundations of Ecological Economics](course)\n- Teaching language in [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](course)\n- [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (harjoitukset)](course) in which language\n- What language do they speak in [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat( luennot)](course)\n- I want to know which language [Business Ethics (Lectures)](course) is used\n- I want to know the language of [Antiikin ja keskiajan ryhmä](course)\n- I want to know what language do they speak in [Statistics](course)\n- I want to know is [Verotusmenettely ja oikeusturva verotuksessa](course) taught in english- Teaching language [Ammattimainen tekstintarkistus](course)\n- Lecture language [Ethnographic Research](course)\n- What is the teaching language in [Konsekutiivitulkkaus -](course)\n- Teaching language in [Antiikin ja keskiajan ryhmä](course)\n- What language is [Psykologiset interventiot](course)\n- Is [Johdatus historiantutkimukseen - Johdatus historiantutkimukseen -luentokurssi (avoin yo)](course) in english\n- Is [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](course) in finnish\n- [Puhesuomi ja esiintyminen](course) language\n- [Comparative Education - book exam](course) teaching language\n- Is [Pohjoismaisten kielten lähtötasokoe](course) taught in english\n- Is [Johdon laskentatoimen teoria -](course) taught in english\n- Can I pass [Matematiikan gradustartti](course) in english\n- Which language is [Lapset ja lastensuojelu](course)\n- What is [Dramaturgia: Musikaalin dramaturgia](course) language\n- What is the language of [Julkissektorin instituutioiden talous (monimuoto-opetus)](course) is\n- The teaching language of [Sosiaalipolitiikka (lähi- ja monimuotokurssi)](course)\n- What language is used in [Eastern European Model: Lithuanian System of Work and Social Security](course)\n- Which language [Pankkioikeus](course) is used\n- [Johdatus hoitotieteeseen](course) spoken language\n- [Structure of English II - Grammar II](course) languages\n- What are [Interview as a means of data generation](course) languages\n- The [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](course) language\n- [Cell Technology](course) teaching languages\n- The language of [Filosofian työpaja](course)\n- Teaching language in [Markkinoinnin kannattavuus ja taloudellisuus](course)\n- [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](course) in which language\n- What language do they speak in [Olio-ohjelmoinnin perusteet II](course)\n- I want to know which language [Yhteiskunnallinen laskentatoimi](course) is used\n- I want to know the language of [Special Issues in Design Research](course)\n- I want to know what language do they speak in [Julkissektorin instituutioiden talous (monimuoto-opetus)](course)\n- I want to know is [Mikrotalousteoria I](course) taught in english- Teaching language [Kirjoitusviestintä / COMS](course)\n- Lecture language [Metafysiikka](course)\n- What is the teaching language in [Testimenetelmien perusteet ja ammattietiikka](course)\n- Teaching language in [Satututkimuksen lukupiiri](course)\n- What language is [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](course)\n- Is [Opintojen ohjattu suunnittelu](course) in english\n- Is [Tietotekniikka ja yhteiskunta](course) in finnish\n- [Eläimet työssä](course) language\n- [Toimittajan tieto- ja viestintätekniikkataidot](course) teaching language\n- Is [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course) taught in english\n- Is [New Wars and How to Study Them (POMLFCS3)](course) taught in english\n- Can I pass [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) in english\n- Which language is [Seminaari](course)\n- What is [Introduction to International Relations (book exam)](course) language\n- What is the language of [Liberalismi ja demokratia](course) is\n- The teaching language of [Professional Writing (online course)](course)\n- What language is used in [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä - Luennot (slk) TAI kirjallisuus (slk ja klk)](course)\n- Which language [Kandidaatintutkielma ja seminaari - Seminaari](course) is used\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus - HARJOITTELUTUKIOPTION HAKEMINEN: Seminaarit ja harjoittelu vuonna 2019 opintojakson suorittaville](course) spoken language\n- [Kansainvälisen politiikan teoria ja menetelmät (luentokurssi)](course) languages\n- What are [Yksilö, yhteiskunta ja kulttuuri - historian ja yhteiskuntaopin harjoitusryhmät - 2. vsk](course) languages\n- The [Seminaari (Nikunen) jatkuu keväältä](course) language\n- [Demola-projektityö I](course) teaching languages\n- The language of [Lähtötasokoe](course)\n- Teaching language in [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- [Cultural Diversity in Education and at Work - (autumn)](course) in which language\n- What language do they speak in [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](course)\n- I want to know which language [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](course) is used\n- I want to know the language of [Kirjallisuus ja tunteet](course)\n- I want to know what language do they speak in [Tilastotieteen perusteet](course)\n- I want to know is [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](course) taught in english- Teaching language [Tieteellinen kirjoittaminen / COMS (puheviestinnän opiskelijoille)](course)\n- Lecture language [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSO-opintosuunnan ryhmä)](course)\n- What is the teaching language in [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](course)\n- Teaching language in [Tieteellinen kirjoittaminen (SOC)](course)\n- What language is [Basics II: Intermediate Czech I](course)\n- Is [Accounting Information Systems](course) in english\n- Is [Ohjatut asiakastyöt](course) in finnish\n- [Kandidaatintutkielma](course) language\n- [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course) teaching language\n- Is [Kilpailuoikeuden syventävä opintojakso - kirjatentti](course) taught in english\n- Is [Media and Globalization - Lectures + essay](course) taught in english\n- Can I pass [Eheyttävä musiikkikasvatus - Musiikkiliikunta, tanssi ja musiikkileikit](course) in english\n- Which language is [Improving the quality and safety of health care through outcomes research](course)\n- What is [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 4. periodi](course) language\n- What is the language of [Johtamisen ja organisaatioiden perusteet](course) is\n- The teaching language of [Mediatutkimuksen valinn. jakso: Ääni, teknologia ja kulttuuri](course)\n- What language is used in [Laadulliset tutkimusotteet](course)\n- Which language [Postgraduate seminar in Interactive Technology (Turunen)](course) is used\n- [Mikrotalousteoria I](course) spoken language\n- [Kansainvälisen historian tutkijaseminaari](course) languages\n- What are [Translating and Editing for Publication](course) languages\n- The [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](course) language\n- [Verkkojulkaiseminen](course) teaching languages\n- The language of [Introduction to Corporate Social Responsibility](course)\n- Teaching language in [Johdon laskentatoimen perusteet](course)\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course) in which language\n- What language do they speak in [Tietojenkäsittelytieteiden opintojakso TTY:ltä](course)\n- I want to know which language [Kandidaattiseminaari (Mustakallio)](course) is used\n- I want to know the language of [Inclusiveness in Local Innovation Environments](course)\n- I want to know what language do they speak in [Teaching, Pedagogical Facilitating, Learning](course)\n- I want to know is [Mikrotalousteoria II](course) taught in english- Teaching language [Communication écrite/Kirjallinen viestintä](course)\n- Lecture language [Laadulliset tutkimusotteet](course)\n- What is the teaching language in [Sosiaalipsykologia (verkkokurssi)](course)\n- Teaching language in [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](course)\n- What language is [Poliittiset järjestelmät (kirjatentti/essee)](course)\n- Is [Distributed Systems](course) in english\n- Is [Yhteiskunnan tutkimuksen ajankohtaisia kysymyksiä - Luennot (verkkokurssi)](course) in finnish\n- [BMT-70100 Kudosteknologian perusteet](course) language\n- [Peace, Human Rights and Democracy in the Korean Peninsula and East Asia (Tampere Summer School 2018)](course) teaching language\n- Is [Sosiaalityön teoriahistoria](course) taught in english\n- Is [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](course) taught in english\n- Can I pass [Ainedidaktiikka II](course) in english\n- Which language is [Yksilö, yhteiskunta ja kulttuuri - Historia, yhteiskuntaoppi ja katsomusopetus - 2. vsk (luennot)](course)\n- What is [Introduction to Education in Finland - Lectures, observation, essay and learning diary](course) language\n- What is the language of [Simultaaninen konferenssitulkkaus](course) is\n- The teaching language of [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](course)\n- What language is used in [Puhesuomi ja esiintyminen](course)\n- Which language [Political Systems (book exam/essay)](course) is used\n- [Experimental animal course](course) spoken language\n- [Ohjelmistotuotannon käytännöt](course) languages\n- What are [Research Ethics](course) languages\n- The [Finnish Elementary Course 4](course) language\n- [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](course) teaching languages\n- The language of [Public Financial Management and Evolving Administrative Structures](course)\n- Teaching language in [Vanhuus ja gerontologinen sosiaalityö](course)\n- [Nykyajan filosofia](course) in which language\n- What language do they speak in [Kirjallinen ja suullinen viestintä II: kirjallinen viestintä](course)\n- I want to know which language [Yksilöllisyys oppimisessa ja osallistumisessa](course) is used\n- I want to know the language of [Yritysjuridiikan ajankohtaiset teemat](course)\n- I want to know what language do they speak in [Perheen vuorovaikutus](course)\n- I want to know is [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) taught in english- Teaching language [Asiakastieto ja asiakkuuksien johtaminen](course)\n- Lecture language [Social research and the behavioural sciences](course)\n- What is the teaching language in [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](course)\n- Teaching language in [Puheviestintä ja hyvinvointi](course)\n- What language is [Orientation and Study Planning](course)\n- Is [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](course) in english\n- Is [Käsityö - Käsityö 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](course) in finnish\n- [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](course) language\n- [Children, young people, politics and participation](course) teaching language\n- Is [European, Eurasian and Global Energy Policy (book exam/essay)](course) taught in english\n- Is [Finnish Survival Course](course) taught in english\n- Can I pass [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](course) in english\n- Which language is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanopettajaopiskelijat](course)\n- What is [Tutkielmaseminaari - Seminaari](course) language\n- What is the language of [COURSE CANCELLED: Islamism](course) is\n- The teaching language of [Matematiikan gradustartti](course)\n- What language is used in [Master's Thesis Seminar in Software Development](course)\n- Which language [Kandidaattiseminaari (Nenonen)](course) is used\n- [Interaction Techniques](course) spoken language\n- [Lähtötasokoe - Kirjallinen tentti](course) languages\n- What are [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](course) languages\n- The [Kandidaatintutkielmaseminaari - Seminaari](course) language\n- [Orientation Course - General Orientation Course for International Students](course) teaching languages\n- The language of [Kielen kehitys](course)\n- Teaching language in [Terveys ja yhteiskuntapolitiikka](course)\n- [Valinnainen jakso: Johdatus tiedeviestintään](course) in which language\n- What language do they speak in [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- I want to know which language [Vanheneminen sosiaalisena ilmiönä](course) is used\n- I want to know the language of [Ylirajaiset ilmiöt historiassa: näkökulmia tutkimukseen ja tulkintaan](course)\n- I want to know what language do they speak in [Henkilöstöjohtaminen](course)\n- I want to know is [Puheviestintä tieteenä](course) taught in english- Teaching language [Introduction to Political Theory (book exam/essay)](course)\n- Lecture language [Osallistuminen opiskelijavaihtoon](course)\n- What is the teaching language in [Literature and Change after 1900 (British Literature)](course)\n- Teaching language in [Writing for Publications](course)\n- What language is [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](course)\n- Is [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course) in english\n- Is [Laskentatoimen teoria ja IFRS II](course) in finnish\n- [Makrotalousteorian jatkokurssi I](course) language\n- [Yhteisöviestintä kunta- ja aluejohtamisessa](course) teaching language\n- Is [Orientoivat opinnot ja HOPS](course) taught in english\n- Is [Opintopiiri](course) taught in english\n- Can I pass [Ainedidaktinen tutkimus ja tutkiva opettajuus](course) in english\n- Which language is [Pedagoginen kehittäminen ja johtajuus / Luennot - 3.vsk + 2.vsk ryhmä 4](course)\n- What is [Nordiska synvinklar](course) language\n- What is the language of [Poliittiset järjestelmät (kirjatentti/essee)](course) is\n- The teaching language of [Professional Writing (online course)](course)\n- What language is used in [Cell Technology Laboratory Course](course)\n- Which language [Sosiaalityö terveydenhuollossa](course) is used\n- [Laskentatoimen teoria ja IFRS II](course) spoken language\n- [Teaching, Pedagogical Facilitating, Learning](course) languages\n- What are [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent work and exams)](course) languages\n- The [Vertaisohjaus tietojenkäsittelytieteissä](course) language\n- [Terveystieteiden laadulliset tutkimusmenetelmät](course) teaching languages\n- The language of [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy](course)\n- Teaching language in [Vanhuus ja gerontologinen sosiaalityö](course)\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](course) in which language\n- What language do they speak in [Visual Peace Research](course)\n- I want to know which language [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](course) is used\n- I want to know the language of [Terveystiedon sisällöt (sähköinen tentti)](course)\n- I want to know what language do they speak in [Valtio-opin maisteriseminaari](course)\n- I want to know is [Internship or work placement](course) taught in english- Teaching language [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](course)\n- Lecture language [Kv-tuutorina toimiminen](course)\n- What is the teaching language in [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](course)\n- Teaching language in [Tieteellinen kirjoittaminen / SOC (logopedia)](course)\n- What language is [Developing and implementing European Public Sector Accounting modules](course)\n- Is [Seminaari](course) in english\n- Is [Viron jatkokurssi](course) in finnish\n- [Finnish Elementary Course 1 (taught in 3. period)](course) language\n- [Teemaseminaari Kant Puhtaan järjen kritiikki](course) teaching language\n- Is [Kandidaattiseminaari (JATKAVA, Vahtikari)](course) taught in english\n- Is [Kandidaatintutkielmaseminaari - Seminaari, II-periodissa alkava nopeasti etenevä ryhmä](course) taught in english\n- Can I pass [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course) in english\n- Which language is [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- What is [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](course) language\n- What is the language of [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](course) is\n- The teaching language of [Markkinointitutkimuksen sovellukset](course)\n- What language is used in [Kielen kehitys / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Which language [Saksan kielen valmentava kurssi - Interkulturelles Training](course) is used\n- [Bioinformatics tools (autumn 2018)](course) spoken language\n- [Orientoivat opinnot ja HOPS (suomen kieli)](course) languages\n- What are [Sosiaalityö terveydenhuollossa](course) languages\n- The [Tekstitaidot](course) language\n- [Luentateatteri](course) teaching languages\n- The language of [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course)\n- Teaching language in [Liike-elämän ruotsia I / näyttökoe (AHOT)](course)\n- [1800-luvun ja 1900-luvun kirjallisuuden historia/ Istorija russkoj literatury XIX i XX vekov](course) in which language\n- What language do they speak in [Vero-oikeuden perusteet](course)\n- I want to know which language [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](course) is used\n- I want to know the language of [Health in disasters, conflicts and complex human emergencies](course)\n- I want to know what language do they speak in [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](course)\n- I want to know is [Tilintarkastusoikeus - kirjatentti](course) taught in english- Teaching language [Tutkielmakurssi (III)](course)\n- Lecture language [Asiantuntijan puheviestintä ja vuorovaikutus, 1.-2. periodi / VIESTINTÄROHKEUDEN RYHMÄ](course)\n- What is the teaching language in [Vanheneminen ikääntyvässä yhteiskunnassa](course)\n- Teaching language in [Julkisoikeuden perusteet (järjestäjä TAMK)](course)\n- What language is [Organisation Theory and Analysis](course)\n- Is [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](course) in english\n- Is [Human-Centered Product Development (TUT/IHTE)](course) in finnish\n- [Kielioppi I](course) language\n- [Orientoivat opinnot - Tiedonhankintataidot I](course) teaching language\n- Is [Historian tutkimusprosessi ja historiantutkijan etiikka](course) taught in english\n- Is [Nuorisotyön harjoittelu](course) taught in english\n- Can I pass [Saksa III](course) in english\n- Which language is [Tila, teknologia ja toiminta](course)\n- What is [International Society (book exam/essay)](course) language\n- What is the language of [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course) is\n- The teaching language of [Dimensionality Reduction and Visualization](course)\n- What language is used in [Capstone - Talousjohdon tehtävät ja osaamisalueet](course)\n- Which language [Tekstianalyysi - Harjoitukset](course) is used\n- [Työ- ja organisaatiopsykologian interventiot](course) spoken language\n- [Basics of Management and Organizations](course) languages\n- What are [Research Ethics](course) languages\n- The [Venäjä III](course) language\n- [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](course) teaching languages\n- The language of [Proseminaari (ryhmä 2)](course)\n- Teaching language in [Tulkin työkalupakki](course)\n- [Ohjaus yliopistossa](course) in which language\n- What language do they speak in [Orientoivat opinnot - Alkuorientaatio](course)\n- I want to know which language [Introduction to Bayesian Analysis 1](course) is used\n- I want to know the language of [European Integration and the Political System of the European Union (book exam/essay)](course)\n- I want to know what language do they speak in [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- I want to know is [Kandidaatintutkielmaseminaari - Seminaari](course) taught in english- Teaching language [Writing for Publications](course)\n- Lecture language [Johdatus yhteiskuntafilosofiaan](course)\n- What is the teaching language in [Media and the Arctic (POMLFCS3)](course)\n- Teaching language in [Orientaatio tutkielman tekemiseen -](course)\n- What language is [Research seminar for postgraduate studies](course)\n- Is [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](course) in english\n- Is [Continental Model: The Austrian System of Work and Social Security](course) in finnish\n- [Systemaattinen tiedonhaku hoitotieteessä](course) language\n- [Struggles on Education](course) teaching language\n- Is [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](course) taught in english\n- Is [Johdatus viestintään ja mediaan](course) taught in english\n- Can I pass [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](course) in english\n- Which language is [Tietoresurssien tuotanto ja kokoelmatyö](course)\n- What is [Peace and Conflict Research (book exam/essay)](course) language\n- What is the language of [Transcultural perspectives in developing media education](course) is\n- The teaching language of [Russia beyond Russia. Case Study Finland](course)\n- What language is used in [Civil Society and Political Participation (book exam/essay)](course)\n- Which language [Finnish Advanced Course 2 (taught in Finnish)](course) is used\n- [Taitoseminaari](course) spoken language\n- [Tieteellinen kirjoittaminen (SOC)](course) languages\n- What are [Tilastollisen päättelyn perusteet, iltaryhmä](course) languages\n- The [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](course) language\n- [Visuaalisen journalismin perusteet, luennot](course) teaching languages\n- The language of [Kasvatus tieteellisen tutkimuksen kohteena, avoin yo, lähi- ja monimuotototeutus](course)\n- Teaching language in [Harjoittelu / Varhaiskasvatus](course)\n- [Monikieliset tekstikorpukset (verkkokurssi)](course) in which language\n- What language do they speak in [New Wars and How to Study Them (POMLFCS3)](course)\n- I want to know which language [Vakuutustoiminnan periaatteet ja johtaminen](course) is used\n- I want to know the language of [Political Systems (book exam/essay)](course)\n- I want to know what language do they speak in [Presentation Skills](course)\n- I want to know is [Foundations of English Business Communication (RPL) / näyttökoe](course) taught in english- Teaching language [Terveystiedon asiantuntijuus (sähköinen tentti)](course)\n- Lecture language [Professional Writing (online course)](course)\n- What is the teaching language in [Talous - politiikka - kulttuuri -lukupiiri](course)\n- Teaching language in [Semantiikka ja pragmatiikka / Semantik und Pragmatik](course)\n- What language is [Hands-on genetics](course)\n- Is [Introduction to Social Circus Pedagogy - (Tampere Summer School 2018)](course) in english\n- Is [Opetus, ohjaus, oppiminen, monimuoto-opetus](course) in finnish\n- [Re-Thinking Value Creation](course) language\n- [Tekstianalyysi - Harjoitukset](course) teaching language\n- Is [Terveyden edistämisen interventiot, Seinäjoki](course) taught in english\n- Is [Kirjallinen viestintä II/Skriftlig kommunikation II](course) taught in english\n- Can I pass [Theatre, Society, and Politics 1660-1760](course) in english\n- Which language is [Scottish Literature](course)\n- What is [Philosophy of Science (online course)](course) language\n- What is the language of [Perheen vuorovaikutus](course) is\n- The teaching language of [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](course)\n- What language is used in [Eheyttävä musiikkikasvatus - Sointurakenteet ja säestystyylit koskettimilla](course)\n- Which language [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](course) is used\n- [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course) spoken language\n- [Verkkopalvelujen informaatioarkkitehtuuri](course) languages\n- What are [Urban Inequalities](course) languages\n- The [KV-tuutorina toimiminen](course) language\n- [Accounting Information Systems](course) teaching languages\n- The language of [Health systems and health in developing Asia: India, China, and North Korea](course)\n- Teaching language in [Terveys ja yhteiskuntapolitiikka](course)\n- [Tilastotieteen johdantokurssi, kevät](course) in which language\n- What language do they speak in [Kandidaattiseminaari ja kandidaatin tutkielma - Kandiseminaari](course)\n- I want to know which language [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](course) is used\n- I want to know the language of [Advanced bioinformatics tools](course)\n- I want to know what language do they speak in [Jatko-opintoja](course)\n- I want to know is [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (kansanterveystieteen opiskelijoille)](course) taught in english- Teaching language [Basics I: Basics of Czech language I](course)\n- Lecture language [Requirements Engineering](course)\n- What is the teaching language in [Orientation and Study Planning](course)\n- Teaching language in [Orientoivat opinnot ja HOPS](course)\n- What language is [Ruotsin kielen valmentava kurssi](course)\n- Is [Valinnainen jakso: Radioprojekti (syksy)](course) in english\n- Is [Psykiatria](course) in finnish\n- [Graduseminaari, alkava (Markkola)](course) language\n- [Research seminar for postgraduate studies](course) teaching language\n- Is [Suomen kulttuuri ja yhteiskunta -lukupiiri](course) taught in english\n- Is [Tietojenkäsittelytieteiden opintojakso TTY:ltä](course) taught in english\n- Can I pass [Julkiset hankinnat](course) in english\n- Which language is [Viestintää tukevat keinot asiakas-työntekijä-suhteessa](course)\n- What is [Research in Practice](course) language\n- What is the language of [Lain ja hallinnon käännösviestinnän seminaari ranska-suomi](course) is\n- The teaching language of [Legal English](course)\n- What language is used in [Tyylioppi](course)\n- Which language [Methods in Text and Discourse Analysis](course) is used\n- [Foreign Policy and Diplomacy (book exam/essay)](course) spoken language\n- [Espanja I](course) languages\n- What are [Asevelvollisuus Suomessa ja kansainvälisesti](course) languages\n- The [Talouselämän ja tekniikan käännösviestinnän seminaari saksa-suomi](course) language\n- [Moniammatillinen -klinikkaopetus](course) teaching languages\n- The language of [Kandidaattitutkielma ja seminaari (matematiikka) - LaTeX-opinnot](course)\n- Teaching language in [Tulkkauksen teoria](course)\n- [Orientation - General Orientation Course for International Students](course) in which language\n- What language do they speak in [Kielen- ja tekstinhuolto](course)\n- I want to know which language [Advanced bioinformatics tools](course) is used\n- I want to know the language of [Methodology of Social and Comparative Research](course)\n- I want to know what language do they speak in [Julkiset rahoitusjärjestelmät](course)\n- I want to know is [Practical Programming in Python](course) taught in english- Teaching language [Tutkiva ja kehittävä opettaja](course)\n- Lecture language [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course)\n- What is the teaching language in [Finnish Elementary Course 1 (taught in 3. period)](course)\n- Teaching language in [Kandidaatintutkielmaseminaari - Seminaari](course)\n- What language is [Statistical Inference 1](course)\n- Is [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](course) in english\n- Is [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](course) in finnish\n- [Ranska II](course) language\n- [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course) teaching language\n- Is [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](course) taught in english\n- Is [Klinikkaharjoittelu](course) taught in english\n- Can I pass [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) in english\n- Which language is [Moniammatilliset oppimisyhteisöt - Luennot](course)\n- What is [Kaikille avoin tutkijaseminaari](course) language\n- What is the language of [Asiantuntijan puheviestintä ja vuorovaikutusosaaminen](course) is\n- The teaching language of [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](course)\n- What language is used in [Ekonometria](course)\n- Which language [Research Seminar, Doctoral Programme in Language Studies](course) is used\n- [Euroopan ulkopuoliset poliittiset järjestelmät (kirjatentti/essee)](course) spoken language\n- [Osallistuminen opiskelijavaihtoon](course) languages\n- What are [Kiina IV](course) languages\n- The [Biostatistiikka ja tilastollinen tietojenkäsittely](course) language\n- [Johdatus yrittäjyyteen](course) teaching languages\n- The language of [Analyysi A](course)\n- Teaching language in [Vuorovaikutus ja tekstit S2-näkökulmasta](course)\n- [Työelämäviestinnän tutkimus- tai kehityshanke](course) in which language\n- What language do they speak in [Terveys, arki ja toimijuus, luennot](course)\n- I want to know which language [The Liberal Welfare State](course) is used\n- I want to know the language of [Lapsen puheen ja kielen tutkimus ja kuntoutus](course)\n- I want to know what language do they speak in [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](course)\n- I want to know is [Dokumentaation visualisointi](course) taught in english- Teaching language [Visual Peace Research](course)\n- Lecture language [Käännösviestintä suomi-venäjä](course)\n- What is the teaching language in [European, Eurasian and Global Energy Policy (book exam/essay)](course)\n- Teaching language in [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course)\n- What language is [Finnish Elementary Course 2 (taught in 4. period)](course)\n- Is [Yritysetiikka (verkkokurssi)](course) in english\n- Is [Yritysverotuksen syventävä opintojakso](course) in finnish\n- [KV-tuutorina toimiminen](course) language\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](course) teaching language\n- Is [Current Approaches in Games and Internet Research](course) taught in english\n- Is [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (kansanterveystieteen opiskelijoille)](course) taught in english\n- Can I pass [Dialogue: Constructive Talk at Work](course) in english\n- Which language is [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course)\n- What is [Sosiaalityön harjoittelu](course) language\n- What is the language of [Suomen kulttuuri ja yhteiskunta -lukupiiri](course) is\n- The teaching language of [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course)\n- What language is used in [Ekoterveys, luonto ja ihminen](course)\n- Which language [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](course) is used\n- [Bioinformatics tools (autumn 2018)](course) spoken language\n- [Saamelaisen kirjallisuuden intensiivikurssi](course) languages\n- What are [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 1.vsk:n monimuotoryhmien opiskelijoille](course) languages\n- The [Pro gradu - seminaari 2018 (jatkava) (vaihe I)](course) language\n- [Medioitu vuorovaikutus](course) teaching languages\n- The language of [Kääntämisen ja tulkkauksen teoria ja käytäntö - Käännösteoria](course)\n- Teaching language in [Lapsuuden, nuoruuden ja perheen tutkimuskeskus PERLAn tutkimusseminaari](course)\n- [Government and Society: Inequality](course) in which language\n- What language do they speak in [Accounting Information Systems](course)\n- I want to know which language [Varhaismoderni yhteiskunta](course) is used\n- I want to know the language of [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](course)\n- I want to know what language do they speak in [American Government & Politics (Tampere Summer School 2018)](course)\n- I want to know is [Algorithmic Problem Solving](course) taught in english- Teaching language [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](course)\n- Lecture language [Software Project Management, Software Project Management (Spring term)](course)\n- What is the teaching language in [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Teaching language in [Terveys ja yhteiskuntapolitiikka](course)\n- What language is [Hoitotiede tieteenä, Seinäjoki](course)\n- Is [Kasvatuksen ja koulutuksen järjestelmät](course) in english\n- Is [Työelämän myytit ja todellisuus](course) in finnish\n- [Kulttuurien kohtaaminen](course) language\n- [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](course) teaching language\n- Is [Espanjan kielen variaatio ajallisesti ja maantieteellisesti/Variación diacrónica y sincrónica del español](course) taught in english\n- Is [Kuva, sana ja ääni -multimodaalisuuskurssi](course) taught in english\n- Can I pass [Lähtötasokoe](course) in english\n- Which language is [Syntyvyys, hoiva, sukupolvi](course)\n- What is [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](course) language\n- What is the language of [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](course) is\n- The teaching language of [Advanced bioinformatics tools](course)\n- What language is used in [Managing Research Information](course)\n- Which language [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 9.11.2018](course) is used\n- [Scientific Writing - Module B - Thesis Writing (online)](course) spoken language\n- [Orientoivat opinnot - Orientoivat opinnot](course) languages\n- What are [Ympäristö ja hyvinvointi](course) languages\n- The [Cultural Conversations](course) language\n- [Eheyttävä musiikkikasvatus / Luennot - 2.vsk](course) teaching languages\n- The language of [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](course)\n- Teaching language in [Protein technology Laboratory Course A](course)\n- [Vertaisohjaus tietojenkäsittelytieteissä](course) in which language\n- What language do they speak in [Arjen latinaa ja kulttuurihistoriaa](course)\n- I want to know which language [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course) is used\n- I want to know the language of [Käännösviestintä I - Käännösviestintä I englanti-suomi](course)\n- I want to know what language do they speak in [Finnish Advanced Course 1 (taught in Finnish)](course)\n- I want to know is [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course) taught in english- Teaching language [Käsitteellinen mallintaminen I](course)\n- Lecture language [Usability Evaluation Methods](course)\n- What is the teaching language in [Tieteellisen tiedonhankinnan perusteet (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- Teaching language in [Introduction to Trans Studies](course)\n- What language is [Tilastollisen päättelyn perusteet, iltaryhmä](course)\n- Is [[CANCELLED] Editing Project](course) in english\n- Is [Seminaari (Ridell)](course) in finnish\n- [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](course) language\n- [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](course) teaching language\n- Is [International Political Economy (book exam/essay)](course) taught in english\n- Is [Tilastomenetelmien perusteet](course) taught in english\n- Can I pass [Learning from Multiple Sources](course) in english\n- Which language is [Sosiaalipsykologinen ajattelu II](course)\n- What is [Klassinen länsimainen kertomakirjallisuus](course) language\n- What is the language of [Romanian kielen alkeet / Basic Course in Romanian](course) is\n- The teaching language of [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](course)\n- What language is used in [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](course)\n- Which language [EI OPETETA 2018-2019 In vitro models](course) is used\n- [Lain ja hallinnon käännösviestinnän seminaari ranska-suomi](course) spoken language\n- [Kielitaito ja kielitaidon arviointi](course) languages\n- What are [Tutkimustyötä tukevat tohtoriopinnot (tietojenkäsittelyoppi)](course) languages\n- The [Qualitative Research Methods and Comparative Research Design](course) language\n- [Popular Music and Politics](course) teaching languages\n- The language of [Business, Society and Nature (Lectures)](course)\n- Teaching language in [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](course)\n- [KV-tuutorina toimiminen](course) in which language\n- What language do they speak in [Orientation - Orientation to studying in the Software Development programme](course)\n- I want to know which language [Simultaanitulkkaus I venäjä-suomi-venäjä](course) is used\n- I want to know the language of [Mediated Learning Experinces in Multicultural Settings](course)\n- I want to know what language do they speak in [Persoonallisuuspsykologia I](course)\n- I want to know is [Työ ja äitiys tänään](course) taught in english- Teaching language [Terveys ja yhteiskuntapolitiikka](course)\n- Lecture language [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course)\n- What is the teaching language in [Klinikkaharjoittelu](course)\n- Teaching language in [Master´s Thesis and Seminar - for the group that started in 2017](course)\n- What language is [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet- 1.vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Is [Työelämän tekstitaidot](course) in english\n- Is [Student Exchange - courses completed in foreign universities 2-8 ECTS](course) in finnish\n- [Seminaari](course) language\n- [Ranska II](course) teaching language\n- Is [Cultural Conversations](course) taught in english\n- Is [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course) taught in english\n- Can I pass [Tietohallinnon johtaminen](course) in english\n- Which language is [Espanja III](course)\n- What is [International Business Law](course) language\n- What is the language of [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](course) is\n- The teaching language of [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- What language is used in [Poliittinen filosofia (kirjatentti/essee)](course)\n- Which language [Preparatory Course in Reading and Writing for Academic Purposes (online)](course) is used\n- [Käännösviestintä I - Käännösviestintä I suomi-englanti](course) spoken language\n- [Scientific Writing - Module A - Writing Clinic](course) languages\n- What are [Orientaatio psykologiaan](course) languages\n- The [Jatkokoulutusseminaari](course) language\n- [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](course) teaching languages\n- The language of [Seminaari (Kunelius) jatkuu keväältä](course)\n- Teaching language in [Speakers Series](course)\n- [Kansanterveystieteen johdantojakso](course) in which language\n- What language do they speak in [Nuorisotyö ja nuorisotutkimus (verkkokurssi)](course)\n- I want to know which language [Tila, teknologia ja toiminta - essee](course) is used\n- I want to know the language of [Tutkimuspraktikum](course)\n- I want to know what language do they speak in [Perspectives in Educational Research](course)\n- I want to know is [Sosiaalityön tutkimuksen metodologisia suunnistuksia](course) taught in english- Teaching language [Puheviestinnän tutkimuskurssi](course)\n- Lecture language [International Trade and Finance (Tampere Summer School) - luennot ja tentti](course)\n- What is the teaching language in [Modern Risk Management](course)\n- Teaching language in [Opetusharjoittelu](course)\n- What language is [Suurvalta kriiseissä: näkökulmia Venäjän historiaan 1700-luvulta 1900-luvulle](course)\n- Is [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (1. periodi)](course) in english\n- Is [Kirjallinen viestintä I - Sanasto- ja rakenneharjoitukset](course) in finnish\n- [Dialogitulkkaus](course) language\n- [Luentateatteri](course) teaching language\n- Is [Olevan muoto - johdatus formaaliontologiaan](course) taught in english\n- Is [Tietokantaohjelmointi](course) taught in english\n- Can I pass [Gradu-kvantimetodit](course) in english\n- Which language is [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course)\n- What is [Talous ja yhteiskunta](course) language\n- What is the language of [Evaluation Research](course) is\n- The teaching language of [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](course)\n- What language is used in [Mikrotalousteoria II](course)\n- Which language [Johdatus yritysjuridiikkaan](course) is used\n- [Geometria](course) spoken language\n- [Tieteellinen kirjoittaminen (SOC)](course) languages\n- What are [Introduction to R](course) languages\n- The [Hoitotyön johtamisen harjoittelu](course) language\n- [Continental Model: The Austrian System of Work and Social Security](course) teaching languages\n- The language of [Johdatus kirjallisuuden poetiikkaan](course)\n- Teaching language in [Kansainvälistymistä ja verkostoitumista tukevat opinnot](course)\n- [Erikoiskurssi](course) in which language\n- What language do they speak in [Finnish Elementary Course 4](course)\n- I want to know which language [Nordic Model: Nordic Welfare Societies](course) is used\n- I want to know the language of [Player and User Studies](course)\n- I want to know what language do they speak in [Distributed Systems](course)\n- I want to know is [Journalistinen kieli - Kielenhuolto, lauseoppi](course) taught in english- Teaching language [Sosiaalipsykologinen ajattelu II](course)\n- Lecture language [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- What is the teaching language in [Moniammatilliset oppimisyhteisöt - Luennot](course)\n- Teaching language in [Latinankielinen kirjallisuus I: klassinen latina](course)\n- What language is [Kandidaatintutkielmaseminaari - Seminaari](course)\n- Is [Projektiharjoittelu](course) in english\n- Is [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](course) in finnish\n- [Korkeakoulut työyhteisöinä - Kehittämistehtävä](course) language\n- [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](course) teaching language\n- Is [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](course) taught in english\n- Is [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](course) taught in english\n- Can I pass [C. Wright Millsin sosiologia - Luentoseminaari](course) in english\n- Which language is [Syntaksi](course)\n- What is [Julkisoikeuden syventävä tutkimusjakso](course) language\n- What is the language of [Tutkimusetiikka](course) is\n- The teaching language of [Business Ethics (Independent study)](course)\n- What language is used in [Julkisoikeuden tutkimuspraktikum](course)\n- Which language [Nimistöntutkimus](course) is used\n- [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](course) spoken language\n- [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course) languages\n- What are [Opetussuunnitelmateoria, kirjatentti, Seinäjoki](course) languages\n- The [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course) language\n- [Kandidaattiseminaari (JATKAVA, Vahtikari)](course) teaching languages\n- The language of [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](course)\n- Teaching language in [Cancer Biology](course)\n- [Science and Biotechnology Journal Club](course) in which language\n- What language do they speak in [Käännösviestintä I - Käännösviestintä I suomi-englanti](course)\n- I want to know which language [Puhesuomi ja esiintyminen](course) is used\n- I want to know the language of [Introduction to Bayesian Analysis 2](course)\n- I want to know what language do they speak in [Sosiaalisen median yhteisöt: menetelmällisiä ratkaisuja määrällisestä laadulliseen](course)\n- I want to know is [Väestön vanheneminen, terveys ja hyvinvointi](course) taught in english- Teaching language [Saksa I](course)\n- Lecture language [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](course)\n- What is the teaching language in [Tilastollisen tutkimuksen perusteet](course)\n- Teaching language in [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- What language is [Julkisen talousjohtamisen näkökulmia](course)\n- Is [Tieteellinen seminaarisarja](course) in english\n- Is [Kansalaisyhteiskunta ja poliittinen osallistuminen (kirjatentti/essee)](course) in finnish\n- [Ruututekstikääntämisen peruskurssi](course) language\n- [Käsityö - Projektiosio - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course) teaching language\n- Is [Sosiaalityö terveydenhuollossa](course) taught in english\n- Is [Kandidaattiseminaari ja -tutkielma (hallintotiede), syksy](course) taught in english\n- Can I pass [Arvonlisäverotus](course) in english\n- Which language is [Johdatus viestintään ja mediaan](course)\n- What is [SPSS:n perusteet, kevät](course) language\n- What is the language of [Koulutussuunnittelu ja kehittäminen - Seminaari](course) is\n- The teaching language of [Grammaire/Kielioppi](course)\n- What language is used in [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Etnografia](course)\n- Which language [International Dynamics and Policy Transfer in Education](course) is used\n- [Kielen kehitys](course) spoken language\n- [Saksa IV](course) languages\n- What are [Aktuelle Texte aus Presse und Studium](course) languages\n- The [Media maailmassa - verkkokurssi](course) language\n- [Johtamisviestintä](course) teaching languages\n- The language of [Ohjaus yliopistossa](course)\n- Teaching language in [Kansainvälisen politiikan johdantokurssi (kirjatentti)](course)\n- [Introduction to Cultural Psychology](course) in which language\n- What language do they speak in [Gradu-kvantimetodit](course)\n- I want to know which language [Työn uusi järjestys ja aikuiskasvatus - Seminaari](course) is used\n- I want to know the language of [Tutkiva opiskelu](course)\n- I want to know what language do they speak in [Algorithmic Problem Solving](course)\n- I want to know is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](course) taught in english- Teaching language [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- Lecture language [Vanheneminen sosiaalisena ilmiönä](course)\n- What is the teaching language in [Monikielinen käännöstyöpaja](course)\n- Teaching language in [Kansainvälinen yhteisö (kirjatentti/essee)](course)\n- What language is [Advanced Course in Corporate Finance](course)\n- Is [Sota-ajan säännösteltyä kulttuuria](course) in english\n- Is [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course) in finnish\n- [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course) language\n- [Tuloksellisuuden arvioinnin teoria](course) teaching language\n- Is [Käyttäjäkeskeinen kääntäminen](course) taught in english\n- Is [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](course) taught in english\n- Can I pass [Stem Cells](course) in english\n- Which language is [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](course)\n- What is [Kansainvälisen politiikan menetelmäseminaari (kirjatentti)](course) language\n- What is the language of [Tietokantojen perusteet - Näyttökoe, syksy 2018](course) is\n- The teaching language of [Kääntämisen ja tulkkauksen teoria ja käytäntö - Käännösteoria](course)\n- What language is used in [Julkissektorin instituutioiden talous (monimuoto-opetus)](course)\n- Which language [Markkinoinnin ja myynnin perusteet](course) is used\n- [Ethnographic Research](course) spoken language\n- [Research Seminar, Doctoral Programme in Language Studies](course) languages\n- What are [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu keväältä 2018)](course) languages\n- The [Opetussuunnitelmateoria, kirjatentti](course) language\n- [Scientific Writing - Module A - Writing Clinic](course) teaching languages\n- The language of [Preparatory Course in Communicative Skills](course)\n- Teaching language in [Advanced Microscopy](course)\n- [Cultural Diversity in Education and at Work - (autumn)](course) in which language\n- What language do they speak in [Sosiaalityön arvot, etiikka ja vapaaehtoistyö](course)\n- I want to know which language [Project Planning and Management](course) is used\n- I want to know the language of [Käännösviestintä I - Käännösviestintä I suomi-englanti](course)\n- I want to know what language do they speak in [[CANCELLED] Editing Project](course)\n- I want to know is [A Biomedical View of Patenting](course) taught in english- Teaching language [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](course)\n- Lecture language [Kansanterveystieteen johdantojakso](course)\n- What is the teaching language in [Asioimistulkkaus (monikielinen)](course)\n- Teaching language in [Äänen häiriöt](course)\n- What language is [Master's Thesis Seminar in Human-Technology Interaction (Starting Fall term)](course)\n- Is [Makrotalousteorian jatkokurssi I](course) in english\n- Is [Kansalaisvaikuttaminen (kirjatentti/essee)](course) in finnish\n- [Tekstianalyysi - Harjoitukset](course) language\n- [Johdatus kääntäjän suomen opintoihin](course) teaching language\n- Is [Valtio-opin teoriat (kirjatentti/essee)](course) taught in english\n- Is [Kieli ja kielentäminen -2. vsk (luennot)](course) taught in english\n- Can I pass [Dokumentaation visualisointi](course) in english\n- Which language is [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](course)\n- What is [Johdatus sosiaaliantropologiaan, luennot (verkkokurssi)](course) language\n- What is the language of [Rauhan- ja konfliktintutkimus (kirjatentti/essee)](course) is\n- The teaching language of [Sidosryhmäteoria ja -johtaminen](course)\n- What language is used in [Romanian kielen alkeet / Basic Course in Romanian](course)\n- Which language [Julkisen hallinnon reformit ja muutos](course) is used\n- [Todennäköisyyslaskenta](course) spoken language\n- [Sustainable business practices (Lectures)](course) languages\n- What are [Keskustelunanalyysi (verkkokurssi), kevät 2019](course) languages\n- The [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) language\n- [Budgeting and capital budgeting (online course)](course) teaching languages\n- The language of [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](course)\n- Teaching language in [Tutustuminen psykologin työhön](course)\n- [Advanced Course in Microeconomics I](course) in which language\n- What language do they speak in [Structure of English I - Grammar I](course)\n- I want to know which language [Äkilliset traumaattiset kriisit ja niiden käsittely](course) is used\n- I want to know the language of [Empiirinen projekti](course)\n- I want to know what language do they speak in [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](course)\n- I want to know is [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](course) taught in english" }, { "alpha_fraction": 0.6180371642112732, "alphanum_fraction": 0.633952260017395, "avg_line_length": 33.272727966308594, "blob_id": "4d2296868556e9cab6b305590ca1f7b775d0313a", "content_id": "a1f1d8ac25b339727d0584f31369b913274aca81", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 377, "license_type": "permissive", "max_line_length": 113, "num_lines": 11, "path": "/rasaintentit/example_generator.py", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "import random\nimport sys\n\nINTENT_MULTIPLIER = 30\n\nwith open(sys.argv[1], 'r') as intents, open(\"out_\" + sys.argv[1], 'w') as out, open(sys.argv[2], 'r') as lookup:\n codes = lookup.readlines()\n intent_list = intents.readlines()\n for i in range(0, INTENT_MULTIPLIER):\n for row in intent_list:\n out.write(row.replace(\"*\", random.choice(codes).strip()))\n" }, { "alpha_fraction": 0.712110698223114, "alphanum_fraction": 0.712110698223114, "avg_line_length": 44.1875, "blob_id": "31df4576042f665682a021a279019ec60057ae20", "content_id": "c8a96064ac90e60e380663a4994f4c691d7a2748", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1445, "license_type": "permissive", "max_line_length": 83, "num_lines": 32, "path": "/rasaintentit/data/generoiduttreenidatat/poikkeus.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "- Exceptions [*](course)\n- Exception [*](course)\n- What are the exceptions for [*](course)\n- [*](course) exceptions\n- [*](course) exception\n- Exceptions in teaching hours [*](course)\n- Exceptions in teaching times [*](course)\n- Are there any exceptions in teaching [*](course)\n- What exceptions are there in [*](course)\n- Lecture exceptions [*](course)\n- Does [*](course) have exceptions in teaching hours\n- Were there exceptions in lectures [*](course)\n- Teaching times exceptions for [*](course)\n- What were the exceptions of teaching in [*](course)\n- Does the schedule for [*](course) have any exceptions\n- When were the exceptions for [*](course)\n- The exceptions in lessons for [*](course)\n- Special teaching times for [*](course)\n- Is there anything special I should know about the course schedule for [*](course)\n- [*](course) special lecture hours\n- Special schedule [*](course)\n- Will there be lectures in holidays in [*](course)\n- Holiday exceptions [*](course)\n- Course break teaching times [*](course)\n- Do we have a lecture during holiday in [*](course)\n- Cancelled lectures [*](course)\n- Will [*](course) lectures be cancelled during holiday\n- Will [*](course) have a lecture every week\n- I want to know the exceptions in lessons for [*](course)\n- I want to know special teaching times for [*](course)\n- I want to know does the schedule for [*](course) have any exceptions\n- I want to know Teaching times exceptions for [*](course)" }, { "alpha_fraction": 0.5644567012786865, "alphanum_fraction": 0.6528545022010803, "avg_line_length": 31.939393997192383, "blob_id": "af458321e97c4489bcc3694fd8e8e6f5f28c0d3a", "content_id": "d5ca49868d35eca310290484d26565063a81306d", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1088, "license_type": "permissive", "max_line_length": 71, "num_lines": 33, "path": "/rasaintentit/data/reservation_intents.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "onko tässä huoneessa varauksia\nonko huone vapaana\nhttp://avoindata.tamk.fi/en/rajapinnat/varaukset/#building\n\n\n##intent:reservations\n- Is [Demolatila](room) reserved\n- Is [Demolatila](room) booked\n- Is [Firmatila F](room) free\n- Is [Firmatila F](room) free today\n- Is [Firmatila F](room) free tomorrow\n- Is [Firmatila F](room) free on [Monday](weekday)\n- Is [Firmatila D](room) free at [13.37](time)\n- Is [Firmatila F](room) available at [13.37](time)\n- Is [Demolatila](room) free on [31.10.2018](date)\n- Is [Demolatila](room) available on [31.10.2018](date)\n- Are there any rooms available today\n- Are there any rooms available on [Monday](weekday)\n- Are there any rooms available at [13.37](time)\n- Are there any free rooms today\n- Are there any free rooms on [Monday](weekday)\n- Are there any free rooms at [13.37](time)\n\n##intent:computerReservations\n- \n\n##regex: date\n- ^\\s*(3[01]|[12][0-9]|0?[1-9])\\.(1[012]|0?[1-9])\\.((?:19|20)\\d{2})\\s*$\n- ^\\s*(3[01]|[12][0-9]|0?[1-9])\\.(1[012]|0?[1-9])$\n- ^\\s*(3[01]|[12][0-9]|0?[1-9])$\n\n##regex time\n- ^([0-9]|0[0-9]|1[0-9]|2[0-3]):[0-5][0-9]$" }, { "alpha_fraction": 0.6098461747169495, "alphanum_fraction": 0.6098461747169495, "avg_line_length": 55.034481048583984, "blob_id": "118e37da6a298070f771da17255b10c8b654aa8e", "content_id": "9226e7395cf372333c74f5d536f14dc5a81073cf", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1625, "license_type": "permissive", "max_line_length": 168, "num_lines": 29, "path": "/TUNIBrain/Log.py", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "import csv\nfrom datetime import datetime\n\nclass Logger:\n def __init__(self, logs_on):\n self.logs_on = False\n if logs_on:\n self.logs_on = True\n currentDate = datetime.now()\n currentDate = currentDate.strftime('%H-%M-%S %d.%m.%Y')\n self.csvfile_s = open('Logs/Successful/'+ str(currentDate) +'.csv', 'w', newline='')\n self.csvfile_f = open('Logs/Failed/'+ str(currentDate) +'.csv', 'w', newline='')\n self.writer_s = csv.writer(self.csvfile_s, delimiter=',')\n self.writer_f = csv.writer(self.csvfile_f, delimiter=',')\n self.writer_s.writerow(['Question'] + ['Response'] + ['Intent_confidence'] + ['Intent_name'] + ['Top_entity_confidence'] + ['Top_entity_name'] + ['Source'])\n self.writer_f.writerow(['Question'] + ['Response'] + ['Intent_confidence'] + ['Intent_name'] + ['Top_entity_confidence'] + ['Top_entity_name'] + ['Source'])\n\n\n def log_success(self, Question, Response, Intent_confidence, Intent_name, Top_entity_confidence, Top_entity_name, Source):\n self.writer_s.writerow([Question] + [Response] + [Intent_confidence] + [Intent_name] + [Top_entity_confidence] + [Top_entity_name] + [Source])\n\n def log_failed(self, Question, Response, Intent_confidence, Intent_name, Top_entity_confidence, Top_entity_name, Source):\n self.writer_f.writerow([Question] + [Response] + [Intent_confidence] + [Intent_name] + [Top_entity_confidence] + [Top_entity_name] + [Source])\n\n\n def __del__(self):\n if self.logs_on:\n self.csvfile_s.close()\n self.csvfile_f.close()\n" }, { "alpha_fraction": 0.6550471782684326, "alphanum_fraction": 0.6564996242523193, "avg_line_length": 31.809524536132812, "blob_id": "72a1686bd5ac011a5e6ccb80fdb24dd297ae1100", "content_id": "5cd401bd4cff47c20f5b337e6f7d3d9f6f701de0", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1377, "license_type": "permissive", "max_line_length": 54, "num_lines": 42, "path": "/rasaintentit/data/generoiduttreenidatat/periodi.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "- Period [KATTAP11](course)\n- Semester [*](course)\n- Quarter [*](course)\n- Academic term [*](course)\n- [*](course) semester\n- [*](course) academic term\n- [*](course) quarter\n- This semester [*](course)\n- What period [*](course)\n- What study period [*](course)\n- What study period is [*](course) in\n- What period will [*](course) begin\n- [*](course) period\n- Is [*](course) this period\n- Which period is [*](course)\n- Which period will [*](course) begin\n- What period will [*](course) begin\n- [*](course) curriculum\n- When is [*](course) in the curriulum\n- The period of [*](course)\n- Study period of [*](course)\n- Semester [*](course)\n- Which semester will [*](course) start\n- Which semester is [*](course)\n- Is [*](course) this semester\n- What semester is [*](course)\n- Academic term [*](course)\n- Which academic term will [*](course) begin\n- Which academic term is [*](course)\n- [*](course) academic term\n- Which semester will [*](course) begin\n- The period of [*](course)\n- The semester of [*](course)\n- The academic term of [*](course)\n- The quarter of [*](course)\n- Which quarter is [*](course)\n- What is the quarter of [*](course)\n- Which quarter will [*](course) begin\n- I want to know which semester will [*](course) start\n- I want to know which semester is [*](course)\n- I want to know the study period of [*](course)\n- I want to know the academic term for [*](course)" }, { "alpha_fraction": 0.6280373930931091, "alphanum_fraction": 0.6280373930931091, "avg_line_length": 29.600000381469727, "blob_id": "d631526c8cbc8d14402cbf91ee6a32d8054a455e", "content_id": "c05bf1674d52d3194fe21af9550ec5af7f7fc2f8", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1070, "license_type": "permissive", "max_line_length": 46, "num_lines": 35, "path": "/rasaintentit/data/generoiduttreenidatat/startdate.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "- When does [*](course) start\n- When does [*](course) start\n- When does [*](course) start\n- When does [*](course) begin\n- When does [*](course) begin\n- When will [*](course) begin\n- When will [*](course) begin\n- When will [*](course) begin\n- When will [*](course) begin\n- When does [*](course) begin\n- When will [*](course) start\n- When will [*](course) start\n- When will [*](course) start\n- When will [*](course) start\n- When is [*](course)\n- [*](course) when\n- When [*][course]\n- [*](course) start\n- [*](course) start date\n- [*](course) starting date\n- [*](course) begins\n- Tell me the start date of [*](course)\n- What day will [*(course) start\n- When do I have [*](course)\n- When do we have [*](course)\n- The start date of [*](course)\n- Start date for [*](course)\n- Start of [*](course)\n- I want to know when [*](course) starts\n- I want to know when will [*](course) start\n- I want to know the start date of [*](course)\n- I want to know when [*](course) begin\n- Tell me the start date of [*](course)\n- Tell me when [*](course) begins\n- What day will [*](course) start" }, { "alpha_fraction": 0.6238136291503906, "alphanum_fraction": 0.6246764659881592, "avg_line_length": 29.526315689086914, "blob_id": "dff419c264227e72c5ade11c2762ef53d5a6b81b", "content_id": "6b6fcc54b05dfb23d0d7586c70eb00a071fe0241", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1159, "license_type": "permissive", "max_line_length": 57, "num_lines": 38, "path": "/rasaintentit/data/generoiduttreenidatat/nimi.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "- What is the name of [*](course)\n- [*](course) name\n- [*](course) name is\n- [*](course) name full\n- [*](course) complete name\n- [*](course) name actual\n- [*](course) whole name\n- What is name [*](course)\n- The name of [*](course)\n- Name [*](course)\n- What is the full name of [*](course)\n- What is [*](course) called\n- What is the course code [*](course) called\n- What course is [*](course)\n- [*](course) named\n- What's [*](course) named\n- Name of [*](course)\n- Tell me the name of [*](course)\n- Say the name of [*](course)\n- The whole name of [*](course)\n- [*](course) full name\n- [*](course) entire name\n- [*](course) whole name\n- [*](course) meaning\n- What does [*](course) mean\n- What means [*](course)\n- I want to know what [*](course) means\n- I want to know what [*](course) actually means\n- What is the meaning of [*](course)\n- [*](course) meaning\n- True name of [*](course)\n- Real name of [*](course)\n- Which course is [*](course)\n- What [TECHS3(course) means\n- I want to know what [*](course) stands for\n- I want to know the full name of course code [*](course)\n- I want to know the whole name of [*](course)\n- I want to know the name of [*](course)" }, { "alpha_fraction": 0.7825716137886047, "alphanum_fraction": 0.7882460355758667, "avg_line_length": 74.98109436035156, "blob_id": "8201e9731bfaee01daabbc1b899c605ac91a863b", "content_id": "6de3a22846c841f2c20d7715584b9fc84e7bd97d", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 85368, "license_type": "permissive", "max_line_length": 236, "num_lines": 1111, "path": "/rasaintentit/data/generoiduttreenidatat/out_nimi.md", "repo_name": "woroko/TUNIBot", "src_encoding": "ISO-8859-1", "text": "- What is the name of [Case study: Examining leadership challenges](course)\n- [Venäjän historia, kirjallisuus ja kulttuuri](course) name\n- [Romanit etnisenä vähemmistönä Euroopassa - Sosnet verkkokurssi](course) name is\n- [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](course) name full\n- [Tragedy of the Commons? Problems and Solutions](course) complete name\n- [Ohjelmointia teknisille viestijöille](course) name actual\n- [Makrotalousteorian jatkokurssi II](course) whole name\n- What is name [Writing for Research (online course)](course)\n- The name of [Julkisen talousjohtamisen tietojärjestelmät](course)\n- Name [Comparative European Politics and the Finnish Political System (book exam/essay)](course)\n- What is the full name of [Tiivistämisen taito](course)\n- What is [Project Planning and Management](course) called\n- What is the course code [Kandidaatintutkielmaseminaari - Seminaari](course) called\n- What course is [Vapaaehtoistyössä toimiminen](course)\n- [Basics I: Basics of Czech language II](course) named\n- What's [Julkisten palvelujen johtaminen](course) named\n- Name of [Kokeellinen tiedonhaku](course)\n- Tell me the name of [Praktikum](course)\n- Say the name of [Kandidaatintutkielma](course)\n- The whole name of [Kielioppiharjoitukset](course)\n- [Orientoiva tutkielmaseminaari - Seminaari](course) full name\n- [Talouselämän käännösviestinnän seminaari venäjä-suomi](course) entire name\n- [Syventävä metodologia - Luennot](course) whole name\n- [Global Humanitarianism and its Critics (POMLFCS3)](course) meaning\n- What does [Puolueet, vaalit ja poliittinen vaikuttaminen (kirjatentti/essee)](course) mean\n- What means [Recommender Systems](course)\n- I want to know what [Aikuis- ja ammattikasvatuksen asiantuntijuus](course) means\n- I want to know what [Nuorten ja aikuisten mielenterveyden arviointi](course) actually means\n- What is the meaning of [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](course)\n- [Pro gradu -seminaari ja -tutkielma (hallintotiede) - Seminaari](course) meaning\n- True name of [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus - 1. vsk](course)\n- Real name of [Kielitieteen historia ja tutkimussuunnat](course)\n- Which course is [Suomen kulttuuri ja yhteiskunta -lukupiiri](course)\n- What [TECHS3(course) means\n- I want to know what [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course) stands for\n- I want to know the full name of course code [Radiojournalismi](course)\n- I want to know the whole name of [Johdatus filosofian historiaan](course)\n- I want to know the name of [Literature and Society in Early Modern Britain](course)- What is the name of [Tilastotieteen matriisilaskenta ja laskennalliset menetelmät](course)\n- [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course) name\n- [Projektiharjoittelu](course) name is\n- [Pro gradu -seminaari ja -tutkielma (hallintotiede) - Seminaari](course) name full\n- [Vakuutustoiminnan periaatteet ja johtaminen](course) complete name\n- [Liike-elämän ruotsia I](course) name actual\n- [Interview as a means of data generation](course) whole name\n- What is name [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course)\n- The name of [Johdatus sosiaalitieteisiin](course)\n- Name [Contemporary Peace and Conflict Studies](course)\n- What is the full name of [Teaching, Pedagogical Facilitating, Learning](course)\n- What is [Kliinisen neuropsykologian perusteet](course) called\n- What is the course code [Advanced Functional Programming](course) called\n- What course is [Laskentatoimen teoria ja IFRS I](course)\n- [Konfliktinratkaisu (kirjatentti/essee)](course) named\n- What's [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course) named\n- Name of [Liiketoimintaympäristön taloustiede](course)\n- Tell me the name of [Managing Research Information](course)\n- Say the name of [Tiimi toimii - puheviestinnän syventävä kurssi (2. periodi)](course)\n- The whole name of [Esimiestyö (kevät 2019)](course)\n- [Vapaaehtoistyö / Voluntary Work](course) full name\n- [Tutkielmakurssi (periodi I)](course) entire name\n- [Yhtiöoikeuden syventävä opintojakso](course) whole name\n- [Taitoseminaari](course) meaning\n- What does [Asiantuntemus ja arjen ympäristöpolitiikka](course) mean\n- What means [Communication Skills in English - Speaking Practice](course)\n- I want to know what [Systemaattinen tiedonhaku hoitotieteessä](course) means\n- I want to know what [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course) actually means\n- What is the meaning of [Seminaari (Ridell)](course)\n- [Kansanterveystieteen käsitteitä ja teoreettisia kysymyksiä](course) meaning\n- True name of [Kääntäjän ja tulkin työelämätaidot](course)\n- Real name of [Graduseminaari, jatkava (Markkola)](course)\n- Which course is [Writing Research Grant Proposals](course)\n- What [TECHS3(course) means\n- I want to know what [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course) stands for\n- I want to know the full name of course code [Espanja IV](course)\n- I want to know the whole name of [Johdanto tietokäytäntöjen tutkimukseen](course)\n- I want to know the name of [Työn taloustiede](course)- What is the name of [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course)\n- [Introduction to R (Tampere Summer School 2018)](course) name\n- [Diskurssianalyysi](course) name is\n- [Political Systems (book exam/essay)](course) name full\n- [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Luennot - 1.vsk](course) complete name\n- [Tila, teknologia ja toiminta: Lukuseminaari: Julkinen toiminta teknoyhteiskunnassa](course) name actual\n- [Tila, teknologia ja toiminta - essee](course) whole name\n- What is name [Johdon laskentatoimen jatkokurssi](course)\n- The name of [Laskentatoimen teoria ja IFRS II](course)\n- Name [Graduvauhditus](course)\n- What is the full name of [Kääntämisen perusteet](course)\n- What is [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](course) called\n- What is the course code [Human Mobility in Peace and Conflict Research](course) called\n- What course is [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](course)\n- [Vahinkoriskien vakuuttaminen](course) named\n- What's [Kandidaattiseminaari (JATKAVA, Nevala)](course) named\n- Name of [Lukeminen ja kirjoittaminen oppimisen haasteena (seminaarit 1-4 ryhmät)](course)\n- Tell me the name of [Sosiaalipsykologia](course)\n- Say the name of [Poliittinen viestintä - verkkosuorituksena](course)\n- The whole name of [Fundamentals of Finance (Tampere Summer School)](course)\n- [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (1. periodi)](course) full name\n- [Pohjoismaiden yhteiskuntaolot ja kulttuurit](course) entire name\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](course) whole name\n- [Puhe- ja nielemistoimintojen tutkimus ja kuntoutus](course) meaning\n- What does [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](course) mean\n- What means [Seminaari (Seppänen)](course)\n- I want to know what [Literature and Change after 1900 (American Literature)](course) means\n- I want to know what [Kansainvälisen politiikan työseminaari - Luennot ja seminaari](course) actually means\n- What is the meaning of [Multi-level Modelling (MLM) - Concepts and Practice -](course)\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop.](course) meaning\n- True name of [Persoonallisuuspsykologia I (avoin yliopisto)](course)\n- Real name of [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](course)\n- Which course is [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 11.-12.4.2019](course)\n- What [TECHS3(course) means\n- I want to know what [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](course) stands for\n- I want to know the full name of course code [Kandidaattiseminaari (Mustakallio)](course)\n- I want to know the whole name of [Molekyylibiologia](course)\n- I want to know the name of [Visuaalisen journalismin perusteet, luennot](course)- What is the name of [Eheyttävä temaattinen loppuprojekti - projekti/käytännön työ ja portfolio](course)\n- [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), syksy 2018](course) name\n- [Introduction to International Relations (book exam)](course) name is\n- [Saksa III](course) name full\n- [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](course) complete name\n- [Microfinance and development](course) name actual\n- [Opetussuunnitelmateoria, kirjatentti](course) whole name\n- What is name [Moniammatilliset oppimisyhteisöt - Luennot](course)\n- The name of [Syventävä projekti, keväällä 2019 alkava](course)\n- Name [Ohjelmoinnin tekniikka C](course)\n- What is the full name of [Julkissektorin instituutioiden talous (monimuoto-opetus)](course)\n- What is [Algebra 1B](course) called\n- What is the course code [Venäjä I](course) called\n- What course is [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](course)\n- [Introduction to leadership and management](course) named\n- What's [Ruotsin kielen kirjallinen ja suullinen viestintä](course) named\n- Name of [Sosiaalitieteiden kvantitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- Tell me the name of [Terveystiedon perusteet](course)\n- Say the name of [Johdatus viestinnän tutkimukseen ja analyysiin - kirjatentti](course)\n- The whole name of [Ranska eilen, tänään ja huomenna](course)\n- [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course) full name\n- [Ammattimainen tekstintarkistus](course) entire name\n- [Johdon laskentatoimi ja inhimillinen käyttäytyminen](course) whole name\n- [Journalism Start-Ups and Enterpreneurialism](course) meaning\n- What does [Julkisoikeuden perusteet (järjestäjä TAMK)](course) mean\n- What means [Johdatus kirjallisuuden poetiikkaan](course)\n- I want to know what [Käännösviestintä II englanti-suomi](course) means\n- I want to know what [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](course) actually means\n- What is the meaning of [Syventävä projekti, keväällä 2019 alkava](course)\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus - HARJOITTELUTUKIOPTION HAKEMINEN: Seminaarit ja harjoittelu vuonna 2019 opintojakson suorittaville](course) meaning\n- True name of [Gerontologian tohtorikoulutusseminaari](course)\n- Real name of [Terveystiedon perusteet](course)\n- Which course is [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course)\n- What [TECHS3(course) means\n- I want to know what [Ranska I](course) stands for\n- I want to know the full name of course code [Opetus, ohjaus, oppiminen - Luennot (1 op) EDUn opiskelijoille TAI luennot (1 op) ja kirjatentti (4 op) opintojakson valinnaisena suorittaville](course)\n- I want to know the whole name of [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- I want to know the name of [Asiakastyön menetelmät, luennot](course)- What is the name of [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course)\n- [Sosiaalinen kognitio](course) name\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](course) name is\n- [Sustainable business practices (Lectures)](course) name full\n- [Tietotekniikkataidot (kevät)](course) complete name\n- [Kielen- ja tekstinhuolto](course) name actual\n- [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](course) whole name\n- What is name [Business Ethics (Independent study)](course)\n- The name of [Tilastollisen päättelyn perusteet, iltaryhmä](course)\n- Name [Kandidaattiseminaari ja tutkielma (yrityksen johtaminen) - syksy 2018](course)\n- What is the full name of [Political Ideologies (book exam)](course)\n- What is [Orientoivat opinnot - Tiedonhankintataidot I](course) called\n- What is the course code [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) called\n- What course is [Business Translation Seminar Finnish - English](course)\n- [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](course) named\n- What's [Dramaturgia: Musikaalin dramaturgia](course) named\n- Name of [Monimuuttujamenetelmien perusteet](course)\n- Tell me the name of [Introduction to Pharmacology and Drug Modelling](course)\n- Say the name of [Tutkielmaseminaari (kevätlukukaudelta 2018 jatkavat seminaarit)](course)\n- The whole name of [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](course)\n- [Esimiestyö (kevät 2019)](course) full name\n- [Vuorovaikutuksen perusteet - verkkokurssina I](course) entire name\n- [Perhehoitotieteellisen tiedon syventäminen -](course) whole name\n- [Writing for Research (online course)](course) meaning\n- What does [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (yhteiset seminaarit)](course) mean\n- What means [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- I want to know what [Pro gradu -seminaari ja -tutkielma (2018-2019)](course) means\n- I want to know what [Rahoitusoikeus](course) actually means\n- What is the meaning of [Continental Model: The Austrian System of Work and Social Security](course)\n- [Genetiikka](course) meaning\n- True name of [Terveystieteiden orientoivat tohtoriopinnot](course)\n- Real name of [Lasten arki suomalaisessa yhteiskunnassa / Harjoitukset - 1.vsk](course)\n- Which course is [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](course)\n- What [TECHS3(course) means\n- I want to know what [Lausekielinen ohjelmointi II](course) stands for\n- I want to know the full name of course code [Tiedonhankintataidot (hoitotiede), Seinäjoki](course)\n- I want to know the whole name of [Applied and Effective Project Management, Leadership and Communication - (Tampere Summer School)](course)\n- I want to know the name of [Kiina II](course)- What is the name of [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](course)\n- [Käyttöliittymien perusteet](course) name\n- [Sosiaalioikeus](course) name is\n- [Vakuutuksen ja riskienhallinnan erikoistumisosa](course) name full\n- [Terveystiedon sisällöt (sähköinen tentti)](course) complete name\n- [Saksankielisten maiden kulttuurihistoria / Kulturgeschichte der deutschsprachigen Länder](course) name actual\n- [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](course) whole name\n- What is name [Johdanto tietokäytäntöjen tutkimukseen](course)\n- The name of [Filosofian tutkija- ja tohtorikoulutusseminaari](course)\n- Name [Kääntämisen ja tulkkauksen teoria ja käytäntö - Tulkkausviestinnän perusteet](course)\n- What is the full name of [Kuva- ja mediakulttuurit - Mediakulttuurit- I vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- What is [Kansainvälisen politiikan teoria ja menetelmät (luentokurssi)](course) called\n- What is the course code [Olio-ohjelmoinnin perusteet](course) called\n- What course is [Perusharjoittelu A - Ohjattu opetusharjoittelu](course)\n- [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](course) named\n- What's [Vapaaehtoistyö - Osallistuminen vapaaehtoistyöhön](course) named\n- Name of [Kehittyminen johtajaksi terveydenhuollossa](course)\n- Tell me the name of [Aktuelle Texte aus Presse und Studium](course)\n- Say the name of [Johdatus kunta- ja aluejohtamiseen](course)\n- The whole name of [Puheen ja äänen harjoitusmenetelmät](course)\n- [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](course) full name\n- [Dialogitulkkaus](course) entire name\n- [Kandidaattiseminaari ja tutkielma (yritysjuridiikka ja vero-oikeus)](course) whole name\n- [Cell Technology](course) meaning\n- What does [Tutkimustyön perusteet (syksy)](course) mean\n- What means [Vero-oikeuden perusteet](course)\n- I want to know what [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, varhaiskasvatuksen opiskelijat](course) means\n- I want to know what [Statistical Inference 1](course) actually means\n- What is the meaning of [New Wars and How to Study Them (POMLFCS3)](course)\n- [Matematiikan peruskäsitteitä](course) meaning\n- True name of [Johtaminen ja organisaatiot I (kirjallisuus)](course)\n- Real name of [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, syksy 2018](course)\n- Which course is [Kandidaattitutkielma ja seminaari (matematiikka) - seminaari](course)\n- What [TECHS3(course) means\n- I want to know what [Ajankohtaisia kansanterveyskysymyksiä](course) stands for\n- I want to know the full name of course code [Terveydenhuollon ja terveystutkimuksen etiikka](course)\n- I want to know the whole name of [Kandidaattiseminaari ja tutkielma (markkinointi) - syksy 2018](course)\n- I want to know the name of [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)- What is the name of [Study Skills - Basics of Information Literacy](course)\n- [Kielikonsultointia käytännössä](course) name\n- [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course) name is\n- [Tutkimusetiikka](course) name full\n- [Human Rights Law](course) complete name\n- [Identity and Lifecourse - Lectures, reading groups and essay](course) name actual\n- [Rakenteinen dokumentaatio ja DITA](course) whole name\n- What is name [Soluviljely (2. vuosikurssin opiskelijoille)](course)\n- The name of [Cultural Conversations](course)\n- Name [Tutkijan puheviestintä](course)\n- What is the full name of [Yrityksen johtamisen perusteet](course)\n- What is [Seminaari, kandidaatintutkielma ja kypsyysnäyte](course) called\n- What is the course code [Poliittiset aatteet ja ideologiat](course) called\n- What course is [Studia generalia: Lastenkirja kääntäjän kädessä](course)\n- [Opetus, ohjaus, oppiminen - Luennot (1 op) EDUn opiskelijoille TAI luennot (1 op) ja kirjatentti (4 op) opintojakson valinnaisena suorittaville](course) named\n- What's [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](course) named\n- Name of [Tutkimuspraktikum -](course)\n- Tell me the name of [Kompleksianalyysi](course)\n- Say the name of [Methodology of Social and Comparative Research](course)\n- The whole name of [Julkisoikeuden perusteet (järjestäjä TAMK)](course)\n- [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](course) full name\n- [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](course) entire name\n- [Musiikin perusteet / Luennot - 1.vsk ryhmät 1-5](course) whole name\n- [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](course) meaning\n- What does [Seminaari II/Seminarium II](course) mean\n- What means [Orientoivat opinnot - Tiedonhankintataidot](course)\n- I want to know what [Tilastollisen päättelyn perusteet](course) means\n- I want to know what [Eurooppa-vero-oikeus](course) actually means\n- What is the meaning of [Kääntämisen ja tulkkauksen teoria ja käytäntö - Tulkkausviestinnän perusteet](course)\n- [Kuvataiteen perusteet - 1.vsk](course) meaning\n- True name of [Biological data analysis with R](course)\n- Real name of [Study Skills - Basics of Information Literacy](course)\n- Which course is [Teaching, Pedagogical Facilitating, Learning](course)\n- What [TECHS3(course) means\n- I want to know what [Kommunikationstraining II](course) stands for\n- I want to know the full name of course code [Liikuntatuutorina toimiminen - Liikuntatuutoriperehdytys](course)\n- I want to know the whole name of [Tutkielmapiiri](course)\n- I want to know the name of [Usean muuttujan differentiaalilaskenta](course)- What is the name of [Perhehoitotieteellisen tiedon syventäminen -](course)\n- [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi)](course) name\n- [Käytännön opetus ja ohjaus - STYA3B1 Taitoseminaari](course) name is\n- [Kandidaattiseminaari (JATKAVA, Nevala)](course) name full\n- [Kick-start to Biomedical Technology](course) complete name\n- [Tietojärjestelmän suunnittelun perusteet](course) name actual\n- [Fonetiikan tilastomenetelmät](course) whole name\n- What is name [Politicization in Europe and the EU](course)\n- The name of [Terve ja turvallinen kouluyhteisö](course)\n- Name [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course)\n- What is the full name of [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- What is [Laaja-alaistava harjoittelu - Opetus- ja koulutushallinnon luennot](course) called\n- What is the course code [Stem Cells Laboratory Course](course) called\n- What course is [Terveystiedon asiantuntijuus (sähköinen tentti)](course)\n- [Journalism Start-Ups and Enterpreneurialism](course) named\n- What's [Uuden ajan alun ryhmä](course) named\n- Name of [Improving the quality and safety of health care through outcomes research](course)\n- Tell me the name of [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Seinäjoki](course)\n- Say the name of [Latinan kielen alkeiskurssi](course)\n- The whole name of [Tieteellinen kirjoittaminen](course)\n- [Liiketoiminnan analysoinnin ja kehittämisen case-kurssi](course) full name\n- [Ammattimainen tekstintarkistus](course) entire name\n- [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](course) whole name\n- [Biologia ja ympäristötieto - Biologian kenttäkurssi - 2. vsk (1-2. ryhmät Hyytiälä)](course) meaning\n- What does [Tuutorivastaavana toimiminen](course) mean\n- What means [Advanced Course in Microeconomics I](course)\n- I want to know what [Ekonometria](course) means\n- I want to know what [Kuntien ja alueiden kansainväliset hallintasuhteet](course) actually means\n- What is the meaning of [Pelit ja pelillisyys](course)\n- [Tutkimustyötä tukevat tohtoriopinnot (tilastotiede)](course) meaning\n- True name of [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](course)\n- Real name of [Kandidaatin tutkielma ja seminaari (hoitotiede)](course)\n- Which course is [Simultaanitulkkaus I englanti-suomi-englanti](course)\n- What [TECHS3(course) means\n- I want to know what [Liikunnan projekti (5 op)](course) stands for\n- I want to know the full name of course code [Saksan kielen valmentava kurssi - Interkulturelles Training](course)\n- I want to know the whole name of [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course)\n- I want to know the name of [KEB-61420 Laaja kemia 2](course)- What is the name of [Ohjelmointia teknisille viestijöille](course)\n- [Cell Technology](course) name\n- [Perusharjoittelu](course) name is\n- [Terveys ja yhteiskuntapolitiikka](course) name full\n- [Practices of Strategic Leadership](course) complete name\n- [Innovation Project (Spring term 2018-IV)](course) name actual\n- [World society: National policies, global governance and transnational sociology](course) whole name\n- What is name [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (hoitotieteen opiskelijoille)](course)\n- The name of [Asiantuntijuuden kehittymiseen orientoiva opintojakso - v. 2018 EDUn opiskelijoiksi hyväksyttyjen ryhmät](course)\n- Name [Struggles on Education](course)\n- What is the full name of [Tekstianalyysi / Textanalyse](course)\n- What is [Studia generalia: Lastenkirja kääntäjän kädessä](course) called\n- What is the course code [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course) called\n- What course is [Developing a Proposal for Community-Based Qualitative Research](course)\n- [Tutkimuspraktikum -](course) named\n- What's [Geometria](course) named\n- Name of [Johdatus tietojenkäsittelytieteisiin](course)\n- Tell me the name of [Pro gradu -tutkielma ja seminaari](course)\n- Say the name of [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](course)\n- The whole name of [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course)\n- [Gerontologian tohtorikoulutusseminaari](course) full name\n- [Pro gradu -tutkielma ja seminaari](course) entire name\n- [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course) whole name\n- [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, II-periodi](course) meaning\n- What does [Työoikeuden syventävä opintojakso](course) mean\n- What means [Tilinpäätös- ja verosuunnittelu](course)\n- I want to know what [Thesis seminar](course) means\n- I want to know what [Työ- ja organisaatiopsykologian interventiot](course) actually means\n- What is the meaning of [Kielioppi I / Grammatik I](course)\n- [Johtaminen ja organisaatiot I (kirjallisuus)](course) meaning\n- True name of [Struggles on Education](course)\n- Real name of [Sosiaalityön tutkimuksen metodologisia suunnistuksia](course)\n- Which course is [Erot, jaot ja niiden rakentuminen, kirjatentti](course)\n- What [TECHS3(course) means\n- I want to know what [Interview as a means of data generation](course) stands for\n- I want to know the full name of course code [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course)\n- I want to know the whole name of [Liiketoimintaympäristön taloustiede](course)\n- I want to know the name of [Current theoretical questions of educational research](course)- What is the name of [Etnografinen tutkimusprosessi](course)\n- [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](course) name\n- [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](course) name is\n- [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course) name full\n- [Kestävän kehityksen käytäntöjä](course) complete name\n- [Science and Biotechnology Journal Club](course) name actual\n- [Dialogitulkkaus](course) whole name\n- What is name [Kirjallisuuden teoria - Kirjallisuustieteen klassikoita](course)\n- The name of [Learning from Multiple Sources](course)\n- Name [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course)\n- What is the full name of [TUTU4 Tulevaisuudentutkimuksen tieteellinen perusta](course)\n- What is [Current Trends in Leadership](course) called\n- What is the course code [Projektin suunnittelu ja johtaminen](course) called\n- What course is [Tekoäly ja vakuutustoiminta](course)\n- [Legal English](course) named\n- What's [Luontokirjoittamisen klassikot](course) named\n- Name of [Methods of Variationist Linguistics](course)\n- Tell me the name of [Käytännön opetus ja ohjaus - STYA3B2 Käytännön opetus ja ohjaus](course)\n- Say the name of [Psykologian tutkimusmenetelmät I (avoin yliopisto)](course)\n- The whole name of [Mediatutkimuksen valinn. jakso: Työseminaari: Euroopan hullu vuosi 1968 ja sen perintö](course)\n- [Tuutorvastaavana toimiminen / Being a tutor in charge](course) full name\n- [Evaluation Research](course) entire name\n- [Inclusive Education](course) whole name\n- [Lesen, Verstehen, Schreiben](course) meaning\n- What does [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course) mean\n- What means [Tutkijan puheviestintä](course)\n- I want to know what [Viestintää tukevat keinot asiakas-työntekijä-suhteessa](course) means\n- I want to know what [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](course) actually means\n- What is the meaning of [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi) / KTM-tutkinto](course)\n- [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) meaning\n- True name of [Software Engineering](course)\n- Real name of [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](course)\n- Which course is [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course)\n- What [TECHS3(course) means\n- I want to know what [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](course) stands for\n- I want to know the full name of course code [Vanhempien aikojen tutkijaseminaari](course)\n- I want to know the whole name of [Antiikin ja keskiajan ryhmä](course)\n- I want to know the name of [Understanding Legal Regulation of Business](course)- What is the name of [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](course)\n- [Lähtötasokoe - Kirjallinen tentti](course) name\n- [Liikunta - Liikuntapedagogiikka perusopetuksessa B - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course) name is\n- [Monikielinen käännöstyöpaja](course) name full\n- [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](course) complete name\n- [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](course) name actual\n- [Kick-start to Biomedical Technology](course) whole name\n- What is name [Lain ja hallinnon tekstit ja niiden kääntäminen](course)\n- The name of [Deviance and Social Control](course)\n- Name [International Trade and Finance (Tampere Summer School) - luennot ja tentti](course)\n- What is the full name of [Kieli ja kielentäminen -2. vsk (luennot)](course)\n- What is [Embryology](course) called\n- What is the course code [Analyysi C](course) called\n- What course is [Julkisen talousjohtamisen tietojärjestelmät](course)\n- [Dramaturgia: Musikaalin dramaturgia](course) named\n- What's [Gender in Society](course) named\n- Name of [Ympäristö ja hyvinvointi](course)\n- Tell me the name of [Radio Project](course)\n- Say the name of [Yrityksen johtamisen perusteet](course)\n- The whole name of [Basics I: Basics of Czech language I](course)\n- [Tutkimushaastattelu: taito, tyylit ja kohderyhmät](course) full name\n- [Demola-projektityö I](course) entire name\n- [Media and Cultural Industries](course) whole name\n- [Palvelut ja hyvinvointivaltion murros](course) meaning\n- What does [Musiikin soveltava projekti - Yhteisöllinen musiikillinen projekti](course) mean\n- What means [Toisen vuoden opiskelijoiden info-tilaisuus](course)\n- I want to know what [Political Institutions and Processes (book exam/essay)](course) means\n- I want to know what [Finnish Education System - Seminar](course) actually means\n- What is the meaning of [Espanja I](course)\n- [Stem Cells Laboratory Course](course) meaning\n- True name of [Tekoälyn filosofia](course)\n- Real name of [Orientoivat opinnot - Tiedonhankintataidot I (TIE)](course)\n- Which course is [Sanaston tuntemus/Ordkunskap](course)\n- What [TECHS3(course) means\n- I want to know what [History, Culture and Literature: Culture and Literature](course) stands for\n- I want to know the full name of course code [Eheyttävä musiikkikasvatus - Soitinrakennus](course)\n- I want to know the whole name of [Viron peruskurssi](course)\n- I want to know the name of [Orientoivat opinnot, HOPS](course)- What is the name of [Semantiikka ja pragmatiikka / Sémantique et pragmatique](course)\n- [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course) name\n- [Kansainvälisen politiikan erikoistuvat menetelmäopinnot (kirjatentti/essee)](course) name is\n- [Orientoivat opinnot - Alkuorientaatio](course) name full\n- [Kommunikationstraining II](course) complete name\n- [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](course) name actual\n- [Ruotsin kielen kirjallinen ja suullinen viestintä (JKK: HK & YTK / EDU / LUO / COMS: HuK, LuK & YTK / SOC) verkkokurssi](course) whole name\n- What is name [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](course)\n- The name of [Graduseminaari, alkava (Kaarninen)](course)\n- Name [Orientoivat opinnot - Tiedonhankintataidot I (MTT)](course)\n- What is the full name of [Old and New Classics of Political Theory (book exam/essay)](course)\n- What is [Graduvauhditus](course) called\n- What is the course code [Visual Peace Research](course) called\n- What course is [Latinalaisen Amerikan historia ja kirjallisuus - Historia y literatura de Latinoamérica](course)\n- [Äänen tutkimus ja kuntoutus](course) named\n- What's [POISTA TÄMÄ! Solun biokemia ja molekyylibiologia](course) named\n- Name of [Johdatus matematiikkaan ja tilastotieteeseen](course)\n- Tell me the name of [Finnish Elementary Course 3](course)\n- Say the name of [Romanian kielen jatkokurssi II / Advanced Course 2 in Romanian -](course)\n- The whole name of [Liikuntapedagogiikan perusteet / Luennot - 1.vsk](course)\n- [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen 3.vsk](course) full name\n- [Epidemiologian perusteet](course) entire name\n- [Lasten arviointi](course) whole name\n- [WWW Programming](course) meaning\n- What does [Asiantuntemus ja arjen ympäristöpolitiikka (esseesuoritusvaihtoehto) - oppimispaivakirja ja teemaessee](course) mean\n- What means [Terveystiedon didaktiikan perusteet](course)\n- I want to know what [History, Culture and Literature: History](course) means\n- I want to know what [Kansainvälisen politiikan johdantokurssi (kirjatentti)](course) actually means\n- What is the meaning of [Teknologiakasvatus - Teknologia](course)\n- [Advanced International Relations Research Methods (book exam/essay)](course) meaning\n- True name of [Asiakirjatiedon organisointi- ja kuvailumenetelmät](course)\n- Real name of [Urban Inequalities](course)\n- Which course is [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- What [TECHS3(course) means\n- I want to know what [Sosiaalitieteiden kvantitatiiviset tutkimusmenetelmät (verkkokurssi)](course) stands for\n- I want to know the full name of course code [Kielioppi II (venäjänkieliset opiskelijat)](course)\n- I want to know the whole name of [Sustainable business practices (Lectures)](course)\n- I want to know the name of [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](course)- What is the name of [Seminaari](course)\n- [Ryhmät ja ryhmien väliset suhteet](course) name\n- [Poliittinen viestintä - verkkosuorituksena](course) name is\n- [Research Ethics](course) name full\n- [Structure of English I - Phonology and Pronunciation I](course) complete name\n- [Kirjallinen viestintä I (venäjänkieliset opiskelijat)](course) name actual\n- [Julkisoikeuden perusteet](course) whole name\n- What is name [Experimental animal course](course)\n- The name of [Valtio-opin teoriat (kirjatentti/essee)](course)\n- Name [Advanced International Relations Research Methods (book exam/essay)](course)\n- What is the full name of [Introduction to Bayesian Analysis 2](course)\n- What is [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](course) called\n- What is the course code [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](course) called\n- What course is [Tieteellinen kirjoittaminen](course)\n- [Development, Education and Lifecourse](course) named\n- What's [Terveys ja yhteiskuntapolitiikka](course) named\n- Name of [Master's Thesis Seminar (2nd year students)](course)\n- Tell me the name of [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](course)\n- Say the name of [Johdatus kirjallisuuden poetiikkaan](course)\n- The whole name of [Kandidaattiseminaari](course)\n- [Games and Internet in Society](course) full name\n- [Education in Developing Countries: Problems and Possible Solutions - Seminar](course) entire name\n- [Lähtötasokoe / Schwellentest](course) whole name\n- [Empiiristen tutkimusmenetelmien yleisesitykset (kirjatentti/essee)](course) meaning\n- What does [Research Methods in HTI](course) mean\n- What means [Cultural Conversations](course)\n- I want to know what [Julkisen talousjohtamisen tietojärjestelmät](course) means\n- I want to know what [Vertaisohjaus tietojenkäsittelytieteissä (kevät)](course) actually means\n- What is the meaning of [Tekstiklinikka tutkielman kirjoittajille](course)\n- [Tekstiklinikka tutkielman kirjoittajille](course) meaning\n- True name of [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](course)\n- Real name of [Tutkimusasetelman menetelmällinen rakentuminen tohtoriopinnoissa - Dialogipajat](course)\n- Which course is [Fundamentals of Human-Technology Interaction (Tampere Summer School 2018)](course)\n- What [TECHS3(course) means\n- I want to know what [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Design-tutkimus](course) stands for\n- I want to know the full name of course code [Syntaxe du français/ Ranskan syntaksi](course)\n- I want to know the whole name of [A seminar on theoretical social research: Schmitt, Arendt, and The Political](course)\n- I want to know the name of [Hydrogel Journal Club](course)- What is the name of [Representations and Identities](course)\n- [Liike- ja työsopimukset](course) name\n- [Venäjä II](course) name is\n- [Asiantuntijuus ja tietopalvelujen kehittäminen](course) name full\n- [Institutions, Innovation and Economic Renewal](course) complete name\n- [Internship or work placement](course) name actual\n- [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Pori](course) whole name\n- What is name [Makrotalousteorian jatkokurssi II](course)\n- The name of [Foundations of English Business Communication](course)\n- Name [Introduction to computational biology](course)\n- What is the full name of [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](course)\n- What is [Työhyvinvointi](course) called\n- What is the course code [POISTA TÄMÄ! Solun biologian perusteet](course) called\n- What course is [Julkissektorin instituutioiden talous (monimuoto-opetus)](course)\n- [Opetus, ohjaus, oppiminen - Luennot (1 op) EDUn opiskelijoille TAI luennot (1 op) ja kirjatentti (4 op) opintojakson valinnaisena suorittaville](course) named\n- What's [Yhteiskunnan mittaaminen](course) named\n- Name of [Statistical Inference 1](course)\n- Tell me the name of [Introduction to Formal Specification](course)\n- Say the name of [The Employment Protection in Russia](course)\n- The whole name of [Orientaatiopäivä väitöskirjatutkijoille](course)\n- [Methods in Text and Discourse Analysis](course) full name\n- [Työn taloustiede](course) entire name\n- [Environmental History and Cultural Ecology of Russia (VENS20)](course) whole name\n- [Kandidaattiseminaari ja tutkielma (taloustiede) - syksy 2018](course) meaning\n- What does [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Seinäjoki](course) mean\n- What means [Asiantuntemus ja arjen ympäristöpolitiikka](course)\n- I want to know what [Kielen kehitys / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) means\n- I want to know what [Comparative Education - book exam](course) actually means\n- What is the meaning of [Ranska II](course)\n- [Vahinkoriskien vakuuttaminen](course) meaning\n- True name of [Tieteellinen kirjoittaminen](course)\n- Real name of [Comparative Research in Social Policy](course)\n- Which course is [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- What [TECHS3(course) means\n- I want to know what [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course) stands for\n- I want to know the full name of course code [Dialogue: Constructive Talk at Work](course)\n- I want to know the whole name of [Rahoitusoikeus](course)\n- I want to know the name of [Tutkimustyötä tukevat tohtoriopinnot (tietojenkäsittelyoppi)](course)- What is the name of [Kielen opettaminen / Fremdsprachenlehren](course)\n- [Quantitative Research Methods and Comparative Research Design (only COSOPO students)](course) name\n- [Saksa I](course) name is\n- [Oppimispelien käyttö ja evaluaatio](course) name full\n- [Valinnainen jakso: Tiedeviestinnän projekti](course) complete name\n- [Asiantuntijan puheviestintä ja vuorovaikutus (3. periodi)](course) name actual\n- [Tilastomenetelmien perusteet, iltaryhmä](course) whole name\n- What is name [Terveystieteiden laadulliset tutkimusmenetelmät, hoitotieteen opiskelijoille](course)\n- The name of [Sukupuolentutkimus](course)\n- Name [Terveystiedon asiantuntijuus (sähköinen tentti)](course)\n- What is the full name of [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](course)\n- What is [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC) online](course) called\n- What is the course code [Tulkkauksen teoria](course) called\n- What course is [Gene Expression](course)\n- [Sisäinen valvonta ja sisäinen tarkastus](course) named\n- What's [BMT-61227 Medical Biomaterials](course) named\n- Name of [Institutions, Innovation and Economic Renewal (NORDIG)](course)\n- Tell me the name of [Variety in Present-day English](course)\n- Say the name of [Liikunta - Liikuntapedagogiikka perusopetuksessa A - 2. vsk](course)\n- The whole name of [Conflicts over the Use of Natural Resources and the Environment](course)\n- [Todennäköisyyslaskenta](course) full name\n- [Orientation - General Orientation Course for International Students](course) entire name\n- [Perintö-, lahja- ja varainsiirtoverotus](course) whole name\n- [Orientaatiopäivä väitöskirjatutkijoille](course) meaning\n- What does [EU External Relations: Security, Economy and Values (book exam/essay)](course) mean\n- What means [Personal Study Planning](course)\n- I want to know what [Tekoälyn filosofia](course) means\n- I want to know what [Rekisteritutkimukset](course) actually means\n- What is the meaning of [Tieteellinen kirjoittaminen](course)\n- [Tietotekniikkataidot (syksy)](course) meaning\n- True name of [Nuorisotyön harjoittelu](course)\n- Real name of [Advanced English Business Communication](course)\n- Which course is [Kulutuksen ja ostokäyttäytymisen teoria](course)\n- What [TECHS3(course) means\n- I want to know what [Advanced Project Studies](course) stands for\n- I want to know the full name of course code [Filosofian työpaja](course)\n- I want to know the whole name of [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course)\n- I want to know the name of [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](course)- What is the name of [Poliittiset ongelmat ja niiden muuttuvat kontekstit (kirjatentti)](course)\n- [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](course) name\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) name is\n- [Foundations of English Business Communication (RPL) / näyttökoe](course) name full\n- [Creative Writing in English](course) complete name\n- [Kommunikationstraining I](course) name actual\n- [Tutkimustyön perusteet - b) Tutkimusmenetelmät](course) whole name\n- What is name [Lasten ja nuorten neuropsykologien kuntoutus](course)\n- The name of [Kandidaatin tutkielma ja seminaari (kurssi alkanut keväällä 2018 Hoitotieteen opiskelijoille)](course)\n- Name [Talous - politiikka - kulttuuri -lukupiiri](course)\n- What is the full name of [Environmental History and Cultural Ecology of Russia (VENS20)](course)\n- What is [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Musiikkitieto](course) called\n- What is the course code [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](course) called\n- What course is [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course)\n- [Johdatus kääntäjän suomen opintoihin](course) named\n- What's [Kansainvälinen talous](course) named\n- Name of [Tekstitaidot](course)\n- Tell me the name of [Practical Observation and Reflection of ECEC - Observation, written tasks, report](course)\n- Say the name of [International Business Law](course)\n- The whole name of [Tuutorivastaavana toimiminen](course)\n- [Feministiset politiikat ja asiantuntijuus](course) full name\n- [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course) entire name\n- [Foundations of Ecological Economics](course) whole name\n- [Basics I: Basics of Czech language I](course) meaning\n- What does [Orientoivat opinnot - Tiedonhankintataidot I (MTT)](course) mean\n- What means [Tragedy of the Commons? Problems and Solutions](course)\n- I want to know what [Ruotsin kielen kirjallinen ja suullinen viestintä](course) means\n- I want to know what [Varhaismoderni yhteiskunta](course) actually means\n- What is the meaning of [Terveystieteiden laadulliset tutkimusmenetelmät](course)\n- [Todennäköisyyslaskenta](course) meaning\n- True name of [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop.](course)\n- Real name of [SGN-53007 Computational Diagnostics](course)\n- Which course is [Aikuiskasvatus ja työelämä, kirjatentti, Pori](course)\n- What [TECHS3(course) means\n- I want to know what [Yhtiöoikeus](course) stands for\n- I want to know the full name of course code [Opetus, ohjaus, oppiminen, verkko-opetus](course)\n- I want to know the whole name of [POISTA TÄMÄ! Solun biokemia ja molekyylibiologia](course)\n- I want to know the name of [Systems biology methods](course)- What is the name of [Tutkimus ja teoria](course)\n- [Taloustieteen matematiikka I](course) name\n- [Johdatus tilastotieteeseen](course) name is\n- [Julkisen talousjohtamisen klassikkoteokset (kirjallinen tentti)](course) name full\n- [Ekoterveys, luonto ja ihminen](course) complete name\n- [Maisteriopintojen esittely - SDE](course) name actual\n- [Tila, teknologia ja toiminta: Lukuseminaari: Julkinen toiminta teknoyhteiskunnassa](course) whole name\n- What is name [Radio Project](course)\n- The name of [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course)\n- Name [Foundations of English Business Communication](course)\n- What is the full name of [Sukukieli: norska](course)\n- What is [Käytännön opetus ja ohjaus - STYA3B1 Taitoseminaari](course) called\n- What is the course code [Poliittiset aatteet ja ideologiat (kirjatentti)](course) called\n- What course is [Kokemuksen historia: tavoitteet ja menetelmät](course)\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC) online](course) named\n- What's [Musiikin perusteet / Harjoitukset - 1.vsk](course) named\n- Name of [Toimintatutkimus hyvinvointipalvelujen kehittämisessä](course)\n- Tell me the name of [Internationalisation in Education - (Tampere Summer School 2018)](course)\n- Say the name of [Kasvatuksen ja koulutuksen järjestelmät](course)\n- The whole name of [Lokalisoinnin peruskurssi](course)\n- [Games and Internet in Society](course) full name\n- [Postcolonial Literature](course) entire name\n- [Johdatus yrittäjyyteen](course) whole name\n- [KV-tuutorina toimiminen](course) meaning\n- What does [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](course) mean\n- What means [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- I want to know what [Ranskan yhteiskunta II/Société française II](course) means\n- I want to know what [Perhe ja tunteet](course) actually means\n- What is the meaning of [OASIS Key Master 2018-2019](course)\n- [Moniulotteinen markkinointi](course) meaning\n- True name of [Practical Programming in Python](course)\n- Real name of [Human-Centered Product Development (TUT/IHTE)](course)\n- Which course is [Perehdyttäminen tietotekniikan alkeisiin (kevät)](course)\n- What [TECHS3(course) means\n- I want to know what [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](course) stands for\n- I want to know the full name of course code [Vakuutustoiminnan periaatteet ja johtaminen](course)\n- I want to know the whole name of [Cancer Biology](course)\n- I want to know the name of [Tutkielmaseminaari - Seminaari](course)- What is the name of [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course)\n- [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course) name\n- [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course) name is\n- [Talous ja yhteiskunta](course) name full\n- [User Experience in Robotics (TUT/IHTE)](course) complete name\n- [Tila, teknologia ja toiminta](course) name actual\n- [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](course) whole name\n- What is name [Representations and Identities - kirjatentti/essee](course)\n- The name of [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](course)\n- Name [Tekninen kirjoittaminen (suomi)](course)\n- What is the full name of [Markkina- ja immateriaalioikeus](course)\n- What is [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Luennot - 1.vsk](course) called\n- What is the course code [Kielen kehitys](course) called\n- What course is [Nordic Model: Nordic Welfare Societies](course)\n- [Perusharjoittelu B - Ohjattu opetusharjoittelu](course) named\n- What's [Orientation - Orientation to studying in the Software Development programme](course) named\n- Name of [Master's Thesis Seminar / Internet and Game Studies](course)\n- Tell me the name of [Paikallisen hallinnan teoriat - Lukupiiri](course)\n- Say the name of [Rakenteinen dokumentaatio ja DITA](course)\n- The whole name of [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course)\n- [Macroprudential Policy and Financial Stability](course) full name\n- [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](course) entire name\n- [Tutkielmaseminaari - Seminaari](course) whole name\n- [Studia generalia: Lastenkirja kääntäjän kädessä](course) meaning\n- What does [Literary Theory and Methodology](course) mean\n- What means [Filosofian työpaja](course)\n- I want to know what [Visuaalisen journalismin perusteet, luennot](course) means\n- I want to know what [Tieteellinen kirjoittaminen](course) actually means\n- What is the meaning of [Agenda-Setting in Public Policy (POMLFCS1)](course)\n- [BMT-61227 Medical Biomaterials](course) meaning\n- True name of [Biologia ja ympäristötieto - Biologian kenttäkurssi - 2. vsk (1-2. ryhmät Hyytiälä)](course)\n- Real name of [Cultural Diversity in Education and at Work - (autumn)](course)\n- Which course is [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course)\n- What [TECHS3(course) means\n- I want to know what [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, I-periodi](course) stands for\n- I want to know the full name of course code [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course)\n- I want to know the whole name of [Budgeting and capital budgeting (online course)](course)\n- I want to know the name of [Talouselämän käännösviestinnän seminaari venäjä-suomi](course)- What is the name of [Kielen opettaminen / Fremdsprachenlehren](course)\n- [Työeläkejärjestelmät](course) name\n- [Management and organizations I (literature)](course) name is\n- [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course) name full\n- [Sosiaalisen median yhteisöt: menetelmällisiä ratkaisuja määrällisestä laadulliseen](course) complete name\n- [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (1. periodi)](course) name actual\n- [Yksilön työhyvinvointi](course) whole name\n- What is name [Asiakirjatiedon normivaatimukset](course)\n- The name of [Writing for Research](course)\n- Name [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](course)\n- What is the full name of [Orientoivat ja asiantuntijuuden kehittymistä tukevat opinnot - HOPS-työskentely](course)\n- What is [Studia generalia: Lastenkirja kääntäjän kädessä](course) called\n- What is the course code [Pedagoginen kehittäminen ja johtajuus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course) called\n- What course is [SGN-53007 Computational Diagnostics](course)\n- [Writing Research Grant Proposals](course) named\n- What's [Ruotsin kielen kirjallinen ja suullinen viestintä](course) named\n- Name of [Ranska II](course)\n- Tell me the name of [Kansainvälisen oikeuden peruskurssi](course)\n- Say the name of [Suullinen viestintä I/Muntlig kommunikation I](course)\n- The whole name of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.-11.1.2019](course)\n- [Tendances de la littérature française moderne/Ranskalaisen nykykirjallisuuden suuntauksia](course) full name\n- [Tutkimusseminaari ja pro gradu -tutkielma - Tutkimusseminaari](course) entire name\n- [Master´s Thesis and Seminar - for the group that started in 2018](course) whole name\n- [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (hoitotieteen opiskelijoille)](course) meaning\n- What does [Fonetiikan perusopintojen harjoitustyö](course) mean\n- What means [Orientation and Study Planning](course)\n- I want to know what [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Kuuntelukasvatus](course) means\n- I want to know what [Advanced Microscopy](course) actually means\n- What is the meaning of [Political Systems (book exam/essay)](course)\n- [Teaching, Pedagogical Facilitating, Learning](course) meaning\n- True name of [Introduction to Bayesian Analysis 2](course)\n- Real name of [Yritysjuridiikan case-kurssi](course)\n- Which course is [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](course)\n- What [TECHS3(course) means\n- I want to know what [Finnish Elementary Course 2 (taught in 4. period)](course) stands for\n- I want to know the full name of course code [Antiikin ja keskiajan ryhmä](course)\n- I want to know the whole name of [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](course)\n- I want to know the name of [Requirements Engineering](course)- What is the name of [Regression analysis](course)\n- [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course) name\n- [Johtamisen ja organisaatioiden perusteet](course) name is\n- [Näkökulmia kääntämiseen - Tekstin ymmärtäminen](course) name full\n- [Studia generalia: Lastenkirja kääntäjän kädessä](course) complete name\n- [Tiedonhaun perusteet](course) name actual\n- [Ethnographic Research](course) whole name\n- What is name [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](course)\n- The name of [Journalismin tulevaisuus, luennot](course)\n- Name [Musiikin perusteet / Harjoitukset - 1.vsk](course)\n- What is the full name of [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- What is [Maisteriopintojen opintosuuntiin johdattava kirjallisuus](course) called\n- What is the course code [Kandidaattiseminaari](course) called\n- What course is [Finnish Survival Course (Tampere Summer School 2018)](course)\n- [Tilastotieteen perusteet](course) named\n- What's [Valinnainen jakso: Tiedeviestinnän käytänteet](course) named\n- Name of [Kulutuksen ja ostokäyttäytymisen teoria](course)\n- Tell me the name of [Sosiaalityö terveydenhuollossa](course)\n- Say the name of [Hydrogel Journal Club](course)\n- The whole name of [Liikekirjanpito ja tilinpäätös](course)\n- [Kandidaattiseminaari](course) full name\n- [Espanja III](course) entire name\n- [Diskutera som specialist](course) whole name\n- [Finlaysonin kielimaailmat](course) meaning\n- What does [Kognitiivinen neurotiede I (avoin yliopisto)](course) mean\n- What means [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](course)\n- I want to know what [Maisteriopintojen esittely - HTI (in Finnish)](course) means\n- I want to know what [Valtiosääntöoikeuden syventävä jakso](course) actually means\n- What is the meaning of [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](course)\n- [Johdatus historiantutkimukseen (verkkokurssi)](course) meaning\n- True name of [KEB-61410 Laaja kemia 1](course)\n- Real name of [Kaupungistuva maailma: Kaupungit ja kaupunkilaisuus 1800-luvulta nykypäivään](course)\n- Which course is [Verkkojulkaiseminen](course)\n- What [TECHS3(course) means\n- I want to know what [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course) stands for\n- I want to know the full name of course code [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- I want to know the whole name of [Terveystiedon perusteet](course)\n- I want to know the name of [Julkisen talousjohtamisen näkökulmia](course)- What is the name of [Etnografinen tutkimusprosessi](course)\n- [Aluetalous ja kaupunkitalous](course) name\n- [Conflict Resolution (book exam/essay)](course) name is\n- [Transcultural perspectives in developing media education](course) name full\n- [Matemaattiset aineet - Koulugeometria - 2 vsk](course) complete name\n- [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](course) name actual\n- [Ainedidaktiikka I](course) whole name\n- What is name [Orientoivat opinnot ja HOPS (kirjallisuustiede)](course)\n- The name of [Tekstianalyysi - Luennot](course)\n- Name [Antiikin ja keskiajan ryhmä](course)\n- What is the full name of [Theatre, Society, and Politics 1660-1760](course)\n- What is [EU Financial Management](course) called\n- What is the course code [PhD by publication: writing integrative chapter](course) called\n- What course is [Conflicts over the Use of Natural Resources and the Environment](course)\n- [Geometria](course) named\n- What's [Suunnittelu ja kehittäminen hoitotyön johtamisessa](course) named\n- Name of [Sosiaalioikeus I](course)\n- Tell me the name of [Graduvauhditus](course)\n- Say the name of [Medioitu vuorovaikutus](course)\n- The whole name of [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- [Vakuutustoiminnan periaatteet ja johtaminen](course) full name\n- [Tissue biology](course) entire name\n- [Espanja I](course) whole name\n- [Kansallisen ja Euroopan tason vuorovaikutus (kirjatentti/essee)](course) meaning\n- What does [Ranska IV](course) mean\n- What means [Business Ethics (Independent study)](course)\n- I want to know what [Introduction to R (Tampere Summer School 2018)](course) means\n- I want to know what [Monikulttuurinen kirjallisuus Suomessa](course) actually means\n- What is the meaning of [Valtio-opin johdantokurssi (kirjatentti)](course)\n- [Vero-oikeuden perusteet](course) meaning\n- True name of [Shakespeare: Past and Present](course)\n- Real name of [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](course)\n- Which course is [Kasvatuksen historialliset ja filosofiset lähtökohdat - Luennot ja kirjallisuus](course)\n- What [TECHS3(course) means\n- I want to know what [Puhe- ja nielemistoimintojen tutkimus ja kuntoutus](course) stands for\n- I want to know the full name of course code [Pedagoginen harjoittelu/Elinikäinen oppiminen ja kasvatus, aikuiskoulutuksen opettajan pedagogiset opinnot - Pedagoginen seminaari ja harjoittelu](course)\n- I want to know the whole name of [Finnish Elementary Course 1 (taught in 1. & 2. period)](course)\n- I want to know the name of [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)- What is the name of [Käännösviestintä I - Käännösviestintä I englanti-suomi](course)\n- [Tutkimusseminaari ja pro gradu -tutkielma](course) name\n- [Matematiikan peruskäsitteitä](course) name is\n- [Tilintarkastus I](course) name full\n- [Sosiaalitieteiden kvalitatiiviset tutkimusmenetelmät (verkkokurssi)](course) complete name\n- [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course) name actual\n- [Mediatutkimuksen valinn. jakso: Ääni, teknologia ja kulttuuri](course) whole name\n- What is name [Kielitieto ja -taito - Käännös-, rakenne- ja sanastoharjoitukset II Sprachwissen und Sprachfertigkeiten: Kontrastive Text- und Wortschatzübungen](course)\n- The name of [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](course)\n- Name [Management Accounting and Human Behaviour](course)\n- What is the full name of [Tutkiva opiskelu](course)\n- What is [Rekisteritutkimukset](course) called\n- What is the course code [Konfliktinratkaisu (kirjatentti/essee)](course) called\n- What course is [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](course)\n- [Graduseminaari, jatkava (Niemi)](course) named\n- What's [Business Writing](course) named\n- Name of [Kuntien ja alueiden kansainväliset hallintasuhteet](course)\n- Tell me the name of [Johdatus kielitieteeseen / Initiation à la linguistique](course)\n- Say the name of [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](course)\n- The whole name of [Strategic Management Accounting and Control](course)\n- [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course) full name\n- [Median ja politiikan välinen suhde](course) entire name\n- [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](course) whole name\n- [Riskienhallinta- ja vakuutuscaset](course) meaning\n- What does [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](course) mean\n- What means [Development, Education and Lifecourse](course)\n- I want to know what [Genetics and Pathogenesis of Common Killers](course) means\n- I want to know what [Venäjän kielen rakenne - Tekstin ymmärtäminen II](course) actually means\n- What is the meaning of [Emotions and Sociality in Human-Technology Interaction](course)\n- [Lesen, Verstehen, Schreiben](course) meaning\n- True name of [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](course)\n- Real name of [Tutkimusetiikka](course)\n- Which course is [Advanced Course in Microeconomics I](course)\n- What [TECHS3(course) means\n- I want to know what [Biostatistiikka ja tilastollinen tietojenkäsittely](course) stands for\n- I want to know the full name of course code [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](course)\n- I want to know the whole name of [Kandidaattitutkielma ja seminaari (matematiikka) - LaTeX-opinnot](course)\n- I want to know the name of [Games and Internet in Society](course)- What is the name of [Tekoäly ja vakuutustoiminta](course)\n- [Kvalitatiiviset menetelmät](course) name\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](course) name is\n- [Verkkopalvelujen informaatioarkkitehtuuri](course) name full\n- [Valinnainen jakso: Valokuva historian tekijänä - luennot](course) complete name\n- [Proseminaari](course) name actual\n- [Political Ideologies (book exam)](course) whole name\n- What is name [Orientoivat opinnot - Alkuorientaatio](course)\n- The name of [Bioinformatics tools (autumn 2018)](course)\n- Name [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](course)\n- What is the full name of [Lehti- ja verkkojournalismi](course)\n- What is [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) called\n- What is the course code [Viron peruskurssi](course) called\n- What course is [Vakuutuslaitosten sijoitustoiminta](course)\n- [Terveys, tieto, asiantuntijuus](course) named\n- What's [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](course) named\n- Name of [Vakuutuksen ja riskienhallinnan erikoistumisosa](course)\n- Tell me the name of [Kandidaattitutkielma ja seminaari (tilastotiede)](course)\n- Say the name of [Viron jatkokurssi](course)\n- The whole name of [Ulko- ja turvallisuuspoliittinen päätöksentekoharjoitus](course)\n- [Kirjallinen viestintä II/Skriftlig kommunikation II](course) full name\n- [Sote ja sosiaalipolitiikka](course) entire name\n- [Organisaatiokäyttäytyminen (itsenäinen suoritustapa, syksy 2018)](course) whole name\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat, verkko-opetus](course) meaning\n- What does [Environmental History and Cultural Ecology of Russia (VENS20)](course) mean\n- What means [ATLAS.ti laadullisen analyysin tukena](course)\n- I want to know what [Espanjan kielioppi II/Gramática española II](course) means\n- I want to know what [Kuntien ja alueiden kansainväliset hallintasuhteet](course) actually means\n- What is the meaning of [Lasten oikeuspsykologia](course)\n- [Terveydenhuollon koulutuspolitiikka](course) meaning\n- True name of [Media maailmassa - verkkokurssi](course)\n- Real name of [Henkilöstöjohtaminen](course)\n- Which course is [Latinan jatkokurssi](course)\n- What [TECHS3(course) means\n- I want to know what [Kuvanprosessointi / Digital Image Processing](course) stands for\n- I want to know the full name of course code [Käännösten suomi](course)\n- I want to know the whole name of [Valinnainen jakso: Valokuva historian tekijänä - työpaja](course)\n- I want to know the name of [Terveyden edistämisen perusteet](course)- What is the name of [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course)\n- [Cultural Conversations](course) name\n- [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](course) name is\n- [Kandidaattiseminaari (Nenonen)](course) name full\n- [Pedagoginen johtaminen - Luennot ja ryhmätyöskentely](course) complete name\n- [Business, Society and Nature (Independent study) Autumn 2018](course) name actual\n- [Liikuntapedagogiikka varhaiskasvatuksessa / Harjoitukset - 2.vsk](course) whole name\n- What is name [Latinan kielen alkeiskurssi](course)\n- The name of [Distributed Systems](course)\n- Name [Management Accounting and Human Behaviour](course)\n- What is the full name of [Urban Inequalities](course)\n- What is [Julkistalouden jatkokurssi](course) called\n- What is the course code [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](course) called\n- What course is [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](course)\n- [Kielen kehitys](course) named\n- What's [The Theory and Method of International Relations (seminar) (book exam)](course) named\n- Name of [Perusharjoittelu A - Ohjattu opetusharjoittelu](course)\n- Tell me the name of [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](course)\n- Say the name of [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course)\n- The whole name of [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](course)\n- [Valtio-opin maisteriseminaari](course) full name\n- [Matematiikkakasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) entire name\n- [History, Culture and Literature: Culture and Literature](course) whole name\n- [Eheyttävä musiikkikasvatus - Musiikkiteknologia](course) meaning\n- What does [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](course) mean\n- What means [Tekstianalyysi - Harjoitukset](course)\n- I want to know what [Valinnainen jakso: Työpaja: Tulevaisuuden kaupunki](course) means\n- I want to know what [Työyhteisöjen muutos ja kehittäminen](course) actually means\n- What is the meaning of [Poliittinen filosofia (kirjatentti/essee)](course)\n- [Developing and implementing European Public Sector Accounting modules](course) meaning\n- True name of [Työelämäviestinnän tutkimus- tai kehityshanke](course)\n- Real name of [Kielioppi II (suomenkieliset opiskelijat)](course)\n- Which course is [Monikieliset tekstikorpukset (verkkokurssi)](course)\n- What [TECHS3(course) means\n- I want to know what [Pro gradu -seminaari ja -tutkielma](course) stands for\n- I want to know the full name of course code [Laajentava harjoittelu](course)\n- I want to know the whole name of [Oikeus ja politiikka](course)\n- I want to know the name of [Managing Research Information](course)- What is the name of [Orientation - General Orientation Course for International Students](course)\n- [Lasten arki suomalaisessa yhteiskunnassa / Harjoitukset - 1.vsk](course) name\n- [Oppimisyhteisöt ja vuorovaikutus, kirjatentti](course) name is\n- [Asiakirjatiedon normivaatimukset](course) name full\n- [Human-Technology Interaction Project Work](course) complete name\n- [Sosiaaliantropologian teoreettinen ajattelu](course) name actual\n- [Tiedon organisointi ja informaatioarkkitehtuuri](course) whole name\n- What is name [Introduction to Cultural Psychology](course)\n- The name of [Jatkokoulutusseminaari](course)\n- Name [Journalism Start-Ups and Enterpreneurialism](course)\n- What is the full name of [Tutkimustyötä tukevat tohtoriopinnot - Doctoral Studies in Information Studies and Interactive Media](course)\n- What is [Saksankielinen nykykirjallisuus / Deutschsprachige Gegenwartsliteratur](course) called\n- What is the course code [Kuvataidekasvatus / Luennot - 2.vsk](course) called\n- What course is [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](course)\n- [Puolueet ja vaalit (kirjatentti/essee)](course) named\n- What's [Knowledge Discovery](course) named\n- Name of [Yrityksen taloustieteellisen tutkimuksen perusteet](course)\n- Tell me the name of [Parametric and Non-Parametric Statistics](course)\n- Say the name of [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course)\n- The whole name of [Innovation Project (Spring term 2018-III)](course)\n- [Tilastollisen tutkimuksen perusteet](course) full name\n- [Draama - 2 vsk opinnot ja 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat (pienryhmäopetus)](course) entire name\n- [Vuorovaikutus ja tekstit S2-näkökulmasta](course) whole name\n- [Äänne- ja muoto-oppi](course) meaning\n- What does [Sosiaalityön harjoittelu + kehittämistyön harjoittelu - STYS2B2 Harjoitteluseminaari](course) mean\n- What means [Finnish Reading Comprehension and Conversation Course 2 (taught in Finnish)](course)\n- I want to know what [Johdatus yrittäjyyteen](course) means\n- I want to know what [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](course) actually means\n- What is the meaning of [Vero-oikeuden case-kurssi](course)\n- [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (3. periodi)](course) meaning\n- True name of [Julkisen hallinnon reformit ja muutos](course)\n- Real name of [Introduction to Education in Finland - Lectures, observation, essay and learning diary](course)\n- Which course is [Orientation Course - General Orientation Course for International Students](course)\n- What [TECHS3(course) means\n- I want to know what [Kansainvälinen yhteisö (kirjatentti/essee)](course) stands for\n- I want to know the full name of course code [Kirjallinen viestintä II/Skriftlig kommunikation II](course)\n- I want to know the whole name of [Seminaari (Seppänen)](course)\n- I want to know the name of [Kuluttajakäyttäytyminen](course)- What is the name of [Kirjoitusviestintä / COMS](course)\n- [Kirjallisuus ja tunteet](course) name\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 4.-5.10.2018](course) name is\n- [Feministinen tietäminen](course) name full\n- [Johtamisen ja julkisen politiikan tutkimus ja ajankohtaiset kysymykset](course) complete name\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ryhmä](course) name actual\n- [Oman äänen analyysi ja harjoittaminen](course) whole name\n- What is name [Historiateoria](course)\n- The name of [Median ja politiikan välinen suhde](course)\n- Name [Valinnainen jakso: Podcastit ja äänimedian ajankohtaisjournalismi](course)\n- What is the full name of [Opintopiiri](course)\n- What is [Qualitative Research Methods and Comparative Research Design](course) called\n- What is the course code [Asiakastyön teorioita ja menetelmiä - STYA3A2 Asiakastyön menetelmät, luennot](course) called\n- What course is [Julkisoikeuden syventävä tutkimusjakso](course)\n- [Tiivistämisen taito](course) named\n- What's [Intercultural Communication](course) named\n- Name of [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course)\n- Tell me the name of [Monikielinen käännöstyöpaja](course)\n- Say the name of [Tekniikan käännösviestinnän seminaari englanti-suomi](course)\n- The whole name of [Johdatus yrittäjyyteen](course)\n- [Sosiaalityön harjoittelu](course) full name\n- [Kaupungistuva maailma: Kaupungit ja kaupunkilaisuus 1800-luvulta nykypäivään](course) entire name\n- [Tieteenfilosofiaa kasvatustieteen näkökulmasta](course) whole name\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](course) meaning\n- What does [Institutions, Innovation and Economic Renewal](course) mean\n- What means [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 1.vsk:n monimuotoryhmien opiskelijoille](course)\n- I want to know what [Current Issues in Speech Communication (Puheviestintä tieteenä jatkuu)](course) means\n- I want to know what [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](course) actually means\n- What is the meaning of [Vähittäiskaupan konseptit](course)\n- [Ranskan yhteiskunta I / Société française I](course) meaning\n- True name of [Aineopintojen valinnainen jakso: Organisaatioviestintä](course)\n- Real name of [Klassinen länsimainen kertomakirjallisuus](course)\n- Which course is [Puheviestinnän tutkimuskurssi](course)\n- What [TECHS3(course) means\n- I want to know what [Tutkimustyön perusteet - c) Tutkimusmenetelmien erityiskysymyksiä](course) stands for\n- I want to know the full name of course code [Työoikeuden syventävä opintojakso](course)\n- I want to know the whole name of [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- I want to know the name of [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](course)- What is the name of [Introduction to Political Science (book exam)](course)\n- [Tietokantojen perusteet](course) name\n- [Vähittäiskaupan konseptit](course) name is\n- [Johdatus hoitotieteelliseen tutkimukseen, kirjatentti](course) name full\n- [Writing for Research](course) complete name\n- [Game Theory/Advanced Course in Microeconomics](course) name actual\n- [Kiina III](course) whole name\n- What is name [Sosiaalitieteiden kvantitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- The name of [Kandidaattiseminaari ja -tutkielma (julkinen talousjohtaminen), syksy](course)\n- Name [Preparatory Course in Communicative Skills](course)\n- What is the full name of [Kandidaatintutkielmaseminaari - Seminaari](course)\n- What is [Johdatus www-tekniikoihin](course) called\n- What is the course code [Makrotalousteoria I](course) called\n- What course is [Eheyttävä temaattinen loppuprojekti - projekti/käytännön työ ja portfolio](course)\n- [Management Accounting and Human Behaviour](course) named\n- What's [Personal Study Planning](course) named\n- Name of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course)\n- Tell me the name of [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- Say the name of [Romanian kielen jatkokurssi II / Advanced Course II in Romanian](course)\n- The whole name of [Writing Research Grant Proposals](course)\n- [Suomen turvallisuuspolitiikan historia ja tulevaisuus -luentosarja](course) full name\n- [Advanced Course in Corporate Finance](course) entire name\n- [Tietokantaohjelmointi](course) whole name\n- [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](course) meaning\n- What does [Graduseminaari / Henttonen](course) mean\n- What means [Tutkiva opiskelu](course)\n- I want to know what [Lainvalmistelu ja vaikutusten arviointi](course) means\n- I want to know what [Ranska III](course) actually means\n- What is the meaning of [Inclusiveness in Local Innovation Environments](course)\n- [Foundations of Ecological Economics](course) meaning\n- True name of [Finnish Survival Course](course)\n- Real name of [Systemaattinen tiedonhaku hoitotieteessä](course)\n- Which course is [Vuorovaikutussuhteiden konsultointi](course)\n- What [TECHS3(course) means\n- I want to know what [Yrityksen johtamisen perusteet](course) stands for\n- I want to know the full name of course code [Seminaari (Seppänen)](course)\n- I want to know the whole name of [Harjoittelu / Varhaiskasvatus](course)\n- I want to know the name of [Master's Seminar and Thesis](course)- What is the name of [Graduseminaari, alkava (Kaarninen)](course)\n- [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](course) name\n- [Behavioral Finance](course) name is\n- [Klinikkaharjoittelu](course) name full\n- [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](course) complete name\n- [Saksan kielen valmentava kurssi - Interkulturelles Training](course) name actual\n- [Täydennysilmoittautuminen pro gradu -seminaariin, syksyllä 2018 alkavat ryhmät](course) whole name\n- What is name [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- The name of [Special Issues in Games and Internet Cultures](course)\n- Name [Orientaatio maisteriopintoihin](course)\n- What is the full name of [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- What is [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](course) called\n- What is the course code [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. opiskelijat](course) called\n- What course is [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](course)\n- [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](course) named\n- What's [Recommender Systems](course) named\n- Name of [Työ- ja virkamiesoikeus](course)\n- Tell me the name of [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](course)\n- Say the name of [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- The whole name of [Puheen ja äänen tutkimusharjoittelu - Projekti / käytännön työ](course)\n- [Julkisoikeuden perusteet (järjestäjä TAMK)](course) full name\n- [Eettinen johtajuus](course) entire name\n- [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course) whole name\n- [Conflicts over the Use of Natural Resources and the Environment](course) meaning\n- What does [Tilastotieteen johdantokurssi, iltaryhmä](course) mean\n- What means [Tekstin ymmärtäminen III](course)\n- I want to know what [Uuden ajan alun murroksia](course) means\n- I want to know what [Kielen- ja tekstinhuolto](course) actually means\n- What is the meaning of [Yhtiöoikeus](course)\n- [Gradu-kvantimetodit](course) meaning\n- True name of [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](course)\n- Real name of [Practical Observation of Finnish School System for Incoming Exchange Students - Observation, written tasks, report](course)\n- Which course is [Professional Writing (online course)](course)\n- What [TECHS3(course) means\n- I want to know what [Media, Information and Democracy](course) stands for\n- I want to know the full name of course code [Johdatus viestintään ja mediaan - verkkokurssi](course)\n- I want to know the whole name of [Kandidaattiseminaari ja -tutkielma (hallintotiede), syksy](course)\n- I want to know the name of [Euroopan unioni ja maailma](course)- What is the name of [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](course)\n- [Algebra 1B](course) name\n- [Historian tutkimusprosessi ja historiantutkijan etiikka](course) name is\n- [Current Trends in Leadership](course) name full\n- [Kirjallinen viestintä I - Kirjallinen tuottaminen](course) complete name\n- [Interaction Techniques](course) name actual\n- [Tuutorina toimiminen](course) whole name\n- What is name [Ydinaseet ja kansainvälinen politiikka](course)\n- The name of [Kuvataiteen perusteet - 1.vsk](course)\n- Name [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](course)\n- What is the full name of [Tutkielmaseminaari](course)\n- What is [Käännös suomi-espanja I/Traducción finés-español I](course) called\n- What is the course code [Poverty in the world: Hunger, inequalities and action](course) called\n- What course is [Stem Cells](course)\n- [Kandidaattiseminaari ja tutkielma (markkinointi) - kevät 2019](course) named\n- What's [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](course) named\n- Name of [Kielioppi I/Gramática española I](course)\n- Tell me the name of [Teoria- ja metodiopinnot](course)\n- Say the name of [Kielen ja vuorovaikutuksen tutkimuksen teorioita ja sovellutuksia](course)\n- The whole name of [Current Issues in Speech Communication (Puheviestintä tieteenä jatkuu)](course)\n- [Intercultural Communication](course) full name\n- [Diskurssianalyysi](course) entire name\n- [Fonetiikan perusopintojen harjoitustyö](course) whole name\n- [Teaching, Pedagogical Facilitating, Learning](course) meaning\n- What does [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](course) mean\n- What means [Sosiaalisten riskien hallinta](course)\n- I want to know what [Student supervision in computer sciences](course) means\n- I want to know what [Pro gradu -seminaari ja -tutkielma (hallintotiede) - Seminaari](course) actually means\n- What is the meaning of [Emotions and Sociality in Human-Technology Interaction](course)\n- [Current Approaches in Games and Internet Research](course) meaning\n- True name of [Espanja IV](course)\n- Real name of [Seminaari](course)\n- Which course is [Laadulliset tutkimusotteet](course)\n- What [TECHS3(course) means\n- I want to know what [Johdon laskentatoimen perusteet (avoin yliopisto-opetus)](course) stands for\n- I want to know the full name of course code [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](course)\n- I want to know the whole name of [Kirjoitusviestintä / COMS](course)\n- I want to know the name of [Kielitaito ja kielitaidon arviointi](course)- What is the name of [Opetuksen, oppimisen ja koulutuksen arviointi ja laatu - Seminaari](course)\n- [Terveyden edistämisen interventiot](course) name\n- [Introduction to Science and Research (spring)](course) name is\n- [English Word Formation](course) name full\n- [Kandidaattiseminaari (Vuolanto)](course) complete name\n- [Työmarkkinat, työvoiman käyttö ja työllisyysturva](course) name actual\n- [Erot, jaot ja niiden rakentuminen, kirjatentti, Pori](course) whole name\n- What is name [Sosiaalitieteiden kvantitatiiviset tutkimusmenetelmät (verkkokurssi)](course)\n- The name of [Automaatit I](course)\n- Name [Syventävä projekti, keväällä 2019 alkava](course)\n- What is the full name of [Pelit ja pelillisyys](course)\n- What is [Advanced European Integration Studies (book exam/essay)](course) called\n- What is the course code [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course) called\n- What course is [Finnish Advanced-Level Vocabulary Course (taught in Finnish)](course)\n- [Kielioppi I/Språkets strukturer I](course) named\n- What's [Dialogue: Constructive Talk at Work](course) named\n- Name of [Orientoivat opinnot - HOPS1](course)\n- Tell me the name of [Nuorisotyön harjoittelu](course)\n- Say the name of [Kirjallinen viestintä I/Skriftlig kommunikation I](course)\n- The whole name of [Interaction Techniques](course)\n- [Terveyden edistäminen kansanterveystieteilijöille](course) full name\n- [Orientation](course) entire name\n- [Terveys, arki ja toimijuus](course) whole name\n- [The Liberal Welfare State](course) meaning\n- What does [Phylogenetics](course) mean\n- What means [The Study of World Politics (book exam/essay)](course)\n- I want to know what [Latinalaisen Amerikan historia ja kirjallisuus - Historia y literatura de Latinoamérica](course) means\n- I want to know what [Epidemiologian perusteet](course) actually means\n- What is the meaning of [Käytännön opetus ja ohjaus](course)\n- [Käännösviestintä I - Käännösviestintä I englanti-suomi](course) meaning\n- True name of [Persoonallisuuspsykologia I (avoin yliopisto)](course)\n- Real name of [Kuvan uudet muodot](course)\n- Which course is [Systems biology methods](course)\n- What [TECHS3(course) means\n- I want to know what [Tutkimustyön perusteet (teemalla Verkostot ja somevaikuttaminen Twitterissä)](course) stands for\n- I want to know the full name of course code [Kielioppi II](course)\n- I want to know the whole name of [Global Humanitarianism and its Critics (POMLFCS3)](course)\n- I want to know the name of [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course)" }, { "alpha_fraction": 0.7688679099082947, "alphanum_fraction": 0.7712264060974121, "avg_line_length": 22.38888931274414, "blob_id": "336762ac43c06d050ec0f9430952b8af32bfb98f", "content_id": "9eca1731eb2f93e64a5d936a1b5303be03447822", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 424, "license_type": "permissive", "max_line_length": 56, "num_lines": 18, "path": "/ToolReviews/Chatterbot-testi/chatbot.py", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "from chatterbot import ChatBot\n\n\nchatbot = ChatBot(\n\t'Mauri',\n\tstorage_adapter='chatterbot.storage.SQLStorageAdapter',\n\tinput_adapter='chatterbot.input.TerminalAdapter',\n\toutput_adapter='chatterbot.output.TerminalAdapter',\n\tdatabase='.database.sqlite3',\n\ttrainer = 'chatterbot.trainers.ListTrainer'\n)\n\nwhile True:\n\ttry:\n\t\tbot_input = chatbot.get_response(None)\n\t\n\texcept(KeyboardInterrupt, EOFError, SystemExit):\n\t\tbreak\n\t\t\n" }, { "alpha_fraction": 0.6613162159919739, "alphanum_fraction": 0.6613162159919739, "avg_line_length": 35.67647171020508, "blob_id": "d82116483c1f4238a4f0b3656c7e404ecbc8383a", "content_id": "21f597dff4921ef80c6629ca0f4bc2d7db80d0a0", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1246, "license_type": "permissive", "max_line_length": 67, "num_lines": 34, "path": "/rasaintentit/data/generoiduttreenidatat/credits.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "- How many points [*](course)\n- How many credits [*](course)\n- How many ECTS [*](course)\n- How many student credits [*](course)\n- How many student points [*](course)\n- How many student credits from [*](course)\n- How many student points from [*(course)\n- How many ECTS from [*](course)\n- How many student credits is [*](course)\n- How many points is [*](course)\n- How many credits is [*](course)\n- How many ECTS is [*](course)\n- How many student credits is [*](course)\n- How many student points is [*](course)\n- Student points [*](course)\n- Student credits [*](course)\n- ECTS [*](course)\n- [*](course) ECTS\n- [*](course) course points\n- [*](course) student points\n- [*](course) points\n- [*](course) amount of points\n- [*](course) credits\n- [*](course) the amount of ECTS\n- How many points [*](course) is\n- How many ECTS [*](course) will be\n- Credits [*](course)\n- How many credits can I get from [*](course)\n- How many ECTS can I get from [*](course)\n- How many student points can I get from [*](course)\n- I want to know how many credits can I get from [*](course)\n- I want to know how many ECTS can I get from [*](course)\n- I want to know how many student points can I get from [*](course)\n- I want to know the amount of student points [*](course)" }, { "alpha_fraction": 0.7918077111244202, "alphanum_fraction": 0.7968119978904724, "avg_line_length": 77.0057373046875, "blob_id": "329204122fc8aad4ebaa4d665275e5d12411826e", "content_id": "e6d8087a8107ac0ceda548f01b0f30e50836098f", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 68707, "license_type": "permissive", "max_line_length": 275, "num_lines": 871, "path": "/rasaintentit/data/generoiduttreenidatat/out_ajat.md", "repo_name": "woroko/TUNIBot", "src_encoding": "ISO-8859-1", "text": "- Schedule [Literary Theory and Methodology](course)\n- [Peace and Conflict Research (book exam/essay)](course) schedule\n- [Foundations of English Business Communication (RPL) / näyttökoe](course) weekly schedule\n- [Venäjä I](course) weekly\n- What is the schedule for [Introduction to Entrepreneurship](course)\n- What is the schedule [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja käsitteet](course)\n- When are classes for [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](course)\n- Classes [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course)\n- When are classes [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](course)\n- Teaching times [Algebra 2](course)\n- Teaching hours [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course)\n- Teaching [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää](course)\n- [v](course) teaching\n- Week [Suullinen ja kirjallinen taito - Ääntämisharjoitukset ja tekstinymmärtäminen/Expresión oral y escrita - Pronunciación y Comprensión de textos](course)\n- Lectures [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- When are lectures [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course)\n- Hours weekly [Asiantuntijan puheviestintä ja vuorovaikutus (2. periodi) / KTM-tutkinto](course)\n- When are the classes [Scottish Literature](course) weekly\n- [Visuaalisen kulttuurin teoria - luennot ja pienryhmätyöskentely](course) teaching times\n- When are [Translators' Cultural Competencies](course) teaching times\n- What are [MA Thesis Seminar](course) teaching times\n- When are lectures [Performance management in public organizations](course)\n- The schedule for [Työpaja (matematiikan perustaitotesti)](course)\n- What are the teaching times for [Tieteellinen kommunikaatio ja bibliometriikka](course)\n- [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](course) times\n- [Musisointi - 1.vsk](course) hours\n- I want to know when [Suomen historian tutkijaseminaari](course) teaching times are\n- I want to know teaching times of [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kehittävän työntutkimuksen menetelmät](course)\n- I want to know the schedule of [Thesis seminar and Master's Thesis](course)\n- I want to know when the lectures in course [Orientoivat opinnot - Tiedonhankintataidot I (MTT)](course) are- Schedule [Suomen kielen rakenne S2-näkökulmasta](course)\n- [Vakuutuslaitosten sijoitustoiminta](course) schedule\n- [Ympäristöhallinnan muutos (esseesuoritusvaihtoehto)](course) weekly schedule\n- [Syntaksi](course) weekly\n- What is the schedule for [User Experience: Design and Evaluation (TUT/IHTE)](course)\n- What is the schedule [Psychology of Pervasive Computing (TUT/IHTE)](course)\n- When are classes for [Economics and the Business Environment](course)\n- Classes [Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies (independent study and exams) 5 ECTS](course)\n- When are classes [Asioimistulkkaus venäjä-suomi-venäjä](course)\n- Teaching times [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteisopetusta avoimen yo:n kanssa](course)\n- Teaching hours [Comparative Education - book exam](course)\n- Teaching [Epidemiology Journal Club](course)\n- [v](course) teaching\n- Week [Basics of Management and Organizations](course)\n- Lectures [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course)\n- When are lectures [Graduseminaari / Kekäläinen (jatkuu keväältä 2018)](course)\n- Hours weekly [World society: National policies, global governance and transnational sociology](course)\n- When are the classes [Tutkimusprosessin hallinta tohtoriopinnoissa](course) weekly\n- [Vähittäiskaupan konseptit](course) teaching times\n- When are [Parties, Elections and Political Participation (book exam/essay)](course) teaching times\n- What are [Varhaiskasvatuksen ja esiopetuksen pedagogiikka - Työssäoppiminen 2.vsk (ryhmä 4)](course) teaching times\n- When are lectures [Identity and Lifecourse - Lectures, reading groups and essay](course)\n- The schedule for [Terveyden edistämisen perusteet (kirjatentti hoitotieteen opiskelijoille)](course)\n- What are the teaching times for [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](course)\n- [Kirjallisuustieteen syysseminaari: Ihmesaduista adaptaatioihin. Näkökulmia sadun ja fantasian tutkimukseen](course) times\n- [Ulkopolitiikka ja diplomatia (kirjatentti/essee)](course) hours\n- I want to know when [Scientific Writing - Module A - Writing Clinic](course) teaching times are\n- I want to know teaching times of [Kirjallinen viestintä I / Schriftliche Kommunikation I](course)\n- I want to know the schedule of [Management and organizations I (literature)](course)\n- I want to know when the lectures in course [Tilinpäätöksen tulkinta julkisessa hallinnossa](course) are- Schedule [Introduction to Academic English (online / JKK, EDU, LUO, COMS & SOC)](course)\n- [Visuaalisen kulttuurin syventymiskohde - Seminaari](course) schedule\n- [Verkkomedian suunnittelu (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](course) weekly schedule\n- [Teknologiakasvatus - Teknologia](course) weekly\n- What is the schedule for [Tutkijaseminaari](course)\n- What is the schedule [Introduction to Science and Research (spring)](course)\n- When are classes for [Käännös suomi-espanja I/Traducción finés-español I](course)\n- Classes [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](course)\n- When are classes [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](course)\n- Teaching times [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 12.-13.12.2018](course)\n- Teaching hours [Fonetiikan tilastomenetelmät](course)\n- Teaching [Terveys, arki ja toimijuus, luennot](course)\n- [v](course) teaching\n- Week [Tilastotieteen johdantokurssi, syksy](course)\n- Lectures [Dialogitulkkaus](course)\n- When are lectures [Kuluttajakäyttäytyminen](course)\n- Hours weekly [Language, Communication and Culture](course)\n- When are the classes [Tuutorina toimiminen](course) weekly\n- [Äkilliset traumaattiset kriisit ja niiden käsittely](course) teaching times\n- When are [C. Wright Millsin sosiologia - Luentoseminaari](course) teaching times\n- What are [Introduction to Academic English (diverse learners)](course) teaching times\n- When are lectures [Cultural Conversations](course)\n- The schedule for [Logiikka](course)\n- What are the teaching times for [Johdatus filosofiaan](course)\n- [Nordic Model: Nordic Welfare Societies](course) times\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) hours\n- I want to know when [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course) teaching times are\n- I want to know teaching times of [Tieteellinen kirjoittaminen (SOC)](course)\n- I want to know the schedule of [Graduseminaari (Junkkari)](course)\n- I want to know when the lectures in course [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course) are- Schedule [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course)\n- [Talousviestintä / Wirtschaftskommunikation](course) schedule\n- [Yritysjuridiikan case-kurssi](course) weekly schedule\n- [Ympäristökasvatus / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) weekly\n- What is the schedule for [Current Approaches in Games and Internet Research](course)\n- What is the schedule [Vuorovaikutusprosessit työelämän tilanteissa (monimuoto-opetus)](course)\n- When are classes for [Kielen käyttö I](course)\n- Classes [Seminaari (Seppänen)](course)\n- When are classes [Korkeakoulut työyhteisöinä - Kehittämistehtävä](course)\n- Teaching times [Pratiques de l'oral et de l'écrit / Ranskan kielen tuottaminen](course)\n- Teaching hours [Tutkimusetiikka](course)\n- Teaching [Kirjallinen viestintä I/Skriftlig kommunikation I](course)\n- [v](course) teaching\n- Week [Identity and Lifecourse - Lectures, reading groups and essay](course)\n- Lectures [Political Institutions and Processes (book exam/essay)](course)\n- When are lectures [Keskiajan paleografia ja diplomatiikka (PERUTTU)](course)\n- Hours weekly [Human-Centered Product Development (TUT/IHTE)](course)\n- When are the classes [Valtio-opin johdantokurssi](course) weekly\n- [The Theory and Method of International Relations (seminar) (book exam)](course) teaching times\n- When are [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](course) teaching times\n- What are [Tieteellinen kirjoittaminen](course) teaching times\n- When are lectures [Semantiikan harjoituskurssi](course)\n- The schedule for [Käsityömuotoilu - projekti/käytännön työ ja protfolio](course)\n- What are the teaching times for [Ilmoittautuminen pro gradu -seminaariin, tammikuussa 2019 alkavat ryhmät](course)\n- [Radio Project](course) times\n- [Maailmanloppu nyt. Ja ennen.](course) hours\n- I want to know when [Kandidaattiseminaari ja tutkielma (vakuutus ja riskienhallinta), kevät 2019](course) teaching times are\n- I want to know teaching times of [Matrices for Statistics and Computational Methods](course)\n- I want to know the schedule of [Kvalitatiivinen tutkimus kasvatustieteissä - Verkkokurssi, yhteisopetus avoimen yo:n ja tutkinto-opiskelijoille](course)\n- I want to know when the lectures in course [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course) are- Schedule [Kandidaattiseminaari](course)\n- [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](course) schedule\n- [Romanian kielen alkeet / Basic Course in Romanian](course) weekly schedule\n- [Filosofinen argumentaatio, tulkinta ja kirjoittaminen](course) weekly\n- What is the schedule for [Musiikki - Musiikkikasvatuksen perusteet 2 - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- What is the schedule [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](course)\n- When are classes for [Bioinformatics](course)\n- Classes [Jatko-opintoja](course)\n- When are classes [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- Teaching times [Valinnainen jakso: Tiedeviestinnän käytänteet](course)\n- Teaching hours [Perusharjoittelu](course)\n- Teaching [English Word Formation](course)\n- [v](course) teaching\n- Week [Julkisorganisaation talouden suunnittelu ja päätöksenteko](course)\n- Lectures [Praktikum](course)\n- When are lectures [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Hours weekly [Kandidaatintutkielma ja seminaari, syksy 2018](course)\n- When are the classes [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Harjoitukset - 1.vsk](course) weekly\n- [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, II-periodi](course) teaching times\n- When are [Identities in Peace and Conflict](course) teaching times\n- What are [Ajankohtaiset ilmiöt hallintotieteissä - Itsenäinen työskentely](course) teaching times\n- When are lectures [Toisen vuoden opiskelijoiden info-tilaisuus](course)\n- The schedule for [Sopimusoikeus](course)\n- What are the teaching times for [Espanja II](course)\n- [Vanhempien aikojen tutkijaseminaari](course) times\n- [Työn ja hyvinvoinnin maisteriohjelman tutkielmaseminaari (jatkava)](course) hours\n- I want to know when [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](course) teaching times are\n- I want to know teaching times of [Rasismi ja antirasismi](course)\n- I want to know the schedule of [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](course)\n- I want to know when the lectures in course [Terveyden ja mielenterveyden psykologia II](course) are- Schedule [Venäjän historia, kirjallisuus ja kulttuuri](course)\n- [Statistical Analysis with Missing Data (intermediate)](course) schedule\n- [History of English](course) weekly schedule\n- [Journalismin tulevaisuus, luennot](course) weekly\n- What is the schedule for [Kehitys, kasvatus ja elämänkulku - Luennot EDUn opiskelijoille (2 op) TAI muille opiskelijoille luennot (2 op) ja kirjallisuus (3 op)](course)\n- What is the schedule [Lukuteoria ja algebra opettajille -](course)\n- When are classes for [Kansalaistoiminta ja kasvatus](course)\n- Classes [Sosiaaliantropologian teoreettinen ajattelu](course)\n- When are classes [Terveystaloustieteen tohtorikoulutussemiaari](course)\n- Teaching times [Perhehoitotieteellisen tiedon syventäminen -](course)\n- Teaching hours [Diskutera som specialist](course)\n- Teaching [Rahoitusekonometria](course)\n- [v](course) teaching\n- Week [Sarjakuva ja kuvakirja kääntäjän kädessä / Suomentamisseminaari](course)\n- Lectures [Finnish Elementary Course 1 (taught in 1. period)](course)\n- When are lectures [Tutkielmaseminaari](course)\n- Hours weekly [Budgeting and capital budgeting (online course)](course)\n- When are the classes [Kasvatushistoria - kirjatentti (slk ja klk)](course) weekly\n- [Statistical Modeling 1](course) teaching times\n- When are [Multi-level Governance and Europeanisation (book exam/essay)](course) teaching times\n- What are [Fonetiikan tilastomenetelmät](course) teaching times\n- When are lectures [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- The schedule for [Opetus, ohjaus, oppiminen, monimuoto-opetus](course)\n- What are the teaching times for [Kandidaatintutkielma ja seminaari - Seminaari](course)\n- [Harjoittelu ja työelämävalmiudet](course) times\n- [Yleistetyt lineaariset mallit 1](course) hours\n- I want to know when [Kulttuurien kohtaaminen](course) teaching times are\n- I want to know teaching times of [European Public Law](course)\n- I want to know the schedule of [Ympäristöhallinnan muutos](course)\n- I want to know when the lectures in course [Scientific Writing - Module B - Thesis Writing (online)](course) are- Schedule [Luentateatteri](course)\n- [Dramaturgia: Musikaalin dramaturgia](course) schedule\n- [Kandidaatintutkielma ja seminaari, syksy 2018](course) weekly schedule\n- [Dialogitulkkaus](course) weekly\n- What is the schedule for [Lapsuuden, nuoruuden ja perheen tutkimuskeskus PERLAn tutkimusseminaari](course)\n- What is the schedule [Ruotsin kielen kirjallinen ja suullinen viestintä / intensiivikurssi](course)\n- When are classes for [Monimutkaisia itsestäänselvyyksiä-näkökulmia arjen ja henkilökohtaisen elämän tutkimukseen](course)\n- Classes [Pohjoismaisten kielten lähtötasokoe](course)\n- When are classes [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course)\n- Teaching times [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course)\n- Teaching hours [Ruotsin kielen kirjallinen ja suullinen viestintä / Monenlaisten oppijoiden ryhmä](course)\n- Teaching [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course)\n- [v](course) teaching\n- Week [Matemaattiset aineet - Koulugeometria - 2 vsk](course)\n- Lectures [Usean muuttujan differentiaalilaskenta](course)\n- When are lectures [Dialogitulkkaus](course)\n- Hours weekly [Johdon laskentatoimi ja inhimillinen käyttäytyminen](course)\n- When are the classes [Basics of Marketing and Sales -](course) weekly\n- [Molekyylibiologia](course) teaching times\n- When are [Journalistinen kieli - Tekstinhuolto](course) teaching times\n- What are [Advanced Project Studies](course) teaching times\n- When are lectures [Environment and Well-Being](course)\n- The schedule for [Comparative European Politics and the Finnish Political System (book exam/essay)](course)\n- What are the teaching times for [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, Ryhmä, yhteinen varhaiskasv. ja luokanop. ryhmä](course)\n- [Terve ja turvallinen kouluyhteisö](course) times\n- [Turvallisuuspalvelujen suunnittelu ja palvelumuotoilu (service design)](course) hours\n- I want to know when [Case study: Examining leadership challenges](course) teaching times are\n- I want to know teaching times of [Kielen opettaminen / Fremdsprachenlehren](course)\n- I want to know the schedule of [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course)\n- I want to know when the lectures in course [Kunta- ja aluejohtamisen vaihtuvasisältöinen erikoiskurssi](course) are- Schedule [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](course)\n- [Global Humanitarianism and its Critics (POMLFCS3)](course) schedule\n- [Jatkokoulutusseminaari](course) weekly schedule\n- [Translating and Editing for Publication](course) weekly\n- What is the schedule for [Filosofian työpaja](course)\n- What is the schedule [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 12.-13.12.2018](course)\n- When are classes for [Sosiaalityö terveydenhuollossa](course)\n- Classes [Johdatus etiikkaan](course)\n- When are classes [Korkeakoulut työyhteisöinä - Kehittämistehtävä](course)\n- Teaching times [Johdatus viestintään ja mediaan](course)\n- Teaching hours [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](course)\n- Teaching [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti, Pori](course)\n- [v](course) teaching\n- Week [Internship or work placement](course)\n- Lectures [Johdatus visuaaliseen kulttuuriin](course)\n- When are lectures [Kognitiivinen neurotiede II](course)\n- Hours weekly [Methods of Variationist Linguistics](course)\n- When are the classes [Johdatus historiantutkimukseen (verkkokurssi)](course) weekly\n- [Vieraan kielen taito, perustaso](course) teaching times\n- When are [Terveystieteiden laadulliset tutkimusmenetelmät](course) teaching times\n- What are [Kansainvälisen politiikan teoria ja menetelmät (luentokurssi)](course) teaching times\n- When are lectures [European Public Law](course)\n- The schedule for [Organisation Theory and Analysis](course)\n- What are the teaching times for [Kirjallinen ja suullinen viestintä II: suullinen viestintä](course)\n- [Introduction to leadership and management](course) times\n- [Lasten ja nuorten neuropsykologien kuntoutus](course) hours\n- I want to know when [SGN-53007 Computational Diagnostics](course) teaching times are\n- I want to know teaching times of [Sanaston tuntemus/Ordkunskap](course)\n- I want to know the schedule of [Theatre, Society, and Politics 1660-1760](course)\n- I want to know when the lectures in course [Ruotsin kielen kirjallinen ja suullinen viestintä](course) are- Schedule [Recommender Systems](course)\n- [Arvonlisäverotuksen syventävä opintojakso](course) schedule\n- [Developing and implementing European Public Sector Accounting modules](course) weekly schedule\n- [Johdatus hoitotieteeseen](course) weekly\n- What is the schedule for [Hoivan ehdot, talouden rajat: johdatus vaivan politiikkaan](course)\n- What is the schedule [Tutkimuspraktikum](course)\n- When are classes for [Kirjallisuuden teoria - Kirjallisuuden teorian suuntia](course)\n- Classes [Visiting Lectures - Lectures](course)\n- When are classes [Education, Work and Culture](course)\n- Teaching times [Seminaari (Nikunen) jatkuu keväältä](course)\n- Teaching hours [Varhaisiän musiikkikasvatus / Harjoitukset - 2.vsk](course)\n- Teaching [Espanjan lähihistoria ja kirjallisuus/Historia y literatura contemporáneas de España](course)\n- [v](course) teaching\n- Week [Suullinen viestintä II/Muntlig kommunikation II](course)\n- Lectures [EI toteutusta 2018-19 Advanced immunology](course)\n- When are lectures [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu syksyllä 2019)](course)\n- Hours weekly [Väitöskirja (tutkijaseminaarit)](course)\n- When are the classes [Analyysi A](course) weekly\n- [Opetussuunnitelmateoria, kirjatentti, Pori](course) teaching times\n- When are [Euroopan maiden ja Suomen poliittiset järjestelmät (kirjatentti/essee)](course) teaching times\n- What are [Ruotsin kielen kirjallinen ja suullinen viestintä](course) teaching times\n- When are lectures [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](course)\n- The schedule for [Tieteenfilosofia](course)\n- What are the teaching times for [Kirjallisuuden analyysi/Analiz hudozhestvennoj literatury](course)\n- [Liike-elämän ruotsia I](course) times\n- [Medioitu vuorovaikutus](course) hours\n- I want to know when [Behavioraalinen ja psykologinen taloustiede](course) teaching times are\n- I want to know teaching times of [Kansainvälisen politiikan teoria ja menetelmät (luentokurssi)](course)\n- I want to know the schedule of [Opetus, ohjaus, oppiminen, monimuoto-opeus](course)\n- I want to know when the lectures in course [Speakers Series](course) are- Schedule [Taitoseminaari](course)\n- [Parhaat filosofiset artikkelit](course) schedule\n- [Kandidaatintutkielmaseminaari - Seminaari](course) weekly schedule\n- [Viestinnän etiikka - verkkokurssi](course) weekly\n- What is the schedule for [Syntax](course)\n- What is the schedule [Government and Society: Inequality](course)\n- When are classes for [Tiedonhankintataidot - Tiedonhankintataidot IV - Viitteiden hallinta (hoitotieteen opiskelijoille)](course)\n- Classes [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- When are classes [Nuorisotyön toimintaympäristöt, työmuodot ja menetelmät](course)\n- Teaching times [Euroopan maiden ja Suomen poliittiset järjestelmät (kirjatentti/essee)](course)\n- Teaching hours [Uutiskuvaus ja Henkilökuvaus](course)\n- Teaching [Orientoivat opinnot ja HOPS (suomen kieli)](course)\n- [v](course) teaching\n- Week [International Dynamics and Policy Transfer in Education](course)\n- Lectures [Basics of Project Management](course)\n- When are lectures [Environmental History and Cultural Ecology of Russia (VENS20)](course)\n- Hours weekly [Pelit ja pelillisyys (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- When are the classes [Kokemuksen historia: tavoitteet ja menetelmät](course) weekly\n- [Media maailmassa - verkkokurssi](course) teaching times\n- When are [Tutkimusprosessin hallinta tohtoriopinnoissa](course) teaching times\n- What are [International Trade and Finance (Tampere Summer School) - luennot ja tentti](course) teaching times\n- When are lectures [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course)\n- The schedule for [Lähisuhdeväkivalta ja sen ammatillinen kohtaaminen - Sosnet verkkokurssi](course)\n- What are the teaching times for [Kandidaattiseminaari (Vahtikari)](course)\n- [Vuorovaikutussuhteiden konsultointi](course) times\n- [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course) hours\n- I want to know when [Tutkimusetiikka](course) teaching times are\n- I want to know teaching times of [Espanja IV](course)\n- I want to know the schedule of [Hesdoc Annual Meeting](course)\n- I want to know when the lectures in course [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course) are- Schedule [Oppimisyhteisöt ja vuorovaikutus - Luennot ja seminaari (klk) TAI luennot ja kirjallisuus (klk) TAI kirjallisuus (slk ja klk)](course)\n- [Oppimisyhteisöt ja vuorovaikutus, kirjatentti](course) schedule\n- [Oikeustulkkaus I/II (monikielinen)](course) weekly schedule\n- [Pro gradu -seminaari ja -tutkielma (2018-2019)](course) weekly\n- What is the schedule for [Näkökulmia kääntämiseen - Johdatus käännösprosessiin](course)\n- What is the schedule [Kiina III](course)\n- When are classes for [Maisteriopintojen esittely - CBDA](course)\n- Classes [Linguistics II: Meaning and Discourse](course)\n- When are classes [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](course)\n- Teaching times [Puhesuomi ja esiintyminen](course)\n- Teaching hours [Testimenetelmien perusteet ja ammattietiikka](course)\n- Teaching [Työoikeuden syventävä opintojakso](course)\n- [v](course) teaching\n- Week [Microfinance and development](course)\n- Lectures [Tilinpäätösanalyysi](course)\n- When are lectures [Johdatus kunta- ja aluejohtamiseen](course)\n- Hours weekly [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSO-opintosuunnan ryhmä)](course)\n- When are the classes [Media and the Arctic](course) weekly\n- [Kv-tuutorina toimiminen](course) teaching times\n- When are [Data Structures](course) teaching times\n- What are [Orientoivat opinnot - Orientoivat opinnot](course) teaching times\n- When are lectures [Graduseminaari / Harviainen](course)\n- The schedule for [Terveyden edistäminen kansanterveystieteilijöille](course)\n- What are the teaching times for [Structure of English I - Phonology and Pronunciation I](course)\n- [Orientoivat opinnot Pori](course) times\n- [World society: National policies, global governance and transnational sociology](course) hours\n- I want to know when [Terveystiedon sisällöt (sähköinen tentti)](course) teaching times are\n- I want to know teaching times of [Suomi ja maailman kielet](course)\n- I want to know the schedule of [Sosiaalityön peruskurssi (luennot)](course)\n- I want to know when the lectures in course [Vertaisohjaus tietojenkäsittelytieteissä (kevät)](course) are- Schedule [Työelämäviestinnän tutkimus- tai kehityshanke](course)\n- [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot](course) schedule\n- [Kielisuihkutustoiminta osana varhaista kielikasvatusta](course) weekly schedule\n- [Professional Writing (online course)](course) weekly\n- What is the schedule for [Romanian kielen alkeet / Basic Course in Romanian](course)\n- What is the schedule [Yhteisöviestintä kunta- ja aluejohtamisessa](course)\n- When are classes for [Sosiaalinen maailma](course)\n- Classes [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja varhaiskasv. opiskelijoiden ryhmiä](course)\n- When are classes [Fonetiikan perusopintojen harjoitustyö](course)\n- Teaching times [Intercultural Communication](course)\n- Teaching hours [Advanced Functional Programming](course)\n- Teaching [Advanced English Business Communication](course)\n- [v](course) teaching\n- Week [Graduvauhditus](course)\n- Lectures [Venäjän kielen rakenne - Tekstin ymmärtäminen II](course)\n- When are lectures [Business, Society and Nature (Independent study) Spring 2019](course)\n- Hours weekly [Pro gradu -seminaari ja -tutkielma](course)\n- When are the classes [Psykiatria](course) weekly\n- [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](course) teaching times\n- When are [Kandidaatintutkielmaseminaari - Seminaari, tammikuussa 2018 alkanut ryhmä, yhteisopetusta avoimen yo:n kanssa](course) teaching times\n- What are [Theory and practice of peaceful change: The Baltic Sea Region](course) teaching times\n- When are lectures [Kääntäjän ja tulkin työelämätaidot](course)\n- The schedule for [Gerontologian tohtorikoulutusseminaari](course)\n- What are the teaching times for [Moniulotteinen markkinointi](course)\n- [Conflict Resolution (book exam/essay)](course) times\n- [Kiina II](course) hours\n- I want to know when [Tutkimusseminaari ja pro gradu -tutkielma](course) teaching times are\n- I want to know teaching times of [Työhyvinvointi (itsenäinen suoritustapa)](course)\n- I want to know the schedule of [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 7.-8.11.2018](course)\n- I want to know when the lectures in course [Seminaari](course) are- Schedule [Study Skills - Basics of Information Literacy](course)\n- [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](course) schedule\n- [Semantiikka ja pragmatiikka / Sémantique et pragmatique](course) weekly schedule\n- [Terveystieteiden laadulliset tutkimusmenetelmät (hoitotieteen opiskelijat), Seinäjoki](course) weekly\n- What is the schedule for [Opintojen ohjattu suunnittelu](course)\n- What is the schedule [Työelämän korttipakka](course)\n- When are classes for [Johdatus Euroopan unioniin](course)\n- Classes [Postgraduate seminar in Interactive Technology (Turunen)](course)\n- When are classes [Development, Education and Lifecourse](course)\n- Teaching times [Musiikin perusteet / Harjoitukset - 1.vsk](course)\n- Teaching hours [Science and Biotechnology Journal Club](course)\n- Teaching [Debating for Academic Purposes](course)\n- [v](course) teaching\n- Week [Kasvatuksen historialliset ja filosofiset lähtökohdat - Luennot ja kirjallisuus](course)\n- Lectures [Tieteellinen kirjoittaminen (SOC)](course)\n- When are lectures [Kasvatustieteen metodologiset lähtökohdat - Luennot ja kirjatentti TAI kirjatentti](course)\n- Hours weekly [Varhaismoderni yhteiskunta](course)\n- When are the classes [Sote ja sosiaalipolitiikka](course) weekly\n- [Muuttuvat oppimisympäristöt - Luennot ja opintopiiri](course) teaching times\n- When are [Opetussuunnitelmateoria, kirjatentti, Pori](course) teaching times\n- What are [Liike-elämän ruotsia I / näyttökoe (AHOT)](course) teaching times\n- When are lectures [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](course)\n- The schedule for [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course)\n- What are the teaching times for [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- [Kielioppiharjoitukset](course) times\n- [Kielen käyttö I](course) hours\n- I want to know when [EU:n ulkosuhteiden erityiskysymykset: turvallisuus, talous ja arvot (kirjatentti/essee)](course) teaching times are\n- I want to know teaching times of [Sosiaalityön peruskurssi (luennot)](course)\n- I want to know the schedule of [Cultural Diversity in Education and at Work - (autumn)](course)\n- I want to know when the lectures in course [Tutkimustyön perusteet (syksy)](course) are- Schedule [Johdatus Euroopan unioniin](course)\n- [Interview as a means of data generation](course) schedule\n- [Organisaatioiden tiedonhallinta](course) weekly schedule\n- [Kirjasto- ja tietopalvelujen suunnittelu ja arviointi](course) weekly\n- What is the schedule for [Statistical Analysis with Missing Data (advanced)](course)\n- What is the schedule [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Harjoitukset - 1.vsk](course)\n- When are classes for [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 10.5.2019](course)\n- Classes [Professional Writing (online course)](course)\n- When are classes [Bioinformatics](course)\n- Teaching times [Parties and Elections (book exam/essay)](course)\n- Teaching hours [Venäjän kielen valmentava kurssi](course)\n- Teaching [Tiedon rajat](course)\n- [v](course) teaching\n- Week [Paikallisen hallinnan teoriat - Lukupiiri](course)\n- Lectures [Äidinkieli ja kirjallisuus - Lasten- ja nuortenkirjallisuus -1. vsk ensijaisesi opinnot 1½ lukuvuodessa suorittavat 1.vsk lo-opiskelijat ja kaikkki erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- When are lectures [Maailmanloppu nyt. Ja ennen.](course)\n- Hours weekly [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course)\n- When are the classes [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course) weekly\n- [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](course) teaching times\n- When are [Pohjoismaiden yhteiskuntaolot ja kulttuurit](course) teaching times\n- What are [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, slk18](course) teaching times\n- When are lectures [Erikoiskurssi](course)\n- The schedule for [EU ja Länsi-Balkan: ehdollistettua demokratiaa ja valtionrakennusta](course)\n- What are the teaching times for [Human Rights and International Society (book exam/essay)](course)\n- [Kommunikationstraining I](course) times\n- [Structure of English II - Phonology and Pronunciation II](course) hours\n- I want to know when [Työelämäviestinnän tutkimus- tai kehityshanke](course) teaching times are\n- I want to know teaching times of [Psykiatria](course)\n- I want to know the schedule of [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](course)\n- I want to know when the lectures in course [Kielitieto ja -taito - Kielioppi II / Sprachwissen und Sprachfertigkeiten: Grammatik II](course) are- Schedule [Political Systems Outside of Europe (book exam/essay)](course)\n- [Communication orale/Suullinen viestintä](course) schedule\n- [Johdatus yhteiskuntahistoriaan](course) weekly schedule\n- [Terveystieteiden laadulliset tutkimusmenetelmät (hoitotieteen opiskelijat), Seinäjoki](course) weekly\n- What is the schedule for [Legal English](course)\n- What is the schedule [Introduction to Game Research (Tampere Summer School 2018)](course)\n- When are classes for [Markkinoinnin ja myynnin perusteet](course)\n- Classes [Nuorisotyö ja nuorten elämänkulku](course)\n- When are classes [Tietojärjestelmän suunnittelun perusteet - Näyttökoe, syksy 2018](course)\n- Teaching times [Usean muuttujan differentiaalilaskenta](course)\n- Teaching hours [Harjoittelu / Elinikäinen oppiminen ja kasvatus, Essee työkokemuksen pohjalta, klk19](course)\n- Teaching [Nordic Model: Nordic Welfare Societies](course)\n- [v](course) teaching\n- Week [Julkisoikeuden perusteet (verkkototeutus)](course)\n- Lectures [Johtamisen ja julkisen politiikan tutkimus ja ajankohtaiset kysymykset](course)\n- When are lectures [Translators' Cultural Competencies](course)\n- Hours weekly [Special Issues in Games and Internet Cultures](course)\n- When are the classes [Laskentatoimen teoria ja IFRS II](course) weekly\n- [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 3.-4.10.2018](course) teaching times\n- When are [Re-Thinking Value Creation](course) teaching times\n- What are [Kirjallisuudentutkimuksen menetelmät - Menetelmät ja käsitteet](course) teaching times\n- When are lectures [Matemaattiset aineet - Loogisesta ajattelusta automaatioon - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- The schedule for [Biotechnical product development](course)\n- What are the teaching times for [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](course)\n- [Johdatus hallintotieteeseen (avoin yliopisto-opetus), monimuoto-opetus](course) times\n- [Cell Technology Laboratory Course](course) hours\n- I want to know when [Fundamentals of Finance (Tampere Summer School)](course) teaching times are\n- I want to know teaching times of [Suullinen viestintä II/Muntlig kommunikation II](course)\n- I want to know the schedule of [Organizational Behavior (Independent study, Spring 2019)](course)\n- I want to know when the lectures in course [Public Financial Management and Evolving Administrative Structures](course) are- Schedule [Orientation Day for International Doctoral Researchers](course)\n- [Hesdoc Annual Meeting](course) schedule\n- [Business Writing](course) weekly schedule\n- [Poliittisen sosiologian käsitteet ja tutkimukset](course) weekly\n- What is the schedule for [NEDIS tohtorikoulutusseminaari (Lasten ja nuorten terveyden edistämisen tutkimus)](course)\n- What is the schedule [Kandidaattiseminaari (Vuolanto)](course)\n- When are classes for [Talous ja yhteiskunta](course)\n- Classes [Ruotsin kielen valmentava kurssi](course)\n- When are classes [Algorithmic Problem Solving](course)\n- Teaching times [Venäjä IV](course)\n- Teaching hours [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course)\n- Teaching [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Laadullisen aineiston analyysi](course)\n- [v](course) teaching\n- Week [Usean muuttujan integraalilaskenta](course)\n- Lectures [Global contexts of violence. Gender related violence in the landscape of global vulnerabilities (web course)](course)\n- When are lectures [Kirjallinen ja suullinen viestintä III/Pis'mennaja i razgovornaja praktika](course)\n- Hours weekly [Studying abroad / Osallistuminen opiskelijavaihtoon](course)\n- When are the classes [Lähtötasokoe](course) weekly\n- [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course) teaching times\n- When are [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](course) teaching times\n- What are [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course) teaching times\n- When are lectures [Politics and governance in education - Lectures in English](course)\n- The schedule for [Parametric and Non-Parametric Statistics](course)\n- What are the teaching times for [Kielen käyttö I](course)\n- [Nuorten ja aikuisten mielenterveyden arviointi](course) times\n- [Viestinnän ja median tutkimus](course) hours\n- I want to know when [Romanian kielen jatkokurssi I / Advanced Course 1 in Romanian](course) teaching times are\n- I want to know teaching times of [Kielitaito ja kielitaidon arviointi](course)\n- I want to know the schedule of [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](course)\n- I want to know when the lectures in course [Suullinen viestintä I/Muntlig kommunikation I](course) are- Schedule [Esiintyminen](course)\n- [Liikekirjanpito ja tilinpäätös (avoin yliopisto-opetus)](course) schedule\n- [Kansainvälisen politiikan menetelmäseminaari](course) weekly schedule\n- [Pakolaisuus, tila ja hallinta](course) weekly\n- What is the schedule for [Tieteenfilosofiaa kasvatustieteen näkökulmasta](course)\n- What is the schedule [Peace, Security and International Institutions (book exam/essay)](course)\n- When are classes for [Kielen variaatio](course)\n- Classes [Kirjallisuuden analyysi/Analiz hudozhestvennoj literatury](course)\n- When are classes [Väestön terveys](course)\n- Teaching times [Agenda-Setting in Public Policy (POMLFCS1)](course)\n- Teaching hours [Kielioppi I / Grammatik I](course)\n- Teaching [Kandidaatintutkielma - Seminaari ja tutkielma](course)\n- [v](course) teaching\n- Week [Orientoivat opinnot - Alkuorientaatio](course)\n- Lectures [Lokalisoinnin peruskurssi](course)\n- When are lectures [Institutions, Innovation and Economic Renewal (NORDIG)](course)\n- Hours weekly [Mediated Learning Experinces in Multicultural Settings](course)\n- When are the classes [Radiokääntäminen (venäjä)](course) weekly\n- [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](course) teaching times\n- When are [Tekninen kirjoittaminen (englanti)](course) teaching times\n- What are [Visuaalisen kulttuurin syventymiskohde - Seminaari](course) teaching times\n- When are lectures [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course)\n- The schedule for [Moniammatilliset johtamisopinnot](course)\n- What are the teaching times for [Väitöskirja (tutkijaseminaarit)](course)\n- [International tutoring / Kv-tuutorina toimiminen](course) times\n- [Kandidaatintutkielmaseminaari - Tammikuussa 2019 alkava seminaari](course) hours\n- I want to know when [Finnish Elementary Course 3](course) teaching times are\n- I want to know teaching times of [Johdatus logiikkaan 1](course)\n- I want to know the schedule of [Tutkimustyön perusteet (syksy)](course)\n- I want to know when the lectures in course [KEB-61430 Laaja kemia 3](course) are- Schedule [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasv. ryhmä, luokanop. ja varhaiskasv. yhteinen ryhmä](course)\n- [Advanced European Integration Studies (book exam/essay)](course) schedule\n- [Tutkielmaseminaari](course) weekly schedule\n- [Dialogitulkkaus / Dialogdolmetschen](course) weekly\n- What is the schedule for [Reportaasi](course)\n- What is the schedule [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](course)\n- When are classes for [Ranska eilen, tänään ja huomenna](course)\n- Classes [Tila, teknologia ja toiminta - essee](course)\n- When are classes [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](course)\n- Teaching times [Työelämäviestinnän tutkimus- tai kehityshanke](course)\n- Teaching hours [Developing and implementing European Public Sector Accounting modules](course)\n- Teaching [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](course)\n- [v](course) teaching\n- Week [Work and Health](course)\n- Lectures [Julkisen talousjohtamisen näkökulmia](course)\n- When are lectures [Media and the Arctic (POMLFCS3)](course)\n- Hours weekly [Ainedidaktiikka I](course)\n- When are the classes [Tutkielmaseminaari - Tutkielmaseminaari](course) weekly\n- [Business Writing](course) teaching times\n- When are [Käyttöliittymien perusteet](course) teaching times\n- What are [Addiktiot, yksilö ja yhteiskunta](course) teaching times\n- When are lectures [Asiantuntijuus ja tietopalvelujen kehittäminen](course)\n- The schedule for [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot (kirjatentti/essee)](course)\n- What are the teaching times for [Euroopan maiden ja Suomen poliittiset järjestelmät (kirjatentti/essee)](course)\n- [Viestinnän ja median tutkimuksen metodologia, harjoitukset vaihtoehtoisissa työpajoissa](course) times\n- [Palvelut ja hyvinvointivaltion murros](course) hours\n- I want to know when [Kansainvälisen politiikan menetelmäseminaari](course) teaching times are\n- I want to know teaching times of [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- I want to know the schedule of [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- I want to know when the lectures in course [Journalistinen kieli - Kielenhuolto, lauseoppi](course) are- Schedule [Usean muuttujan differentiaalilaskenta](course)\n- [Suomen turvallisuuspolitiikan historia ja tulevaisuus -luentosarja](course) schedule\n- [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course) weekly schedule\n- [Käytännön opetus ja ohjaus](course) weekly\n- What is the schedule for [Master's Seminar and Thesis](course)\n- What is the schedule [Tutkimuksen perusteet ja etiikka](course)\n- When are classes for [Lausekielinen ohjelmointi I - Näyttökoe, syksy 2018](course)\n- Classes [Advanced Microscopy](course)\n- When are classes [Varhaiskasvatuksen pedagogiikka ja opetussuunnitelmatyö / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Teaching times [Psychology of Pervasive Computing (TUT/IHTE)](course)\n- Teaching hours [Poliittiset ongelmat ja niiden muuttuvat kontekstit](course)\n- Teaching [Business, Society and Nature (Independent study) Autumn 2018](course)\n- [v](course) teaching\n- Week [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](course)\n- Lectures [Työoikeuden syventävä opintojakso](course)\n- When are lectures [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](course)\n- Hours weekly [Sosiaalitieteiden kvalitatiiviset menetelmät - Luennot ja harjoitukset](course)\n- When are the classes [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](course) weekly\n- [Uuden ajan alun (1500-1800) tutkimuksen lähteet ja menetelmät](course) teaching times\n- When are [Logiikka](course) teaching times\n- What are [Orientaatio sosiaalityön opintoihin](course) teaching times\n- When are lectures [Poliittinen filosofia (kirjatentti/essee)](course)\n- The schedule for [Graduseminaari, jatkava (Krötzl)](course)\n- What are the teaching times for [Yksilön työhyvinvointi (itsenäinen suoritustapa)](course)\n- [Sosiaalisten riskien hallinta](course) times\n- [Fonetiikan teoriaa - Fonetiikan jatkokurssi](course) hours\n- I want to know when [Health in disasters, conflicts and complex human emergencies](course) teaching times are\n- I want to know teaching times of [Writing Research Grant Proposals](course)\n- I want to know the schedule of [Mediated Learning Experinces in Multicultural Settings](course)\n- I want to know when the lectures in course [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course) are- Schedule [Rauha, turvallisuus ja kansainväliset instituutiot (kirjatentti/essee)](course)\n- [Kvalitatiiviset menetelmät](course) schedule\n- [Johdatus logopediaan](course) weekly schedule\n- [Kuva- ja mediakulttuurit - Kuvakulttuurit 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely/taidemuseot harjoitusryhmät)](course) weekly\n- What is the schedule for [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](course)\n- What is the schedule [Tutkimustyötä tukevat tohtoriopinnot - Postgraduate Studies in Interactive Technology](course)\n- When are classes for [Poliittiset aatteet ja ideologiat](course)\n- Classes [Suullinen viestintä II/Muntlig kommunikation II](course)\n- When are classes [Practical Observation and Reflection of ECEC - Observation, written tasks, report](course)\n- Teaching times [Johdatus Suomen kirjallisuushistoriaan - luennot](course)\n- Teaching hours [Lähtötasokoe](course)\n- Teaching [Tieteellinen kirjoittaminen / LUO & COMS](course)\n- [v](course) teaching\n- Week [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (kansanterveystieteen opiskelijoille)](course)\n- Lectures [Gypsies in Hungary (intensive course)](course)\n- When are lectures [Psykologiharjoittelu](course)\n- Hours weekly [Kognitiiviseen käyttäytymisterapiaan pohjautuvat interventiot](course)\n- When are the classes [Kansainväliset suhteet ja ilmaston muutoksen hallinta](course) weekly\n- [Markkinoinnin teoria](course) teaching times\n- When are [Visuaalisen kulttuurin syventymiskohde - Seminaari](course) teaching times\n- What are [Harjoittelu](course) teaching times\n- When are lectures [Johdatus matematiikkaan ja tilastotieteeseen](course)\n- The schedule for [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course)\n- What are the teaching times for [Aikuiskasvatus ja työelämä, kirjatentti, Pori](course)\n- [Globaali, lokaali ja yhteisöllisyys sosiaalityössä (kirjatentti)](course) times\n- [Käyttöliittymien perusteet](course) hours\n- I want to know when [Kasvatuksen historialliset ja filosofiset lähtökohdat, verkko-opetus](course) teaching times are\n- I want to know teaching times of [Sisäinen valvonta ja sisäinen tarkastus](course)\n- I want to know the schedule of [Economics and the Business Environment](course)\n- I want to know when the lectures in course [Tieteellinen seminaarisarja](course) are- Schedule [Kvalitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- [Markkinoinnin kannattavuus ja taloudellisuus](course) schedule\n- [Matemaattiset aineet - Fysiikka ja kemia - 2. vsk](course) weekly schedule\n- [Capstone - Talousjohdon tehtävät ja osaamisalueet](course) weekly\n- What is the schedule for [Ruotsin kielen kirjallinen ja suullinen viestintä / AHOT (näyttökoe)](course)\n- What is the schedule [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](course)\n- When are classes for [Fundamentals of Finance (Tampere Summer School)](course)\n- Classes [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](course)\n- When are classes [Johdatus Suomen kirjallisuushistoriaan - luennot](course)\n- Teaching times [Diskurssianalyysi](course)\n- Teaching hours [BMT-70100 Kudosteknologian perusteet](course)\n- Teaching [Kandidaattiseminaari (Vuolanto)](course)\n- [v](course) teaching\n- Week [Tietokantojen perusteet (Hervannan kampus)](course)\n- Lectures [Translation and Academic Writing - Introduction to Academic Writing](course)\n- When are lectures [Johdatus kääntäjän suomen opintoihin](course)\n- Hours weekly [Korkeakoulutus ja kansainvälistyminen](course)\n- When are the classes [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](course) weekly\n- [Nuorten ja aikuisten mielenterveyden arviointi](course) teaching times\n- When are [Laaja-alaistava harjoittelu - Ohjattu opetusharjoittelu](course) teaching times\n- What are [Opetus, ohjaus, oppiminen - elokas ja avoimen lähiop.: pienryhmäopetus (2 op) ja kirjallisuus (2 op)](course) teaching times\n- When are lectures [Terveyden ja mielenterveyden psykologia II](course)\n- The schedule for [Kielitieto ja -taito - Fraseologia / Sprachwissen und Sprachfertigkeiten: Phraseologie](course)\n- What are the teaching times for [Parhaat filosofiset artikkelit](course)\n- [Graduseminaari, alkava (Kaarninen)](course) times\n- [Käännösviestintä saksa - suomi / Transalation Deutsch-Finnisch](course) hours\n- I want to know when [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course) teaching times are\n- I want to know teaching times of [Monikieliset tekstikorpukset (verkkokurssi)](course)\n- I want to know the schedule of [Espanjan kielen kirjallinen ja suullinen taito](course)\n- I want to know when the lectures in course [Varhaismoderni yhteiskunta](course) are- Schedule [Tieto- ja asiakirjahallinto](course)\n- [Strateginen brändijohtaminen](course) schedule\n- [Introduction to Risk Management and Insurance (spring semester)](course) weekly schedule\n- [Johdatus yrittäjyyteen](course) weekly\n- What is the schedule for [Lasten monipaikkainen asuminen](course)\n- What is the schedule [Analyysi A](course)\n- When are classes for [Kirjallinen viestintä II/Skriftlig kommunikation II](course)\n- Classes [Tekstianalyysi - Luennot](course)\n- When are classes [Yrityksen johtamisen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Teaching times [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 29.-30.8.2018](course)\n- Teaching hours [Kielen- ja tekstinhuolto](course)\n- Teaching [Puheen ja äänen harjoitusmenetelmät](course)\n- [v](course) teaching\n- Week [Laadullinen tutkimus - menetelmät ja prosessi](course)\n- Lectures [Vero-oikeuden case-kurssi](course)\n- When are lectures [Vuorovaikutusprosessit työelämän tilanteissa (monimuoto-opetus)](course)\n- Hours weekly [Musisointi - 1.vsk](course)\n- When are the classes [Ruotsin kielen kirjallinen ja suullinen viestintä](course) weekly\n- [Fenomenologia](course) teaching times\n- When are [Poliittiset aatteet ja ideologiat](course) teaching times\n- What are [Terveyden ja mielenterveyden psykologia II](course) teaching times\n- When are lectures [Kohti matematiikan opettajuutta 1(TTY)](course)\n- The schedule for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen ja luokanopettajaopiskelijat](course)\n- What are the teaching times for [Gypsies in Hungary (intensive course)](course)\n- [Basics II: Intermediate Czech II](course) times\n- [Gender in Society](course) hours\n- I want to know when [Johdatus verkostoanalyysiin](course) teaching times are\n- I want to know teaching times of [Economic renewal of cities and regions](course)\n- I want to know the schedule of [Julkisen hallinnon reformit ja muutos](course)\n- I want to know when the lectures in course [Normit ja asiakirjoittaminen - Kääntäjän kielen- ja tekstinhuolto](course) are- Schedule [Johdatus matematiikkaan ja tilastotieteeseen](course)\n- [Academic Presentations](course) schedule\n- [Vero-oikeuden case-kurssi](course) weekly schedule\n- [Sosiaalityön tutkimuksen metodologisia suunnistuksia](course) weekly\n- What is the schedule for [Opettajasuunnan seminaari](course)\n- What is the schedule [Political Ideologies (book exam)](course)\n- When are classes for [Approaches and Tools for Conflict Analysis and Peace Mediation](course)\n- Classes [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](course)\n- When are classes [Simultaanitulkkaus I saksa-suomi-saksa](course)\n- Teaching times [Syventävä projekti, syksyllä 2018 alkava](course)\n- Teaching hours [Romanian kielen alkeet / Basic Course in Romanian](course)\n- Teaching [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](course)\n- [v](course) teaching\n- Week [Rakenneyhtälömallinnus kasvatustieteellisessä tutkimuksessa](course)\n- Lectures [Kansainvälisen historian tutkijaseminaari](course)\n- When are lectures [Media and the Arctic](course)\n- Hours weekly [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- When are the classes [Seminaari (Heinonen)](course) weekly\n- [Introduction to Academic English (Open University Course)](course) teaching times\n- When are [Käytännön opetus ja ohjaus](course) teaching times\n- What are [Comparative Education Policy](course) teaching times\n- When are lectures [Tilastollisen päättelyn perusteet, iltaryhmä](course)\n- The schedule for [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- What are the teaching times for [Dialogitulkkaus](course)\n- [Työn taloustiede](course) times\n- [Johdatus seminaarityöskentelyyn](course) hours\n- I want to know when [Dialogitulkkaus](course) teaching times are\n- I want to know teaching times of [Yhteiskunnan mittaaminen (verkkokurssi)](course)\n- I want to know the schedule of [Testimenetelmien perusteet ja ammattietiikka](course)\n- I want to know when the lectures in course [Sosiaalioikeus](course) are- Schedule [Orientation - Orientation to studying in the Computational Big Data Analytics programme](course)\n- [Tutkimusetiikka](course) schedule\n- [Tasa-arvon ja yhdenvertaisuuden edistäminen työnä (verkkokurssi)](course) weekly schedule\n- [Hoitotyön johtamisen harjoittelu](course) weekly\n- What is the schedule for [Introduction to Bayesian Analysis 2](course)\n- What is the schedule [Viestinnän ja median tutkimus](course)\n- When are classes for [Political Ideologies (book exam)](course)\n- Classes [Terveystaloustieteen tohtorikoulutussemiaari](course)\n- When are classes [Väittelijän puheviestintä](course)\n- Teaching times [Innovation Project (Spring term 2018-IV)](course)\n- Teaching hours [Introduction to Risk Management and Insurance (spring semester)](course)\n- Teaching [Käsityö - Käsityö -1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- [v](course) teaching\n- Week [Tutkimuspraktikum](course)\n- Lectures [Psykologiset interventiot](course)\n- When are lectures [Macroprudential Policy and Financial Stability](course)\n- Hours weekly [Metafysiikka](course)\n- When are the classes [Geometria - Geometria](course) weekly\n- [Introduction to Academic English (Open University Course)](course) teaching times\n- When are [Research on Teaching and Learning - Seminar](course) teaching times\n- What are [Tieto- ja asiakirjahallinto](course) teaching times\n- When are lectures [YK-päivä](course)\n- The schedule for [Tutkielmaseminaari - Seminaari](course)\n- What are the teaching times for [Bioinformatics tools (spring 2019)](course)\n- [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](course) times\n- [Terveys, tieto, asiantuntijuus](course) hours\n- I want to know when [Radiojournalismi](course) teaching times are\n- I want to know teaching times of [Sanastotyö](course)\n- I want to know the schedule of [Kandidaatintutkielmaseminaari - Seminaari](course)\n- I want to know when the lectures in course [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](course) are- Schedule [Johdatus sosiaaliantropologiaan, luennot (verkkokurssi)](course)\n- [Kirjallisuuden teoria - Kirjallisuustieteen klassikoita](course) schedule\n- [Terveystiedon sisällöt (sähköinen tentti)](course) weekly schedule\n- [Kielen kehitys / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course) weekly\n- What is the schedule for [Visualization of Quantitative Data](course)\n- What is the schedule [Leadership for Sustainable Change (KATVAS39)](course)\n- When are classes for [Leadership for Sustainable Change (KATVAS39)](course)\n- Classes [Kääntäjän ja tulkin työelämätaidot](course)\n- When are classes [Kehitys, kasvatus ja elämänkulku, verkko-opetus](course)\n- Teaching times [Kandidaatintutkielma - Seminaari ja tutkielma](course)\n- Teaching hours [Game Project](course)\n- Teaching [Johdon laskentatoimen perusteet](course)\n- [v](course) teaching\n- Week [Orientoivat opinnot ja HOPS (venäjän kieli, kulttuuri ja kääntäminen)](course)\n- Lectures [Algebra 1A](course)\n- When are lectures [Tieteellinen kirjoittaminen (SOC)](course)\n- Hours weekly [Johdon laskentatoimi ja inhimillinen käyttäytyminen](course)\n- When are the classes [Aikuiskasvatus ja työelämä, kirjatentti, Pori](course) weekly\n- [Lapset ympäristönsä tutkijoina - Käsityö](course) teaching times\n- When are [Kerronnan monet muodot (luentokurssi korvaa kirjatentin)](course) teaching times\n- What are [Syntax](course) teaching times\n- When are lectures [Tutustuminen psykologin työhön](course)\n- The schedule for [Kohti matematiikan opettajuutta 2 (TTY)](course)\n- What are the teaching times for [Ranska II](course)\n- [Toimintatutkimus hyvinvointipalvelujen kehittämisessä](course) times\n- [Quantitative Research Methods and Comparative Research Design (Global Society students)](course) hours\n- I want to know when [Tekstin ymmärtäminen III](course) teaching times are\n- I want to know teaching times of [Speakers Series](course)\n- I want to know the schedule of [Cultural Conversations](course)\n- I want to know when the lectures in course [Linguistics I: Introduction to Basic Concepts](course) are- Schedule [Introduction to Big Data Processing](course)\n- [Professional Writing (online course)](course) schedule\n- [Psykiatria ja mielenterveys](course) weekly schedule\n- [Lasten arki suomalaisessa yhteiskunnassa / Luennot - 1.vsk](course) weekly\n- What is the schedule for [Quantitative Approach](course)\n- What is the schedule [Tutkielmapiiri](course)\n- When are classes for [Finnish Education System - Seminar](course)\n- Classes [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- When are classes [Tutkiva opiskelu](course)\n- Teaching times [Kognitiivinen neurotiede I (avoin yliopisto)](course)\n- Teaching hours [Medical English - Introduction to Scientific Writing (RPL) / näyttökoe](course)\n- Teaching [Kansainvälisen politiikan teoria ja metateoria - Luentokurssi](course)\n- [v](course) teaching\n- Week [Murder and Representation](course)\n- Lectures [Kansainvälinen talous](course)\n- When are lectures [Practical Introduction to Data Mining](course)\n- Hours weekly [Public Policy and Governance (book exam/essay)](course)\n- When are the classes [Tieteellinen kirjoittaminen](course) weekly\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Eläytymismenetelmä - yhdistetty Jari Eskolan graduryhmään](course) teaching times\n- When are [Ainedidaktiikka II](course) teaching times\n- What are [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](course) teaching times\n- When are lectures [Johdatus kaunokirjalliseen kääntämiseen](course)\n- The schedule for [Opetus, ohjaus, oppiminen (toteutus aineenopettajan pedagogisia opintoja lukuvuonna 2018-2019 suorittaville)](course)\n- What are the teaching times for [Tieteellinen kirjoittaminen / LUO & COMS](course)\n- [Master's Thesis Seminar - Thesis seminar II](course) times\n- [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course) hours\n- I want to know when [Julkisoikeuden perusteet](course) teaching times are\n- I want to know teaching times of [Tutkimustyön perusteet (teemalla Verkostot ja somevaikuttaminen Twitterissä)](course)\n- I want to know the schedule of [Matematiikan gradustartti](course)\n- I want to know when the lectures in course [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](course) are- Schedule [Terveyden edistämisen interventiot, Seinäjoki](course)\n- [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course) schedule\n- [Protein technology Laboratory Course A](course) weekly schedule\n- [Ruotsin kielen kirjallinen ja suullinen viestintä](course) weekly\n- What is the schedule for [Research in Practice](course)\n- What is the schedule [Teeman \"Sosiaalinen kognitio ja vuorovaikutus\" johdantokurssi](course)\n- When are classes for [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](course)\n- Classes [Kieli ja kielentäminen -2. vsk (luennot)](course)\n- When are classes [Kulutuksen ja ostokäyttäytymisen teoria](course)\n- Teaching times [Korkeakoulutus ja kansainvälistyminen](course)\n- Teaching hours [Johdatus analyysiin](course)\n- Teaching [Yksilön työhyvinvointi](course)\n- [v](course) teaching\n- Week [Kvalitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- Lectures [Valtiosääntöoikeuden syventävä jakso](course)\n- When are lectures [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](course)\n- Hours weekly [Syömis- ja nielemishäiriöt](course)\n- When are the classes [SPSS:n perusteet, syksy 1](course) weekly\n- [Business, Society and Nature (Independent study) Autumn 2018](course) teaching times\n- When are [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kirjoittaminen ja käsitteellistäminen tieteellisenä menetelmänä](course) teaching times\n- What are [The Transformation of Global Environmental Politics (Tampere Summer School 2018)](course) teaching times\n- When are lectures [Tiedonhankintataidot - Tiedonhankintataidot III - Systemaattinen tiedonhankinta (hoitotieteen opiskelijoille)](course)\n- The schedule for [Global Terrorism: Political Violence in a Global Age](course)\n- What are the teaching times for [European Integration and Disintegration (BOOK EXAM POLKVS32)](course)\n- [Tieteellinen kirjoittaminen / avoin yliopisto-opetus](course) times\n- [Hoitot. tiedon hyödyntäminen johtamisessa ja opettamisessa: syventävä projektityö (kurssi jatkuu syksyllä 2019)](course) hours\n- I want to know when [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](course) teaching times are\n- I want to know teaching times of [Political Systems Outside of Europe (book exam/essay)](course)\n- I want to know the schedule of [Ohjelmointia teknisille viestijöille](course)\n- I want to know when the lectures in course [Tutkielmaseminaari](course) are- Schedule [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Harmonia ja improvisointi koskettimilla](course)\n- [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course) schedule\n- [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course) weekly schedule\n- [Johdanto terveysviestintään](course) weekly\n- What is the schedule for [Kandidaattiseminaari](course)\n- What is the schedule [Vuorovaikutusprosessit työelämän tilanteissa (monimuoto-opetus)](course)\n- When are classes for [Professional Writing (online course)](course)\n- Classes [Terveystiedon sisällöt (sähköinen tentti)](course)\n- When are classes [Organisaatioiden tiedonhallinta](course)\n- Teaching times [Graduvauhditus](course)\n- Teaching hours [Monikielinen käännöstyöpaja](course)\n- Teaching [Opimme lisää venäjän kielen suullisia taitoja](course)\n- [v](course) teaching\n- Week [Software Project Management, Software Project Management (Spring term)](course)\n- Lectures [Kasvatus, koulutus ja yhteiskunta, monimuoto-opetus](course)\n- When are lectures [Kilpailuoikeus](course)\n- Hours weekly [Qualitative Approach](course)\n- When are the classes [Visuaalisen kulttuurin teoria - lukupiiri ja essee](course) weekly\n- [Writing for Research (online course)](course) teaching times\n- When are [Median ja politiikan välinen suhde](course) teaching times\n- What are [Hoitotiede tieteenä](course) teaching times\n- When are lectures [Advanced Microscopy](course)\n- The schedule for [Kansalaisvaikuttaminen (kirjatentti/essee)](course)\n- What are the teaching times for [Vapaaehtoistyö - Osallistuminen vapaaehtoistyöhön](course)\n- [Rasismi ja antirasismi](course) times\n- [Inclusiveness in Local Innovation Environments](course) hours\n- I want to know when [Tutkimustyön perusteet - d) Kandidaattiseminaari (syksyllä 2018 alkava)](course) teaching times are\n- I want to know teaching times of [Speakers Series](course)\n- I want to know the schedule of [Opetus, ohjaus, oppiminen - Varhaiskasvatuksen opiskelijoille luennot (1 op) verkkotallenteena](course)\n- I want to know when the lectures in course [Bioinformatics work course](course) are- Schedule [Kandidaattiseminaari ja -tutkielma (julkisoikeus), syksy](course)\n- [Tilastotieteen johdantokurssi, syksy](course) schedule\n- [Talousviestintä / Wirtschaftskommunikation](course) weekly schedule\n- [Hydrogel Journal Club](course) weekly\n- What is the schedule for [The European Union (book exam/essay)](course)\n- What is the schedule [Käytännön opetus ja ohjaus - STYA3B1 Taitoseminaari](course)\n- When are classes for [Principles of Programming Graphical User Interfaces](course)\n- Classes [Valinnainen jakso: Johdatus tiedeviestintään](course)\n- When are classes [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](course)\n- Teaching times [Aikuiskasvatus ja työelämä, kirjatentti slk tai klk](course)\n- Teaching hours [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course)\n- Teaching [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course)\n- [v](course) teaching\n- Week [Tilastomenetelmien perusteet, iltaryhmä](course)\n- Lectures [Orientation - Orientation to studying in the Software Development programme](course)\n- When are lectures [Strategia ja yrittäjyys](course)\n- Hours weekly [Kognitiiviseen käyttäytymisterapiaan pohjautuvat interventiot](course)\n- When are the classes [Journalistinen kieli - Tekstinhuolto](course) weekly\n- [Seminar, Bachelor's Thesis and Maturity Test - Seminar](course) teaching times\n- When are [Tuutorina toimiminen](course) teaching times\n- What are [Kielellinen vaihtelu/Språklig variation](course) teaching times\n- When are lectures [Terve ja turvallinen kouluyhteisö](course)\n- The schedule for [International Business Law](course)\n- What are the teaching times for [Johdatus viestinnän tutkimukseen ja analyysiin - kirjatentti](course)\n- [Tieteellinen kirjoittaminen / Wissenschaftliches Schreiben](course) times\n- [Orientoivat opinnot ja HOPS](course) hours\n- I want to know when [International Work Experience](course) teaching times are\n- I want to know teaching times of [Human-Technology Interaction Project Work](course)\n- I want to know the schedule of [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- I want to know when the lectures in course [Business Translation Seminar Finnish - English](course) are- Schedule [Vieraan kielen taito, perustaso](course)\n- [Erikoiskurssi](course) schedule\n- [Historian tutkimusprosessi ja historiantutkijan etiikka](course) weekly schedule\n- [Tutkimusprosessin hallinta - Läsnäoloon perustuva oppimispäiväkirja](course) weekly\n- What is the schedule for [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Kyselyaineiston analysointi](course)\n- What is the schedule [Business Writing](course)\n- When are classes for [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course)\n- Classes [Sopimusoikeuden syventävä opintojakso](course)\n- When are classes [Kirjallinen viestintä I/Skriftlig kommunikation I](course)\n- Teaching times [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSO-opintosuunnan ryhmä)](course)\n- Teaching hours [Terve ja turvallinen kouluyhteisö](course)\n- Teaching [Venäjän kielen rakenne - Morfologia](course)\n- [v](course) teaching\n- Week [Viestinnän ja median tutkimussuuntauksia](course)\n- Lectures [Kasvatushistoria, kirjatentti, Seinäjoki](course)\n- When are lectures [Liiketoimintaosaamisen kokonaisdynamiikka ja sen ohjaaminen - VIBU-yritysstimulaatio](course)\n- Hours weekly [Empiirinen projekti](course)\n- When are the classes [TUTU1 Tulevaisuusajattelu ja skenaariot](course) weekly\n- [Dramaturgia: Musikaalin dramaturgia](course) teaching times\n- When are [Informaatio- ja mediajärjestelmien historiaa ja nykypäivää (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course) teaching times\n- What are [Liiketoimintaympäristön taloustiede](course) teaching times\n- When are lectures [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- The schedule for [Research in Practice](course)\n- What are the teaching times for [Tieteellinen kirjoittaminen / SOC (historia & filosofia)](course)\n- [Kansainvälisen politiikan johdantokurssi (kirjatentti)](course) times\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) hours\n- I want to know when [Finnish Survival Course](course) teaching times are\n- I want to know teaching times of [Thesis seminar](course)\n- I want to know the schedule of [Fonetiikan tutkimusmenetelmät - Menetelmäkurssi](course)\n- I want to know when the lectures in course [Populaarikulttuuri ja -kirjallisuus](course) are" }, { "alpha_fraction": 0.7123908996582031, "alphanum_fraction": 0.717277467250824, "avg_line_length": 46.53333282470703, "blob_id": "baced72375758d384091eaf2a3a08ddd27c3319d", "content_id": "2b385c4eb30f7762623b01740450d247fa28f8ef", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2920, "license_type": "permissive", "max_line_length": 148, "num_lines": 60, "path": "/rasaintentit/data/ohjelma_tunintenttien_generoimiseen/example_generator2.py", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "import random\nimport sys\n\n\n##Tämä pieni ohjelma kopioi alkuperäisen tiedoston jokaisen rivin uuteen tiedostoon,\n##ja käyttää komentoriviargumentteina, esimerkiksi:\n##python example_generator2.py tunintentit_gener.md course_codes.txt uta_course_names.txt\n##Tällöin se luo out_tunintentit_gener.md -tiedoston, jossa on jokainen kysymys niin monta kertaa kopioituna,\n##kuin INTENT_MULTIPLIER sallii.\n\n##Ohjelma olettaa, että tunintentit_gener.md:ssä on korvattu jokainen esimerkkikurssikoodi tähtimerkillä *.\n\n## Ohjelma myös lisää esimerkkikysymykset siten, että\n## ensin kirjoitetaan kopiot kysymyksestä kurssien *koodien* kanssa,\n## ja sittenluodaan kopiot kurssien *nimien* kanssa.\n## \n## Kurssien nimien kirjoittamisen yhteydessä ohjelma korvaa entiteetin (course) muotoon (coursename).\n#EI toistaiseksi lisää alkuperäisen tiedoston oletusmateriaalia kuten \"hi\" ja \"my name is John\" jne\n\n#lisää kuitenkin loppuun lookup-table-käskyt\n\n#INTENT MULTIPLIER määrää, montako kertaa kopioidaan harjoitteludatan jokainen kysymys.\nINTENT_MULTIPLIER = 30\n\n#luetaan komentoriviltä argumentit tunintentit_gener.md (jossa hakasulkeissa tähtimerkit kurssien tilalla),\n# kirjoitetaan uuteen out_tunintentit_gener.txt-tiedostoon,\n# haetaan kahdesta viimeisestä argumentista kurssikoodit ja kurssinimet -- siinä järjestyksessä\n\n\n\nwith open(sys.argv[1], 'r') as intents, open(\"out_\" + sys.argv[1], 'w') as out, open(sys.argv[2], 'r') as lookup, open(sys.argv[3], 'r') as lookup2:\n #kurssikoodit\n codes = lookup.readlines()\n #kurssinimet\n names = lookup2.readlines()\n #tunintentit_gener.md-rivit\n intent_list = intents.readlines()\n \n \n \n #tunintentit.md-tiedoston joka riviä käsitellään yksi kerrallaan:\n for row in intent_list:\n #jos rivillä EI ole kahdet #-merkit (eli jos find palauttaa -1)\n #tai jos se on hyvin lyhyt (< 2), se on joko\n #intentin otsikko (##intent:paikka esim) tai tyhjä rivi\n \n if row.find(\"##\") < 0 and len(row) > 2:\n #kirjoitetaan annettu määrä kopioita kustakin kysymyksestä (intent multiplier),\n #uudet kopiot jokaisesta alkuperäisestä tunintentit_gener-rivistä kirjoitetaan peräkkäin,\n #ensin kurssikoodein ja sitten kurssien nimien kanssa\n for i in range(0, INTENT_MULTIPLIER):\n out.write(row.replace(\"*\", random.choice(codes).strip()))\n #kurssien nimille eri entiteetti, coursename\n out.write(row.replace(\"*\", random.choice(names).strip()).replace(\"(course)\", \"(coursename)\"))\n #jos rivi alkaa ##-merkeillä tai on vain rivinvaihto,\n #kirjoitetaan se vain kerran\n else:\n out.write(row)\n #lisätään vielä lookup-käskyt\n out.write(\"\\n<!--- lookup table list for course codes. -->\\n## lookup:course\\n- data/course_codes.txt\\n- data/uta_course_names.txt\\n\")\n \n" }, { "alpha_fraction": 0.6882171034812927, "alphanum_fraction": 0.7269575595855713, "avg_line_length": 38.54612731933594, "blob_id": "d20072fe165064aae3fd4e75632104c26ed4e5f6", "content_id": "e92ea3e5b9a13fe081c89b49ce22f3e13033ea7a", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 325351, "license_type": "permissive", "max_line_length": 164, "num_lines": 8227, "path": "/rasaintentit/data/tunintentit2.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "<!--- Make sure to update this training data file with more training examples from https://forum.rasa.com/t/grab-the-nlu-training-dataset-and-starter-packs/903 --> \n\n\n\n## intent:bye <!--- The label of the intent --> \n- Bye \t\t\t<!--- Training examples for intent 'bye'--> \n- Goodbye\n- See you later\n- Bye bot\n- Goodbye friend\n- bye\n- bye for now\n- catch you later\n- gotta go\n- See you\n- goodnight\n- have a nice day\n- i'm off\n- see you later alligator\n- we'll speak soon\n\n## intent:greet\n- Hi\n- Hey\n- Hi bot\n- Hey bot\n- Hello\n- Good morning\n- hi again\n- hi folks\n- hi Mister\n- hi pal!\n- hi there\n- greetings\n- hello everybody\n- hello is anybody there\n- hello robot\n\n## intent:thank\n- Thanks\n- Thank you\n- Thank you so much\n- Thanks bot\n- Thanks for that\n- cheers\n- cheers bro\n- ok thanks!\n- perfect thank you\n- thanks a bunch for everything\n- thanks for the help\n- thanks a lot\n- amazing, thanks\n- cool, thanks\n- cool thank you\n\n## intent:affirm\n- yes\n- yes sure\n- absolutely\n- for sure\n- yes yes yes\n- definitely\n\n## intent:name\n- My name is [Alice](name) <!--- Square brackets contain the value of entity while the text inside the parentheses is a a label of the entity --> \n- I am [Josh](name)\n- I'm [Lucy](name)\n- People call me [Greg](name)\n- It's [David](name)\n- Usually people call me [Amy](name)\n- My name is [John](name)\n- You can call me [Sam](name)\n- Please call me [Linda](name)\n- Name name is [Tom](name)\n- I am [Richard](name)\n- I'm [Tracy](name)\n- Call me [Sally](name)\n- I am [Philipp](name)\n- I am [Charlie](name)\n\n## intent:startDate\n- When does [KATLAS27](course) start\n- When does [KKSA2](course) start\n- When does [KIRP4](course) start\n- When does [KATJOA14](course) begin\n- When does [KASLIITU](course) begin\n- When will [FILP1A](course) begin\n- When will [KATVRS51](course) begin\n- When will [KKSUVAL3](course) begin\n- When will [KKENVAL4](course) begin\n- When does [TIEA1](course) begin\n- When will [MVKS10](course) start\n- When will [KIRA3G](course) start\n- When will [KATVAA11](course) start\n- When will [HALJUA64](course) start\n- When is [SUOV3](course)\n- [TRSU01](course) when\n- When [YKYYV07][course]\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [TIEA5](course)\n- What day will [RANA7(course) start\n- When do I have [TAYJ041](course)\n- When do we have [JOVP5](course)\n- The start date of [KKRUKK](course)\n- Start date for [POLVOA31](course)\n- Start of [SOS6.2.2](course)\n- I want to know when [ITIS11](course) starts\n- I want to know when will [KATTAS40](course) start\n- I want to know the start date of [KATYVA33](course)\n- I want to know when [POLKVA33](course) begin\n- Tell me the start date of [KATVRA00](course)\n- Tell me when [KASELOHA](course) begins\n- What day will [BTK4620](course) start\n- When does [KASA11](course) start\n- When does [ITIY3](course) start\n- When does [KKENYHT](course) start\n- When does [POLKVA41](course) begin\n- When does [KASVAR7](course) begin\n- When will [ITIS42](course) begin\n- When will [SAKA9](course) begin\n- When will [KATTAA90](course) begin\n- When will [JOVA16](course) begin\n- When does [KASA10](course) begin\n- When will [HALJUS31](course) start\n- When will [KASSM3](course) start\n- When will [TRSU01](course) start\n- When will [KKSU1](course) start\n- When is [HISA1A](course)\n- [HALJUA14](course) when\n- When [TEE4](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [FILAPRO](course)\n- What day will [PSYS12(course) start\n- When do I have [KASLOE7.1](course)\n- When do we have [RANA1](course)\n- The start date of [KASLOM10](course)\n- Start date for [POLVOA41](course)\n- Start of [HALYAA14](course)\n- I want to know when [HALTVA12](course) starts\n- I want to know when will [KATLAS17](course) start\n- I want to know the start date of [KASA12](course)\n- I want to know when [SOSM5.1](course) begin\n- Tell me the start date of [KATMAS12](course)\n- Tell me when [STYVA](course) begins\n- What day will [ITIA8](course) start\n- When does [KASKVTUT](course) start\n- When does [JOVA15](course) start\n- When does [MTTTS12](course) start\n- When does [KATTAA21](course) begin\n- When does [TAYJ11](course) begin\n- When will [KASSG](course) begin\n- When will [HALYAA14](course) begin\n- When will [ENGA4](course) begin\n- When will [KKRA3](course) begin\n- When does [KASVART2](course) begin\n- When will [ITIA11](course) start\n- When will [TRMU2](course) start\n- When will [KATLITO4](course) start\n- When will [KKENMP3](course) start\n- When is [MTTS1](course)\n- [POLVOA51](course) when\n- When [MTTA1](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [JOVA6/JMMETUS](course)\n- What day will [DPIS2(course) start\n- When do I have [JOVP1](course)\n- When do we have [MEDU10](course)\n- The start date of [KASLOE1.1](course)\n- Start date for [KASLOM10](course)\n- Start of [STYA3A](course)\n- I want to know when [KATYVS43](course) starts\n- I want to know when will [TSEKP2](course) start\n- I want to know the start date of [KKRAVAL1](course)\n- I want to know when [LOGS2](course) begin\n- Tell me the start date of [KKSAVAL3](course)\n- Tell me when [KASSM2](course) begins\n- What day will [TRSU03](course) start\n- When does [SOST10.4](course) start\n- When does [ITIY003](course) start\n- When does [TERHOIA4](course) start\n- When does [LFCS01](course) begin\n- When does [MTTTA13](course) begin\n- When will [JOVPVS3](course) begin\n- When will [RANA7](course) begin\n- When will [POLKVS33](course) begin\n- When will [KASA11](course) begin\n- When does [KATJOS21](course) begin\n- When will [JKKYTVA12](course) start\n- When will [JOVPVA7](course) start\n- When will [PSYS6E](course) start\n- When will [JOVPVS3](course) start\n- When is [PGHMTS](course)\n- [TAYJ11](course) when\n- When [TECHS3](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [HEAAE03](course)\n- What day will [TRMU1(course) start\n- When do I have [KASSM2](course)\n- When do we have [ENGS13/15-16](course)\n- The start date of [KKSUSC](course)\n- Start date for [KASLOH4B](course)\n- Start of [MVKS40/62](course)\n- I want to know when [FILA6](course) starts\n- I want to know when will [KATVAA11](course) start\n- I want to know the start date of [LATAP3](course)\n- I want to know when [POLVOS24](course) begin\n- Tell me the start date of [KKSUKK](course)\n- Tell me when [ENGA6](course) begins\n- What day will [NAM-IV](course) start\n- When does [KKENVAL2](course) start\n- When does [KATYVS27](course) start\n- When does [HALYAA15](course) start\n- When does [LTLY16](course) begin\n- When does [KASA13](course) begin\n- When will [KASJOHT3](course) begin\n- When will [DPEDUA.1B](course) begin\n- When will [SOS6.2.3](course) begin\n- When will [ITIA11](course) begin\n- When does [DPHSFC01](course) begin\n- When will [BTK2060](course) start\n- When will [TEE2](course) start\n- When will [ITIA8](course) start\n- When will [POLPOP04](course) start\n- When is [ENGS2](course)\n- [ENGP7](course) when\n- When [KASSM2](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KASVAR10](course)\n- What day will [JOVAT2(course) start\n- When do I have [KKRA2](course)\n- When do we have [JOVPVS12](course)\n- The start date of [KASP5](course)\n- Start date for [ENGS3](course)\n- Start of [HISA1A](course)\n- I want to know when [BIO4380](course) starts\n- I want to know when will [FONEP1](course) start\n- I want to know the start date of [KASA2](course)\n- I want to know when [TERKAN9](course) begin\n- Tell me the start date of [KASLOE7.2](course)\n- Tell me when [JOVA4](course) begins\n- What day will [SAKA5](course) start\n- When does [KATMAS15](course) start\n- When does [JKKYLECT](course) start\n- When does [KASSG](course) start\n- When does [KKENKTMO](course) begin\n- When does [KATLAS99](course) begin\n- When will [RANP5](course) begin\n- When will [HISP2](course) begin\n- When will [TERKAN18](course) begin\n- When will [KASP5](course) begin\n- When does [KATPAL12](course) begin\n- When will [KATVRP11](course) start\n- When will [POLPOP02](course) start\n- When will [ENGS3](course) start\n- When will [KKVE2](course) start\n- When is [HISA4](course)\n- [SAKS2](course) when\n- When [TRSU03](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KKSU7](course)\n- What day will [KASLOM11(course) start\n- When do I have [SUOV1](course)\n- When do we have [KATVAA11](course)\n- The start date of [KATYVS22](course)\n- Start date for [KKRULL](course)\n- Start of [KKENKTM](course)\n- I want to know when [KKSUHUK](course) starts\n- I want to know when will [KASLOE6.2](course) start\n- I want to know the start date of [KASVAR6](course)\n- I want to know when [FILA3](course) begin\n- Tell me the start date of [PSYS6A](course)\n- Tell me when [TERTIETO4](course) begins\n- What day will [KATJOA99](course) start\n- When does [KASVAR2](course) start\n- When does [TSEKP1](course) start\n- When does [ITIY3](course) start\n- When does [STYS3C](course) begin\n- When does [KASMULTI4](course) begin\n- When will [SOS7.1/STYA4A](course) begin\n- When will [KIRA3G](course) begin\n- When will [KATMAA99](course) begin\n- When will [KASA2](course) begin\n- When does [POLKVA21](course) begin\n- When will [TIETS19](course) start\n- When will [KKENMP3](course) start\n- When will [SOS6.1.1](course) start\n- When will [KASVAR5](course) start\n- When is [TIETS05](course)\n- [SOSM1](course) when\n- When [SOCYKV1](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [SOS6.1.1](course)\n- What day will [KKIN5(course) start\n- When do I have [ENGP2](course)\n- When do we have [KKSUOPE](course)\n- The start date of [KKKI4](course)\n- Start date for [SAKA5](course)\n- Start of [KASERIT2](course)\n- I want to know when [TERHOJ2](course) starts\n- I want to know when will [MVKS17V](course) start\n- I want to know the start date of [JOVVAL](course)\n- I want to know when [POLVOA32/S23/24](course) begin\n- Tell me the start date of [FILA3](course)\n- Tell me when [TERKAN9](course) begins\n- What day will [HALJTS02](course) start\n- When does [HISA2](course) start\n- When does [KASLOH3](course) start\n- When does [KATPAL11](course) start\n- When does [ITIY3](course) begin\n- When does [TERHOI5](course) begin\n- When will [BTK2223](course) begin\n- When will [SUOK2/A6/S8](course) begin\n- When will [KASP3](course) begin\n- When will [SOCYKV2](course) begin\n- When does [SUOT4](course) begin\n- When will [POLKVA43](course) start\n- When will [JOVVAL](course) start\n- When will [ITIS22](course) start\n- When will [KASLOM5](course) start\n- When is [HTIS85](course)\n- [MVKS39V](course) when\n- When [LOGA8](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KASA12](course)\n- What day will [KATLAP21(course) start\n- When do I have [HALYAA14](course)\n- When do we have [TAYJ027](course)\n- The start date of [KASLOM8](course)\n- Start date for [ITIA11](course)\n- Start of [HISS2](course)\n- I want to know when [HALKAA99](course) starts\n- I want to know when will [TSEKP1](course) start\n- I want to know the start date of [BTK3125](course)\n- I want to know when [KATTAA13A](course) begin\n- Tell me the start date of [KASA13](course)\n- Tell me when [YKYYHT1](course) begins\n- What day will [ENGS3](course) start\n- When does [TERTIETO5](course) start\n- When does [MVKS28](course) start\n- When does [KASA7](course) start\n- When does [KASSO6](course) begin\n- When does [LOGM1](course) begin\n- When will [KKSUPRO](course) begin\n- When will [MVKS29](course) begin\n- When will [KATJOA12](course) begin\n- When will [SOS06.1](course) begin\n- When does [ITIP3](course) begin\n- When will [HTIS87](course) start\n- When will [HALKAP01](course) start\n- When will [KATLAS15](course) start\n- When will [KASA11](course) start\n- When is [JOVPVA7](course)\n- [ITIA2](course) when\n- When [BTK4663](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [VENA5](course)\n- What day will [ITIS61(course) start\n- When do I have [KATMAA16](course)\n- When do we have [KASLOE7.2](course)\n- The start date of [SOS1](course)\n- Start date for [PSYA11](course)\n- Start of [POLPOP01](course)\n- I want to know when [ITIP2](course) starts\n- I want to know when will [BTK0030](course) start\n- I want to know the start date of [KASSY3](course)\n- I want to know when [KASA5](course) begin\n- Tell me the start date of [POLKVA11](course)\n- Tell me when [HISS2](course) begins\n- What day will [KASSY5](course) start\n- When does [KASSY1](course) start\n- When does [ITIP3](course) start\n- When does [TIEY4](course) start\n- When does [ENGP9](course) begin\n- When does [VENS3](course) begin\n- When will [KKSUTTK](course) begin\n- When will [POLKVA23](course) begin\n- When will [POLKVA41](course) begin\n- When will [VENP4](course) begin\n- When does [KASS3](course) begin\n- When will [KASS2](course) start\n- When will [POLPOP03](course) start\n- When will [BTK3115](course) start\n- When will [HALYAP01](course) start\n- When is [JOVA2](course)\n- [FILA7](course) when\n- When [DPEDUB.1B](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [DPEDUB.1A](course)\n- What day will [POLVOA41/S28(course) start\n- When do I have [KASA13](course)\n- When do we have [POLKVA43](course)\n- The start date of [HIST04](course)\n- Start date for [HALKAS12](course)\n- Start of [HEAAE03](course)\n- I want to know when [MTTMS10](course) starts\n- I want to know when will [JOVAT1](course) start\n- I want to know the start date of [KASSM2](course)\n- I want to know when [KATVAA11](course) begin\n- Tell me the start date of [SOS9](course)\n- Tell me when [ITIS61](course) begins\n- What day will [TIETS41](course) start\n- When does [PSYP4](course) start\n- When does [KATVAA11](course) start\n- When does [VENS15](course) start\n- When does [POLVOA32](course) begin\n- When does [KASA13](course) begin\n- When will [POHS1](course) begin\n- When will [KASLOM11](course) begin\n- When will [SAKP5](course) begin\n- When will [POLVOA22/A32](course) begin\n- When does [YKT6.6.4](course) begin\n- When will [TERTIETO4](course) start\n- When will [POLVOA51/52/S24](course) start\n- When will [TERTIETO2](course) start\n- When will [JOVP5](course) start\n- When is [POLKVA41](course)\n- [JOVA1](course) when\n- When [YKIEP4](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [POHP2](course)\n- What day will [TERHOIA2(course) start\n- When do I have [STYA3A2](course)\n- When do we have [JOVA18](course)\n- The start date of [VENP2](course)\n- Start date for [KKSUBMT](course)\n- Start of [POHA14](course)\n- I want to know when [KKSUVAL3](course) starts\n- I want to know when will [ITIS22](course) start\n- I want to know the start date of [KASLOM5](course)\n- I want to know when [KIRA4E](course) begin\n- Tell me the start date of [SOSKV3](course)\n- Tell me when [KKVE2](course) begins\n- What day will [KATTAS33](course) start\n- When does [DPCMTJ3](course) start\n- When does [PSYA8](course) start\n- When does [KASVAR11](course) start\n- When does [POLVOS26](course) begin\n- When does [YKTM4](course) begin\n- When will [KATJOA19](course) begin\n- When will [FIL](course) begin\n- When will [TRMU1](course) begin\n- When will [KATVAA11](course) begin\n- When does [JOVA16](course) begin\n- When will [KATSTA16](course) start\n- When will [TECHS6](course) start\n- When will [HALJUA23](course) start\n- When will [SOS6.3.2](course) start\n- When is [KKSUKTK](course)\n- [TERTIETO2](course) when\n- When [VENA12](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KKVE5](course)\n- What day will [SOS4.1(course) start\n- When do I have [ENGA1](course)\n- When do we have [JOVAT1](course)\n- The start date of [STYP1A](course)\n- Start date for [POLVOA51](course)\n- Start of [TECHS2](course)\n- I want to know when [JOUJOVTS](course) starts\n- I want to know when will [BIO4380](course) start\n- I want to know the start date of [TERVAL7](course)\n- I want to know when [JOVP4](course) begin\n- Tell me the start date of [MTTMS1](course)\n- Tell me when [YKTM6.3](course) begins\n- What day will [SOS4.5](course) start\n- When does [KASP4](course) start\n- When does [KASELOHA](course) start\n- When does [KASA2](course) start\n- When does [DPHSS206](course) begin\n- When does [POLKVA41](course) begin\n- When will [TERHOIA2](course) begin\n- When will [KASA12](course) begin\n- When will [POLKVA31](course) begin\n- When will [POLVOS40](course) begin\n- When does [ITIY003](course) begin\n- When will [ITIP2](course) start\n- When will [KASLOE6.3](course) start\n- When will [SOS10.6](course) start\n- When will [JOVTETUS3](course) start\n- When is [JOVPVA7](course)\n- [BTK2223](course) when\n- When [VENA13](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [PSYA9](course)\n- What day will [KATYVA36(course) start\n- When do I have [POHS1](course)\n- When do we have [HALJUA99](course)\n- The start date of [KASELOHA](course)\n- Start date for [POLKVA32](course)\n- Start of [STYA6](course)\n- I want to know when [JOVA2](course) starts\n- I want to know when will [COSOPN2](course) start\n- I want to know the start date of [KKSAVAL4](course)\n- I want to know when [KASMULTI3](course) begin\n- Tell me the start date of [POLVOA22/A32](course)\n- Tell me when [KASA11](course) begins\n- What day will [KKSAVAL2](course) start\n- When does [KASLOE7.1](course) start\n- When does [PEACE046](course) start\n- When does [POLKVA32](course) start\n- When does [KKES1](course) begin\n- When does [ENGP4](course) begin\n- When will [STYA1B](course) begin\n- When will [MTTA1](course) begin\n- When will [KASVAR12](course) begin\n- When will [KATYVS22](course) begin\n- When does [KKSUPRO](course) begin\n- When will [LUOYY026](course) start\n- When will [SUOT1](course) start\n- When will [VENS4](course) start\n- When will [TIETA19](course) start\n- When is [JOVA13](course)\n- [KKENYHT](course) when\n- When [BTK4665](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KATVRP11](course)\n- What day will [TAYJ041(course) start\n- When do I have [SOS4.2](course)\n- When do we have [KATMAA99](course)\n- The start date of [JKKYVP11](course)\n- Start date for [KASA7](course)\n- Start of [JOVKA4](course)\n- I want to know when [KATJOS13](course) starts\n- I want to know when will [KKENVAL2](course) start\n- I want to know the start date of [KATTAA40](course)\n- I want to know when [KKSA4](course) begin\n- Tell me the start date of [RANS4](course)\n- Tell me when [JOVA13](course) begins\n- What day will [TRSU06](course) start\n- When does [KKENVAL4](course) start\n- When does [POLKVA12](course) start\n- When does [BTK1015](course) start\n- When does [HALTVA15](course) begin\n- When does [KKRUBMT](course) begin\n- When will [KATLAA13](course) begin\n- When will [MTTMA1C](course) begin\n- When will [TRMU5](course) begin\n- When will [FONEP2](course) begin\n- When does [KATYVA51](course) begin\n- When will [PSYA7](course) start\n- When will [POLKVA44](course) start\n- When will [SUKKP0](course) start\n- When will [JOVAT1](course) start\n- When is [TIETS19](course)\n- [HALTTS13](course) when\n- When [SOSM2](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KASVAR8](course)\n- What day will [KASA13(course) start\n- When do I have [POLPOP01](course)\n- When do we have [JOVY2](course)\n- The start date of [DPJKKKS](course)\n- Start date for [JOVP4](course)\n- Start of [TIETA8](course)\n- I want to know when [POLVOS40](course) starts\n- I want to know when will [ITIS35](course) start\n- I want to know the start date of [TERHOI5](course)\n- I want to know when [BTK4663](course) begin\n- Tell me the start date of [KATVAA15](course)\n- Tell me when [ITIS33](course) begins\n- What day will [ITIY3](course) start\n- When does [SOS9](course) start\n- When does [KATYVA12](course) start\n- When does [MTTMP4](course) start\n- When does [BTK1015](course) begin\n- When does [KKSUPRO](course) begin\n- When will [TERHOI6](course) begin\n- When will [KASLOM4](course) begin\n- When will [KATMAA99](course) begin\n- When will [PEDA3](course) begin\n- When does [TSEKP3](course) begin\n- When will [KASA12](course) start\n- When will [POLVOA31](course) start\n- When will [DPCMTJ4](course) start\n- When will [KASLOM7](course) start\n- When is [POLKVS22](course)\n- [HALYAS12](course) when\n- When [STYA9](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [NORDIG3](course)\n- What day will [MTTMP4(course) start\n- When do I have [POLKVA11](course)\n- When do we have [MTTTA13](course)\n- The start date of [KIRA5](course)\n- Start date for [TERY4](course)\n- Start of [HISA2](course)\n- I want to know when [KKSAVAL2](course) starts\n- I want to know when will [JOVP4](course) start\n- I want to know the start date of [KASP5](course)\n- I want to know when [ITIP5](course) begin\n- Tell me the start date of [HIST04](course)\n- Tell me when [PSYS2](course) begins\n- What day will [TAYJ035](course) start\n- When does [KKRUKTK](course) start\n- When does [TERHOI2](course) start\n- When does [ITIS44](course) start\n- When does [JOVA1](course) begin\n- When does [KASLOM6](course) begin\n- When will [HALYAA13](course) begin\n- When will [POHP0](course) begin\n- When will [TERA2](course) begin\n- When will [TAYJ035](course) begin\n- When does [JOVA13](course) begin\n- When will [GTS3](course) start\n- When will [ENGP5](course) start\n- When will [JKKYVAP](course) start\n- When will [PCP10/NAM IV](course) start\n- When is [KATTAA40](course)\n- [KASP4](course) when\n- When [POLKVA21](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [TRMU1](course)\n- What day will [JOVA14(course) start\n- When do I have [TIETA19](course)\n- When do we have [KASLOE7.1](course)\n- The start date of [ITIS61](course)\n- Start date for [PSYS11](course)\n- Start of [POLKVS21](course)\n- I want to know when [FILJATKO](course) starts\n- I want to know when will [KASA7](course) start\n- I want to know the start date of [KASERIT3](course)\n- I want to know when [JOVVAL](course) begin\n- Tell me the start date of [TERHOIA5](course)\n- Tell me when [SUOA3](course) begins\n- What day will [JOVP5](course) start\n- When does [KASP5](course) start\n- When does [KATYVA21](course) start\n- When does [KATTAA90](course) start\n- When does [DPHSFC07](course) begin\n- When does [SOSM5.1](course) begin\n- When will [PSYS14](course) begin\n- When will [TSEKP2](course) begin\n- When will [SOS5](course) begin\n- When will [VENA6](course) begin\n- When does [PSYP2](course) begin\n- When will [PSYP1](course) start\n- When will [SOSM5.1](course) start\n- When will [STYVA](course) start\n- When will [FILS1A](course) start\n- When is [TECHS4](course)\n- [KASVAR6](course) when\n- When [KKSA2](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [BTK1061](course)\n- What day will [DPLA01(course) start\n- When do I have [POLVOS40](course)\n- When do we have [KASLOE7.2](course)\n- The start date of [KASPUHS7](course)\n- Start date for [KATLITO4](course)\n- Start of [POLKVS31](course)\n- I want to know when [SOS06.4](course) starts\n- I want to know when will [HALKOS25](course) start\n- I want to know the start date of [SOSM5.1](course)\n- I want to know when [JOVPVS5](course) begin\n- Tell me the start date of [KATYVS21](course)\n- Tell me when [KATLAA11](course) begins\n- What day will [KATVAA13](course) start\n- When does [TERKANA2](course) start\n- When does [VENP0](course) start\n- When does [KKRUVAL2](course) start\n- When does [KASA15](course) begin\n- When does [KASA7](course) begin\n- When will [KKRA3](course) begin\n- When will [FILS2A](course) begin\n- When will [SOSM5.1](course) begin\n- When will [VENA6](course) begin\n- When does [KASP5](course) begin\n- When will [PGHAS07](course) start\n- When will [TIETS19](course) start\n- When will [KASPUHP3](course) start\n- When will [TERHOIA3](course) start\n- When is [BTK2025](course)\n- [KASP4](course) when\n- When [KASS2](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [SOSM5.1](course)\n- What day will [TIETS14(course) start\n- When do I have [HISA2](course)\n- When do we have [RANP1](course)\n- The start date of [POLVOA22](course)\n- Start date for [KASS2](course)\n- Start of [KATMAS13](course)\n- I want to know when [KIRA5](course) starts\n- I want to know when will [RANP4](course) start\n- I want to know the start date of [KASLOH4B](course)\n- I want to know when [BTK1062](course) begin\n- Tell me the start date of [SAKS2](course)\n- Tell me when [RANA5](course) begins\n- What day will [HISA4](course) start\n- When does [MEDU10](course) start\n- When does [KASLOM11](course) start\n- When does [TERY6](course) start\n- When does [SUOK2/A6](course) begin\n- When does [FILS2A](course) begin\n- When will [ROMAP2](course) begin\n- When will [MTTTA14](course) begin\n- When will [KKKI4](course) begin\n- When will [JOVTS2](course) begin\n- When does [MTTMS11](course) begin\n- When will [MTTTP1](course) start\n- When will [KASP1](course) start\n- When will [POLKVA22](course) start\n- When will [KKSUSOTE](course) start\n- When is [KASA11](course)\n- [SUKKP5B](course) when\n- When [COSOPOM1](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [TERA3](course)\n- What day will [DPCMTJ2/JMMETUS(course) start\n- When do I have [POLKVA43](course)\n- When do we have [POLVOA41/S23/28](course)\n- The start date of [ENGP8](course)\n- Start date for [JOUJOVTS](course)\n- Start of [FILP2](course)\n- I want to know when [RANA5](course) starts\n- I want to know when will [FONEP1](course) start\n- I want to know the start date of [TAYJ031](course)\n- I want to know when [SUKKP4](course) begin\n- Tell me the start date of [MVKS46](course)\n- Tell me when [HTIS66](course) begins\n- What day will [KATJOA14](course) start\n- When does [KASLOM11](course) start\n- When does [POMLFCS3](course) start\n- When does [VENP2](course) start\n- When does [MVKS18S](course) begin\n- When does [KKIN5](course) begin\n- When will [HALJUA99](course) begin\n- When will [BTK4400](course) begin\n- When will [KKENYHT](course) begin\n- When will [SUOA2](course) begin\n- When does [DPHSS201](course) begin\n- When will [KASSO8](course) start\n- When will [POLVOA51/S10/24](course) start\n- When will [KASVAR10](course) start\n- When will [TAYJ031](course) start\n- When is [POLPOP05](course)\n- [HALJUA25](course) when\n- When [MTTY1](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [MTTMA2](course)\n- What day will [LFCS99(course) start\n- When do I have [DPHSM304](course)\n- When do we have [MVKS17/13S](course)\n- The start date of [JOVP5](course)\n- Start date for [SUOP2](course)\n- Start of [TERHOI6](course)\n- I want to know when [KATJOA13](course) starts\n- I want to know when will [KKSAVAL3](course) start\n- I want to know the start date of [POLHAR10](course)\n- I want to know when [HISA2](course) begin\n- Tell me the start date of [HALKOS21](course)\n- Tell me when [POHP0](course) begins\n- What day will [STYS3B](course) start\n- When does [ENGA1](course) start\n- When does [TERKAN6](course) start\n- When does [HTIS84](course) start\n- When does [POLKVA41](course) begin\n- When does [TEE9](course) begin\n- When will [ESPFA5](course) begin\n- When will [HALJUS15](course) begin\n- When will [MVKS34](course) begin\n- When will [KASVART2](course) begin\n- When does [STYS3A](course) begin\n- When will [SUOR1/A6](course) start\n- When will [SOS6.2.4](course) start\n- When will [TERKAN16](course) start\n- When will [PSYS10](course) start\n- When is [SOS6.5.2](course)\n- [HALKAS14](course) when\n- When [POLPOP04](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [ENGS46](course)\n- What day will [VENP4(course) start\n- When do I have [BTK2223](course)\n- When do we have [KATVRA15](course)\n- The start date of [HALHAA13](course)\n- Start date for [KASVAR7](course)\n- Start of [KASP1-2, KASP5](course)\n- I want to know when [ESPFP5](course) starts\n- I want to know when will [ENGS3](course) start\n- I want to know the start date of [KKRULUK](course)\n- I want to know when [BTK0030](course) begin\n- Tell me the start date of [KKRUYHT](course)\n- Tell me when [PSYA5](course) begins\n- What day will [SOS08.3](course) start\n- When does [NORDIG4](course) start\n- When does [JOVP5](course) start\n- When does [POLHAR10](course) start\n- When does [SOSM2](course) begin\n- When does [SOS6.4.4](course) begin\n- When will [KASA13](course) begin\n- When will [KASP1](course) begin\n- When will [SAKP3](course) begin\n- When will [KASVARH](course) begin\n- When does [PSYS6A](course) begin\n- When will [POHP3](course) start\n- When will [HALTVP11](course) start\n- When will [TERHOIA1](course) start\n- When will [TERY4](course) start\n- When is [LTLY16](course)\n- [KASA13](course) when\n- When [POLVOA21](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [TERHOI2](course)\n- What day will [YKT6.6.4(course) start\n- When do I have [HALKAP01](course)\n- When do we have [HISA1B](course)\n- The start date of [BTK4311](course)\n- Start date for [COSOPON1](course)\n- Start of [TIEA2.1](course)\n- I want to know when [SOS6.1.1](course) starts\n- I want to know when will [KASA11](course) start\n- I want to know the start date of [HALYAA99](course)\n- I want to know when [KASP5](course) begin\n- Tell me the start date of [POLVOA22](course)\n- Tell me when [KATYVA99](course) begins\n- What day will [MVKS39V](course) start\n- When does [ESPFA6](course) start\n- When does [TERKAN6](course) start\n- When does [MVKS42S](course) start\n- When does [COSOPON5](course) begin\n- When does [KKRUKTK](course) begin\n- When will [HALYAS13](course) begin\n- When will [HALHAS19](course) begin\n- When will [DPCMTJ2/JMMETUS](course) begin\n- When will [JOVTS5](course) begin\n- When does [TIEP3](course) begin\n- When will [KATSTA12](course) start\n- When will [MTTA1](course) start\n- When will [KASVAR9](course) start\n- When will [MVKS17V](course) start\n- When is [SOS6.2.3](course)\n- [MTTY1](course) when\n- When [KATYVA34](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [MOLI](course)\n- What day will [HTIS54(course) start\n- When do I have [KKENKTMO](course)\n- When do we have [JKKYINA15](course)\n- The start date of [LTLY16](course)\n- Start date for [SUKKP0](course)\n- Start of [KASSM2](course)\n- I want to know when [TERY4](course) starts\n- I want to know when will [HALHAP01](course) start\n- I want to know the start date of [TAYJ024](course)\n- I want to know when [POLPOP03](course) begin\n- Tell me the start date of [STYS2A](course)\n- Tell me when [ITIA11](course) begins\n- What day will [GTS2](course) start\n- When does [KKSAPRE2](course) start\n- When does [POLKVA22](course) start\n- When does [POLKVS31](course) start\n- When does [SAKP0](course) begin\n- When does [SAKS3](course) begin\n- When will [KASLOM10](course) begin\n- When will [KKVE3](course) begin\n- When will [DPIT2](course) begin\n- When will [HTIS86](course) begin\n- When does [POLPOP01](course) begin\n- When will [POLPOP01](course) start\n- When will [VENP4/VENK2](course) start\n- When will [HALHAA13](course) start\n- When will [TIETA13](course) start\n- When is [POLVOA32/S27](course)\n- [KKRAVAL1](course) when\n- When [SAKP0](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [MTTS1](course)\n- What day will [TIEY4(course) start\n- When do I have [KATJOS99](course)\n- When do we have [BIOMJ016](course)\n- The start date of [POLPOP04](course)\n- Start date for [KKSUVAL1](course)\n- Start of [FILA2](course)\n- I want to know when [KKENMP3](course) starts\n- I want to know when will [MTTY4](course) start\n- I want to know the start date of [KATLAS26](course)\n- I want to know when [ENGA12](course) begin\n- Tell me the start date of [MVKS63](course)\n- Tell me when [KATTAA37](course) begins\n- What day will [KKRUHY](course) start\n- When does [POLVOA22](course) start\n- When does [JKKYVAP](course) start\n- When does [KASLOM6](course) start\n- When does [KKSUPRO](course) begin\n- When does [JOVTKS3](course) begin\n- When will [KASSG](course) begin\n- When will [PSYA7](course) begin\n- When will [KATVAS21](course) begin\n- When will [JOVTS5](course) begin\n- When does [POHP5](course) begin\n- When will [KASMULTI4](course) start\n- When will [HALJUA25](course) start\n- When will [RUST5/VENS19/20](course) start\n- When will [KATVAS99](course) start\n- When is [KIRP3](course)\n- [SUKKP5B](course) when\n- When [TIEP1](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KKRUHY](course)\n- What day will [TERY4(course) start\n- When do I have [SOSM1](course)\n- When do we have [KKVE4](course)\n- The start date of [STYS2B](course)\n- Start date for [KASMAT2](course)\n- Start of [KASP1](course)\n- I want to know when [VENP2](course) starts\n- I want to know when will [POLPOP05](course) start\n- I want to know the start date of [KASSO1](course)\n- I want to know when [PSYP0](course) begin\n- Tell me the start date of [KASLOM6](course)\n- Tell me when [TERKAN4](course) begins\n- What day will [POLVOS32](course) start\n- When does [PEDA4](course) start\n- When does [FILS2A](course) start\n- When does [KATMAA12](course) start\n- When does [KKENVAL9](course) begin\n- When does [KATJOS31](course) begin\n- When will [TERVAL7](course) begin\n- When will [ESPFA4](course) begin\n- When will [KKES2](course) begin\n- When will [ENGA9](course) begin\n- When does [TERKAN6](course) begin\n- When will [KASSM2](course) start\n- When will [HISA2](course) start\n- When will [HIST03](course) start\n- When will [KKIN5](course) start\n- When is [KIRS5](course)\n- [KKSUHUK1](course) when\n- When [TERKANP3](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KATLITO8](course)\n- What day will [DPHSR403(course) start\n- When do I have [HALJUA14](course)\n- When do we have [POLKVA22](course)\n- The start date of [KATTAA13A](course)\n- Start date for [KKES2](course)\n- Start of [SOS6.4.1](course)\n- I want to know when [KASSO1](course) starts\n- I want to know when will [ITIA4](course) start\n- I want to know the start date of [KKSAVAL4](course)\n- I want to know when [KASA11](course) begin\n- Tell me the start date of [KASSM2](course)\n- Tell me when [DPIPEF05](course) begins\n- What day will [POLKVA43](course) start\n- When does [TERKAN4](course) start\n- When does [SAKS4/K4](course) start\n- When does [HALHAP01](course) start\n- When does [DPHSS204](course) begin\n- When does [MVKS17V](course) begin\n- When will [SOSM2](course) begin\n- When will [KATJOS99](course) begin\n- When will [SUKKP6](course) begin\n- When will [TECHS5](course) begin\n- When does [KKENYHT](course) begin\n- When will [MTTTA7](course) start\n- When will [TAYJ12](course) start\n- When will [SOS3](course) start\n- When will [TERY4](course) start\n- When is [KASERIT1](course)\n- [KAMVRS99](course) when\n- When [SOS6.3.3](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [KKSAVAL3](course)\n- What day will [KKRA2(course) start\n- When do I have [KATVRA12](course)\n- When do we have [KASMULTI2C](course)\n- The start date of [PSYP4](course)\n- Start date for [LUOYA200](course)\n- Start of [JOVTS5](course)\n- I want to know when [PEDAYOP3](course) starts\n- I want to know when will [KKENVAL4](course) start\n- I want to know the start date of [KKSUVAL3](course)\n- I want to know when [HTIS81](course) begin\n- Tell me the start date of [MTTY4](course)\n- Tell me when [KASA15](course) begins\n- What day will [SOS6.4.2](course) start\n- When does [ITIS42](course) start\n- When does [POLKVA21](course) start\n- When does [JKKYTU01](course) start\n- When does [FIL](course) begin\n- When does [SOS6.2.1](course) begin\n- When will [HISS1B](course) begin\n- When will [KATRAA12](course) begin\n- When will [TERHOIA7](course) begin\n- When will [KATTAA13B](course) begin\n- When does [JOVPVS5](course) begin\n- When will [DPJKKKS](course) start\n- When will [DPIS2](course) start\n- When will [MTTMA1C](course) start\n- When will [STYA3A2](course) start\n- When is [HALVALS10](course)\n- [JOVTS5](course) when\n- When [TERY4](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [MTTMA11](course)\n- What day will [KASA3(course) start\n- When do I have [BIO4230](course)\n- When do we have [KASLOM3](course)\n- The start date of [KATTAS22B](course)\n- Start date for [SOSM5.1](course)\n- Start of [ITIS24](course)\n- I want to know when [KATMAP11](course) starts\n- I want to know when will [KIRA3G](course) start\n- I want to know the start date of [BTK0011](course)\n- I want to know when [KASA11](course) begin\n- Tell me the start date of [BIO4661](course)\n- Tell me when [KASVAR7](course) begins\n- What day will [HALJUA14](course) start\n- When does [POLVOA41](course) start\n- When does [POLVOA22](course) start\n- When does [JKKYORP1](course) start\n- When does [KATVRA30](course) begin\n- When does [KATYVA33](course) begin\n- When will [ROMAP2](course) begin\n- When will [LTLY01](course) begin\n- When will [MVKS47](course) begin\n- When will [DPIS2](course) begin\n- When does [JOVA5](course) begin\n- When will [JKKYTVA13](course) start\n- When will [JKKYTUA02](course) start\n- When will [DPHSF503](course) start\n- When will [LTLY214](course) start\n- When is [HISS2](course)\n- [KATSTA14](course) when\n- When [FILJATKO](course)\n- [ESPFA1](course) start\n- [MEJOS15](course) start date\n- [JOVPVS5](course) starting date\n- [VENS3](course) begins\n- Tell me the start date of [JOVP5](course)\n- What day will [PSYS2(course) start\n- When do I have [KATJOA99](course)\n- When do we have [KKSUKTK](course)\n- The start date of [KASLOH3](course)\n- Start date for [ENGS1](course)\n- Start of [KASLOM4](course)\n- I want to know when [BTK1023](course) starts\n- I want to know when will [DPHSFC01](course) start\n- I want to know the start date of [KATSTA16](course)\n- I want to know when [GEN7](course) begin\n- Tell me the start date of [KASMULTI4](course)\n- Tell me when [ITIA03](course) begins\n- What day will [JOVVAL](course) start\n\n## intent:creditsMin\n- How many points [ENGS3](course)\n- How many credits [HALJUA14](course)\n- How many ECTS [SOS6.1.2](course)\n- How many student credits [TIEP3](course)\n- How many student points [JOVTKS3](course)\n- How many student credits from [ENGP5](course)\n- How many student points from [POLKVA43(course)\n- How many ECTS from [BTK4090](course)\n- How many student credits is [KATVAA14](course)\n- How many points is [KKENVAL7](course)\n- How many credits is [KKSUBMT](course)\n- How many ECTS is [FONEP2](course)\n- How many student credits is [KATLAS17](course)\n- How many student points is [HISA2](course)\n- Student points [RANA2](course)\n- Student credits [KASSO4](course)\n- ECTS [SOSM2](course)\n- [KATVRS41](course) ECTS\n- [MTTTA14](course) course points\n- [ESPFA5](course) student points\n- [SOS10.6](course) points\n- [HALKAA16](course) amount of points\n- [POLKVS33](course) credits\n- [TSEKP2](course) the amount of ECTS\n- How many points [STYP5](course) is\n- How many ECTS [KASP4](course) will be\n- Credits [BTK1099](course)\n- How many credits can I get from [TSEKP2](course)\n- How many ECTS can I get from [KASPUHA5](course)\n- How many student points can I get from [KKENYHT](course)\n- I want to know how many credits can I get from [SOSM5.1](course)\n- I want to know how many ECTS can I get from [KASA13](course)\n- I want to know how many student points can I get from [KATJOP11](course)\n- I want to know the amount of student points [MTTTA14](course)\n- How many points [RUST5/VENS19/20](course)\n- How many credits [TEE6](course)\n- How many ECTS [BTK1014](course)\n- How many student credits [SAKS3](course)\n- How many student points [TERKAN2](course)\n- How many student credits from [TEE9](course)\n- How many student points from [KASA12(course)\n- How many ECTS from [JOUJOVTS](course)\n- How many student credits is [POLVOS10](course)\n- How many points is [KASLOE8.1](course)\n- How many credits is [POLVOA51](course)\n- How many ECTS is [HIST04](course)\n- How many student credits is [KATYVS25](course)\n- How many student points is [KKSA2](course)\n- Student points [KASSA1](course)\n- Student credits [KASELOHA](course)\n- ECTS [TERTIETO5](course)\n- [SOS6.1.3](course) ECTS\n- [YKYY0](course) course points\n- [KATTAS11](course) student points\n- [POLKVA42](course) points\n- [BTK2020](course) amount of points\n- [KATLAA99](course) credits\n- [MTTTS11](course) the amount of ECTS\n- How many points [KASPUHS8](course) is\n- How many ECTS [JOVA5](course) will be\n- Credits [TERTIETO1](course)\n- How many credits can I get from [LÄÄKA460](course)\n- How many ECTS can I get from [HISOKV1](course)\n- How many student points can I get from [KASVAR11](course)\n- I want to know how many credits can I get from [ENGS1](course)\n- I want to know how many ECTS can I get from [TERA6](course)\n- I want to know how many student points can I get from [KASELOHA](course)\n- I want to know the amount of student points [JOVAT1](course)\n- How many points [KKRUVAL2](course)\n- How many credits [TERHOI2](course)\n- How many ECTS [FILA2](course)\n- How many student credits [JOVA1](course)\n- How many student points [SUKKP5A](course)\n- How many student credits from [ITIS31](course)\n- How many student points from [TERA6(course)\n- How many ECTS from [TIEP3](course)\n- How many student credits is [JOVP3](course)\n- How many points is [TAYJ035](course)\n- How many credits is [ITIS31](course)\n- How many ECTS is [SOSM5.1](course)\n- How many student credits is [HISA2](course)\n- How many student points is [LFCS02](course)\n- Student points [SOS10.2](course)\n- Student credits [KASA2](course)\n- ECTS [TERHOJ1](course)\n- [ESPFA6](course) ECTS\n- [DPYTCON](course) course points\n- [KKENKTK](course) student points\n- [VENP5/VENK2](course) points\n- [KATYVS99](course) amount of points\n- [MTTTA1](course) credits\n- [MTTTP1](course) the amount of ECTS\n- How many points [MTTTP1](course) is\n- How many ECTS [SAKA10](course) will be\n- Credits [POHP3](course)\n- How many credits can I get from [ENGA6](course)\n- How many ECTS can I get from [KATLAP21](course)\n- How many student points can I get from [LOGS9](course)\n- I want to know how many credits can I get from [KASP4](course)\n- I want to know how many ECTS can I get from [PEACE043](course)\n- I want to know how many student points can I get from [ENGP6](course)\n- I want to know the amount of student points [JKKYTVA13](course)\n- How many points [KATVRA00](course)\n- How many credits [DPEDUB.1C](course)\n- How many ECTS [SUOA8](course)\n- How many student credits [LTLY210](course)\n- How many student points [PSYS10](course)\n- How many student credits from [JOVA15](course)\n- How many student points from [KATRAS11(course)\n- How many ECTS from [KKRULUK](course)\n- How many student credits is [KKRULUK](course)\n- How many points is [JOUJOVTS](course)\n- How many credits is [KATVAA12](course)\n- How many ECTS is [TRSU01](course)\n- How many student credits is [MTTTA1](course)\n- How many student points is [HALYAS99](course)\n- Student points [SUOA3](course)\n- Student credits [BTK2060](course)\n- ECTS [ITIS32](course)\n- [KASLOM10](course) ECTS\n- [NAM-III/VI](course) course points\n- [KASLOM5](course) student points\n- [TEATP3](course) points\n- [JKKYINA11](course) amount of points\n- [SOCYKV1](course) credits\n- [SOS6.4.1](course) the amount of ECTS\n- How many points [KATLAA22](course) is\n- How many ECTS [KATYVS23](course) will be\n- Credits [SOS4.5](course)\n- How many credits can I get from [TERHOIA3](course)\n- How many ECTS can I get from [HALYAA99](course)\n- How many student points can I get from [KASVAR2](course)\n- I want to know how many credits can I get from [POLKVA43](course)\n- I want to know how many ECTS can I get from [KATMAS15](course)\n- I want to know how many student points can I get from [SOS08.2](course)\n- I want to know the amount of student points [KASA9](course)\n- How many points [KKRUYHT](course)\n- How many credits [PEACEGS1](course)\n- How many ECTS [ITIP3](course)\n- How many student credits [KKSAVAL3](course)\n- How many student points [BTK4701](course)\n- How many student credits from [HISP2](course)\n- How many student points from [LUOYY023(course)\n- How many ECTS from [KATJOA14](course)\n- How many student credits is [KASVAR7](course)\n- How many points is [KKENYHT](course)\n- How many credits is [YKT07.1](course)\n- How many ECTS is [DPIT2](course)\n- How many student credits is [LTLY210](course)\n- How many student points is [SOS6.5.3](course)\n- Student points [KATMAS15](course)\n- Student credits [HISA4](course)\n- ECTS [BTK0024](course)\n- [KASSY5](course) ECTS\n- [BTK1061](course) course points\n- [VENA5](course) student points\n- [KASA8](course) points\n- [HALKAA99](course) amount of points\n- [KASLOM4](course) credits\n- [SOS6.1.3](course) the amount of ECTS\n- How many points [YKT09.4](course) is\n- How many ECTS [JKKYTVA13](course) will be\n- Credits [POLKVA32](course)\n- How many credits can I get from [KATJOA13](course)\n- How many ECTS can I get from [SUOA8](course)\n- How many student points can I get from [STYS1B1](course)\n- I want to know how many credits can I get from [SAKS5](course)\n- I want to know how many ECTS can I get from [BTK1015](course)\n- I want to know how many student points can I get from [MTTTA1](course)\n- I want to know the amount of student points [SOS6.3.3](course)\n- How many points [FILP1A](course)\n- How many credits [VENP0](course)\n- How many ECTS [KASLOH4A](course)\n- How many student credits [HISA2](course)\n- How many student points [SOS6.1.3](course)\n- How many student credits from [LTLY16](course)\n- How many student points from [ENGA11(course)\n- How many ECTS from [TIETS21](course)\n- How many student credits is [FILS1](course)\n- How many points is [ITIA7](course)\n- How many credits is [KASSA3](course)\n- How many ECTS is [PSYP1](course)\n- How many student credits is [MTTY4](course)\n- How many student points is [LFCS02](course)\n- Student points [SUOP2](course)\n- Student credits [POHS1](course)\n- ECTS [JOVKA5](course)\n- [ITIS45](course) ECTS\n- [JOVPVS13](course) course points\n- [SOS3](course) student points\n- [LTLY212](course) points\n- [KKENVAL3](course) amount of points\n- [MEDU02](course) credits\n- [KATLITO8](course) the amount of ECTS\n- How many points [KATLAS15](course) is\n- How many ECTS [FILT10](course) will be\n- Credits [COSOPON4](course)\n- How many credits can I get from [KATVAA11](course)\n- How many ECTS can I get from [RANA5](course)\n- How many student points can I get from [TAYJ035](course)\n- I want to know how many credits can I get from [PSYP1](course)\n- I want to know how many ECTS can I get from [POLKVA33](course)\n- I want to know how many student points can I get from [MVKS39E/S](course)\n- I want to know the amount of student points [JKKYVP11](course)\n- How many points [PSYA7](course)\n- How many credits [KASSG](course)\n- How many ECTS [ENGA1](course)\n- How many student credits [JOVA13](course)\n- How many student points [SAKS2](course)\n- How many student credits from [MTTY4](course)\n- How many student points from [ITIA03(course)\n- How many ECTS from [TERY4](course)\n- How many student credits is [LOGA5](course)\n- How many points is [SOS10.1.4](course)\n- How many credits is [POHP3](course)\n- How many ECTS is [KKSUOPE](course)\n- How many student credits is [KASSO8](course)\n- How many student points is [KASA13](course)\n- Student points [DPCMTJ4](course)\n- Student credits [RANS5](course)\n- ECTS [KASVAR8](course)\n- [KASSM2](course) ECTS\n- [LOGA9](course) course points\n- [SAKS5](course) student points\n- [KAMYVS99](course) points\n- [KKRUYHT](course) amount of points\n- [ITIS32](course) credits\n- [KASP4](course) the amount of ECTS\n- How many points [MTTTA6](course) is\n- How many ECTS [KKES4](course) will be\n- Credits [KASA13](course)\n- How many credits can I get from [SOSM5.1](course)\n- How many ECTS can I get from [PEDA2](course)\n- How many student points can I get from [KKSU1](course)\n- I want to know how many credits can I get from [JOVA3](course)\n- I want to know how many ECTS can I get from [KATLAA22](course)\n- I want to know how many student points can I get from [SOSM5.1](course)\n- I want to know the amount of student points [STYS3A](course)\n- How many points [HEAAE03](course)\n- How many credits [JKKYINA11](course)\n- How many ECTS [KASERIT4](course)\n- How many student credits [BIO4380](course)\n- How many student points [PEDA3](course)\n- How many student credits from [POHP6](course)\n- How many student points from [LOGS4(course)\n- How many ECTS from [KATTAS40](course)\n- How many student credits is [TERHOI4](course)\n- How many points is [MVKS48/58](course)\n- How many credits is [HEAAE03](course)\n- How many ECTS is [KKENMP3](course)\n- How many student credits is [STYA3B2](course)\n- How many student points is [RANP0](course)\n- Student points [SOSM5.2](course)\n- Student credits [LTLY16](course)\n- ECTS [TAYJ035](course)\n- [HALKOS27](course) ECTS\n- [VENA16](course) course points\n- [TAYJ042](course) student points\n- [HALYHT](course) points\n- [LOGS9](course) amount of points\n- [POLKVA43](course) credits\n- [KATLAA15](course) the amount of ECTS\n- How many points [NAM-IV](course) is\n- How many ECTS [POLVOA51/52/S24](course) will be\n- Credits [KKSUPRO](course)\n- How many credits can I get from [KASA9](course)\n- How many ECTS can I get from [LFCS03](course)\n- How many student points can I get from [LOGP2](course)\n- I want to know how many credits can I get from [LUOYA200](course)\n- I want to know how many ECTS can I get from [GTS8](course)\n- I want to know how many student points can I get from [TAYJ12](course)\n- I want to know the amount of student points [ENGA11](course)\n- How many points [KIRS5](course)\n- How many credits [TERY5B](course)\n- How many ECTS [KKENVAL1](course)\n- How many student credits [KASLOE6.2](course)\n- How many student points [BTK2040](course)\n- How many student credits from [SOS6.4.1](course)\n- How many student points from [HIST03(course)\n- How many ECTS from [FILS1E](course)\n- How many student credits is [KKSU5](course)\n- How many points is [KASP4](course)\n- How many credits is [YKTM6.3](course)\n- How many ECTS is [BTK2036](course)\n- How many student credits is [LUOYA200](course)\n- How many student points is [ENGS3](course)\n- Student points [NORDIG4](course)\n- Student credits [HALKAS13](course)\n- ECTS [HALJUA65](course)\n- [VENA11](course) ECTS\n- [LOGA1](course) course points\n- [KASLOM9](course) student points\n- [KKENYHT](course) points\n- [BIO2310](course) amount of points\n- [HALJTS99](course) credits\n- [JOVA18](course) the amount of ECTS\n- How many points [IGS005](course) is\n- How many ECTS [RUST5/VENS19/20](course) will be\n- Credits [DPEDUC.3](course)\n- How many credits can I get from [KKRULL](course)\n- How many ECTS can I get from [KKSUVAL1](course)\n- How many student points can I get from [KATYVA22](course)\n- I want to know how many credits can I get from [KKKI2](course)\n- I want to know how many ECTS can I get from [KASLOE8.1](course)\n- I want to know how many student points can I get from [JOVA6](course)\n- I want to know the amount of student points [ITIP4](course)\n- How many points [KATJOA15](course)\n- How many credits [KKSUKK](course)\n- How many ECTS [BIO4661](course)\n- How many student credits [SUOK2/A6](course)\n- How many student points [ITIA03](course)\n- How many student credits from [KKSUPRO](course)\n- How many student points from [POLKVA21(course)\n- How many ECTS from [MTTMY1](course)\n- How many student credits is [HALHAP01](course)\n- How many points is [TAYJ11](course)\n- How many credits is [KASLOE6.2](course)\n- How many ECTS is [BIO2250](course)\n- How many student credits is [BIO4450](course)\n- How many student points is [LUOYY006](course)\n- Student points [JKKYINA11](course)\n- Student credits [VENA7](course)\n- ECTS [KIRA2](course)\n- [TIETS02](course) ECTS\n- [HALKAA99](course) course points\n- [JOVTS2](course) student points\n- [HISA3B](course) points\n- [KATLITO6](course) amount of points\n- [KASLOH4B](course) credits\n- [VENP4](course) the amount of ECTS\n- How many points [DPHSS203](course) is\n- How many ECTS [TERHOI2](course) will be\n- Credits [TERTIETO3](course)\n- How many credits can I get from [MTTMP1A](course)\n- How many ECTS can I get from [SUKKP4](course)\n- How many student points can I get from [HISS2](course)\n- I want to know how many credits can I get from [JOUJOVTS](course)\n- I want to know how many ECTS can I get from [TERKANA1](course)\n- I want to know how many student points can I get from [ENGS46](course)\n- I want to know the amount of student points [TERHOI6](course)\n- How many points [KATTAA40](course)\n- How many credits [KASVAR11](course)\n- How many ECTS [DPIT1](course)\n- How many student credits [HALKOS22](course)\n- How many student points [KKSAVAL2](course)\n- How many student credits from [DPHSF501](course)\n- How many student points from [KKES5(course)\n- How many ECTS from [LUOYY020](course)\n- How many student credits is [KATLITO5](course)\n- How many points is [FONEP1](course)\n- How many credits is [KKSUOPE](course)\n- How many ECTS is [JOVAT1](course)\n- How many student credits is [STYVA](course)\n- How many student points is [TAYJ031](course)\n- Student points [KASSM3](course)\n- Student credits [HALYHT](course)\n- ECTS [KASLOE8.1](course)\n- [ENGP8](course) ECTS\n- [VENP4](course) course points\n- [BTK2040](course) student points\n- [POLPOP04](course) points\n- [HALJUA14](course) amount of points\n- [PEDA1](course) credits\n- [HALJTA99](course) the amount of ECTS\n- How many points [KKSUHUK1](course) is\n- How many ECTS [HALJTA05](course) will be\n- Credits [TRMU2](course)\n- How many credits can I get from [ENGS1](course)\n- How many ECTS can I get from [KKRUYHT](course)\n- How many student points can I get from [PEACE045](course)\n- I want to know how many credits can I get from [RANP4](course)\n- I want to know how many ECTS can I get from [DPHSR404](course)\n- I want to know how many student points can I get from [LÄÄKA460](course)\n- I want to know the amount of student points [HISA1B](course)\n- How many points [TEE5](course)\n- How many credits [HALYAS99](course)\n- How many ECTS [FILA1](course)\n- How many student credits [ITIA2](course)\n- How many student points [LTLY210](course)\n- How many student credits from [HALKOS24](course)\n- How many student points from [POLKVA41(course)\n- How many ECTS from [ENGA6](course)\n- How many student credits is [KKSUBMT](course)\n- How many points is [KKENVAL9](course)\n- How many credits is [ITIP4](course)\n- How many ECTS is [MOLI](course)\n- How many student credits is [KASMULTI3](course)\n- How many student points is [KATTAS40](course)\n- Student points [ENGS13](course)\n- Student credits [JOVAT2](course)\n- ECTS [STYA1A](course)\n- [MVKS47](course) ECTS\n- [KATMAS13](course) course points\n- [KASERIT1](course) student points\n- [KASVAR2](course) points\n- [HALVALS10](course) amount of points\n- [SAKW1](course) credits\n- [MVKS10](course) the amount of ECTS\n- How many points [KATLAP21](course) is\n- How many ECTS [POLVOS10](course) will be\n- Credits [YKTT10.2](course)\n- How many credits can I get from [HISA2](course)\n- How many ECTS can I get from [TIETA8](course)\n- How many student points can I get from [KKIN5](course)\n- I want to know how many credits can I get from [KASP1](course)\n- I want to know how many ECTS can I get from [MOLI](course)\n- I want to know how many student points can I get from [KATJOA99](course)\n- I want to know the amount of student points [YKYYHT1](course)\n- How many points [KKENKTMO](course)\n- How many credits [KATSTA13](course)\n- How many ECTS [TERHOIA3](course)\n- How many student credits [KASVAR2](course)\n- How many student points [TAYJ035](course)\n- How many student credits from [KASA13](course)\n- How many student points from [POHP4(course)\n- How many ECTS from [HALYAA15](course)\n- How many student credits is [LATAP4](course)\n- How many points is [KATVAA11](course)\n- How many credits is [TAYJ034](course)\n- How many ECTS is [KASLOM4](course)\n- How many student credits is [KATVAA14](course)\n- How many student points is [KASP5](course)\n- Student points [KASVAR2](course)\n- Student credits [HALKAS15](course)\n- ECTS [VENS1](course)\n- [MVKS26](course) ECTS\n- [DPCMTJ2/JMMETUS](course) course points\n- [FONEP3](course) student points\n- [KASLOM11](course) points\n- [KASLOH4B](course) amount of points\n- [KATLITO5](course) credits\n- [SUOT1](course) the amount of ECTS\n- How many points [HISA1B](course) is\n- How many ECTS [DPHSS201](course) will be\n- Credits [TAYJ032](course)\n- How many credits can I get from [COSOPOM3](course)\n- How many ECTS can I get from [TIETS05](course)\n- How many student points can I get from [KATVAA15](course)\n- I want to know how many credits can I get from [ENGA5](course)\n- I want to know how many ECTS can I get from [MVKS39V](course)\n- I want to know how many student points can I get from [HIST02](course)\n- I want to know the amount of student points [KATMAA99](course)\n- How many points [TERTIETO5](course)\n- How many credits [KKSUKTK](course)\n- How many ECTS [LOGM3](course)\n- How many student credits [ITIP5](course)\n- How many student points [HALJUA22](course)\n- How many student credits from [TAYJ031](course)\n- How many student points from [BTK1053(course)\n- How many ECTS from [KASVAR12](course)\n- How many student credits is [JOVA11](course)\n- How many points is [DPHSS205](course)\n- How many credits is [KASLOM4](course)\n- How many ECTS is [MTTTA14](course)\n- How many student credits is [HISA4](course)\n- How many student points is [KATYVS25](course)\n- Student points [KASP3](course)\n- Student credits [POLKVA11](course)\n- ECTS [LOGS2](course)\n- [BTK4121](course) ECTS\n- [KATLITO2](course) course points\n- [KASLOE1.1](course) student points\n- [ITIS21](course) points\n- [KASA8](course) amount of points\n- [KKENMP3](course) credits\n- [HISA4](course) the amount of ECTS\n- How many points [BTK4702](course) is\n- How many ECTS [JOVTS5](course) will be\n- Credits [KKSUPRO](course)\n- How many credits can I get from [TAYJ032](course)\n- How many ECTS can I get from [PCP11](course)\n- How many student points can I get from [HALYAS99](course)\n- I want to know how many credits can I get from [KASSM2](course)\n- I want to know how many ECTS can I get from [KKENPRE1](course)\n- I want to know how many student points can I get from [KASVAR3](course)\n- I want to know the amount of student points [YKT07.2](course)\n- How many points [PEDAEH](course)\n- How many credits [ENGA1](course)\n- How many ECTS [TAYJ12](course)\n- How many student credits [KIRP1](course)\n- How many student points [KASLOH4B](course)\n- How many student credits from [POLVOS28](course)\n- How many student points from [HISP3(course)\n- How many ECTS from [TAYJ034](course)\n- How many student credits is [JOVPVS8](course)\n- How many points is [POLVOS21](course)\n- How many credits is [KATTAA40](course)\n- How many ECTS is [KATJOA14](course)\n- How many student credits is [JOVVAL](course)\n- How many student points is [TIEP3](course)\n- Student points [KAMVRS99](course)\n- Student credits [HTIS87](course)\n- ECTS [STYA3B](course)\n- [JOVA2](course) ECTS\n- [BIO2200](course) course points\n- [BTK4400](course) student points\n- [VENP0](course) points\n- [KASLOK1](course) amount of points\n- [PEACE045](course) credits\n- [ENGA3](course) the amount of ECTS\n- How many points [KASELOHA](course) is\n- How many ECTS [JOVTS5](course) will be\n- Credits [KATLAP21](course)\n- How many credits can I get from [TAYJ033](course)\n- How many ECTS can I get from [SOS7.1/STYA4A](course)\n- How many student points can I get from [HALVALS10](course)\n- I want to know how many credits can I get from [POLPOP02](course)\n- I want to know how many ECTS can I get from [MTTTS13](course)\n- I want to know how many student points can I get from [HALJTA14](course)\n- I want to know the amount of student points [JOVTS5](course)\n- How many points [KASLOM4](course)\n- How many credits [BIO4450](course)\n- How many ECTS [KATLAP21](course)\n- How many student credits [RANP3](course)\n- How many student points [DPHSR401](course)\n- How many student credits from [KASP1-2, KASP5](course)\n- How many student points from [KASP4(course)\n- How many ECTS from [POLKVA23](course)\n- How many student credits is [POLVOA42](course)\n- How many points is [TIEP4](course)\n- How many credits is [KATJOS32](course)\n- How many ECTS is [HALJTA13](course)\n- How many student credits is [SOS7.1/STYA4A](course)\n- How many student points is [POLKVA23](course)\n- Student points [RANP3](course)\n- Student credits [KASVART3](course)\n- ECTS [SAKP0](course)\n- [JOVA15](course) ECTS\n- [KASLOE7.1](course) course points\n- [KASS2](course) student points\n- [KASLOM5](course) points\n- [KIRS1/A4](course) amount of points\n- [KASA12](course) credits\n- [KASVAR7](course) the amount of ECTS\n- How many points [TIEP1](course) is\n- How many ECTS [LUOYY006](course) will be\n- Credits [TAYJ033](course)\n- How many credits can I get from [MTTMA1C](course)\n- How many ECTS can I get from [KASVAR7](course)\n- How many student points can I get from [KKSAVAL3](course)\n- I want to know how many credits can I get from [BTK2045](course)\n- I want to know how many ECTS can I get from [HALTVP11](course)\n- I want to know how many student points can I get from [KASP2](course)\n- I want to know the amount of student points [MVKS10](course)\n- How many points [KASLOM11](course)\n- How many credits [KKRUKTM](course)\n- How many ECTS [KIRP3](course)\n- How many student credits [KASVAR11](course)\n- How many student points [HALYAS14](course)\n- How many student credits from [FONEP2](course)\n- How many student points from [KATVRP11(course)\n- How many ECTS from [KATRAS11](course)\n- How many student credits is [BIO2085](course)\n- How many points is [KKRA3](course)\n- How many credits is [LTLY16](course)\n- How many ECTS is [KATTAS11](course)\n- How many student credits is [YKYYHT3](course)\n- How many student points is [DPJKKPS](course)\n- Student points [HISA2](course)\n- Student credits [KASA15](course)\n- ECTS [KKSUVAL3](course)\n- [HISA2](course) ECTS\n- [MVKS46](course) course points\n- [KKIN4](course) student points\n- [SUKKP4](course) points\n- [KATLAS27](course) amount of points\n- [HALHAA99](course) credits\n- [MOLI](course) the amount of ECTS\n- How many points [ITIY3](course) is\n- How many ECTS [TIEY1](course) will be\n- Credits [KASSG](course)\n- How many credits can I get from [KKSUHUK](course)\n- How many ECTS can I get from [TRSU01](course)\n- How many student points can I get from [KASLOE2.2](course)\n- I want to know how many credits can I get from [KASVAR12](course)\n- I want to know how many ECTS can I get from [KASA13](course)\n- I want to know how many student points can I get from [KKSUOPE](course)\n- I want to know the amount of student points [MTTTS11](course)\n- How many points [POLVOS34](course)\n- How many credits [KATMAP11](course)\n- How many ECTS [MTTMP3](course)\n- How many student credits [SOS6.3.1](course)\n- How many student points [TERY4](course)\n- How many student credits from [TERA1](course)\n- How many student points from [BTK1031(course)\n- How many ECTS from [TERHOIA2](course)\n- How many student credits is [BTK4663](course)\n- How many points is [POLVOS40](course)\n- How many credits is [ROMAP2](course)\n- How many ECTS is [KASS1](course)\n- How many student credits is [JOVA15](course)\n- How many student points is [POLVOS22](course)\n- Student points [SOSM5.1](course)\n- Student credits [TSEKP3](course)\n- ECTS [KASA3](course)\n- [ENGA7](course) ECTS\n- [PSYP3](course) course points\n- [RANSV5](course) student points\n- [VENS1](course) points\n- [VENA1](course) amount of points\n- [TERY4](course) credits\n- [HALJTS06](course) the amount of ECTS\n- How many points [PEACE046/047](course) is\n- How many ECTS [STYA5](course) will be\n- Credits [JOVP2](course)\n- How many credits can I get from [KASPUHA4](course)\n- How many ECTS can I get from [POLVOS22](course)\n- How many student points can I get from [KKKI2](course)\n- I want to know how many credits can I get from [TSEKP1](course)\n- I want to know how many ECTS can I get from [HTIS64](course)\n- I want to know how many student points can I get from [JOVA1](course)\n- I want to know the amount of student points [PEACE2](course)\n- How many points [KASA12](course)\n- How many credits [HISJATKO](course)\n- How many ECTS [JOVTETUS3](course)\n- How many student credits [SUOA8](course)\n- How many student points [TAYJ035](course)\n- How many student credits from [KATYVS23](course)\n- How many student points from [KKENKTMO(course)\n- How many ECTS from [TERA6](course)\n- How many student credits is [KASLOK1](course)\n- How many points is [SOS4.4](course)\n- How many credits is [KATYVA99](course)\n- How many ECTS is [SUOA1](course)\n- How many student credits is [JOVA1](course)\n- How many student points is [JKKYTVA13](course)\n- Student points [VENA13](course)\n- Student credits [KASA11](course)\n- ECTS [KASA12](course)\n- [JOUJOVTS](course) ECTS\n- [HALJTJ00](course) course points\n- [SOS6.3.2](course) student points\n- [TIETS40](course) points\n- [ENGS10](course) amount of points\n- [JKKYLT01](course) credits\n- [DPHSS203](course) the amount of ECTS\n- How many points [PEDA1](course) is\n- How many ECTS [KKENVAL7](course) will be\n- Credits [PEDA4](course)\n- How many credits can I get from [KKENVAL3](course)\n- How many ECTS can I get from [MVKS18S](course)\n- How many student points can I get from [SOS7.2/STYA4B](course)\n- I want to know how many credits can I get from [KATYVA12](course)\n- I want to know how many ECTS can I get from [HALJUS15](course)\n- I want to know how many student points can I get from [GTS1](course)\n- I want to know the amount of student points [DPLS01](course)\n- How many points [HTIS80](course)\n- How many credits [STYA5](course)\n- How many ECTS [HISA2](course)\n- How many student credits [HIST03](course)\n- How many student points [KKENVAL9](course)\n- How many student credits from [POLVOS34](course)\n- How many student points from [DPHSO101(course)\n- How many ECTS from [JOVA17](course)\n- How many student credits is [KASLOE1.1](course)\n- How many points is [TERA2](course)\n- How many credits is [KASVAPAA](course)\n- How many ECTS is [PSYA1](course)\n- How many student credits is [JOVP5](course)\n- How many student points is [TERVAL4](course)\n- Student points [POLKVS33](course)\n- Student credits [ITIA03](course)\n- ECTS [MTTMS5](course)\n- [KKENVAL7](course) ECTS\n- [KATSTA14](course) course points\n- [KATLAS17](course) student points\n- [TERKANA2](course) points\n- [HALYAS14](course) amount of points\n- [MTTMS10](course) credits\n- [HISA4](course) the amount of ECTS\n- How many points [JOVPVS8](course) is\n- How many ECTS [STYS3A](course) will be\n- Credits [KKSU7](course)\n- How many credits can I get from [KIRS1](course)\n- How many ECTS can I get from [HALHAS14](course)\n- How many student points can I get from [PSYA6](course)\n- I want to know how many credits can I get from [POLKVA22](course)\n- I want to know how many ECTS can I get from [SUKKP6](course)\n- I want to know how many student points can I get from [TIETS19](course)\n- I want to know the amount of student points [KASLOM1](course)\n- How many points [KATLAS13](course)\n- How many credits [STYA3B](course)\n- How many ECTS [HALHAS20](course)\n- How many student credits [KIRA3C2](course)\n- How many student points [TERHOIA6](course)\n- How many student credits from [KKSU5](course)\n- How many student points from [KASA3(course)\n- How many ECTS from [TAYJ034](course)\n- How many student credits is [SOSM2](course)\n- How many points is [TERHOIA7](course)\n- How many credits is [JOVPVS3](course)\n- How many ECTS is [POHA6](course)\n- How many student credits is [KATJOS11](course)\n- How many student points is [YKT09.6](course)\n- Student points [LTLY07](course)\n- Student credits [KATTAS40](course)\n- ECTS [MTTTP1](course)\n- [STYS2B](course) ECTS\n- [SAKS1](course) course points\n- [MVKS24E](course) student points\n- [RANP4](course) points\n- [YKTM6.3](course) amount of points\n- [BTK1031](course) credits\n- [HALJTS04](course) the amount of ECTS\n- How many points [SOS4.3](course) is\n- How many ECTS [LOGA9](course) will be\n- Credits [KKENKTM](course)\n- How many credits can I get from [PEACEGS1](course)\n- How many ECTS can I get from [KKES2](course)\n- How many student points can I get from [JOVPVS12](course)\n- I want to know how many credits can I get from [RANA7](course)\n- I want to know how many ECTS can I get from [KASVAR11](course)\n- I want to know how many student points can I get from [JOVPVS12](course)\n- I want to know the amount of student points [SOS6.2.4](course)\n- How many points [KATLITO4](course)\n- How many credits [KASA3](course)\n- How many ECTS [KKSUHUK](course)\n- How many student credits [JOVA8](course)\n- How many student points [ENGP1](course)\n- How many student credits from [HISA2](course)\n- How many student points from [HALKOS25(course)\n- How many ECTS from [HALKOS27](course)\n- How many student credits is [KASLOM1](course)\n- How many points is [VENA7](course)\n- How many credits is [JKKYTVA13](course)\n- How many ECTS is [SOS10.6](course)\n- How many student credits is [TRSU01](course)\n- How many student points is [STYA5](course)\n- Student points [HISA4](course)\n- Student credits [TERHOJ1](course)\n- ECTS [TIEY4](course)\n- [SUOA2](course) ECTS\n- [TERA2](course) course points\n- [TIETS26](course) student points\n- [LFCS03](course) points\n- [KASLOH2](course) amount of points\n- [HISS2](course) credits\n- [KIRP3](course) the amount of ECTS\n- How many points [HISJATKO](course) is\n- How many ECTS [POLVOS40](course) will be\n- Credits [VENP5](course)\n- How many credits can I get from [KKENYHT](course)\n- How many ECTS can I get from [PEDAYOP3](course)\n- How many student points can I get from [LTLY16](course)\n- I want to know how many credits can I get from [POHA2](course)\n- I want to know how many ECTS can I get from [KASLOE6.2](course)\n- I want to know how many student points can I get from [DPHSFC01](course)\n- I want to know the amount of student points [LOGS5](course)\n- How many points [KKRUHY](course)\n- How many credits [VENA6](course)\n- How many ECTS [TAYJ11](course)\n- How many student credits [SOS4.5](course)\n- How many student points [KATYVA52](course)\n- How many student credits from [ENGA6](course)\n- How many student points from [KASVART2(course)\n- How many ECTS from [JKKYINA11](course)\n- How many student credits is [FILAK](course)\n- How many points is [HALHAA15](course)\n- How many credits is [BTK4121](course)\n- How many ECTS is [SUOP1](course)\n- How many student credits is [MTTTP1](course)\n- How many student points is [KASORIENT](course)\n- Student points [LÄÄKA460](course)\n- Student credits [POLVOS40](course)\n- ECTS [ENGA12](course)\n- [ROMAP1](course) ECTS\n- [DPCMTJ3](course) course points\n- [POHS2](course) student points\n- [KKENYHT](course) points\n- [HIST02](course) amount of points\n- [KASORIENT](course) credits\n- [DPHSS202](course) the amount of ECTS\n- How many points [KKSUKK](course) is\n- How many ECTS [KKRUKTK](course) will be\n- Credits [ENGA9](course)\n- How many credits can I get from [HTIS81](course)\n- How many ECTS can I get from [KASMULTI3](course)\n- How many student points can I get from [KATMAA14](course)\n- I want to know how many credits can I get from [KATLITO5](course)\n- I want to know how many ECTS can I get from [STYS1B4](course)\n- I want to know how many student points can I get from [BTK1013](course)\n- I want to know the amount of student points [POLVOS21](course)\n- How many points [DPLS01](course)\n- How many credits [KASA7](course)\n- How many ECTS [KASA9](course)\n- How many student credits [JOVY3](course)\n- How many student points [KASVAR11](course)\n- How many student credits from [SUOP1](course)\n- How many student points from [TIETS43(course)\n- How many ECTS from [KATLAS17](course)\n- How many student credits is [ENGA8](course)\n- How many points is [POLKVA12](course)\n- How many credits is [PEACE1](course)\n- How many ECTS is [KATTAA40](course)\n- How many student credits is [JOVTS5](course)\n- How many student points is [HTIS51](course)\n- Student points [SUOT1](course)\n- Student credits [VIROP3](course)\n- ECTS [ESPFP1](course)\n- [TERKAN6](course) ECTS\n- [KATLITO5](course) course points\n- [DPIS2](course) student points\n- [KATTAA31](course) points\n- [TERTIETO2](course) amount of points\n- [YKYYKV1](course) credits\n- [ENGA1](course) the amount of ECTS\n- How many points [KKSA1](course) is\n- How many ECTS [HISS1A](course) will be\n- Credits [JOVPVS3](course)\n- How many credits can I get from [NORDIG1](course)\n- How many ECTS can I get from [MEDU02](course)\n- How many student points can I get from [KKSUHY](course)\n- I want to know how many credits can I get from [HALYHT](course)\n- I want to know how many ECTS can I get from [ITIS33](course)\n- I want to know how many student points can I get from [KATLITO5](course)\n- I want to know the amount of student points [JOVA18](course)\n- How many points [KASLOH4B](course)\n- How many credits [KASA11](course)\n- How many ECTS [KATLAS11](course)\n- How many student credits [TERY5B](course)\n- How many student points [LFCS01](course)\n- How many student credits from [KKRUKTMO](course)\n- How many student points from [TAYJ042(course)\n- How many ECTS from [MTTTA7](course)\n- How many student credits is [POLVOA31](course)\n- How many points is [JOVTS5](course)\n- How many credits is [BIO4470](course)\n- How many ECTS is [TIETS05](course)\n- How many student credits is [KASP1](course)\n- How many student points is [HTIS66](course)\n- Student points [TRSU01](course)\n- Student credits [TIEA2.1A](course)\n- ECTS [POLVOA21](course)\n- [POHS5](course) ECTS\n- [KATVRA00](course) course points\n- [KATYVA37](course) student points\n- [ROMAP2](course) points\n- [KATLAP21](course) amount of points\n- [ENGA7](course) credits\n- [ENGP6](course) the amount of ECTS\n- How many points [KATYVS26](course) is\n- How many ECTS [KASLTT](course) will be\n- Credits [MVKS10](course)\n- How many credits can I get from [SOSM5.1](course)\n- How many ECTS can I get from [SOCYKV1](course)\n- How many student points can I get from [KATJOA12](course)\n- I want to know how many credits can I get from [HALYAA13](course)\n- I want to know how many ECTS can I get from [ITIS32](course)\n- I want to know how many student points can I get from [MVKS18E](course)\n- I want to know the amount of student points [POLVOA31/S21](course)\n- How many points [KKENKTK](course)\n- How many credits [DPLSSEM](course)\n- How many ECTS [GTS4](course)\n- How many student credits [HISA4](course)\n- How many student points [YKT6.6.3](course)\n- How many student credits from [KASVAR7](course)\n- How many student points from [SAKP0(course)\n- How many ECTS from [TECHS3](course)\n- How many student credits is [KKSU1](course)\n- How many points is [SOSKV1](course)\n- How many credits is [KATVAA14](course)\n- How many ECTS is [MVKS23](course)\n- How many student credits is [YKYYHT4B](course)\n- How many student points is [KATJOS99](course)\n- Student points [PGHAS07](course)\n- Student credits [POHS3](course)\n- ECTS [TERY5B](course)\n- [SOSM1](course) ECTS\n- [TIETS44](course) course points\n- [POHS3](course) student points\n- [SUKKP2](course) points\n- [TIETS17](course) amount of points\n- [MVKS38](course) credits\n- [TIETA9](course) the amount of ECTS\n- How many points [JOVP1](course) is\n- How many ECTS [KKRULL](course) will be\n- Credits [ENGS44](course)\n- How many credits can I get from [STYS3C](course)\n- How many ECTS can I get from [SUOA1](course)\n- How many student points can I get from [POLKVS32](course)\n- I want to know how many credits can I get from [KKENYHT](course)\n- I want to know how many ECTS can I get from [KATVAA13](course)\n- I want to know how many student points can I get from [ENGA4](course)\n- I want to know the amount of student points [TIETA17](course)\n- How many points [KATMAS14](course)\n- How many credits [TRMU1](course)\n- How many ECTS [KASMAT2](course)\n- How many student credits [KATMAS99](course)\n- How many student points [PEDA2](course)\n- How many student credits from [KASMULTI2B](course)\n- How many student points from [KKSUHUK(course)\n- How many ECTS from [VIROP2](course)\n- How many student credits is [HISA4](course)\n- How many points is [KKSAVAL4](course)\n- How many credits is [POLVOA22](course)\n- How many ECTS is [KASLOE1.1](course)\n- How many student credits is [MVKS23](course)\n- How many student points is [KKRA2](course)\n- Student points [SOS6.1.2](course)\n- Student credits [KASS1](course)\n- ECTS [SOS6.5.2](course)\n- [ITIA11](course) ECTS\n- [POLKVS33](course) course points\n- [DPHSFC06](course) student points\n- [KASS1](course) points\n- [KASA13](course) amount of points\n- [HALKOS27](course) credits\n- [ITIP4](course) the amount of ECTS\n- How many points [DPHSS207](course) is\n- How many ECTS [HALJTS07](course) will be\n- Credits [DPJKKPS](course)\n- How many credits can I get from [ITIP3](course)\n- How many ECTS can I get from [HISA2](course)\n- How many student points can I get from [LUOYA200](course)\n- I want to know how many credits can I get from [DPIT2](course)\n- I want to know how many ECTS can I get from [SOS4.5](course)\n- I want to know how many student points can I get from [DPCMTJ4](course)\n- I want to know the amount of student points [JOUJOVTS](course)\n- How many points [YKYYHT3](course)\n- How many credits [KATTAA12A](course)\n- How many ECTS [HALKAA99](course)\n- How many student credits [PGHMTS](course)\n- How many student points [JKKYINA11](course)\n- How many student credits from [KATYVA23](course)\n- How many student points from [LTLY16(course)\n- How many ECTS from [KASLOE8.1](course)\n- How many student credits is [KATMAS13](course)\n- How many points is [SOSKV3](course)\n- How many credits is [KASSO1](course)\n- How many ECTS is [KASP1-KASP5](course)\n- How many student credits is [BTK2020](course)\n- How many student points is [KKENYHT](course)\n- Student points [FILAPRO](course)\n- Student credits [MTTTA6](course)\n- ECTS [HALTVA15](course)\n- [ENGS13/15-16](course) ECTS\n- [HALJUA99](course) course points\n- [JOVPVS8](course) student points\n- [ENGS3](course) points\n- [POHS1](course) amount of points\n- [KKKI2](course) credits\n- [BIO2450](course) the amount of ECTS\n- How many points [RANP2](course) is\n- How many ECTS [ITIS61](course) will be\n- Credits [ENGS40](course)\n- How many credits can I get from [SOSM2](course)\n- How many ECTS can I get from [ESPFP0](course)\n- How many student points can I get from [KASVARPH](course)\n- I want to know how many credits can I get from [LOGA2](course)\n- I want to know how many ECTS can I get from [KKENYHT](course)\n- I want to know how many student points can I get from [KKRUVAL2](course)\n- I want to know the amount of student points [KATVRS40](course)\n- How many points [HTIS51](course)\n- How many credits [KATVRP12](course)\n- How many ECTS [MTTY4](course)\n- How many student credits [TSEKP3](course)\n- How many student points [JKKYLT01](course)\n- How many student credits from [JOUJOVTS](course)\n- How many student points from [ITIA01(course)\n- How many ECTS from [DPJKKHS](course)\n- How many student credits is [KATLAA11](course)\n- How many points is [TAYJ032](course)\n- How many credits is [MEDU02](course)\n- How many ECTS is [TAYJ033](course)\n- How many student credits is [ESPFP0](course)\n- How many student points is [DPCMTJ4](course)\n- Student points [DPEDUE](course)\n- Student credits [KATVAA12](course)\n- ECTS [JOVP3](course)\n- [KASLOE6.1](course) ECTS\n- [POLVOA51/52/S24](course) course points\n- [POLKVA21](course) student points\n- [BIO2350](course) points\n- [KATLAS99](course) amount of points\n- [DPEDUB.2](course) credits\n- [KKSUYP](course) the amount of ECTS\n- How many points [KKENKTK](course) is\n- How many ECTS [KASLOH3](course) will be\n- Credits [POLVOS40](course)\n- How many credits can I get from [HALYAA13](course)\n- How many ECTS can I get from [KKRUYHT](course)\n- How many student points can I get from [KASP4](course)\n- I want to know how many credits can I get from [POLVOA11](course)\n- I want to know how many ECTS can I get from [KIRA5](course)\n- I want to know how many student points can I get from [KATTAS90](course)\n- I want to know the amount of student points [KASLOE7.2](course)\n- How many points [TERA1](course)\n- How many credits [KATYVS41](course)\n- How many ECTS [KATTAS90](course)\n- How many student credits [BIO4380](course)\n- How many student points [HALJTS08](course)\n- How many student credits from [ENGA10](course)\n- How many student points from [BTK1062(course)\n- How many ECTS from [POHA6](course)\n- How many student credits is [TERHOJ4](course)\n- How many points is [LOGS8](course)\n- How many credits is [HISJATKO](course)\n- How many ECTS is [POLKVS10](course)\n- How many student credits is [TERKANA2](course)\n- How many student points is [LUOYA200](course)\n- Student points [SUKKP1](course)\n- Student credits [ENGP3](course)\n- ECTS [POLKVS33](course)\n- [DPHSS203](course) ECTS\n- [KASA7](course) course points\n- [KKENVAL8](course) student points\n- [TRSU01](course) points\n- [JOVPVA5](course) amount of points\n- [TERHOJ2](course) credits\n- [KASVAR1](course) the amount of ECTS\n- How many points [POLVOS31](course) is\n- How many ECTS [ITIS42](course) will be\n- Credits [LUOYA200](course)\n- How many credits can I get from [HALJTA06](course)\n- How many ECTS can I get from [MTTTS12](course)\n- How many student points can I get from [ENGS10](course)\n- I want to know how many credits can I get from [TIETS05](course)\n- I want to know how many ECTS can I get from [POLVOA32](course)\n- I want to know how many student points can I get from [KKSUPRO](course)\n- I want to know the amount of student points [KKRA4](course)\n\n## intent:paikka\n- Where is [LOGA2](course)\n- Where is course [HALYAS99](course)\n- Where is class [LTLY16](course)\n- Where is lecture [HTIS60](course)\n- Where is the classroom [TAYJ042](course)\n- Where can I find [RANA5](course)\n- How to get to [POLKVA21](course)\n- Where [SOS10.1.3](course)\n- Location [POLPOP05](course)\n- Find [POHS5](course)\n- How to find [MVKS39E/S]\n- How can I find [KASSG](course)\n- Which classroom is [KATYVA36](course)\n- What is the classroom for [JOUJOVTS/JMMETU](course)\n- Which room is [KKRUPRE2](course)\n- I'd like to find [JOVA6/JMMETUS(course)\n- Where can I find [STYA7](course)\n- [KKVE4](course) place\n- [BTK2051](course) where\n- [HALKOS24] (course) location\n- Locate [KATLAS99](course)\n- Where is [KKRA3](course) located\n- The location of [MTTTA7](course) class\n- I can't find [PEACE046](course)\n- I'm trying to find [KKENYHT](course)\n- I want to know the location of [YKTM4](course)\n- I want to know where [ITIS35](course) is\n- I want to know the classroom for [KKSUPRO](course)\n- I want to know how to find [TRSU01](course)\n- Where is [VIROP2](course)\n- Where is course [NAM-IV](course)\n- Where is class [PCP11](course)\n- Where is lecture [TERHOIA4](course)\n- Where is the classroom [TRSU05](course)\n- Where can I find [HALKAA12](course)\n- How to get to [KASA11](course)\n- Where [SAKA5](course)\n- Location [HALYAP01](course)\n- Find [KASLOM11](course)\n- How to find [HALHAS19]\n- How can I find [MVKS15R](course)\n- Which classroom is [STYA3B1](course)\n- What is the classroom for [SUOT1](course)\n- Which room is [KASA6](course)\n- I'd like to find [PGHAS06(course)\n- Where can I find [DPHSF503](course)\n- [PEACE045](course) place\n- [YKT09.4](course) where\n- [ENGS4] (course) location\n- Locate [COSOPC1](course)\n- Where is [POLPOP04](course) located\n- The location of [JKKYORP1](course) class\n- I can't find [HALJUA62](course)\n- I'm trying to find [SAKP3](course)\n- I want to know the location of [HTIS85](course)\n- I want to know where [VENP2](course) is\n- I want to know the classroom for [KASLOK1](course)\n- I want to know how to find [POLPOP03](course)\n- Where is [KATSTA12](course)\n- Where is course [KASA13](course)\n- Where is class [PSYS1](course)\n- Where is lecture [KASLOM2](course)\n- Where is the classroom [BTK4661](course)\n- Where can I find [POHP6](course)\n- How to get to [SUKKP3](course)\n- Where [POLVOA31/S26/27](course)\n- Location [SOS10.6](course)\n- Find [HALYAA14](course)\n- How to find [FILS2B/C]\n- How can I find [TERY5B](course)\n- Which classroom is [KATLAS23](course)\n- What is the classroom for [JOVPVS5](course)\n- Which room is [FILJATKO](course)\n- I'd like to find [VENA11(course)\n- Where can I find [POLKVA23](course)\n- [BIOMJ016](course) place\n- [PGHMTS](course) where\n- [BTK1053] (course) location\n- Locate [VENA10](course)\n- Where is [DPHSM304](course) located\n- The location of [TAYJ024](course) class\n- I can't find [HALYHT](course)\n- I'm trying to find [KATMAS13](course)\n- I want to know the location of [KATTAA40](course)\n- I want to know where [HISA2](course) is\n- I want to know the classroom for [HALJUA19](course)\n- I want to know how to find [KASLOE8.1](course)\n- Where is [TAYJ035](course)\n- Where is course [TERA6](course)\n- Where is class [ITIS12](course)\n- Where is lecture [POLVOS10](course)\n- Where is the classroom [KASVAR6](course)\n- Where can I find [TIEP1](course)\n- How to get to [KATLAS17](course)\n- Where [LTLY07](course)\n- Location [SAKA8](course)\n- Find [KASP3](course)\n- How to find [NAM-VI]\n- How can I find [ROMAP5](course)\n- Which classroom is [COSOPON4](course)\n- What is the classroom for [POLKVA11](course)\n- Which room is [TAYJ035](course)\n- I'd like to find [TERY4(course)\n- Where can I find [KKSULL](course)\n- [SAKS1](course) place\n- [KATPAL11](course) where\n- [MEDU09] (course) location\n- Locate [TERHOI2](course)\n- Where is [POHA1](course) located\n- The location of [KKRUKTK](course) class\n- I can't find [ENGS2](course)\n- I'm trying to find [LTLY01](course)\n- I want to know the location of [ITIA11](course)\n- I want to know where [ITIA11](course) is\n- I want to know the classroom for [TAYJ033](course)\n- I want to know how to find [KKSUBMT](course)\n- Where is [KASSM1](course)\n- Where is course [KATJOA14](course)\n- Where is class [JKKYINA15](course)\n- Where is lecture [HTIY006](course)\n- Where is the classroom [DPLSSEM](course)\n- Where can I find [TRSU07](course)\n- How to get to [KKES2](course)\n- Where [HALJUA61](course)\n- Location [YKT07.2](course)\n- Find [KASA5](course)\n- How to find [MTTTA6]\n- How can I find [KASA12](course)\n- Which classroom is [MVKS17V](course)\n- What is the classroom for [KASA2](course)\n- Which room is [KKSUHY](course)\n- I'd like to find [SOS04.4(course)\n- Where can I find [COSOPON5](course)\n- [STYS3A](course) place\n- [KASVARH](course) where\n- [SUOA2] (course) location\n- Locate [TIETS44](course)\n- Where is [NORDIG4](course) located\n- The location of [PSYA4](course) class\n- I can't find [HALJTA14](course)\n- I'm trying to find [KASP4](course)\n- I want to know the location of [DPLSSEM](course)\n- I want to know where [TIETA8](course) is\n- I want to know the classroom for [DPCMTJT3](course)\n- I want to know how to find [TSEKP2](course)\n- Where is [TAYJ027](course)\n- Where is course [HISA2](course)\n- Where is class [KKENVAL2](course)\n- Where is lecture [POLVOA21](course)\n- Where is the classroom [POLKVA33](course)\n- Where can I find [KASA11](course)\n- How to get to [TIETA18](course)\n- Where [STYA3B2](course)\n- Location [KASA6](course)\n- Find [POHP3](course)\n- How to find [HISA2]\n- How can I find [TAYJ032](course)\n- Which classroom is [TERTIETO2](course)\n- What is the classroom for [VENT1](course)\n- Which room is [TERKAN14](course)\n- I'd like to find [HISP1(course)\n- Where can I find [GTS1](course)\n- [TIETS19](course) place\n- [HALJTS06](course) where\n- [DPCMTJ2] (course) location\n- Locate [MVKS11](course)\n- Where is [TERA6](course) located\n- The location of [ITIS24](course) class\n- I can't find [RUST1/RUST3](course)\n- I'm trying to find [POLKVA23](course)\n- I want to know the location of [ITIA03](course)\n- I want to know where [POLPOP02](course) is\n- I want to know the classroom for [MVKS16V](course)\n- I want to know how to find [SUOR1/A6](course)\n- Where is [MEDU10](course)\n- Where is course [ITIS22](course)\n- Where is class [KASA9](course)\n- Where is lecture [SOS10.2](course)\n- Where is the classroom [LOGS3](course)\n- Where can I find [KKRULUK](course)\n- How to get to [COSOPON1](course)\n- Where [KATVRS44](course)\n- Location [PSYS3](course)\n- Find [PSYP1](course)\n- How to find [ENGA12]\n- How can I find [LOGP3](course)\n- Which classroom is [KASA8](course)\n- What is the classroom for [BIO2085](course)\n- Which room is [KKSA1](course)\n- I'd like to find [POLKVA42(course)\n- Where can I find [ITIY003](course)\n- [ESPFA2](course) place\n- [HALJUA64](course) where\n- [PSYP1] (course) location\n- Locate [HALKAP01](course)\n- Where is [MTTMA2](course) located\n- The location of [MOLI](course) class\n- I can't find [MVKS57](course)\n- I'm trying to find [HALYAP01](course)\n- I want to know the location of [SAKA4](course)\n- I want to know where [LTLY16](course) is\n- I want to know the classroom for [LUOYA200](course)\n- I want to know how to find [HALHAS19](course)\n- Where is [PGHINT](course)\n- Where is course [HTIY006](course)\n- Where is class [SOP03.1](course)\n- Where is lecture [VENS10](course)\n- Where is the classroom [POLKVA23](course)\n- Where can I find [BTK1014](course)\n- How to get to [ROMAP3](course)\n- Where [TIEA2.1B](course)\n- Location [JKKYTVA13](course)\n- Find [JOVVAL](course)\n- How to find [ITIS35]\n- How can I find [SOSM2](course)\n- Which classroom is [SAKA6](course)\n- What is the classroom for [KASLOM11](course)\n- Which room is [RUST2/VENS13](course)\n- I'd like to find [HALJUA19(course)\n- Where can I find [YKT6.4.3](course)\n- [YKYYV07](course) place\n- [POLKVA42](course) where\n- [KASERIT4] (course) location\n- Locate [ENGA9](course)\n- Where is [KASLOM5](course) located\n- The location of [KATYVA36](course) class\n- I can't find [SAKP4](course)\n- I'm trying to find [TERA6](course)\n- I want to know the location of [KASPUHS6](course)\n- I want to know where [TERHOIA4](course) is\n- I want to know the classroom for [PEDA3](course)\n- I want to know how to find [HALJTA12](course)\n- Where is [KASVAR3](course)\n- Where is course [TSEKP1](course)\n- Where is class [POLYEP12](course)\n- Where is lecture [KASLOM6](course)\n- Where is the classroom [KATLAA15](course)\n- Where can I find [SOS4.5](course)\n- How to get to [DPYT](course)\n- Where [TRMU1](course)\n- Location [TERY4](course)\n- Find [FILA3](course)\n- How to find [BTK4661]\n- How can I find [KATLITO2](course)\n- Which classroom is [IGS006](course)\n- What is the classroom for [TERY4](course)\n- Which room is [MVKS36/31](course)\n- I'd like to find [KATVRS44(course)\n- Where can I find [SUOK2/A6](course)\n- [FONEP2](course) place\n- [KATJOS11](course) where\n- [RUST5/VENS10] (course) location\n- Locate [KASLOM6](course)\n- Where is [KASTUTVA](course) located\n- The location of [KATLAS25](course) class\n- I can't find [KASA9](course)\n- I'm trying to find [ITIS61](course)\n- I want to know the location of [KASP4](course)\n- I want to know where [BIO2310](course) is\n- I want to know the classroom for [FILS1A](course)\n- I want to know how to find [KKSUPRO](course)\n- Where is [SOSM6.1](course)\n- Where is course [TRSU02](course)\n- Where is class [SOS09.1](course)\n- Where is lecture [KASA5](course)\n- Where is the classroom [POLKVS33](course)\n- Where can I find [TRSU06](course)\n- How to get to [KATRAS12](course)\n- Where [HALJTA02](course)\n- Location [KATTAA40](course)\n- Find [HISA4](course)\n- How to find [DPHSR402]\n- How can I find [KATVAS11](course)\n- Which classroom is [ITIS61](course)\n- What is the classroom for [ITIS24](course)\n- Which room is [ENGS3](course)\n- I'd like to find [MOLI(course)\n- Where can I find [KASVAR6](course)\n- [KKSU5](course) place\n- [VENA1](course) where\n- [KASA7] (course) location\n- Locate [JOVA7/JMMETUS](course)\n- Where is [KATLAS13](course) located\n- The location of [KKENMP3](course) class\n- I can't find [KKSULUK](course)\n- I'm trying to find [ENGP7](course)\n- I want to know the location of [HALHAP01](course)\n- I want to know where [DPLSSEM](course) is\n- I want to know the classroom for [JOVA16](course)\n- I want to know how to find [PSYS14](course)\n- Where is [VENA7](course)\n- Where is course [IGS005](course)\n- Where is class [TSEKP1](course)\n- Where is lecture [JOVPVA7](course)\n- Where is the classroom [FILP3B](course)\n- Where can I find [KASSG](course)\n- How to get to [LOGP1](course)\n- Where [YKT07.2](course)\n- Location [KASLOM3](course)\n- Find [POLVOS27](course)\n- How to find [DPIT1]\n- How can I find [KKRUVAL1](course)\n- Which classroom is [HALYAP01](course)\n- What is the classroom for [POLPOP01](course)\n- Which room is [PCP10/NAM IV](course)\n- I'd like to find [KKENVAL8(course)\n- Where can I find [PSYA5](course)\n- [YKT04.2](course) place\n- [SOP03.6](course) where\n- [KKSUSOTE] (course) location\n- Locate [KASVARPH](course)\n- Where is [SUOA4](course) located\n- The location of [HTIS80](course) class\n- I can't find [YKT09.4](course)\n- I'm trying to find [KASP5](course)\n- I want to know the location of [SAKA9](course)\n- I want to know where [JOVPVA7](course) is\n- I want to know the classroom for [TERKAN11](course)\n- I want to know how to find [JKKYTUO2](course)\n- Where is [TAYJ11](course)\n- Where is course [SOS6.3.3](course)\n- Where is class [TERTIETO3](course)\n- Where is lecture [JKKYVP11](course)\n- Where is the classroom [KASSM2](course)\n- Where can I find [LOGS4](course)\n- How to get to [KATYVA41](course)\n- Where [KKRULL](course)\n- Location [SOS10.6](course)\n- Find [KKES5](course)\n- How to find [MTTMA4]\n- How can I find [HALJUA42](course)\n- Which classroom is [RUST1/RUST3](course)\n- What is the classroom for [KASSY3](course)\n- Which room is [BTK1062](course)\n- I'd like to find [KASMAT2(course)\n- Where can I find [ENGS40](course)\n- [KKENKTM](course) place\n- [KASMULTI2B](course) where\n- [JOVP2] (course) location\n- Locate [SUOS4](course)\n- Where is [KKES3](course) located\n- The location of [MTTA2](course) class\n- I can't find [POLKVS32](course)\n- I'm trying to find [KKRUVAL1](course)\n- I want to know the location of [COSOPOM2](course)\n- I want to know where [KKSAVAL0](course) is\n- I want to know the classroom for [PEDA3](course)\n- I want to know how to find [KASLOK3](course)\n- Where is [KASA12](course)\n- Where is course [FILA7](course)\n- Where is class [KATTAS34](course)\n- Where is lecture [MTTMP1A](course)\n- Where is the classroom [KASLTT](course)\n- Where can I find [HALYAS11](course)\n- How to get to [KKSUSOTE](course)\n- Where [HALJUA62](course)\n- Location [MVKS16V](course)\n- Find [KASLOE6.2](course)\n- How to find [KASLOM3]\n- How can I find [TAYJ035](course)\n- Which classroom is [JOUJOVTS](course)\n- What is the classroom for [SOS4.3](course)\n- Which room is [PSYP5](course)\n- I'd like to find [KATRAA12(course)\n- Where can I find [TAYJ027](course)\n- [KASSM2](course) place\n- [POHP4](course) where\n- [ENGA13] (course) location\n- Locate [KIRA3G](course)\n- Where is [KASLOE2.2](course) located\n- The location of [MTTTS14](course) class\n- I can't find [ENGS13/15-16](course)\n- I'm trying to find [HALJTA21](course)\n- I want to know the location of [MTTS1](course)\n- I want to know where [ITIP5](course) is\n- I want to know the classroom for [POLVOS33](course)\n- I want to know how to find [KATTAA12A](course)\n- Where is [KATYVA44](course)\n- Where is course [ESPFA1](course)\n- Where is class [KASP5](course)\n- Where is lecture [JKKYOA12](course)\n- Where is the classroom [KKRUBMT](course)\n- Where can I find [KIRP2](course)\n- How to get to [FONEP1](course)\n- Where [PEDAYOP4](course)\n- Location [KKES4](course)\n- Find [HTIS87](course)\n- How to find [KKENVAL3]\n- How can I find [HALJUA61](course)\n- Which classroom is [MTTMS1](course)\n- What is the classroom for [KASA2](course)\n- Which room is [TERTIETO1](course)\n- I'd like to find [TRMU5(course)\n- Where can I find [ENGS22-24](course)\n- [KASP2](course) place\n- [KKENVAL9](course) where\n- [KATVAA12] (course) location\n- Locate [BTK1053](course)\n- Where is [KIRS3](course) located\n- The location of [POLKVA41](course) class\n- I can't find [TIETS19](course)\n- I'm trying to find [POHA9](course)\n- I want to know the location of [JOVA7](course)\n- I want to know where [ITIS42](course) is\n- I want to know the classroom for [HEAAE03](course)\n- I want to know how to find [MVKS24E](course)\n- Where is [KIRS5](course)\n- Where is course [KKRUYHT](course)\n- Where is class [POLVOA31](course)\n- Where is lecture [KASVAR9](course)\n- Where is the classroom [KASLOE7.1](course)\n- Where can I find [MTTTP1](course)\n- How to get to [ITIP3](course)\n- Where [VENA10](course)\n- Location [KKENVAL9](course)\n- Find [TERHOI4](course)\n- How to find [BTK5003]\n- How can I find [HTIS79](course)\n- Which classroom is [JOVA2](course)\n- What is the classroom for [KASVART3](course)\n- Which room is [SAKA1](course)\n- I'd like to find [KATLAS15(course)\n- Where can I find [SOS9](course)\n- [KASA11](course) place\n- [STYVA](course) where\n- [DPEDUA.1A] (course) location\n- Locate [JOVA17](course)\n- Where is [TAYJ13](course) located\n- The location of [SOS4.5](course) class\n- I can't find [SAKP2](course)\n- I'm trying to find [RANP3](course)\n- I want to know the location of [ITIP2](course)\n- I want to know where [KKENMP3](course) is\n- I want to know the classroom for [KKSUVAL3](course)\n- I want to know how to find [KKENVAL8](course)\n- Where is [KATLAA99](course)\n- Where is course [TERHOI4](course)\n- Where is class [BTK2020](course)\n- Where is lecture [PEDA4](course)\n- Where is the classroom [YKYYHT1](course)\n- Where can I find [KATVAA11](course)\n- How to get to [KATTAA12B](course)\n- Where [STYS1B4](course)\n- Location [BTK3210](course)\n- Find [KASLOM6](course)\n- How to find [PSYP2]\n- How can I find [TAYJ025](course)\n- Which classroom is [TERA6](course)\n- What is the classroom for [TRMU2](course)\n- Which room is [HALHAA13](course)\n- I'd like to find [SOS04.4(course)\n- Where can I find [JOUJOVTS](course)\n- [MOLI](course) place\n- [KASLOM5](course) where\n- [STYA3B2] (course) location\n- Locate [TAYJ035](course)\n- Where is [KATLITO4](course) located\n- The location of [VENA11](course) class\n- I can't find [STYA3B](course)\n- I'm trying to find [KASVART2](course)\n- I want to know the location of [TIETS05](course)\n- I want to know where [POLKVA22](course) is\n- I want to know the classroom for [STYP1A](course)\n- I want to know how to find [TIETS13](course)\n- Where is [KKENKTMO](course)\n- Where is course [POLKVA23](course)\n- Where is class [KASLOE4.1](course)\n- Where is lecture [TAYJ032](course)\n- Where is the classroom [KASP3](course)\n- Where can I find [HTIS87](course)\n- How to get to [SOSM6.3](course)\n- Where [KATYVS24](course)\n- Location [FONEA4](course)\n- Find [KATTAS40](course)\n- How to find [KKSUYHT]\n- How can I find [JOVA11](course)\n- Which classroom is [BIO4722](course)\n- What is the classroom for [PSYA10](course)\n- Which room is [KKSUVAL3](course)\n- I'd like to find [DPJKKPS(course)\n- Where can I find [HALJTS01](course)\n- [KATLITO2](course) place\n- [MVKS47](course) where\n- [MTTMY1] (course) location\n- Locate [SAKP3](course)\n- Where is [TAYJ032](course) located\n- The location of [MVKS54](course) class\n- I can't find [COSOPC2](course)\n- I'm trying to find [MTTMA15](course)\n- I want to know the location of [POLKVS22](course)\n- I want to know where [DPEDUB.1A](course) is\n- I want to know the classroom for [PSYS14](course)\n- I want to know how to find [KASP4](course)\n- Where is [LTLY16](course)\n- Where is course [PSYA1](course)\n- Where is class [BTK1099](course)\n- Where is lecture [POHA12](course)\n- Where is the classroom [KASLOM2](course)\n- Where can I find [STYA3B](course)\n- How to get to [POHA14](course)\n- Where [KATLAS13](course)\n- Location [MTTTA2](course)\n- Find [TERHOJ1](course)\n- How to find [KKSUVAL3]\n- How can I find [ITIS11](course)\n- Which classroom is [KASA5](course)\n- What is the classroom for [KASP4](course)\n- Which room is [JOVTS2](course)\n- I'd like to find [HALKAS12(course)\n- Where can I find [ITIA7](course)\n- [HALJUA44](course) place\n- [ENGA4](course) where\n- [BTK4121] (course) location\n- Locate [TAYJ11](course)\n- Where is [ENGP8](course) located\n- The location of [BIO4661](course) class\n- I can't find [KKVE3](course)\n- I'm trying to find [FILA9](course)\n- I want to know the location of [STYS3B2](course)\n- I want to know where [STYS3](course) is\n- I want to know the classroom for [JOVAT2](course)\n- I want to know how to find [KATYVA52](course)\n- Where is [ENGP7](course)\n- Where is course [KASVAR1](course)\n- Where is class [KIRA2](course)\n- Where is lecture [BTK4501](course)\n- Where is the classroom [DPIPEF05](course)\n- Where can I find [TRSU03](course)\n- How to get to [TAYJ13](course)\n- Where [HISA1B](course)\n- Location [STYS2A](course)\n- Find [MOLI](course)\n- How to find [KATSTA14]\n- How can I find [PGHES01](course)\n- Which classroom is [ENGA1](course)\n- What is the classroom for [JOVPVS13](course)\n- Which room is [KASA15](course)\n- I'd like to find [PSYP1(course)\n- Where can I find [KATLAA23](course)\n- [MVKS18E](course) place\n- [JOVA18](course) where\n- [JOVKA4] (course) location\n- Locate [LUOYY020](course)\n- Where is [TRSU01](course) located\n- The location of [LOGP3](course) class\n- I can't find [KATMAA99](course)\n- I'm trying to find [JOVKA4](course)\n- I want to know the location of [KASS1](course)\n- I want to know where [ITIS23](course) is\n- I want to know the classroom for [TERTIETO3](course)\n- I want to know how to find [FILS1](course)\n- Where is [TAYJ034](course)\n- Where is course [POLKAA99](course)\n- Where is class [DPMED15](course)\n- Where is lecture [SUOS1](course)\n- Where is the classroom [ENGP9](course)\n- Where can I find [KATTAA12B](course)\n- How to get to [KASLOM2](course)\n- Where [MTTY1](course)\n- Location [KKSUPRO](course)\n- Find [TERHOIA1](course)\n- How to find [TAYJ035]\n- How can I find [KASSO7](course)\n- Which classroom is [ENGA12](course)\n- What is the classroom for [TERTIETO3](course)\n- Which room is [COSOPC1](course)\n- I'd like to find [BTK4701(course)\n- Where can I find [KASP4](course)\n- [SOS6.2.4](course) place\n- [JOVA4](course) where\n- [POLKAA99] (course) location\n- Locate [STYS1B4](course)\n- Where is [DPIPEF05](course) located\n- The location of [JKKYOA11](course) class\n- I can't find [MTTTP1](course)\n- I'm trying to find [POLPOP05](course)\n- I want to know the location of [KASA13](course)\n- I want to know where [SOS04.4](course) is\n- I want to know the classroom for [KATYVS42](course)\n- I want to know how to find [KKSUBMT](course)\n- Where is [SUKKP5A](course)\n- Where is course [SUOR1/A6](course)\n- Where is class [KATTAA35](course)\n- Where is lecture [MVKS34](course)\n- Where is the classroom [JOVA16](course)\n- Where can I find [TERTIETO3](course)\n- How to get to [FONEP3](course)\n- Where [VIROP1](course)\n- Location [KASSY1](course)\n- Find [KATTAA13A](course)\n- How to find [JKKYORP1]\n- How can I find [KIRA5](course)\n- Which classroom is [DPLASEM](course)\n- What is the classroom for [ENGP1](course)\n- Which room is [ENGA5](course)\n- I'd like to find [BIOMJ016(course)\n- Where can I find [HISA4](course)\n- [DPEDUE](course) place\n- [PSYS12](course) where\n- [STYA3B1] (course) location\n- Locate [KASVARH](course)\n- Where is [FONEA4](course) located\n- The location of [POLKVA11](course) class\n- I can't find [TECHS1](course)\n- I'm trying to find [SOSM5.1](course)\n- I want to know the location of [KATVRP12](course)\n- I want to know where [POLKVS21](course) is\n- I want to know the classroom for [DPHSFC01](course)\n- I want to know how to find [BIO4440](course)\n- Where is [KKIN5](course)\n- Where is course [TECHS5](course)\n- Where is class [KATSTA11](course)\n- Where is lecture [HALJTJ00](course)\n- Where is the classroom [LTLY229](course)\n- Where can I find [KASLOM10](course)\n- How to get to [KATMAA99](course)\n- Where [ESPFA2](course)\n- Location [TIETA18](course)\n- Find [RANAV3](course)\n- How to find [KASA9]\n- How can I find [ENGA6](course)\n- Which classroom is [LTLY16](course)\n- What is the classroom for [KATLAS11](course)\n- Which room is [PEDA5](course)\n- I'd like to find [KASLOM3(course)\n- Where can I find [KKSUHUK](course)\n- [SAKA11](course) place\n- [KKSU8](course) where\n- [POLVOA22] (course) location\n- Locate [TERKANA4](course)\n- Where is [TIEY2](course) located\n- The location of [KATYVA12](course) class\n- I can't find [STYA1A](course)\n- I'm trying to find [MTTS1](course)\n- I want to know the location of [KKENKTM](course)\n- I want to know where [KASVAR11](course) is\n- I want to know the classroom for [HTIS54](course)\n- I want to know how to find [KATRAA11](course)\n- Where is [KKRULL](course)\n- Where is course [HALJTS99](course)\n- Where is class [KASVAR11](course)\n- Where is lecture [KKENVAL4](course)\n- Where is the classroom [MTTS1](course)\n- Where can I find [KATLAA22](course)\n- How to get to [TRSU03](course)\n- Where [KATYVA99](course)\n- Location [PSYS16](course)\n- Find [POLKVA43](course)\n- How to find [YKTT10.2]\n- How can I find [DPIS1](course)\n- Which classroom is [ITIP5](course)\n- What is the classroom for [TAYJ042](course)\n- Which room is [POLKVA42](course)\n- I'd like to find [KATTAS31(course)\n- Where can I find [DPHSR404](course)\n- [YKIEP4](course) place\n- [DPHSS204](course) where\n- [ENGS22-24] (course) location\n- Locate [BIO4470](course)\n- Where is [KATTAS11](course) located\n- The location of [KATYVS99](course) class\n- I can't find [KATVRA24](course)\n- I'm trying to find [DPCMTJT4](course)\n- I want to know the location of [POLKVA11](course)\n- I want to know where [TAYJ12](course) is\n- I want to know the classroom for [KASA8](course)\n- I want to know how to find [KATYVS24](course)\n- Where is [LOGP1](course)\n- Where is course [FONEA4](course)\n- Where is class [KKIN1](course)\n- Where is lecture [KATVRS55](course)\n- Where is the classroom [BTK0002](course)\n- Where can I find [KASPUHS6](course)\n- How to get to [SUOS1](course)\n- Where [KASS2](course)\n- Location [PSYS6B](course)\n- Find [TERTIETO5](course)\n- How to find [KASS1]\n- How can I find [TAYJ024](course)\n- Which classroom is [PEDA2](course)\n- What is the classroom for [HISA4](course)\n- Which room is [KASLOM8](course)\n- I'd like to find [KASA3(course)\n- Where can I find [KASA11](course)\n- [DPLA01](course) place\n- [KASMULTI4](course) where\n- [SAKA4] (course) location\n- Locate [JOVP5](course)\n- Where is [MVKS42S](course) located\n- The location of [TRSU02](course) class\n- I can't find [TIETA13](course)\n- I'm trying to find [KKSUPRO](course)\n- I want to know the location of [KATVRA30](course)\n- I want to know where [MOLI](course) is\n- I want to know the classroom for [KASPUHP1](course)\n- I want to know how to find [HISA4](course)\n- Where is [SOS6.4.2](course)\n- Where is course [HALTTS11](course)\n- Where is class [KKSAPRE1](course)\n- Where is lecture [KKKI2](course)\n- Where is the classroom [KATVRA12](course)\n- Where can I find [KASA12](course)\n- How to get to [DPCMTJ2/JMMETUS](course)\n- Where [MVKS10](course)\n- Location [TERHOO2](course)\n- Find [STYP1B](course)\n- How to find [ENGS3]\n- How can I find [HISA2](course)\n- Which classroom is [RANP0](course)\n- What is the classroom for [KATVAA14](course)\n- Which room is [LATAP4](course)\n- I'd like to find [MTTTP4(course)\n- Where can I find [BTK4320](course)\n- [KASP1-2, KASP5](course) place\n- [HALKAS13](course) where\n- [TERHOIA4] (course) location\n- Locate [PSYP5](course)\n- Where is [BTK2020](course) located\n- The location of [KASLOH3](course) class\n- I can't find [KIRA5](course)\n- I'm trying to find [KATYVA44](course)\n- I want to know the location of [POLPOP02](course)\n- I want to know where [HALYAP01](course) is\n- I want to know the classroom for [LTLY16](course)\n- I want to know how to find [KASLOM4](course)\n- Where is [KASLOM11](course)\n- Where is course [DPIS1](course)\n- Where is class [PEDAYOP2](course)\n- Where is lecture [HALYAS11](course)\n- Where is the classroom [KASP3](course)\n- Where can I find [JOVA17](course)\n- How to get to [YKIEP1](course)\n- Where [SOSM5.1](course)\n- Location [HISOKV1](course)\n- Find [BTK5001](course)\n- How to find [KASELOHA]\n- How can I find [TIETS46](course)\n- Which classroom is [ESPFP3](course)\n- What is the classroom for [PEACE045](course)\n- Which room is [BTK0001](course)\n- I'd like to find [BTK3125(course)\n- Where can I find [TERHOIA1](course)\n- [KKKI1](course) place\n- [TIEY2](course) where\n- [LUOYY025] (course) location\n- Locate [HALKAS99](course)\n- Where is [DPCMTJ4](course) located\n- The location of [KATSTA13](course) class\n- I can't find [IGS006](course)\n- I'm trying to find [HALKAA16](course)\n- I want to know the location of [KKRUYHT](course)\n- I want to know where [POLKVA11](course) is\n- I want to know the classroom for [HISA1B](course)\n- I want to know how to find [KASLOM1](course)\n- Where is [YKYYHT5](course)\n- Where is course [ENGA10](course)\n- Where is class [LTLY16](course)\n- Where is lecture [POLPOP01](course)\n- Where is the classroom [KASP1](course)\n- Where can I find [ESPFA4](course)\n- How to get to [HISJATKO](course)\n- Where [ENGA1](course)\n- Location [KKENYHT](course)\n- Find [BTK4701](course)\n- How to find [HALHAA15]\n- How can I find [LOGA1](course)\n- Which classroom is [POLKAA99](course)\n- What is the classroom for [HALJUS11](course)\n- Which room is [KASVAR2](course)\n- I'd like to find [PGHES01(course)\n- Where can I find [POLVOA52](course)\n- [HISA4](course) place\n- [ITIS14](course) where\n- [ITIA11] (course) location\n- Locate [KASA6](course)\n- Where is [KASLOE1.1](course) located\n- The location of [KASVAR4](course) class\n- I can't find [YKYYV07](course)\n- I'm trying to find [KIRA3B](course)\n- I want to know the location of [PSYA1](course)\n- I want to know where [FILA3](course) is\n- I want to know the classroom for [KKSUYP](course)\n- I want to know how to find [KATTAS40](course)\n- Where is [KKIN5](course)\n- Where is course [KASLOH1](course)\n- Where is class [SUKKP4](course)\n- Where is lecture [KATJOA15](course)\n- Where is the classroom [HALKAA16](course)\n- Where can I find [PSYP5](course)\n- How to get to [JOVA17](course)\n- Where [KATLAA11](course)\n- Location [YKYYHT2](course)\n- Find [TECHS2](course)\n- How to find [ENGA8]\n- How can I find [KATYVA35](course)\n- Which classroom is [SAKA4](course)\n- What is the classroom for [TAYJ031](course)\n- Which room is [KASP4](course)\n- I'd like to find [SOS08.3(course)\n- Where can I find [PSYP1](course)\n- [KATTAS22B](course) place\n- [HALJUA42](course) where\n- [KKRULUK] (course) location\n- Locate [JOVTS7](course)\n- Where is [KASA6](course) located\n- The location of [MTTMS3](course) class\n- I can't find [STYS2A](course)\n- I'm trying to find [ESPFP2](course)\n- I want to know the location of [ENGS7-9](course)\n- I want to know where [KKES4](course) is\n- I want to know the classroom for [KKENKTM](course)\n- I want to know how to find [KASSM2](course)\n- Where is [PEDA2](course)\n- Where is course [KASA15](course)\n- Where is class [STYS3C](course)\n- Where is lecture [KASLOE7.2](course)\n- Where is the classroom [GTS3](course)\n- Where can I find [ITIP4](course)\n- How to get to [MTTTA4](course)\n- Where [HALTTS12](course)\n- Location [TERY4](course)\n- Find [KASMULTI3](course)\n- How to find [LOGA2]\n- How can I find [KASP3](course)\n- Which classroom is [KASA5](course)\n- What is the classroom for [KATJOS21](course)\n- Which room is [KASLOE7.1](course)\n- I'd like to find [TAYJ032(course)\n- Where can I find [YKTM4](course)\n- [TERKAN18](course) place\n- [KASP3](course) where\n- [POLKVA33] (course) location\n- Locate [TERHOIA1](course)\n- Where is [HALYAS11](course) located\n- The location of [RANA7](course) class\n- I can't find [KKSUBMT](course)\n- I'm trying to find [KKSUBMT](course)\n- I want to know the location of [SOS6.1.3](course)\n- I want to know where [KASVAR4](course) is\n- I want to know the classroom for [TIEA5](course)\n- I want to know how to find [KKVE4](course)\n- Where is [HALJTP01](course)\n- Where is course [MVKS30](course)\n- Where is class [JOVP5](course)\n- Where is lecture [MTTY4](course)\n- Where is the classroom [TIEP3](course)\n- Where can I find [HALJTS99](course)\n- How to get to [KASPUHA5](course)\n- Where [HISA4](course)\n- Location [HALJTA04](course)\n- Find [TERHOI6](course)\n- How to find [JOVA13]\n- How can I find [JOVA2](course)\n- Which classroom is [HISA4](course)\n- What is the classroom for [TERKANA2](course)\n- Which room is [KASP4](course)\n- I'd like to find [JOVTS5](course)\n- Where can I find [KATVRP11](course)\n- [KATLAA13](course) place\n- [MVKS02](course) where\n- [PSYA9] (course) location\n- Locate [FILP3B](course)\n- Where is [KKES3](course) located\n- The location of [HIST02](course) class\n- I can't find [POLVOA42](course)\n- I'm trying to find [ENGA6](course)\n- I want to know the location of [KKSU4](course)\n- I want to know where [KATTAA12A](course) is\n- I want to know the classroom for [LOGS4](course)\n- I want to know how to find [KASA12](course)\n\n## intent:opetusajat\n- Schedule [HALKOS23](course)\n- [KASSG](course) schedule\n- [TERKAN1](course) weekly schedule\n- [YKTT10.2](course) weekly\n- What is the schedule for [HISA4](course)\n- What is the schedule [BIO4230](course)\n- When are classes for [KASSO1](course)\n- Classes [KKRUKTMO](course)\n- When are classes [LFCS03](course)\n- Teaching times [SOS6.3.2](course)\n- Teaching hours [KATVAS31](course)\n- Teaching [HALJTS03](course)\n- [v](course) teaching\n- Week [GTS1](course)\n- Lectures [KASPUHA4](course)\n- When are lectures [JKKYTUO2](course)\n- Hours weekly [STYS2A](course)\n- When are the classes [KASMULTI2B](course) weekly\n- [POMLFCS3](course) teaching times\n- When are [LOGA8](course) teaching times\n- What are [KKSUPRO](course) teaching times\n- When are lectures [TERA6](course)\n- The schedule for [KASERIT4](course)\n- What are the teaching times for [HALKAS15](course)\n- [HALKAP01](course) times\n- [HISA2](course) hours\n- I want to know when [KATMAP11](course) teaching times are\n- I want to know teaching times of [ESPFP1](course)\n- I want to know the schedule of [HALJUA61](course)\n- I want to know when the lectures in course [TERHOJ1](course) are- Schedule [MVKS40/62](course)\n- [ITIS35](course) schedule\n- [KKIN5](course) weekly schedule\n- [MTTTP1](course) weekly\n- What is the schedule for [DPHSR401](course)\n- What is the schedule [KASA15](course)\n- When are classes for [TERKANA5](course)\n- Classes [TAYJ041](course)\n- When are classes [RUST5/VENS10](course)\n- Teaching times [KASVAR7](course)\n- Teaching hours [KATVAS11](course)\n- Teaching [KKRUKTK](course)\n- [v](course) teaching\n- Week [POLVOS10](course)\n- Lectures [KAMYVS99](course)\n- When are lectures [FILP3B](course)\n- Hours weekly [KKENMP3](course)\n- When are the classes [TERY4](course) weekly\n- [MTTMP4](course) teaching times\n- When are [HISA2](course) teaching times\n- What are [BIO2350](course) teaching times\n- When are lectures [MTTTP4](course)\n- The schedule for [MVKS42V](course)\n- What are the teaching times for [BTK2051](course)\n- [KATTAS11](course) times\n- [SUOV3](course) hours\n- I want to know when [YKYYHT4B](course) teaching times are\n- I want to know teaching times of [TIEP1](course)\n- I want to know the schedule of [KATMAA99](course)\n- I want to know when the lectures in course [KKES1](course) are- Schedule [SOS10.6](course)\n- [ENGA10](course) schedule\n- [TAYJ032](course) weekly schedule\n- [PSYS4](course) weekly\n- What is the schedule for [BTK4311](course)\n- What is the schedule [MTTMA4](course)\n- When are classes for [ITIA11](course)\n- Classes [TIETS41](course)\n- When are classes [KASLOM10](course)\n- Teaching times [HISA3A](course)\n- Teaching hours [KASVAR7](course)\n- Teaching [KKSA3](course)\n- [v](course) teaching\n- Week [KKSUBMT](course)\n- Lectures [KATYVA99](course)\n- When are lectures [COSOPN2](course)\n- Hours weekly [HALKAS15](course)\n- When are the classes [SUOS4](course) weekly\n- [LATAP4](course) teaching times\n- When are [KATYVS27](course) teaching times\n- What are [KASLOK1](course) teaching times\n- When are lectures [ITIA11](course)\n- The schedule for [DPHSS204](course)\n- What are the teaching times for [SOS4.3](course)\n- [KKSUPRO](course) times\n- [KKSUPRO](course) hours\n- I want to know when [HISA2](course) teaching times are\n- I want to know teaching times of [POLKAA99](course)\n- I want to know the schedule of [TIETS46](course)\n- I want to know when the lectures in course [HALJTA04](course) are\n- Schedule [KASLOE4.3](course)\n- [KASLOM7](course) schedule\n- [PEDAYOP4](course) weekly schedule\n- [KASA2](course) weekly\n- What is the schedule for [KASA13](course)\n- What is the schedule [DPEDUB.1B](course)\n- When are classes for [BTK1015](course)\n- Classes [LUOYY020](course)\n- When are classes [STYVA](course)\n- Teaching times [ENGS42](course)\n- Teaching hours [TERA6](course)\n- Teaching [DPCMTJT3](course)\n- [v](course) teaching\n- Week [SAKP4](course)\n- Lectures [KASSM2](course)\n- When are lectures [JOVTS5](course)\n- Hours weekly [KATJOA12](course)\n- When are the classes [VENA6](course) weekly\n- [KIRS5](course) teaching times\n- When are [HISA2](course) teaching times\n- What are [JOVA11](course) teaching times\n- When are lectures [MOLI](course)\n- The schedule for [ROMAP1](course)\n- What are the teaching times for [RANS1](course)\n- [KASVAR6](course) times\n- [SAKS5](course) hours\n- I want to know when [LOGS8](course) teaching times are\n- I want to know teaching times of [KKIN5](course)\n- I want to know the schedule of [POLKVA42](course)\n- I want to know when the lectures in course [POLKVS40](course) are\n- Schedule [POLVOS27](course)\n- [JOUJOVTS](course) schedule\n- [KATJOA14](course) weekly schedule\n- [HALJUA63](course) weekly\n- What is the schedule for [KATLAS20](course)\n- What is the schedule [KIRA3G](course)\n- When are classes for [PSYS6A](course)\n- Classes [KATLITO8](course)\n- When are classes [ENGS13/15-16](course)\n- Teaching times [KASA10](course)\n- Teaching hours [JOVA9](course)\n- Teaching [DPJKKKS](course)\n- [v](course) teaching\n- Week [MTTA2](course)\n- Lectures [NAM-IV](course)\n- When are lectures [ENGA13](course)\n- Hours weekly [SOSM6.3](course)\n- When are the classes [KKSA3](course) weekly\n- [KASLOE1.1](course) teaching times\n- When are [POLVOA41](course) teaching times\n- What are [SOS1](course) teaching times\n- When are lectures [BIO2085](course)\n- The schedule for [KATYVA41](course)\n- What are the teaching times for [HALKAA15](course)\n- [KASA15](course) times\n- [LUOYY019](course) hours\n- I want to know when [ENGP6](course) teaching times are\n- I want to know teaching times of [FILP1B](course)\n- I want to know the schedule of [TERHOIA7](course)\n- I want to know when the lectures in course [KKENVAL1](course) are\n- Schedule [TERKANP6](course)\n- [KASLOM10](course) schedule\n- [KATJOA14](course) weekly schedule\n- [POLKVA42](course) weekly\n- What is the schedule for [KKVE3](course)\n- What is the schedule [PSYA10](course)\n- When are classes for [SAKP0](course)\n- Classes [KATRAA11](course)\n- When are classes [KIRA4D](course)\n- Teaching times [KASA9](course)\n- Teaching hours [KASLOM10](course)\n- Teaching [TRSU03](course)\n- [v](course) teaching\n- Week [LOGS1](course)\n- Lectures [KASLOK1](course)\n- When are lectures [MOLI](course)\n- Hours weekly [VENP4](course)\n- When are the classes [POHA14](course) weekly\n- [HTIS87](course) teaching times\n- When are [TRSU05](course) teaching times\n- What are [ITIA03](course) teaching times\n- When are lectures [BTK1031](course)\n- The schedule for [TAYJ12](course)\n- What are the teaching times for [LUOYY004](course)\n- [TRMU1](course) times\n- [KASLOM10](course) hours\n- I want to know when [TERY6](course) teaching times are\n- I want to know teaching times of [TSEKP3](course)\n- I want to know the schedule of [MVKS26](course)\n- I want to know when the lectures in course [TRMU1](course) are\n- Schedule [KKENYHT](course)\n- [TIETA6](course) schedule\n- [JOUJOVTS](course) weekly schedule\n- [TAYJ12](course) weekly\n- What is the schedule for [KATJOA12](course)\n- What is the schedule [SOS3](course)\n- When are classes for [POLKVA32](course)\n- Classes [JOVMS2A](course)\n- When are classes [POLVOS40](course)\n- Teaching times [TAYJ041](course)\n- Teaching hours [HALHAS17](course)\n- Teaching [STYA3A2](course)\n- [v](course) teaching\n- Week [KKVE4](course)\n- Lectures [POLKAA99](course)\n- When are lectures [BTK5001](course)\n- Hours weekly [KASP5](course)\n- When are the classes [MVKS54-56](course) weekly\n- [KASLOM2](course) teaching times\n- When are [RUST1/RUST3](course) teaching times\n- What are [MTTMA2](course) teaching times\n- When are lectures [HALYHT](course)\n- The schedule for [BTK4501](course)\n- What are the teaching times for [STYA1A](course)\n- [KKSUYHT](course) times\n- [TERTIETO2](course) hours\n- I want to know when [KATVAS99](course) teaching times are\n- I want to know teaching times of [KKES3](course)\n- I want to know the schedule of [TIEY4](course)\n- I want to know when the lectures in course [SUOR4/A6](course) are\n- Schedule [JOVAT1](course)\n- [KATTAS22A](course) schedule\n- [KATYVS11](course) weekly schedule\n- [KASA2](course) weekly\n- What is the schedule for [ENGP3](course)\n- What is the schedule [KATMAA16](course)\n- When are classes for [KKIN5](course)\n- Classes [POLPOP04](course)\n- When are classes [JKKYVP11](course)\n- Teaching times [LOGS3](course)\n- Teaching hours [TAYJ026](course)\n- Teaching [KASP5](course)\n- [v](course) teaching\n- Week [RANSV5](course)\n- Lectures [SUOS4](course)\n- When are lectures [HTIY006](course)\n- Hours weekly [MVKS54](course)\n- When are the classes [SAKA4](course) weekly\n- [KASA12](course) teaching times\n- When are [KATLAS17](course) teaching times\n- What are [HTIY005](course) teaching times\n- When are lectures [POLKVA43](course)\n- The schedule for [TRSU01](course)\n- What are the teaching times for [KATYVP11](course)\n- [KASP3](course) times\n- [DPHSF503](course) hours\n- I want to know when [KASPUHP3](course) teaching times are\n- I want to know teaching times of [SOSM5.1](course)\n- I want to know the schedule of [KATVAA13](course)\n- I want to know when the lectures in course [ENGA6](course) are\n- Schedule [TIEA3](course)\n- [KASP1](course) schedule\n- [KASELOHA](course) weekly schedule\n- [HISP1](course) weekly\n- What is the schedule for [HISA1B](course)\n- What is the schedule [KASA11](course)\n- When are classes for [KKSUPRO](course)\n- Classes [KATJOS43](course)\n- When are classes [LOGP3](course)\n- Teaching times [ITIA03](course)\n- Teaching hours [TERVAL4](course)\n- Teaching [KIRA2](course)\n- [v](course) teaching\n- Week [KATMAS13](course)\n- Lectures [PSYS7](course)\n- When are lectures [HALKAS12](course)\n- Hours weekly [TERY4](course)\n- When are the classes [DPHSFC06](course) weekly\n- [LOGS3](course) teaching times\n- When are [KASVAR11](course) teaching times\n- What are [KKRUYHT](course) teaching times\n- When are lectures [KATTAP11](course)\n- The schedule for [BTK4620](course)\n- What are the teaching times for [KASLOM6](course)\n- [JOVA13](course) times\n- [FILT10](course) hours\n- I want to know when [MOLI](course) teaching times are\n- I want to know teaching times of [JOVA15](course)\n- I want to know the schedule of [KASLOH3](course)\n- I want to know when the lectures in course [YKYYHT3](course) are\n- Schedule [KASLOH3](course)\n- [KATVAS11](course) schedule\n- [KASP4](course) weekly schedule\n- [HALJTA12](course) weekly\n- What is the schedule for [TAYJ033](course)\n- What is the schedule [HISS1A](course)\n- When are classes for [KASA13](course)\n- Classes [MOLI](course)\n- When are classes [YKYYV07](course)\n- Teaching times [TIEP1](course)\n- Teaching hours [POHA4/POHS4](course)\n- Teaching [SAKA5](course)\n- [v](course) teaching\n- Week [HISA1B](course)\n- Lectures [LFCS03](course)\n- When are lectures [POLKVA23](course)\n- Hours weekly [DPIT2](course)\n- When are the classes [POHA1](course) weekly\n- [TIEY2](course) teaching times\n- When are [ITIA03](course) teaching times\n- What are [KASP1-2, KASP5](course) teaching times\n- When are lectures [KASA13](course)\n- The schedule for [KASELOHA](course)\n- What are the teaching times for [LUOYY005](course)\n- [LOGA7](course) times\n- [PEDA1](course) hours\n- I want to know when [STYS2B](course) teaching times are\n- I want to know teaching times of [KATVAA12](course)\n- I want to know the schedule of [LTLY01](course)\n- I want to know when the lectures in course [MTTTA13](course) are\n- Schedule [ENGP7](course)\n- [VENP1](course) schedule\n- [LOGS3](course) weekly schedule\n- [SOS10.2](course) weekly\n- What is the schedule for [TIEA2.1A](course)\n- What is the schedule [KASLOH3](course)\n- When are classes for [HALTTS13](course)\n- Classes [VENS13](course)\n- When are classes [HISA2](course)\n- Teaching times [KASVAR2](course)\n- Teaching hours [KATJOS12](course)\n- Teaching [LTLY01](course)\n- [v](course) teaching\n- Week [KATTAA21](course)\n- Lectures [DPHSM304](course)\n- When are lectures [COSOPON3](course)\n- Hours weekly [TRSU02](course)\n- When are the classes [KKRULL](course) weekly\n- [MEDU07](course) teaching times\n- When are [KASP3](course) teaching times\n- What are [HALJTA12](course) teaching times\n- When are lectures [KASA13](course)\n- The schedule for [KATTAA90](course)\n- What are the teaching times for [KATVRP12](course)\n- [KASVAR11](course) times\n- [TIEP3](course) hours\n- I want to know when [KASS1](course) teaching times are\n- I want to know teaching times of [LUOYA200](course)\n- I want to know the schedule of [POLKVS22](course)\n- I want to know when the lectures in course [ENGA9](course) are\n- Schedule [HTIS51](course)\n- [KATYVA12](course) schedule\n- [JKKYOA12](course) weekly schedule\n- [ENGA6](course) weekly\n- What is the schedule for [KASP5](course)\n- What is the schedule [KASP4](course)\n- When are classes for [STYS2A](course)\n- Classes [SOS4.5](course)\n- When are classes [JOVTS5](course)\n- Teaching times [FILP1A](course)\n- Teaching hours [JKKYVP11](course)\n- Teaching [YKYYV07](course)\n- [v](course) teaching\n- Week [TAYJ035](course)\n- Lectures [KKSU2](course)\n- When are lectures [MOLI](course)\n- Hours weekly [LATAP2](course)\n- When are the classes [SOS10.1.4](course) weekly\n- [ENGS13](course) teaching times\n- When are [KKSUOPE](course) teaching times\n- What are [BIO4470](course) teaching times\n- When are lectures [KASTUTVA](course)\n- The schedule for [PSYA7](course)\n- What are the teaching times for [POLVOA42/S25](course)\n- [DPHSF501](course) times\n- [MVKS42V](course) hours\n- I want to know when [POHP0](course) teaching times are\n- I want to know teaching times of [KATLITO4](course)\n- I want to know the schedule of [BTK4300](course)\n- I want to know when the lectures in course [TIEA4](course) are\n- Schedule [KKENKTM](course)\n- [KATYVA35](course) schedule\n- [ENGP3](course) weekly schedule\n- [PEACE045](course) weekly\n- What is the schedule for [TRSU07](course)\n- What is the schedule [PSYS6B](course)\n- When are classes for [JOUJOVTS](course)\n- Classes [POHP0](course)\n- When are classes [RANA5](course)\n- Teaching times [HALHAS21](course)\n- Teaching hours [KASP5](course)\n- Teaching [POMLFCS2](course)\n- [v](course) teaching\n- Week [HTIS50](course)\n- Lectures [HALHAS21](course)\n- When are lectures [TERHOI4](course)\n- Hours weekly [HISA1B](course)\n- When are the classes [POLKAA99](course) weekly\n- [LOGP1](course) teaching times\n- When are [ITIP5](course) teaching times\n- What are [PEACE045](course) teaching times\n- When are lectures [HISS2](course)\n- The schedule for [DPLSSEM](course)\n- What are the teaching times for [POLKVA33](course)\n- [BTK1061](course) times\n- [KATVAA15](course) hours\n- I want to know when [KKENKTMO](course) teaching times are\n- I want to know teaching times of [POLKVA31](course)\n- I want to know the schedule of [KASELOHA](course)\n- I want to know when the lectures in course [JKKYY](course) are\n- Schedule [LATAP1](course)\n- [KATTAS36](course) schedule\n- [KATYVA33](course) weekly schedule\n- [KASP1](course) weekly\n- What is the schedule for [ESPFP1](course)\n- What is the schedule [JOVTS5](course)\n- When are classes for [KASVAR7](course)\n- Classes [HISA2](course)\n- When are classes [SUOA3](course)\n- Teaching times [TIETS43](course)\n- Teaching hours [SAKS5](course)\n- Teaching [KKENLL](course)\n- [v](course) teaching\n- Week [KASLOE6.5](course)\n- Lectures [KASA13](course)\n- When are lectures [BIO2085](course)\n- Hours weekly [HALJTA99](course)\n- When are the classes [LUOYY023](course) weekly\n- [SOS10.6](course) teaching times\n- When are [HALJUA61](course) teaching times\n- What are [POLKVA11](course) teaching times\n- When are lectures [KATJOA99](course)\n- The schedule for [ITIS23](course)\n- What are the teaching times for [STYA6](course)\n- [KKVE4](course) times\n- [KASVART3](course) hours\n- I want to know when [VENA8](course) teaching times are\n- I want to know teaching times of [NORDIG2](course)\n- I want to know the schedule of [TERHOIA4](course)\n- I want to know when the lectures in course [KIRP5](course) are\n- Schedule [BTK1031](course)\n- [SOS6.3.2](course) schedule\n- [SOSM6.1](course) weekly schedule\n- [COSOPC3](course) weekly\n- What is the schedule for [YKYYHT5](course)\n- What is the schedule [HISA4](course)\n- When are classes for [MEDU10](course)\n- Classes [POHA4/POHS4](course)\n- When are classes [POLVOS27](course)\n- Teaching times [MVKS18E](course)\n- Teaching hours [POLKVA41](course)\n- Teaching [TERA6](course)\n- [v](course) teaching\n- Week [KATVRS60](course)\n- Lectures [LTLY16](course)\n- When are lectures [TERY4](course)\n- Hours weekly [POLKVA12](course)\n- When are the classes [POHP6](course) weekly\n- [BIO2085](course) teaching times\n- When are [ITIS42](course) teaching times\n- What are [JOVPVS10](course) teaching times\n- When are lectures [RANP2](course)\n- The schedule for [KKSUOPE](course)\n- What are the teaching times for [STYA3A](course)\n- [BTK4090](course) times\n- [KASSY5](course) hours\n- I want to know when [RANAV3](course) teaching times are\n- I want to know teaching times of [KKENPRE1](course)\n- I want to know the schedule of [TIETA11](course)\n- I want to know when the lectures in course [SOS10.6](course) are\n- Schedule [JOVA4](course)\n- [HISP1](course) schedule\n- [BIO4450](course) weekly schedule\n- [TIETS07](course) weekly\n- What is the schedule for [ENGS7-9](course)\n- What is the schedule [POHP3](course)\n- When are classes for [TRMU1](course)\n- Classes [KASMULTI2C](course)\n- When are classes [POLVOA31](course)\n- Teaching times [LOGP1](course)\n- Teaching hours [LOGA9](course)\n- Teaching [SAKD5](course)\n- [v](course) teaching\n- Week [LTLY16](course)\n- Lectures [SOSM5.1](course)\n- When are lectures [ENGP8](course)\n- Hours weekly [RANA1](course)\n- When are the classes [KATLAA22](course) weekly\n- [TERHOIA1](course) teaching times\n- When are [YKYY0](course) teaching times\n- What are [KKSUVAL3](course) teaching times\n- When are lectures [BTK4410](course)\n- The schedule for [KATMAS14](course)\n- What are the teaching times for [YKT06.2](course)\n- [TIEP3](course) times\n- [HALHAA13](course) hours\n- I want to know when [POLKVA22](course) teaching times are\n- I want to know teaching times of [KASLOM10](course)\n- I want to know the schedule of [ITIP5](course)\n- I want to know when the lectures in course [TAYJ029](course) are\n- Schedule [SAKP2](course)\n- [MVKS11](course) schedule\n- [DPJKKHS](course) weekly schedule\n- [KKENVAL4](course) weekly\n- What is the schedule for [GTS1](course)\n- What is the schedule [BTK2036](course)\n- When are classes for [SAKP4](course)\n- Classes [TIEA2.1B](course)\n- When are classes [SOS08.2](course)\n- Teaching times [KASVAR11](course)\n- Teaching hours [KASLOM8](course)\n- Teaching [PEACE2](course)\n- [v](course) teaching\n- Week [KIRS4](course)\n- Lectures [KASSY5](course)\n- When are lectures [HALYAA99](course)\n- Hours weekly [MTTTS11](course)\n- When are the classes [KKSU1](course) weekly\n- [SOS6.1.3](course) teaching times\n- When are [KASA6](course) teaching times\n- What are [LOGP2](course) teaching times\n- When are lectures [KATVRS60](course)\n- The schedule for [BTK1015](course)\n- What are the teaching times for [JOVA18](course)\n- [POLKVA41](course) times\n- [SOCYKV2/RES012](course) hours\n- I want to know when [TERTIETO1](course) teaching times are\n- I want to know teaching times of [STYP5](course)\n- I want to know the schedule of [MVKS02](course)\n- I want to know when the lectures in course [PSYS2](course) are\n- Schedule [DPJKKPS](course)\n- [KATJOA12](course) schedule\n- [RANP6](course) weekly schedule\n- [POLVOA31](course) weekly\n- What is the schedule for [HISS2](course)\n- What is the schedule [DPHSFC06](course)\n- When are classes for [KASA12](course)\n- Classes [STYA5](course)\n- When are classes [COSOPN2](course)\n- Teaching times [KASVAR2](course)\n- Teaching hours [TAYJ024](course)\n- Teaching [KKENVAL1](course)\n- [v](course) teaching\n- Week [PSYS7](course)\n- Lectures [KKSUHUK1](course)\n- When are lectures [KASLOH3](course)\n- Hours weekly [KASP2](course)\n- When are the classes [JOVA21](course) weekly\n- [TIETS18](course) teaching times\n- When are [BIO4380](course) teaching times\n- What are [POMLFCS2](course) teaching times\n- When are lectures [KASERIT3](course)\n- The schedule for [KKSUPRO](course)\n- What are the teaching times for [KKENKTM](course)\n- [SUOK2/A6/S8](course) times\n- [TAYJ024](course) hours\n- I want to know when [PSYS10](course) teaching times are\n- I want to know teaching times of [MVKS39V](course)\n- I want to know the schedule of [MOLI](course)\n- I want to know when the lectures in course [HALJUA99](course) are\n- Schedule [KASVAR7](course)\n- [TAYJ11](course) schedule\n- [HISA2](course) weekly schedule\n- [KASA13](course) weekly\n- What is the schedule for [KASA3](course)\n- What is the schedule [KATJOA12](course)\n- When are classes for [BTK4121](course)\n- Classes [KATYVS42](course)\n- When are classes [POLKVA41](course)\n- Teaching times [ENGS44](course)\n- Teaching hours [POLVOS21](course)\n- Teaching [SOS3](course)\n- [v](course) teaching\n- Week [JOVTS5](course)\n- Lectures [BTK2112](course)\n- When are lectures [KASA13](course)\n- Hours weekly [JOVKA5](course)\n- When are the classes [JKKYVP11](course) weekly\n- [KASLOE6.5](course) teaching times\n- When are [POLVOS22](course) teaching times\n- What are [FILA2](course) teaching times\n- When are lectures [POLVOS26](course)\n- The schedule for [KASLOE7.2](course)\n- What are the teaching times for [KKSU1](course)\n- [SAKP0](course) times\n- [ROMAP3](course) hours\n- I want to know when [KASA11](course) teaching times are\n- I want to know teaching times of [SAKA6](course)\n- I want to know the schedule of [KKVE3](course)\n- I want to know when the lectures in course [STYS2A](course) are\n- Schedule [MTTTY1](course)\n- [KASP1](course) schedule\n- [POLKVA41](course) weekly schedule\n- [SOS9](course) weekly\n- What is the schedule for [HALJUA23](course)\n- What is the schedule [FILAPRO](course)\n- When are classes for [VENP3/VENK1](course)\n- Classes [LUOYY027](course)\n- When are classes [KKRUYHT](course)\n- Teaching times [POLVOS27](course)\n- Teaching hours [BTK4620](course)\n- Teaching [BTK4030](course)\n- [v](course) teaching\n- Week [TERKAN18](course)\n- Lectures [IGS006](course)\n- When are lectures [DPEDUB.2](course)\n- Hours weekly [ITIP5](course)\n- When are the classes [LOGS8](course) weekly\n- [LOGP2](course) teaching times\n- When are [KATJOA15](course) teaching times\n- What are [LUOYY006](course) teaching times\n- When are lectures [HTIS50](course)\n- The schedule for [POLVOS40](course)\n- What are the teaching times for [ESPFA4](course)\n- [HIST04](course) times\n- [MOLI](course) hours\n- I want to know when [KATTAS22B](course) teaching times are\n- I want to know teaching times of [POLVOS21](course)\n- I want to know the schedule of [POLKVS99](course)\n- I want to know when the lectures in course [LFCS02](course) are\n- Schedule [KATLAS20](course)\n- [SUKKP1](course) schedule\n- [KKSU9](course) weekly schedule\n- [MTTMS3](course) weekly\n- What is the schedule for [HALJUA24](course)\n- What is the schedule [KATLAS24](course)\n- When are classes for [KASS2](course)\n- Classes [STYVA](course)\n- When are classes [KASSA5](course)\n- Teaching times [MTTTP5](course)\n- Teaching hours [STYS3B2](course)\n- Teaching [KIRA2](course)\n- [v](course) teaching\n- Week [KASMULTI4](course)\n- Lectures [ESPFA6](course)\n- When are lectures [KKRUBMT](course)\n- Hours weekly [SOS4.2](course)\n- When are the classes [KATLAS14](course) weekly\n- [LOGA7](course) teaching times\n- When are [HALJUA44](course) teaching times\n- What are [ENGS7-9](course) teaching times\n- When are lectures [POHP4](course)\n- The schedule for [LFCOR](course)\n- What are the teaching times for [STYP2](course)\n- [TIETA18](course) times\n- [MTTS1](course) hours\n- I want to know when [STYS3B2](course) teaching times are\n- I want to know teaching times of [KATLITO5](course)\n- I want to know the schedule of [TIEA5](course)\n- I want to know when the lectures in course [KATMAA99](course) are\n- Schedule [KAMYVS99](course)\n- [SOS9](course) schedule\n- [PEACE2](course) weekly schedule\n- [KASLOE6.4](course) weekly\n- What is the schedule for [POLKVS31](course)\n- What is the schedule [POLVOA21/22/S22](course)\n- When are classes for [POHA1](course)\n- Classes [KATYVP11](course)\n- When are classes [JOVP2](course)\n- Teaching times [FILA9](course)\n- Teaching hours [KASLOE4.1](course)\n- Teaching [BIO4470](course)\n- [v](course) teaching\n- Week [JOVPVS5](course)\n- Lectures [FILA1](course)\n- When are lectures [DPLS01](course)\n- Hours weekly [RANSV5](course)\n- When are the classes [KKENYHT](course) weekly\n- [POLVOA31](course) teaching times\n- When are [BTK1053](course) teaching times\n- What are [KATLAA22](course) teaching times\n- When are lectures [KKENYHT](course)\n- The schedule for [PEACE046](course)\n- What are the teaching times for [KATVAA11](course)\n- [JKKYPS1](course) times\n- [MTTMY1](course) hours\n- I want to know when [PCP02/NAM-VII](course) teaching times are\n- I want to know teaching times of [KASA11](course)\n- I want to know the schedule of [KATTAA40](course)\n- I want to know when the lectures in course [HISA1B](course) are\n- Schedule [KASP5](course)\n- [KKENVAL7](course) schedule\n- [SOSM5.1](course) weekly schedule\n- [DPIS1](course) weekly\n- What is the schedule for [KASLTT](course)\n- What is the schedule [JKKYINA11](course)\n- When are classes for [LOGA3](course)\n- Classes [TIEP1](course)\n- When are classes [KKES1](course)\n- Teaching times [HALHAS20](course)\n- Teaching hours [POHP1](course)\n- Teaching [LUOYY006](course)\n- [v](course) teaching\n- Week [HALTTS13](course)\n- Lectures [MVKS26](course)\n- When are lectures [KATTAS22A](course)\n- Hours weekly [KASSY4](course)\n- When are the classes [KASLOM1](course) weekly\n- [FILAPRO](course) teaching times\n- When are [DPJKK20](course) teaching times\n- What are [KASSY4](course) teaching times\n- When are lectures [VENA13](course)\n- The schedule for [HISS2](course)\n- What are the teaching times for [POHA2](course)\n- [YKT6.6.3](course) times\n- [TERA1](course) hours\n- I want to know when [JKKYTU01](course) teaching times are\n- I want to know teaching times of [KATLITO8](course)\n- I want to know the schedule of [STYA7](course)\n- I want to know when the lectures in course [HALTTS11](course) are\n- Schedule [KATJOA13](course)\n- [STYA1A](course) schedule\n- [BTK1013](course) weekly schedule\n- [KATVAS12](course) weekly\n- What is the schedule for [KASP5](course)\n- What is the schedule [HISJATKO](course)\n- When are classes for [SAKA5](course)\n- Classes [PSYS16](course)\n- When are classes [JOVY2](course)\n- Teaching times [MTTTA1](course)\n- Teaching hours [KKKI1](course)\n- Teaching [HISA4](course)\n- [v](course) teaching\n- Week [STYS2A](course)\n- Lectures [SUKKP2](course)\n- When are lectures [HALYAA14](course)\n- Hours weekly [KKSA3](course)\n- When are the classes [PEDAYOP2](course) weekly\n- [MVKS29](course) teaching times\n- When are [PSYS16](course) teaching times\n- What are [KKSAPRE2](course) teaching times\n- When are lectures [TECHS2](course)\n- The schedule for [KIRS4](course)\n- What are the teaching times for [KASERIT4](course)\n- [KASSM3](course) times\n- [KASLOE7.1](course) hours\n- I want to know when [TERVAL7](course) teaching times are\n- I want to know teaching times of [KASA10](course)\n- I want to know the schedule of [BTK1031](course)\n- I want to know when the lectures in course [YKT09.6](course) are\n- Schedule [KASLOM5](course)\n- [FILA9](course) schedule\n- [TAYJ032](course) weekly schedule\n- [KKES2](course) weekly\n- What is the schedule for [KASA15](course)\n- What is the schedule [YKT6.6.4](course)\n- When are classes for [HALYAA99](course)\n- Classes [PSYA1](course)\n- When are classes [FILA2](course)\n- Teaching times [SOS4.3](course)\n- Teaching hours [KATLAP21](course)\n- Teaching [SUOP3](course)\n- [v](course) teaching\n- Week [JOVP2](course)\n- Lectures [ITIA03](course)\n- When are lectures [HALYAA12](course)\n- Hours weekly [TIETA13](course)\n- When are the classes [SOSM6.3](course) weekly\n- [PSYS2](course) teaching times\n- When are [TERHOIA3](course) teaching times\n- What are [RANP2](course) teaching times\n- When are lectures [POLVOA31](course)\n- The schedule for [HALKAA15](course)\n- What are the teaching times for [POLVOA31/32/S26](course)\n- [LOGS1](course) times\n- [KATYVA99](course) hours\n- I want to know when [HTIS54](course) teaching times are\n- I want to know teaching times of [KKSU6](course)\n- I want to know the schedule of [KATYVS21](course)\n- I want to know when the lectures in course [SOSM6.1](course) are\n- Schedule [PCP11](course)\n- [GTS8](course) schedule\n- [KASLOM10](course) weekly schedule\n- [FILA6](course) weekly\n- What is the schedule for [POLVOS40](course)\n- What is the schedule [FILA6](course)\n- When are classes for [POLKVA41](course)\n- Classes [TIETS14](course)\n- When are classes [ENGA12](course)\n- Teaching times [KKVEPRE1](course)\n- Teaching hours [KATTAS21A](course)\n- Teaching [KASERIT1](course)\n- [v](course) teaching\n- Week [KASLOM1](course)\n- Lectures [KIRA1](course)\n- When are lectures [VENP2](course)\n- Hours weekly [KASLOM3](course)\n- When are the classes [PSYA10](course) weekly\n- [POLPOP02](course) teaching times\n- When are [KATJOA13](course) teaching times\n- What are [KASVARH](course) teaching times\n- When are lectures [SAKA5](course)\n- The schedule for [KATYVS23](course)\n- What are the teaching times for [TERTIETO2](course)\n- [SOS6.1.2](course) times\n- [POLVOS26](course) hours\n- I want to know when [POLVOA41](course) teaching times are\n- I want to know teaching times of [TAYJ035](course)\n- I want to know the schedule of [KASA13](course)\n- I want to know when the lectures in course [LFCS03](course) are\n- Schedule [HALKAP01](course)\n- [KKIN1](course) schedule\n- [VENS4](course) weekly schedule\n- [KATLAA99](course) weekly\n- What is the schedule for [VENP3/VENK1](course)\n- What is the schedule [PEACE045](course)\n- When are classes for [JOVTS5](course)\n- Classes [KATLITO3](course)\n- When are classes [KKSU7](course)\n- Teaching times [BIO2200](course)\n- Teaching hours [KASSA1](course)\n- Teaching [JOVA13](course)\n- [v](course) teaching\n- Week [BTK2040](course)\n- Lectures [HALKAS12](course)\n- When are lectures [JOVTS2](course)\n- Hours weekly [KASLOE7.1](course)\n- When are the classes [SOS6.5.2](course) weekly\n- [HISP2](course) teaching times\n- When are [KKSU2](course) teaching times\n- What are [KIRA5](course) teaching times\n- When are lectures [JOVP4](course)\n- The schedule for [KKSAVAL4](course)\n- What are the teaching times for [MEDU02](course)\n- [YKT10.1.2](course) times\n- [PSYP2](course) hours\n- I want to know when [SOSKV3](course) teaching times are\n- I want to know teaching times of [KATLAP21](course)\n- I want to know the schedule of [KASA11](course)\n- I want to know when the lectures in course [TAYJ033](course) are\n- Schedule [HALJUA21](course)\n- [LTLY16](course) schedule\n- [KATLITO5](course) weekly schedule\n- [KKSUKTK](course) weekly\n- What is the schedule for [DPYTCON](course)\n- What is the schedule [ITIS61](course)\n- When are classes for [KIRA3B](course)\n- Classes [HTIS66](course)\n- When are classes [FILS1E](course)\n- Teaching times [MTTMA5](course)\n- Teaching hours [STYA1A](course)\n- Teaching [HTIY006](course)\n- [v](course) teaching\n- Week [TAYJ033](course)\n- Lectures [KKSAVAL3](course)\n- When are lectures [KATVAA11](course)\n- Hours weekly [TAYJ032](course)\n- When are the classes [KASP4](course) weekly\n- [HTIS52](course) teaching times\n- When are [BTK1062](course) teaching times\n- What are [HALVAL1](course) teaching times\n- When are lectures [STYA7](course)\n- The schedule for [SOSM5.2](course)\n- What are the teaching times for [MVKS23](course)\n- [TAYJ031](course) times\n- [KATRAS12](course) hours\n- I want to know when [KASLOH3](course) teaching times are\n- I want to know teaching times of [JOVPVS12](course)\n- I want to know the schedule of [KASSM2](course)\n- I want to know when the lectures in course [KATJOA12](course) are\n- Schedule [KATJOS12](course)\n- [RANP5](course) schedule\n- [KATVRA30](course) weekly schedule\n- [KASA11](course) weekly\n- What is the schedule for [KASVAR9](course)\n- What is the schedule [HTIS66](course)\n- When are classes for [MVKS42V](course)\n- Classes [FILJATKO](course)\n- When are classes [TAYJ12](course)\n- Teaching times [MVKS42S](course)\n- Teaching hours [KASPUHP1](course)\n- Teaching [KATYVA21](course)\n- [v](course) teaching\n- Week [KIRA3C2](course)\n- Lectures [POHP5](course)\n- When are lectures [KKENVAL1](course)\n- Hours weekly [KASA8](course)\n- When are the classes [JOVA21](course) weekly\n- [MVKS11](course) teaching times\n- When are [LUOYY006](course) teaching times\n- What are [SOS1](course) teaching times\n- When are lectures [KATYVA12](course)\n- The schedule for [MVKS38](course)\n- What are the teaching times for [HALYAA99](course)\n- [KIRP1](course) times\n- [POHA1](course) hours\n- I want to know when [KASPUHP2](course) teaching times are\n- I want to know teaching times of [ITIY3](course)\n- I want to know the schedule of [KKSUPRO](course)\n- I want to know when the lectures in course [KASVAR4](course) are\n- Schedule [KATMAP11](course)\n- [KASSO8](course) schedule\n- [POHA14](course) weekly schedule\n- [KKENYHT](course) weekly\n- What is the schedule for [TERA6](course)\n- What is the schedule [KASLOM7](course)\n- When are classes for [HALTTS13](course)\n- Classes [KKENVAL8](course)\n- When are classes [TIEA2.1A](course)\n- Teaching times [KKSUVAL3](course)\n- Teaching hours [POLKVS21](course)\n- Teaching [MVKS40/62](course)\n- [v](course) teaching\n- Week [KKSULL](course)\n- Lectures [TERHOO3](course)\n- When are lectures [PSYS17](course)\n- Hours weekly [KATMAS17](course)\n- When are the classes [KKENYHT](course) weekly\n- [VENA6](course) teaching times\n- When are [VIROP3](course) teaching times\n- What are [KKES3](course) teaching times\n- When are lectures [SUOT4](course)\n- The schedule for [KATTAA40](course)\n- What are the teaching times for [SOS09.3](course)\n- [MTTA2](course) times\n- [BTK4702](course) hours\n- I want to know when [JOVPVS6](course) teaching times are\n- I want to know teaching times of [LOGS9](course)\n- I want to know the schedule of [JOVP1](course)\n- I want to know when the lectures in course [ITIA11](course) are\n\n## intent:kieli\n- Teaching language [POLKVA42](course)\n- Lecture language [YKYYHT3](course)\n- What is the teaching language in [KASA13](course)\n- Teaching language in [KATVAA11](course)\n- What language is [BIO4470](course)\n- Is [KATVRP12](course) in english\n- Is [COSOPON3](course) in finnish\n- [POHP6](course) language\n- [KKRUYHT](course) teaching language\n- Is [KASLOE6.2](course) taught in english\n- Is [POLPOP04](course) taught in english\n- Can I pass [HALJUA44](course) in english\n- Which language is [BTK4090](course)\n- What is [MTTMA1B](course) language\n- What is the language of [SOS10.2](course) is\n- The teaching language of [RANP2](course)\n- What language is used in [PSYS10](course)\n- Which language [HALJTA05](course) is used\n- [STYS2A](course) spoken language\n- [TIETS17](course) languages\n- What are [SOS4.5](course) languages\n- The [SOSM5.1](course) language\n- [TEE1](course) teaching languages\n- The language of [MTTTS14](course)\n- Teaching language in [BTK1099](course)\n- [KATYVA13](course) in which language\n- What language do they speak in [KATTAS40](course)\n- I want to know which language [SUKKP6](course) is used\n- I want to know the language of [FILA9](course)\n- I want to know what language do they speak in [ITIA11](course)\n- I want to know is [SOS9](course) taught in english\n- Teaching language [LUOYY020](course)\n- Lecture language [YKYYHT4A](course)\n- What is the teaching language in [KATLAA99](course)\n- Teaching language in [MTTTP1](course)\n- What language is [KATYVA51](course)\n- Is [JOVY3](course) in english\n- Is [LOGS6](course) in finnish\n- [POHS3](course) language\n- [BTK4320](course) teaching language\n- Is [KASVARPH](course) taught in english\n- Is [HALJUA99](course) taught in english\n- Can I pass [ENGA20](course) in english\n- Which language is [KATVAA14](course)\n- What is [KKENYHT](course) language\n- What is the language of [KASSO8](course) is\n- The teaching language of [DPCMTJT4](course)\n- What language is used in [POLKVA23](course)\n- Which language [POHA3](course) is used\n- [KKSUSC](course) spoken language\n- [FONEP2](course) languages\n- What are [KATYVS24](course) languages\n- The [TIEY4](course) language\n- [IGS006](course) teaching languages\n- The language of [KKSA4](course)\n- Teaching language in [BTK5003](course)\n- [DPJKKPS](course) in which language\n- What language do they speak in [KASORIENT](course)\n- I want to know which language [JOVA1](course) is used\n- I want to know the language of [MVKS26](course)\n- I want to know what language do they speak in [KASA12](course)\n- I want to know is [MVKS23](course) taught in english\n- Teaching language [KATVRP12](course)\n- Lecture language [KASMULTI1](course)\n- What is the teaching language in [TERY4](course)\n- Teaching language in [KASA9](course)\n- What language is [KASMULTI3](course)\n- Is [KATYVS21](course) in english\n- Is [HALJUA64](course) in finnish\n- [KASVAR10](course) language\n- [KKRULUK](course) teaching language\n- Is [LOGA3](course) taught in english\n- Is [KASLOE7.2](course) taught in english\n- Can I pass [KKES2](course) in english\n- Which language is [HALJUS13](course)\n- What is [TERY6](course) language\n- What is the language of [MVKS34](course) is\n- The teaching language of [KKENVAL2](course)\n- What language is used in [KASSG](course)\n- Which language [ITIS44](course) is used\n- [ENGA11](course) spoken language\n- [TIETA17](course) languages\n- What are [SOS6.1.1](course) languages\n- The [TERKANA2](course) language\n- [TERHOI6](course) teaching languages\n- The language of [SOS06.4](course)\n- Teaching language in [JOVPVS9](course)\n- [KATLITO5](course) in which language\n- What language do they speak in [YKYYHT1](course)\n- I want to know which language [KKSUOPE](course) is used\n- I want to know the language of [KATTAP11](course)\n- I want to know what language do they speak in [MVKS24E](course)\n- I want to know is [TAYJ12](course) taught in english\n- Teaching language [DPHSR402](course)\n- Lecture language [KASLOH4B](course)\n- What is the teaching language in [LTLY229](course)\n- Teaching language in [SUOV2](course)\n- What language is [POLKVA22](course)\n- Is [KATTAA31](course) in english\n- Is [KASP3](course) in finnish\n- [ENGA8](course) language\n- [KASP1](course) teaching language\n- Is [KATJOA14](course) taught in english\n- Is [DPII1](course) taught in english\n- Can I pass [LUOYA200](course) in english\n- Which language is [TERY2](course)\n- What is [RANS1](course) language\n- What is the language of [KKSUHUK](course) is\n- The teaching language of [VENA12](course)\n- What language is used in [PSYS7](course)\n- Which language [STYS3C](course) is used\n- [SOS6.2.3](course) spoken language\n- [KASA11](course) languages\n- What are [LTLY01](course) languages\n- The [KATTAS40](course) language\n- [KASLOM11](course) teaching languages\n- The language of [TRMU5](course)\n- Teaching language in [FILP1A](course)\n- [VENP3/VENK1](course) in which language\n- What language do they speak in [DPCMTJ2/JMMETUS](course)\n- I want to know which language [KATLITO2](course) is used\n- I want to know the language of [POHS5](course)\n- I want to know what language do they speak in [TERA1](course)\n- I want to know is [KASVAR9](course) taught in english\n- Teaching language [SOSM4](course)\n- Lecture language [RANP6](course)\n- What is the teaching language in [MTTMP3](course)\n- Teaching language in [POLKVS31](course)\n- What language is [KASVAR7](course)\n- Is [KATSTA11](course) in english\n- Is [HISJATKO](course) in finnish\n- [TERKAN16](course) language\n- [KASLOH4A](course) teaching language\n- Is [POLKVA43](course) taught in english\n- Is [BTK4032](course) taught in english\n- Can I pass [STYS2A](course) in english\n- Which language is [LFCS99](course)\n- What is [BIO4380](course) language\n- What is the language of [VENP4](course) is\n- The teaching language of [GTS1](course)\n- What language is used in [MOLI](course)\n- Which language [HALKOS22](course) is used\n- [POLVOA32/S27](course) spoken language\n- [LUOYY006](course) languages\n- What are [POHS1](course) languages\n- The [LUOYY026](course) language\n- [SOCYKV2/RES012](course) teaching languages\n- The language of [KATJOS21](course)\n- Teaching language in [SOCYKV2](course)\n- [STYA1A](course) in which language\n- What language do they speak in [TERHOIA2](course)\n- I want to know which language [KASP5](course) is used\n- I want to know the language of [KKSA3](course)\n- I want to know what language do they speak in [ENGS40](course)\n- I want to know is [JOVKA4](course) taught in english\n- Teaching language [SOP03.6](course)\n- Lecture language [KATTAA32](course)\n- What is the teaching language in [KKSUVAL3](course)\n- Teaching language in [POLKVA11](course)\n- What language is [HALJTA12](course)\n- Is [HALJTA14](course) in english\n- Is [VENP2](course) in finnish\n- [DPJKKHS](course) language\n- [TERTIETO5](course) teaching language\n- Is [HISA1B](course) taught in english\n- Is [HALKOS24](course) taught in english\n- Can I pass [HTIS87](course) in english\n- Which language is [HISA2](course)\n- What is [KKSUKK](course) language\n- What is the language of [PSYS6E](course) is\n- The teaching language of [TAYJ031](course)\n- What language is used in [ITIP3](course)\n- Which language [HALJUA99](course) is used\n- [KATTAA40](course) spoken language\n- [PEACE045](course) languages\n- What are [KASVAR7](course) languages\n- The [TIETS13](course) language\n- [TIETA7](course) teaching languages\n- The language of [KKSU1](course)\n- Teaching language in [BIO2200](course)\n- [KATSTA13](course) in which language\n- What language do they speak in [MTTMA1A](course)\n- I want to know which language [FILJATKO](course) is used\n- I want to know the language of [NORDIG1](course)\n- I want to know what language do they speak in [IGS006](course)\n- I want to know is [HIST03](course) taught in english\n- Teaching language [HALYAS99](course)\n- Lecture language [KASA6](course)\n- What is the teaching language in [MTTTS13](course)\n- Teaching language in [YKT10.5](course)\n- What language is [SUKKP5A](course)\n- Is [POLPOP05](course) in english\n- Is [KATVRS42](course) in finnish\n- [POLKVS10](course) language\n- [KATYVS22](course) teaching language\n- Is [RUST5/VENS10](course) taught in english\n- Is [ITIA03](course) taught in english\n- Can I pass [KASVAR7](course) in english\n- Which language is [KATLITO7](course)\n- What is [TAYJ033](course) language\n- What is the language of [POLPOP04](course) is\n- The teaching language of [SUKKP6](course)\n- What language is used in [TERA6](course)\n- Which language [HALJUS31](course) is used\n- [LTLY03](course) spoken language\n- [POLVOA22/A32](course) languages\n- What are [HALKAA12](course) languages\n- The [SAKS3](course) language\n- [STYA5](course) teaching languages\n- The language of [TAYJ12](course)\n- Teaching language in [SOS10.1.4](course)\n- [KATVAA11](course) in which language\n- What language do they speak in [KKSUPRO](course)\n- I want to know which language [KASLOH4A](course) is used\n- I want to know the language of [KKENVAL4](course)\n- I want to know what language do they speak in [KASERIT3](course)\n- I want to know is [HTIS60](course) taught in english\n- Teaching language [LATAP3](course)\n- Lecture language [HALJUA14](course)\n- What is the teaching language in [LATAP2](course)\n- Teaching language in [MTTMS11](course)\n- What language is [ITIS24](course)\n- Is [HTIY005](course) in english\n- Is [KATMAA99](course) in finnish\n- [STYS3B2](course) language\n- [JKKYVAP](course) teaching language\n- Is [KKRUKK](course) taught in english\n- Is [HALJUA14](course) taught in english\n- Can I pass [ENGA10](course) in english\n- Which language is [KASMULTI2A](course)\n- What is [KKSUHUK](course) language\n- What is the language of [STYA5](course) is\n- The teaching language of [BTK4320](course)\n- What language is used in [DPCMTJ3](course)\n- Which language [FILS2B/C](course) is used\n- [TERKAN6](course) spoken language\n- [KASP4](course) languages\n- What are [KASP5](course) languages\n- The [KASA13](course) language\n- [NORDIG4](course) teaching languages\n- The language of [KASVAR5](course)\n- Teaching language in [VIROP1](course)\n- [KASVARTA](course) in which language\n- What language do they speak in [PSYS17](course)\n- I want to know which language [SOCYKV2](course) is used\n- I want to know the language of [MTTTA13](course)\n- I want to know what language do they speak in [LOGP2](course)\n- I want to know is [JOVTS5](course) taught in english\n- Teaching language [TIEP3](course)\n- Lecture language [FONEP1](course)\n- What is the teaching language in [KKRAVAL1](course)\n- Teaching language in [KKRULL](course)\n- What language is [KATLITO3](course)\n- Is [MVKS54-56](course) in english\n- Is [KASVAR7](course) in finnish\n- [MVKS46](course) language\n- [BTK4030](course) teaching language\n- Is [KASLOE8.3](course) taught in english\n- Is [JOVTS5](course) taught in english\n- Can I pass [POLVOS21](course) in english\n- Which language is [KATVRA15](course)\n- What is [MTTA2](course) language\n- What is the language of [HALVAL1](course) is\n- The teaching language of [KASMULTI2C](course)\n- What language is used in [FILP5A](course)\n- Which language [STYA1A](course) is used\n- [ITIA03](course) spoken language\n- [KASSA3](course) languages\n- What are [KKENLL](course) languages\n- The [JOVA8](course) language\n- [MVKS15E](course) teaching languages\n- The language of [PSYS6D](course)\n- Teaching language in [HTIS53](course)\n- [IGS005](course) in which language\n- What language do they speak in [PSYS15](course)\n- I want to know which language [BTK2223](course) is used\n- I want to know the language of [POLKVA11](course)\n- I want to know what language do they speak in [POHA1](course)\n- I want to know is [VENS15](course) taught in english\n- Teaching language [FILAPRO](course)\n- Lecture language [PSYA5](course)\n- What is the teaching language in [POLVOA31](course)\n- Teaching language in [ITIA03](course)\n- What language is [KASVAR4](course)\n- Is [JMMETUS](course) in english\n- Is [KKRA2](course) in finnish\n- [FILJATKO](course) language\n- [TERVAL5](course) teaching language\n- Is [KASA8](course) taught in english\n- Is [KATJOS99](course) taught in english\n- Can I pass [SAKS5](course) in english\n- Which language is [SOSM6.3](course)\n- What is [ITIS14](course) language\n- What is the language of [JOVPVS13](course) is\n- The teaching language of [TERKAN1](course)\n- What language is used in [BTK0001](course)\n- Which language [KATTAS22A](course) is used\n- [HALKAA99](course) spoken language\n- [KATSTA12](course) languages\n- What are [TRSU02](course) languages\n- The [STYS2A](course) language\n- [MTTMS3](course) teaching languages\n- The language of [TERHOI2](course)\n- Teaching language in [JOVA2](course)\n- [VENA12](course) in which language\n- What language do they speak in [KATJOS42](course)\n- I want to know which language [KASLOM6](course) is used\n- I want to know the language of [KATVRS55](course)\n- I want to know what language do they speak in [POLVOS33](course)\n- I want to know is [JOUJOVTS](course) taught in english\n- Teaching language [SOSM6.2](course)\n- Lecture language [PSYP2](course)\n- What is the teaching language in [KASS1](course)\n- Teaching language in [DPJKK20](course)\n- What language is [HALJTA13](course)\n- Is [FILA1](course) in english\n- Is [KKSU1](course) in finnish\n- [BTK4321](course) language\n- [LOGS9](course) teaching language\n- Is [SOCYKV2/RES012](course) taught in english\n- Is [HALYAS14](course) taught in english\n- Can I pass [KASLOM8](course) in english\n- Which language is [JOVP4](course)\n- What is [VENP1](course) language\n- What is the language of [TEE1](course) is\n- The teaching language of [KKRUPRE2](course)\n- What language is used in [KATLITO3](course)\n- Which language [FILA9](course) is used\n- [POHS5](course) spoken language\n- [MTTA1](course) languages\n- What are [POLVOA42/52/S23](course) languages\n- The [SOS6.2.3](course) language\n- [SOS10.1.5](course) teaching languages\n- The language of [GTS1](course)\n- Teaching language in [KASLOM4](course)\n- [KASLOM3](course) in which language\n- What language do they speak in [TERKANA1](course)\n- I want to know which language [HALKAS13](course) is used\n- I want to know the language of [TAYJ12](course)\n- I want to know what language do they speak in [KASLOM10](course)\n- I want to know is [KASMULTI4](course) taught in english\n- Teaching language [TIEP1](course)\n- Lecture language [SUOS1](course)\n- What is the teaching language in [KKENVAL9](course)\n- Teaching language in [SAKA12](course)\n- What language is [KASLOE4.3](course)\n- Is [PSYS6B](course) in english\n- Is [POLKVS33](course) in finnish\n- [KATVRA13](course) language\n- [MTTTA4](course) teaching language\n- Is [POLVOA31](course) taught in english\n- Is [KASLOM1](course) taught in english\n- Can I pass [BIO2310](course) in english\n- Which language is [POLVOS10](course)\n- What is [TSEKP3](course) language\n- What is the language of [JOVA9](course) is\n- The teaching language of [JOVTKS3](course)\n- What language is used in [MVKS02](course)\n- Which language [YKT07.2](course) is used\n- [KKSUPRO](course) spoken language\n- [TERY4](course) languages\n- What are [HALYAA14](course) languages\n- The [KATVAS31](course) language\n- [BTK4090](course) teaching languages\n- The language of [JOUJOVTS](course)\n- Teaching language in [JOVVAL](course)\n- [KATLITO1](course) in which language\n- What language do they speak in [STYA8](course)\n- I want to know which language [JKKYLII](course) is used\n- I want to know the language of [ENGA8](course)\n- I want to know what language do they speak in [POLKVA23](course)\n- I want to know is [KASVAR7](course) taught in english\n- Teaching language [SOS4.2](course)\n- Lecture language [KIRP4](course)\n- What is the teaching language in [SOSKV1](course)\n- Teaching language in [KASLOM4](course)\n- What language is [KASVART3](course)\n- Is [KKRUKTK](course) in english\n- Is [VENA10](course) in finnish\n- [MVKS54-56](course) language\n- [TERHOJ3](course) teaching language\n- Is [FILP1A](course) taught in english\n- Is [TERHOIA4](course) taught in english\n- Can I pass [KKSUKK](course) in english\n- Which language is [KATYVA23](course)\n- What is [PEACE045](course) language\n- What is the language of [TIETS41](course) is\n- The teaching language of [KASA13](course)\n- What language is used in [MOLI](course)\n- Which language [DPEDUB.1B](course) is used\n- [TAYJ034](course) spoken language\n- [SAKA9](course) languages\n- What are [TERKAN5](course) languages\n- The [POLVOA51/52/S24](course) language\n- [KKENPRE2](course) teaching languages\n- The language of [YKYYKV1](course)\n- Teaching language in [KASVAR5](course)\n- [KKENKTM](course) in which language\n- What language do they speak in [KATLAS25](course)\n- I want to know which language [STYP1A](course) is used\n- I want to know the language of [LTLY16](course)\n- I want to know what language do they speak in [KASLOE8.1](course)\n- I want to know is [VIROP3](course) taught in english\n- Teaching language [POLPOP05](course)\n- Lecture language [NORDIG4](course)\n- What is the teaching language in [KASLOM6](course)\n- Teaching language in [TERVAL7](course)\n- What language is [ENGA7](course)\n- Is [VENP2](course) in english\n- Is [KKSUSC](course) in finnish\n- [STYS3B](course) language\n- [TIEVA36](course) teaching language\n- Is [JKKYTUO2](course) taught in english\n- Is [KATSTA16](course) taught in english\n- Can I pass [KATTAS33](course) in english\n- Which language is [KASLOM2](course)\n- What is [HALYAA99](course) language\n- What is the language of [POLKVA43](course) is\n- The teaching language of [YKYYHT3](course)\n- What language is used in [KKRUKTK](course)\n- Which language [HALYAA14](course) is used\n- [ENGS46](course) spoken language\n- [STYS2A](course) languages\n- What are [HTIY006](course) languages\n- The [KASLOM8](course) language\n- [SAKA12](course) teaching languages\n- The language of [LOGP1](course)\n- Teaching language in [POLVOS25](course)\n- [KATTAA01](course) in which language\n- What language do they speak in [KATMAA99](course)\n- I want to know which language [POLPOP02](course) is used\n- I want to know the language of [HISA3B](course)\n- I want to know what language do they speak in [MTTTS14](course)\n- I want to know is [JOVA8](course) taught in english\n- Teaching language [MVKS17/13S](course)\n- Lecture language [KKRUKK](course)\n- What is the teaching language in [POLKVA32](course)\n- Teaching language in [TRSU02](course)\n- What language is [BIO4460](course)\n- Is [DPJKKHS](course) in english\n- Is [HALYAP01](course) in finnish\n- [KASA6](course) language\n- [SUKKP3](course) teaching language\n- Is [FONEP1](course) taught in english\n- Is [TIEP1](course) taught in english\n- Can I pass [BIO4716](course) in english\n- Which language is [JOUJOVTS](course)\n- What is [KASLOE6.2](course) language\n- What is the language of [KASLOM11](course) is\n- The teaching language of [KKSAPRE1](course)\n- What language is used in [BTK5003](course)\n- Which language [ITIP2](course) is used\n- [HTIS54](course) spoken language\n- [SOS1](course) languages\n- What are [RANP0](course) languages\n- The [MTTS1](course) language\n- [KATLITO2](course) teaching languages\n- The language of [TIEVA36](course)\n- Teaching language in [POLVOA32/S23/24](course)\n- [TAYJ031](course) in which language\n- What language do they speak in [ITIS22](course)\n- I want to know which language [HALJUA13](course) is used\n- I want to know the language of [POLVOS32](course)\n- I want to know what language do they speak in [ITIY3](course)\n- I want to know is [FILP1A](course) taught in english\n- Teaching language [TAYJ042](course)\n- Lecture language [KKSUBMT](course)\n- What is the teaching language in [HALYAP01](course)\n- Teaching language in [ENGP7](course)\n- What language is [KASVARH](course)\n- Is [KASA7](course) in english\n- Is [TIETS18](course) in finnish\n- [LATAP4](course) language\n- [KATTAA32](course) teaching language\n- Is [MTTTA14](course) taught in english\n- Is [HALJUA44](course) taught in english\n- Can I pass [HALKAS99](course) in english\n- Which language is [HALJTA04](course)\n- What is [BTK1053](course) language\n- What is the language of [HALKAA99](course) is\n- The teaching language of [TIEA2.1](course)\n- What language is used in [SOS7.2/STYA4B](course)\n- Which language [TERHOIA4](course) is used\n- [JOVA9](course) spoken language\n- [KATYVA22](course) languages\n- What are [KKSUSC](course) languages\n- The [MTTTP1](course) language\n- [SUOR1/A6](course) teaching languages\n- The language of [JOVAT1](course)\n- Teaching language in [KATVAA14](course)\n- [SUOR1/A6](course) in which language\n- What language do they speak in [SOS6.1.2](course)\n- I want to know which language [DPIS1](course) is used\n- I want to know the language of [SOS10.6](course)\n- I want to know what language do they speak in [LTLY01](course)\n- I want to know is [MEDU02](course) taught in english\n- Teaching language [SAKP3](course)\n- Lecture language [KASSG](course)\n- What is the teaching language in [KKKI1](course)\n- Teaching language in [POLVOS24](course)\n- What language is [KATTAS40](course)\n- Is [KASLOM1](course) in english\n- Is [SOS6.5.3](course) in finnish\n- [STYS2B](course) language\n- [ITIA11](course) teaching language\n- Is [KKIN4](course) taught in english\n- Is [ROMAP1](course) taught in english\n- Can I pass [KASA2](course) in english\n- Which language is [TAYJ024](course)\n- What is [TEE9](course) language\n- What is the language of [KATLAA22](course) is\n- The teaching language of [TIEY1](course)\n- What language is used in [ROMAP1](course)\n- Which language [KKSUOPE](course) is used\n- [KASPUHA4](course) spoken language\n- [YKIEP1](course) languages\n- What are [SOCYKV2](course) languages\n- The [JKKYLT01](course) language\n- [BTK4661](course) teaching languages\n- The language of [KKENKTM](course)\n- Teaching language in [KATTAS40](course)\n- [KKES2](course) in which language\n- What language do they speak in [POLKVS22](course)\n- I want to know which language [KASP5](course) is used\n- I want to know the language of [POLKVS21](course)\n- I want to know what language do they speak in [KASPUHS6](course)\n- I want to know is [TAYJ042](course) taught in english\n- Teaching language [POLKVS31](course)\n- Lecture language [POLKVA41](course)\n- What is the teaching language in [DPEDUB.1C](course)\n- Teaching language in [RANS1](course)\n- What language is [HALKOS27](course)\n- Is [KKRUYHT](course) in english\n- Is [POLVOA12](course) in finnish\n- [POLVOS10](course) language\n- [KASA5](course) teaching language\n- Is [KATVAA13](course) taught in english\n- Is [JOVA6](course) taught in english\n- Can I pass [YKT6.6.1](course) in english\n- Which language is [ENGA6](course)\n- What is [KKVE1](course) language\n- What is the language of [ITIA11](course) is\n- The teaching language of [LTLY212](course)\n- What language is used in [KASTUTVA](course)\n- Which language [MVKS42V](course) is used\n- [DPHSR404](course) spoken language\n- [SOSM5.1](course) languages\n- What are [KKSA2](course) languages\n- The [TAYJ035](course) language\n- [VENT1](course) teaching languages\n- The language of [KASERIT2](course)\n- Teaching language in [KATMAS17](course)\n- [KASPUHP1](course) in which language\n- What language do they speak in [KASSO1](course)\n- I want to know which language [TIETA18](course) is used\n- I want to know the language of [KATJOP11](course)\n- I want to know what language do they speak in [POLKVA22](course)\n- I want to know is [KKSUSOTE](course) taught in english\n- Teaching language [KASLOM11](course)\n- Lecture language [KKRUKK](course)\n- What is the teaching language in [HALYAS14](course)\n- Teaching language in [POHA1](course)\n- What language is [POHP1](course)\n- Is [ENGS10](course) in english\n- Is [MTTTP5](course) in finnish\n- [JKKYTVA12](course) language\n- [TERHOIA4](course) teaching language\n- Is [BTK2060](course) taught in english\n- Is [TAYJ032](course) taught in english\n- Can I pass [LUOYY021](course) in english\n- Which language is [PEDA2](course)\n- What is [JOUJOVTS](course) language\n- What is the language of [GTS2](course) is\n- The teaching language of [PEACE043](course)\n- What language is used in [POLVOS23](course)\n- Which language [HALJUA99](course) is used\n- [KIRS1/A4](course) spoken language\n- [KKENVAL4](course) languages\n- What are [TRSU01](course) languages\n- The [TIEP1](course) language\n- [KASLIITU](course) teaching languages\n- The language of [KASA15](course)\n- Teaching language in [SOSM2](course)\n- [ENGS7-9](course) in which language\n- What language do they speak in [JOVTS5](course)\n- I want to know which language [MOLI](course) is used\n- I want to know the language of [YKYYHT2](course)\n- I want to know what language do they speak in [HISA1B](course)\n- I want to know is [HALYAA99](course) taught in english\n- Teaching language [TERKAN6](course)\n- Lecture language [PSYP0](course)\n- What is the teaching language in [KASSM2](course)\n- Teaching language in [TAYJ031](course)\n- What language is [MVKS34](course)\n- Is [JKKYOA11](course) in english\n- Is [YKYYHT2](course) in finnish\n- [KASMULTI4](course) language\n- [KASA13](course) teaching language\n- Is [HISA2](course) taught in english\n- Is [NORDIG3](course) taught in english\n- Can I pass [KATTAS22B](course) in english\n- Which language is [MTTTA7](course)\n- What is [TSEKP3](course) language\n- What is the language of [KASVAR6](course) is\n- The teaching language of [MTTMS1](course)\n- What language is used in [BIO2450](course)\n- Which language [TERY1](course) is used\n- [HALKAP01](course) spoken language\n- [SAKA5](course) languages\n- What are [KASSO5](course) languages\n- The [HISA4](course) language\n- [SOS6.3.1](course) teaching languages\n- The language of [MOLI](course)\n- Teaching language in [KKSULL](course)\n- [HALJTA99](course) in which language\n- What language do they speak in [JOVAT1](course)\n- I want to know which language [LUOYY003](course) is used\n- I want to know the language of [DPEDUB.2](course)\n- I want to know what language do they speak in [KASA5](course)\n- I want to know is [SAKA7](course) taught in english\n- Teaching language [ITIS61](course)\n- Lecture language [STYVA](course)\n- What is the teaching language in [STYS3B](course)\n- Teaching language in [KATRAA11](course)\n- What language is [KATVRP11](course)\n- Is [TIETA15](course) in english\n- Is [TERTIETO4](course) in finnish\n- [ITIY3](course) language\n- [HALJTS99](course) teaching language\n- Is [PSYA1](course) taught in english\n- Is [FILA9](course) taught in english\n- Can I pass [TERKANP1](course) in english\n- Which language is [HALKAS13](course)\n- What is [KASLOE7.2](course) language\n- What is the language of [TAYJ026](course) is\n- The teaching language of [HALJUA14](course)\n- What language is used in [TAYJ024](course)\n- Which language [KASA13](course) is used\n- [ITIS45](course) spoken language\n- [KATYVS99](course) languages\n- What are [TERKANP3](course) languages\n- The [MTTMS1](course) language\n- [KASA3](course) teaching languages\n- The language of [SOSM5.2](course)\n- Teaching language in [KASA12](course)\n- [POLKVA21](course) in which language\n- What language do they speak in [SOS3](course)\n- I want to know which language [YKT09.4](course) is used\n- I want to know the language of [KKSUSOTE](course)\n- I want to know what language do they speak in [ENGS29](course)\n- I want to know is [KASP4](course) taught in english\n- Teaching language [ESPFA2](course)\n- Lecture language [STYA3B2](course)\n- What is the teaching language in [JOVA6](course)\n- Teaching language in [JOVA5](course)\n- What language is [POLKVA42](course)\n- Is [STYS2B](course) in english\n- Is [JKKYTVA13](course) in finnish\n- [HISP1](course) language\n- [KKES2](course) teaching language\n- Is [COSOPN2](course) taught in english\n- Is [TRSU02](course) taught in english\n- Can I pass [TIETS41](course) in english\n- Which language is [HISA2](course)\n- What is [SUOS1](course) language\n- What is the language of [KATLAS13](course) is\n- The teaching language of [JOVA14](course)\n- What language is used in [JOVA18](course)\n- Which language [KASPUHA5](course) is used\n- [KASVAR6](course) spoken language\n- [SOSM5.1](course) languages\n- What are [KASS1](course) languages\n- The [HALJUA25](course) language\n- [KASA11](course) teaching languages\n- The language of [KATLAA22](course)\n- Teaching language in [POLVOS34](course)\n- [MTTS1](course) in which language\n- What language do they speak in [POLVOA22](course)\n- I want to know which language [KASTUTVA](course) is used\n- I want to know the language of [POLVOA21](course)\n- I want to know what language do they speak in [KKENVAL3](course)\n- I want to know is [TIETS21](course) taught in english\n- Teaching language [KKRA2](course)\n- Lecture language [KKSA3](course)\n- What is the teaching language in [POLVOA31/S21](course)\n- Teaching language in [MTTTP5](course)\n- What language is [KKSU4](course)\n- Is [STYS3C](course) in english\n- Is [HISA4](course) in finnish\n- [KASP1](course) language\n- [STYA3B1](course) teaching language\n- Is [KASA11](course) taught in english\n- Is [DPEDUC.3](course) taught in english\n- Can I pass [KIRP4](course) in english\n- Which language is [JOUJOVTS](course)\n- What is [JOVPVA7](course) language\n- What is the language of [ROMAP3](course) is\n- The teaching language of [KKSUHY](course)\n- What language is used in [KKENYHT](course)\n- Which language [TERHOIA7](course) is used\n- [KATTAS22A](course) spoken language\n- [KASP4](course) languages\n- What are [MTTTP5](course) languages\n- The [JKKYOA12](course) language\n- [LFCOR](course) teaching languages\n- The language of [KASA5](course)\n- Teaching language in [TIETS26](course)\n- [KIRS4](course) in which language\n- What language do they speak in [SOCYKV2](course)\n- I want to know which language [JOVA20](course) is used\n- I want to know the language of [DPYT](course)\n- I want to know what language do they speak in [DPHSFC06](course)\n- I want to know is [HALJUS22](course) taught in english\n- Teaching language [LOGS2](course)\n- Lecture language [LTLY229](course)\n- What is the teaching language in [KATTV01](course)\n- Teaching language in [DPHSS207](course)\n- What language is [KKRUKTK](course)\n- Is [KKSUVAL3](course) in english\n- Is [KASA12](course) in finnish\n- [KATLAA99](course) language\n- [KATYVA99](course) teaching language\n- Is [PEACE046](course) taught in english\n- Is [KASVAR8](course) taught in english\n- Can I pass [TSEKP3](course) in english\n- Which language is [TERTIETO5](course)\n- What is [HALYAS11](course) language\n- What is the language of [VIROP1](course) is\n- The teaching language of [KIRA1](course)\n- What language is used in [ITIY003](course)\n- Which language [VENS2](course) is used\n- [SUKKP6](course) spoken language\n- [KASLOH4B](course) languages\n- What are [DPHSR402](course) languages\n- The [KATTAA35](course) language\n- [STYP5](course) teaching languages\n- The language of [ITIP2](course)\n- Teaching language in [KKSAVAL0](course)\n- [KKRUKTMO](course) in which language\n- What language do they speak in [ESPFA1](course)\n- I want to know which language [KASLOM11](course) is used\n- I want to know the language of [TERKAN18](course)\n- I want to know what language do they speak in [KATTAA12A](course)\n- I want to know is [LTLY16](course) taught in english\n- Teaching language [YKYYHT4A](course)\n- Lecture language [SAKP0](course)\n- What is the teaching language in [KATYVA44](course)\n- Teaching language in [KIRA4D](course)\n- What language is [TSEKP2](course)\n- Is [SOS6.2.1](course) in english\n- Is [KATLAA99](course) in finnish\n- [KKSUPRO](course) language\n- [DPEDUC.3](course) teaching language\n- Is [BIOMJ016](course) taught in english\n- Is [KASA12](course) taught in english\n- Can I pass [KKENVAL9](course) in english\n- Which language is [POHP5](course)\n- What is [STYA5](course) language\n- What is the language of [KATJOS32](course) is\n- The teaching language of [POLYEP11](course)\n- What language is used in [KATVRS60](course)\n- Which language [JOVP1](course) is used\n- [YKT10.1.2](course) spoken language\n- [KATYVA35](course) languages\n- What are [KATYVS25](course) languages\n- The [HALJTS04](course) language\n- [JKKYVAP](course) teaching languages\n- The language of [LTLY01](course)\n- Teaching language in [PSYP3](course)\n- [LUOYY005](course) in which language\n- What language do they speak in [TIETS26](course)\n- I want to know which language [LUOYY027](course) is used\n- I want to know the language of [SOS10.1.5](course)\n- I want to know what language do they speak in [KASLOE8.1](course)\n- I want to know is [TIEVA36](course) taught in english\n- Teaching language [KKRUVAL1](course)\n- Lecture language [LOGA6](course)\n- What is the teaching language in [LUOYY021](course)\n- Teaching language in [PEDAYOP4](course)\n- What language is [DPCMTJ4](course)\n- Is [JOVY3](course) in english\n- Is [ESPFA2](course) in finnish\n- [KASERIT4](course) language\n- [PSYA8](course) teaching language\n- Is [KKSU4](course) taught in english\n- Is [KATJOA99](course) taught in english\n- Can I pass [ITIY3](course) in english\n- Which language is [FONEP2](course)\n- What is [KKES4](course) language\n- What is the language of [ROMAP2](course) is\n- The teaching language of [BTK5557](course)\n- What language is used in [ENGA6](course)\n- Which language [POLKVA33](course) is used\n- [HALTVA12](course) spoken language\n- [FILS1](course) languages\n- What are [TEE6](course) languages\n- The [TIEA5](course) language\n- [DPIPEF05](course) teaching languages\n- The language of [POLPOP03](course)\n- Teaching language in [KATTAS21B](course)\n- [TERY4](course) in which language\n- What language do they speak in [HISA1B](course)\n- I want to know which language [TAYJ035](course) is used\n- I want to know the language of [POLKVS21](course)\n- I want to know what language do they speak in [FONEP2](course)\n- I want to know is [SUOP3](course) taught in english\n- Teaching language [PSYS17](course)\n- Lecture language [SOS7.2/STYA4B](course)\n- What is the teaching language in [DPEDUC.3](course)\n- Teaching language in [MOLI](course)\n- What language is [KASLOE7.1](course)\n- Is [YKYY0](course) in english\n- Is [KKSUPRO](course) in finnish\n- [KASVAR12](course) language\n- [TERTIETO5](course) teaching language\n- Is [POLKVA32](course) taught in english\n- Is [ENGA6](course) taught in english\n- Can I pass [SUOA8](course) in english\n- Which language is [JOUJOVTS/JMMETU](course)\n- What is [ENGP9](course) language\n- What is the language of [TRMU1](course) is\n- The teaching language of [TERY5B](course)\n- What language is used in [IGS005](course)\n- Which language [STYA1B](course) is used\n- [KATVAS31](course) spoken language\n- [DPIT2](course) languages\n- What are [MVKS02](course) languages\n- The [MVKS63](course) language\n- [HALJUS15](course) teaching languages\n- The language of [JOVY2](course)\n- Teaching language in [ENGS40](course)\n- [DPEDUB.1B](course) in which language\n- What language do they speak in [ITIY3](course)\n- I want to know which language [HALJTA06](course) is used\n- I want to know the language of [KASLOE4.3](course)\n- I want to know what language do they speak in [SOSM5.1](course)\n- I want to know is [KKVE2](course) taught in english\n- Teaching language [JOVPVS6](course)\n- Lecture language [HALJTJ00](course)\n- What is the teaching language in [POLKVA42](course)\n- Teaching language in [PSYP1](course)\n- What language is [KIRS4](course)\n- Is [JOUJOVTS](course) in english\n- Is [ENGS42](course) in finnish\n- [MTTTA2](course) language\n- [PSYS14](course) teaching language\n- Is [KATMAS14](course) taught in english\n- Is [KKKI2](course) taught in english\n- Can I pass [JOVKA5](course) in english\n- Which language is [ITIS35](course)\n- What is [STYS3B](course) language\n- What is the language of [TIETA13](course) is\n- The teaching language of [POHA6](course)\n- What language is used in [JOVY1](course)\n- Which language [TERKAN12](course) is used\n- [ENGS4](course) spoken language\n- [TERHOI1](course) languages\n- What are [SOS4.4](course) languages\n- The [TERHOI4](course) language\n- [PEACE045](course) teaching languages\n- The language of [TERA2](course)\n- Teaching language in [ITIS43](course)\n- [MEDU07](course) in which language\n- What language do they speak in [STYVA](course)\n- I want to know which language [HALJUA22](course) is used\n- I want to know the language of [POLKVS32](course)\n- I want to know what language do they speak in [TIETA10](course)\n- I want to know is [RANP3](course) taught in english\n- Teaching language [MTTA1](course)\n- Lecture language [POLKVA43](course)\n- What is the teaching language in [KASVAR2](course)\n- Teaching language in [JOVPVS5](course)\n- What language is [HALJUA44](course)\n- Is [SAKA12](course) in english\n- Is [KKRA3](course) in finnish\n- [HALYAS99](course) language\n- [LTLY16](course) teaching language\n- Is [POLKVS22](course) taught in english\n- Is [POLVOS25](course) taught in english\n- Can I pass [POLVOA31](course) in english\n- Which language is [YKTM4](course)\n- What is [PEDAYOA1](course) language\n- What is the language of [BIO4722](course) is\n- The teaching language of [DPEDUB.1C](course)\n- What language is used in [KIRS4](course)\n- Which language [HALKOS25](course) is used\n- [BTK3210](course) spoken language\n- [POLKVS33](course) languages\n- What are [KATYVA43](course) languages\n- The [KASP4](course) language\n- [TIEA4](course) teaching languages\n- The language of [KKRUKTK](course)\n- Teaching language in [HISS1B](course)\n- [KATJOA15](course) in which language\n- What language do they speak in [MVKS47](course)\n- I want to know which language [JKKYVP11](course) is used\n- I want to know the language of [POLKVA44](course)\n- I want to know what language do they speak in [JOVPVA7](course)\n- I want to know is [KATJOS11](course) taught in english\n- Teaching language [TAYJ031](course)\n- Lecture language [PSYS11](course)\n- What is the teaching language in [KIRP3](course)\n- Teaching language in [PSYA9](course)\n- What language is [HISA4](course)\n- Is [TAYJ035](course) in english\n- Is [PGHINT](course) in finnish\n- [HALKAS11](course) language\n- [BTK3125](course) teaching language\n- Is [LUOYY020](course) taught in english\n- Is [TIETS09](course) taught in english\n- Can I pass [POLKVA42](course) in english\n- Which language is [KKENKTK](course)\n- What is [KKRUYHT](course) language\n- What is the language of [KATLAA99](course) is\n- The teaching language of [TERHOIA7](course)\n- What language is used in [KATJOS31](course)\n- Which language [YKT6.6.4](course) is used\n- [TAYJ13](course) spoken language\n- [KASVAR1](course) languages\n- What are [HALEUA11](course) languages\n- The [SOSM4](course) language\n- [TAYJ12](course) teaching languages\n- The language of [JOVP3](course)\n- Teaching language in [MTTTA1](course)\n- [HTIS66](course) in which language\n- What language do they speak in [KATLAS14](course)\n- I want to know which language [TEE6](course) is used\n- I want to know the language of [MTTA2](course)\n- I want to know what language do they speak in [FONEP2](course)\n- I want to know is [KATJOA13](course) taught in english\n\n## intent:periodi\n- Period [KATTAP11](course)\n- Semester [POLVOA22](course)\n- Quarter [KASSG](course)\n- Academic term [KKRULL](course)\n- [STYS1B1](course) semester\n- [TERKANP6](course) academic term\n- [KASA6](course) quarter\n- This semester [KIRP1](course)\n- What period [HALDIGI01](course)\n- What study period [TIETA15](course)\n- What study period is [SOSM6.5](course) in\n- What period will [LTLY213](course) begin\n- [KKENVAL9](course) period\n- Is [SOS9](course) this period\n- Which period is [KKKI1](course)\n- Which period will [RANS5](course) begin\n- What period will [FILAPRO](course) begin\n- [KASLOM4](course) curriculum\n- When is [KKRUYHT](course) in the curriulum\n- The period of [KASMULTI4](course)\n- Study period of [LFCOR](course)\n- Semester [DPJKK20](course)\n- Which semester will [KKENYHT](course) start\n- Which semester is [STYS2B](course)\n- Is [KASERIT4](course) this semester\n- What semester is [MVKS13E](course)\n- Academic term [KASLOK3](course)\n- Which academic term will [HALJUA64](course) begin\n- Which academic term is [KKSAPRE1](course)\n- [BTK0030](course) academic term\n- Which semester will [KASMULTI1](course) begin\n- The period of [KASTUTOR](course)\n- The semester of [RANP0](course)\n- The academic term of [KASP1](course)\n- The quarter of [POLKVS31](course)\n- Which quarter is [JOVP1](course)\n- What is the quarter of [KASSM2](course)\n- Which quarter will [RANP6](course) begin\n- I want to know which semester will [DPCMTJ2/JMMETUS](course) start\n- I want to know which semester is [RANP5](course)\n- I want to know the study period of [HALHAA99](course)\n- I want to know the academic term for [MVKS36/31](course)\n- Period [KATTAP11](course)\n- Semester [KIRA2](course)\n- Quarter [POLVOA31](course)\n- Academic term [TERY4](course)\n- [KATVRA23](course) semester\n- [PSYS5](course) academic term\n- [KASLOM7](course) quarter\n- This semester [BTK5003](course)\n- What period [KKENYHT](course)\n- What study period [PGHES01](course)\n- What study period is [SAKA8](course) in\n- What period will [STYS2A](course) begin\n- [DPEDUB.2](course) period\n- Is [TIEA4](course) this period\n- Which period is [DPJKK20](course)\n- Which period will [ITIS24](course) begin\n- What period will [KKENYHT](course) begin\n- [TERHOI4](course) curriculum\n- When is [KKKI2](course) in the curriulum\n- The period of [KASVAR9](course)\n- Study period of [RANAV3](course)\n- Semester [TERKAN14](course)\n- Which semester will [KASVAPAA](course) start\n- Which semester is [TIEA1](course)\n- Is [POLKVS32](course) this semester\n- What semester is [DPEDUB.2](course)\n- Academic term [KASSO7](course)\n- Which academic term will [KATVRP12](course) begin\n- Which academic term is [STYA3A2](course)\n- [MVKS40/62](course) academic term\n- Which semester will [KASP1](course) begin\n- The period of [KATVAA13](course)\n- The semester of [TERTIETO5](course)\n- The academic term of [ITIA11](course)\n- The quarter of [KASLOM10](course)\n- Which quarter is [LOGS2](course)\n- What is the quarter of [JOVP4](course)\n- Which quarter will [TERA3](course) begin\n- I want to know which semester will [MTTTP1](course) start\n- I want to know which semester is [KASVART3](course)\n- I want to know the study period of [LTLY16](course)\n- I want to know the academic term for [KIRS3](course)\n- Period [KATTAP11](course)\n- Semester [JKKYVAP](course)\n- Quarter [KKSUHY](course)\n- Academic term [SOSM1](course)\n- [TERKANP5](course) semester\n- [JOVA20](course) academic term\n- [HALYAA15](course) quarter\n- This semester [JOVTS1/SOS10.6](course)\n- What period [KASA10](course)\n- What study period [KASP4](course)\n- What study period is [DPIS1](course) in\n- What period will [TERHOJ3](course) begin\n- [KATMAS12](course) period\n- Is [KATMAS12](course) this period\n- Which period is [TECHS6](course)\n- Which period will [TIETS43](course) begin\n- What period will [YKYYHT3](course) begin\n- [JOVA18](course) curriculum\n- When is [TIETS13](course) in the curriulum\n- The period of [TIETA8](course)\n- Study period of [JKKYJOTE1](course)\n- Semester [KKKI4](course)\n- Which semester will [MTTTS17](course) start\n- Which semester is [KIRS3](course)\n- Is [TERKANP4](course) this semester\n- What semester is [PSYA9](course)\n- Academic term [TERA6](course)\n- Which academic term will [TAYJ035](course) begin\n- Which academic term is [POHS10](course)\n- [KASS3](course) academic term\n- Which semester will [JKKYORP1](course) begin\n- The period of [LATAP4](course)\n- The semester of [JOUJOVTS](course)\n- The academic term of [FONEA4](course)\n- The quarter of [KKRA1](course)\n- Which quarter is [KKSUTTK](course)\n- What is the quarter of [KATJOA19](course)\n- Which quarter will [MTTMA10](course) begin\n- I want to know which semester will [KASLOK1](course) start\n- I want to know which semester is [KKSUSC](course)\n- I want to know the study period of [POHA6](course)\n- I want to know the academic term for [STYA3B](course)\n- Period [KATTAP11](course)\n- Semester [SUOK2/A6](course)\n- Quarter [BTK5557](course)\n- Academic term [TERKAN16](course)\n- [DPHSFC07](course) semester\n- [PSYS16](course) academic term\n- [KKENKTK](course) quarter\n- This semester [POLKVS31](course)\n- What period [COSOPC1](course)\n- What study period [TIETA18](course)\n- What study period is [LOGA8](course) in\n- What period will [MEDU06](course) begin\n- [POHP5](course) period\n- Is [KASPUHS7](course) this period\n- Which period is [KASP5](course)\n- Which period will [SUOP3](course) begin\n- What period will [HALKAS11](course) begin\n- [POLVOA41/S23/28](course) curriculum\n- When is [HISA4](course) in the curriulum\n- The period of [KASSO1](course)\n- Study period of [HALJTS07](course)\n- Semester [POLKVA31](course)\n- Which semester will [DPIS1](course) start\n- Which semester is [GTS9](course)\n- Is [KASA3](course) this semester\n- What semester is [POLVOS23](course)\n- Academic term [TAYJ12](course)\n- Which academic term will [SOSM5.1](course) begin\n- Which academic term is [JOVA6](course)\n- [MTTMA1A](course) academic term\n- Which semester will [HALJUA14](course) begin\n- The period of [ITIA11](course)\n- The semester of [STYS3B](course)\n- The academic term of [HALJTS99](course)\n- The quarter of [SOS06.4](course)\n- Which quarter is [TSEKP2](course)\n- What is the quarter of [HALTVA12](course)\n- Which quarter will [MVKS42E](course) begin\n- I want to know which semester will [HALKOS22](course) start\n- I want to know which semester is [KASLOM2](course)\n- I want to know the study period of [JOUJOVTS](course)\n- I want to know the academic term for [MTTMA1C](course)\n- Period [KATTAP11](course)\n- Semester [KATRAS11](course)\n- Quarter [JOVAT2](course)\n- Academic term [POLVOA12](course)\n- [KKSU1](course) semester\n- [ITIS24](course) academic term\n- [JKKYTVA13](course) quarter\n- This semester [KKRA4](course)\n- What period [KKENKTK](course)\n- What study period [SOP03.6](course)\n- What study period is [KKSAPRE2](course) in\n- What period will [KKIN4](course) begin\n- [ENGS13](course) period\n- Is [KKSAPRE2](course) this period\n- Which period is [KKSUYP](course)\n- Which period will [KASLOM4](course) begin\n- What period will [POLKVS33](course) begin\n- [BTK3125](course) curriculum\n- When is [KKSUPRO](course) in the curriulum\n- The period of [KKRAVAL1](course)\n- Study period of [KASMULTI4](course)\n- Semester [KASPUHP3](course)\n- Which semester will [TAYJ035](course) start\n- Which semester is [RANSV5](course)\n- Is [KASMULTI2A](course) this semester\n- What semester is [TERVAL5](course)\n- Academic term [KASA13](course)\n- Which academic term will [VIROP1](course) begin\n- Which academic term is [JOVP5](course)\n- [KASELOHA](course) academic term\n- Which semester will [KASA9](course) begin\n- The period of [TIEA2.1B](course)\n- The semester of [VENA5](course)\n- The academic term of [SAKS5](course)\n- The quarter of [JKKYTVA13](course)\n- Which quarter is [MTTY3](course)\n- What is the quarter of [SOS6.5.2](course)\n- Which quarter will [BTK0024](course) begin\n- I want to know which semester will [KATRAA11](course) start\n- I want to know which semester is [ESPFP4](course)\n- I want to know the study period of [LUOYA200](course)\n- I want to know the academic term for [KASP2](course)\n- Period [KATTAP11](course)\n- Semester [POLKVA31](course)\n- Quarter [KKSAVAL1](course)\n- Academic term [KATLITO3](course)\n- [HISA1B](course) semester\n- [MTTA2](course) academic term\n- [HISA2](course) quarter\n- This semester [KKENVAL1](course)\n- What period [KKSUPRO](course)\n- What study period [TIEP5](course)\n- What study period is [PSYP5](course) in\n- What period will [KASLOE6.5](course) begin\n- [KATRAS12](course) period\n- Is [STYA3A](course) this period\n- Which period is [ITIY3](course)\n- Which period will [TERKANA1](course) begin\n- What period will [HALJUA23](course) begin\n- [KATTAA35](course) curriculum\n- When is [KATYVS22](course) in the curriulum\n- The period of [JKKYY](course)\n- Study period of [KATLAS27](course)\n- Semester [POLKVA21](course)\n- Which semester will [HALJUS31](course) start\n- Which semester is [KKENKTM](course)\n- Is [BIO4661](course) this semester\n- What semester is [VENA8](course)\n- Academic term [TEE6](course)\n- Which academic term will [SAKA5](course) begin\n- Which academic term is [KKRUYHT](course)\n- [BIO2085](course) academic term\n- Which semester will [KATTAA40](course) begin\n- The period of [KASPUHA5](course)\n- The semester of [SOS10.10.1](course)\n- The academic term of [DPHSR404](course)\n- The quarter of [PSYS5](course)\n- Which quarter is [KASSG](course)\n- What is the quarter of [KKVE4](course)\n- Which quarter will [KASP4](course) begin\n- I want to know which semester will [PEDAYOA1](course) start\n- I want to know which semester is [LOGA9](course)\n- I want to know the study period of [KATLITO8](course)\n- I want to know the academic term for [KKRUYHT](course)\n- Period [KATTAP11](course)\n- Semester [STYA3B](course)\n- Quarter [ITIS14](course)\n- Academic term [KKRULL](course)\n- [LOGM3](course) semester\n- [MVKS42E](course) academic term\n- [KATLITO4](course) quarter\n- This semester [KATYVP11](course)\n- What period [HALKOS24](course)\n- What study period [HALJTA05](course)\n- What study period is [SAKA9](course) in\n- What period will [KATLAS90](course) begin\n- [KKES3](course) period\n- Is [TIEP2](course) this period\n- Which period is [KKKI4](course)\n- Which period will [KASLOM10](course) begin\n- What period will [KKSAVAL3](course) begin\n- [NORDIG4](course) curriculum\n- When is [PSYA11](course) in the curriulum\n- The period of [KASVAR12](course)\n- Study period of [JOVTS5](course)\n- Semester [HISA1B](course)\n- Which semester will [KASA9](course) start\n- Which semester is [KASA8](course)\n- Is [FILA1](course) this semester\n- What semester is [HALTVA12](course)\n- Academic term [RANS2](course)\n- Which academic term will [ITIY003](course) begin\n- Which academic term is [KATJOA14](course)\n- [HALJTA21](course) academic term\n- Which semester will [KKSAVAL1](course) begin\n- The period of [HALKOS21](course)\n- The semester of [HALJUS15](course)\n- The academic term of [FILS1](course)\n- The quarter of [FILJATKO](course)\n- Which quarter is [PEDAYOP3](course)\n- What is the quarter of [LTLY229](course)\n- Which quarter will [SUKKP2](course) begin\n- I want to know which semester will [TIETS21](course) start\n- I want to know which semester is [YKT09.4](course)\n- I want to know the study period of [STYP1A](course)\n- I want to know the academic term for [JKKYVAP](course)\n- Period [KATTAP11](course)\n- Semester [DPHSR404](course)\n- Quarter [HALJUA65](course)\n- Academic term [HALHAS20](course)\n- [ENGA8](course) semester\n- [KATSTA12](course) academic term\n- [KATVAA12](course) quarter\n- This semester [JKKYOA11](course)\n- What period [KKSUHUK1](course)\n- What study period [POLPOP04](course)\n- What study period is [HISS2](course) in\n- What period will [KIRS3](course) begin\n- [MTTMA1B](course) period\n- Is [HALJUA14](course) this period\n- Which period is [SAKA12](course)\n- Which period will [TIEY4](course) begin\n- What period will [HALJUA14](course) begin\n- [KASVART3](course) curriculum\n- When is [YKIEP1](course) in the curriulum\n- The period of [RANP4](course)\n- Study period of [SOS9](course)\n- Semester [KKLA1](course)\n- Which semester will [KKENVAL1](course) start\n- Which semester is [KATYVA44](course)\n- Is [KASLOE1.1](course) this semester\n- What semester is [KATVRA00](course)\n- Academic term [KKSAVAL3](course)\n- Which academic term will [JOVVAL](course) begin\n- Which academic term is [SUOS1](course)\n- [POLVOA41](course) academic term\n- Which semester will [HALHAA13](course) begin\n- The period of [TAYJ12](course)\n- The semester of [KKENYHT](course)\n- The academic term of [MVKS01](course)\n- The quarter of [TIEP1](course)\n- Which quarter is [HALJUA24](course)\n- What is the quarter of [HALTVP11](course)\n- Which quarter will [KATTAA13B](course) begin\n- I want to know which semester will [TIETS19](course) start\n- I want to know which semester is [KASA9](course)\n- I want to know the study period of [KKVE2](course)\n- I want to know the academic term for [MVKS42E](course)\n- Period [KATTAP11](course)\n- Semester [KIRP3](course)\n- Quarter [STYS1B1](course)\n- Academic term [ENGA11](course)\n- [KKENVAL9](course) semester\n- [KASP4](course) academic term\n- [KATJOS13](course) quarter\n- This semester [HALJUA25](course)\n- What period [MTTTS14](course)\n- What study period [HTIS66](course)\n- What study period is [PGHES03](course) in\n- What period will [KASVAR7](course) begin\n- [KATVAA11](course) period\n- Is [ITIA03](course) this period\n- Which period is [FILA9](course)\n- Which period will [POLKVA41](course) begin\n- What period will [SOSM2](course) begin\n- [KATVAA12](course) curriculum\n- When is [SOS6.2.3](course) in the curriulum\n- The period of [POLPOP01](course)\n- Study period of [KATYVA99](course)\n- Semester [DPCMTJ4](course)\n- Which semester will [ITIA03](course) start\n- Which semester is [TERKANA5](course)\n- Is [BTK1085](course) this semester\n- What semester is [SAKA3](course)\n- Academic term [YKYYV07](course)\n- Which academic term will [STYP3](course) begin\n- Which academic term is [SOSM2](course)\n- [TERKAN4](course) academic term\n- Which semester will [COSOPOM2](course) begin\n- The period of [KKSAPRE2](course)\n- The semester of [PSYS7](course)\n- The academic term of [SOSM5.1](course)\n- The quarter of [RANSV5](course)\n- Which quarter is [VENS8](course)\n- What is the quarter of [STYA1A1](course)\n- Which quarter will [KASVART2](course) begin\n- I want to know which semester will [KKKI4](course) start\n- I want to know which semester is [STYA3B2](course)\n- I want to know the study period of [VENP1](course)\n- I want to know the academic term for [PSYS7](course)\n- Period [KATTAP11](course)\n- Semester [PEDA5](course)\n- Quarter [HALJUS22](course)\n- Academic term [VENA11](course)\n- [KKIN5](course) semester\n- [SAKS5](course) academic term\n- [POLKVA22](course) quarter\n- This semester [KASSM2](course)\n- What period [KASVAR7](course)\n- What study period [IGS006](course)\n- What study period is [KASA13](course) in\n- What period will [TIEP3](course) begin\n- [COSOPON4](course) period\n- Is [KASLOM5](course) this period\n- Which period is [KATLITO5](course)\n- Which period will [KKSUVAL1](course) begin\n- What period will [KASPUHS6](course) begin\n- [HALKOS25](course) curriculum\n- When is [KASLOE6.2](course) in the curriulum\n- The period of [MTTMA2](course)\n- Study period of [KASA1.1](course)\n- Semester [KKRUYHT](course)\n- Which semester will [KASP2](course) start\n- Which semester is [TAYJ035](course)\n- Is [KASP4](course) this semester\n- What semester is [JOVY1](course)\n- Academic term [KASERIT3](course)\n- Which academic term will [ITIA11](course) begin\n- Which academic term is [KATTAA12A](course)\n- [STYS2A](course) academic term\n- Which semester will [RANS2](course) begin\n- The period of [YKT07.1](course)\n- The semester of [PSYS16](course)\n- The academic term of [POLVOS27](course)\n- The quarter of [POLKVA23](course)\n- Which quarter is [POLKVS21](course)\n- What is the quarter of [ITIA8](course)\n- Which quarter will [HALJUS31](course) begin\n- I want to know which semester will [KATLITO7](course) start\n- I want to know which semester is [TAYJ12](course)\n- I want to know the study period of [MVKS28](course)\n- I want to know the academic term for [SOS10.10.1](course)\n- Period [KATTAP11](course)\n- Semester [SAKA12](course)\n- Quarter [POLKVA12](course)\n- Academic term [KASVAR2](course)\n- [HALYAA99](course) semester\n- [LTLY16](course) academic term\n- [KASP4](course) quarter\n- This semester [SUOA5/YKIEA1](course)\n- What period [SOSM2](course)\n- What study period [POLVOA32/S23/24](course)\n- What study period is [SOS4.5](course) in\n- What period will [KATYVS25](course) begin\n- [BTK2223](course) period\n- Is [PSYA9](course) this period\n- Which period is [KATLAS14](course)\n- Which period will [KATTAS31](course) begin\n- What period will [TSEKP2](course) begin\n- [JOVA17](course) curriculum\n- When is [KATJOS99](course) in the curriulum\n- The period of [JKKYMYJK05](course)\n- Study period of [YKYYHT3](course)\n- Semester [LTLY210](course)\n- Which semester will [KASVAR11](course) start\n- Which semester is [HALJUA44](course)\n- Is [TIEP4](course) this semester\n- What semester is [KKRUYHT](course)\n- Academic term [HALYAS11](course)\n- Which academic term will [MEJOS15](course) begin\n- Which academic term is [PEACE2](course)\n- [POLVOS10](course) academic term\n- Which semester will [TAYJ033](course) begin\n- The period of [HALJUA62](course)\n- The semester of [HISS2](course)\n- The academic term of [KKRUKTK](course)\n- The quarter of [VENP1](course)\n- Which quarter is [ROMAP2](course)\n- What is the quarter of [KKSUBMT](course)\n- Which quarter will [ENGS22-24](course) begin\n- I want to know which semester will [SAKA12](course) start\n- I want to know which semester is [HISS2](course)\n- I want to know the study period of [TERHOIA1](course)\n- I want to know the academic term for [KATLAS14](course)\n- Period [KATTAP11](course)\n- Semester [KKENVAL2](course)\n- Quarter [TAYJ035](course)\n- Academic term [KKSUPRO](course)\n- [TERHOI2](course) semester\n- [JOVKA1](course) academic term\n- [KASVAR3](course) quarter\n- This semester [KKES1](course)\n- What period [KIRP5](course)\n- What study period [KASVAR2](course)\n- What study period is [TERA2](course) in\n- What period will [STYS3A](course) begin\n- [KASVAR10](course) period\n- Is [POHS5](course) this period\n- Which period is [SOSM6.3](course)\n- Which period will [FILP3B](course) begin\n- What period will [KASLOM6](course) begin\n- [POHS10](course) curriculum\n- When is [DPHSM304](course) in the curriulum\n- The period of [TERY4](course)\n- Study period of [KKSULUK](course)\n- Semester [KASSA3](course)\n- Which semester will [TERKAN4](course) start\n- Which semester is [SOS08.2](course)\n- Is [ITIA11](course) this semester\n- What semester is [DPCMTJ4](course)\n- Academic term [FONEP3](course)\n- Which academic term will [FONEP4](course) begin\n- Which academic term is [KASA15](course)\n- [KATYVS43](course) academic term\n- Which semester will [KASA11](course) begin\n- The period of [POLVOA12](course)\n- The semester of [KASLOM5](course)\n- The academic term of [BTK4300](course)\n- The quarter of [TERHOIA6](course)\n- Which quarter is [KASLOE6.3](course)\n- What is the quarter of [YKYYKEKE1](course)\n- Which quarter will [HALJUS13](course) begin\n- I want to know which semester will [KASMAT1](course) start\n- I want to know which semester is [TAYJ12](course)\n- I want to know the study period of [ENGA3](course)\n- I want to know the academic term for [JOVTS1/SOS10.6](course)\n- Period [KATTAP11](course)\n- Semester [KASMULTI5](course)\n- Quarter [HISP2](course)\n- Academic term [HALJUA65](course)\n- [JOVPVA5](course) semester\n- [KATLITO5](course) academic term\n- [BTK3115](course) quarter\n- This semester [KASP5](course)\n- What period [KASLOH1](course)\n- What study period [HALYAS99](course)\n- What study period is [MTTY1](course) in\n- What period will [HALJUA24](course) begin\n- [KASA8](course) period\n- Is [JOVTS5](course) this period\n- Which period is [FONEP4](course)\n- Which period will [KIRA3G](course) begin\n- What period will [POLVOA32](course) begin\n- [HISA2](course) curriculum\n- When is [SOS3](course) in the curriulum\n- The period of [PEDAYOP2](course)\n- Study period of [BTK1062](course)\n- Semester [PSYS14](course)\n- Which semester will [SOSM5.1](course) start\n- Which semester is [KASVAR11](course)\n- Is [KASA9](course) this semester\n- What semester is [KIRA1](course)\n- Academic term [TERA6](course)\n- Which academic term will [KASA12](course) begin\n- Which academic term is [JOVVAL](course)\n- [SUOA1](course) academic term\n- Which semester will [KASLOE8.3](course) begin\n- The period of [MVKS47](course)\n- The semester of [KASLOH3](course)\n- The academic term of [SUOA4](course)\n- The quarter of [SOS10.2](course)\n- Which quarter is [TAYJ032](course)\n- What is the quarter of [HISA3B](course)\n- Which quarter will [KASVAR4](course) begin\n- I want to know which semester will [NORDIG1](course) start\n- I want to know which semester is [JOVPVS6](course)\n- I want to know the study period of [POLPOP02](course)\n- I want to know the academic term for [KATVRS55](course)\n- Period [KATTAP11](course)\n- Semester [SOS4.3](course)\n- Quarter [VENA10](course)\n- Academic term [KATMAS14](course)\n- [KKENKTM](course) semester\n- [RANP2](course) academic term\n- [SOS6.5.1](course) quarter\n- This semester [MTTY4](course)\n- What period [SOS4.3](course)\n- What study period [HALJUS11](course)\n- What study period is [KKES3](course) in\n- What period will [HISA1A](course) begin\n- [RANP1](course) period\n- Is [MVKS39E/S](course) this period\n- Which period is [JOVA6](course)\n- Which period will [KASLOM10](course) begin\n- What period will [HALYAA15](course) begin\n- [STYA6](course) curriculum\n- When is [KATVAS21](course) in the curriulum\n- The period of [ENGA13](course)\n- Study period of [KASLOH4B](course)\n- Semester [KASA12](course)\n- Which semester will [HALHAS19](course) start\n- Which semester is [YKT6.6.1](course)\n- Is [JKKYOA12](course) this semester\n- What semester is [KATLAA23](course)\n- Academic term [KATJOA99](course)\n- Which academic term will [HTIS81](course) begin\n- Which academic term is [TEATP3](course)\n- [DPEDUB.1B](course) academic term\n- Which semester will [BTK3115](course) begin\n- The period of [HALEUA11](course)\n- The semester of [HALTVA12](course)\n- The academic term of [TAYJ029](course)\n- The quarter of [LTLY01](course)\n- Which quarter is [KATLITO6](course)\n- What is the quarter of [HALJTP01](course)\n- Which quarter will [TAYJ032](course) begin\n- I want to know which semester will [MTTTP1](course) start\n- I want to know which semester is [DPEDUC.3](course)\n- I want to know the study period of [KKSAVAL1](course)\n- I want to know the academic term for [COSOPOM3](course)\n- Period [KATTAP11](course)\n- Semester [DPMED15](course)\n- Quarter [HALJTA14](course)\n- Academic term [KATYVS99](course)\n- [JOVPVS9](course) semester\n- [KASVAR11](course) academic term\n- [YKYYHT4A](course) quarter\n- This semester [BTK5003](course)\n- What period [DPHSFC06](course)\n- What study period [POLVOS21](course)\n- What study period is [KKRUYHT](course) in\n- What period will [KATYVA22](course) begin\n- [SOST10.4](course) period\n- Is [TERHOJ3](course) this period\n- Which period is [KASA13](course)\n- Which period will [LOGS4](course) begin\n- What period will [KATVAA11](course) begin\n- [DPHSO101](course) curriculum\n- When is [MOLI](course) in the curriulum\n- The period of [HISA1B](course)\n- Study period of [SAKA5](course)\n- Semester [RANS5](course)\n- Which semester will [KKSUYTK](course) start\n- Which semester is [MTTMP1A](course)\n- Is [VENA6](course) this semester\n- What semester is [POLKVS33](course)\n- Academic term [MTTMA1C](course)\n- Which academic term will [KATMAA13](course) begin\n- Which academic term is [TIEA5](course)\n- [YKT09.4](course) academic term\n- Which semester will [KASSM2](course) begin\n- The period of [KATJOA99](course)\n- The semester of [HALJTS01](course)\n- The academic term of [KASERIT3](course)\n- The quarter of [PSYP5](course)\n- Which quarter is [ITIP1](course)\n- What is the quarter of [HISP1](course)\n- Which quarter will [SAKP2](course) begin\n- I want to know which semester will [JKKYOA12](course) start\n- I want to know which semester is [TERY3](course)\n- I want to know the study period of [DPJKK20](course)\n- I want to know the academic term for [JOVA1](course)\n- Period [KATTAP11](course)\n- Semester [SOS4.4](course)\n- Quarter [YKT10.1.2](course)\n- Academic term [LTLY16](course)\n- [BIO4230](course) semester\n- [KASA8](course) academic term\n- [KASERIT3](course) quarter\n- This semester [TEE2](course)\n- What period [LOGA4](course)\n- What study period [JOUJOVTS](course)\n- What study period is [MTTTP1](course) in\n- What period will [PSYA7](course) begin\n- [ITIS42](course) period\n- Is [TAYJ13](course) this period\n- Which period is [SOS6.5.3](course)\n- Which period will [KKENKTK](course) begin\n- What period will [TIEP4](course) begin\n- [STYS3C](course) curriculum\n- When is [FILP5A](course) in the curriulum\n- The period of [JOVTS5](course)\n- Study period of [KKES2](course)\n- Semester [TERTIETO5](course)\n- Which semester will [KKRULUK](course) start\n- Which semester is [KKRA5](course)\n- Is [SAKP3](course) this semester\n- What semester is [FONEP1](course)\n- Academic term [MVKS16V](course)\n- Which academic term will [KKRUYHT](course) begin\n- Which academic term is [TERKAN11](course)\n- [TIETS07](course) academic term\n- Which semester will [PGHES03](course) begin\n- The period of [BTK1013](course)\n- The semester of [ESPFP2](course)\n- The academic term of [TERKANP3](course)\n- The quarter of [BIO4460](course)\n- Which quarter is [TERY4](course)\n- What is the quarter of [KIRS1/A4](course)\n- Which quarter will [HALYAS14](course) begin\n- I want to know which semester will [ITIS11](course) start\n- I want to know which semester is [SUOR1/A6](course)\n- I want to know the study period of [YKYYHT1](course)\n- I want to know the academic term for [STYS3B2](course)\n- Period [KATTAP11](course)\n- Semester [SOSM2](course)\n- Quarter [JOVA6/JMMETUS](course)\n- Academic term [FONEP3](course)\n- [KKSA2](course) semester\n- [POLPOP01](course) academic term\n- [PGHINT](course) quarter\n- This semester [KATYVS24](course)\n- What period [KATTAA13B](course)\n- What study period [MVKS18E](course)\n- What study period is [HISA4](course) in\n- What period will [PSYA2](course) begin\n- [KASP3](course) period\n- Is [RANS3](course) this period\n- Which period is [MVKS13E](course)\n- Which period will [JKKYORP1](course) begin\n- What period will [ITIP5](course) begin\n- [LOGS9](course) curriculum\n- When is [SOS4.2](course) in the curriulum\n- The period of [KKSUHUK](course)\n- Study period of [KKES3](course)\n- Semester [KATLAS13](course)\n- Which semester will [KATLAA22](course) start\n- Which semester is [MTTTY1](course)\n- Is [ITIA03](course) this semester\n- What semester is [HISA1B](course)\n- Academic term [ITIP1](course)\n- Which academic term will [HALYHT](course) begin\n- Which academic term is [KASP4](course)\n- [KKSUTTK](course) academic term\n- Which semester will [KKENYHT](course) begin\n- The period of [KKENYHT](course)\n- The semester of [BTK4032](course)\n- The academic term of [KASA5](course)\n- The quarter of [HISA1B](course)\n- Which quarter is [KKIN5](course)\n- What is the quarter of [HIS](course)\n- Which quarter will [KATSTA12](course) begin\n- I want to know which semester will [STYP3](course) start\n- I want to know which semester is [PGHES03](course)\n- I want to know the study period of [ITIA8](course)\n- I want to know the academic term for [TRSU02](course)\n- Period [KATTAP11](course)\n- Semester [SUOS4](course)\n- Quarter [STYP2](course)\n- Academic term [HALJUS22](course)\n- [KATMAA16](course) semester\n- [KIRA3G](course) academic term\n- [SOS6.3.3](course) quarter\n- This semester [TIEA1](course)\n- What period [KKKI2](course)\n- What study period [YKT04.2](course)\n- What study period is [FILP1A](course) in\n- What period will [JOVP3](course) begin\n- [KKSAVAL0](course) period\n- Is [TERHOIA4](course) this period\n- Which period is [DPJKK20](course)\n- Which period will [KKENYHT](course) begin\n- What period will [PSYP1](course) begin\n- [KASLOM3](course) curriculum\n- When is [TERKAN16](course) in the curriulum\n- The period of [STYVA](course)\n- Study period of [ITIS31](course)\n- Semester [MTTTY1](course)\n- Which semester will [KATTAA37](course) start\n- Which semester is [POLKVA33](course)\n- Is [KASSM2](course) this semester\n- What semester is [KATMAS13](course)\n- Academic term [BIO4722](course)\n- Which academic term will [KASVAR11](course) begin\n- Which academic term is [TAYJ029](course)\n- [ENGA9](course) academic term\n- Which semester will [POLKVS33](course) begin\n- The period of [KASPUHP2](course)\n- The semester of [POLKVA43](course)\n- The academic term of [KKSA4](course)\n- The quarter of [MTTTY1](course)\n- Which quarter is [KKSAVAL0](course)\n- What is the quarter of [KKRA1](course)\n- Which quarter will [SOS06.4](course) begin\n- I want to know which semester will [TERY4](course) start\n- I want to know which semester is [HALTVA12](course)\n- I want to know the study period of [SOS08.2](course)\n- I want to know the academic term for [TERHOI6](course)\n- Period [KATTAP11](course)\n- Semester [TERA3](course)\n- Quarter [YKYYHT4A](course)\n- Academic term [PSYA3](course)\n- [FIL](course) semester\n- [KKIN5](course) academic term\n- [BTK1023](course) quarter\n- This semester [PSYS2](course)\n- What period [SUOS4](course)\n- What study period [JOVP3](course)\n- What study period is [VENA13](course) in\n- What period will [KATRAS12](course) begin\n- [KATVRA24](course) period\n- Is [TERY4](course) this period\n- Which period is [KATJOS21](course)\n- Which period will [KIRA4E](course) begin\n- What period will [KASA13](course) begin\n- [POLVOS40](course) curriculum\n- When is [KATJOS21](course) in the curriulum\n- The period of [ENGP3](course)\n- Study period of [YKYYHT2](course)\n- Semester [KATVAA11](course)\n- Which semester will [PEACE2](course) start\n- Which semester is [KKSUHUK1](course)\n- Is [TERVAL1](course) this semester\n- What semester is [TERHOIA6](course)\n- Academic term [POHP4](course)\n- Which academic term will [LTLY16](course) begin\n- Which academic term is [TIEY2](course)\n- [KASVAR8](course) academic term\n- Which semester will [KASA11](course) begin\n- The period of [YKYYHT5](course)\n- The semester of [KASLOM1](course)\n- The academic term of [KASPUHA4](course)\n- The quarter of [DPHSFC06](course)\n- Which quarter is [SAKA3](course)\n- What is the quarter of [JOVA21](course)\n- Which quarter will [KKRUYHT](course) begin\n- I want to know which semester will [HALJUA21](course) start\n- I want to know which semester is [JKKYVAL00](course)\n- I want to know the study period of [KASVAR9](course)\n- I want to know the academic term for [KASLOM6](course)\n- Period [KATTAP11](course)\n- Semester [MTTTP1](course)\n- Quarter [DPCMTJ1/JT1](course)\n- Academic term [SUOK2/A6](course)\n- [KATTAA13B](course) semester\n- [KATYVS44](course) academic term\n- [BTK5557](course) quarter\n- This semester [KASLOK1](course)\n- What period [KATYVP11](course)\n- What study period [HALKOS23](course)\n- What study period is [TIEY1](course) in\n- What period will [KATLAA12](course) begin\n- [PSYP2](course) period\n- Is [JOVP5](course) this period\n- Which period is [DPCMTJT3](course)\n- Which period will [HISA2](course) begin\n- What period will [KKSUYHT](course) begin\n- [POLVOA31](course) curriculum\n- When is [KATLAA12](course) in the curriulum\n- The period of [TRMU2](course)\n- Study period of [KASMULTI4](course)\n- Semester [BIO4450](course)\n- Which semester will [YKYYHT1](course) start\n- Which semester is [KASA7](course)\n- Is [ROMAP3](course) this semester\n- What semester is [TERY4](course)\n- Academic term [KATRAS12](course)\n- Which academic term will [TERKANA5](course) begin\n- Which academic term is [JOVTS5](course)\n- [HISA4](course) academic term\n- Which semester will [POLKVS21](course) begin\n- The period of [HALJUA99](course)\n- The semester of [LOGS8](course)\n- The academic term of [KASTUTOR](course)\n- The quarter of [KKENVAL9](course)\n- Which quarter is [SUOS4](course)\n- What is the quarter of [KATJOS13](course)\n- Which quarter will [TERY4](course) begin\n- I want to know which semester will [MEDU07](course) start\n- I want to know which semester is [TERTIETO2](course)\n- I want to know the study period of [KASA15](course)\n- I want to know the academic term for [KASA11](course)\n- Period [KATTAP11](course)\n- Semester [KATYVS42](course)\n- Quarter [SOS7.2/STYA4B](course)\n- Academic term [JOVY3](course)\n- [SOS08.3](course) semester\n- [TERTIETO4](course) academic term\n- [KATLAS15](course) quarter\n- This semester [BTK5001](course)\n- What period [KASP5](course)\n- What study period [KASSM2](course)\n- What study period is [HALKAA12](course) in\n- What period will [MTTTS13](course) begin\n- [MVKS15E](course) period\n- Is [LTLY01](course) this period\n- Which period is [POLVOA21](course)\n- Which period will [KASSG](course) begin\n- What period will [POLVOS40](course) begin\n- [KIRA3G](course) curriculum\n- When is [KASA3](course) in the curriulum\n- The period of [POHS2](course)\n- Study period of [TIEP1](course)\n- Semester [JKKYVAL00](course)\n- Which semester will [HALJTA12](course) start\n- Which semester is [SOS08.2](course)\n- Is [KASLOE7.2](course) this semester\n- What semester is [KASA8](course)\n- Academic term [KKRUYHT](course)\n- Which academic term will [KATTAS40](course) begin\n- Which academic term is [HTIS50](course)\n- [HISA2](course) academic term\n- Which semester will [TIETS09](course) begin\n- The period of [DPHSR402](course)\n- The semester of [HALHAA99](course)\n- The academic term of [KASLOM1](course)\n- The quarter of [SOS6.2.4](course)\n- Which quarter is [TIEP3](course)\n- What is the quarter of [LTLY210](course)\n- Which quarter will [KKSUPRO](course) begin\n- I want to know which semester will [SAKA4](course) start\n- I want to know which semester is [STYS3C](course)\n- I want to know the study period of [COSOPC3](course)\n- I want to know the academic term for [KKENVAL8](course)\n- Period [KATTAP11](course)\n- Semester [ITIA03](course)\n- Quarter [MTTY1](course)\n- Academic term [TAYJ025](course)\n- [KASLTT](course) semester\n- [POLKVS10](course) academic term\n- [MVKS24E](course) quarter\n- This semester [ENGA11](course)\n- What period [STYA1A1](course)\n- What study period [ENGA11](course)\n- What study period is [KATRAA12](course) in\n- What period will [JOVA13](course) begin\n- [DPHSS204](course) period\n- Is [TAYJ032](course) this period\n- Which period is [ITIA11](course)\n- Which period will [KKRUKK](course) begin\n- What period will [SOS6.3.3](course) begin\n- [HALYAS11](course) curriculum\n- When is [HALKOS22](course) in the curriulum\n- The period of [KASLOM8](course)\n- Study period of [LATAP3](course)\n- Semester [POLKVS31](course)\n- Which semester will [STYA1B](course) start\n- Which semester is [KATLAP21](course)\n- Is [HALYAA99](course) this semester\n- What semester is [DPIS1](course)\n- Academic term [SOS3](course)\n- Which academic term will [TAYJ025](course) begin\n- Which academic term is [POLKVS21](course)\n- [KASA9](course) academic term\n- Which semester will [KATLAS27](course) begin\n- The period of [TERKANP4](course)\n- The semester of [TERKANP1](course)\n- The academic term of [HALJUS21](course)\n- The quarter of [KATLAS27](course)\n- Which quarter is [TAYJ035](course)\n- What is the quarter of [KKSU8](course)\n- Which quarter will [KASMULTI2A](course) begin\n- I want to know which semester will [PEACE046](course) start\n- I want to know which semester is [KASP5](course)\n- I want to know the study period of [KASLOH4A](course)\n- I want to know the academic term for [POHP3](course)\n- Period [KATTAP11](course)\n- Semester [ROMAP5](course)\n- Quarter [SOCYKV2/RES012](course)\n- Academic term [SAKP3](course)\n- [TIETA15](course) semester\n- [POLKVS21](course) academic term\n- [BIO2085](course) quarter\n- This semester [KASVAR5](course)\n- What period [TERHOIA7](course)\n- What study period [BIOMJ016](course)\n- What study period is [POLVOA31](course) in\n- What period will [POLVOS40](course) begin\n- [TIETA8](course) period\n- Is [SAKA5](course) this period\n- Which period is [TIETS05](course)\n- Which period will [POLKVS31](course) begin\n- What period will [TAYJ035](course) begin\n- [RANS4](course) curriculum\n- When is [SUKKP6](course) in the curriulum\n- The period of [HALHAA16](course)\n- Study period of [KASA13](course)\n- Semester [KASVART2](course)\n- Which semester will [KKENYHT](course) start\n- Which semester is [SOS9](course)\n- Is [KIRS4](course) this semester\n- What semester is [ENGP9](course)\n- Academic term [ITIS11](course)\n- Which academic term will [KATLAS20](course) begin\n- Which academic term is [KASS3](course)\n- [KATTAS31](course) academic term\n- Which semester will [DPIS2](course) begin\n- The period of [HALYAA99](course)\n- The semester of [HALKOS23](course)\n- The academic term of [RANA2](course)\n- The quarter of [KASA9](course)\n- Which quarter is [ITIP3](course)\n- What is the quarter of [VENA1](course)\n- Which quarter will [SOS09.1](course) begin\n- I want to know which semester will [HALJTA99](course) start\n- I want to know which semester is [KASSM2](course)\n- I want to know the study period of [KIRA3G](course)\n- I want to know the academic term for [KASA11](course)\n- Period [KATTAP11](course)\n- Semester [KKSUPRO](course)\n- Quarter [STYA7](course)\n- Academic term [HALJUA21](course)\n- [HTIS66](course) semester\n- [MVKS17/13S](course) academic term\n- [KATYVS26](course) quarter\n- This semester [TERHOIA4](course)\n- What period [POLPOP04](course)\n- What study period [KASVAR4](course)\n- What study period is [POLKVA31](course) in\n- What period will [KKENLL](course) begin\n- [FILT10](course) period\n- Is [DPHSFC07](course) this period\n- Which period is [KKENYHT](course)\n- Which period will [BTK4661](course) begin\n- What period will [BTK3125](course) begin\n- [SOS6.4.3](course) curriculum\n- When is [PEDAYOP1](course) in the curriulum\n- The period of [KATYVS44](course)\n- Study period of [RANS4](course)\n- Semester [HALTVP11](course)\n- Which semester will [YKT6.6.3](course) start\n- Which semester is [KASA11](course)\n- Is [KASSG](course) this semester\n- What semester is [ENGA8](course)\n- Academic term [SAKS3](course)\n- Which academic term will [POLVOA51/52/S24](course) begin\n- Which academic term is [DPCMTJT4](course)\n- [TERTIETO2](course) academic term\n- Which semester will [BIO2350](course) begin\n- The period of [YKYYHT5](course)\n- The semester of [KASA11](course)\n- The academic term of [HISP1](course)\n- The quarter of [DPCMTJ2/JMMETUS](course)\n- Which quarter is [HISS2](course)\n- What is the quarter of [YKYYV07](course)\n- Which quarter will [HALJTA14](course) begin\n- I want to know which semester will [MVKS15R](course) start\n- I want to know which semester is [BTK2112](course)\n- I want to know the study period of [ESPFP1](course)\n- I want to know the academic term for [BIO2250](course)\n- Period [KATTAP11](course)\n- Semester [KATLAS90](course)\n- Quarter [JKKYINA11](course)\n- Academic term [JOVMS2A](course)\n- [KATMAA99](course) semester\n- [YKTM6.3](course) academic term\n- [HALHAP01](course) quarter\n- This semester [HISA1B](course)\n- What period [BTK4121](course)\n- What study period [KKENVAL9](course)\n- What study period is [HISS1B](course) in\n- What period will [KATLAA23](course) begin\n- [POHP3](course) period\n- Is [KATTAA40](course) this period\n- Which period is [ITIA11](course)\n- Which period will [MTTTP1](course) begin\n- What period will [HALYAA15](course) begin\n- [PGHES03](course) curriculum\n- When is [KASA11](course) in the curriulum\n- The period of [KASVAL](course)\n- Study period of [BTK1053](course)\n- Semester [SAKP1](course)\n- Which semester will [BIO4395](course) start\n- Which semester is [HALKOS27](course)\n- Is [POLKVS22](course) this semester\n- What semester is [KATVRS55](course)\n- Academic term [KKRULL](course)\n- Which academic term will [TIEP1](course) begin\n- Which academic term is [KASA11](course)\n- [HIST03](course) academic term\n- Which semester will [KATMAA15](course) begin\n- The period of [ENGA11](course)\n- The semester of [HALYAS14](course)\n- The academic term of [KATVRS44](course)\n- The quarter of [KATJOA14](course)\n- Which quarter is [VENP4](course)\n- What is the quarter of [VENA1](course)\n- Which quarter will [KATSTA11](course) begin\n- I want to know which semester will [SOS9](course) start\n- I want to know which semester is [HISA2](course)\n- I want to know the study period of [KIRP3](course)\n- I want to know the academic term for [KATVRA12](course)\n- Period [KATTAP11](course)\n- Semester [VENS1](course)\n- Quarter [SOS6.5.2](course)\n- Academic term [TIETS26](course)\n- [ITIA4](course) semester\n- [TIETS21](course) academic term\n- [KKENYHT](course) quarter\n- This semester [KASMAT2](course)\n- What period [TIETA12](course)\n- What study period [ESPFA6](course)\n- What study period is [VENP1](course) in\n- What period will [KATYVS41](course) begin\n- [TIEP1](course) period\n- Is [SOS06.1](course) this period\n- Which period is [KASLOM6](course)\n- Which period will [LTLY16](course) begin\n- What period will [JKKYTUO2](course) begin\n- [KKSU4](course) curriculum\n- When is [DPHSFC07](course) in the curriulum\n- The period of [SOS6.1.1](course)\n- Study period of [VIROP3](course)\n- Semester [KKENYHT](course)\n- Which semester will [KASVAR7](course) start\n- Which semester is [LTLY213](course)\n- Is [HALJTA06](course) this semester\n- What semester is [JOVKA4](course)\n- Academic term [PSYS13](course)\n- Which academic term will [LUOYY027](course) begin\n- Which academic term is [STYS2A](course)\n- [SUOA5/YKIEA1](course) academic term\n- Which semester will [YKT6.6.2](course) begin\n- The period of [ENGP9](course)\n- The semester of [KKSUVAL3](course)\n- The academic term of [TRMU2](course)\n- The quarter of [KKSUYP](course)\n- Which quarter is [KATLAA99](course)\n- What is the quarter of [SUKKP1](course)\n- Which quarter will [FONEP3](course) begin\n- I want to know which semester will [KATTAA13A](course) start\n- I want to know which semester is [JOVTS5](course)\n- I want to know the study period of [KKSU2](course)\n- I want to know the academic term for [KASLOH3](course)\n- Period [KATTAP11](course)\n- Semester [KASP3](course)\n- Quarter [JOUJOVTS](course)\n- Academic term [KASA12](course)\n- [KKENKTM](course) semester\n- [LUOYY006](course) academic term\n- [HISA2](course) quarter\n- This semester [DPEDUC.3](course)\n- What period [ITIA11](course)\n- What study period [HALJUS12](course)\n- What study period is [MTTTP5](course) in\n- What period will [POLKAA99](course) begin\n- [MEJOS15](course) period\n- Is [KASA9](course) this period\n- Which period is [KASVAR1](course)\n- Which period will [KASP3](course) begin\n- What period will [TIEP1](course) begin\n- [KIRS5](course) curriculum\n- When is [JOVA20](course) in the curriulum\n- The period of [KASA12](course)\n- Study period of [BTK1099](course)\n- Semester [MVKS04](course)\n- Which semester will [ITIS61](course) start\n- Which semester is [POLPOP05](course)\n- Is [TAYJ035](course) this semester\n- What semester is [KATYVA43](course)\n- Academic term [ENGA11](course)\n- Which academic term will [KATTAS12](course) begin\n- Which academic term is [BTK1061](course)\n- [STYA3B](course) academic term\n- Which semester will [DPIS1](course) begin\n- The period of [KATVRS40](course)\n- The semester of [HALYAS12](course)\n- The academic term of [KKRUYHT](course)\n- The quarter of [KASLOM1](course)\n- Which quarter is [KASLOM10](course)\n- What is the quarter of [JOVVJS2](course)\n- Which quarter will [KASP5](course) begin\n- I want to know which semester will [KASLOE8.1](course) start\n- I want to know which semester is [JOVTS5](course)\n- I want to know the study period of [MTTTA6](course)\n- I want to know the academic term for [KASA11](course)\n- Period [KATTAP11](course)\n- Semester [HALYAA14](course)\n- Quarter [HALKAS11](course)\n- Academic term [RANA1](course)\n- [NAM-IV](course) semester\n- [HTIY005](course) academic term\n- [TERKANA3](course) quarter\n- This semester [SUOA8](course)\n- What period [ITIS21](course)\n- What study period [DPHSS206](course)\n- What study period is [MTTMA1B](course) in\n- What period will [PSYS5](course) begin\n- [ITIP4](course) period\n- Is [KKENKTK](course) this period\n- Which period is [HISS2](course)\n- Which period will [HALYAA14](course) begin\n- What period will [HALKAA12](course) begin\n- [POLPOP01](course) curriculum\n- When is [KATMAS99](course) in the curriulum\n- The period of [HALHAP01](course)\n- Study period of [JOVTS5](course)\n- Semester [MTTA1](course)\n- Which semester will [JOVA13](course) start\n- Which semester is [KASLOM6](course)\n- Is [ENGP3](course) this semester\n- What semester is [KASLOM4](course)\n- Academic term [BTK4121](course)\n- Which academic term will [JOVA14](course) begin\n- Which academic term is [YKYYHT1](course)\n- [LFCS03](course) academic term\n- Which semester will [HISA2](course) begin\n- The period of [KATVRA22](course)\n- The semester of [ENGA5](course)\n- The academic term of [BTK2037](course)\n- The quarter of [ENGS44](course)\n- Which quarter is [TIEY2](course)\n- What is the quarter of [HTIS60](course)\n- Which quarter will [HALTTS12](course) begin\n- I want to know which semester will [KASLOM8](course) start\n- I want to know which semester is [ENGS13/15-16](course)\n- I want to know the study period of [JKKYINA15](course)\n- I want to know the academic term for [HALJUA42](course)\n- Period [KATTAP11](course)\n- Semester [TERKANP3](course)\n- Quarter [KASPUHA5](course)\n- Academic term [LTLY16](course)\n- [ITIS44](course) semester\n- [PGHAS07](course) academic term\n- [BTK1061](course) quarter\n- This semester [KASLOE7.2](course)\n- What period [KAMVRS99](course)\n- What study period [TERTIETO1](course)\n- What study period is [STYA7](course) in\n- What period will [STYA3B2](course) begin\n- [SUOS4](course) period\n- Is [TEE1](course) this period\n- Which period is [POHP2](course)\n- Which period will [HALJUA99](course) begin\n- What period will [HTIS86](course) begin\n- [TERHOI2](course) curriculum\n- When is [ENGA6](course) in the curriulum\n- The period of [SOS10.6](course)\n- Study period of [PEACE045](course)\n- Semester [JKKYTUO2](course)\n- Which semester will [JOUJOVTS](course) start\n- Which semester is [HISJATKO](course)\n- Is [TIEA2.1B](course) this semester\n- What semester is [KIRA4E](course)\n- Academic term [VENP2](course)\n- Which academic term will [PEACE045](course) begin\n- Which academic term is [BTK2060](course)\n- [POLVOS28](course) academic term\n- Which semester will [TERHOIA1](course) begin\n- The period of [KATTAA35](course)\n- The semester of [ESPFA7](course)\n- The academic term of [LATA0](course)\n- The quarter of [ITIS24](course)\n- Which quarter is [SOS6.5.3](course)\n- What is the quarter of [KATYVA22](course)\n- Which quarter will [HALJUS15](course) begin\n- I want to know which semester will [KATJOS99](course) start\n- I want to know which semester is [MVKS11](course)\n- I want to know the study period of [POHP2](course)\n- I want to know the academic term for [KATSTA11](course)\n- Period [KATTAP11](course)\n- Semester [JKKYPS1](course)\n- Quarter [SOP03.6](course)\n- Academic term [GTS8](course)\n- [MTTMA1A](course) semester\n- [KATLAP21](course) academic term\n- [SOSM6.5](course) quarter\n- This semester [DPJKKPS](course)\n- What period [TERTIETO4](course)\n- What study period [BTK0030](course)\n- What study period is [KKIN5](course) in\n- What period will [KASMULTI3](course) begin\n- [TRMU2](course) period\n- Is [KKENYHT](course) this period\n- Which period is [TSEKP2](course)\n- Which period will [KASP4](course) begin\n- What period will [BTK4702](course) begin\n- [KKRUYHT](course) curriculum\n- When is [JOVPVS3](course) in the curriulum\n- The period of [ITIP2](course)\n- Study period of [LOGA5](course)\n- Semester [LOGA8](course)\n- Which semester will [MTTTP5](course) start\n- Which semester is [HISA3B](course)\n- Is [POHA1](course) this semester\n- What semester is [ITIS24](course)\n- Academic term [GTS9](course)\n- Which academic term will [ITIS44](course) begin\n- Which academic term is [YKYYKEKE0](course)\n- [TIETS17](course) academic term\n- Which semester will [KKRUYHT](course) begin\n- The period of [KATPAL12](course)\n- The semester of [TIETA6](course)\n- The academic term of [KASA2](course)\n- The quarter of [TIEVA36](course)\n- Which quarter is [KASA9](course)\n- What is the quarter of [KASA11](course)\n- Which quarter will [JOVA2](course) begin\n- I want to know which semester will [KASA13](course) start\n- I want to know which semester is [HALYHT](course)\n- I want to know the study period of [VIROP2](course)\n- I want to know the academic term for [KKSUYHT](course)\n\n## intent:poikkeusajat\n- Exceptions [MTTMA11](course)\n- Exception [KASA3](course)\n- What are the exceptions for [PSYA9](course)\n- [SOS08.2](course) exceptions\n- [POLKVA43](course) exception\n- Exceptions in teaching hours [SOS4.5](course)\n- Exceptions in teaching times [ITIS43](course)\n- Are there any exceptions in teaching [KKSAPRE2](course)\n- What exceptions are there in [POLVOA32](course)\n- Lecture exceptions [KASMULTI3](course)\n- Does [KASA11](course) have exceptions in teaching hours\n- Were there exceptions in lectures [ENGS46](course)\n- Teaching times exceptions for [KKRA3](course)\n- What were the exceptions of teaching in [HALJUA24](course)\n- Does the schedule for [MOLI](course) have any exceptions\n- When were the exceptions for [POLVOA22](course)\n- The exceptions in lessons for [KASA5](course)\n- Special teaching times for [KASA1.2](course)\n- Is there anything special I should know about the course schedule for [KKRUVAL1](course)\n- [HALYAS11](course) special lecture hours\n- Special schedule [LOGA3](course)\n- Will there be lectures in holidays in [KATYVS24](course)\n- Holiday exceptions [JOVA15](course)\n- Course break teaching times [ENGS3](course)\n- Do we have a lecture during holiday in [HALKAA15](course)\n- Cancelled lectures [DPEDUB.2](course)\n- Will [HALJUA99](course) lectures be cancelled during holiday\n- Will [KASS2](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASVAR2](course)\n- I want to know special teaching times for [SOS6.2.3](course)\n- I want to know does the schedule for [POLVOA12](course) have any exceptions\n- I want to know Teaching times exceptions for [COSOPOM2](course)\n- Exceptions [TERY4](course)\n- Exception [TRSU05](course)\n- What are the exceptions for [KASLOM10](course)\n- [KASA9](course) exceptions\n- [JOVA15](course) exception\n- Exceptions in teaching hours [POLKVS99](course)\n- Exceptions in teaching times [TERHOO3](course)\n- Are there any exceptions in teaching [YKT07.1](course)\n- What exceptions are there in [SAKA4](course)\n- Lecture exceptions [MVKS54-56](course)\n- Does [STYVA](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KASA12](course)\n- Teaching times exceptions for [BIO2200](course)\n- What were the exceptions of teaching in [JOUJOVTS](course)\n- Does the schedule for [TERTIETO4](course) have any exceptions\n- When were the exceptions for [SOS4.4](course)\n- The exceptions in lessons for [VENA1](course)\n- Special teaching times for [KKRA3](course)\n- Is there anything special I should know about the course schedule for [KATLAS23](course)\n- [KKSUPRO](course) special lecture hours\n- Special schedule [KASERIT2](course)\n- Will there be lectures in holidays in [VENS10](course)\n- Holiday exceptions [KATVRA12](course)\n- Course break teaching times [TIETS46](course)\n- Do we have a lecture during holiday in [TERA6](course)\n- Cancelled lectures [MTTTP1](course)\n- Will [POHA13](course) lectures be cancelled during holiday\n- Will [POLVOS28](course) have a lecture every week\n- I want to know the exceptions in lessons for [HALYAA14](course)\n- I want to know special teaching times for [KASSM3](course)\n- I want to know does the schedule for [KATLITO7](course) have any exceptions\n- I want to know Teaching times exceptions for [KASLOM8](course)\n- Exceptions [PSYS16](course)\n- Exception [KASA3](course)\n- What are the exceptions for [POLKVA42](course)\n- [KASSM2](course) exceptions\n- [KASA13](course) exception\n- Exceptions in teaching hours [TERKANA5](course)\n- Exceptions in teaching times [JOVPVS5](course)\n- Are there any exceptions in teaching [KASA13](course)\n- What exceptions are there in [BTK2045](course)\n- Lecture exceptions [BTK4665](course)\n- Does [PSYS14](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KASLOM6](course)\n- Teaching times exceptions for [MTTA2](course)\n- What were the exceptions of teaching in [JOVPVS3](course)\n- Does the schedule for [HALJTA12](course) have any exceptions\n- When were the exceptions for [TRSU01](course)\n- The exceptions in lessons for [KKRUYHT](course)\n- Special teaching times for [KASLOM3](course)\n- Is there anything special I should know about the course schedule for [KASSM2](course)\n- [JOVAT2](course) special lecture hours\n- Special schedule [PSYS17](course)\n- Will there be lectures in holidays in [KASVART3](course)\n- Holiday exceptions [STYA7](course)\n- Course break teaching times [SOS10.1.3](course)\n- Do we have a lecture during holiday in [KASLOE6.3](course)\n- Cancelled lectures [KASP2](course)\n- Will [POLVOA41/S23/28](course) lectures be cancelled during holiday\n- Will [DPHSR401](course) have a lecture every week\n- I want to know the exceptions in lessons for [ITIP1](course)\n- I want to know special teaching times for [KASS1](course)\n- I want to know does the schedule for [KATLITO5](course) have any exceptions\n- I want to know Teaching times exceptions for [MOLI](course)\n- Exceptions [KATLAS12](course)\n- Exception [KKSA2](course)\n- What are the exceptions for [KASLOM6](course)\n- [KASLOE7.2](course) exceptions\n- [MVKS13P](course) exception\n- Exceptions in teaching hours [HALDIGI01](course)\n- Exceptions in teaching times [KATVRS55](course)\n- Are there any exceptions in teaching [STYA3A2](course)\n- What exceptions are there in [KASP1-2, KASP5](course)\n- Lecture exceptions [TAYJ032](course)\n- Does [TERY4](course) have exceptions in teaching hours\n- Were there exceptions in lectures [POLKVA33](course)\n- Teaching times exceptions for [KATVAA14](course)\n- What were the exceptions of teaching in [TERKAN2](course)\n- Does the schedule for [BIO4460](course) have any exceptions\n- When were the exceptions for [KASVAR1](course)\n- The exceptions in lessons for [TERHOIA4](course)\n- Special teaching times for [TIETS05](course)\n- Is there anything special I should know about the course schedule for [KASP5](course)\n- [JOVPVS1](course) special lecture hours\n- Special schedule [POLVOS40](course)\n- Will there be lectures in holidays in [BTK1031](course)\n- Holiday exceptions [MVKS18S](course)\n- Course break teaching times [KASP1](course)\n- Do we have a lecture during holiday in [PGHES01](course)\n- Cancelled lectures [RANP1](course)\n- Will [KKENYHT](course) lectures be cancelled during holiday\n- Will [KASVAR7](course) have a lecture every week\n- I want to know the exceptions in lessons for [LFCS01](course)\n- I want to know special teaching times for [VENA13](course)\n- I want to know does the schedule for [PEACE046/047](course) have any exceptions\n- I want to know Teaching times exceptions for [HALJUA63](course)\n- Exceptions [JOVP2](course)\n- Exception [TERKANP1](course)\n- What are the exceptions for [KASS3](course)\n- [LOGP2](course) exceptions\n- [DPHSFC07](course) exception\n- Exceptions in teaching hours [KASVAR7](course)\n- Exceptions in teaching times [KATLITO8](course)\n- Are there any exceptions in teaching [ENGA9](course)\n- What exceptions are there in [KKRUKTK](course)\n- Lecture exceptions [KATYVA38](course)\n- Does [HALHAA16](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KKRA5](course)\n- Teaching times exceptions for [BIO2085](course)\n- What were the exceptions of teaching in [KATVRS52](course)\n- Does the schedule for [ITIP3](course) have any exceptions\n- When were the exceptions for [MTTTS12](course)\n- The exceptions in lessons for [PGHES01](course)\n- Special teaching times for [MTTMA1B](course)\n- Is there anything special I should know about the course schedule for [HTIS53](course)\n- [KATYVA31](course) special lecture hours\n- Special schedule [KATLITO6](course)\n- Will there be lectures in holidays in [SOSM5.1](course)\n- Holiday exceptions [KATTAA90](course)\n- Course break teaching times [NORDIG2](course)\n- Do we have a lecture during holiday in [GTS2](course)\n- Cancelled lectures [YKTM6.3](course)\n- Will [ENGA3](course) lectures be cancelled during holiday\n- Will [KASS4](course) have a lecture every week\n- I want to know the exceptions in lessons for [DPHSS204](course)\n- I want to know special teaching times for [TAYJ12](course)\n- I want to know does the schedule for [POLYEP11](course) have any exceptions\n- I want to know Teaching times exceptions for [SUOT1](course)\n- Exceptions [ITIA11](course)\n- Exception [JOVP4](course)\n- What are the exceptions for [POLKVA22](course)\n- [YKIEP1](course) exceptions\n- [POLVOA32/S23/24](course) exception\n- Exceptions in teaching hours [MTTA2](course)\n- Exceptions in teaching times [ESPFA3](course)\n- Are there any exceptions in teaching [KKSUVAL3](course)\n- What exceptions are there in [SOS6.2.4](course)\n- Lecture exceptions [VENP4](course)\n- Does [KKENVAL1](course) have exceptions in teaching hours\n- Were there exceptions in lectures [POLPOP01](course)\n- Teaching times exceptions for [KASVAR12](course)\n- What were the exceptions of teaching in [KASVAR5](course)\n- Does the schedule for [BTK4321](course) have any exceptions\n- When were the exceptions for [KASLOM10](course)\n- The exceptions in lessons for [DPHSF501](course)\n- Special teaching times for [KATLAS17](course)\n- Is there anything special I should know about the course schedule for [KKENYHT](course)\n- [YKYYHT5](course) special lecture hours\n- Special schedule [KATRAA12](course)\n- Will there be lectures in holidays in [KASLOE7.2](course)\n- Holiday exceptions [HEAAE03](course)\n- Course break teaching times [KKSAVAL2](course)\n- Do we have a lecture during holiday in [SOS4.1](course)\n- Cancelled lectures [VENP6](course)\n- Will [KASVART2](course) lectures be cancelled during holiday\n- Will [LUOYY023](course) have a lecture every week\n- I want to know the exceptions in lessons for [SAKP4](course)\n- I want to know special teaching times for [KKRUYHT](course)\n- I want to know does the schedule for [LUOYY003](course) have any exceptions\n- I want to know Teaching times exceptions for [KKENKTM](course)\n- Exceptions [LOGS8](course)\n- Exception [LUOYA200](course)\n- What are the exceptions for [GTS3](course)\n- [ENGP5](course) exceptions\n- [COSOPOM1](course) exception\n- Exceptions in teaching hours [POLVOA31](course)\n- Exceptions in teaching times [JOVA21](course)\n- Are there any exceptions in teaching [KASA2](course)\n- What exceptions are there in [HALJTA04](course)\n- Lecture exceptions [KKRA2](course)\n- Does [YKT09.4](course) have exceptions in teaching hours\n- Were there exceptions in lectures [VENP1](course)\n- Teaching times exceptions for [POHA12](course)\n- What were the exceptions of teaching in [HALJTA05](course)\n- Does the schedule for [TERKAN2](course) have any exceptions\n- When were the exceptions for [KIRP4](course)\n- The exceptions in lessons for [KASLOM11](course)\n- Special teaching times for [KASLOM6](course)\n- Is there anything special I should know about the course schedule for [HALKAA17](course)\n- [VENP5/VENK2](course) special lecture hours\n- Special schedule [JOVA6/JMMETUS](course)\n- Will there be lectures in holidays in [KASLOH3](course)\n- Holiday exceptions [POLVOA41/S28](course)\n- Course break teaching times [HISA1B](course)\n- Do we have a lecture during holiday in [KKSUPRO](course)\n- Cancelled lectures [KASVAR8](course)\n- Will [JMMETUS](course) lectures be cancelled during holiday\n- Will [POLVOS34](course) have a lecture every week\n- I want to know the exceptions in lessons for [KATJOA99](course)\n- I want to know special teaching times for [PSYP4](course)\n- I want to know does the schedule for [MTTTS17](course) have any exceptions\n- I want to know Teaching times exceptions for [POLVOS27](course)\n- Exceptions [KASVAR8](course)\n- Exception [POLYEP12](course)\n- What are the exceptions for [KKSU4](course)\n- [COSOPON1](course) exceptions\n- [KASLOH4A](course) exception\n- Exceptions in teaching hours [COSOPOM1](course)\n- Exceptions in teaching times [TERA6](course)\n- Are there any exceptions in teaching [ITIS61](course)\n- What exceptions are there in [KATLITO3](course)\n- Lecture exceptions [BIO2310](course)\n- Does [LFCS03](course) have exceptions in teaching hours\n- Were there exceptions in lectures [TIETA10](course)\n- Teaching times exceptions for [KASLTT](course)\n- What were the exceptions of teaching in [JOVTS2](course)\n- Does the schedule for [LUOYY006](course) have any exceptions\n- When were the exceptions for [ENGS13/15-16](course)\n- The exceptions in lessons for [TERA1](course)\n- Special teaching times for [ITIA11](course)\n- Is there anything special I should know about the course schedule for [POLVOS33](course)\n- [KKRAVAL1](course) special lecture hours\n- Special schedule [KKSAVAL1](course)\n- Will there be lectures in holidays in [ITIP5](course)\n- Holiday exceptions [DPJKKPS](course)\n- Course break teaching times [LTLY16](course)\n- Do we have a lecture during holiday in [KASLOM5](course)\n- Cancelled lectures [KASA13](course)\n- Will [KKENVAL4](course) lectures be cancelled during holiday\n- Will [LOGM2](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASA6](course)\n- I want to know special teaching times for [KASLOE7.1](course)\n- I want to know does the schedule for [SOSM4](course) have any exceptions\n- I want to know Teaching times exceptions for [TIETA6](course)\n- Exceptions [HALJTP01](course)\n- Exception [POLVOS32](course)\n- What are the exceptions for [KKSU2](course)\n- [POLYEP12](course) exceptions\n- [TERHOI3](course) exception\n- Exceptions in teaching hours [DPEDUA.1B](course)\n- Exceptions in teaching times [LTLY16](course)\n- Are there any exceptions in teaching [SUKKP1](course)\n- What exceptions are there in [HALYAA12](course)\n- Lecture exceptions [VENP5/VENK2](course)\n- Does [YKT06.2](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KKSU1](course)\n- Teaching times exceptions for [PSYS12](course)\n- What were the exceptions of teaching in [MTTMS5](course)\n- Does the schedule for [JOVP4](course) have any exceptions\n- When were the exceptions for [HALKAS99](course)\n- The exceptions in lessons for [MVKS39V](course)\n- Special teaching times for [FONEA4](course)\n- Is there anything special I should know about the course schedule for [POLPOP03](course)\n- [HALKOS21](course) special lecture hours\n- Special schedule [KASERIT3](course)\n- Will there be lectures in holidays in [PSYP2](course)\n- Holiday exceptions [KASSA3](course)\n- Course break teaching times [SAKW1](course)\n- Do we have a lecture during holiday in [RANA5](course)\n- Cancelled lectures [SOS6.4.1](course)\n- Will [KASLOE1.1](course) lectures be cancelled during holiday\n- Will [KATTAS31](course) have a lecture every week\n- I want to know the exceptions in lessons for [TERKANP1](course)\n- I want to know special teaching times for [KASSO4](course)\n- I want to know does the schedule for [TERHOIA6](course) have any exceptions\n- I want to know Teaching times exceptions for [MTTMA1B](course)\n- Exceptions [HTIS64](course)\n- Exception [KKSUHUK1](course)\n- What are the exceptions for [STYA9](course)\n- [KASLOM8](course) exceptions\n- [HISP1](course) exception\n- Exceptions in teaching hours [MTTA1](course)\n- Exceptions in teaching times [MTTMA1C](course)\n- Are there any exceptions in teaching [DPEDUA.1B](course)\n- What exceptions are there in [KASA8](course)\n- Lecture exceptions [JOVTS5](course)\n- Does [VIROP2](course) have exceptions in teaching hours\n- Were there exceptions in lectures [NORDIG2](course)\n- Teaching times exceptions for [HALTVA15](course)\n- What were the exceptions of teaching in [HISA1B](course)\n- Does the schedule for [JKKYVAL00](course) have any exceptions\n- When were the exceptions for [KASJOHT3](course)\n- The exceptions in lessons for [KKRUKTM](course)\n- Special teaching times for [HISA2](course)\n- Is there anything special I should know about the course schedule for [SOS6.2.4](course)\n- [JOUJOVTS](course) special lecture hours\n- Special schedule [HALJUA64](course)\n- Will there be lectures in holidays in [ITIY3](course)\n- Holiday exceptions [KKENVAL4](course)\n- Course break teaching times [VIROP2](course)\n- Do we have a lecture during holiday in [HALJUA61](course)\n- Cancelled lectures [MTTMA4](course)\n- Will [TIETA10](course) lectures be cancelled during holiday\n- Will [ITIA11](course) have a lecture every week\n- I want to know the exceptions in lessons for [POLKVA22](course)\n- I want to know special teaching times for [LTLY16](course)\n- I want to know does the schedule for [BTK4501](course) have any exceptions\n- I want to know Teaching times exceptions for [JOVAT2](course)\n- Exceptions [TERHOIA6](course)\n- Exception [PSYS14](course)\n- What are the exceptions for [KASA9](course)\n- [KKSUVAL3](course) exceptions\n- [VENP4/VENK2](course) exception\n- Exceptions in teaching hours [STYP1B](course)\n- Exceptions in teaching times [MTTMA15](course)\n- Are there any exceptions in teaching [STYA3A2](course)\n- What exceptions are there in [TERKAN1](course)\n- Lecture exceptions [HALYAP01](course)\n- Does [KATVAA13](course) have exceptions in teaching hours\n- Were there exceptions in lectures [TERY4](course)\n- Teaching times exceptions for [KASLOM9](course)\n- What were the exceptions of teaching in [KATVAS31](course)\n- Does the schedule for [DPJKKPS](course) have any exceptions\n- When were the exceptions for [HALYAA14](course)\n- The exceptions in lessons for [JOVA20](course)\n- Special teaching times for [KASMULTI2C](course)\n- Is there anything special I should know about the course schedule for [MVKS02](course)\n- [JOVMS2A](course) special lecture hours\n- Special schedule [MEDU10](course)\n- Will there be lectures in holidays in [POLPOP05](course)\n- Holiday exceptions [TERHOI5](course)\n- Course break teaching times [TIEY4](course)\n- Do we have a lecture during holiday in [TRMU1](course)\n- Cancelled lectures [KASLOM7](course)\n- Will [RANS3](course) lectures be cancelled during holiday\n- Will [KASP2](course) have a lecture every week\n- I want to know the exceptions in lessons for [DPHSFC06](course)\n- I want to know special teaching times for [KASP1-2, KASP5](course)\n- I want to know does the schedule for [HISA2](course) have any exceptions\n- I want to know Teaching times exceptions for [HALTTS13](course)\n- Exceptions [KASA11](course)\n- Exception [ENGA1](course)\n- What are the exceptions for [KASLOE7.2](course)\n- [HALJTA02](course) exceptions\n- [KKES3](course) exception\n- Exceptions in teaching hours [TAYJ024](course)\n- Exceptions in teaching times [JOVKA5](course)\n- Are there any exceptions in teaching [LATAP2](course)\n- What exceptions are there in [KIRP5](course)\n- Lecture exceptions [STYS3](course)\n- Does [HALJUA61](course) have exceptions in teaching hours\n- Were there exceptions in lectures [SOS10.1.3](course)\n- Teaching times exceptions for [ITIS24](course)\n- What were the exceptions of teaching in [SOS6.4.3](course)\n- Does the schedule for [HISJATKO](course) have any exceptions\n- When were the exceptions for [KIRS4](course)\n- The exceptions in lessons for [KATYVA52](course)\n- Special teaching times for [MVKS26](course)\n- Is there anything special I should know about the course schedule for [POLPOP01](course)\n- [BIO4716](course) special lecture hours\n- Special schedule [FONEP3](course)\n- Will there be lectures in holidays in [HALYAS12](course)\n- Holiday exceptions [KKSUHUK](course)\n- Course break teaching times [TAYJ032](course)\n- Do we have a lecture during holiday in [KASLOE6.5](course)\n- Cancelled lectures [SOS6.2.3](course)\n- Will [KATYVA12](course) lectures be cancelled during holiday\n- Will [LOGS3](course) have a lecture every week\n- I want to know the exceptions in lessons for [ENGA10](course)\n- I want to know special teaching times for [POLKVA42](course)\n- I want to know does the schedule for [HALJTS06](course) have any exceptions\n- I want to know Teaching times exceptions for [STYP1A](course)\n- Exceptions [KASA10](course)\n- Exception [HTIS80](course)\n- What are the exceptions for [PSYP2](course)\n- [TIETS31](course) exceptions\n- [SOS08.2](course) exception\n- Exceptions in teaching hours [KKSUYHT](course)\n- Exceptions in teaching times [YKT07.2](course)\n- Are there any exceptions in teaching [HALJTJ00](course)\n- What exceptions are there in [JKKYORP1](course)\n- Lecture exceptions [SOS6.5.2](course)\n- Does [FILT10](course) have exceptions in teaching hours\n- Were there exceptions in lectures [ITIA11](course)\n- Teaching times exceptions for [STYS1B1](course)\n- What were the exceptions of teaching in [PEDAYOP4](course)\n- Does the schedule for [MVKS47](course) have any exceptions\n- When were the exceptions for [VIROP1](course)\n- The exceptions in lessons for [STYP3](course)\n- Special teaching times for [TAYJ035](course)\n- Is there anything special I should know about the course schedule for [KASP4](course)\n- [ITIS11](course) special lecture hours\n- Special schedule [ENGP6](course)\n- Will there be lectures in holidays in [HALKAS11](course)\n- Holiday exceptions [HALJTS07](course)\n- Course break teaching times [BTK1074](course)\n- Do we have a lecture during holiday in [KATMAS14](course)\n- Cancelled lectures [ITIP1](course)\n- Will [KATLAA23](course) lectures be cancelled during holiday\n- Will [MVKS54](course) have a lecture every week\n- I want to know the exceptions in lessons for [POLVOS40](course)\n- I want to know special teaching times for [FILA4A](course)\n- I want to know does the schedule for [VIROP3](course) have any exceptions\n- I want to know Teaching times exceptions for [VENP0](course)\n- Exceptions [POHP2](course)\n- Exception [HALJTA02](course)\n- What are the exceptions for [POLKVS22](course)\n- [POLVOA42/52/S23](course) exceptions\n- [KASA12](course) exception\n- Exceptions in teaching hours [KASA5](course)\n- Exceptions in teaching times [KKVE3](course)\n- Are there any exceptions in teaching [SUOA8](course)\n- What exceptions are there in [KATTAS34](course)\n- Lecture exceptions [KATVRS41](course)\n- Does [ITIA01](course) have exceptions in teaching hours\n- Were there exceptions in lectures [HTIS86](course)\n- Teaching times exceptions for [KIRP5](course)\n- What were the exceptions of teaching in [POLVOA21](course)\n- Does the schedule for [SOS6.3.3](course) have any exceptions\n- When were the exceptions for [KASA13](course)\n- The exceptions in lessons for [STYP2](course)\n- Special teaching times for [SOS06.1](course)\n- Is there anything special I should know about the course schedule for [SOS6.2.2](course)\n- [KKLA1](course) special lecture hours\n- Special schedule [POHS5](course)\n- Will there be lectures in holidays in [JOUJOVTS](course)\n- Holiday exceptions [KASMULTI4](course)\n- Course break teaching times [ESPFA4](course)\n- Do we have a lecture during holiday in [YKYYHT1](course)\n- Cancelled lectures [KATVRA30](course)\n- Will [KATTAS31](course) lectures be cancelled during holiday\n- Will [POHP3](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASVAR2](course)\n- I want to know special teaching times for [KATVAS11](course)\n- I want to know does the schedule for [KATLAA22](course) have any exceptions\n- I want to know Teaching times exceptions for [KATJOS43](course)\n- Exceptions [LOGA9](course)\n- Exception [KKSUPRO](course)\n- What are the exceptions for [JOVTS2](course)\n- [BIO2450](course) exceptions\n- [TERA6](course) exception\n- Exceptions in teaching hours [IGS005](course)\n- Exceptions in teaching times [RANAV3](course)\n- Are there any exceptions in teaching [SOS4.4](course)\n- What exceptions are there in [BTK1062](course)\n- Lecture exceptions [MVKS15R](course)\n- Does [KASVAR7](course) have exceptions in teaching hours\n- Were there exceptions in lectures [SOS04.4](course)\n- Teaching times exceptions for [SAKA9](course)\n- What were the exceptions of teaching in [ITIA03](course)\n- Does the schedule for [KASS3](course) have any exceptions\n- When were the exceptions for [ENGA1](course)\n- The exceptions in lessons for [JOVA18](course)\n- Special teaching times for [KASVART2](course)\n- Is there anything special I should know about the course schedule for [KATJOS13](course)\n- [KATTAA13B](course) special lecture hours\n- Special schedule [COSOPON3](course)\n- Will there be lectures in holidays in [POLKVA41](course)\n- Holiday exceptions [KASLOM3](course)\n- Course break teaching times [KATVRA22](course)\n- Do we have a lecture during holiday in [KASSO8](course)\n- Cancelled lectures [BIOMJ016](course)\n- Will [KKENVAL9](course) lectures be cancelled during holiday\n- Will [POLKVA43](course) have a lecture every week\n- I want to know the exceptions in lessons for [BTK1013](course)\n- I want to know special teaching times for [POLVOA51](course)\n- I want to know does the schedule for [SOS09.3](course) have any exceptions\n- I want to know Teaching times exceptions for [ITIA01](course)\n- Exceptions [ENGA9](course)\n- Exception [KASP4](course)\n- What are the exceptions for [LOGA4](course)\n- [KATLAS12](course) exceptions\n- [KASP4](course) exception\n- Exceptions in teaching hours [KKIN5](course)\n- Exceptions in teaching times [KASP4](course)\n- Are there any exceptions in teaching [VENP2](course)\n- What exceptions are there in [KASSM2](course)\n- Lecture exceptions [STYS2B](course)\n- Does [HALJUA22](course) have exceptions in teaching hours\n- Were there exceptions in lectures [YKYYHT4B](course)\n- Teaching times exceptions for [KIRA4E](course)\n- What were the exceptions of teaching in [VENA5](course)\n- Does the schedule for [SOS6.3.1](course) have any exceptions\n- When were the exceptions for [JOVTS7](course)\n- The exceptions in lessons for [DPEDUB.2](course)\n- Special teaching times for [TIETA6](course)\n- Is there anything special I should know about the course schedule for [TIETA6](course)\n- [JOVA4](course) special lecture hours\n- Special schedule [TAYJ13](course)\n- Will there be lectures in holidays in [ENGA11](course)\n- Holiday exceptions [KKSUPRO](course)\n- Course break teaching times [KATLITO2](course)\n- Do we have a lecture during holiday in [HALHAA12](course)\n- Cancelled lectures [TERKAN14](course)\n- Will [KKENYHT](course) lectures be cancelled during holiday\n- Will [KKES5](course) have a lecture every week\n- I want to know the exceptions in lessons for [YKT10.5](course)\n- I want to know special teaching times for [KKSA3](course)\n- I want to know does the schedule for [YKT6.6.2](course) have any exceptions\n- I want to know Teaching times exceptions for [KASA4](course)\n- Exceptions [SOSM5.1](course)\n- Exception [POHP1](course)\n- What are the exceptions for [SUOP3](course)\n- [BTK1053](course) exceptions\n- [TAYJ042](course) exception\n- Exceptions in teaching hours [HALJTA99](course)\n- Exceptions in teaching times [KATPAL11](course)\n- Are there any exceptions in teaching [POLKVS32](course)\n- What exceptions are there in [KASA10](course)\n- Lecture exceptions [FIL](course)\n- Does [YKYYHT1](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KASLOM10](course)\n- Teaching times exceptions for [SUOV3](course)\n- What were the exceptions of teaching in [KKRA1](course)\n- Does the schedule for [POLVOA51](course) have any exceptions\n- When were the exceptions for [MVKS34](course)\n- The exceptions in lessons for [KATYVA31](course)\n- Special teaching times for [SUKKP5B](course)\n- Is there anything special I should know about the course schedule for [KASSG](course)\n- [HALYHT](course) special lecture hours\n- Special schedule [KASP5](course)\n- Will there be lectures in holidays in [POLVOS25](course)\n- Holiday exceptions [KATVAA11](course)\n- Course break teaching times [VENP1](course)\n- Do we have a lecture during holiday in [MVKS48/58](course)\n- Cancelled lectures [HISP1](course)\n- Will [BTK4661](course) lectures be cancelled during holiday\n- Will [MTTMA1B](course) have a lecture every week\n- I want to know the exceptions in lessons for [KKENYHT](course)\n- I want to know special teaching times for [TERY6](course)\n- I want to know does the schedule for [KATJOP11](course) have any exceptions\n- I want to know Teaching times exceptions for [TRSU01](course)\n- Exceptions [VENA13](course)\n- Exception [MTTTS17](course)\n- What are the exceptions for [BIO4460](course)\n- [HALHAS21](course) exceptions\n- [KASP5](course) exception\n- Exceptions in teaching hours [TAYJ035](course)\n- Exceptions in teaching times [LUOYY006](course)\n- Are there any exceptions in teaching [TIEP5](course)\n- What exceptions are there in [KKSUOPE](course)\n- Lecture exceptions [VENA12](course)\n- Does [ENGP8](course) have exceptions in teaching hours\n- Were there exceptions in lectures [PEACE043](course)\n- Teaching times exceptions for [HTIY006](course)\n- What were the exceptions of teaching in [SOSKV1](course)\n- Does the schedule for [COSOPON1](course) have any exceptions\n- When were the exceptions for [KKSAVAL4](course)\n- The exceptions in lessons for [SUOT4](course)\n- Special teaching times for [POLVOS24](course)\n- Is there anything special I should know about the course schedule for [KKSUOPE](course)\n- [HALHAS19](course) special lecture hours\n- Special schedule [HALTTS12](course)\n- Will there be lectures in holidays in [NORDIG2](course)\n- Holiday exceptions [SOS04.4](course)\n- Course break teaching times [SAKS3](course)\n- Do we have a lecture during holiday in [POLVOA11](course)\n- Cancelled lectures [HALKAS12](course)\n- Will [HALKAS11](course) lectures be cancelled during holiday\n- Will [KASLOE7.2](course) have a lecture every week\n- I want to know the exceptions in lessons for [HISP2](course)\n- I want to know special teaching times for [KASA13](course)\n- I want to know does the schedule for [KASA13](course) have any exceptions\n- I want to know Teaching times exceptions for [SOS4.2](course)\n- Exceptions [ITIS61](course)\n- Exception [LOGS8](course)\n- What are the exceptions for [NORDIG2](course)\n- [KKENYHT](course) exceptions\n- [DPCMTJ2/JMMETUS](course) exception\n- Exceptions in teaching hours [JOVPVS8](course)\n- Exceptions in teaching times [STYVA](course)\n- Are there any exceptions in teaching [RANAV3](course)\n- What exceptions are there in [KATLITO2](course)\n- Lecture exceptions [KATVAA15](course)\n- Does [JOUJOVTS](course) have exceptions in teaching hours\n- Were there exceptions in lectures [TERKANA2](course)\n- Teaching times exceptions for [KKSUHY](course)\n- What were the exceptions of teaching in [KATJOS13](course)\n- Does the schedule for [COSOPN2](course) have any exceptions\n- When were the exceptions for [KATYVA31](course)\n- The exceptions in lessons for [TERKANP1](course)\n- Special teaching times for [SOSKV1](course)\n- Is there anything special I should know about the course schedule for [POLPOP05](course)\n- [POLKVA12](course) special lecture hours\n- Special schedule [KATVRP12](course)\n- Will there be lectures in holidays in [POLVOS32](course)\n- Holiday exceptions [KASA12](course)\n- Course break teaching times [HTIS81](course)\n- Do we have a lecture during holiday in [SOS10.6](course)\n- Cancelled lectures [HALKAP01](course)\n- Will [BIO4470](course) lectures be cancelled during holiday\n- Will [KASSO7](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASP4](course)\n- I want to know special teaching times for [MTTS1](course)\n- I want to know does the schedule for [KATYVS26](course) have any exceptions\n- I want to know Teaching times exceptions for [STYA8](course)\n- Exceptions [KASVAR3](course)\n- Exception [POLPOP02](course)\n- What are the exceptions for [KKENVAL3](course)\n- [LOGM2](course) exceptions\n- [JOVY2](course) exception\n- Exceptions in teaching hours [KASLOE7.2](course)\n- Exceptions in teaching times [KKRUYHT](course)\n- Are there any exceptions in teaching [KASA13](course)\n- What exceptions are there in [TERY4](course)\n- Lecture exceptions [HALTTS13](course)\n- Does [BIO4230](course) have exceptions in teaching hours\n- Were there exceptions in lectures [TERKAN14](course)\n- Teaching times exceptions for [KKRUKTMO](course)\n- What were the exceptions of teaching in [TRMU2](course)\n- Does the schedule for [KATYVA44](course) have any exceptions\n- When were the exceptions for [SOS7.2/STYA4B](course)\n- The exceptions in lessons for [SOSM2](course)\n- Special teaching times for [KASA2](course)\n- Is there anything special I should know about the course schedule for [KASA12](course)\n- [JKKYLT01](course) special lecture hours\n- Special schedule [KATVAA14](course)\n- Will there be lectures in holidays in [KATYVS99](course)\n- Holiday exceptions [ENGA10](course)\n- Course break teaching times [HISJATKO](course)\n- Do we have a lecture during holiday in [FILJATKO](course)\n- Cancelled lectures [ITIS23](course)\n- Will [KATLITO8](course) lectures be cancelled during holiday\n- Will [KASVAR10](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASVARH](course)\n- I want to know special teaching times for [TERHOJ4](course)\n- I want to know does the schedule for [ENGA13](course) have any exceptions\n- I want to know Teaching times exceptions for [TRMU1](course)\n- Exceptions [KATYVA36](course)\n- Exception [LTLY01](course)\n- What are the exceptions for [KATVAA13](course)\n- [VIROP2](course) exceptions\n- [ITIS23](course) exception\n- Exceptions in teaching hours [HALJUA44](course)\n- Exceptions in teaching times [PGHINT](course)\n- Are there any exceptions in teaching [KKVE5](course)\n- What exceptions are there in [KASA13](course)\n- Lecture exceptions [MTTMA15](course)\n- Does [COSOPN2](course) have exceptions in teaching hours\n- Were there exceptions in lectures [LFCS01](course)\n- Teaching times exceptions for [KKENKTK](course)\n- What were the exceptions of teaching in [HTIY006](course)\n- Does the schedule for [KATJOA99](course) have any exceptions\n- When were the exceptions for [MTTTA14](course)\n- The exceptions in lessons for [MOLI](course)\n- Special teaching times for [PEDA1](course)\n- Is there anything special I should know about the course schedule for [JOVPVS10](course)\n- [POLVOS21](course) special lecture hours\n- Special schedule [KASLOM11](course)\n- Will there be lectures in holidays in [RUST5/VENS10](course)\n- Holiday exceptions [HALJUS14](course)\n- Course break teaching times [TAYJ031](course)\n- Do we have a lecture during holiday in [TSEKP1](course)\n- Cancelled lectures [SOSM4](course)\n- Will [KKRUYHT](course) lectures be cancelled during holiday\n- Will [POLKVS99](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASA8](course)\n- I want to know special teaching times for [HALHAP01](course)\n- I want to know does the schedule for [KASLOM5](course) have any exceptions\n- I want to know Teaching times exceptions for [POLKVA22](course)\n- Exceptions [HALYAP01](course)\n- Exception [JKKYTVA13](course)\n- What are the exceptions for [ENGA12](course)\n- [VENA10](course) exceptions\n- [POLPOP01](course) exception\n- Exceptions in teaching hours [FILS2A](course)\n- Exceptions in teaching times [KKRUVAL1](course)\n- Are there any exceptions in teaching [TEE2](course)\n- What exceptions are there in [HISA4](course)\n- Lecture exceptions [MVKS30](course)\n- Does [KATVRS42](course) have exceptions in teaching hours\n- Were there exceptions in lectures [HALKAA99](course)\n- Teaching times exceptions for [TAYJ032](course)\n- What were the exceptions of teaching in [SOS4.2](course)\n- Does the schedule for [POHP1](course) have any exceptions\n- When were the exceptions for [TAYJ024](course)\n- The exceptions in lessons for [SOS6.2.3](course)\n- Special teaching times for [STYS2A](course)\n- Is there anything special I should know about the course schedule for [POLKVA12](course)\n- [KASPUHS8](course) special lecture hours\n- Special schedule [HALDIGI01](course)\n- Will there be lectures in holidays in [KASSM2](course)\n- Holiday exceptions [SUOP2](course)\n- Course break teaching times [KKENVAL4](course)\n- Do we have a lecture during holiday in [KASLOE7.2](course)\n- Cancelled lectures [TAYJ027](course)\n- Will [KKRUYHT](course) lectures be cancelled during holiday\n- Will [JOVPVS8](course) have a lecture every week\n- I want to know the exceptions in lessons for [JOVP1](course)\n- I want to know special teaching times for [KASA13](course)\n- I want to know does the schedule for [TERY1](course) have any exceptions\n- I want to know Teaching times exceptions for [KATJOA12](course)\n- Exceptions [TIEP5](course)\n- Exception [HISP3](course)\n- What are the exceptions for [POLKVS31](course)\n- [KATLAS27](course) exceptions\n- [KATTAA40](course) exception\n- Exceptions in teaching hours [HISP1](course)\n- Exceptions in teaching times [PSYP2](course)\n- Are there any exceptions in teaching [POLVOA32](course)\n- What exceptions are there in [TIETS07](course)\n- Lecture exceptions [KATTAA13B](course)\n- Does [POLVOS22](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KATJOS13](course)\n- Teaching times exceptions for [KATJOS99](course)\n- What were the exceptions of teaching in [KKENKTM](course)\n- Does the schedule for [POLKAA99](course) have any exceptions\n- When were the exceptions for [MTTMA1B](course)\n- The exceptions in lessons for [POLKVS99](course)\n- Special teaching times for [MTTTA6](course)\n- Is there anything special I should know about the course schedule for [ESPFP5](course)\n- [KATLAA12](course) special lecture hours\n- Special schedule [TERA6](course)\n- Will there be lectures in holidays in [KKIN1](course)\n- Holiday exceptions [KASLOH4A](course)\n- Course break teaching times [KKENPRE1](course)\n- Do we have a lecture during holiday in [KASPUHA4](course)\n- Cancelled lectures [KATVRP12](course)\n- Will [RUST1/RUST3](course) lectures be cancelled during holiday\n- Will [PSYP2](course) have a lecture every week\n- I want to know the exceptions in lessons for [TIEP3](course)\n- I want to know special teaching times for [KKRUYHT](course)\n- I want to know does the schedule for [STYVA](course) have any exceptions\n- I want to know Teaching times exceptions for [KATJOA99](course)\n- Exceptions [DPJKK20](course)\n- Exception [ITIS44](course)\n- What are the exceptions for [POHP6](course)\n- [TERA6](course) exceptions\n- [ENGS40](course) exception\n- Exceptions in teaching hours [ITIA1](course)\n- Exceptions in teaching times [KATYVS41](course)\n- Are there any exceptions in teaching [HTIS52](course)\n- What exceptions are there in [KATJOS32](course)\n- Lecture exceptions [BTK0011](course)\n- Does [MTTTA1](course) have exceptions in teaching hours\n- Were there exceptions in lectures [POLKVA33](course)\n- Teaching times exceptions for [KKENYHT](course)\n- What were the exceptions of teaching in [VENP4](course)\n- Does the schedule for [SOS10.6](course) have any exceptions\n- When were the exceptions for [KKVE4](course)\n- The exceptions in lessons for [HALJTA03](course)\n- Special teaching times for [KKES3](course)\n- Is there anything special I should know about the course schedule for [KATLAA13](course)\n- [LTLY01](course) special lecture hours\n- Special schedule [HALJTS01](course)\n- Will there be lectures in holidays in [MTTA1](course)\n- Holiday exceptions [VENA10](course)\n- Course break teaching times [YKYYHT2](course)\n- Do we have a lecture during holiday in [ITIA11](course)\n- Cancelled lectures [POLVOS21](course)\n- Will [TAYJ034](course) lectures be cancelled during holiday\n- Will [ITIP1](course) have a lecture every week\n- I want to know the exceptions in lessons for [KATVRS51](course)\n- I want to know special teaching times for [MTTA2](course)\n- I want to know does the schedule for [TERVAL5](course) have any exceptions\n- I want to know Teaching times exceptions for [KASSO7](course)\n- Exceptions [KATTAA13B](course)\n- Exception [ENGP3](course)\n- What are the exceptions for [PSYP5](course)\n- [HIS](course) exceptions\n- [TERHOIA6](course) exception\n- Exceptions in teaching hours [KASLOM3](course)\n- Exceptions in teaching times [SUOA8](course)\n- Are there any exceptions in teaching [KASLOM8](course)\n- What exceptions are there in [TAYJ032](course)\n- Lecture exceptions [COSOPON3](course)\n- Does [STYS1B4](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KASVAR7](course)\n- Teaching times exceptions for [KIRP3](course)\n- What were the exceptions of teaching in [KKES4](course)\n- Does the schedule for [ITIS61](course) have any exceptions\n- When were the exceptions for [LUOYY027](course)\n- The exceptions in lessons for [KKSUOPE](course)\n- Special teaching times for [POLVOS31](course)\n- Is there anything special I should know about the course schedule for [PEACE046](course)\n- [KATTAA31](course) special lecture hours\n- Special schedule [ITIS11](course)\n- Will there be lectures in holidays in [KATYVS22](course)\n- Holiday exceptions [KKSUPRO](course)\n- Course break teaching times [POHS1](course)\n- Do we have a lecture during holiday in [KKSAVAL2](course)\n- Cancelled lectures [KASLOM11](course)\n- Will [FILS2B/C](course) lectures be cancelled during holiday\n- Will [HALHAS21](course) have a lecture every week\n- I want to know the exceptions in lessons for [KASLOE6.2](course)\n- I want to know special teaching times for [FILJATKO](course)\n- I want to know does the schedule for [MTTMA4](course) have any exceptions\n- I want to know Teaching times exceptions for [HALYAA14](course)\n- Exceptions [POLKVS31](course)\n- Exception [KASSG](course)\n- What are the exceptions for [KATLAA99](course)\n- [TECHS2](course) exceptions\n- [MVKS48/58](course) exception\n- Exceptions in teaching hours [TERHOIA1](course)\n- Exceptions in teaching times [JOVP5](course)\n- Are there any exceptions in teaching [HTIS60](course)\n- What exceptions are there in [KKKI3](course)\n- Lecture exceptions [POLVOA22/A32](course)\n- Does [ITIA7](course) have exceptions in teaching hours\n- Were there exceptions in lectures [VENS13](course)\n- Teaching times exceptions for [KASVAR8](course)\n- What were the exceptions of teaching in [JOVPVS3](course)\n- Does the schedule for [KASS2](course) have any exceptions\n- When were the exceptions for [HALTTS13](course)\n- The exceptions in lessons for [KATLITO5](course)\n- Special teaching times for [TERHOIA1](course)\n- Is there anything special I should know about the course schedule for [POLVOS33](course)\n- [KKSAVAL3](course) special lecture hours\n- Special schedule [KASSM2](course)\n- Will there be lectures in holidays in [KASSM2](course)\n- Holiday exceptions [JKKYORP1](course)\n- Course break teaching times [HALHAS17](course)\n- Do we have a lecture during holiday in [BIO4440](course)\n- Cancelled lectures [POLKVA33](course)\n- Will [STYS2A](course) lectures be cancelled during holiday\n- Will [ESPFP3](course) have a lecture every week\n- I want to know the exceptions in lessons for [MTTMP4](course)\n- I want to know special teaching times for [KKENYHT](course)\n- I want to know does the schedule for [POHA3](course) have any exceptions\n- I want to know Teaching times exceptions for [POLVOA22](course)\n- Exceptions [BTK4121](course)\n- Exception [KASMAT2](course)\n- What are the exceptions for [ENGS2](course)\n- [TRMU2](course) exceptions\n- [SOS6.4.1](course) exception\n- Exceptions in teaching hours [PSYS11](course)\n- Exceptions in teaching times [JOVPVA5](course)\n- Are there any exceptions in teaching [SOS1](course)\n- What exceptions are there in [DPIS1](course)\n- Lecture exceptions [KKRUYHT](course)\n- Does [KKSUHUK1](course) have exceptions in teaching hours\n- Were there exceptions in lectures [HALYAS14](course)\n- Teaching times exceptions for [DPJKKKS](course)\n- What were the exceptions of teaching in [MTTTA6](course)\n- Does the schedule for [KATTAS36](course) have any exceptions\n- When were the exceptions for [POLVOS28](course)\n- The exceptions in lessons for [JOVKA2&JOVKA3](course)\n- Special teaching times for [POLKVS22](course)\n- Is there anything special I should know about the course schedule for [KASVAR5](course)\n- [HISS2](course) special lecture hours\n- Special schedule [KASVAR7](course)\n- Will there be lectures in holidays in [HISA4](course)\n- Holiday exceptions [ITIP5](course)\n- Course break teaching times [KASMAT1](course)\n- Do we have a lecture during holiday in [KASA12](course)\n- Cancelled lectures [TERTIETO4](course)\n- Will [KASA9](course) lectures be cancelled during holiday\n- Will [ITIA03](course) have a lecture every week\n- I want to know the exceptions in lessons for [SOS6.4.4](course)\n- I want to know special teaching times for [KIRP4](course)\n- I want to know does the schedule for [TERTIETO5](course) have any exceptions\n- I want to know Teaching times exceptions for [KASP5](course)\n- Exceptions [POHP0](course)\n- Exception [KASA9](course)\n- What are the exceptions for [ITIS61](course)\n- [POLKVA22](course) exceptions\n- [POLVOS40](course) exception\n- Exceptions in teaching hours [ITIA03](course)\n- Exceptions in teaching times [POLPOP02](course)\n- Are there any exceptions in teaching [TIETS46](course)\n- What exceptions are there in [TAYJ032](course)\n- Lecture exceptions [BTK4701](course)\n- Does [MVKS46](course) have exceptions in teaching hours\n- Were there exceptions in lectures [TIETA15](course)\n- Teaching times exceptions for [KASP4](course)\n- What were the exceptions of teaching in [TERHOI2](course)\n- Does the schedule for [LTLY16](course) have any exceptions\n- When were the exceptions for [NAM-III/VI](course)\n- The exceptions in lessons for [KASA3](course)\n- Special teaching times for [KASS4](course)\n- Is there anything special I should know about the course schedule for [STYS3C](course)\n- [KASVAR9](course) special lecture hours\n- Special schedule [FONEA4](course)\n- Will there be lectures in holidays in [JOVA2](course)\n- Holiday exceptions [JMMETUS](course)\n- Course break teaching times [SOS6.2.2](course)\n- Do we have a lecture during holiday in [KASA10](course)\n- Cancelled lectures [TIEA3](course)\n- Will [COSOPOM2](course) lectures be cancelled during holiday\n- Will [DPIS1](course) have a lecture every week\n- I want to know the exceptions in lessons for [MTTTY1](course)\n- I want to know special teaching times for [KASP2](course)\n- I want to know does the schedule for [POLKVA32](course) have any exceptions\n- I want to know Teaching times exceptions for [TERTIETO4](course)\n- Exceptions [KASA1.3](course)\n- Exception [KASLOK2](course)\n- What are the exceptions for [KATVRA00](course)\n- [JOVA11](course) exceptions\n- [MTTTA7](course) exception\n- Exceptions in teaching hours [FONEP1](course)\n- Exceptions in teaching times [SOS04.4](course)\n- Are there any exceptions in teaching [MVKS48/58](course)\n- What exceptions are there in [KATYVS43](course)\n- Lecture exceptions [TAYJ031](course)\n- Does [KASVAR3](course) have exceptions in teaching hours\n- Were there exceptions in lectures [KATLITO4](course)\n- Teaching times exceptions for [HALKAS15](course)\n- What were the exceptions of teaching in [TSEKP1](course)\n- Does the schedule for [KATRAA11](course) have any exceptions\n- When were the exceptions for [SOSM2](course)\n- The exceptions in lessons for [TERKANP4](course)\n- Special teaching times for [KKSU4](course)\n- Is there anything special I should know about the course schedule for [MVKS42V](course)\n- [ENGP7](course) special lecture hours\n- Special schedule [TERHOIA2](course)\n- Will there be lectures in holidays in [FONEP1](course)\n- Holiday exceptions [LFCS02](course)\n- Course break teaching times [PSYP5](course)\n- Do we have a lecture during holiday in [TAYJ024](course)\n- Cancelled lectures [ENGA20](course)\n- Will [MVKS17/13S](course) lectures be cancelled during holiday\n- Will [JOVTS5](course) have a lecture every week\n- I want to know the exceptions in lessons for [MOLI](course)\n- I want to know special teaching times for [RANA6](course)\n- I want to know does the schedule for [ENGP5](course) have any exceptions\n- I want to know Teaching times exceptions for [POLKVA23](course)\n- Exceptions [POLKVA42](course)\n- Exception [FONEP3](course)\n- What are the exceptions for [FILAPRO](course)\n- [TERHOI3](course) exceptions\n- [KASPUHP1](course) exception\n- Exceptions in teaching hours [MVKS42S](course)\n- Exceptions in teaching times [BTK2223](course)\n- Are there any exceptions in teaching [SOS4.2](course)\n- What exceptions are there in [HALTVA12](course)\n- Lecture exceptions [TERKANP5](course)\n- Does [ENGP1](course) have exceptions in teaching hours\n- Were there exceptions in lectures [POLKVS40](course)\n- Teaching times exceptions for [KASSG](course)\n- What were the exceptions of teaching in [SOSM5.1](course)\n- Does the schedule for [MVKS17V](course) have any exceptions\n- When were the exceptions for [ESPFP1](course)\n- The exceptions in lessons for [DPCMTJ4](course)\n- Special teaching times for [JOVA8](course)\n- Is there anything special I should know about the course schedule for [VENP3/VENK1](course)\n- [STYVA](course) special lecture hours\n- Special schedule [KATVRS40](course)\n- Will there be lectures in holidays in [STYP5](course)\n- Holiday exceptions [ENGS13](course)\n- Course break teaching times [SOSKV3](course)\n- Do we have a lecture during holiday in [TRSU01](course)\n- Cancelled lectures [ITIP2](course)\n- Will [HALJUS13](course) lectures be cancelled during holiday\n- Will [KASVAR3](course) have a lecture every week\n- I want to know the exceptions in lessons for [YKYYKEKE0](course)\n- I want to know special teaching times for [KASP2](course)\n- I want to know does the schedule for [ITIS24](course) have any exceptions\n- I want to know Teaching times exceptions for [JOVKA2&JOVKA3](course)\n\n## intent:nimi\n- What is the name of [SUOS1](course)\n- [KATTAS12](course) name\n- [KATJOA13](course) name is\n- [KASP4](course) name full\n- [LTLY16](course) complete name\n- [TIEP1](course) name actual\n- [ITIS22](course) whole name\n- What is name [PSYP2](course)\n- The name of [KATTAS21B](course)\n- Name [KASLOE6.1](course)\n- What is the full name of [ENGS22-24](course)\n- What is [KASLOE7.2](course) called\n- What is the course code [JKKYTVA13](course) called\n- What course is [TECHS2](course)\n- [KKSUVAL1](course) named\n- What's [VENP2](course) named\n- Name of [YKYYHT1](course)\n- Tell me the name of [KASLOM4](course)\n- Say the name of [LUOYY006](course)\n- The whole name of [KASA12](course)\n- [KKRUKTM](course) full name\n- [POLKVS10](course) entire name\n- [LTLY229](course) whole name\n- [STYS1A](course) meaning\n- What does [MTTMS10](course) mean\n- What means [ITIS31](course)\n- I want to know what [POHA6](course) means\n- I want to know what [SOS06.4](course) actually means\n- What is the meaning of [TERKANA2](course)\n- [HALJUA23](course) meaning\n- True name of [KIRP1](course)\n- Real name of [ITIP1](course)\n- Which course is [KASORIENT](course)\n- What [TECHS3(course) means\n- I want to know what [ENGS7-9](course) stands for\n- I want to know the full name of course code [KASA13](course)\n- I want to know the whole name of [KASSM2](course)\n- I want to know the name of [KKENMP3](course)\n- What is the name of [NORDIG1](course)\n- [TERHOIA4](course) name\n- [KKSUSC](course) name is\n- [KASP3](course) name full\n- [JOUJOVTS](course) complete name\n- [JOUJOVTS](course) name actual\n- [SOP03.1](course) whole name\n- What is name [KKSULL](course)\n- The name of [PSYA3](course)\n- Name [VENP5](course)\n- What is the full name of [KASVAR6](course)\n- What is [POHS5](course) called\n- What is the course code [KASVAR2](course) called\n- What course is [TAYJ041](course)\n- [VENS2](course) named\n- What's [KATJOA12](course) named\n- Name of [KATJOP11](course)\n- Tell me the name of [KASA3](course)\n- Say the name of [BTK1053](course)\n- The whole name of [KATLAS12](course)\n- [SOS6.1.3](course) full name\n- [KASLOM1](course) entire name\n- [DPLSSEM](course) whole name\n- [KKRA4](course) meaning\n- What does [LUOYA200](course) mean\n- What means [TERKAN6](course)\n- I want to know what [KASMULTI2C](course) means\n- I want to know what [HALHAS20](course) actually means\n- What is the meaning of [GTS3](course)\n- [HISS2](course) meaning\n- True name of [DPEDUB.1A](course)\n- Real name of [MVKS24E](course)\n- Which course is [KASA13](course)\n- What [TECHS3(course) means\n- I want to know what [HTIS87](course) stands for\n- I want to know the full name of course code [SOS7.2/STYA4B](course)\n- I want to know the whole name of [KKES1](course)\n- I want to know the name of [JOVPVS9](course)\n- What is the name of [KASSA4](course)\n- [YKTM6.3](course) name\n- [KASSY3](course) name is\n- [ENGA9](course) name full\n- [KASA9](course) complete name\n- [YKT6.4.3](course) name actual\n- [POLKAA99](course) whole name\n- What is name [POLVOS28](course)\n- The name of [KASMULTI6](course)\n- Name [TAYJ041](course)\n- What is the full name of [MTTMY1](course)\n- What is [KASMAT2](course) called\n- What is the course code [HALJTS99](course) called\n- What course is [MOLI](course)\n- [FILA7](course) named\n- What's [MVKS47](course) named\n- Name of [POLVOS23](course)\n- Tell me the name of [KASP3](course)\n- Say the name of [DPHSS201](course)\n- The whole name of [DPCMTJ2/JMMETUS](course)\n- [KASVAR7](course) full name\n- [KASSO5](course) entire name\n- [KKRUYHT](course) whole name\n- [KASP4](course) meaning\n- What does [ENGA1](course) mean\n- What means [JOVPVA7](course)\n- I want to know what [KKSAVAL1](course) means\n- I want to know what [HALJTA04](course) actually means\n- What is the meaning of [KASSY5](course)\n- [KASVAR6](course) meaning\n- True name of [TIETA18](course)\n- Real name of [KASA11](course)\n- Which course is [JOVAT1](course)\n- What [TECHS3(course) means\n- I want to know what [KASA1.3](course) stands for\n- I want to know the full name of course code [KASVAR12](course)\n- I want to know the whole name of [KASP3](course)\n- I want to know the name of [JOVTS7](course)\n- What is the name of [KASPUHP1](course)\n- [KASVAR5](course) name\n- [POLVOA22/A32](course) name is\n- [KASLOM4](course) name full\n- [TERKAN18](course) complete name\n- [KATVRA22](course) name actual\n- [KASVAR7](course) whole name\n- What is name [FILS1](course)\n- The name of [KKRUPRE2](course)\n- Name [SOS6.2.3](course)\n- What is the full name of [YKT6.4.3](course)\n- What is [PSYP3](course) called\n- What is the course code [TERTIETO3](course) called\n- What course is [PGHES07](course)\n- [MTTA2](course) named\n- What's [HALHAS99](course) named\n- Name of [MVKS54](course)\n- Tell me the name of [HISA2](course)\n- Say the name of [SOCYKV2](course)\n- The whole name of [LUOYY005](course)\n- [KIRP4](course) full name\n- [KATVAA11](course) entire name\n- [MOLI](course) whole name\n- [JOVPVS1](course) meaning\n- What does [POLKVS32](course) mean\n- What means [TERKAN5](course)\n- I want to know what [KASA10](course) means\n- I want to know what [KKSU1](course) actually means\n- What is the meaning of [KKENVAL8](course)\n- [SOS10.10.1](course) meaning\n- True name of [ENGS3](course)\n- Real name of [DPMED15](course)\n- Which course is [POLVOS26](course)\n- What [TECHS3(course) means\n- I want to know what [TIETS05](course) stands for\n- I want to know the full name of course code [YKIEP4](course)\n- I want to know the whole name of [KIRA3B](course)\n- I want to know the name of [SOS6.1.2](course)\n- What is the name of [GTS2](course)\n- [KASSA3](course) name\n- [KASA8](course) name is\n- [MVKS47](course) name full\n- [LOGA3](course) complete name\n- [TRMU2](course) name actual\n- [ITIS61](course) whole name\n- What is name [KIRA1](course)\n- The name of [DPHSFC07](course)\n- Name [BIO2450](course)\n- What is the full name of [JOVA14](course)\n- What is [HALYAA14](course) called\n- What is the course code [STYA6](course) called\n- What course is [HALJTA12](course)\n- [KASVAR12](course) named\n- What's [KASSG](course) named\n- Name of [HISA2](course)\n- Tell me the name of [STYS2A](course)\n- Say the name of [COSOPON4](course)\n- The whole name of [VENS13](course)\n- [HALJTS08](course) full name\n- [KATYVS22](course) entire name\n- [KKRUPRE2](course) whole name\n- [TERTIETO2](course) meaning\n- What does [JOVA13](course) mean\n- What means [HISA4](course)\n- I want to know what [KATJOA13](course) means\n- I want to know what [TERY4](course) actually means\n- What is the meaning of [KKRA3](course)\n- [DPHSS204](course) meaning\n- True name of [KASLOE7.2](course)\n- Real name of [YKYYHT3](course)\n- Which course is [VENS4](course)\n- What [TECHS3(course) means\n- I want to know what [TIEA2.1A](course) stands for\n- I want to know the full name of course code [KASLOM6](course)\n- I want to know the whole name of [SOSM5.1](course)\n- I want to know the name of [ITIS61](course)\n- What is the name of [SAKA1](course)\n- [KIRP5](course) name\n- [KATRAS11](course) name is\n- [TIETA8](course) name full\n- [HISA1B](course) complete name\n- [JKKYY](course) name actual\n- [KASVAR7](course) whole name\n- What is name [POHA3](course)\n- The name of [KKKI2](course)\n- Name [KATVRA15](course)\n- What is the full name of [KKSUYP](course)\n- What is [PSYS12](course) called\n- What is the course code [JOVKA2&JOVKA3](course) called\n- What course is [KASA12](course)\n- [KKKI1](course) named\n- What's [HALHAA12](course) named\n- Name of [TERKAN4](course)\n- Tell me the name of [ENGS2](course)\n- Say the name of [ITIA9](course)\n- The whole name of [SOS7.2/STYA4B](course)\n- [KKSA1](course) full name\n- [POLPOP04](course) entire name\n- [HALYAS14](course) whole name\n- [HTIS50](course) meaning\n- What does [POMLFCS2](course) mean\n- What means [KKENYHT](course)\n- I want to know what [KKVE4](course) means\n- I want to know what [KKENLL](course) actually means\n- What is the meaning of [MVKS24E](course)\n- [TAYJ032](course) meaning\n- True name of [MTTTA1](course)\n- Real name of [PSYA10](course)\n- Which course is [KASLOE6.2](course)\n- What [TECHS3(course) means\n- I want to know what [MTTTA14](course) stands for\n- I want to know the full name of course code [STYA5](course)\n- I want to know the whole name of [KIRA3G](course)\n- I want to know the name of [ITIS12](course)\n- What is the name of [JOVPVA7](course)\n- [HISA4](course) name\n- [HALJUA44](course) name is\n- [TIETA18](course) name full\n- [POLKVA41](course) complete name\n- [TIEA1](course) name actual\n- [TERHOI6](course) whole name\n- What is name [KKENYHT](course)\n- The name of [KATLAA15](course)\n- Name [TERHOIA1](course)\n- What is the full name of [POHP2](course)\n- What is [KASMULTI3](course) called\n- What is the course code [POLVOA41](course) called\n- What course is [JKKYVP11](course)\n- [KASVARH](course) named\n- What's [JOUJOVTS](course) named\n- Name of [KKSUVAL1](course)\n- Tell me the name of [ESPFA6](course)\n- Say the name of [ENGA9](course)\n- The whole name of [KATYVA45](course)\n- [KATLAS11](course) full name\n- [KATYVS26](course) entire name\n- [MTTTY1](course) whole name\n- [ITIS61](course) meaning\n- What does [GTS9](course) mean\n- What means [LUOYY026](course)\n- I want to know what [KKVE2](course) means\n- I want to know what [JOVPVA5](course) actually means\n- What is the meaning of [VENP3/VENK1](course)\n- [TAYJ029](course) meaning\n- True name of [ITIA03](course)\n- Real name of [VENT1](course)\n- Which course is [BIO2085](course)\n- What [TECHS3(course) means\n- I want to know what [SOS7.2/STYA4B](course) stands for\n- I want to know the full name of course code [KKENYHT](course)\n- I want to know the whole name of [TAYJ033](course)\n- I want to know the name of [VENS2](course)\n- What is the name of [POLKVA33](course)\n- [SOS10.1.5](course) name\n- [TRMU5](course) name is\n- [PSYS16](course) name full\n- [DPMED15](course) complete name\n- [MTTTP1](course) name actual\n- [HISA4](course) whole name\n- What is name [SUOA1](course)\n- The name of [COSOPON4](course)\n- Name [JKKYJOTE1](course)\n- What is the full name of [JOVTETUS3](course)\n- What is [TIEA2.1A](course) called\n- What is the course code [SOS6.5.3](course) called\n- What course is [ITIA11](course)\n- [DPIS1](course) named\n- What's [KASLOE8.1](course) named\n- Name of [JOVA16](course)\n- Tell me the name of [PSYS13](course)\n- Say the name of [TRMU1](course)\n- The whole name of [KASPUHA4](course)\n- [JOVTS2](course) full name\n- [KKKI3](course) entire name\n- [KKENKTM](course) whole name\n- [ENGA8](course) meaning\n- What does [PSYP5](course) mean\n- What means [BIO2310](course)\n- I want to know what [GTS9](course) means\n- I want to know what [BTK2036](course) actually means\n- What is the meaning of [KATYVA12](course)\n- [KKSUHUK1](course) meaning\n- True name of [KASA7](course)\n- Real name of [POLVOA21](course)\n- Which course is [VENT1](course)\n- What [TECHS3(course) means\n- I want to know what [KATYVA52](course) stands for\n- I want to know the full name of course code [LUOYA200](course)\n- I want to know the whole name of [ITIP3](course)\n- I want to know the name of [GTS9](course)\n- What is the name of [LOGP2](course)\n- [DPHSR402](course) name\n- [JOVY3](course) name is\n- [KASA11](course) name full\n- [ITIA8](course) complete name\n- [HALTTS13](course) name actual\n- [VENA12](course) whole name\n- What is name [SOS7.1/STYA4A](course)\n- The name of [SUKKP0](course)\n- Name [ITIP3](course)\n- What is the full name of [KKVE1](course)\n- What is [YKT10.1.2](course) called\n- What is the course code [ENGS40](course) called\n- What course is [MVKS39V](course)\n- [TERVAL4](course) named\n- What's [KASVAR7](course) named\n- Name of [KATJOP11](course)\n- Tell me the name of [TIETS19](course)\n- Say the name of [KATLAS12](course)\n- The whole name of [KASVAR10](course)\n- [MVKS23](course) full name\n- [FILAK](course) entire name\n- [KATVAA14](course) whole name\n- [KASLOE7.2](course) meaning\n- What does [POLKVA44](course) mean\n- What means [KKENYHT](course)\n- I want to know what [POLVOA41](course) means\n- I want to know what [DPJKKPS](course) actually means\n- What is the meaning of [YKT10.5](course)\n- [KASLOE6.5](course) meaning\n- True name of [TAYJ13](course)\n- Real name of [KATVRA24](course)\n- Which course is [KASVAR9](course)\n- What [TECHS3(course) means\n- I want to know what [KASLOM9](course) stands for\n- I want to know the full name of course code [RANA6](course)\n- I want to know the whole name of [KATSTA12](course)\n- I want to know the name of [PSYS5](course)\n- What is the name of [POLKVA21](course)\n- [KKSU8](course) name\n- [KKENVAL4](course) name is\n- [KKKI1](course) name full\n- [KKSAVAL2](course) complete name\n- [KATTAS22B](course) name actual\n- [MVKS34](course) whole name\n- What is name [KASVAR6](course)\n- The name of [JOVA5](course)\n- Name [PSYS6B](course)\n- What is the full name of [ITIP4](course)\n- What is [TIETS26](course) called\n- What is the course code [KKSULL](course) called\n- What course is [YKYY0](course)\n- [KKKI1](course) named\n- What's [HISS2](course) named\n- Name of [KASA11](course)\n- Tell me the name of [GTS1](course)\n- Say the name of [KASVAR2](course)\n- The whole name of [FONEP2](course)\n- [YKYYHT4A](course) full name\n- [ROMAP3](course) entire name\n- [JOUJOVTS](course) whole name\n- [HTIY005](course) meaning\n- What does [HALHAA12](course) mean\n- What means [COSOPON4](course)\n- I want to know what [POLVOA41/S28](course) means\n- I want to know what [MTTTY1](course) actually means\n- What is the meaning of [KKRUKK](course)\n- [JOVTS5](course) meaning\n- True name of [DPHSR404](course)\n- Real name of [HALKAS13](course)\n- Which course is [ENGA10](course)\n- What [TECHS3(course) means\n- I want to know what [VENP2](course) stands for\n- I want to know the full name of course code [LUOYY004](course)\n- I want to know the whole name of [POLKVA33](course)\n- I want to know the name of [VENA10](course)\n- What is the name of [TSEKP1](course)\n- [KATJOA99](course) name\n- [COSOPON3](course) name is\n- [POLKVS31](course) name full\n- [HTIS67](course) complete name\n- [POLPOP04](course) name actual\n- [MTTTP1](course) whole name\n- What is name [LTLY01](course)\n- The name of [TIEP5](course)\n- Name [KKENYHT](course)\n- What is the full name of [SOSM5.1](course)\n- What is [ITIP5](course) called\n- What is the course code [KASVAR3](course) called\n- What course is [KATTAS21B](course)\n- [KIRA3G](course) named\n- What's [HISS2](course) named\n- Name of [BTK4620](course)\n- Tell me the name of [TAYJ034](course)\n- Say the name of [KATJOA12](course)\n- The whole name of [MTTTS17](course)\n- [KKVEPRE1](course) full name\n- [LTLY16](course) entire name\n- [KASA12](course) whole name\n- [KKRUKK](course) meaning\n- What does [TIEA4](course) mean\n- What means [MVKS32/36/49/54](course)\n- I want to know what [KATJOA14](course) means\n- I want to know what [PGHAS06](course) actually means\n- What is the meaning of [JOVKA4](course)\n- [KKENYHT](course) meaning\n- True name of [SOS4.4](course)\n- Real name of [KATVAA14](course)\n- Which course is [SUOA8](course)\n- What [TECHS3(course) means\n- I want to know what [TIEP1](course) stands for\n- I want to know the full name of course code [KATJOS21](course)\n- I want to know the whole name of [KKRULL](course)\n- I want to know the name of [SOSM1](course)\n- What is the name of [BIO2085](course)\n- [JKKYTUA02](course) name\n- [SOCYKV2](course) name is\n- [TAYJ11](course) name full\n- [KKENYHT](course) complete name\n- [KASSG](course) name actual\n- [TIETA18](course) whole name\n- What is name [KASLOE8.1](course)\n- The name of [JOVA4](course)\n- Name [FONEP1](course)\n- What is the full name of [ENGS2](course)\n- What is [LATAP2](course) called\n- What is the course code [MTTTP1](course) called\n- What course is [POLKVA11](course)\n- [KASLOE6.1](course) named\n- What's [TERHOIA7](course) named\n- Name of [KASA5](course)\n- Tell me the name of [TERKAN18](course)\n- Say the name of [POHA1](course)\n- The whole name of [SUOR4/A6](course)\n- [FONEP2](course) full name\n- [JOVA20](course) entire name\n- [YKT10.5](course) whole name\n- [TSEKP3](course) meaning\n- What does [SAKA9](course) mean\n- What means [SOS1](course)\n- I want to know what [KASVAR5](course) means\n- I want to know what [LFCS01](course) actually means\n- What is the meaning of [ENGS7-9](course)\n- [STYA1A1](course) meaning\n- True name of [KASP3](course)\n- Real name of [PEACE046](course)\n- Which course is [TERA3](course)\n- What [TECHS3(course) means\n- I want to know what [SOS6.3.3](course) stands for\n- I want to know the full name of course code [KKSULUK](course)\n- I want to know the whole name of [KASLOE7.2](course)\n- I want to know the name of [KASSM2](course)\n- What is the name of [YKT07.1](course)\n- [HISS1B](course) name\n- [KATVRA23](course) name is\n- [KKENYHT](course) name full\n- [KATVRA30](course) complete name\n- [HISA2](course) name actual\n- [YKYYHT3](course) whole name\n- What is name [JOVKA1](course)\n- The name of [KASA6](course)\n- Name [GTS1](course)\n- What is the full name of [JOVPVS10](course)\n- What is [HISS1A](course) called\n- What is the course code [KKSUPRO](course) called\n- What course is [DPEDUC.3](course)\n- [FONEP3](course) named\n- What's [KKIN5](course) named\n- Name of [TAYJ033](course)\n- Tell me the name of [KKKI2](course)\n- Say the name of [KKSU1](course)\n- The whole name of [KKRUKK](course)\n- [KASS3](course) full name\n- [FONEA4](course) entire name\n- [BTK3125](course) whole name\n- [JOVA15](course) meaning\n- What does [FIL](course) mean\n- What means [MVKS54](course)\n- I want to know what [KASERIT4](course) means\n- I want to know what [MTTMS1](course) actually means\n- What is the meaning of [KASVAR7](course)\n- [KASLOM5](course) meaning\n- True name of [JOVP3](course)\n- Real name of [KIRP5](course)\n- Which course is [TRSU05](course)\n- What [TECHS3(course) means\n- I want to know what [KKRUYHT](course) stands for\n- I want to know the full name of course code [TAYJ11](course)\n- I want to know the whole name of [KKIN4](course)\n- I want to know the name of [POLVOS21](course)\n- What is the name of [POLKAA99](course)\n- [ENGP3](course) name\n- [DPHSS205](course) name is\n- [KKVE2](course) name full\n- [LOGA9](course) complete name\n- [KKKI3](course) name actual\n- [HALKAS14](course) whole name\n- What is name [HALYAA12](course)\n- The name of [HALJTA05](course)\n- Name [COSOPOM3](course)\n- What is the full name of [SAKS2](course)\n- What is [SOS6.5.2](course) called\n- What is the course code [SOS6.2.3](course) called\n- What course is [TAYJ12](course)\n- [KASVAR1](course) named\n- What's [HTIS66](course) named\n- Name of [LOGS7](course)\n- Tell me the name of [KASA5](course)\n- Say the name of [POLVOA22/A32](course)\n- The whole name of [KKSUOPE](course)\n- [KASLOM11](course) full name\n- [KATLITO8](course) entire name\n- [KASLOE7.5](course) whole name\n- [ENGS46](course) meaning\n- What does [PSYS1](course) mean\n- What means [TIETS05](course)\n- I want to know what [HALKAS13](course) means\n- I want to know what [KATLITO7](course) actually means\n- What is the meaning of [KASMULTI5](course)\n- [JOVP5](course) meaning\n- True name of [MTTTP5](course)\n- Real name of [KASSM2](course)\n- Which course is [TERA1](course)\n- What [TECHS3(course) means\n- I want to know what [TERKAN18](course) stands for\n- I want to know the full name of course code [MTTTP5](course)\n- I want to know the whole name of [KATJOP11](course)\n- I want to know the name of [KKSUVAL3](course)\n- What is the name of [POLKVA33](course)\n- [DPLASEM](course) name\n- [TAYJ024](course) name is\n- [KATYVA23](course) name full\n- [KKRUYHT](course) complete name\n- [HALYAS14](course) name actual\n- [KATLITO5](course) whole name\n- What is name [ITIA1](course)\n- The name of [KATVAA13](course)\n- Name [TERHOIA6](course)\n- What is the full name of [HALKAA16](course)\n- What is [KASTUTOR](course) called\n- What is the course code [STYA3B](course) called\n- What course is [KASLOM1](course)\n- [VENP2](course) named\n- What's [POHP3](course) named\n- Name of [KASLOE7.1](course)\n- Tell me the name of [KKSUKK](course)\n- Say the name of [MVKS39V](course)\n- The whole name of [MEDU10](course)\n- [KASA12](course) full name\n- [FILS1](course) entire name\n- [KASLOM7](course) whole name\n- [HALYAS13](course) meaning\n- What does [LUOYA200](course) mean\n- What means [KASLOE9.5](course)\n- I want to know what [TERHOJ4](course) means\n- I want to know what [RUST1/VENS15](course) actually means\n- What is the meaning of [MVKS46](course)\n- [JKKYORP1](course) meaning\n- True name of [ITIP1](course)\n- Real name of [STYA5](course)\n- Which course is [BTK4620](course)\n- What [TECHS3(course) means\n- I want to know what [KASSO1](course) stands for\n- I want to know the full name of course code [STYS3B2](course)\n- I want to know the whole name of [RANS2](course)\n- I want to know the name of [KATJOS13](course)\n- What is the name of [HALHAA16](course)\n- [KASLOM11](course) name\n- [POHA1](course) name is\n- [KASMULTI4](course) name full\n- [KASA12](course) complete name\n- [KATVRP12](course) name actual\n- [ESPFA3](course) whole name\n- What is name [MVKS23](course)\n- The name of [JOVA17](course)\n- Name [PSYP2](course)\n- What is the full name of [TERA2](course)\n- What is [SOS6.4.4](course) called\n- What is the course code [ITIS31](course) called\n- What course is [KKSUPRO](course)\n- [ROMAP5](course) named\n- What's [POMLFCS2](course) named\n- Name of [KKENYHT](course)\n- Tell me the name of [BIO4395](course)\n- Say the name of [ITIS12](course)\n- The whole name of [STYP5](course)\n- [TEE9](course) full name\n- [VENP4](course) entire name\n- [HISP4](course) whole name\n- [KKSU8](course) meaning\n- What does [SUKKP5A](course) mean\n- What means [ENGS29](course)\n- I want to know what [KATVAS31](course) means\n- I want to know what [FILA3](course) actually means\n- What is the meaning of [SOS9](course)\n- [KKVE3](course) meaning\n- True name of [KASVAR12](course)\n- Real name of [SOS06.1](course)\n- Which course is [HISS1B](course)\n- What [TECHS3(course) means\n- I want to know what [ROMAP1](course) stands for\n- I want to know the full name of course code [DPHSFC07](course)\n- I want to know the whole name of [KATLAS13](course)\n- I want to know the name of [KKVE3](course)\n- What is the name of [TERA3](course)\n- [KATTAS22B](course) name\n- [YKYYKV1](course) name is\n- [POHA6](course) name full\n- [ENGA12](course) complete name\n- [POLHAR10](course) name actual\n- [DPCMTJ2/JMMETUS](course) whole name\n- What is name [TERKAN14](course)\n- The name of [DPIS2](course)\n- Name [FILA9](course)\n- What is the full name of [POLVOS21](course)\n- What is [KATMAP11](course) called\n- What is the course code [POLKVA31](course) called\n- What course is [TERHOIA6](course)\n- [TRSU03](course) named\n- What's [KKSAVAL0](course) named\n- Name of [KASSG](course)\n- Tell me the name of [JOVP1](course)\n- Say the name of [KATJOS99](course)\n- The whole name of [ITIA03](course)\n- [BIO4470](course) full name\n- [ITIP1](course) entire name\n- [RANP3](course) whole name\n- [DPJKKPS](course) meaning\n- What does [KASLOM2](course) mean\n- What means [POLKVA43](course)\n- I want to know what [ITIA01](course) means\n- I want to know what [KASSO7](course) actually means\n- What is the meaning of [SUOK2/A6/S8](course)\n- [KATVAA14](course) meaning\n- True name of [KASVAR10](course)\n- Real name of [HALYAA14](course)\n- Which course is [TRSU02](course)\n- What [TECHS3(course) means\n- I want to know what [LTLY16](course) stands for\n- I want to know the full name of course code [SOSM5.1](course)\n- I want to know the whole name of [KATVRP11](course)\n- I want to know the name of [ITIP1](course)\n- What is the name of [PGHES03](course)\n- [HALHAS15](course) name\n- [TERVAL4](course) name is\n- [KASVAR3](course) name full\n- [JMMETUS](course) complete name\n- [KASSG](course) name actual\n- [DPEDUB.1A](course) whole name\n- What is name [KKENVAL4](course)\n- The name of [MTTTP1](course)\n- Name [KASP3](course)\n- What is the full name of [JKKYOA11](course)\n- What is [BTK4665](course) called\n- What is the course code [ENGS42-43](course) called\n- What course is [KKENLL](course)\n- [MVKS02](course) named\n- What's [BTK2112](course) named\n- Name of [STYS3A](course)\n- Tell me the name of [PSYS1](course)\n- Say the name of [HISA3B](course)\n- The whole name of [PGHES07](course)\n- [YKYYHT1](course) full name\n- [JOVY2](course) entire name\n- [KASLOE7.2](course) whole name\n- [HALJTP01](course) meaning\n- What does [KASS2](course) mean\n- What means [MVKS28](course)\n- I want to know what [KIRA2](course) means\n- I want to know what [HALKAA15](course) actually means\n- What is the meaning of [KKLA1](course)\n- [RANP3](course) meaning\n- True name of [KIRS1](course)\n- Real name of [JOVVAL](course)\n- Which course is [HALHAA16](course)\n- What [TECHS3(course) means\n- I want to know what [SAKP6](course) stands for\n- I want to know the full name of course code [TIETS21](course)\n- I want to know the whole name of [POLVOS24](course)\n- I want to know the name of [YKT6.6.2](course)\n- What is the name of [BTK2112](course)\n- [DPCMTJT3](course) name\n- [DPHSR403](course) name is\n- [KASSO8](course) name full\n- [KASA2](course) complete name\n- [PGHINT](course) name actual\n- [KKENVAL9](course) whole name\n- What is name [TERKANA2](course)\n- The name of [ESPFP3](course)\n- Name [HTIS87](course)\n- What is the full name of [YKYYHT4A](course)\n- What is [KIRA2](course) called\n- What is the course code [KKSUHUK](course) called\n- What course is [PEACE045](course)\n- [LUOYY006](course) named\n- What's [POLKVS31](course) named\n- Name of [KKRUVAL2](course)\n- Tell me the name of [KASSY4](course)\n- Say the name of [KKRUYHT](course)\n- The whole name of [POLPOP03](course)\n- [HALJUA19](course) full name\n- [TERKAN11](course) entire name\n- [POLVOA31](course) whole name\n- [DPHSS205](course) meaning\n- What does [KIRP4](course) mean\n- What means [TIETS43](course)\n- I want to know what [VENP2](course) means\n- I want to know what [KKENVAL9](course) actually means\n- What is the meaning of [KKSUPRO](course)\n- [SUKKP5B](course) meaning\n- True name of [KATTAA40](course)\n- Real name of [ENGS2](course)\n- Which course is [ITIS33](course)\n- What [TECHS3(course) means\n- I want to know what [JOVP2](course) stands for\n- I want to know the full name of course code [KASVAR1](course)\n- I want to know the whole name of [PCP10/NAM IV](course)\n- I want to know the name of [KKENVAL2](course)\n- What is the name of [JKKYTUO2](course)\n- [TRMU5](course) name\n- [HALJUA24](course) name is\n- [MTTTA4](course) name full\n- [ENGS13](course) complete name\n- [KATMAA99](course) name actual\n- [KKENMP3](course) whole name\n- What is name [PSYA10](course)\n- The name of [KASVAR5](course)\n- Name [KATTAA35](course)\n- What is the full name of [LOGS9](course)\n- What is [HALYAA13](course) called\n- What is the course code [VENP1](course) called\n- What course is [VENS2](course)\n- [JKKYPS1](course) named\n- What's [ENGA12](course) named\n- Name of [KATJOA12](course)\n- Tell me the name of [DPHSR403](course)\n- Say the name of [GTS4](course)\n- The whole name of [SAKA7](course)\n- [KKSAPRE1](course) full name\n- [LOGS3](course) entire name\n- [SOS6.3.3](course) whole name\n- [STYS3A](course) meaning\n- What does [HTIS52](course) mean\n- What means [HALKAA15](course)\n- I want to know what [PSYP2](course) means\n- I want to know what [KASA8](course) actually means\n- What is the meaning of [FILA1](course)\n- [LFCS02](course) meaning\n- True name of [POLKVA41](course)\n- Real name of [KIRA3G](course)\n- Which course is [KIRS5](course)\n- What [TECHS3(course) means\n- I want to know what [ENGA20](course) stands for\n- I want to know the full name of course code [MOLI](course)\n- I want to know the whole name of [SUOA8](course)\n- I want to know the name of [HALHAA99](course)\n- What is the name of [ENGA1](course)\n- [KKES2](course) name\n- [POLKVA33](course) name is\n- [HALKOS22](course) name full\n- [HALHAS18](course) complete name\n- [TERTIETO3](course) name actual\n- [JOVA2](course) whole name\n- What is name [KKES2](course)\n- The name of [KASA11](course)\n- Name [LOGS8](course)\n- What is the full name of [KKENVAL8](course)\n- What is [HALYAA99](course) called\n- What is the course code [SOS6.2.2](course) called\n- What course is [KKSAPRE2](course)\n- [SAKS4/K4](course) named\n- What's [LTLY16](course) named\n- Name of [HIST03](course)\n- Tell me the name of [HIST01](course)\n- Say the name of [KASMAT1](course)\n- The whole name of [PSYP2](course)\n- [VENP1](course) full name\n- [TERHOIA7](course) entire name\n- [PCP12](course) whole name\n- [PSYS1](course) meaning\n- What does [MEDU09](course) mean\n- What means [TIETA18](course)\n- I want to know what [HALYAA13](course) means\n- I want to know what [YKT04.2](course) actually means\n- What is the meaning of [SOS4.6](course)\n- [HALYAP01](course) meaning\n- True name of [ITIS41](course)\n- Real name of [KASA12](course)\n- Which course is [SOS6.1.3](course)\n- What [TECHS3(course) means\n- I want to know what [TIETS19](course) stands for\n- I want to know the full name of course code [KATRAS11](course)\n- I want to know the whole name of [FONEA4](course)\n- I want to know the name of [KKVEVAL1](course)\n- What is the name of [KKKI2](course)\n- [PGHAS06](course) name\n- [LTLY01](course) name is\n- [KKSU2](course) name full\n- [PSYA7](course) complete name\n- [ENGA13](course) name actual\n- [KATTAS21B](course) whole name\n- What is name [KASLOE6.3](course)\n- The name of [NORDIG3](course)\n- Name [RANP0](course)\n- What is the full name of [STYP2](course)\n- What is [TIETA13](course) called\n- What is the course code [KKKI2](course) called\n- What course is [HALYAS14](course)\n- [SAKS4/K4](course) named\n- What's [KATLITO1](course) named\n- Name of [HALJTS02](course)\n- Tell me the name of [KKRUKTMO](course)\n- Say the name of [BIOMJ016](course)\n- The whole name of [ESPFA7](course)\n- [KASVAR11](course) full name\n- [BIO4395](course) entire name\n- [ITIP2](course) whole name\n- [YKT04.2](course) meaning\n- What does [ITIA03](course) mean\n- What means [KASPUHP2](course)\n- I want to know what [HTIY005](course) means\n- I want to know what [KKENVAL8](course) actually means\n- What is the meaning of [DPEDUC.3](course)\n- [KATYVA22](course) meaning\n- True name of [KKES1](course)\n- Real name of [TERHOJ3](course)\n- Which course is [MVKS42E](course)\n- What [TECHS3(course) means\n- I want to know what [BTK4665](course) stands for\n- I want to know the full name of course code [KATLAS14](course)\n- I want to know the whole name of [KKENVAL4](course)\n- I want to know the name of [DPLSSEM](course)\n- What is the name of [KASA10](course)\n- [KASP5](course) name\n- [FONEA4](course) name is\n- [ITIS32](course) name full\n- [MTTA2](course) complete name\n- [TIEP4](course) name actual\n- [KKSUPRO](course) whole name\n- What is name [JKKYVP11](course)\n- The name of [KASA12](course)\n- Name [KKES3](course)\n- What is the full name of [RANS4](course)\n- What is [KKRUKTK](course) called\n- What is the course code [POLPOP02](course) called\n- What course is [TAYJ032](course)\n- [LTLY01](course) named\n- What's [STYA5](course) named\n- Name of [HALJTS01](course)\n- Tell me the name of [DPJKK20](course)\n- Say the name of [MVKS05](course)\n- The whole name of [KASLOK1](course)\n- [KKSUTTK](course) full name\n- [MVKS42S](course) entire name\n- [MTTS1](course) whole name\n- [DPHSF502](course) meaning\n- What does [KKSAVAL4](course) mean\n- What means [RANA1](course)\n- I want to know what [DPJKKHS](course) means\n- I want to know what [PSYS17](course) actually means\n- What is the meaning of [KASA9](course)\n- [TAYJ024](course) meaning\n- True name of [ITIA11](course)\n- Real name of [KKESVAL4](course)\n- Which course is [SAKA5](course)\n- What [TECHS3(course) means\n- I want to know what [TIETS13](course) stands for\n- I want to know the full name of course code [POHA6](course)\n- I want to know the whole name of [TERHOIA2](course)\n- I want to know the name of [LOGA10](course)\n- What is the name of [ENGS4](course)\n- [SOS4.4](course) name\n- [SOS06.4](course) name is\n- [TERY6](course) name full\n- [TERY4](course) complete name\n- [MVKS57](course) name actual\n- [PSYA1](course) whole name\n- What is name [KATTAA37](course)\n- The name of [KKSUPRO](course)\n- Name [LOGS7](course)\n- What is the full name of [TIETA6](course)\n- What is [ITIA03](course) called\n- What is the course code [ITIY3](course) called\n- What course is [HALJTA99](course)\n- [HISA4](course) named\n- What's [KASA13](course) named\n- Name of [MTTMP3](course)\n- Tell me the name of [KKENYHT](course)\n- Say the name of [LTLY213](course)\n- The whole name of [KASLOM7](course)\n- [MTTS1](course) full name\n- [FILAPRO](course) entire name\n- [KASLOE6.5](course) whole name\n- [KKSULL](course) meaning\n- What does [POLVOS25](course) mean\n- What means [KASSY3](course)\n- I want to know what [POHP3](course) means\n- I want to know what [POLKVA21](course) actually means\n- What is the meaning of [HALKAA12](course)\n- [PSYS2](course) meaning\n- True name of [KATRAA11](course)\n- Real name of [KKENVAL2](course)\n- Which course is [MEJOS15](course)\n- What [TECHS3(course) means\n- I want to know what [SOS6.5.1](course) stands for\n- I want to know the full name of course code [KKVE4](course)\n- I want to know the whole name of [LTLY01](course)\n- I want to know the name of [KATYVA23](course)\n- What is the name of [STYA3B](course)\n- [SUOA8](course) name\n- [MVKS40/62](course) name is\n- [ENGS13](course) name full\n- [TERHOIA4](course) complete name\n- [BTK4032](course) name actual\n- [MOLI](course) whole name\n- What is name [KASLOM5](course)\n- The name of [POHP3](course)\n- Name [POLKVS31](course)\n- What is the full name of [KASSY3](course)\n- What is [YKT6.4.3](course) called\n- What is the course code [KKRA5](course) called\n- What course is [POHA1](course)\n- [KASP2](course) named\n- What's [HALTVP11](course) named\n- Name of [LUOYY003](course)\n- Tell me the name of [KKSUPRO](course)\n- Say the name of [KASA10](course)\n- The whole name of [POHA13](course)\n- [LTLY16](course) full name\n- [KKRUYHT](course) entire name\n- [ENGP3](course) whole name\n- [HALYAS13](course) meaning\n- What does [JOUJOVTS/JMMETU](course) mean\n- What means [TIETS19](course)\n- I want to know what [KASPUHP1](course) means\n- I want to know what [HALKAA15](course) actually means\n- What is the meaning of [KKSUPRO](course)\n- [BTK4320](course) meaning\n- True name of [TERTIETO3](course)\n- Real name of [STYA3A](course)\n- Which course is [POLKVA33](course)\n- What [TECHS3(course) means\n- I want to know what [LTLY01](course) stands for\n- I want to know the full name of course code [POLPOP04](course)\n- I want to know the whole name of [KATJOS32](course)\n- I want to know the name of [KATVAA14](course)\n- What is the name of [YKYYKEKE1](course)\n- [TERKAN1](course) name\n- [LTLY16](course) name is\n- [KATVRP11](course) name full\n- [TERKAN4](course) complete name\n- [STYS2A](course) name actual\n- [STYA1B](course) whole name\n- What is name [TERVAL4](course)\n- The name of [DPCMTJT4](course)\n- Name [BTK1053](course)\n- What is the full name of [COSOPOM3](course)\n- What is [KATLAS15](course) called\n- What is the course code [KASVAR7](course) called\n- What course is [TERA3](course)\n- [KKSUHUK1](course) named\n- What's [POLKVA42](course) named\n- Name of [KASLOM6](course)\n- Tell me the name of [JOVMS2A](course)\n- Say the name of [TIEP2](course)\n- The whole name of [KASA2](course)\n- [KKSUOPE](course) full name\n- [HISA2](course) entire name\n- [HALHAA99](course) whole name\n- [BTK2020](course) meaning\n- What does [KASLOM1](course) mean\n- What means [KATLAS15](course)\n- I want to know what [KATTAA35](course) means\n- I want to know what [MVKS10](course) actually means\n- What is the meaning of [KKVE2](course)\n- [BIO2085](course) meaning\n- True name of [POLVOS23](course)\n- Real name of [TAYJ12](course)\n- Which course is [SUOP3](course)\n- What [TECHS3(course) means\n- I want to know what [TIEP3](course) stands for\n- I want to know the full name of course code [KASORIENT](course)\n- I want to know the whole name of [TIETS46](course)\n- I want to know the name of [ITIS61](course)\n- What is the name of [KKRA4](course)\n- [TECHS1](course) name\n- [KKVE5](course) name is\n- [TAYJ041](course) name full\n- [KASA12](course) complete name\n- [HALYAS99](course) name actual\n- [MTTTA1](course) whole name\n- What is name [TAYJ026](course)\n- The name of [MTTTP5](course)\n- Name [TERKANA2](course)\n- What is the full name of [HALJUA14](course)\n- What is [LUOYY003](course) called\n- What is the course code [TERA1](course) called\n- What course is [BTK1099](course)\n- [STYS3A](course) named\n- What's [JOVPVS3](course) named\n- Name of [HALJUA99](course)\n- Tell me the name of [BTK3125](course)\n- Say the name of [TRSU02](course)\n- The whole name of [TERKAN11](course)\n- [BTK4661](course) full name\n- [POLKVA43](course) entire name\n- [MOLI](course) whole name\n- [PEDA3](course) meaning\n- What does [PSYS6E](course) mean\n- What means [KKRA5](course)\n- I want to know what [SOP03.6](course) means\n- I want to know what [MTTTP5](course) actually means\n- What is the meaning of [KATTAA35](course)\n- [BTK2060](course) meaning\n- True name of [KATLAA11](course)\n- Real name of [HALYAA12](course)\n- Which course is [TERVAL1](course)\n- What [TECHS3(course) means\n- I want to know what [TERVAL4](course) stands for\n- I want to know the full name of course code [SAKA12](course)\n- I want to know the whole name of [ITIA01](course)\n- I want to know the name of [STYS2B](course)\n- What is the name of [MTTA1](course)\n- [KATTV01](course) name\n- [KATMAA15](course) name is\n- [DPIT1](course) name full\n- [COSOPON5](course) complete name\n- [KIRP5](course) name actual\n- [KASVAR9](course) whole name\n- What is name [NORDIG3](course)\n- The name of [SAKA11](course)\n- Name [ITIP5](course)\n- What is the full name of [KKENVAL4](course)\n- What is [KKRA2](course) called\n- What is the course code [TIEP3](course) called\n- What course is [TERHOI2](course)\n- [KASMULTI4](course) named\n- What's [TERY3](course) named\n- Name of [KKSU2](course)\n- Tell me the name of [KASA13](course)\n- Say the name of [JOVA20](course)\n- The whole name of [JOVAT2](course)\n- [TERKAN18](course) full name\n- [HISP1](course) entire name\n- [COSOPC3](course) whole name\n- [RUST5/VENS19/20](course) meaning\n- What does [KATLAS13](course) mean\n- What means [HISS2](course)\n- I want to know what [SOS6.4.3](course) means\n- I want to know what [KASP1](course) actually means\n- What is the meaning of [ITIA5](course)\n- [KATLAA23](course) meaning\n- True name of [BIO4450](course)\n- Real name of [STYS1A](course)\n- Which course is [DPHSR401](course)\n- What [TECHS3(course) means\n- I want to know what [TERVAL7](course) stands for\n- I want to know the full name of course code [FONEA4](course)\n- I want to know the whole name of [MTTTP5](course)\n- I want to know the name of [TERKANA4](course)\n- What is the name of [STYA3B](course)\n- [KATYVA13](course) name\n- [BTK1031](course) name is\n- [JOVTS2](course) name full\n- [KATTAA13B](course) complete name\n- [KASLOH4B](course) name actual\n- [TERY5B](course) whole name\n- What is name [KASPUHA4](course)\n- The name of [KATVRS41](course)\n- Name [DPEDUB.1B](course)\n- What is the full name of [DPHSS204](course)\n- What is [POHS12](course) called\n- What is the course code [BTK1062](course) called\n- What course is [PSYP4](course)\n- [DPHSS204](course) named\n- What's [KATYVA22](course) named\n- Name of [KATYVA37](course)\n- Tell me the name of [KKRUYHT](course)\n- Say the name of [KASA11](course)\n- The whole name of [TIEY4](course)\n- [ENGS4](course) full name\n- [JOVA15](course) entire name\n- [POLKVA23](course) whole name\n- [BTK4701](course) meaning\n- What does [JOVA18](course) mean\n- What means [POMLFCS3](course)\n- I want to know what [MOLI](course) means\n- I want to know what [KASLOE6.4](course) actually means\n- What is the meaning of [JOVP5](course)\n- [ENGS7-9](course) meaning\n- True name of [POHP5](course)\n- Real name of [MVKS17/13S](course)\n- Which course is [FILA1](course)\n- What [TECHS3(course) means\n- I want to know what [TIETA13](course) stands for\n- I want to know the full name of course code [KKSULL](course)\n- I want to know the whole name of [HALJTS08](course)\n- I want to know the name of [MTTMS10](course)\n- What is the name of [COSOPON1](course)\n- [MVKS18E](course) name\n- [SUOS4](course) name is\n- [TERY5B](course) name full\n- [HEAAE03](course) complete name\n- [TERHOI6](course) name actual\n- [KATTAA40](course) whole name\n- What is name [MTTY4](course)\n- The name of [ITIP1](course)\n- Name [MEDU10](course)\n- What is the full name of [MVKS63](course)\n- What is [KATYVA23](course) called\n- What is the course code [KASVAR1](course) called\n- What course is [KASMAT1](course)\n- [HTIS84](course) named\n- What's [KASSM2](course) named\n- Name of [KASLOE4.3](course)\n- Tell me the name of [HALHAS21](course)\n- Say the name of [KKSUTTK](course)\n- The whole name of [POLKVS31](course)\n- [KKENVAL4](course) full name\n- [KATLAA24](course) entire name\n- [HIST03](course) whole name\n- [HIST01](course) meaning\n- What does [KASLOM10](course) mean\n- What means [SOS6.2.4](course)\n- I want to know what [POLKVS21](course) means\n- I want to know what [KKENVAL4](course) actually means\n- What is the meaning of [KKKI2](course)\n- [SOSM2](course) meaning\n- True name of [TECHS4](course)\n- Real name of [POLVOS21](course)\n- Which course is [ENGA6](course)\n- What [TECHS3(course) means\n- I want to know what [VENS8](course) stands for\n- I want to know the full name of course code [BIO2200](course)\n- I want to know the whole name of [HALJUA99](course)\n- I want to know the name of [VENP2](course)\n\n<!--- lookup table list for course codes. --> \n## lookup:course <!-- no list to specify lookup table file -->\n- data/course_codes.txt" }, { "alpha_fraction": 0.6855972409248352, "alphanum_fraction": 0.7271178364753723, "avg_line_length": 38.07298278808594, "blob_id": "a09028fbf010254b4a1ed3f1e6fee915602a3fd3", "content_id": "91e50c273a45881fbefbf0a16b7054c137915ec2", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 30515, "license_type": "permissive", "max_line_length": 67, "num_lines": 781, "path": "/rasaintentit/out_gen_test_intents.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "- How many points [RANP6](course)\n- How many credits [SAKW1](course)\n- How many ECTS [KATJOA99](course)\n- How many student credits [KASLOH4B](course)\n- How many student points [HALJUS99](course)\n- How many student credits from [HTIY006](course)\n- How many student points from [POLPOP04](course)\n- How many ECTS from [KASVAR7](course)\n- How many student credits is [VENA13](course)\n- How many points is [VENP2](course)\n- How many credits is [KASA13](course)\n- How many ECTS is [MEDU09](course)\n- How many student credits is [TERTIETO5](course)\n- How many student points is [KKRUHY](course)\n- Student points [ITIS61](course)\n- Student credits [ITIA2](course)\n- ECTS [KASSM3](course)\n- [SOS08.3](course) ECTS\n- [BIO4716](course) course points\n- [POLKVA31](course) student points\n- [SOP03.6](course) points\n- [PSYA6](course) amount of points\n- [POHP6](course) credits\n- [POHA11](course) the amount of ECTS\n- How many points [ITIA2](course) is\n- How many ECTS [HALVALS10](course) will be\n- Credits [VENP1](course)- How many points [KATJOP11](course)\n- How many credits [RANS4](course)\n- How many ECTS [JKKYTUA02](course)\n- How many student credits [MVKS60](course)\n- How many student points [LOGM1](course)\n- How many student credits from [TIETS18](course)\n- How many student points from [TERA1](course)\n- How many ECTS from [TIETS02](course)\n- How many student credits is [TIETA6](course)\n- How many points is [POHP1](course)\n- How many credits is [HALTVA12](course)\n- How many ECTS is [ITIS61](course)\n- How many student credits is [KASLOM3](course)\n- How many student points is [KATVRS42](course)\n- Student points [KATMAS13](course)\n- Student credits [KATVRS52](course)\n- ECTS [TERKAN11](course)\n- [SOS10.6](course) ECTS\n- [VENA5](course) course points\n- [YKIEP4](course) student points\n- [TIEA5](course) points\n- [MVKS46](course) amount of points\n- [TERTIETO3](course) credits\n- [KASA12](course) the amount of ECTS\n- How many points [JOVKA2&JOVKA3](course) is\n- How many ECTS [TRSU02](course) will be\n- Credits [BTK1062](course)- How many points [PGHAS06](course)\n- How many credits [POLHAR10](course)\n- How many ECTS [POLVOA42](course)\n- How many student credits [POLVOS40](course)\n- How many student points [ENGS42](course)\n- How many student credits from [ENGA7](course)\n- How many student points from [KATYVA13](course)\n- How many ECTS from [MTTTA6](course)\n- How many student credits is [MTTTA1](course)\n- How many points is [RANS3](course)\n- How many credits is [PSYS6C](course)\n- How many ECTS is [JKKYPS1](course)\n- How many student credits is [LTLY16](course)\n- How many student points is [JOVA7/JMMETUS](course)\n- Student points [SUOP4](course)\n- Student credits [HALTVA12](course)\n- ECTS [KASS1](course)\n- [PEDAYOP2](course) ECTS\n- [JKKYJOTE1](course) course points\n- [KIRS5](course) student points\n- [KKENYHT](course) points\n- [JOVPVS1](course) amount of points\n- [TERHOJ3](course) credits\n- [KASA12](course) the amount of ECTS\n- How many points [KASVAR9](course) is\n- How many ECTS [DPEDUE](course) will be\n- Credits [SAKA9](course)- How many points [KKSU1](course)\n- How many credits [TERHOIA4](course)\n- How many ECTS [SUOS1](course)\n- How many student credits [KASVAR11](course)\n- How many student points [KIRS5](course)\n- How many student credits from [HALKAS99](course)\n- How many student points from [TIETS26](course)\n- How many ECTS from [ITIS33](course)\n- How many student credits is [HIST01](course)\n- How many points is [HISA4](course)\n- How many credits is [JOVA16](course)\n- How many ECTS is [KASA12](course)\n- How many student credits is [KASVAR2](course)\n- How many student points is [KKSUHUK](course)\n- Student points [JOVTS1/SOS10.6](course)\n- Student credits [KASLOM3](course)\n- ECTS [LOGS9](course)\n- [MOLI](course) ECTS\n- [KASVAR12](course) course points\n- [KASA13](course) student points\n- [SAKA6](course) points\n- [KASP4](course) amount of points\n- [ESPFP1](course) credits\n- [FILS1E](course) the amount of ECTS\n- How many points [KKENMP3](course) is\n- How many ECTS [TERHOJ2](course) will be\n- Credits [ENGS40](course)- How many points [LUOYY019](course)\n- How many credits [KASA13](course)\n- How many ECTS [SOS04.4](course)\n- How many student credits [POLVOS27](course)\n- How many student points [KATVRS60](course)\n- How many student credits from [KASVAR11](course)\n- How many student points from [KASP5](course)\n- How many ECTS from [KASLOM5](course)\n- How many student credits is [RANP4](course)\n- How many points is [KASA1.3](course)\n- How many credits is [KASLOH4B](course)\n- How many ECTS is [HALTVP11](course)\n- How many student credits is [STYS3B2](course)\n- How many student points is [MVKS48/58](course)\n- Student points [SAKA12](course)\n- Student credits [PSYP5](course)\n- ECTS [SOSM5.2](course)\n- [POLPOP02](course) ECTS\n- [KASA12](course) course points\n- [POLVOA21](course) student points\n- [YKT07.2](course) points\n- [TERA6](course) amount of points\n- [VENA16](course) credits\n- [HIST02](course) the amount of ECTS\n- How many points [KATTAA90](course) is\n- How many ECTS [POLVOS24](course) will be\n- Credits [YKYYHT4B](course)- How many points [KATTAS40](course)\n- How many credits [YKIEP1](course)\n- How many ECTS [KASLOE7.2](course)\n- How many student credits [FONEP4](course)\n- How many student points [POLVOS24](course)\n- How many student credits from [KKENVAL8](course)\n- How many student points from [LOGM1](course)\n- How many ECTS from [BIO2200](course)\n- How many student credits is [KATVRS55](course)\n- How many points is [JKKYTUA02](course)\n- How many credits is [KASLTT](course)\n- How many ECTS is [BTK2070](course)\n- How many student credits is [POLKVA12](course)\n- How many student points is [TEE3](course)\n- Student points [KKES1](course)\n- Student credits [JOVA14](course)\n- ECTS [FONEP1](course)\n- [TERHOIA4](course) ECTS\n- [KATYVS23](course) course points\n- [HISS1B](course) student points\n- [KATLAA23](course) points\n- [KATYVS22](course) amount of points\n- [POLYEP11](course) credits\n- [JOVA20](course) the amount of ECTS\n- How many points [KKENYHT](course) is\n- How many ECTS [RUST5/VENS19/20](course) will be\n- Credits [HTIS54](course)- How many points [KASVAR3](course)\n- How many credits [FILS1A](course)\n- How many ECTS [KASVAR9](course)\n- How many student credits [POLKVA11](course)\n- How many student points [MTTTP1](course)\n- How many student credits from [KIRP3](course)\n- How many student points from [KATTAA21](course)\n- How many ECTS from [HALJTA14](course)\n- How many student credits is [HALHAA99](course)\n- How many points is [POLVOS40](course)\n- How many credits is [KKRUKTMO](course)\n- How many ECTS is [SOSM5.1](course)\n- How many student credits is [HIST01](course)\n- How many student points is [KATVRA30](course)\n- Student points [BTK2070](course)\n- Student credits [BTK1031](course)\n- ECTS [DPIS1](course)\n- [SOS10.6](course) ECTS\n- [KATYVP11](course) course points\n- [DPHSM304](course) student points\n- [KASPUHS8](course) points\n- [DPEDUE](course) amount of points\n- [HISS2](course) credits\n- [PCP11](course) the amount of ECTS\n- How many points [ROMAP5](course) is\n- How many ECTS [POHA6](course) will be\n- Credits [POHS10](course)- How many points [BTK0024](course)\n- How many credits [TERKAN12](course)\n- How many ECTS [SAKS4/K4](course)\n- How many student credits [VENS2](course)\n- How many student points [KKSUHUK1](course)\n- How many student credits from [KATYVA36](course)\n- How many student points from [KASSY3](course)\n- How many ECTS from [KASA13](course)\n- How many student credits is [FILA7](course)\n- How many points is [KASLOH3](course)\n- How many credits is [HISA1B](course)\n- How many ECTS is [SOS6.1.2](course)\n- How many student credits is [KATYVS43](course)\n- How many student points is [VENA16](course)\n- Student points [STYS2B](course)\n- Student credits [POLKVA33](course)\n- ECTS [JKKYLII](course)\n- [KASP3](course) ECTS\n- [KASLOM6](course) course points\n- [HIS](course) student points\n- [DPCMTJ4](course) points\n- [TIEP1](course) amount of points\n- [STYA1A](course) credits\n- [TAYJ035](course) the amount of ECTS\n- How many points [KASP4](course) is\n- How many ECTS [KASP3](course) will be\n- Credits [POLKVA12](course)- How many points [KASA2](course)\n- How many credits [FILS2A](course)\n- How many ECTS [KKSA3](course)\n- How many student credits [STYA1A](course)\n- How many student points [HALHAS21](course)\n- How many student credits from [KASLOM3](course)\n- How many student points from [KATVAA12](course)\n- How many ECTS from [TAYJ032](course)\n- How many student credits is [POLVOS23](course)\n- How many points is [KASA8](course)\n- How many credits is [KKIN5](course)\n- How many ECTS is [KASA12](course)\n- How many student credits is [TRSU02](course)\n- How many student points is [MTTTA13](course)\n- Student points [TIETS21](course)\n- Student credits [JOVA5](course)\n- ECTS [JOVA4](course)\n- [HISS2](course) ECTS\n- [POLVOA31](course) course points\n- [KASMULTI3](course) student points\n- [PEDAYOA1](course) points\n- [JKKYLII](course) amount of points\n- [HALKAP01](course) credits\n- [KASLOM11](course) the amount of ECTS\n- How many points [MTTTA2](course) is\n- How many ECTS [HALKAP01](course) will be\n- Credits [KATTAS40](course)- How many points [PEDAYOP3](course)\n- How many credits [STYA6](course)\n- How many ECTS [FILS2B/C](course)\n- How many student credits [KASVAR10](course)\n- How many student points [KKSUSC](course)\n- How many student credits from [SUKKP3](course)\n- How many student points from [HALHAS21](course)\n- How many ECTS from [LTLY07](course)\n- How many student credits is [KASVAR3](course)\n- How many points is [HALVALS10](course)\n- How many credits is [POLKVA44](course)\n- How many ECTS is [SAKP6](course)\n- How many student credits is [KKSUSOTE](course)\n- How many student points is [KIRS4](course)\n- Student points [KKSUVAL1](course)\n- Student credits [TECHS5](course)\n- ECTS [KATVRS42](course)\n- [KASERIT3](course) ECTS\n- [KATYVA31](course) course points\n- [KASA9](course) student points\n- [TERHOO3](course) points\n- [POLVOS40](course) amount of points\n- [MTTY4](course) credits\n- [KKENVAL7](course) the amount of ECTS\n- How many points [POLVOA32](course) is\n- How many ECTS [TRSU02](course) will be\n- Credits [ESPFP0](course)- How many points [KASLOK3](course)\n- How many credits [KASA11](course)\n- How many ECTS [POLPOP05](course)\n- How many student credits [HTIS64](course)\n- How many student points [KATRAA12](course)\n- How many student credits from [SOS6.5.3](course)\n- How many student points from [HISP3](course)\n- How many ECTS from [KATYVA33](course)\n- How many student credits is [KATYVA41](course)\n- How many points is [HALJUA65](course)\n- How many credits is [TERHOI3](course)\n- How many ECTS is [KASVAR10](course)\n- How many student credits is [POLYEP12](course)\n- How many student points is [KATLAS23](course)\n- Student points [HISJATKO](course)\n- Student credits [KASA7](course)\n- ECTS [TEE2](course)\n- [MVKS54](course) ECTS\n- [BTK4702](course) course points\n- [HISA4](course) student points\n- [KATRAA11](course) points\n- [TERHOJ4](course) amount of points\n- [HALKAS12](course) credits\n- [KASA8](course) the amount of ECTS\n- How many points [KKSUPRO](course) is\n- How many ECTS [TRSU02](course) will be\n- Credits [POLKVS22](course)- How many points [HISA4](course)\n- How many credits [BTK4121](course)\n- How many ECTS [KASPUHS8](course)\n- How many student credits [KATJOA99](course)\n- How many student points [ITIA03](course)\n- How many student credits from [ENGA13](course)\n- How many student points from [MTTTY1](course)\n- How many ECTS from [IGS006](course)\n- How many student credits is [TERA6](course)\n- How many points is [BTK4665](course)\n- How many credits is [KASS3](course)\n- How many ECTS is [KASLOE6.1](course)\n- How many student credits is [TEATP3](course)\n- How many student points is [RANA7](course)\n- Student points [KASLOK2](course)\n- Student credits [TSEKP3](course)\n- ECTS [FILJATKO](course)\n- [KATSTA12](course) ECTS\n- [VENS15](course) course points\n- [KKENMP3](course) student points\n- [POLPOP05](course) points\n- [KKSU2](course) amount of points\n- [KASLOE8.1](course) credits\n- [DPCMTJ4](course) the amount of ECTS\n- How many points [BTK4090](course) is\n- How many ECTS [KATLAS13](course) will be\n- Credits [VENP3/VENK1](course)- How many points [KATVRS44](course)\n- How many credits [MTTMA15](course)\n- How many ECTS [KKSUSOTE](course)\n- How many student credits [SOSM4](course)\n- How many student points [DPJKKHS](course)\n- How many student credits from [HALJTA14](course)\n- How many student points from [HALKAA99](course)\n- How many ECTS from [TERY4](course)\n- How many student credits is [STYA1A](course)\n- How many points is [KKSUHUK](course)\n- How many credits is [KASLOM11](course)\n- How many ECTS is [MTTY1](course)\n- How many student credits is [KASLOM11](course)\n- How many student points is [DPHSR404](course)\n- Student points [KKENYHT](course)\n- Student credits [VENA6](course)\n- ECTS [HALYAP01](course)\n- [TERKANA1](course) ECTS\n- [STYA5](course) course points\n- [SUKKP0](course) student points\n- [KASA9](course) points\n- [SOS6.3.3](course) amount of points\n- [KATLAS17](course) credits\n- [KATYVA21](course) the amount of ECTS\n- How many points [ITIA6](course) is\n- How many ECTS [MEDU07](course) will be\n- Credits [FILA9](course)- How many points [TERKANA2](course)\n- How many credits [KATLAA12](course)\n- How many ECTS [KATVRA24](course)\n- How many student credits [DPCMTJ2/JMMETUS](course)\n- How many student points [KKENYHT](course)\n- How many student credits from [KATTAS22A](course)\n- How many student points from [BTK5557](course)\n- How many ECTS from [KKES3](course)\n- How many student credits is [ITIY3](course)\n- How many points is [TERKANA2](course)\n- How many credits is [HALKAS12](course)\n- How many ECTS is [SOS6.4.3](course)\n- How many student credits is [JOVPVS6](course)\n- How many student points is [TIETS21](course)\n- Student points [KKENVAL1](course)\n- Student credits [KASSO1](course)\n- ECTS [KASMULTI1](course)\n- [PSYP5](course) ECTS\n- [MVKS34](course) course points\n- [YKT6.6.1](course) student points\n- [LOGS1](course) points\n- [TERHOIA1](course) amount of points\n- [TERY5B](course) credits\n- [KATJOA12](course) the amount of ECTS\n- How many points [KASP1-2, KASP5](course) is\n- How many ECTS [KASERIT3](course) will be\n- Credits [LFCS04](course)- How many points [KATVAA14](course)\n- How many credits [KASA12](course)\n- How many ECTS [POHA3](course)\n- How many student credits [KKSU1](course)\n- How many student points [LTLY16](course)\n- How many student credits from [KKVEPRE1](course)\n- How many student points from [KASVARH](course)\n- How many ECTS from [KASS1](course)\n- How many student credits is [PEDA5](course)\n- How many points is [PSYP5](course)\n- How many credits is [HALJTA99](course)\n- How many ECTS is [TIEA2.1B](course)\n- How many student credits is [KKSAVAL4](course)\n- How many student points is [MVKS30](course)\n- Student points [FILS1A](course)\n- Student credits [KASP5](course)\n- ECTS [JOVA6](course)\n- [KKSUVAL3](course) ECTS\n- [KKENYHT](course) course points\n- [KASVAR1](course) student points\n- [KATYVA34](course) points\n- [JOVTS5](course) amount of points\n- [ITIA4](course) credits\n- [MTTTP1](course) the amount of ECTS\n- How many points [KASLOM3](course) is\n- How many ECTS [FONEA4](course) will be\n- Credits [YKT04.2](course)- How many points [TRSU07](course)\n- How many credits [HALJUA13](course)\n- How many ECTS [KASLOH3](course)\n- How many student credits [TIEY4](course)\n- How many student points [KATLAA12](course)\n- How many student credits from [LUOYY005](course)\n- How many student points from [TIETS05](course)\n- How many ECTS from [HISJATKO](course)\n- How many student credits is [HTIS53](course)\n- How many points is [COSOPOM1](course)\n- How many credits is [BTK2040](course)\n- How many ECTS is [DPHSO101](course)\n- How many student credits is [HALYAS14](course)\n- How many student points is [POLVOA22](course)\n- Student points [ITIA03](course)\n- Student credits [HIST03](course)\n- ECTS [MTTTY1](course)\n- [HALJTS04](course) ECTS\n- [KATTAA90](course) course points\n- [VENA6](course) student points\n- [KKSU8](course) points\n- [KASP5](course) amount of points\n- [TAYJ13](course) credits\n- [POLVOA22/A32](course) the amount of ECTS\n- How many points [ITIA03](course) is\n- How many ECTS [KKRULUK](course) will be\n- Credits [POHA2](course)- How many points [KKENVAL9](course)\n- How many credits [SOS10.1.4](course)\n- How many ECTS [TERA3](course)\n- How many student credits [PSYP2](course)\n- How many student points [TERHOI3](course)\n- How many student credits from [BTK1074](course)\n- How many student points from [MTTTA2](course)\n- How many ECTS from [BIO4716](course)\n- How many student credits is [SUKKP3](course)\n- How many points is [LUOYY023](course)\n- How many credits is [JKKYLT01](course)\n- How many ECTS is [TERY1](course)\n- How many student credits is [SUOS4](course)\n- How many student points is [KATLITO8](course)\n- Student points [SOSM5.1](course)\n- Student credits [KKENYHT](course)\n- ECTS [HALJUA14](course)\n- [VENS2](course) ECTS\n- [KKENYHT](course) course points\n- [JKKYTUO2](course) student points\n- [JOUJOVTS](course) points\n- [BIO2250](course) amount of points\n- [KATTAA13A](course) credits\n- [JOVA18](course) the amount of ECTS\n- How many points [LTLY16](course) is\n- How many ECTS [STYS1B4](course) will be\n- Credits [ITIA11](course)- How many points [COSOPN2](course)\n- How many credits [JOVA9](course)\n- How many ECTS [ITIA01](course)\n- How many student credits [KKVE2](course)\n- How many student points [JOVPVS3](course)\n- How many student credits from [KKRUPRE2](course)\n- How many student points from [JOVTS1/SOS10.6](course)\n- How many ECTS from [VENP2](course)\n- How many student credits is [KKSUPRO](course)\n- How many points is [TAYJ026](course)\n- How many credits is [HTIY005](course)\n- How many ECTS is [JOVA8](course)\n- How many student credits is [SAKA11](course)\n- How many student points is [FIL](course)\n- Student points [HALHAS99](course)\n- Student credits [DPYTCON](course)\n- ECTS [HALKAS15](course)\n- [POLKVA33](course) ECTS\n- [HISA2](course) course points\n- [KIRS5](course) student points\n- [KASSO1](course) points\n- [HISA2](course) amount of points\n- [STYA3B](course) credits\n- [JOUJOVTS](course) the amount of ECTS\n- How many points [MVKS23](course) is\n- How many ECTS [SUKKP1](course) will be\n- Credits [HALHAS17](course)- How many points [TERTIETO4](course)\n- How many credits [VENS13](course)\n- How many ECTS [BTK1023](course)\n- How many student credits [TIETS21](course)\n- How many student points [BTK4501](course)\n- How many student credits from [COSOPON3](course)\n- How many student points from [LUOYY020](course)\n- How many ECTS from [KATLITO4](course)\n- How many student credits is [SUOA1](course)\n- How many points is [TERY4](course)\n- How many credits is [SOSM5.1](course)\n- How many ECTS is [HTIS52](course)\n- How many student credits is [KASVAR7](course)\n- How many student points is [POLKAA99](course)\n- Student points [KATLAS26](course)\n- Student credits [LFCS04](course)\n- ECTS [PSYA11](course)\n- [KASA5](course) ECTS\n- [STYP3](course) course points\n- [KASA7](course) student points\n- [KASA2](course) points\n- [KASLOH3](course) amount of points\n- [KASA11](course) credits\n- [STYP5](course) the amount of ECTS\n- How many points [HTIY006](course) is\n- How many ECTS [TSEKP2](course) will be\n- Credits [KASLOE7.2](course)- How many points [SAKA5](course)\n- How many credits [PCP02/NAM-VII](course)\n- How many ECTS [HALYAA12](course)\n- How many student credits [FILA2](course)\n- How many student points [RANS4](course)\n- How many student credits from [MVKS40/62](course)\n- How many student points from [HISP1](course)\n- How many ECTS from [ENGA4](course)\n- How many student credits is [KASLOE8.1](course)\n- How many points is [KASA11](course)\n- How many credits is [KASP5](course)\n- How many ECTS is [SAKS4/K4](course)\n- How many student credits is [YKYYV07](course)\n- How many student points is [HTIS53](course)\n- Student points [KASMAT1](course)\n- Student credits [TIETA6](course)\n- ECTS [POLKAA99](course)\n- [LATAP3](course) ECTS\n- [DPHSO101](course) course points\n- [TIETS17](course) student points\n- [KASVAR12](course) points\n- [JOVVJS2](course) amount of points\n- [LATAP3](course) credits\n- [POHA4/POHS4](course) the amount of ECTS\n- How many points [KKSUHUK](course) is\n- How many ECTS [TRSU05](course) will be\n- Credits [TRMU2](course)- How many points [TERHOI1](course)\n- How many credits [JOVKA2&JOVKA3](course)\n- How many ECTS [TAYJ12](course)\n- How many student credits [KATYVS24](course)\n- How many student points [TEATP3](course)\n- How many student credits from [ITIS45](course)\n- How many student points from [KASSO6](course)\n- How many ECTS from [MVKS54-56](course)\n- How many student credits is [KKRUKTK](course)\n- How many points is [TSEKP2](course)\n- How many credits is [TAYJ035](course)\n- How many ECTS is [KASLOM6](course)\n- How many student credits is [KATLITO1](course)\n- How many student points is [KASPUHS7](course)\n- Student points [TRMU1](course)\n- Student credits [TERTIETO2](course)\n- ECTS [SOS4.4](course)\n- [MEDU07](course) ECTS\n- [KATMAA14](course) course points\n- [KASA9](course) student points\n- [ITIS23](course) points\n- [ESPFP1](course) amount of points\n- [ESPFP5](course) credits\n- [LUOYY026](course) the amount of ECTS\n- How many points [YKYYV07](course) is\n- How many ECTS [TERTIETO5](course) will be\n- Credits [TERHOI2](course)- How many points [HALJUA99](course)\n- How many credits [POLKVS33](course)\n- How many ECTS [TAYJ042](course)\n- How many student credits [KASLOM4](course)\n- How many student points [POHS1](course)\n- How many student credits from [MVKS38](course)\n- How many student points from [ITIS11](course)\n- How many ECTS from [KASP3](course)\n- How many student credits is [KASSO1](course)\n- How many points is [MVKS28](course)\n- How many credits is [BIO2085](course)\n- How many ECTS is [KATLITO8](course)\n- How many student credits is [JOVA20](course)\n- How many student points is [LOGA1](course)\n- Student points [JOUJOVTS](course)\n- Student credits [POLPOP01](course)\n- ECTS [KASA6](course)\n- [TIEA5](course) ECTS\n- [SOS08.2](course) course points\n- [SOCYKV1](course) student points\n- [MTTA1](course) points\n- [DPIS1](course) amount of points\n- [MVKS36/31](course) credits\n- [KATLAA99](course) the amount of ECTS\n- How many points [ITIP1](course) is\n- How many ECTS [KKSAVAL0](course) will be\n- Credits [DPJKKPS](course)- How many points [KATLAA22](course)\n- How many credits [HALEUA11](course)\n- How many ECTS [POLVOA21](course)\n- How many student credits [KKSUPRO](course)\n- How many student points [KASVAR11](course)\n- How many student credits from [KKRUYHT](course)\n- How many student points from [KASVAR12](course)\n- How many ECTS from [ITIP1](course)\n- How many student credits is [MTTTP1](course)\n- How many points is [PGHAS06](course)\n- How many credits is [KASVAR4](course)\n- How many ECTS is [NORDIG4](course)\n- How many student credits is [BIOMJ016](course)\n- How many student points is [PSYS2](course)\n- Student points [SUOT3](course)\n- Student credits [KATVRS40](course)\n- ECTS [TRMU2](course)\n- [KASLOM7](course) ECTS\n- [KKES3](course) course points\n- [TIEY4](course) student points\n- [HALKOS23](course) points\n- [JOVPVS1](course) amount of points\n- [ENGA6](course) credits\n- [HTIS53](course) the amount of ECTS\n- How many points [POLPOP01](course) is\n- How many ECTS [FILS2B/C](course) will be\n- Credits [MTTTY1](course)- How many points [KATVRP12](course)\n- How many credits [DPEDUA.1A](course)\n- How many ECTS [JOVTS5](course)\n- How many student credits [KASLOE6.2](course)\n- How many student points [POLYEP12](course)\n- How many student credits from [KKSUYP](course)\n- How many student points from [JOVVAL](course)\n- How many ECTS from [HALJUA99](course)\n- How many student credits is [KIRA3G](course)\n- How many points is [DPJKKHS](course)\n- How many credits is [KKSUSC](course)\n- How many ECTS is [KKENVAL7](course)\n- How many student credits is [LTLY214](course)\n- How many student points is [ENGS4](course)\n- Student points [IGS005](course)\n- Student credits [KKENYHT](course)\n- ECTS [SUKKP5B](course)\n- [DPHSO101](course) ECTS\n- [FIL](course) course points\n- [HALYAA13](course) student points\n- [BTK3125](course) points\n- [PSYS12](course) amount of points\n- [SOS10.1.3](course) credits\n- [LOGS7](course) the amount of ECTS\n- How many points [MTTTP5](course) is\n- How many ECTS [KASMULTI2B](course) will be\n- Credits [JOVTS5](course)- How many points [PSYA3](course)\n- How many credits [KIRS4](course)\n- How many ECTS [POLKVA32](course)\n- How many student credits [POLVOS40](course)\n- How many student points [BTK5557](course)\n- How many student credits from [PSYS3](course)\n- How many student points from [TAYJ024](course)\n- How many ECTS from [TIETA8](course)\n- How many student credits is [VENA8](course)\n- How many points is [SOS10.1.5](course)\n- How many credits is [POLVOS26](course)\n- How many ECTS is [HALKAA12](course)\n- How many student credits is [KATLITO8](course)\n- How many student points is [KASA13](course)\n- Student points [KATVAA11](course)\n- Student credits [TERA6](course)\n- ECTS [LTLY213](course)\n- [KASSM2](course) ECTS\n- [HISP2](course) course points\n- [HALJUS13](course) student points\n- [TAYJ11](course) points\n- [ENGA7](course) amount of points\n- [JOVMS2A](course) credits\n- [ITIA03](course) the amount of ECTS\n- How many points [DPLSSEM](course) is\n- How many ECTS [MEDU09](course) will be\n- Credits [TIETA13](course)- How many points [KASLOM11](course)\n- How many credits [ITIA03](course)\n- How many ECTS [KATVAA11](course)\n- How many student credits [PSYA9](course)\n- How many student points [HALHAS99](course)\n- How many student credits from [KASLOE8.1](course)\n- How many student points from [FILS2A](course)\n- How many ECTS from [HISS2](course)\n- How many student credits is [BTK4030](course)\n- How many points is [KATMAA14](course)\n- How many credits is [ITIY003](course)\n- How many ECTS is [JKKYTVA13](course)\n- How many student credits is [KASA15](course)\n- How many student points is [KKSUSC](course)\n- Student points [KKSUPRO](course)\n- Student credits [KASP1](course)\n- ECTS [STYA5](course)\n- [HTIS84](course) ECTS\n- [POLKVA41](course) course points\n- [FILJATKO](course) student points\n- [PEACE046](course) points\n- [POHA6](course) amount of points\n- [TAYJ035](course) credits\n- [PSYS2](course) the amount of ECTS\n- How many points [JOVVAL](course) is\n- How many ECTS [VENS1](course) will be\n- Credits [KKVEVAL1](course)- How many points [KASA13](course)\n- How many credits [HISA2](course)\n- How many ECTS [PSYP2](course)\n- How many student credits [KKENVAL4](course)\n- How many student points [ITIS24](course)\n- How many student credits from [NORDIG4](course)\n- How many student points from [KASA11](course)\n- How many ECTS from [POLKVS22](course)\n- How many student credits is [POLVOA41](course)\n- How many points is [ITIS45](course)\n- How many credits is [RANS1](course)\n- How many ECTS is [SUKKP5A](course)\n- How many student credits is [KKENVAL8](course)\n- How many student points is [KKSA1](course)\n- Student points [POLKVA11](course)\n- Student credits [LFCS04](course)\n- ECTS [HIS](course)\n- [KATJOA14](course) ECTS\n- [HALYAA14](course) course points\n- [TRMU2](course) student points\n- [KKSAPRE2](course) points\n- [FILS2B/C](course) amount of points\n- [KASVAR9](course) credits\n- [TERKANA2](course) the amount of ECTS\n- How many points [KIRS1](course) is\n- How many ECTS [MVKS39E/S](course) will be\n- Credits [POLKVS10](course)- How many points [TAYJ025](course)\n- How many credits [DPJKKHS](course)\n- How many ECTS [JOVAT1](course)\n- How many student credits [HALJUA21](course)\n- How many student points [JKKYMYJK05](course)\n- How many student credits from [POLVOA12](course)\n- How many student points from [KKSUPRO](course)\n- How many ECTS from [PSYS13](course)\n- How many student credits is [STYS2A](course)\n- How many points is [PSYS16](course)\n- How many credits is [KATTAA31](course)\n- How many ECTS is [POLVOA32/S23/24](course)\n- How many student credits is [JOVA11](course)\n- How many student points is [KKSUPRO](course)\n- Student points [FIL](course)\n- Student credits [HALTVA15](course)\n- ECTS [KATMAS14](course)\n- [KATJOA14](course) ECTS\n- [SOSM6.5](course) course points\n- [TERKANP4](course) student points\n- [ESPFA6](course) points\n- [KASA12](course) amount of points\n- [POLHAR10](course) credits\n- [KASSY5](course) the amount of ECTS\n- How many points [LOGS2](course) is\n- How many ECTS [KASLOM4](course) will be\n- Credits [KATJOA12](course)- How many points [FONEP1](course)\n- How many credits [KASVARPH](course)\n- How many ECTS [TERKAN11](course)\n- How many student credits [JOVPVS8](course)\n- How many student points [TIETS18](course)\n- How many student credits from [KIRP3](course)\n- How many student points from [POLPOP01](course)\n- How many ECTS from [SOS10.2](course)\n- How many student credits is [DPHSFC06](course)\n- How many points is [STYA5](course)\n- How many credits is [KKSULUK](course)\n- How many ECTS is [KKRUYHT](course)\n- How many student credits is [JOVAT2](course)\n- How many student points is [KASLOM10](course)\n- Student points [KASS4](course)\n- Student credits [SOS4.5](course)\n- ECTS [KASSO5](course)\n- [LUOYY006](course) ECTS\n- [HALKAA14](course) course points\n- [SOS1](course) student points\n- [TIETS14](course) points\n- [POHA3](course) amount of points\n- [MTTMA15](course) credits\n- [KASVAR7](course) the amount of ECTS\n- How many points [KKRA2](course) is\n- How many ECTS [STYS1B4](course) will be\n- Credits [SUOK2/A6/S8](course)- How many points [FILP3B](course)\n- How many credits [SUOA5/YKIEA1](course)\n- How many ECTS [ESPFP2](course)\n- How many student credits [KASA13](course)\n- How many student points [TAYJ033](course)\n- How many student credits from [POLVOS10](course)\n- How many student points from [TAYJ033](course)\n- How many ECTS from [HALYHT](course)\n- How many student credits is [KIRP5](course)\n- How many points is [FILA3](course)\n- How many credits is [ITIA03](course)\n- How many ECTS is [KATMAA13](course)\n- How many student credits is [STYVA](course)\n- How many student points is [KASP5](course)\n- Student points [KASLOE4.3](course)\n- Student credits [TERVAL7](course)\n- ECTS [KATVAA11](course)\n- [KATJOS12](course) ECTS\n- [POLKVA31](course) course points\n- [KASLOE6.1](course) student points\n- [JOVPVS6](course) points\n- [KASA13](course) amount of points\n- [KASVAR5](course) credits\n- [KASVAR11](course) the amount of ECTS\n- How many points [PSYS12](course) is\n- How many ECTS [ENGS4](course) will be\n- Credits [VENA10](course)" }, { "alpha_fraction": 0.5782016515731812, "alphanum_fraction": 0.5885558724403381, "avg_line_length": 33, "blob_id": "7157e31fdc001a2226e26b0bacdfd2f33d0345e3", "content_id": "2d7b4be51c0970217cfc84a89376932fe25b48bd", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1835, "license_type": "permissive", "max_line_length": 86, "num_lines": 54, "path": "/TUNIBrain/parse_tamk_databank.py", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "import requests, json\n\ndef get_data():\n try:\n #URL and other info for API request\n url = 'https://opendata.tamk.fi/r1/realization/search'\n headers = {'Accept-Language':'en', 'content-type':'application/json'}\n info = { \"startDate\": \"2015-01-01T00:00:00\"}\n info = json.dumps(info)\n loaded_info = json.loads(info)\n\n #Makes API-request and saves the data in json-form.\n r = requests.post(url, auth=('***REMOVED***', ''), data=info, headers=headers)\n ret = json.loads(r.text)\n file = open(\"jsons/tamk_course_implementations.json\",\"w\") \n file.write(r.content.decode('utf-8'))\n file.close()\n except Exception as e:\n print(e)\n return None\n\nclass TAMKJsonParser:\n def parse_files(self):\n with open('jsons/tamk_course_implementations.json', 'r') as f:\n self.course_implementations = json.load(f)\n \n def __init__(self):\n self.parse_files()\n \n#Takes all course codes from API and dumps them into text file \ndef dump_course_codes(parser):\n with open(\"tamk_course_codes.txt\", 'w') as f:\n for course in parser.course_implementations['realizations']:\n code = course['code']\n if len(code) > 1:\n f.write(code + \"\\n\")\n\n#Takes all course names from API and dumps them into text file\ndef dump_course_names(parser):\n with open(\"tamk_course_names.txt\", 'w') as f:\n for course in parser.course_implementations['realizations']:\n name = course['name']\n if len(name) > 1:\n f.write(name + \"\\n\")\n\n \ndef main():\n parser = TAMKJsonParser()\n print(len(parser.course_implementations))\n print(parser.course_implementations['realizations'][0]['code'])\n\n \nif __name__ == \"__main__\":\n main()" }, { "alpha_fraction": 0.8023548126220703, "alphanum_fraction": 0.8065083026885986, "avg_line_length": 91.32331085205078, "blob_id": "5c4bf6ace21f41280a4998bfd056099337ad7a41", "content_id": "c629d44572c73349f95b614c07c7c172789724d4", "detected_licenses": [ "Apache-2.0", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 86768, "license_type": "permissive", "max_line_length": 269, "num_lines": 931, "path": "/rasaintentit/data/generoiduttreenidatat/out_poikkeus.md", "repo_name": "woroko/TUNIBot", "src_encoding": "ISO-8859-1", "text": "- Exceptions [Study skills and personal study planning - Basics of Information Literacy](course)\n- Exception [Opetus, ohjaus, oppiminen, verkko-opetus](course)\n- What are the exceptions for [Kandidaatintutkielma - Seminaari ja tutkielma](course)\n- [Urban Ethnography: The Social, Political and Economic Dimensions of Marginalization](course) exceptions\n- [Radio Project](course) exception\n- Exceptions in teaching hours [Venäjän kulttuuri](course)\n- Exceptions in teaching times [Matrices for Statistics and Computational Methods](course)\n- Are there any exceptions in teaching [Human-Technology Interaction Project Work](course)\n- What exceptions are there in [Kansainvälisen politiikan menetelmäseminaari (kirjatentti)](course)\n- Lecture exceptions [Professional Writing (online course)](course)\n- Does [Introduction to Education in Finland - Lectures, observation, essay and learning diary](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Graduvauhditus](course)\n- Teaching times exceptions for [Oman äänen analyysi ja harjoittaminen](course)\n- What were the exceptions of teaching in [Kansainvälisen politiikan johdantokurssi (kirjatentti)](course)\n- Does the schedule for [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Seinäjoki](course) have any exceptions\n- When were the exceptions for [WWW Programming](course)\n- The exceptions in lessons for [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course)\n- Special teaching times for [Puolueet, vaalit ja poliittinen vaikuttaminen (kirjatentti/essee)](course)\n- Is there anything special I should know about the course schedule for [Leadership for Sustainable Change (KATVAS39)](course)\n- [Käännösviestintä II englanti-suomi](course) special lecture hours\n- Special schedule [Modern Risk Management](course)\n- Will there be lectures in holidays in [Yksilö, yhteiskunta ja kulttuuri - evankelisluterilaiset uskonnon ja elämänkatsomustiedon harjoitusryhmät - 2. vsk](course)\n- Holiday exceptions [Ruotsin kielen kirjallinen ja suullinen viestintä](course)\n- Course break teaching times [Käännösviestintä II englanti-suomi](course)\n- Do we have a lecture during holiday in [Teemaseminaari Kant Puhtaan järjen kritiikki](course)\n- Cancelled lectures [Software Project Management, Theory](course)\n- Will [Pro gradu -seminaari ja -tutkielma (hallintotiede) - Seminaari](course) lectures be cancelled during holiday\n- Will [Tekstienväliset suhteet: Syventävä tekstianalyysi](course) have a lecture every week\n- I want to know the exceptions in lessons for [Rakennebiologia](course)\n- I want to know special teaching times for [Advanced International Relations Research Methods (book exam/essay)](course)\n- I want to know does the schedule for [Kasvatus tieteellisen tutkimuksen kohteena - avoin yo, lähi- ja monimuotototeutus](course) have any exceptions\n- I want to know Teaching times exceptions for [Valtio-opin johdantokurssi (kirjatentti)](course)- Exceptions [Current Approaches in Games and Internet Research](course)\n- Exception [Asiantuntijan puheviestintä ja vuorovaikutus (4. periodi) / KTM-tutkinto](course)\n- What are the exceptions for [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](course)\n- [Cost-Benefit and Cost-Effectiveness Analysis for Social Planning](course) exceptions\n- [Johdatus kasvatuksen ja koulutuksen yhteiskunnalliseen ja kulttuuriseen tutkimukseen - Luennot ja luentopäiväkirja](course) exception\n- Exceptions in teaching hours [Terveys ja yhteiskuntapolitiikka](course)\n- Exceptions in teaching times [Organisaatioteoria](course)\n- Are there any exceptions in teaching [Feministinen teoria ja metodologia](course)\n- What exceptions are there in [Fighting Against Human Rights Violations](course)\n- Lecture exceptions [Gender in Society](course)\n- Does [Opetussuunnitelmateoria, kirjatentti](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, I-periodi](course)\n- Teaching times exceptions for [Venäjä I](course)\n- What were the exceptions of teaching in [Accounting Information Systems](course)\n- Does the schedule for [Lukuteoria ja algebra opettajille -](course) have any exceptions\n- When were the exceptions for [Political Communication and Rhetoric (book exam/essay)](course)\n- The exceptions in lessons for [Laadullisten tutkimusmenetelmien soveltaminen hoitotieteessä](course)\n- Special teaching times for [Puhelääketiede](course)\n- Is there anything special I should know about the course schedule for [Matemaattisen tilastotieteen perusteet](course)\n- [Talous ja yhteiskunta](course) special lecture hours\n- Special schedule [Venäjän kulttuuri](course)\n- Will there be lectures in holidays in [Johdanto riskienhallintaan ja vakuuttamiseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Holiday exceptions [EI toteutusta 2018-19 Advanced immunology](course)\n- Course break teaching times [Vakuutustiede ja vakuutustutkimus](course)\n- Do we have a lecture during holiday in [Tietojärjestelmätieteen jatkokoulutusseminaari - Seminaari](course)\n- Cancelled lectures [Varhaismoderni yhteiskunta](course)\n- Will [Poliittinen kommunikaatio ja retoriikka (kirjatentti/essee)](course) lectures be cancelled during holiday\n- Will [Global Issues on Mental Health and Mental Health Services - Web course](course) have a lecture every week\n- I want to know the exceptions in lessons for [Näkökulmia kääntämiseen - Käännös-, rakenne- ja sanastoharjoitukset I / Perspektiven auf Übersetzen](course)\n- I want to know special teaching times for [Opetus, ohjaus, oppiminen, verkko-opetus](course)\n- I want to know does the schedule for [Introduction to International Criminal Justice System](course) have any exceptions\n- I want to know Teaching times exceptions for [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course)- Exceptions [Kulttuuripsykologian perusteet](course)\n- Exception [Tuutorina toimiminen](course)\n- What are the exceptions for [Fenomenologia](course)\n- [Johdatus etiikkaan](course) exceptions\n- [Fördjupad kurs i skriftlig och muntlig affärskommunikation](course) exception\n- Exceptions in teaching hours [Tieteellinen seminaarisarja](course)\n- Exceptions in teaching times [Johdatus kunta- ja aluejohtamiseen](course)\n- Are there any exceptions in teaching [Aikuisten puheen ja kielen häiriöt - A2a Aikuisten puheen ja kielen häiriöt](course)\n- What exceptions are there in [Lastenkirjallisuus ja draama / Harjoitukset - 3.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Lecture exceptions [Kunnallisoikeuden syventävä jakso](course)\n- Does [Solut](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Parhaat filosofiset artikkelit](course)\n- Teaching times exceptions for [Minustako asiantuntijamyynnin ammattilainen?](course)\n- What were the exceptions of teaching in [Kansainvälisen politiikan teoria ja metateoria (kirjatentti)](course)\n- Does the schedule for [YK-päivä](course) have any exceptions\n- When were the exceptions for [Lapset kehittyvinä ja sosiaalisina toimijoina varhaiskasvatuksessa / Luennot - 1.vsk](course)\n- The exceptions in lessons for [Työelämäviestinnän tutkimus- tai kehityshanke](course)\n- Special teaching times for [Pohjoismaisten kielten lähtötasokoe](course)\n- Is there anything special I should know about the course schedule for [Seminaari](course)\n- [Julkiset hankinnat](course) special lecture hours\n- Special schedule [Molekulaarinen solubiologia](course)\n- Will there be lectures in holidays in [Tieteellisen tiedonhankinnan perusteet (pohjoismaiset kielet) -](course)\n- Holiday exceptions [Vakuutuksen ja riskienhallinnan erikoistumisosa](course)\n- Course break teaching times [Journalistinen kieli - Kielenhuolto, oikeinkirjoitusoppi](course)\n- Do we have a lecture during holiday in [Kirjallinen viestintä I - Sanasto- ja rakenneharjoitukset](course)\n- Cancelled lectures [Seminaarit 1. lukukausi/2. lukukausi](course)\n- Will [Lapset ympäristönsä tutkijoina - Käsityö](course) lectures be cancelled during holiday\n- Will [Johtamisviestintä](course) have a lecture every week\n- I want to know the exceptions in lessons for [Käsiteanalyysi ja filosofiset tutkimusmenetelmät (kirjatentti/essee)](course)\n- I want to know special teaching times for [Knowledge, business and work in a digital society](course)\n- I want to know does the schedule for [Inclusive Education](course) have any exceptions\n- I want to know Teaching times exceptions for [Ranskan yhteiskunta I / Société française I](course)- Exceptions [Introduction to Criminal Justice](course)\n- Exception [The Theory and Method of International Relations (theory) (book exam)](course)\n- What are the exceptions for [Kuvataide - 2. vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course)\n- [Academic Writing](course) exceptions\n- [Kiina III](course) exception\n- Exceptions in teaching hours [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](course)\n- Exceptions in teaching times [Data Structures](course)\n- Are there any exceptions in teaching [Kunta- ja aluejohtamisen vaihtuvasisältöinen erikoiskurssi](course)\n- What exceptions are there in [Empiirinen projekti](course)\n- Lecture exceptions [Erot, jaot ja niiden rakentuminen - Luennot ja lukupiiri (klk) TAI kirjatentti (slk ja klk)](course)\n- Does [Opetus, ohjaus, oppiminen, monimuoto-opeus](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Asiantuntijuuden kehittymiseen orientoiva opintojakso - opintosuuntakohtaiset ryhmät jatkaville maisteriopiskelijoille (KASSY-, KASSO- ja KASSA-opintosuuntien ryhmiä)](course)\n- Teaching times exceptions for [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat( luennot)](course)\n- What were the exceptions of teaching in [Media, Race and Society](course)\n- Does the schedule for [Internet ja vuorovaikutteinen media](course) have any exceptions\n- When were the exceptions for [Eastern European Model: Lithuanian System of Work and Social Security](course)\n- The exceptions in lessons for [Kielikonsultointia käytännössä](course)\n- Special teaching times for [Kandidaattiseminaari (Mustakallio)](course)\n- Is there anything special I should know about the course schedule for [Studies of expansive learning: Foundations, findings and challenges](course)\n- [Viestinnän ja median tutkimussuuntauksia](course) special lecture hours\n- Special schedule [Suullinen ja kirjallinen taito - Suulliset ja kirjalliset harjoitukset/Expresión oral y escrita - Conversación y redacción](course)\n- Will there be lectures in holidays in [Äidinkieli ja kirjallisuus - Lukeminen ja kirjoittaminen - 1. vsk (luennot)](course)\n- Holiday exceptions [Global Terrorism: Political Violence in a Global Age](course)\n- Course break teaching times [Lausekielinen ohjelmointi I - Näyttökoe, kevät 2019](course)\n- Do we have a lecture during holiday in [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course)\n- Cancelled lectures [Macroprudential Policy and Financial Stability](course)\n- Will [Advanced English Business Communication (RPL) / näyttökoe](course) lectures be cancelled during holiday\n- Will [Introduction to Risk Management and Insurance (autumn semester)](course) have a lecture every week\n- I want to know the exceptions in lessons for [Valinnainen jakso: Tiedeviestinnän käytänteet](course)\n- I want to know special teaching times for [Monimuuttujamenetelmien perusteet](course)\n- I want to know does the schedule for [Comparative Education - book exam](course) have any exceptions\n- I want to know Teaching times exceptions for [Arjen latinaa ja kulttuurihistoriaa](course)- Exceptions [Sustainable business practices (Independent study)](course)\n- Exception [Kvalitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop. ryhmä](course)\n- What are the exceptions for [Basics of Project Management](course)\n- [Harjoittelu](course) exceptions\n- [Sosiaalihuollon hallinto ja johtaminen](course) exception\n- Exceptions in teaching hours [Kuva- ja mediakulttuurit - Mediakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely)](course)\n- Exceptions in teaching times [Statistical Analysis with Missing Data (advanced)](course)\n- Are there any exceptions in teaching [Seminaari I, kandidaatintutkielma ja kypsyysnäyte / Bachelor-Seminar, Bachelorarbeit und Klausur zum Thema der Arbeit](course)\n- What exceptions are there in [Yritysjuridiikan case-kurssi](course)\n- Lecture exceptions [Capstone - Talousjohdon tehtävät ja osaamisalueet](course)\n- Does [Parties and Elections (book exam/essay)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course)\n- Teaching times exceptions for [Legal English](course)\n- What were the exceptions of teaching in [EU:n ulkosuhteiden erityiskysymykset: turvallisuus, talous ja arvot (kirjatentti/essee)](course)\n- Does the schedule for [Suomen historian tutkijaseminaari](course) have any exceptions\n- When were the exceptions for [Tila, teknologia ja toiminta - essee](course)\n- The exceptions in lessons for [Introduction to Social Circus Pedagogy - (Tampere Summer School 2018)](course)\n- Special teaching times for [Johdatus viestinnän tutkimukseen ja analyysiin](course)\n- Is there anything special I should know about the course schedule for [Terveydenhuollon koulutuspolitiikka](course)\n- [Reading Waste](course) special lecture hours\n- Special schedule [Opimme lisää venäjän kielen suullisia taitoja](course)\n- Will there be lectures in holidays in [Liike-elämän ruotsia I / näyttökoe (AHOT)](course)\n- Holiday exceptions [Johdatus taloushallintoon](course)\n- Course break teaching times [Johtaminen ja organisaatiot I (kirjallisuus)](course)\n- Do we have a lecture during holiday in [Tulkkauksen teoria](course)\n- Cancelled lectures [Luottamustehtävissä toimiminen - Luottamustehtäväraportti](course)\n- Will [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course) lectures be cancelled during holiday\n- Will [Lähtötasokoe / Schwellentest](course) have a lecture every week\n- I want to know the exceptions in lessons for [Journalistinen kieli - Kielenhuolto, lauseoppi](course)\n- I want to know special teaching times for [Protein technology Laboratory Course A](course)\n- I want to know does the schedule for [Tieto-oppi](course) have any exceptions\n- I want to know Teaching times exceptions for [Kaunokirjallisen kääntämisen peruskurssi](course)- Exceptions [Tekstianalyysi - Luennot](course)\n- Exception [Organisaatio, hallinto ja johtaminen - Harjoitustyö](course)\n- What are the exceptions for [Kielioppi- ja sanastoharjoitukset / Grammatik und Wortschatzübungen](course)\n- [Kasvatus, tieto ja teoria - Luennot](course) exceptions\n- [Verkkomedian suunnittelu](course) exception\n- Exceptions in teaching hours [Orientaatio tutkielman tekemiseen](course)\n- Exceptions in teaching times [Työelämän korttipakka](course)\n- Are there any exceptions in teaching [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- What exceptions are there in [Työelämäntutkimusta monimuuttujamenetelmin](course)\n- Lecture exceptions [Audiovisuaalisen kääntämisen seminaari / Kuvailutulkkaus](course)\n- Does [Muu valinnainen kurssi](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Projektinhallinnan perusteet](course)\n- Teaching times exceptions for [Research in Practice](course)\n- What were the exceptions of teaching in [Tekstin tekemisen perusteet](course)\n- Does the schedule for [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti](course) have any exceptions\n- When were the exceptions for [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa, kesäopinnot)](course)\n- The exceptions in lessons for [Äänne- ja muoto-oppi](course)\n- Special teaching times for [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](course)\n- Is there anything special I should know about the course schedule for [Uskontojen antropologiaa](course)\n- [Venäjä I](course) special lecture hours\n- Special schedule [Johdatus Suomen kirjallisuushistoriaan - luennot](course)\n- Will there be lectures in holidays in [Luontokirjoittamisen klassikot](course)\n- Holiday exceptions [Väkivallan uudet muodot, turvallisuuskäsityksen muutos (kirjatentti/essee)](course)\n- Course break teaching times [Puhesuomi ja esiintyminen](course)\n- Do we have a lecture during holiday in [Moniammatillisuus, yhteisö ja vuorovaikutus / Harjoitukset - 3.vsk + 2.vsk ryhmä 4](course)\n- Cancelled lectures [[CANCELLED] Editing Project](course)\n- Will [Pelit ja pelillisyys](course) lectures be cancelled during holiday\n- Will [Luontokirjoittamisen klassikot](course) have a lecture every week\n- I want to know the exceptions in lessons for [Verkkomedian suunnittelu](course)\n- I want to know special teaching times for [Kaupunkien maankäytön pelikenttä](course)\n- I want to know does the schedule for [Kaupungistuva maailma: Kaupungit ja kaupunkilaisuus 1800-luvulta nykypäivään](course) have any exceptions\n- I want to know Teaching times exceptions for [Esiintyminen](course)- Exceptions [Pro gradu -seminaari ja -tutkielma (julkisoikeus)](course)\n- Exception [Qualitative Research Methods and Comparative Research Design](course)\n- What are the exceptions for [Teaching, Pedagogical Facilitating, Learning](course)\n- [Tieto- ja asiakirjahallinto](course) exceptions\n- [Terve ja turvallinen kouluyhteisö](course) exception\n- Exceptions in teaching hours [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course)\n- Exceptions in teaching times [Tutkielmapiiri](course)\n- Are there any exceptions in teaching [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)\n- What exceptions are there in [Kandidaatintutkielma ja seminaari, syksy 2018](course)\n- Lecture exceptions [Tutkimusseminaari ja pro gradu -tutkielma](course)\n- Does [Struggles on Education](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Vakuutustoiminnan periaatteet ja johtaminen](course)\n- Teaching times exceptions for [Erot, jaot ja niiden rakentuminen, kirjatentti, Seinäjoki](course)\n- What were the exceptions of teaching in [Tutkijan työpaja](course)\n- Does the schedule for [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](course) have any exceptions\n- When were the exceptions for [Tilinpäätös- ja verosuunnittelu](course)\n- The exceptions in lessons for [Introduction to Web Publishing (Tampere Summer School 2018)](course)\n- Special teaching times for [Johdatus sosiaalitieteisiin (verkkokurssi)](course)\n- Is there anything special I should know about the course schedule for [Theory and practice of peaceful change: The Baltic Sea Region](course)\n- [Orientoivat opinnot ja HOPS (kirjallisuustiede)](course) special lecture hours\n- Special schedule [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, luokanop.](course)\n- Will there be lectures in holidays in [Budgeting and capital budgeting (online course)](course)\n- Holiday exceptions [Suomen kielen rakenne S2-näkökulmasta](course)\n- Course break teaching times [Monikulttuurisen sosiaalityön erityiskysymykset - Sosnet verkkokurssi](course)\n- Do we have a lecture during holiday in [Vakuutuslaitosten sijoitustoiminta](course)\n- Cancelled lectures [Basics of programming and algorithms for bioinformatics](course)\n- Will [Vauvasta vaariin. Ikä feministisessä tutkimuksessa](course) lectures be cancelled during holiday\n- Will [Musiikki - Musiikin teoria alakoulussa - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course) have a lecture every week\n- I want to know the exceptions in lessons for [Valinnainen jakso: TV-makasiinikurssi (kevään ryhmä)](course)\n- I want to know special teaching times for [KEB-62100 Orgaaninen kemia](course)\n- I want to know does the schedule for [Liikuntatuutorina toimiminen / Sports Tutoring](course) have any exceptions\n- I want to know Teaching times exceptions for [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course)- Exceptions [Kuvakulttuuri -](course)\n- Exception [Tulevaisuuden hyvinvointipalvelut: ratkaisuna robotiikka?](course)\n- What are the exceptions for [Yritysverotus](course)\n- [Praktikum](course) exceptions\n- [Johdatus etiikkaan](course) exception\n- Exceptions in teaching hours [Kasvatus, tieto ja teoria - Luennot](course)\n- Exceptions in teaching times [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- Are there any exceptions in teaching [Pro gradu -seminaari ja -tutkielma](course)\n- What exceptions are there in [Ammattimainen tekstintarkistus](course)\n- Lecture exceptions [Kasvatuksen historialliset ja filosofiset lähtökohdat, monimuoto-opetus](course)\n- Does [Requirements Engineering](course) have exceptions in teaching hours\n- Were there exceptions in lectures [User Experience: Design and Evaluation (TUT/IHTE)](course)\n- Teaching times exceptions for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteinen avoimen ja tutkinto-op. ryhmä](course)\n- What were the exceptions of teaching in [Liikunta - Liikuntapedagogiikan perusteet - 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat](course)\n- Does the schedule for [Tilastollisen päättelyn perusteet](course) have any exceptions\n- When were the exceptions for [Knowledge, business and work in a digital society](course)\n- The exceptions in lessons for [Kirjallinen viestintä II/Skriftlig kommunikation II](course)\n- Special teaching times for [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](course)\n- Is there anything special I should know about the course schedule for [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course)\n- [Gender and wellbeing in the global South and North](course) special lecture hours\n- Special schedule [Kandidaatintutkielma, seminaari](course)\n- Will there be lectures in holidays in [Monikielinen käännöstyöpaja](course)\n- Holiday exceptions [Kvalitatiivinen tutkimus kasvatustieteissä - Näyttökoe](course)\n- Course break teaching times [Ajankohtaiset ilmiöt hallintotieteissä](course)\n- Do we have a lecture during holiday in [Yhteisöt ja yhteisösosiaalityön lähtökohdat - Sosnet verkkokurssi](course)\n- Cancelled lectures [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- Will [Luemme ja keskustelemme venäjäksi](course) lectures be cancelled during holiday\n- Will [Basic Studies in Education -courses, introductory meetings, reading circles and book exams](course) have a lecture every week\n- I want to know the exceptions in lessons for [Tila, teknologia ja toiminta](course)\n- I want to know special teaching times for [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- I want to know does the schedule for [Biostatistiikka ja tilastollinen tietojenkäsittely](course) have any exceptions\n- I want to know Teaching times exceptions for [Kandidaattiseminaari ja -tutkielma (ympäristöpolitiikka ja aluetiede), syksy](course)- Exceptions [Theatre, Society, and Politics 1660-1760](course)\n- Exception [Työhyvinvoinnin johtaminen (itsenäinen suoritustapa)](course)\n- What are the exceptions for [Latinan jatkokurssi](course)\n- [PhD by publication: writing integrative chapter](course) exceptions\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Näyttökoe](course) exception\n- Exceptions in teaching hours [Venäjä III](course)\n- Exceptions in teaching times [Approaches and Tools for Conflict Analysis and Peace Mediation](course)\n- Are there any exceptions in teaching [Nuorisotutkimuksen ajankohtaisia kysymyksiä](course)\n- What exceptions are there in [Kehityspsykologia II](course)\n- Lecture exceptions [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, slk18](course)\n- Does [Tieteellinen kirjoittaminen / SOC (logopedia)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Internet ja vuorovaikutteinen media](course)\n- Teaching times exceptions for [Laskentatoimen teoria ja IFRS II](course)\n- What were the exceptions of teaching in [Kunnallistalouden kirjanpito -](course)\n- Does the schedule for [Julkisen hallinnon reformit ja muutos](course) have any exceptions\n- When were the exceptions for [Palvelut ja hyvinvointivaltion murros](course)\n- The exceptions in lessons for [Professional Writing (online course)](course)\n- Special teaching times for [Tieteellinen kirjoittaminen (2. vuosikurssin opiskelijoille)](course)\n- Is there anything special I should know about the course schedule for [Sosiaalityön teoriahistoria](course)\n- [Nuorten ryhmät ja ryhmän ohjaus, harjoitukset](course) special lecture hours\n- Special schedule [Yksilö, yhteiskunta ja kulttuuri - Monikulttuurisuus koulussa - 2. vsk](course)\n- Will there be lectures in holidays in [Understanding and Managing a Business as a Dynamic Whole - VIBU Business Simulation Game](course)\n- Holiday exceptions [Yhteisöllinen oppiminen ja ohjaus - Seminaari](course)\n- Course break teaching times [Syntyvyys, hoiva, sukupolvi](course)\n- Do we have a lecture during holiday in [Pro gradu -tutkielma ja -seminaari](course)\n- Cancelled lectures [Pohjoismaisten kielten lähtötasokoe](course)\n- Will [Politics of Memory in Eastern Europe](course) lectures be cancelled during holiday\n- Will [Opetussuunnitelmateoria, kirjatentti, Seinäjoki](course) have a lecture every week\n- I want to know the exceptions in lessons for [Mielenterveys, yhteiskunta ja sukupuoli](course)\n- I want to know special teaching times for [Fonetiikan ja yleisen kielitieteen perusteet - Fonetiikka](course)\n- I want to know does the schedule for [Johdanto terveysviestintään](course) have any exceptions\n- I want to know Teaching times exceptions for [Kasvatus tieteellisen tutkimuksen kohteena, verkko-opetus, III-periodi](course)- Exceptions [Monikielisyys ja -kulttuurisuus](course)\n- Exception [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](course)\n- What are the exceptions for [Lukuteoria ja algebra opettajille -](course)\n- [Sosiaalipolitiikan teoreettinen ajattelu -lukuseminaari](course) exceptions\n- [Kuva- ja mediakulttuurit - Kuvakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course) exception\n- Exceptions in teaching hours [Ainedidaktiikka II](course)\n- Exceptions in teaching times [Lukeminen ja kirjoittaminen oppimisen haasteena (seminaarit 1-4 ryhmät)](course)\n- Are there any exceptions in teaching [Valinnainen jakso: Dokumentaarisen nyky-Suomi-sarjan konseptikehitys ja verkkosuunnittelu](course)\n- What exceptions are there in [Work and Health](course)\n- Lecture exceptions [Reading Waste](course)\n- Does [Klassinen länsimainen kertomakirjallisuus](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Ainedidaktinen tutkimus ja tutkiva opettajuus](course)\n- Teaching times exceptions for [Kuvan uudet muodot](course)\n- What were the exceptions of teaching in [Symbols that move us - popular culture/deep culture](course)\n- Does the schedule for [Medioitu vuorovaikutus](course) have any exceptions\n- When were the exceptions for [Kulttuurinen monimuotoisuus koulutuksessa ja työelämässä, kirjatentti, Pori](course)\n- The exceptions in lessons for [Social Scientific Perspectives on Consumption (online course)](course)\n- Special teaching times for [Asiantuntijan puheviestintä ja vuorovaikutus, 3.-4. periodi / VIESTINTÄROHKEUDEN RYHMÄ](course)\n- Is there anything special I should know about the course schedule for [Academic Writing](course)\n- [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course) special lecture hours\n- Special schedule [Orientoivat opinnot ja HOPS (saksan kieli, kulttuuri ja kääntäminen)](course)\n- Will there be lectures in holidays in [EU Financial Management](course)\n- Holiday exceptions [Käännösteknologian harjoituskurssi](course)\n- Course break teaching times [Julkistalousoikeus](course)\n- Do we have a lecture during holiday in [Laskentatoimen teoria ja IFRS II](course)\n- Cancelled lectures [Journalistinen kieli - Kielenhuolto, lauseoppi](course)\n- Will [Research on Teaching and Learning - Seminar](course) lectures be cancelled during holiday\n- Will [Terveystiedon sisällöt (sähköinen tentti)](course) have a lecture every week\n- I want to know the exceptions in lessons for [Managing Research Information](course)\n- I want to know special teaching times for [Julkisoikeuden perusteet (järjestäjä TAMK)](course)\n- I want to know does the schedule for [Topical Issues in Governance, Management and Administration](course) have any exceptions\n- I want to know Teaching times exceptions for [Sidosryhmäteoria ja -johtaminen](course)- Exceptions [Viestinnän ja median tutkimussuuntauksia](course)\n- Exception [Introduction to Web Publishing (Tampere Summer School 2018)](course)\n- What are the exceptions for [Fonetiikan ja yleisen kielitieteen perusteet - Yleinen kielitiede](course)\n- [Introduction to Academic English (JKK, EDU, LUO, COMS & SOC)](course) exceptions\n- [Biologia ja ympäristötieto - Biologian ja maantieteen perusteet ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (pienryhmäopetus)](course) exception\n- Exceptions in teaching hours [Kielen kehitys / Harjoitukset - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Exceptions in teaching times [International Society (book exam/essay)](course)\n- Are there any exceptions in teaching [Pratiques de l'écrit: méthodes et techniques d'expression écrite/Kirjoitusharjoituksia: kirjallisen esityksen metodit ja tekniikka](course)\n- What exceptions are there in [Writing the Nation](course)\n- Lecture exceptions [Valinnainen jakso: Dokumenttikurssi](course)\n- Does [Keskustelunanalyysi (verkkokurssi), syksy 2018](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Improving the quality and safety of health care through outcomes research](course)\n- Teaching times exceptions for [Visual Peace Research](course)\n- What were the exceptions of teaching in [Opetus, ohjaus, oppiminen, monimuoto-opetus](course)\n- Does the schedule for [Tutkiva harjoittelu](course) have any exceptions\n- When were the exceptions for [Kuinka suurenmoisia ihmiset ovat olleet - sopeutumaan pohjoisiin luonnonolosuhteisiin!](course)\n- The exceptions in lessons for [Kasvatusfilosofia: ihminen, luonto ja kulttuuri - Luennot](course)\n- Special teaching times for [Aluetalous ja kaupunkitalous](course)\n- Is there anything special I should know about the course schedule for [Communication orale/Suullinen viestintä](course)\n- [Suullinen viestintä II/Muntlig kommunikation II](course) special lecture hours\n- Special schedule [Terveyden ja mielenterveyden psykologia I](course)\n- Will there be lectures in holidays in [Kuvataiteen vaihtuvateemainen opintojakso/Elokuva mediakasvatuksen välineenä](course)\n- Holiday exceptions [Kansainvälisen politiikan teoria ja menetelmät (kirjatentti)](course)\n- Course break teaching times [Johdon laskentatoimen perusteet](course)\n- Do we have a lecture during holiday in [Kielioppi I / Grammatik I](course)\n- Cancelled lectures [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](course)\n- Will [Filosofian työpaja](course) lectures be cancelled during holiday\n- Will [Kokeellinen, kokeileva ja kokemuksellinen sosiaalipsykologia](course) have a lecture every week\n- I want to know the exceptions in lessons for [Journalismin tulevaisuus, harjoittelun kielikritiikki](course)\n- I want to know special teaching times for [Health systems and health in developing Asia: India, China, and North Korea](course)\n- I want to know does the schedule for [Argumentaation ja tieteellisen päättelyn perusteet](course) have any exceptions\n- I want to know Teaching times exceptions for [Sosiaalioikeus I](course)- Exceptions [Johtajuuden nykysuuntia](course)\n- Exception [European, Eurasian and Global Energy Policy (book exam/essay)](course)\n- What are the exceptions for [Kansainvälisen historian tutkijaseminaari](course)\n- [Seminaarit 1. lukukausi/2. lukukausi](course) exceptions\n- [Writing Scientific Journal Articles](course) exception\n- Exceptions in teaching hours [Orientaatiopäivä väitöskirjatutkijoille](course)\n- Exceptions in teaching times [Kasvatuksen historialliset ja filosofiset lähtökohdat, verkko-opetus](course)\n- Are there any exceptions in teaching [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course)\n- What exceptions are there in [Työ- ja organisaatiopsykologia II](course)\n- Lecture exceptions [Käsiteanalyysi ja filosofiset tutkimusmenetelmät (kirjatentti/essee)](course)\n- Does [Olio-ohjelmoinnin perusteet](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](course)\n- Teaching times exceptions for [Johdatus etiikkaan](course)\n- What were the exceptions of teaching in [Practical Programming in Python](course)\n- Does the schedule for [Linguistics I: Introduction to Basic Concepts](course) have any exceptions\n- When were the exceptions for [Multi-level Governance and Europeanisation (book exam/essay)](course)\n- The exceptions in lessons for [Nimistöntutkimus](course)\n- Special teaching times for [Dramaturgia: Musikaalin dramaturgia](course)\n- Is there anything special I should know about the course schedule for [Dialogue: Constructive Talk at Work](course)\n- [Latinankielinen kirjallisuus II: keski- ja uuden ajan latina](course) special lecture hours\n- Special schedule [Institutions, Innovation and Economic Renewal (NORDIG)](course)\n- Will there be lectures in holidays in [Contemporary Political Theory (book exam/essay)](course)\n- Holiday exceptions [Pro gradu -tutkielma ja -seminaari, tammikuussa 2019 aloittavat ryhmät](course)\n- Course break teaching times [Cultural Conversations](course)\n- Do we have a lecture during holiday in [Tietokantaohjelmointi](course)\n- Cancelled lectures [Kansainvälisen politiikan johdantokurssi (tutkinto-ohjelman opiskelijat)](course)\n- Will [Tietokäytännöt](course) lectures be cancelled during holiday\n- Will [Suomen kulttuuri ja yhteiskunta -lukupiiri](course) have a lecture every week\n- I want to know the exceptions in lessons for [Latinan kielen alkeiskurssi](course)\n- I want to know special teaching times for [Kansainvälisen historian tutkijaseminaari](course)\n- I want to know does the schedule for [Pro gradu -seminaari ja -tutkielma](course) have any exceptions\n- I want to know Teaching times exceptions for [Latinankielinen kirjallisuus I: klassinen latina](course)- Exceptions [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](course)\n- Exception [Writing for Research (online course)](course)\n- What are the exceptions for [Kirjallisuuden analyysi/Analiz hudozhestvennoj literatury](course)\n- [Kerronnan monet muodot - kirjatentti ja essee](course) exceptions\n- [Leikki kulttuurisena, kehityksellisenä ja pedagogisena ilmiönä / Harjoitukset - 1.vsk](course) exception\n- Exceptions in teaching hours [Pro gradu -seminaari ja -tutkielma](course)\n- Exceptions in teaching times [MED Research Day](course)\n- Are there any exceptions in teaching [Strategia ja yrittäjyys](course)\n- What exceptions are there in [Tietokäytännöt (keväällä 2018 perusopinnot aloittaneille) - verkkokurssi](course)\n- Lecture exceptions [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2018 alkava)](course)\n- Does [KEB-61410 Laaja kemia 1](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Kvalitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- Teaching times exceptions for [Terveyden edistämisen interventiot, Seinäjoki](course)\n- What were the exceptions of teaching in [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (1. periodi)](course)\n- Does the schedule for [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](course) have any exceptions\n- When were the exceptions for [Yhteisöviestintä kunta- ja aluejohtamisessa](course)\n- The exceptions in lessons for [Ympäristöhallinnan muutos](course)\n- Special teaching times for [Turvallisuuspalvelujen suunnittelu ja palvelumuotoilu (service design)](course)\n- Is there anything special I should know about the course schedule for [Ruotsin kielen valmentava kurssi](course)\n- [Orientoivat opinnot ja HOPS (suomen kieli)](course) special lecture hours\n- Special schedule [Näkökulmia kääntämiseen - Kääntäminen viestinnällisenä asiantuntijatehtävänä / Perspektiven auf Übersetzen](course)\n- Will there be lectures in holidays in [Social Scientific Perspectives on Consumption (online course)](course)\n- Holiday exceptions [Oikeudellisen tutkimuksen perusteet](course)\n- Course break teaching times [Käännösviestintä suomi-venäjä](course)\n- Do we have a lecture during holiday in [Kommunikationstraining I](course)\n- Cancelled lectures [Lasten oikeuspsykologia](course)\n- Will [Tutkielmaseminaari (keväällä 2019 alkavat seminaarit) - Seminaari](course) lectures be cancelled during holiday\n- Will [Kehitys, kasvatus ja elämänkulku, verkko-opetus](course) have a lecture every week\n- I want to know the exceptions in lessons for [TUTU2 Tulevaisuudentutkimuksen menetelmät](course)\n- I want to know special teaching times for [Matemaattiset ohjelmistot (luentokurssi)](course)\n- I want to know does the schedule for [Finnish Elementary Course 1 (taught in 3. period)](course) have any exceptions\n- I want to know Teaching times exceptions for [Digital Media Landscape and Media Policies](course)- Exceptions [Re-Thinking Value Creation](course)\n- Exception [TUTU2 Tulevaisuudentutkimuksen menetelmät](course)\n- What are the exceptions for [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course)\n- [Poliittinen kommunikointi ja retoriikka (kirjatentti/essee)](course) exceptions\n- [Kandidaatintutkielmaseminaari - Seminaari, II-periodissa alkava nopeasti etenevä ryhmä](course) exception\n- Exceptions in teaching hours [Juridisk svenska (vain KTM:ksi klklla 2019 valmistuville)](course)\n- Exceptions in teaching times [Scientific Writing - Module B - Thesis Writing (online)](course)\n- Are there any exceptions in teaching [Matkakirjallisuus kulttuurihistorian lähteenä -verkkokurssi](course)\n- What exceptions are there in [Yhteiskunnallinen muutos](course)\n- Lecture exceptions [Korkeakoulujen rahoitus ja talous - Harjoitustyö](course)\n- Does [Radiokääntäminen (venäjä)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Valinnainen jakso: Toimitustyön johtaminen/ JOVVJS1 Visuaalisen työn johtaminen](course)\n- Teaching times exceptions for [Tilinpäätös- ja verosuunnittelu](course)\n- What were the exceptions of teaching in [Psykologiharjoittelu](course)\n- Does the schedule for [Research Methods in HTI](course) have any exceptions\n- When were the exceptions for [Hesdoc Annual Meeting](course)\n- The exceptions in lessons for [Tieteellinen kirjoittaminen](course)\n- Special teaching times for [Espanja I](course)\n- Is there anything special I should know about the course schedule for [Kasvatus, koulutus ja yhteiskunta, verkko-opetus](course)\n- [Harjoittelu / Elinikäinen oppiminen ja kasvatus - Arviointiseminaari vuonna 2018 harjoitteleville](course) special lecture hours\n- Special schedule [Tieteenfilosofiaa kasvatustieteen näkökulmasta](course)\n- Will there be lectures in holidays in [Vaihtuvasisältöiset erikoiskurssit (kirjallinen tentti suoritusvaihtoehto) -](course)\n- Holiday exceptions [Foundations of English Business Communication (RPL) / näyttökoe](course)\n- Course break teaching times [Käsitekerho/ Mediatutkimuksen valinn. jakso](course)\n- Do we have a lecture during holiday in [Pro gradu -seminaari ja -tutkielma (julkisoikeus)](course)\n- Cancelled lectures [Romanticism and Its Legacy](course)\n- Will [Käyttöliittymien perusteet](course) lectures be cancelled during holiday\n- Will [Opetussuunnitelmateoria - Luennot, seminaari ja lukupiiri (slk) TAI kirjatentti (slk ja klk)](course) have a lecture every week\n- I want to know the exceptions in lessons for [Finnish Elementary Course 2 (taught in 4. period)](course)\n- I want to know special teaching times for [Introduction to Formal Specification](course)\n- I want to know does the schedule for [Tutkimustyön perusteet - d) Kandidaattiseminaari (keväällä 2019 alkava)](course) have any exceptions\n- I want to know Teaching times exceptions for [Introduction to Corporate Social Responsibility](course)- Exceptions [New Wars and How to Study Them (POMLFCS3)](course)\n- Exception [Äärellisten mallien teorian seminaari (Finite model theory seminar)](course)\n- What are the exceptions for [Asiakassuhde ja haastattelu](course)\n- [Pelit ja pelillisyys (syksyllä 2017 perusopinnot aloittaneille) - verkkokurssi](course) exceptions\n- [Tiimi toimii - puheviestinnän syventävä kurssi (4. periodi)](course) exception\n- Exceptions in teaching hours [Sidosryhmäteoria ja -johtaminen](course)\n- Exceptions in teaching times [Proseminaari, kandidaatintutkielma ja kypsyysnäyte](course)\n- Are there any exceptions in teaching [Osallisuudet, oikeudet ja vastuut palvelujärjestelmäkohtaamisissa](course)\n- What exceptions are there in [Uutisjournalismi](course)\n- Lecture exceptions [Terve ja sairas ihminen](course)\n- Does [Seminaari, kandidaatintutkielma ja kypsyysnäyte - Seminaari (kääntäminen ja tulkkaus)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Managing Research Information](course)\n- Teaching times exceptions for [Journalistinen kieli - Tekstinhuolto](course)\n- What were the exceptions of teaching in [Book Exam in Human-Technology Interaction](course)\n- Does the schedule for [Kasvatus, tieto ja teoria - Luennot](course) have any exceptions\n- When were the exceptions for [Gradu-kvantimetodit](course)\n- The exceptions in lessons for [Johdatus filosofiaan](course)\n- Special teaching times for [Käännösviestintä ranska-suomi I / Traduction français-finnois I](course)\n- Is there anything special I should know about the course schedule for [Ruotsin kielen kirjallinen ja suullinen viestintä / avoin yliopisto-opetus](course)\n- [Tutkimuspraktikum](course) special lecture hours\n- Special schedule [Johdatus yhteiskuntafilosofiaan](course)\n- Will there be lectures in holidays in [Kandidaatin tutkielma ja seminaari (Kansanterveystieteen opiskelijoille)](course)\n- Holiday exceptions [Kliininen neuropsykologia II](course)\n- Course break teaching times [Dialogue: Constructive Talk at Work](course)\n- Do we have a lecture during holiday in [Current and Future Challenges of World Politics and Economy (POMLFCS3)](course)\n- Cancelled lectures [Kasvatus, koulutus ja yhteiskunta - Luennot ja kirjallisuus](course)\n- Will [MED Research Day](course) lectures be cancelled during holiday\n- Will [Terve ja turvallinen kouluyhteisö](course) have a lecture every week\n- I want to know the exceptions in lessons for [Nykyajan filosofia](course)\n- I want to know special teaching times for [Kandidaattiseminaari (Mustakallio)](course)\n- I want to know does the schedule for [Työpaja (matematiikan perustaitotesti)](course) have any exceptions\n- I want to know Teaching times exceptions for [Saksa IV](course)- Exceptions [Johdatus hoitotieteeseen](course)\n- Exception [Kiina III](course)\n- What are the exceptions for [Practices of Strategic Leadership](course)\n- [Kasvatustieteen metodologiset lähtökohdat, kirjatentti, Seinäjoki](course) exceptions\n- [Julkisen talousjohtamisen informaatio](course) exception\n- Exceptions in teaching hours [Mental Health Research: Using the Knowledge and Adding to it](course)\n- Exceptions in teaching times [Johdanto riskienhallintaan ja vakuuttamiseen](course)\n- Are there any exceptions in teaching [Riskienhallinta](course)\n- What exceptions are there in [Kauppatieteellisen tutkimuksen menetelmät (markkinointi ja yrityksen johtaminen)](course)\n- Lecture exceptions [English Word Formation](course)\n- Does [Saksa II](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Tieteellinen kirjoittaminen / Wissenschaftliches Schreiben](course)\n- Teaching times exceptions for [Pro gradu -seminaari ja -tutkielma](course)\n- What were the exceptions of teaching in [Venäjä IV](course)\n- Does the schedule for [Kandidaatintutkielma ja seminaari - Seminaari](course) have any exceptions\n- When were the exceptions for [Johdatus etiikkaan](course)\n- The exceptions in lessons for [Kirjallisuuden opettaminen](course)\n- Special teaching times for [Historian määrällisen tiedon esittäminen](course)\n- Is there anything special I should know about the course schedule for [Johtamisen ja julkisen politiikan tutkimus ja ajankohtaiset kysymykset](course)\n- [Human-Centered Product Development (TUT/IHTE)](course) special lecture hours\n- Special schedule [Case study: Examining leadership challenges](course)\n- Will there be lectures in holidays in [Research seminar for postgraduate studies](course)\n- Holiday exceptions [Parties, Elections and Political Participation (book exam/essay)](course)\n- Course break teaching times [Eläimet työssä](course)\n- Do we have a lecture during holiday in [Uuden ajan alun ryhmä](course)\n- Cancelled lectures [Perusharjoittelu](course)\n- Will [Johdatus Suomen kirjallisuushistoriaan - harjoitukset](course) lectures be cancelled during holiday\n- Will [Suomen kielen rakenne S2-näkökulmasta](course) have a lecture every week\n- I want to know the exceptions in lessons for [Oikeus ja politiikka](course)\n- I want to know special teaching times for [Tutkiva opiskelu (syksyllä 2018 perusopinnot aloittaville) - verkkokurssi](course)\n- I want to know does the schedule for [Ylirajallinen liikkuminen Itämerellä: Suomenlahden alueet kautta aikojen -verkkokurssi](course) have any exceptions\n- I want to know Teaching times exceptions for [KV-tuutorina toimiminen](course)- Exceptions [Strategic Management Accounting and Control](course)\n- Exception [Ruotsin kielen valmentava kurssi](course)\n- What are the exceptions for [Popular Music and Politics](course)\n- [BMT-70100 Kudosteknologian perusteet](course) exceptions\n- [Eastern European Model: Lithuanian System of Work and Social Security](course) exception\n- Exceptions in teaching hours [KnowUp - Yrittäjyys ja liiketoiminnan kehittäminen](course)\n- Exceptions in teaching times [Yhtiöoikeus](course)\n- Are there any exceptions in teaching [Media and Globalization - Seminar](course)\n- What exceptions are there in [Kompleksianalyysi](course)\n- Lecture exceptions [Academic Presentations](course)\n- Does [Graduseminaari / Henttonen](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Kandidaattitutkielma ja seminaari (tilastotiede)](course)\n- Teaching times exceptions for [Pro gradu -tutkielma ja -seminaari, tammikuussa 2018 aloittaneet ryhmät](course)\n- What were the exceptions of teaching in [Kvantitatiiviset tutkimusmenetelmät (kirjatentti/essee)](course)\n- Does the schedule for [Global Humanitarianism and its Critics (POMLFCS3)](course) have any exceptions\n- When were the exceptions for [Ruututekstikääntämisen peruskurssi](course)\n- The exceptions in lessons for [Microfinance and development](course)\n- Special teaching times for [Governing Hybrid Organizations](course)\n- Is there anything special I should know about the course schedule for [Työelämän tekstitaidot](course)\n- [Tuutorivastaavana toimiminen](course) special lecture hours\n- Special schedule [Bioinformatics tools (autumn 2018)](course)\n- Will there be lectures in holidays in [Software Project Management, Theory](course)\n- Holiday exceptions [Interacting Interculturally: Engaging in dialogue](course)\n- Course break teaching times [Euroopan unioni (kirjatentti/essee)](course)\n- Do we have a lecture during holiday in [Finlaysonin kielimaailmat](course)\n- Cancelled lectures [Maisteriopintojen esittely - HTI (in Finnish)](course)\n- Will [Journalistinen kieli - Kielenhuolto, oikeinkirjoitusoppi](course) lectures be cancelled during holiday\n- Will [Lapsuuden antropologia ja transnationaali lapsuus](course) have a lecture every week\n- I want to know the exceptions in lessons for [Opetus, ohjaus, oppiminen, verkko-opetus](course)\n- I want to know special teaching times for [Tutkimustyön perusteet - c) Tutkimusmenetelmien erityiskysymyksiä](course)\n- I want to know does the schedule for [Luova kaupunkikehittäminen](course) have any exceptions\n- I want to know Teaching times exceptions for [Kuvataidekasvatus / Harjoitukset - 2.vsk](course)- Exceptions [Opetus, ohjaus, oppiminen - Luokanopettajaopiskelijat: Pienryhmäopetus ja siihen liittyvä harjoittelu (2 op) ja kirjallisuus (2 op)](course)\n- Exception [Ryhmät ja ryhmien väliset suhteet](course)\n- What are the exceptions for [Kansainvälisen politiikan johdantokurssi (kaikki opiskelijat)](course)\n- [Seminaari I/Seminarium I](course) exceptions\n- [Kandidaatintutkielmaseminaari - Seminaari](course) exception\n- Exceptions in teaching hours [Structure of English II - Phonology and Pronunciation II](course)\n- Exceptions in teaching times [Inklusiivinen koulu - Luennot, seminaarit, kenttätehtävä ja raportointi](course)\n- Are there any exceptions in teaching [Seminaari](course)\n- What exceptions are there in [Usability Evaluation Methods](course)\n- Lecture exceptions [Semantiikka ja pragmatiikka / Semantik und Pragmatik](course)\n- Does [Poverty in the world: Hunger, inequalities and action](course) have exceptions in teaching hours\n- Were there exceptions in lectures [COURSE CANCELLED: Islamism](course)\n- Teaching times exceptions for [Kasvatus tieteellisen tutkimuksen kohteena - verkko-opetus, IV-periodi](course)\n- What were the exceptions of teaching in [Tekstianalyysi / Textanalyse](course)\n- Does the schedule for [Makrotalousteorian jatkokurssi II](course) have any exceptions\n- When were the exceptions for [Automaatit I](course)\n- The exceptions in lessons for [Experimental Research in Human-Technology Interaction](course)\n- Special teaching times for [Tieteellinen kommunikaatio ja bibliometriikka](course)\n- Is there anything special I should know about the course schedule for [Lähtötasokoe](course)\n- [Inklusiivinen pedagogiikka ja oppimisen tukeminen](course) special lecture hours\n- Special schedule [Introduction to Entrepreneurship](course)\n- Will there be lectures in holidays in [Terve ja turvallinen kouluyhteisö](course)\n- Holiday exceptions [Yhtiöoikeus](course)\n- Course break teaching times [Tutkielmaseminaari (logopedia)](course)\n- Do we have a lecture during holiday in [Book Exam in Human-Technology Interaction](course)\n- Cancelled lectures [Kauppatieteellisen tutkimuksen menetelmät (vakuutus ja riskienhallinta + laskentatoimi)](course)\n- Will [The European Union's Transnational Policies (POMLFCS2)](course) lectures be cancelled during holiday\n- Will [Curriculum Studies - Lectures](course) have a lecture every week\n- I want to know the exceptions in lessons for [Finlaysonin kielimaailmat](course)\n- I want to know special teaching times for [Tietojenkäsittelyopin syventävä opintojakso TTY:ltä](course)\n- I want to know does the schedule for [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course) have any exceptions\n- I want to know Teaching times exceptions for [Kääntämisen ja tulkkauksen teoria ja käytäntö - Tulkkausviestinnän perusteet](course)- Exceptions [Kasvatushistoria - kirjatentti (slk ja klk)](course)\n- Exception [Tiimi toimii - puheviestinnän syventävä kurssi (3. - 4. periodi)](course)\n- What are the exceptions for [Johdatus kaunokirjalliseen kääntämiseen](course)\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Etnografia](course) exceptions\n- [Eriytyvä syventävä tutkimusmenetelmäkurssi B: Metodologinen essee](course) exception\n- Exceptions in teaching hours [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course)\n- Exceptions in teaching times [Lähtötasokoe](course)\n- Are there any exceptions in teaching [Service Marketing](course)\n- What exceptions are there in [Qualitative Approach](course)\n- Lecture exceptions [Orientoivat opinnot - HOPS1](course)\n- Does [Professional Writing (online course)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Psykiatria](course)\n- Teaching times exceptions for [Seminaari (Heinonen)](course)\n- What were the exceptions of teaching in [Sosiaaliturvan ajankohtaisia kysymyksiä](course)\n- Does the schedule for [Biological data analysis with R](course) have any exceptions\n- When were the exceptions for [Ääntämisharjoituksia](course)\n- The exceptions in lessons for [Vuorovaikutuksen perusteet - verkkokurssina II](course)\n- Special teaching times for [Kielen variaatio](course)\n- Is there anything special I should know about the course schedule for [Gender and wellbeing in the global South and North](course)\n- [Seminaari (Nikunen) jatkuu keväältä](course) special lecture hours\n- Special schedule [Työpaja (matematiikan perustaitotesti)](course)\n- Will there be lectures in holidays in [Kandidaattitutkielma ja seminaari (matematiikka) - LaTeX-opinnot](course)\n- Holiday exceptions [Asiantuntijan puheviestintä ja vuorovaikutus sosiaali- ja terveysalalla (4. periodi)](course)\n- Course break teaching times [Biomolekyylit](course)\n- Do we have a lecture during holiday in [Lapsuuden, nuoruuden ja perheen tutkimuskeskus PERLAn tutkimusseminaari](course)\n- Cancelled lectures [Orientoivat opinnot - Tiedonhankintataidot](course)\n- Will [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yhteisopetusta avoimen yo:n kanssa](course) lectures be cancelled during holiday\n- Will [Valtio-opin maisteriseminaari](course) have a lecture every week\n- I want to know the exceptions in lessons for [Antiikintutkimuksen lähteet ja menetelmät](course)\n- I want to know special teaching times for [Mediakulttuurit / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- I want to know does the schedule for [Pohjoismaiden yhteiskuntaolot ja kulttuurit](course) have any exceptions\n- I want to know Teaching times exceptions for [Terveyden edistämisen interventiot, Seinäjoki](course)- Exceptions [Terveystaloustieteen tohtorikoulutussemiaari](course)\n- Exception [Kielellinen vaihtelu/Språklig variation](course)\n- What are the exceptions for [Varhaismoderni yhteiskunta](course)\n- [Euroopan unionin finanssihallinto-oikeus - Luennot ja tentti.](course) exceptions\n- [Kansainvälisen politiikan yleiset syventävät menetelmäopinnot](course) exception\n- Exceptions in teaching hours [Sosiaalihuollon hallinto ja johtaminen](course)\n- Exceptions in teaching times [Saksankielinen kaunokirjallisuus valistusajasta toiseen maailmansotaan / Deutschsprachige Literatur von der Aufklärung bis zum Zweiten Weltkrieg](course)\n- Are there any exceptions in teaching [Tilintarkastus II](course)\n- What exceptions are there in [Olio-ohjelmoinnin perusteet](course)\n- Lecture exceptions [Sosiaalioikeus - STYA1A1 Sosiaalioikeus I](course)\n- Does [Lähtötasokoe - Kirjallinen tentti](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Diskutera som specialist](course)\n- Teaching times exceptions for [Performance management in public organizations](course)\n- What were the exceptions of teaching in [Tekninen viestintä ja informaation suunnittelu](course)\n- Does the schedule for [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](course) have any exceptions\n- When were the exceptions for [Tiedonhankinnan perusteet](course)\n- The exceptions in lessons for [Kandidaattiseminaari ja -tutkielma (kunta- ja aluejohtaminen) - Seminaari Syksy 2018](course)\n- Special teaching times for [Sukupuolen ja ruumiillisuuden tutkimuksen nykykeskustelut](course)\n- Is there anything special I should know about the course schedule for [Johdatus yhteiskuntahistoriaan](course)\n- [Terveys, tieto, asiantuntijuus](course) special lecture hours\n- Special schedule [Laskentatoimen perusteet (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Will there be lectures in holidays in [Tieteellisen kirjoittamisen seminaari kvantitatiivista tutkimusta tekeville](course)\n- Holiday exceptions [Perhehoitotieteellisen tiedon syventäminen -](course)\n- Course break teaching times [Vaikuttaminen ja argumentointi](course)\n- Do we have a lecture during holiday in [Kuva- ja mediakulttuurit - Mediakulttuurit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely)](course)\n- Cancelled lectures [Orientoivat opinnot - Alkuorientaatio](course)\n- Will [SOS6.2.3 Työelämän vuorovaikutus](course) lectures be cancelled during holiday\n- Will [PhD by publication: writing integrative chapter](course) have a lecture every week\n- I want to know the exceptions in lessons for [Special Issues in Games and Internet Cultures](course)\n- I want to know special teaching times for [Terveystieteiden laadulliset tutkimusmenetelmät, kansanterveystieteen opiskelijoille](course)\n- I want to know does the schedule for [Solut](course) have any exceptions\n- I want to know Teaching times exceptions for [Kandidaatintutkielmaseminaari - Seminaari](course)- Exceptions [Työmarkkinat, työvoiman käyttö ja työllisyysturva](course)\n- Exception [Institutions, Innovation and Economic Renewal (NORDIG)](course)\n- What are the exceptions for [Lasten arki suomalaisessa yhteiskunnassa / Luennot - 1.vsk](course)\n- [Kognitiivinen neurotiede I](course) exceptions\n- [Valtio-opin maisteriseminaari](course) exception\n- Exceptions in teaching hours [Markkinoinnin ja myynnin perusteet](course)\n- Exceptions in teaching times [Johdatus matemaattiseen päättelyyn](course)\n- Are there any exceptions in teaching [Algebra 2](course)\n- What exceptions are there in [Usean muuttujan integraalilaskenta](course)\n- Lecture exceptions [Sosiaalioikeus](course)\n- Does [Asevelvollisuus Suomessa ja kansainvälisesti](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Kandidaatintutkielmaseminaari - Muuntotyöryhmä, klk19](course)\n- Teaching times exceptions for [Kuvataiteen perusteet - 1.vsk](course)\n- What were the exceptions of teaching in [Study Skills and Personal Study Planning - Basics of Information Literacy](course)\n- Does the schedule for [Tilastollisten tutkimusmenetelmien soveltaminen hoitotieteessä](course) have any exceptions\n- When were the exceptions for [Sukupuoli, perhe ja yhteiskunta](course)\n- The exceptions in lessons for [Master's Thesis Seminar and Master's Thesis (2nd year students)](course)\n- Special teaching times for [Kvantitatiivinen tutkimus kasvatustieteissä - Näyttökoe](course)\n- Is there anything special I should know about the course schedule for [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course)\n- [International tutoring / Kv-tuutorina toimiminen](course) special lecture hours\n- Special schedule [Muu valinnainen kurssi](course)\n- Will there be lectures in holidays in [Kehitys, kasvatus ja elämänkulku, monimuoto-opetus](course)\n- Holiday exceptions [Specialized Optional Research Methodology: Action research](course)\n- Course break teaching times [Liikunta pedagogisena ilmiönä - B Liikunnan vaihtevat ympäristöt](course)\n- Do we have a lecture during holiday in [Espanja II](course)\n- Cancelled lectures [Tutkiva opiskelu (keväällä 2019 perusopinnot aloittaville) - verkkokurssi](course)\n- Will [Introduction to Web Publishing - Autumn 2018](course) lectures be cancelled during holiday\n- Will [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, varhaiskasvatus](course) have a lecture every week\n- I want to know the exceptions in lessons for [Lapset ympäristönsä tutkijoina - Ympäristökasvatus](course)\n- I want to know special teaching times for [Tieteellinen kirjoittaminen](course)\n- I want to know does the schedule for [Tieteenfilosofiaa kasvatustieteen näkökulmasta](course) have any exceptions\n- I want to know Teaching times exceptions for [Specialised International Relations Research Methods (book exam/essay)](course)- Exceptions [Psykologian tutkimusmenetelmät II: kokeellinen ja korrelatiivinen tutkimus](course)\n- Exception [Kirjoitusviestintä / COMS](course)\n- What are the exceptions for [Kaikille avoin tutkijaseminaari](course)\n- [Ainedidaktiikka I](course) exceptions\n- [Todennäköisyyslaskenta](course) exception\n- Exceptions in teaching hours [Terveysviestintä](course)\n- Exceptions in teaching times [Marketing Communications](course)\n- Are there any exceptions in teaching [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 7.-8.11.2018](course)\n- What exceptions are there in [Comparative European Politics and the Finnish Political System (book exam/essay)](course)\n- Lecture exceptions [Asiantuntijan puheviestintä ja vuorovaikutus opetus- ja kasvatustyössä (4. periodi)](course)\n- Does [Philosophy of Science](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Visuaalisen journalismin erityisalueet](course)\n- Teaching times exceptions for [Journalism Start-Ups and Enterpreneurialism](course)\n- What were the exceptions of teaching in [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](course)\n- Does the schedule for [Lapset ympäristönsä tutkijoina - Matematiikka](course) have any exceptions\n- When were the exceptions for [Governing Hybrid Organizations](course)\n- The exceptions in lessons for [Advanced English Business Communication](course)\n- Special teaching times for [Teaching, Pedagogical Facilitating, Learning](course)\n- Is there anything special I should know about the course schedule for [Ohjelmointia teknisille viestijöille](course)\n- [Project Work (Spring term 2018)](course) special lecture hours\n- Special schedule [Nuorisotyön ja nuorisotutkimuksen maisteriohjelman lähijakso 14.-15.3.2019](course)\n- Will there be lectures in holidays in [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course)\n- Holiday exceptions [African and Black Diaspora Studies Research Seminar](course)\n- Course break teaching times [Vanhuus ja gerontologinen sosiaalityö](course)\n- Do we have a lecture during holiday in [Poverty in the world: Hunger, inequalities and action](course)\n- Cancelled lectures [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus - Luennot ja ryhmä-/verkkotyöskentely (klk) TAI kirjatentti (slk ja klk)](course)\n- Will [Moniammatilliset johtamisopinnot](course) lectures be cancelled during holiday\n- Will [Tuutorvastaavana toimiminen / Being a tutor in charge](course) have a lecture every week\n- I want to know the exceptions in lessons for [Filosofian työpaja](course)\n- I want to know special teaching times for [Rekisteritutkimukset](course)\n- I want to know does the schedule for [Study skills and personal study planning - Basics of Information Literacy](course) have any exceptions\n- I want to know Teaching times exceptions for [Kandidaatintutkielma - Seminaari ja tutkielma](course)- Exceptions [Project Work (Spring term 2018)](course)\n- Exception [Management and organizations I (literature)](course)\n- What are the exceptions for [Johdatus Suomen kirjallisuushistoriaan - harjoitukset](course)\n- [Kick-start to Biomedical Technology](course) exceptions\n- [Second Language Acquisition](course) exception\n- Exceptions in teaching hours [Media maailmassa - verkkokurssi](course)\n- Exceptions in teaching times [Game Project](course)\n- Are there any exceptions in teaching [Mediakasvatus, osallisuus ja aktiivinen kansalaisuus, kirjatentti](course)\n- What exceptions are there in [Euroopan unioni ja maailma](course)\n- Lecture exceptions [Varhaiskasvatuksen kehittyvä asiantuntijuus - Työssäoppiminen (2.vsk ryhmä 4)](course)\n- Does [Tieteellinen kirjoittaminen / COMS (puheviestinnän opiskelijoille)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Espanja IV](course)\n- Teaching times exceptions for [Yhdyskuntakehittämisen ajankohtaisia kysymyksiä](course)\n- What were the exceptions of teaching in [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 4. periodi](course)\n- Does the schedule for [Finnish Survival Course](course) have any exceptions\n- When were the exceptions for [Psykiatria](course)\n- The exceptions in lessons for [Tieto-oppi](course)\n- Special teaching times for [Olio-ohjelmoinnin perusteet](course)\n- Is there anything special I should know about the course schedule for [Pro gradu -tutkielma ja -seminaari](course)\n- [Basics I: Basics of Czech language II](course) special lecture hours\n- Special schedule [Johdatus visuaaliseen kulttuuriin](course)\n- Will there be lectures in holidays in [Epidemiology Journal Club](course)\n- Holiday exceptions [Inclusiveness in Local Innovation Environments](course)\n- Course break teaching times [Kansainvälisen politiikan erikoistuvat menetelmäopinnot](course)\n- Do we have a lecture during holiday in [Tutkijan digi- ja medianäkyvyys](course)\n- Cancelled lectures [Legal English](course)\n- Will [Literature and Society in Early Modern Britain](course) lectures be cancelled during holiday\n- Will [Espanja III](course) have a lecture every week\n- I want to know the exceptions in lessons for [Espanjan kielioppi II/Gramática española II](course)\n- I want to know special teaching times for [Agenda-Setting in Public Policy (POMLFCS1)](course)\n- I want to know does the schedule for [Kulttuurien kohtaaminen](course) have any exceptions\n- I want to know Teaching times exceptions for [Orientation - Orientation to studying in the Software Development programme](course)- Exceptions [Järjestöjen rooli sosiaalipolitiikassa ja vapaaehtoistyö](course)\n- Exception [KEB-21101 Mikrobiologia](course)\n- What are the exceptions for [Bioinformatics tools (spring 2019)](course)\n- [Kvalitatiivinen tutkimus kasvatustieteissä - Näyttökoe](course) exceptions\n- [Introduction to Academic English (diverse learners)](course) exception\n- Exceptions in teaching hours [Finlaysonin kielimaailmat](course)\n- Exceptions in teaching times [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- Are there any exceptions in teaching [Kaunokirjallisen kääntämisen peruskurssi](course)\n- What exceptions are there in [Kehityspsykologia I (avoin yliopisto)](course)\n- Lecture exceptions [Kandidaatin tutkielma ja seminaari (hoitotiede)](course)\n- Does [Suomen kielen rakenne S2-näkökulmasta](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Valinnainen jakso: Audiovisuaalisen kerronnan teoria ja dramaturgia](course)\n- Teaching times exceptions for [Introduction to Science and Research (autumn)](course)\n- What were the exceptions of teaching in [Terveydenhuollon koulutuspolitiikka](course)\n- Does the schedule for [Courses in Computer Science in TUT](course) have any exceptions\n- When were the exceptions for [Käsityö - Projektiosio - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat](course)\n- The exceptions in lessons for [Asiantuntijan ja esimiehen työelämätaidot](course)\n- Special teaching times for [Kielioppi I/Språkets strukturer I](course)\n- Is there anything special I should know about the course schedule for [Kielen kehitys / Luennot- 2.vsk + 1.vsk ryhmät 6 ja 7](course)\n- [Arviointimenetelmät](course) special lecture hours\n- Special schedule [Johdatus tilastotieteeseen](course)\n- Will there be lectures in holidays in [Aikuiskasvatus ja työelämä, kirjatentti, Pori](course)\n- Holiday exceptions [Theatre, Society, and Politics 1660-1760](course)\n- Course break teaching times [Parametric and Non-Parametric Statistics](course)\n- Do we have a lecture during holiday in [Global Ghallenges to the Future of Welfare State (Tampere Summer School 2018)](course)\n- Cancelled lectures [Menetelmäklinikka](course)\n- Will [Sosiaalisen median yhteisöt: menetelmällisiä ratkaisuja määrällisestä laadulliseen](course) lectures be cancelled during holiday\n- Will [Orientation](course) have a lecture every week\n- I want to know the exceptions in lessons for [Henkilöstöjohtaminen](course)\n- I want to know special teaching times for [Politiikan tutkimuksen kandidaatintutkielma ja -seminaari](course)\n- I want to know does the schedule for [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Kuuntelukasvatus](course) have any exceptions\n- I want to know Teaching times exceptions for [Strateginen johtaminen julkisyhteisöissä](course)- Exceptions [Äänen tutkimus ja kuntoutus](course)\n- Exception [Orientoivat opinnot ja HOPS (pohjoismaiset kielet)](course)\n- What are the exceptions for [Cultural Transitions](course)\n- [Lineaarialgebra 1B](course) exceptions\n- [Semantiikan harjoituskurssi](course) exception\n- Exceptions in teaching hours [Käsitteellinen mallintaminen I](course)\n- Exceptions in teaching times [Moniammatilliset johtamisopinnot](course)\n- Are there any exceptions in teaching [Asioimistulkkaus venäjä-suomi-venäjä](course)\n- What exceptions are there in [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](course)\n- Lecture exceptions [Sosiaalityön vuorovaikutuksen tutkimus - Sosnet-verkkokurssi](course)\n- Does [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 3. periodi](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Tiede, tutkimus, kirjoittaminen (verkkokurssi)](course)\n- Teaching times exceptions for [Äkilliset traumaattiset kriisit ja niiden käsittely](course)\n- What were the exceptions of teaching in [Ruotsin kielen valmentava kurssi](course)\n- Does the schedule for [Multi-level Modelling (MLM) - Concepts and Practice -](course) have any exceptions\n- When were the exceptions for [Liikunta pedagogisena ilmiönä - A Liikunnan ainedidaktiikka (yhteiset seminaarit)](course)\n- The exceptions in lessons for [Lähtötasokoe](course)\n- Special teaching times for [Matemaattiset aineet - Johdatus lukukäsitteeseen ja toimintamateriaalit - 1. vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (luennot)](course)\n- Is there anything special I should know about the course schedule for [Työelämän korttipakka](course)\n- [Lähihistorian ryhmä](course) special lecture hours\n- Special schedule [Orientaatio maisteriopintoihin](course)\n- Will there be lectures in holidays in [Lukeminen ja kirjoittaminen oppimisen haasteena - (luennot)](course)\n- Holiday exceptions [Introduction to Academic English (diverse learners)](course)\n- Course break teaching times [Information Visualization](course)\n- Do we have a lecture during holiday in [Johdatus visuaaliseen kulttuuriin](course)\n- Cancelled lectures [Seminaari (Nikunen) jatkuu keväältä](course)\n- Will [Sosiaalipolitiikan ideat ja käytännöt](course) lectures be cancelled during holiday\n- Will [Poliittinen kommunikaatio ja retoriikka (kirjatentti/essee)](course) have a lecture every week\n- I want to know the exceptions in lessons for [Globaali, lokaali ja yhteisöllisyys sosiaalityössä (kirjatentti)](course)\n- I want to know special teaching times for [Writing the Nation](course)\n- I want to know does the schedule for [Work and Health](course) have any exceptions\n- I want to know Teaching times exceptions for [Kerronnan monet muodot (luentokurssi korvaa kirjatentin)](course)- Exceptions [Tilastomenetelmien perusteet](course)\n- Exception [Verkkomedian suunnittelu - verkkokurssi](course)\n- What are the exceptions for [Pitkä harjoittelu](course)\n- [Tekniikan käännösviestinnän seminaari englanti-suomi](course) exceptions\n- [Liikekirjanpito ja tilinpäätös](course) exception\n- Exceptions in teaching hours [Responsible Business and Social Accounting (Online course)](course)\n- Exceptions in teaching times [Kulttuurien kohtaaminen](course)\n- Are there any exceptions in teaching [Tilastotieteen matriisilaskenta ja laskennalliset menetelmät](course)\n- What exceptions are there in [Työelämävalmiudet ja asiantuntijuus - valmennusseminaari ja palautekeskustelu](course)\n- Lecture exceptions [Kohti matematiikan opettajuutta 1(TTY)](course)\n- Does [Terveydenhuollon ja terveystutkimuksen etiikka, Seinäjoki](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Lausekielinen ohjelmointi I](course)\n- Teaching times exceptions for [Inklusiivinen varhaiskasvatus / Harjoitukset - 3.vsk](course)\n- What were the exceptions of teaching in [Introduction to Web Publishing (Tampere Summer School 2018)](course)\n- Does the schedule for [Thesis seminar](course) have any exceptions\n- When were the exceptions for [Yritysjuridiikan perusteet (avoin yliopisto-opetus)](course)\n- The exceptions in lessons for [Keskustelun- ja diskurssianalyysi / Gesprächs- und Diskursanalyse](course)\n- Special teaching times for [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](course)\n- Is there anything special I should know about the course schedule for [Kirjallinen viestintä I - Sanasto- ja rakenneharjoitukset](course)\n- [Moniulotteinen markkinointi (avoin yliopisto-opetus), monimuoto-opetus](course) special lecture hours\n- Special schedule [Johdatus kunta- ja aluejohtamiseen (avoin yliopisto-opetus), monimuoto-opetus](course)\n- Will there be lectures in holidays in [Vierailuluentoja johtamisesta](course)\n- Holiday exceptions [Väitöskirja (tutkijaseminaarit)](course)\n- Course break teaching times [Making sense of globalization - Theorizing beyond the nation-state - seminar](course)\n- Do we have a lecture during holiday in [Orientaatio filosofian tutkinto-ohjelman opintoihin](course)\n- Cancelled lectures [Methods in Text and Discourse Analysis](course)\n- Will [Espanja IV](course) lectures be cancelled during holiday\n- Will [Viestintä ammatillisissa ja läheisissä vuorovaikutussuhteissa](course) have a lecture every week\n- I want to know the exceptions in lessons for [Hoitotiede tieteenä](course)\n- I want to know special teaching times for [Johdatus yritysjuridiikkaan](course)\n- I want to know does the schedule for [Kirjallisuustieteen tohtoriohjelman tutkijaseminaari](course) have any exceptions\n- I want to know Teaching times exceptions for [Kandidaatin tutkielma ja seminaari (syksy)](course)- Exceptions [Terveys, tieto, asiantuntijuus](course)\n- Exception [Kirjoitusviestintä / COMS](course)\n- What are the exceptions for [Pro gradu -tutkielma ja -seminaari, syksyllä 2018 aloittavat ryhmät](course)\n- [Luemme ja keskustelemme venäjäksi](course) exceptions\n- [Business Ethics (Lectures)](course) exception\n- Exceptions in teaching hours [Ranskan kielen suullinen harjoituskurssi](course)\n- Exceptions in teaching times [Moniammatillisuus, yhteisö ja vuorovaikutus / Luennot - 3.vsk + 2.vsk ryhmä 4](course)\n- Are there any exceptions in teaching [Current Issues in Speech Communication (Puheviestintä tieteenä jatkuu)](course)\n- What exceptions are there in [Orientoivat opinnot - Tiedonhankintataidot](course)\n- Lecture exceptions [Perehdyttäminen tietotekniikan alkeisiin (kevät)](course)\n- Does [Ilmoittautuminen pro gradu -seminaariin, tammikuussa 2019 alkavat ryhmät](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Game Theory/Advanced Course in Microeconomics](course)\n- Teaching times exceptions for [Sote ja sosiaalipolitiikka](course)\n- What were the exceptions of teaching in [Valtio-opin maisteriseminaari](course)\n- Does the schedule for [Taloustieteen matematiikka I](course) have any exceptions\n- When were the exceptions for [Preparatory Course in Reading and Writing for Academic Purposes (online)](course)\n- The exceptions in lessons for [Graduseminaari (Junkkari)](course)\n- Special teaching times for [Terve ja turvallinen kouluyhteisö](course)\n- Is there anything special I should know about the course schedule for [Tutkimusprosessin hallinta tohtoriopinnoissa](course)\n- [Aikuiskasvatus ja työelämä, kirjatentti slk tai klk](course) special lecture hours\n- Special schedule [Kääntämisen ja tulkkauksen teoria ja käytäntö - Käännösteoria](course)\n- Will there be lectures in holidays in [Tekstiklinikka tutkielman kirjoittajille](course)\n- Holiday exceptions [Julkinen eurooppaoikeus - Eurooppalaisen ihmisoikeustutkimuksen syventava kurssi](course)\n- Course break teaching times [Työelämän korttipakka](course)\n- Do we have a lecture during holiday in [Euroopan integraation teoria ja ulkosuhteet (kirjatentti/essee)](course)\n- Cancelled lectures [Grammaire/Kielioppi](course)\n- Will [Yhteiskunnan mittaaminen (verkkokurssi)](course) lectures be cancelled during holiday\n- Will [Uuden ajan alun murroksia](course) have a lecture every week\n- I want to know the exceptions in lessons for [Eurooppa-vero-oikeus](course)\n- I want to know special teaching times for [Tutkijan puheviestintä](course)\n- I want to know does the schedule for [Kuva, sana ja ääni -multimodaalisuuskurssi](course) have any exceptions\n- I want to know Teaching times exceptions for [Johdatus viestintään ja mediaan](course)- Exceptions [Draama - 2.vsk ja opinnot 1½ lukuvuodessa suorittavat 1.vsk ja POM-opintoihin opinto-oikeuden saaneet opiskelijat( luennot)](course)\n- Exception [Maisteriopintojen esittely - CBDA](course)\n- What are the exceptions for [Omaan tieteenalaan ja tutkimusaiheeseen liittyvät opinnot teatteritaiteen tohtorin tutkinnossa](course)\n- [Kandidaattiseminaari ja tutkielma (laskentatoimi) - Kandidaattiseminaari, kevät 2018](course) exceptions\n- [Opetus, ohjaus, oppiminen - Luennot (1 op) EDUn opiskelijoille TAI luennot (1 op) ja kirjatentti (4 op) opintojakson valinnaisena suorittaville](course) exception\n- Exceptions in teaching hours [Orientation and Study Planning](course)\n- Exceptions in teaching times [Introduction to Argumentation and Scientific Reasoning](course)\n- Are there any exceptions in teaching [Quantitative Approach](course)\n- What exceptions are there in [Tutkimustyön perusteet - b) Tutkimusmenetelmät](course)\n- Lecture exceptions [Internationalisation in Education - (Tampere Summer School 2018)](course)\n- Does [Theories of Welfare States and Comparative Social Policy: An introduction](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Seminaari I, kandidaatintutkielma ja kypsyysnäyte - Seminaari I](course)\n- Teaching times exceptions for [Sosiaalityön toimintaympäristöt](course)\n- What were the exceptions of teaching in [Radiokääntäminen (venäjä)](course)\n- Does the schedule for [Johdatus viestintään ja mediaan - verkkokurssi](course) have any exceptions\n- When were the exceptions for [EU Financial Management](course)\n- The exceptions in lessons for [History of Education - book exam](course)\n- Special teaching times for [Terveys politiikassa, taloudessa ja järjestelmissä](course)\n- Is there anything special I should know about the course schedule for [Yhtiöoikeuden syventävä opintojakso](course)\n- [Asiantuntijan puheviestintä ja vuorovaikutus / AHOT (näyttökoe)](course) special lecture hours\n- Special schedule [Johdatus viestinnän tutkimukseen ja analyysiin - kirjatentti](course)\n- Will there be lectures in holidays in [Terveys, tieto, asiantuntijuus](course)\n- Holiday exceptions [Identity and Lifecourse - Lectures, reading groups and essay](course)\n- Course break teaching times [Orientoivat opinnot ja HOPS (englannin kieli, kirjallisuus ja kääntäminen)](course)\n- Do we have a lecture during holiday in [Varhaismoderni yhteiskunta](course)\n- Cancelled lectures [Asiantuntijan puheviestintä ja vuorovaikutus (1. periodi)](course)\n- Will [Johdatus tieteenfilosofiaan](course) lectures be cancelled during holiday\n- Will [Eriytyvä syventävä tutkimusmenetelmäkurssi A: Etnografia](course) have a lecture every week\n- I want to know the exceptions in lessons for [Kvantitatiivinen tutkimus kasvatustieteissä - Harjoitukset, yleinen](course)\n- I want to know special teaching times for [Seminaari (Ridell)](course)\n- I want to know does the schedule for [Äänen tutkimus ja kuntoutus](course) have any exceptions\n- I want to know Teaching times exceptions for [Sosiaalityön tutkimuksen metodologisia suunnistuksia](course)- Exceptions [Critical theory and social ontology](course)\n- Exception [Postgraduate seminar in Interactive Technology (Turunen)](course)\n- What are the exceptions for [Suomi ja maailman kielet](course)\n- [MED Research Day](course) exceptions\n- [Olio-ohjelmoinnin perusteet](course) exception\n- Exceptions in teaching hours [Tutkimusprosessin hallinta tohtoriopinnoissa](course)\n- Exceptions in teaching times [Writing for Research](course)\n- Are there any exceptions in teaching [Musiikin tiedolliset valmiudet ja niiden soveltaminen - Kuuntelukasvatus](course)\n- What exceptions are there in [Oppimisyhteisöt ja vuorovaikutus, kirjatentti, Pori](course)\n- Lecture exceptions [Science and Biotechnology Journal Club](course)\n- Does [Rahatalous](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Käännösviestintä suomi - saksa / Translation Finnisch-Deutsch](course)\n- Teaching times exceptions for [Yhteiskunnallinen laskentatoimi](course)\n- What were the exceptions of teaching in [Verkkojulkaisemisen perusteet (keväällä 2018 opintokokonaisuuden aloittaneille) - verkkokurssi](course)\n- Does the schedule for [European Integration Theory and External Relations (book exam/essay)](course) have any exceptions\n- When were the exceptions for [Pro gradu -seminaari 2018-2019 (vaihe I)](course)\n- The exceptions in lessons for [Master's Thesis Seminar in Software Development](course)\n- Special teaching times for [Ruotsin kielen kirjallinen ja suullinen viestintä (ensijaisesti EDU:n opiskelijoille), 3. periodi](course)\n- Is there anything special I should know about the course schedule for [Theatre, Society, and Politics 1660-1760](course)\n- [Professional Writing (online course)](course) special lecture hours\n- Special schedule [Tekstilingvistiikka / Textlinguistik](course)\n- Will there be lectures in holidays in [Professional Writing (online course)](course)\n- Holiday exceptions [Monikulttuurinen kirjallisuus Suomessa](course)\n- Course break teaching times [Lain ja hallinnon käännösviestinnän seminaari ranska-suomi](course)\n- Do we have a lecture during holiday in [Kaunokirjallinen kääntäminen venäjä-suomi](course)\n- Cancelled lectures [Kehitys, kasvatus ja elämänkulku - Pienryhmät 1 op ja kirjallisuus 2 op (EDUn tutkinto-opiskelijat, aineenop.opiskelijat, avoin yo/lähiopetus)](course)\n- Will [Mental Health Research: Using the Knowledge and Adding to it](course) lectures be cancelled during holiday\n- Will [Julkisoikeuden tutkimuspraktikum](course) have a lecture every week\n- I want to know the exceptions in lessons for [Grammaire/Kielioppi](course)\n- I want to know special teaching times for [Representations and Identities](course)\n- I want to know does the schedule for [Ympäristökasvatus / Luennot - 2.vsk + 1.vsk ryhmät 6 ja 7](course) have any exceptions\n- I want to know Teaching times exceptions for [Kuva- ja mediakulttuurit - Kuvakulttuurit 1 vsk ja erillisen opinto-oikeuden POM-opintoihin saaneet opiskelijat (ryhmätyöskentely/taidemuseot harjoitusryhmät)](course)- Exceptions [Valtio-opin maisteriseminaari](course)\n- Exception [Vanhat ja uudet klassikot (kirjatentti/essee)](course)\n- What are the exceptions for [Käännösviestintä II englanti-suomi](course)\n- [Tieteellinen kirjoittaminen / COMS (kirjallisuuden opiskelijoille)](course) exceptions\n- [Julkistalouden valvonta ja tarkastus](course) exception\n- Exceptions in teaching hours [Tutkijan puheviestintä](course)\n- Exceptions in teaching times [Managing Research Information](course)\n- Are there any exceptions in teaching [Kandidaatin tutkielma ja seminaari (kurssi alkaa keväällä 2019 Hoitotieteen opiskelijoille)](course)\n- What exceptions are there in [Lausekielinen ohjelmointi II](course)\n- Lecture exceptions [Harjoittelu ja työelämävalmiudet](course)\n- Does [Political Systems Outside of Europe (book exam/essay)](course) have exceptions in teaching hours\n- Were there exceptions in lectures [Journalistinen kieli - Tekstinhuolto](course)\n- Teaching times exceptions for [Tekniikan käännösviestinnän seminaari englanti-suomi](course)\n- What were the exceptions of teaching in [Management Accounting and Human Behaviour](course)\n- Does the schedule for [Korkeakoulut työyhteisöinä - Kehittämistehtävä](course) have any exceptions\n- When were the exceptions for [Seminaari](course)\n- The exceptions in lessons for [Vaikuttaminen ja argumentointi](course)\n- Special teaching times for [Shakespeare: Past and Present](course)\n- Is there anything special I should know about the course schedule for [Tekninen työ -](course)\n- [Introduction to Cultural Psychology](course) special lecture hours\n- Special schedule [Kuvataiteen vaihtuvateemainen opintojakso/Elokuva mediakasvatuksen välineenä](course)\n- Will there be lectures in holidays in [Welfare State Theories](course)\n- Holiday exceptions [Historian määrällisen tiedon esittäminen](course)\n- Course break teaching times [Johdatus viestinnän tutkimukseen ja analyysiin - verkkokurssi](course)\n- Do we have a lecture during holiday in [Oikeustulkkaus I/II (monikielinen)](course)\n- Cancelled lectures [Taloustiede, talouspolitiikka ja ajankohtaiset taloudelliset ja yhteiskunnalliset ongelmat](course)\n- Will [Tieteenfilosofiaa kasvatustieteen näkökulmasta](course) lectures be cancelled during holiday\n- Will [Yhtiöoikeuden syventävä opintojakso](course) have a lecture every week\n- I want to know the exceptions in lessons for [Äärellisten mallien teorian seminaari (Finite model theory seminar)](course)\n- I want to know special teaching times for [Strategia ja yrittäjyys](course)\n- I want to know does the schedule for [Eheyttävä musiikkikasvatus / Harjoitukset - 2.vsk](course) have any exceptions\n- I want to know Teaching times exceptions for [Kirjallinen viestintä I / Schriftliche Kommunikation I](course)" }, { "alpha_fraction": 0.6550918817520142, "alphanum_fraction": 0.6554104089736938, "avg_line_length": 31.12969207763672, "blob_id": "958587a66588407231d2c1407438e1ab384c80b3", "content_id": "99df911bfc26ac9c403d1c3d77113cc1fbe74d26", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 9417, "license_type": "permissive", "max_line_length": 83, "num_lines": 293, "path": "/rasaintentit/data/ohjelma_tunintenttien_generoimiseen/tunintentit_gener.md", "repo_name": "woroko/TUNIBot", "src_encoding": "UTF-8", "text": "\n## intent:startDate\n- When does [*](course) start\n- When does [*](course) start\n- When does [*](course) start\n- When does [*](course) begin\n- When does [*](course) begin\n- When will [*](course) begin\n- When will [*](course) begin\n- When will [*](course) begin\n- When will [*](course) begin\n- When does [*](course) begin\n- When will [*](course) start\n- When will [*](course) start\n- When will [*](course) start\n- When will [*](course) start\n- When is [*](course)\n- [*](course) when\n- When [*](course)\n- [*](course) start\n- [*](course) start date\n- [*](course) starting date\n- [*](course) begins\n- Tell me the start date of [*](course)\n- What day will [*](course) start\n- When do I have [*](course)\n- When do we have [*](course)\n- The start date of [*](course)\n- Start date for [*](course)\n- Start of [*](course)\n- I want to know when [*](course) starts\n- I want to know when will [*](course) start\n- I want to know the start date of [*](course)\n- I want to know when [*](course) begin\n- Tell me the start date of [*](course)\n- Tell me when [*](course) begins\n- What day will [*](course) start\n\n\n## intent:creditsMin\n- How many points [*](course)\n- How many credits [*](course)\n- How many ECTS [*](course)\n- How many student credits [*](course)\n- How many student points [*](course)\n- How many student credits from [*](course)\n- How many student points from [*](course)\n- How many ECTS from [*](course)\n- How many student credits is [*](course)\n- How many points is [*](course)\n- How many credits is [*](course)\n- How many ECTS is [*](course)\n- How many student credits is [*](course)\n- How many student points is [*](course)\n- Student points [*](course)\n- Student credits [*](course)\n- ECTS [*](course)\n- [*](course) ECTS\n- [*](course) course points\n- [*](course) student points\n- [*](course) points\n- [*](course) amount of points\n- [*](course) credits\n- [*](course) the amount of ECTS\n- How many points [*](course) is\n- How many ECTS [*](course) will be\n- Credits [*](course)\n- How many credits can I get from [*](course)\n- How many ECTS can I get from [*](course)\n- How many student points can I get from [*](course)\n- I want to know how many credits can I get from [*](course)\n- I want to know how many ECTS can I get from [*](course)\n- I want to know how many student points can I get from [*](course)\n- I want to know the amount of student points [*](course)\n\n\n## intent:paikka\n- Where is [*](course)\n- Where is course [*](course)\n- Where is class [*](course)\n- Where is lecture [*](course)\n- Where is the classroom [*](course)\n- Where can I find [*](course)\n- How to get to [*](course)\n- Where [*](course)\n- Location [*](course)\n- Find [*](course)\n- How to find [*](course)\n- How can I find [*](course)\n- Which classroom is [*](course)\n- What is the classroom for [*](course)\n- Which room is [*](course)\n- I'd like to find [*](course)\n- Where can I find [*](course)\n- [*](course) place\n- [*](course) where\n- [*](course) location\n- Locate [*](course)\n- Where is [*](course) located\n- The location of [*](course) class\n- I can't find [*](course)\n- I'm trying to find [*](course)\n- I want to know the location of [*](course)\n- I want to know where [*](course) is\n- I want to know the classroom for [*](course)\n- I want to know how to find [*](course)\n\n\n## intent:opetusajat\n- Schedule [*](course)\n- [*](course) schedule\n- [*](course) weekly schedule\n- [*](course) weekly\n- What is the schedule for [*](course)\n- What is the schedule [*](course)\n- When are classes for [*](course)\n- Classes [*](course)\n- When are classes [*](course)\n- Teaching times [*](course)\n- Teaching hours [*](course)\n- Teaching [*](course)\n- [*](course) teaching\n- Week [*](course)\n- Lectures [*](course)\n- When are lectures [*](course)\n- Hours weekly [*](course)\n- When are the classes [*](course) weekly\n- [*](course) teaching times\n- When are [*](course) teaching times\n- What are [*](course) teaching times\n- When are lectures [*](course)\n- The schedule for [*](course)\n- What are the teaching times for [*](course)\n- [*](course) times\n- [*](course) hours\n- I want to know when [*](course) teaching times are\n- I want to know teaching times of [*](course)\n- I want to know the schedule of [*](course)\n- I want to know when the lectures in course [*](course) are\n\n\n## intent:kieli\n- Teaching language [*](course)\n- Lecture language [*](course)\n- What is the teaching language in [*](course)\n- Teaching language in [*](course)\n- What language is [*](course)\n- Is [*](course) in english\n- Is [*](course) in finnish\n- [*](course) language\n- [*](course) teaching language\n- Is [*](course) taught in english\n- Is [*](course) taught in english\n- Can I pass [*](course) in english\n- Which language is [*](course)\n- What is [*](course) language\n- What is the language of [*](course) is\n- The teaching language of [*](course)\n- What language is used in [*](course)\n- Which language [*](course) is used\n- [*](course) spoken language\n- [*](course) languages\n- What are [*](course) languages\n- The [*](course) language\n- [*](course) teaching languages\n- The language of [*](course)\n- Teaching language in [*](course)\n- [*](course) in which language\n- What language do they speak in [*](course)\n- I want to know which language [*](course) is used\n- I want to know the language of [*](course)\n- I want to know what language do they speak in [*](course)\n- I want to know is [*](course) taught in english\n\n\n## intent:periodi\n- Period [KATTAP11](course)\n- Semester [*](course)\n- Quarter [*](course)\n- Academic term [*](course)\n- [*](course) semester\n- [*](course) academic term\n- [*](course) quarter\n- This semester [*](course)\n- What period [*](course)\n- What study period [*](course)\n- What study period is [*](course) in\n- What period will [*](course) begin\n- [*](course) period\n- Is [*](course) this period\n- Which period is [*](course)\n- Which period will [*](course) begin\n- What period will [*](course) begin\n- [*](course) curriculum\n- When is [*](course) in the curriulum\n- The period of [*](course)\n- Study period of [*](course)\n- Semester [*](course)\n- Which semester will [*](course) start\n- Which semester is [*](course)\n- Is [*](course) this semester\n- What semester is [*](course)\n- Academic term [*](course)\n- Which academic term will [*](course) begin\n- Which academic term is [*](course)\n- [*](course) academic term\n- Which semester will [*](course) begin\n- The period of [*](course)\n- The semester of [*](course)\n- The academic term of [*](course)\n- The quarter of [*](course)\n- Which quarter is [*](course)\n- What is the quarter of [*](course)\n- Which quarter will [*](course) begin\n- I want to know which semester will [*](course) start\n- I want to know which semester is [*](course)\n- I want to know the study period of [*](course)\n- I want to know the academic term for [*](course)\n\n\n## intent:poikkeusajat\n- Exceptions [*](course)\n- Exception [*](course)\n- What are the exceptions for [*](course)\n- [*](course) exceptions\n- [*](course) exception\n- Exceptions in teaching hours [*](course)\n- Exceptions in teaching times [*](course)\n- Are there any exceptions in teaching [*](course)\n- What exceptions are there in [*](course)\n- Lecture exceptions [*](course)\n- Does [*](course) have exceptions in teaching hours\n- Were there exceptions in lectures [*](course)\n- Teaching times exceptions for [*](course)\n- What were the exceptions of teaching in [*](course)\n- Does the schedule for [*](course) have any exceptions\n- When were the exceptions for [*](course)\n- The exceptions in lessons for [*](course)\n- Special teaching times for [*](course)\n- Is there anything special I should know about the course schedule for [*](course)\n- [*](course) special lecture hours\n- Special schedule [*](course)\n- Will there be lectures in holidays in [*](course)\n- Holiday exceptions [*](course)\n- Course break teaching times [*](course)\n- Do we have a lecture during holiday in [*](course)\n- Cancelled lectures [*](course)\n- Will [*](course) lectures be cancelled during holiday\n- Will [*](course) have a lecture every week\n- I want to know the exceptions in lessons for [*](course)\n- I want to know special teaching times for [*](course)\n- I want to know does the schedule for [*](course) have any exceptions\n- I want to know Teaching times exceptions for [*](course)\n\n\n## intent:nimi\n- What is the name of [*](course)\n- [*](course) name\n- [*](course) name is\n- [*](course) name full\n- [*](course) complete name\n- [*](course) name actual\n- [*](course) whole name\n- What is name [*](course)\n- The name of [*](course)\n- Name [*](course)\n- What is the full name of [*](course)\n- What is [*](course) called\n- What is the course code [*](course) called\n- What course is [*](course)\n- [*](course) named\n- What's [*](course) named\n- Name of [*](course)\n- Tell me the name of [*](course)\n- Say the name of [*](course)\n- The whole name of [*](course)\n- [*](course) full name\n- [*](course) entire name\n- [*](course) whole name\n- [*](course) meaning\n- What does [*](course) mean\n- What means [*](course)\n- I want to know what [*](course) means\n- I want to know what [*](course) actually means\n- What is the meaning of [*](course)\n- [*](course) meaning\n- True name of [*](course)\n- Real name of [*](course)\n- Which course is [*](course)\n- What [TECHS3(course) means\n- I want to know what [*](course) stands for\n- I want to know the full name of course code [*](course)\n- I want to know the whole name of [*](course)\n- I want to know the name of [*](course)\n\n\n" } ]
39
xspurs/graduate-student
https://github.com/xspurs/graduate-student
a5d054c4f58b1d3b5d6f9f750b4b891fd5c775fd
93867b0b13d10ef3ec390b83f7f6a71868ab745e
aa3ea44cf81a9a58be67d7685e517a0daf119476
refs/heads/master
2020-04-08T11:49:28.915110
2019-01-15T01:04:03
2019-01-15T01:04:03
159,321,547
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6731470227241516, "alphanum_fraction": 0.6780073046684265, "avg_line_length": 30.253164291381836, "blob_id": "b5527d7e899d61adc95939df1818d6730bacaca2", "content_id": "b96358197fbf16c6a24f35e8238182dbdc7834c0", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Java", "length_bytes": 2469, "license_type": "permissive", "max_line_length": 129, "num_lines": 79, "path": "/big-data-assignment/src/main/java/com/brctl/hadoop/mr/Stripes.java", "repo_name": "xspurs/graduate-student", "src_encoding": "UTF-8", "text": "package com.brctl.hadoop.mr;\n\nimport org.apache.hadoop.conf.Configuration;\nimport org.apache.hadoop.fs.Path;\nimport org.apache.hadoop.io.IntWritable;\nimport org.apache.hadoop.io.Text;\nimport org.apache.hadoop.mapreduce.Job;\nimport org.apache.hadoop.mapreduce.Mapper;\nimport org.apache.hadoop.mapreduce.Reducer;\nimport org.apache.hadoop.mapreduce.lib.input.FileInputFormat;\nimport org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;\n\nimport java.io.IOException;\n\n/**\n * Stripes\n * @author duanxiaoxing\n * @created 2018/12/30\n */\npublic class Stripes {\n\n\n /**\n * Mapper\n */\n public static class StripesMapper extends Mapper<Object, Text, Text, IntWritable> {\n @Override\n protected void setup(Context context) throws IOException, InterruptedException {\n super.setup(context);\n }\n\n @Override\n protected void map(Object key, Text value, Context context) throws IOException, InterruptedException {\n super.map(key, value, context);\n }\n\n @Override\n protected void cleanup(Context context) throws IOException, InterruptedException {\n super.cleanup(context);\n }\n }\n\n\n /**\n * Reducer\n */\n public class StripesReducer extends Reducer<Text, IntWritable,Text, IntWritable> {\n @Override\n protected void setup(Context context) throws IOException, InterruptedException {\n super.setup(context);\n }\n\n @Override\n protected void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException {\n super.reduce(key, values, context);\n }\n\n @Override\n protected void cleanup(Context context) throws IOException, InterruptedException {\n super.cleanup(context);\n }\n }\n\n\n public static void main(String[] args) throws Exception {\n Configuration conf = new Configuration();\n Job job = Job.getInstance(conf, \"stripes count\");\n job.setJarByClass(WordCount.class);\n job.setMapperClass(StripesMapper.class);\n job.setCombinerClass(StripesReducer.class);\n job.setReducerClass(StripesReducer.class);\n job.setOutputKeyClass(Text.class);\n job.setOutputValueClass(IntWritable.class);\n FileInputFormat.addInputPath(job, new Path(args[0]));\n FileOutputFormat.setOutputPath(job, new Path(args[1]));\n System.exit(job.waitForCompletion(true) ? 0 : 1);\n }\n\n}\n" }, { "alpha_fraction": 0.657202959060669, "alphanum_fraction": 0.6614090204238892, "avg_line_length": 28.71875, "blob_id": "2591e4f48a887adc2fddac4840bd71ebee58cbbf", "content_id": "5e05d25f0827c86e45146287bc736df56f32112a", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 951, "license_type": "permissive", "max_line_length": 82, "num_lines": 32, "path": "/algorithm-introduction/homework_2.py", "repo_name": "xspurs/graduate-student", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\nimport os, tarfile\n\nstatistics = dict({'regular_file_num':0,'positive_value':0})\n\ndef unpack_tar_gz(path_name):\n\tif os.path.isfile(path_name):\n\t\tif tarfile.is_tarfile(path_name):\n\t\t\tarchive = tarfile.open(path_name, 'r:gz')\n\t\t\tfor tarinfo in archive:\n\t\t\t\tarchive.extract(tarinfo, os.path.dirname(path_name))\n\t\t\t\t# recursive invoke\n\t\t\t\tunpack_tar_gz(os.path.join(os.path.dirname(path_name), tarinfo.name))\n\t\telse:\n\t\t\tstatistics['regular_file_num'] = statistics.get('regular_file_num') + 1\n\t\t\twith open(path_name) as f:\n\t\t\t\tfor line in f.readlines():\n\t\t\t\t\ttry:\n\t\t\t\t\t\tif int(line) > 0:\n\t\t\t\t\t\t\tstatistics['positive_value'] = statistics.get('positive_value') + int(line)\n\t\t\t\t\texcept ValueError as e:\n\t\t\t\t\t\tpass\n\n\nif __name__ == '__main__':\n\ttar_file_path = input(\"Please input tar file path(abs): \")\n\tif (os.path.isabs(tar_file_path)):\n\t\tunpack_tar_gz(tar_file_path)\n\t\tprint(statistics)\n\telse:\n\t\tprint(\"Input path is not abs path.\")\n" }, { "alpha_fraction": 0.4622481167316437, "alphanum_fraction": 0.4804564118385315, "avg_line_length": 33.32500076293945, "blob_id": "783f6a493c1a90852009fe26ba247aafb6a74ad3", "content_id": "317004bb5099daf739e109e562301d07f9221227", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Maven POM", "length_bytes": 4119, "license_type": "permissive", "max_line_length": 107, "num_lines": 120, "path": "/big-data-assignment/pom.xml", "repo_name": "xspurs/graduate-student", "src_encoding": "UTF-8", "text": "<project xmlns=\"http://maven.apache.org/POM/4.0.0\" xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\"\n xsi:schemaLocation=\"http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd\">\n <modelVersion>4.0.0</modelVersion>\n\n <groupId>com.brctl</groupId>\n <artifactId>big-data-assignment</artifactId>\n <version>1.0.0-SNAPSHOT</version>\n <packaging>jar</packaging>\n\n <name>big-data-assignment</name>\n <url>http://maven.apache.org</url>\n\n <properties>\n <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>\n </properties>\n\n <dependencies>\n <!-- spark-core -->\n <dependency>\n <groupId>org.apache.spark</groupId>\n <artifactId>spark-core_2.11</artifactId>\n <version>2.4.0</version>\n </dependency>\n\n <!-- spark-sql -->\n <dependency>\n <groupId>org.apache.spark</groupId>\n <artifactId>spark-sql_2.11</artifactId>\n <version>2.4.0</version>\n </dependency>\n\n <!-- scala-lang -->\n <dependency>\n <groupId>org.scala-lang</groupId>\n <artifactId>scala-library</artifactId>\n <version>2.11.12</version>\n </dependency>\n\n <!-- commons-cli -->\n <dependency>\n <groupId>commons-cli</groupId>\n <artifactId>commons-cli</artifactId>\n <version>1.4</version>\n </dependency>\n\n <!-- lombok -->\n <dependency>\n <groupId>org.projectlombok</groupId>\n <artifactId>lombok</artifactId>\n <version>1.16.14</version>\n </dependency>\n\n <!-- hadoop -->\n <!--<dependency>-->\n <!--<groupId>org.apache.hadoop</groupId>-->\n <!--<artifactId>hadoop-common</artifactId>-->\n <!--<version>3.1.1</version>-->\n <!--</dependency>-->\n\n <!--<dependency>-->\n <!--<groupId>org.apache.hadoop</groupId>-->\n <!--<artifactId>hadoop-core</artifactId>-->\n <!--<version>2.6.0-mr1-cdh5.16.0</version>-->\n <!--<type>pom</type>-->\n <!--</dependency>-->\n\n <!--<dependency>-->\n <!--<groupId>org.apache.hadoop</groupId>-->\n <!--<artifactId>hadoop-core</artifactId>-->\n <!--<version>1.2.1</version>-->\n <!--</dependency>-->\n\n <!--<dependency>-->\n <!--<groupId>org.apache.hadoop</groupId>-->\n <!--<artifactId>hadoop-mapreduce-client-jobclient</artifactId>-->\n <!--<version>3.1.1</version>-->\n <!--<scope>provided</scope>-->\n <!--</dependency>-->\n </dependencies>\n\n <build>\n <finalName>big-data-assignment</finalName>\n <plugins>\n <plugin>\n <groupId>org.apache.maven.plugins</groupId>\n <artifactId>maven-compiler-plugin</artifactId>\n <version>3.6.1</version>\n <configuration>\n <source>1.8</source>\n <target>1.8</target>\n <encoding>UTF-8</encoding>\n </configuration>\n </plugin>\n <!-- scala compile plugin -->\n <plugin>\n <groupId>net.alchim31.maven</groupId>\n <artifactId>scala-maven-plugin</artifactId>\n <version>3.1.3</version>\n <executions>\n <execution>\n <id>scala-compile-first</id>\n <phase>process-resources</phase>\n <goals>\n <goal>add-source</goal>\n <goal>compile</goal>\n </goals>\n </execution>\n <execution>\n <id>scala-test-compile</id>\n <phase>process-test-resources</phase>\n <goals>\n <goal>testCompile</goal>\n </goals>\n </execution>\n </executions>\n </plugin>\n </plugins>\n </build>\n\n</project>\n" } ]
3
MaxiSuppes/hypechat-server
https://github.com/MaxiSuppes/hypechat-server
06d8c9bc0ab12364b999e58d0bbb9f807a8f4f5f
2af96f28013741bede1fd0c92341f3c9b4def905
6ad994b23523b97a73bdb7286e7feab39de9e01c
refs/heads/master
2020-05-02T18:02:47.569600
2019-06-27T14:59:13
2019-06-27T14:59:13
178,116,895
0
1
null
2019-03-28T03:11:18
2019-06-27T14:59:48
2019-10-31T13:30:43
Python
[ { "alpha_fraction": 0.5570036172866821, "alphanum_fraction": 0.5575512051582336, "avg_line_length": 46.06700897216797, "blob_id": "d584bc1eeb7a0158e75e56040ba30147c6959870", "content_id": "2962a6c880ce2c38623c122d2545059edca0611d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 9131, "license_type": "no_license", "max_line_length": 119, "num_lines": 194, "path": "/services/notifications.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from pyfcm import FCMNotification\n\nfrom daos.bots import BotDatabaseClient\nfrom daos.users import UserDatabaseClient\nfrom daos.teams import TeamDatabaseClient\nfrom daos.channels import ChannelDatabaseClient\n\nfrom models.constants import TeamRoles, NotificationType\n\nimport logging\nimport os\n\n\nclass NotificationService:\n FIREBASE_API_KEY = os.getenv(\"FIREBASE_API_KEY\")\n APP_NAME = \"Hypechat\"\n push_service = FCMNotification(api_key=FIREBASE_API_KEY)\n\n @classmethod\n def logger(cls):\n return logging.getLogger(cls.__name__)\n\n @classmethod\n def notify_team_invitation(cls, invitation, inviter_id):\n inviter_user = UserDatabaseClient.get_user_by_id(inviter_id)\n invited_user = UserDatabaseClient.get_user_by_email(invitation.email)\n team = TeamDatabaseClient.get_team_by_id(invitation.team_id)\n\n if invited_user is not None:\n message_body = \"You have been invited to join a team!\"\n data = {\n \"notification_type\": NotificationType.TEAM_INVITATION.value,\n \"team_name\": team.name,\n \"inviter_id\": inviter_user.id,\n \"invitation_token\": invitation.token\n }\n\n try:\n cls.logger().debug(f\"Sending notification to topic {invited_user.id}, with title \\\"{cls.APP_NAME}\\\" \"\n f\"and body \\\"{message_body}\\\"\")\n response = cls.push_service.notify_topic_subscribers(topic_name=invited_user.id,\n message_title=cls.APP_NAME,\n message_body=message_body, data_message=data)\n\n failures = response.get(\"failure\")\n if failures > 0:\n cls.logger().error(f\"There's been detected {failures} failures sending user #{invited_user.id}'s \"\n f\"team invite notification to Firebase.\")\n else:\n cls.logger().info(f\"Team invite notified to user #{invited_user.id}.\")\n\n except ConnectionError:\n cls.logger().error(\"Couldn't connect to Firebase server.\")\n\n else:\n cls.logger().info(f\"The invited user is not already registered so it cannot receive a notification.\")\n\n @classmethod\n def notify_change_role(cls, user_team, old_role, admin_id):\n admin = UserDatabaseClient.get_user_by_id(admin_id)\n team = TeamDatabaseClient.get_team_by_id(user_team.team_id)\n new_role = user_team.role\n\n condition = \"upgraded\" if TeamRoles.is_higher_role(new_role, old_role) else \"downgraded\"\n message_body = f\"You have been {condition} in team {team.name}!\"\n data = {\n \"notification_type\": NotificationType.TEAM_ROLE_CHANGE.value,\n \"team_name\": team.name,\n \"admin_id\": admin.id\n }\n\n try:\n cls.logger().debug(f\"Sending notification to topic {user_team.user_id}, with title \\\"{cls.APP_NAME}\\\" \"\n f\"and body \\\"{message_body}\\\"\")\n response = cls.push_service.notify_topic_subscribers(topic_name=user_team.user_id,\n message_title=cls.APP_NAME,\n message_body=message_body, data_message=data)\n\n failures = response.get(\"failure\")\n if failures > 0:\n cls.logger().error(f\"There's been detected {failures} failures sending user #{user_team.user_id} new \"\n f\"role notifications to Firebase.\")\n else:\n cls.logger().info(f\"New role notified to user #{user_team.user_id}.\")\n\n except ConnectionError:\n cls.logger().error(\"Couldn't connect to Firebase server.\")\n\n @classmethod\n def notify_channel_invitation(cls, user_channel, inviter_id):\n inviter_user = UserDatabaseClient.get_user_by_id(inviter_id)\n channel = ChannelDatabaseClient.get_channel_by_id(user_channel.channel_id)\n team = TeamDatabaseClient.get_team_by_id(channel.team_id)\n\n message_body = f\"You have been added to channel {channel.name} in team {team.name}!\"\n data = {\n \"notification_type\": NotificationType.CHANNEL_INVITATION.value,\n \"channel_name\": channel.name,\n \"team_name\": team.name,\n \"inviter_id\": inviter_user.id\n }\n\n try:\n cls.logger().debug(f\"Sending notification to topic {user_channel.user_id}, with title \\\"{cls.APP_NAME}\\\" \"\n f\"and body \\\"{message_body}\\\"\")\n response = cls.push_service.notify_topic_subscribers(topic_name=user_channel.user_id,\n message_title=cls.APP_NAME,\n message_body=message_body, data_message=data)\n\n failures = response.get(\"failure\")\n if failures > 0:\n cls.logger().error(f\"There's been detected {failures} failures sending user #{user_channel.user_id}'s \"\n f\"channel invite notification to Firebase.\")\n else:\n cls.logger().info(f\"Channel invitation notified to user #{user_channel.user_id}.\")\n\n except ConnectionError:\n cls.logger().error(\"Couldn't connect to Firebase server.\")\n\n @classmethod\n def notify_message(cls, message, is_user_receiver):\n team = TeamDatabaseClient.get_team_by_id(message.team_id)\n sender = UserDatabaseClient.get_user_by_id(message.sender_id)\n\n if sender is None:\n sender = BotDatabaseClient.get_bot_by_id(message.sender_id)\n\n message_body = \"You receive a direct message!\"\n data = {\n \"notification_type\": NotificationType.MESSAGE.value,\n \"team_name\": team.name,\n \"sender_id\": sender.id\n }\n\n if not is_user_receiver:\n channel = ChannelDatabaseClient.get_channel_by_id(message.receiver_id)\n message_body = \"You receive a channel message!\"\n data[\"channel_name\"] = channel.name\n\n try:\n cls.logger().debug(f\"Sending notification to topic {message.receiver_id}, with title \\\"{cls.APP_NAME}\\\" \"\n f\"and body \\\"{message_body}\\\"\")\n response = cls.push_service.notify_topic_subscribers(topic_name=message.receiver_id,\n message_title=cls.APP_NAME,\n message_body=message_body, data_message=data)\n\n failures = response.get(\"failure\")\n if failures > 0:\n cls.logger().error(f\"There's been detected {failures} failures sending the messages notification for \"\n f\"receiver #{message.receiver_id} to Firebase.\")\n else:\n cls.logger().info(f\"New message notified to receiver #{message.receiver_id}.\")\n\n except ConnectionError:\n cls.logger().error(\"Couldn't connect to Firebase server.\")\n\n @classmethod\n def notify_mention(cls, message, mentioned_id):\n is_not_bot = BotDatabaseClient.get_bot_by_id(mentioned_id) is None\n\n if is_not_bot:\n team = TeamDatabaseClient.get_team_by_id(message.team_id)\n sender = UserDatabaseClient.get_user_by_id(message.sender_id)\n\n if sender is None:\n sender = BotDatabaseClient.get_bot_by_id(message.sender_id)\n\n message_body = \"You have been mentioned!\"\n data = {\n \"notification_type\": NotificationType.MENTION.value,\n \"team_name\": team.name,\n \"sender_id\": sender.id\n }\n\n channel = ChannelDatabaseClient.get_channel_by_id(mentioned_id)\n if channel is not None:\n data[\"channel_name\"] = channel.name\n\n try:\n cls.logger().debug(f\"Sending notification to topic {mentioned_id}, with title \\\"{cls.APP_NAME}\\\" \"\n f\"and body \\\"{message_body}\\\"\")\n response = cls.push_service.notify_topic_subscribers(topic_name=mentioned_id,\n message_title=cls.APP_NAME,\n message_body=message_body, data_message=data)\n\n failures = response.get(\"failure\")\n if failures > 0:\n cls.logger().error(\n f\"There's been detected {failures} failures sending the mentions notification for \"\n f\"receiver #{message.receiver_id} to Firebase.\")\n else:\n cls.logger().info(f\"New mention notified to receiver #{message.receiver_id}.\")\n except ConnectionError:\n cls.logger().error(\"Couldn't connect to Firebase server.\")\n" }, { "alpha_fraction": 0.6504524946212769, "alphanum_fraction": 0.6504524946212769, "avg_line_length": 28.46666717529297, "blob_id": "5f75541be8b00e5909a138e96ab2672331648160", "content_id": "992aa820e3703ac5b63ff245d3e3a8d46df68efb", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 884, "license_type": "no_license", "max_line_length": 103, "num_lines": 30, "path": "/dtos/models/channels.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.constants import ChannelVisibilities\n\n\nclass Channel:\n\n def __init__(self, channel_id, team_id, name, creator, visibility=ChannelVisibilities.PUBLIC.value,\n description=None, welcome_message=None):\n self.channel_id = channel_id\n self.team_id = team_id\n self.name = name\n self.creator = creator\n self.visibility = visibility or ChannelVisibilities.PUBLIC.value\n self.description = description\n self.welcome_message = welcome_message\n\n\nclass ChannelCreator:\n\n def __init__(self, user_id, username=None, first_name=None, last_name=None):\n self.id = user_id\n self.username = username\n self.first_name = first_name\n self.last_name = last_name\n\n\nclass ChannelUser:\n\n def __init__(self, user_id, channel_id):\n self.user_id = user_id\n self.channel_id = channel_id\n" }, { "alpha_fraction": 0.6729438900947571, "alphanum_fraction": 0.6729438900947571, "avg_line_length": 26.38947296142578, "blob_id": "79cd82797820d2ca502ad641e962af2b5563de94", "content_id": "1e8956fa9d16bd7677724f591f2899459fcadacb", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2602, "license_type": "no_license", "max_line_length": 118, "num_lines": 95, "path": "/dtos/inputs/teams.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.constants import TeamRoles, TeamResponseStatus\nfrom exceptions.exceptions import RoleNotAvailableError\nfrom dtos.inputs.users import AuthenticationDTO\n\n\nclass TeamAuthenticationDTO:\n\n def __init__(self, token, team_id):\n self.token = token\n self.team_id = team_id\n\n\nclass NewTeamDTO:\n\n def __init__(self, token, team_name, picture, location, description, welcome_message):\n self.token = token\n self.team_name = team_name\n self.picture = picture\n self.location = location\n self.description = description\n self.welcome_message = welcome_message\n\n\nclass AddUserTeamDTO:\n\n def __init__(self, token, team_id, add_user_id):\n self.authentication = TeamAuthenticationDTO(token, team_id)\n self.add_user_id = add_user_id\n\n\nclass TeamInviteDTO:\n\n def __init__(self, token, team_id, email):\n self.authentication = TeamAuthenticationDTO(token, team_id)\n self.email = email\n\n\nclass TeamInviteAcceptDTO:\n\n def __init__(self, token, invite_token):\n self.token = token\n self.invite_token = invite_token\n\n\nclass ChangeRoleDTO:\n\n def __init__(self, token, team_id, user_id, new_role):\n self.authentication = TeamAuthenticationDTO(token, team_id)\n self.user_id = user_id\n try:\n self.new_role = TeamRoles[new_role].value\n except KeyError:\n raise RoleNotAvailableError(f\"Role {new_role} is not defined.\", TeamResponseStatus.ROLE_UNAVAILABLE.value)\n\n\nclass DeleteUserTeamDTO:\n\n def __init__(self, token, team_id, delete_id):\n self.authentication = TeamAuthenticationDTO(token, team_id)\n self.delete_id = delete_id\n\n\nclass TeamUpdateDTO:\n\n def __init__(self, token, team_id, updated_team):\n self.authentication = TeamAuthenticationDTO(token, team_id)\n self.updated_team = updated_team\n\n\nclass SearchUsersDTO:\n\n def __init__(self, token, team_id, searched_username):\n self.authentication = TeamAuthenticationDTO(token, team_id)\n self.searched_username = searched_username\n\n\nclass SearchUserByIdDTO:\n\n def __init__(self, token, team_id, user_id):\n self.authentication = TeamAuthenticationDTO(token, team_id)\n self.user_id = user_id\n\n\nclass AddForbiddenWordDTO:\n\n def __init__(self, token, team_id, word):\n self.authentication = TeamAuthenticationDTO(token, team_id)\n self.word = word\n\n\nclass DeleteForbiddenWordDTO:\n\n def __init__(self, token, team_id, word_id):\n self.authentication = TeamAuthenticationDTO(token, team_id)\n self.word_id = word_id\n" }, { "alpha_fraction": 0.6103448271751404, "alphanum_fraction": 0.6103448271751404, "avg_line_length": 28, "blob_id": "ed7d58b1cfb320b58567a04d0cf226549ee228cb", "content_id": "77dcb1835c142be30ec5d151f99925b6ad94d997", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1450, "license_type": "no_license", "max_line_length": 118, "num_lines": 50, "path": "/dtos/models/users.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.constants import UserRoles\n\n\nclass RegularClient:\n\n def __init__(self, client_id=None):\n self.id = client_id\n\n def set_id(self, client_id):\n self.id = client_id\n\n\nclass User:\n\n def __init__(self, user_id, online=True, role=None, token=None, first_name=None, last_name=None, profile_pic=None,\n password=None, email=None, username=None, facebook_id=None, created=None):\n self.id = user_id\n self.role = role or UserRoles.USER.value\n self.online = online\n self.token = token\n self.first_name = first_name\n self.last_name = last_name\n self.profile_pic = profile_pic\n self.password = password\n self.email = email\n self.created = created\n self.username = username\n self.facebook_id = facebook_id\n\n\nclass PublicUser:\n\n def __init__(self, user_id, online=True, role=None, first_name=None, last_name=None, profile_pic=None, email=None,\n username=None, created=None):\n self.id = user_id\n self.role = role or UserRoles.USER.value\n self.online = online\n self.first_name = first_name\n self.last_name = last_name\n self.profile_pic = profile_pic\n self.email = email\n self.username = username\n self.created = created\n\n\nclass PasswordRecovery:\n\n def __init__(self, user_id, token):\n self.user_id = user_id\n self.token = token\n" }, { "alpha_fraction": 0.6726694703102112, "alphanum_fraction": 0.6726694703102112, "avg_line_length": 36.7599983215332, "blob_id": "18b17fae80eb8effa0308b58ee7e2bada55acff3", "content_id": "bc9b05ab5bab0fbdacb5e85f573eeded03ef2f62", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 944, "license_type": "no_license", "max_line_length": 100, "num_lines": 25, "path": "/dtos/inputs/messages.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from dtos.inputs.teams import TeamAuthenticationDTO\nfrom models.constants import MessageResponseStatus, MessageType\nfrom exceptions.exceptions import MessageTypeNotAvailableError\n\n\nclass InboxDTO:\n\n def __init__(self, token, team_id, chat_id, content, message_type, mentions):\n self.authentication = TeamAuthenticationDTO(token, team_id)\n self.chat_id = chat_id\n self.content = content\n self.mentions = mentions\n try:\n self.message_type = MessageType[message_type].value\n except KeyError:\n raise MessageTypeNotAvailableError(f\"Message type {message_type} is not defined.\",\n MessageResponseStatus.MESSAGE_TYPE_UNAVAILABLE.value)\n\n\nclass ChatDTO:\n\n def __init__(self, token, team_id, chat_id, offset):\n self.authentication = TeamAuthenticationDTO(token, team_id)\n self.chat_id = chat_id\n self.offset = offset\n" }, { "alpha_fraction": 0.6121672987937927, "alphanum_fraction": 0.6121672987937927, "avg_line_length": 22.909090042114258, "blob_id": "25dbc63583e2c9174a722e8b4c743a3f45c9351a", "content_id": "fcdc7d55520d6c5fcde8ce93b39c6d480f889b76", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 263, "license_type": "no_license", "max_line_length": 59, "num_lines": 11, "path": "/dtos/models/bots.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.constants import UserRoles\n\n\nclass Bot:\n\n def __init__(self, name, callback, token, bot_id=None):\n self.id = bot_id\n self.name = name\n self.callback = callback\n self.token = token\n self.role = UserRoles.BOT.value\n" }, { "alpha_fraction": 0.5457446575164795, "alphanum_fraction": 0.5457446575164795, "avg_line_length": 23.736841201782227, "blob_id": "ec452813f9c1770a7c87491ec3a2f836a1bf7fb1", "content_id": "d5f21fe48eb2ff4cff51fd07cc26502b37bf0f44", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 940, "license_type": "no_license", "max_line_length": 48, "num_lines": 38, "path": "/daos/mappers/bots.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from tables.bots import BotTableEntry\nfrom dtos.models.bots import Bot\n\n\nclass BotDatabaseMapper:\n\n @classmethod\n def to_bot(cls, bot):\n return BotTableEntry(\n bot_id=bot.id,\n bot_name=bot.name,\n callback_url=bot.callback,\n token=bot.token\n )\n\n\nclass BotModelMapper:\n\n @classmethod\n def to_bot(cls, bot_entry):\n return Bot(\n bot_id=bot_entry.bot_id,\n name=bot_entry.bot_name,\n callback=bot_entry.callback_url,\n token=bot_entry.token\n ) if bot_entry is not None else None\n\n @classmethod\n def to_bots(cls, bots_entries):\n bots = []\n for bot_entry in bots_entries:\n bots += [Bot(\n bot_id=bot_entry.bot_id,\n name=bot_entry.bot_name,\n callback=bot_entry.callback_url,\n token=bot_entry.token\n )]\n return bots\n" }, { "alpha_fraction": 0.6413167119026184, "alphanum_fraction": 0.6492621898651123, "avg_line_length": 26.5625, "blob_id": "f11baf5310cd21503437160689199d027e62b9cf", "content_id": "9e9e84a5efe1131d58ff616261bcea97471b1ba5", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 881, "license_type": "no_license", "max_line_length": 71, "num_lines": 32, "path": "/deploy", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "#!/usr/bin/env bash\n\nsudo echo \"Setting environment to PROD.\"\ncp ./.env ./~.env.temp\nsed \"s|\\(export APP_SETTINGS=\\).*|\\1\\\"production\\\"|g\" ./.env >> ./.temp\nsed \"s|\\(export FLASK_ENV=\\).*|\\1\\\"production\\\"|g\" ./.temp >> ./.temp2\nmv ./.temp2 ./.env\nrm ./.temp\n\necho \"Building Docker image...\"\nif ! sudo docker build -t hypechat-server:latest .; then\n echo \"Failing to build Docker image.\"\n mv ./~.env.temp ./.env\n exit 1\nfi\n\necho \"Pushing Docker image to Heroku...\"\nif ! sudo heroku container:push web --app hypechat-server; then\n echo \"Failing to push Docker image to Heroku.\"\n mv ./~.env.temp ./.env\n exit 1\nfi\n\necho \"Releasing Heroku image...\"\nif ! sudo heroku container:release web --app hypechat-server; then\n echo \"Failing to release Heroku image.\"\n mv ./~.env.temp ./.env\n exit 1\nfi\n\necho \"Resetting environment as last state\"\nmv ./~.env.temp ./.env" }, { "alpha_fraction": 0.6416058540344238, "alphanum_fraction": 0.6416058540344238, "avg_line_length": 25.346153259277344, "blob_id": "cc47cc53316c7bfc23a8b2d36761d99bce408760", "content_id": "5d899e9235fe6dfcfe681a3c12d597ecf8a9c417", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1370, "license_type": "no_license", "max_line_length": 63, "num_lines": 52, "path": "/config.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import os\nbasedir = os.path.abspath(os.path.dirname(__file__))\n\nimport logging\n\n\nclass Config(object):\n TESTING = False\n CSRF_ENABLED = True\n SECRET = os.getenv('SECRET')\n\n\nclass ProductionConfig(Config):\n LOG_LEVEL = os.getenv('PROD_LOG_LEVEL')\n DEBUG = False\n SQLALCHEMY_DATABASE_URI = os.getenv('DATABASE_URL').format(\n user=os.getenv('PROD_DATABASE_USER'),\n pw=os.getenv('PROD_DATABASE_PASS'),\n host=os.getenv('PROD_DATABASE_HOST'),\n db=os.getenv('PROD_DATABASE_NAME')\n )\n\n\nclass DevelopmentConfig(Config):\n LOG_LEVEL = os.getenv('DEV_LOG_LEVEL')\n DEVELOPMENT = True\n DEBUG = True\n SQLALCHEMY_DATABASE_URI = os.getenv('DATABASE_URL').format(\n user=os.getenv('DEV_DATABASE_USER'),\n pw=os.getenv('DEV_DATABASE_PASS'),\n host=os.getenv('DEV_DATABASE_HOST'),\n db=os.getenv('DEV_DATABASE_NAME')\n )\n\n\nclass TestingConfig(Config):\n LOG_LEVEL = os.getenv('BETA_LOG_LEVEL')\n TESTING = True\n DEBUG = True\n SQLALCHEMY_DATABASE_URI = os.getenv('DATABASE_URL').format(\n user=os.getenv('BETA_DATABASE_USER'),\n pw=os.getenv('BETA_DATABASE_PASS'),\n host=os.getenv('BETA_DATABASE_HOST'),\n db=os.getenv('BETA_DATABASE_NAME')\n )\n\n\napp_config = {\n 'testing': TestingConfig,\n 'development': DevelopmentConfig,\n 'production': ProductionConfig\n}\n" }, { "alpha_fraction": 0.5679172277450562, "alphanum_fraction": 0.5681020021438599, "avg_line_length": 33.03144836425781, "blob_id": "d3fe5068800870ab4cc668f40960add378283195", "content_id": "9b58fe9379c70d6d1590a6d6f92a25632b79d922", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5411, "license_type": "no_license", "max_line_length": 79, "num_lines": 159, "path": "/daos/mappers/users.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from tables.users import UserTableEntry, PasswordRecoveryTableEntry\nfrom dtos.models.users import User, PublicUser, PasswordRecovery, RegularClient\n\nfrom models.constants import TeamRoles\n\n\nclass UserDatabaseMapper:\n\n @classmethod\n def to_user(cls, user):\n return UserTableEntry(\n user_id=user.id,\n facebook_id=user.facebook_id,\n username=user.username,\n email=user.email,\n password=user.password,\n first_name=user.first_name,\n last_name=user.last_name,\n profile_pic=user.profile_pic,\n role=user.role,\n auth_token=user.token,\n online=user.online\n )\n\n @classmethod\n def to_password_recovery(cls, recovery):\n return PasswordRecoveryTableEntry(\n user_id=recovery.user_id,\n token=recovery.token\n )\n\n\nclass UserModelMapper:\n\n @classmethod\n def to_client(cls, client_entry):\n return RegularClient(\n client_id=client_entry.client_id\n ) if client_entry is not None else None\n\n @classmethod\n def to_user(cls, user_entry):\n return User(\n user_id=user_entry.user_id,\n role=user_entry.role,\n online=user_entry.online,\n token=user_entry.auth_token,\n first_name=user_entry.first_name,\n last_name=user_entry.last_name,\n profile_pic=user_entry.profile_pic,\n password=user_entry.password,\n email=user_entry.email,\n username=user_entry.username,\n created=user_entry.created,\n facebook_id=user_entry.facebook_id\n ) if user_entry is not None else None\n\n @classmethod\n def to_users(cls, users_entries):\n users = []\n for user_entry in users_entries:\n user = PublicUser(\n user_id=user_entry.user_id,\n role=user_entry.role,\n online=user_entry.online,\n first_name=user_entry.first_name,\n last_name=user_entry.last_name,\n profile_pic=user_entry.profile_pic,\n email=user_entry.email,\n username=user_entry.username,\n created=user_entry.created\n )\n user.facebook_id = user_entry.facebook_id\n users += [user]\n return users\n\n @classmethod\n def to_user_profile(cls, table_entries):\n user_with_teams = []\n for table_entry in table_entries:\n user = PublicUser(\n user_id=table_entry.user_id,\n username=table_entry.username,\n email=table_entry.email,\n first_name=table_entry.first_name,\n last_name=table_entry.last_name,\n profile_pic=table_entry.profile_pic,\n online=True,\n role=table_entry.user_role,\n created=table_entry.created\n )\n user.team_id = table_entry.team_id\n user.team_name = table_entry.team_name\n user.team_picture = table_entry.picture\n user.team_location = table_entry.location\n user.team_description = table_entry.description\n user.team_welcome = table_entry.welcome_message\n user.team_role = table_entry.team_role\n user.team_messages = table_entry.team_messages or 0\n user_with_teams += [user]\n return user_with_teams\n\n @classmethod\n def to_team_user(cls, table_entry):\n if table_entry is None:\n return None\n\n if table_entry.team_role == TeamRoles.BOT.value:\n user = PublicUser(\n user_id=table_entry.user_id,\n username=table_entry.bot_name\n )\n user.team_id = table_entry.team_id\n user.team_role = table_entry.team_role\n\n else:\n user = PublicUser(\n user_id=table_entry.user_id,\n username=table_entry.username,\n email=table_entry.email,\n first_name=table_entry.first_name,\n last_name=table_entry.last_name,\n profile_pic=table_entry.profile_pic,\n role=table_entry.user_role,\n online=table_entry.online,\n created=table_entry.created\n )\n user.team_id = table_entry.team_id\n user.team_role = table_entry.team_role\n\n return user\n\n @classmethod\n def to_channel_user(cls, table_entry):\n if table_entry is None:\n return None\n\n user = PublicUser(\n user_id=table_entry.user_id,\n username=table_entry.username,\n email=table_entry.email,\n first_name=table_entry.first_name,\n last_name=table_entry.last_name,\n profile_pic=table_entry.profile_pic,\n online=table_entry.online,\n role=table_entry.role,\n created=table_entry.created\n )\n user.team_id = table_entry.team_id\n user.channel_id = table_entry.channel_id\n user.is_channel_creator = table_entry.creator == table_entry.user_id\n return user\n\n @classmethod\n def to_password_recovery(cls, password_entry):\n return PasswordRecovery(\n user_id=password_entry.user_id,\n token=password_entry.token\n ) if password_entry is not None else None\n" }, { "alpha_fraction": 0.6874095797538757, "alphanum_fraction": 0.6874095797538757, "avg_line_length": 19.323530197143555, "blob_id": "69c370fb1b686e70745caf369456d6ed5e80f494", "content_id": "1302ce90a077de684d65ac36a858b5a6bd0d3c49", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 691, "license_type": "no_license", "max_line_length": 58, "num_lines": 34, "path": "/manage.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import os\n\nfrom flask_migrate import Migrate, MigrateCommand\nfrom flask_script import Manager\n\nfrom app import create_app\nfrom models import *\n\napp = create_app(config_name=os.getenv('APP_SETTINGS'))\nmigrate = Migrate(app, db)\nmanager = Manager(app)\n\n\[email protected]\ndef create_db():\n os.system('createdb hypechat')\n os.system('createdb hypechat_test')\n print('Databases created')\n\n\[email protected]\ndef drop_db():\n os.system(\n 'psql -c \"DROP DATABASE IF EXISTS hypechat_test\"')\n os.system(\n 'psql -c \"DROP DATABASE IF EXISTS hypechat\"')\n print('Databases dropped')\n\n\nmanager.add_command('db', MigrateCommand)\n\n\nif __name__ == '__main__':\n manager.run()\n" }, { "alpha_fraction": 0.6714736223220825, "alphanum_fraction": 0.6716989874839783, "avg_line_length": 37.25862121582031, "blob_id": "57e193fbbbaadba05bf14552030b2cdc2f61fa7b", "content_id": "dd8c5d30b96f0fffe6e2b55e0937b8bd094ed645", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4438, "license_type": "no_license", "max_line_length": 105, "num_lines": 116, "path": "/tests/test_services/test_emails.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import unittest\nfrom unittest.mock import MagicMock\n\nfrom smtplib import SMTPHeloError, SMTPAuthenticationError, SMTPRecipientsRefused\n\n'''Mocking environment properties'''\nimport sys\nsys.modules[\"smtplib\"].SMTP = MagicMock()\nsys.modules[\"logging\"].getLogger = MagicMock()\n\nfrom services.emails import EmailService\nmock = MagicMock()\n\n\nclass MockedEmailServer:\n email_sent = False\n\n\nclass EmailTestCase(unittest.TestCase):\n\n @classmethod\n def mocked_ehlo(cls):\n pass\n\n @classmethod\n def mocked_starttls(cls):\n pass\n\n @classmethod\n def mocked_login(cls, user, password):\n pass\n\n @classmethod\n def mocked_sendmail(cls, from_addr, to_addrs, msg):\n from tests.test_services import test_emails\n MockedEmailServer.email_sent = True\n\n @classmethod\n def mocked_quit(cls):\n pass\n\n def setUp(self) -> None:\n MockedEmailServer.email_sent = False\n\n def test_email_not_sent_when_ehlo_fails(self):\n data = MagicMock()\n\n def fail():\n raise SMTPHeloError(mock, mock)\n\n sys.modules[\"smtplib\"].SMTP().ehlo = MagicMock(side_effect=fail)\n sys.modules[\"smtplib\"].SMTP().starttls = MagicMock(side_effect=self.__class__.mocked_starttls)\n sys.modules[\"smtplib\"].SMTP().login = MagicMock(side_effect=self.__class__.mocked_login)\n sys.modules[\"smtplib\"].SMTP().sendmail = MagicMock(side_effect=self.__class__.mocked_sendmail)\n sys.modules[\"smtplib\"].SMTP().quit = MagicMock(side_effect=self.__class__.mocked_quit)\n\n EmailService.send_email(data)\n self.assertFalse(MockedEmailServer.email_sent)\n\n def test_email_not_sent_when_authentication_fails(self):\n data = MagicMock()\n\n def fail(user, password):\n raise SMTPAuthenticationError(mock, mock)\n\n sys.modules[\"smtplib\"].SMTP().ehlo = MagicMock(side_effect=self.__class__.mocked_ehlo)\n sys.modules[\"smtplib\"].SMTP().starttls = MagicMock(side_effect=self.__class__.mocked_starttls)\n sys.modules[\"smtplib\"].SMTP().login = MagicMock(side_effect=fail)\n sys.modules[\"smtplib\"].SMTP().sendmail = MagicMock(side_effect=self.__class__.mocked_sendmail)\n sys.modules[\"smtplib\"].SMTP().quit = MagicMock(side_effect=self.__class__.mocked_quit)\n\n EmailService.send_email(data)\n self.assertFalse(MockedEmailServer.email_sent)\n\n def test_email_not_sent_when_sending_fails(self):\n data = MagicMock()\n\n def fail(from_addr, to_addrs, msg):\n raise SMTPRecipientsRefused(mock)\n\n sys.modules[\"smtplib\"].SMTP().ehlo = MagicMock(side_effect=self.__class__.mocked_ehlo)\n sys.modules[\"smtplib\"].SMTP().starttls = MagicMock(side_effect=self.__class__.mocked_starttls)\n sys.modules[\"smtplib\"].SMTP().login = MagicMock(side_effect=self.__class__.mocked_login)\n sys.modules[\"smtplib\"].SMTP().sendmail = MagicMock(side_effect=fail)\n sys.modules[\"smtplib\"].SMTP().quit = MagicMock(side_effect=self.__class__.mocked_quit)\n\n EmailService.send_email(data)\n self.assertFalse(MockedEmailServer.email_sent)\n\n def test_email_sent_when_smtplib_works_properly(self):\n data = MagicMock()\n\n sys.modules[\"smtplib\"].SMTP().ehlo = MagicMock(side_effect=self.__class__.mocked_ehlo)\n sys.modules[\"smtplib\"].SMTP().starttls = MagicMock(side_effect=self.__class__.mocked_starttls)\n sys.modules[\"smtplib\"].SMTP().login = MagicMock(side_effect=self.__class__.mocked_login)\n sys.modules[\"smtplib\"].SMTP().sendmail = MagicMock(side_effect=self.__class__.mocked_sendmail)\n sys.modules[\"smtplib\"].SMTP().quit = MagicMock(side_effect=self.__class__.mocked_quit)\n\n EmailService.send_email(data)\n self.assertTrue(MockedEmailServer.email_sent)\n\n def test_recovery_token_email_properly_created(self):\n data = MagicMock()\n data.email = \"test@test\"\n response = EmailService.recovery_token_message(data)\n self.assertTrue(self.__class__._text_contains(response, \"Hypechat\\'s Recovery Password Service\"))\n\n def test_team_invitation_email_properly_created(self):\n data = MagicMock()\n data.email = \"test@test\"\n response = EmailService.team_invitation_message(data)\n self.assertTrue(self.__class__._text_contains(response, \"Hypechat\\'s Team Service\"))\n\n @classmethod\n def _text_contains(cls, text, elem):\n return text.find(elem) >= 0\n" }, { "alpha_fraction": 0.7030006051063538, "alphanum_fraction": 0.7030006051063538, "avg_line_length": 33.02083206176758, "blob_id": "6366ebb44277647663e4123243d39b5cd0d8d0dc", "content_id": "31b275b1116eef46648b0400819eb21ff837e686", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1633, "license_type": "no_license", "max_line_length": 96, "num_lines": 48, "path": "/tests/test_services/test_facebook.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import unittest\nfrom unittest.mock import MagicMock\n\nfrom exceptions.exceptions import FacebookWrongTokenError\nfrom dtos.model import FacebookUserDTO\n\n'''Mocking environment properties'''\nimport sys\nsys.modules[\"config\"] = MagicMock()\nsys.modules[\"json\"] = MagicMock()\nsys.modules[\"requests\"] = MagicMock()\nsys.modules[\"logging\"].getLogger = MagicMock()\nsys.modules[\"os\"].getenv = MagicMock(side_effect=lambda key: environment_properties.get(key))\n\nenvironment_properties = {\n 'FACEBOOK_APP_SECRET': \"TEST\"\n}\n\nfrom services.facebook import FacebookService\n\n\nclass FacebookServiceTestCase(unittest.TestCase):\n\n def test_invalid_facebook_token_throws_exception(self):\n user = MagicMock()\n user.facebook_token = \"TEST\"\n\n '''Mocked outputs'''\n facebook_data = MagicMock()\n facebook_json = MagicMock()\n facebook_json.get().get.return_value = False\n\n sys.modules[\"requests\"].get.return_value = facebook_data\n sys.modules[\"json\"].loads.return_value = facebook_json\n self.assertRaises(FacebookWrongTokenError, FacebookService.get_user_from_facebook, user)\n\n def test_valid_facebook_token_returns_facebook_user(self):\n user = MagicMock()\n user.facebook_token = \"TEST\"\n\n '''Mocked outputs'''\n facebook_data = MagicMock()\n facebook_json = MagicMock()\n facebook_json.get().get.return_value = True\n\n sys.modules[\"requests\"].get.return_value = facebook_data\n sys.modules[\"json\"].loads.return_value = facebook_json\n self.assertIsInstance(FacebookService.get_user_from_facebook(user), FacebookUserDTO)\n" }, { "alpha_fraction": 0.644581139087677, "alphanum_fraction": 0.64694744348526, "avg_line_length": 43.95744705200195, "blob_id": "8bc02feada04035dcdc48e7accdcf3472ddc200a", "content_id": "2bf077c9445cd5f732717c615a15454f0989af4c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2113, "license_type": "no_license", "max_line_length": 113, "num_lines": 47, "path": "/services/facebook.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from dtos.model import FacebookUserDTO\nfrom exceptions.exceptions import FacebookWrongTokenError\n\nimport requests\nimport logging\nimport json\nimport os\n\n\nclass FacebookService:\n FACEBOOK_APP_SECRET = os.getenv(\"FACEBOOK_APP_SECRET\")\n GET_USER_URL = \"https://graph.facebook.com/debug_token?input_token={}&access_token={}\"\n GET_USER_DATA_URL = \"https://graph.facebook.com/{}?fields=email,picture,first_name,last_name&access_token={}\"\n\n @classmethod\n def logger(cls):\n return logging.getLogger(cls.__name__)\n\n @classmethod\n def get_user_from_facebook(cls, user_data):\n cls.logger().debug(\"Getting Facebook's user ID.\")\n main_response = requests.get(cls.GET_USER_URL.format(user_data.facebook_token, cls.FACEBOOK_APP_SECRET))\n main_response_content = json.loads(main_response.content.decode('utf8').replace(\"'\", '\"')).get(\"data\")\n\n if main_response_content.get(\"is_valid\"):\n facebook_user_id = main_response_content.get(\"user_id\")\n\n user_response = requests.get(cls.GET_USER_DATA_URL.format(facebook_user_id, cls.FACEBOOK_APP_SECRET))\n user_response_content = json.loads(user_response.content.decode('utf8').replace(\"'\", '\"'))\n\n return FacebookUserDTO(\n facebook_id=user_response_content.get(\"id\"),\n email=user_response_content.get(\"email\"),\n first_name=user_response_content.get(\"first_name\"),\n last_name=user_response_content.get(\"last_name\"),\n profile_pic=user_response_content.get(\"picture\").get(\"data\").get(\"url\") \\\n if \"picture\" in user_response_content else None\n )\n\n else:\n facebook_error_code = main_response_content.get(\"data\").get(\"error\").get(\"code\") \\\n if \"data\" in main_response_content and \"error\" in main_response_content.get(\"data\") else None\n\n if facebook_error_code == 190:\n cls.logger().error(\"Couldn't get Facebook data due to an invalid OAuth access token.\")\n\n raise FacebookWrongTokenError(\"Invalid OAuth access token\")\n" }, { "alpha_fraction": 0.7270408272743225, "alphanum_fraction": 0.7270408272743225, "avg_line_length": 31.66666603088379, "blob_id": "92d22daef3357330ea40e31bff5791aaf77f7eb5", "content_id": "4bc97baebbfbab1588686011b243e6be50e04992", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 784, "license_type": "no_license", "max_line_length": 74, "num_lines": 24, "path": "/controllers/bots.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.request import ClientRequest\nfrom services.bots import BotService\n\nfrom flask import request, jsonify\nfrom run import app\n\nimport logging\nlogger = logging.getLogger(\"BotsController\")\n\n\[email protected]('/teams/bots', methods=['POST'])\ndef register_bot():\n logger.info(f\"Attempting to register new bot in team.\")\n req = ClientRequest(request)\n response = BotService.create_bot(req.new_bot_data())\n return jsonify(response.json()), response.status_code()\n\n\[email protected]('/teams/<team_id>/bots', methods=['GET'])\ndef get_team_bots(team_id):\n logger.info(f\"Attempting to get team #{team_id}'s bots.\")\n req = ClientRequest(request)\n response = BotService.team_bots(req.team_authentication_data(team_id))\n return jsonify(response.json()), response.status_code()\n" }, { "alpha_fraction": 0.590705156326294, "alphanum_fraction": 0.590705156326294, "avg_line_length": 33.28571319580078, "blob_id": "3f04dc8292fc656eae2dadc97bcdb7005520fa7a", "content_id": "0536d57da1dd13c2a3e49e83a659c0e0f4e40a95", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3120, "license_type": "no_license", "max_line_length": 69, "num_lines": 91, "path": "/daos/mappers/channels.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from tables.channels import ChannelTableEntry\nfrom tables.users import UsersByChannelsTableEntry\n\nfrom dtos.models.channels import Channel, ChannelUser, ChannelCreator\nfrom dtos.models.users import PublicUser\n\n\nclass ChannelDatabaseMapper:\n\n @classmethod\n def to_channel(cls, channel):\n return ChannelTableEntry(\n channel_id=channel.channel_id,\n team_id=channel.team_id,\n creator=channel.creator,\n name=channel.name,\n visibility=channel.visibility,\n description=channel.description,\n welcome_message=channel.welcome_message\n )\n\n @classmethod\n def to_channel_user(cls, channel_user):\n return UsersByChannelsTableEntry(\n user_id=channel_user.user_id,\n channel_id=channel_user.channel_id\n )\n\n\nclass ChannelModelMapper:\n\n @classmethod\n def to_channel(cls, channel_entry):\n return Channel(\n channel_id=channel_entry.channel_id,\n team_id=channel_entry.team_id,\n name=channel_entry.name,\n creator=ChannelCreator(\n user_id=channel_entry.user_id,\n username=channel_entry.username,\n first_name=channel_entry.first_name,\n last_name=channel_entry.last_name\n ),\n visibility=channel_entry.visibility,\n description=channel_entry.description,\n welcome_message=channel_entry.welcome_message\n ) if channel_entry is not None else None\n\n @classmethod\n def to_channels(cls, channel_entries):\n channels = []\n for channel_entry in channel_entries:\n channels += [Channel(\n channel_id=channel_entry.channel_id,\n team_id=channel_entry.team_id,\n name=channel_entry.name,\n creator=ChannelCreator(\n user_id=channel_entry.user_id,\n username=channel_entry.username,\n first_name=channel_entry.first_name,\n last_name=channel_entry.last_name\n ),\n visibility=channel_entry.visibility,\n description=channel_entry.description,\n welcome_message=channel_entry.welcome_message\n )]\n return channels\n\n @classmethod\n def to_user_in_channel(cls, user_channel_entry):\n return ChannelUser(\n user_id=user_channel_entry.user_id,\n channel_id=user_channel_entry.channel_id\n ) if user_channel_entry is not None else None\n\n @classmethod\n def to_channel_members(cls, users_entries):\n users = []\n for user_entry in users_entries:\n users += [PublicUser(\n user_id=user_entry.user_id,\n username=user_entry.username,\n email=user_entry.email,\n first_name=user_entry.first_name,\n last_name=user_entry.last_name,\n profile_pic=user_entry.profile_pic,\n role=user_entry.role,\n online=user_entry.online\n )]\n\n return users\n" }, { "alpha_fraction": 0.70488041639328, "alphanum_fraction": 0.7106881141662598, "avg_line_length": 59.62130355834961, "blob_id": "5d5af0300eec1c9860f517e5d69d7fe419d092ff", "content_id": "76fff03643dbab2fee3d21b58c34dfeb66263798", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 20490, "license_type": "no_license", "max_line_length": 121, "num_lines": 338, "path": "/tests/test_services/test_notifications.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import unittest\nfrom unittest.mock import MagicMock\n\nfrom dtos.models.bots import Bot\nfrom dtos.models.users import PublicUser\nfrom dtos.models.teams import Team, TeamUser\nfrom dtos.models.channels import Channel, ChannelCreator, ChannelUser\nfrom dtos.models.messages import Message\nfrom models.constants import TeamRoles, NotificationType, SendMessageType, MessageType\n\n'''Mocking environment properties'''\nimport sys\nsys.modules[\"daos.bots\"] = MagicMock()\nsys.modules[\"daos.users\"] = MagicMock()\nsys.modules[\"daos.channels\"] = MagicMock()\nsys.modules[\"daos.teams\"] = MagicMock()\nsys.modules[\"pyfcm\"] = MagicMock()\nsys.modules[\"logging\"].getLogger = MagicMock()\nsys.modules[\"os\"].getenv = MagicMock(side_effect=lambda key: environment_properties.get(key))\n\nenvironment_properties = {\n 'FIREBASE_API_KEY': \"TEST\"\n}\n\nfrom services.notifications import NotificationService\nmock = MagicMock()\n\n\nclass MockedNotificationServer:\n notification = None\n\n\nclass Notification:\n\n def __init__(self, topic_name, message_title, message_body, data_message):\n self.topic_name = topic_name\n self.message_title = message_title\n self.message_body = message_body\n self.data_message = data_message\n\n\nclass NotificationServiceTestCase(unittest.TestCase):\n\n def tearDown(self):\n MockedNotificationServer.notification = None\n\n def test_notify_team_invitation_to_non_registered_user_does_not_send_notification(self):\n invitation = MagicMock()\n inviter_id = MagicMock()\n\n '''Mocked outputs'''\n inviter_user = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n team = Team(team_id=0, name=\"Test-Team\")\n\n def send_notification(topic_name, message_title, message_body, data_message):\n from tests.test_services import test_notifications\n MockedNotificationServer.notification = Notification(topic_name, message_title, message_body, data_message)\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = inviter_user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = None\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"pyfcm\"].FCMNotification().notify_topic_subscribers = MagicMock(side_effect=send_notification)\n\n NotificationService.notify_team_invitation(invitation, inviter_id)\n self.assertIsNone(MockedNotificationServer.notification)\n\n def test_notify_team_invitation_to_registered_user_does_send_notification(self):\n invitation = MagicMock()\n inviter_id = MagicMock()\n\n '''Mocked outputs'''\n inviter_user = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n invited_user = PublicUser(user_id=1, username=\"Tester1\", first_name=\"Test1\", last_name=\"Test1\")\n team = Team(team_id=0, name=\"Test-Team\")\n\n def send_notification(topic_name, message_title, message_body, data_message):\n from tests.test_services import test_notifications\n MockedNotificationServer.notification = Notification(topic_name, message_title, message_body, data_message)\n return {\"failure\": 0}\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = inviter_user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = invited_user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"pyfcm\"].FCMNotification().notify_topic_subscribers = MagicMock(side_effect=send_notification)\n\n NotificationService.notify_team_invitation(invitation, inviter_id)\n self.assertEqual(1, MockedNotificationServer.notification.topic_name)\n self.assertEqual(\"Hypechat\", MockedNotificationServer.notification.message_title)\n self.assertEqual(\"You have been invited to join a team!\", MockedNotificationServer.notification.message_body)\n self.assertEqual(\"Test-Team\", MockedNotificationServer.notification.data_message.get(\"team_name\"))\n self.assertEqual(0, MockedNotificationServer.notification.data_message.get(\"inviter_id\"))\n self.assertEqual(NotificationType.TEAM_INVITATION.value,\n MockedNotificationServer.notification.data_message.get(\"notification_type\"))\n\n def test_notify_team_role_change_sends_notification(self):\n user_team = TeamUser(user_id=1, team_id=0, role=TeamRoles.MODERATOR.value)\n admin_id = 0\n\n '''Mocked outputs'''\n admin = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n old_role = TeamRoles.MEMBER.value\n team = Team(team_id=0, name=\"Test-Team\")\n\n def send_notification(topic_name, message_title, message_body, data_message):\n from tests.test_services import test_notifications\n MockedNotificationServer.notification = Notification(topic_name, message_title, message_body, data_message)\n return {\"failure\": 0}\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = admin\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"pyfcm\"].FCMNotification().notify_topic_subscribers = MagicMock(side_effect=send_notification)\n\n NotificationService.notify_change_role(user_team, old_role, admin_id)\n self.assertEqual(1, MockedNotificationServer.notification.topic_name)\n self.assertEqual(\"Hypechat\", MockedNotificationServer.notification.message_title)\n self.assertEqual(\"You have been upgraded in team Test-Team!\", MockedNotificationServer.notification.message_body)\n self.assertEqual(\"Test-Team\", MockedNotificationServer.notification.data_message.get(\"team_name\"))\n self.assertEqual(0, MockedNotificationServer.notification.data_message.get(\"admin_id\"))\n self.assertEqual(NotificationType.TEAM_ROLE_CHANGE.value,\n MockedNotificationServer.notification.data_message.get(\"notification_type\"))\n\n def test_notify_channel_invitation_sends_notification(self):\n user_channel = ChannelUser(user_id=1, channel_id=0)\n inviter_id = 0\n\n '''Mocked outputs'''\n inviter_user = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n channel = Channel(channel_id=0, team_id=0, name=\"Test-Channel\",\n creator=ChannelCreator(0, \"Tester0\", \"Test0\", \"Test0\"))\n team = Team(team_id=0, name=\"Test-Team\")\n\n def send_notification(topic_name, message_title, message_body, data_message):\n from tests.test_services import test_notifications\n MockedNotificationServer.notification = Notification(topic_name, message_title, message_body, data_message)\n return {\"failure\": 0}\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = inviter_user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"daos.channels\"].ChannelDatabaseClient.get_channel_by_id.return_value = channel\n sys.modules[\"pyfcm\"].FCMNotification().notify_topic_subscribers = MagicMock(side_effect=send_notification)\n\n NotificationService.notify_channel_invitation(user_channel, inviter_id)\n self.assertEqual(1, MockedNotificationServer.notification.topic_name)\n self.assertEqual(\"Hypechat\", MockedNotificationServer.notification.message_title)\n self.assertEqual(\"You have been added to channel Test-Channel in team Test-Team!\",\n MockedNotificationServer.notification.message_body)\n self.assertEqual(\"Test-Team\", MockedNotificationServer.notification.data_message.get(\"team_name\"))\n self.assertEqual(\"Test-Channel\", MockedNotificationServer.notification.data_message.get(\"channel_name\"))\n self.assertEqual(0, MockedNotificationServer.notification.data_message.get(\"inviter_id\"))\n self.assertEqual(NotificationType.CHANNEL_INVITATION.value,\n MockedNotificationServer.notification.data_message.get(\"notification_type\"))\n\n def test_notify_direct_message_from_user_sends_notification(self):\n message = Message(sender_id=0, receiver_id=1, team_id=0, content=\"Sarasa\",\n send_type=SendMessageType.DIRECT.value, message_type=MessageType.TEXT.value)\n is_user_receiver = True\n\n '''Mocked outputs'''\n user_sender = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n team = Team(team_id=0, name=\"Test-Team\")\n\n def send_notification(topic_name, message_title, message_body, data_message):\n from tests.test_services import test_notifications\n MockedNotificationServer.notification = Notification(topic_name, message_title, message_body, data_message)\n return {\"failure\": 0}\n\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user_sender\n sys.modules[\"daos.channels\"].ChannelDatabaseClient.get_channel_by_id.return_value = None\n sys.modules[\"pyfcm\"].FCMNotification().notify_topic_subscribers = MagicMock(side_effect=send_notification)\n\n NotificationService.notify_message(message, is_user_receiver)\n self.assertEqual(1, MockedNotificationServer.notification.topic_name)\n self.assertEqual(\"Hypechat\", MockedNotificationServer.notification.message_title)\n self.assertEqual(\"You receive a direct message!\", MockedNotificationServer.notification.message_body)\n self.assertEqual(\"Test-Team\", MockedNotificationServer.notification.data_message.get(\"team_name\"))\n self.assertEqual(0, MockedNotificationServer.notification.data_message.get(\"sender_id\"))\n self.assertEqual(NotificationType.MESSAGE.value,\n MockedNotificationServer.notification.data_message.get(\"notification_type\"))\n\n def test_notify_direct_message_from_bot_sends_notification(self):\n message = Message(sender_id=0, receiver_id=1, team_id=0, content=\"Sarasa\",\n send_type=SendMessageType.DIRECT.value, message_type=MessageType.TEXT.value)\n is_user_receiver = True\n\n '''Mocked outputs'''\n bot_sender = Bot(bot_id=0, name=\"Test-Bot\", callback=None, token=None)\n team = Team(team_id=0, name=\"Test-Team\")\n\n def send_notification(topic_name, message_title, message_body, data_message):\n from tests.test_services import test_notifications\n MockedNotificationServer.notification = Notification(topic_name, message_title, message_body, data_message)\n return {\"failure\": 0}\n\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = None\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_bot_by_id.return_value = bot_sender\n sys.modules[\"daos.channels\"].ChannelDatabaseClient.get_channel_by_id.return_value = None\n sys.modules[\"pyfcm\"].FCMNotification().notify_topic_subscribers = MagicMock(side_effect=send_notification)\n\n NotificationService.notify_message(message, is_user_receiver)\n self.assertEqual(1, MockedNotificationServer.notification.topic_name)\n self.assertEqual(\"Hypechat\", MockedNotificationServer.notification.message_title)\n self.assertEqual(\"You receive a direct message!\", MockedNotificationServer.notification.message_body)\n self.assertEqual(\"Test-Team\", MockedNotificationServer.notification.data_message.get(\"team_name\"))\n self.assertEqual(0, MockedNotificationServer.notification.data_message.get(\"sender_id\"))\n self.assertEqual(NotificationType.MESSAGE.value,\n MockedNotificationServer.notification.data_message.get(\"notification_type\"))\n\n def test_notify_channel_message_from_user_sends_notification(self):\n message = Message(sender_id=0, receiver_id=1, team_id=0, content=\"Sarasa\",\n send_type=SendMessageType.DIRECT.value, message_type=MessageType.TEXT.value)\n is_user_receiver = False\n\n '''Mocked outputs'''\n user_sender = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n channel = Channel(channel_id=0, team_id=0, name=\"Test-Channel\",\n creator=ChannelCreator(0, \"Tester0\", \"Test0\", \"Test0\"))\n team = Team(team_id=0, name=\"Test-Team\")\n\n def send_notification(topic_name, message_title, message_body, data_message):\n from tests.test_services import test_notifications\n MockedNotificationServer.notification = Notification(topic_name, message_title, message_body, data_message)\n return {\"failure\": 0}\n\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user_sender\n sys.modules[\"daos.channels\"].ChannelDatabaseClient.get_channel_by_id.return_value = channel\n sys.modules[\"pyfcm\"].FCMNotification().notify_topic_subscribers = MagicMock(side_effect=send_notification)\n\n NotificationService.notify_message(message, is_user_receiver)\n self.assertEqual(1, MockedNotificationServer.notification.topic_name)\n self.assertEqual(\"Hypechat\", MockedNotificationServer.notification.message_title)\n self.assertEqual(\"You receive a channel message!\", MockedNotificationServer.notification.message_body)\n self.assertEqual(\"Test-Team\", MockedNotificationServer.notification.data_message.get(\"team_name\"))\n self.assertEqual(\"Test-Channel\", MockedNotificationServer.notification.data_message.get(\"channel_name\"))\n self.assertEqual(0, MockedNotificationServer.notification.data_message.get(\"sender_id\"))\n self.assertEqual(NotificationType.MESSAGE.value,\n MockedNotificationServer.notification.data_message.get(\"notification_type\"))\n\n def test_notify_channel_message_from_bot_sends_notification(self):\n message = Message(sender_id=0, receiver_id=1, team_id=0, content=\"Sarasa\",\n send_type=SendMessageType.DIRECT.value, message_type=MessageType.TEXT.value)\n is_user_receiver = False\n\n '''Mocked outputs'''\n bot_sender = Bot(bot_id=0, name=\"Test-Bot\", callback=None, token=None)\n channel = Channel(channel_id=0, team_id=0, name=\"Test-Channel\",\n creator=ChannelCreator(0, \"Tester0\", \"Test0\", \"Test0\"))\n team = Team(team_id=0, name=\"Test-Team\")\n\n def send_notification(topic_name, message_title, message_body, data_message):\n from tests.test_services import test_notifications\n MockedNotificationServer.notification = Notification(topic_name, message_title, message_body, data_message)\n return {\"failure\": 0}\n\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = None\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_bot_by_id.return_value = bot_sender\n sys.modules[\"daos.channels\"].ChannelDatabaseClient.get_channel_by_id.return_value = channel\n sys.modules[\"pyfcm\"].FCMNotification().notify_topic_subscribers = MagicMock(side_effect=send_notification)\n\n NotificationService.notify_message(message, is_user_receiver)\n self.assertEqual(1, MockedNotificationServer.notification.topic_name)\n self.assertEqual(\"Hypechat\", MockedNotificationServer.notification.message_title)\n self.assertEqual(\"You receive a channel message!\", MockedNotificationServer.notification.message_body)\n self.assertEqual(\"Test-Team\", MockedNotificationServer.notification.data_message.get(\"team_name\"))\n self.assertEqual(\"Test-Channel\", MockedNotificationServer.notification.data_message.get(\"channel_name\"))\n self.assertEqual(0, MockedNotificationServer.notification.data_message.get(\"sender_id\"))\n self.assertEqual(NotificationType.MESSAGE.value,\n MockedNotificationServer.notification.data_message.get(\"notification_type\"))\n\n def test_notify_mention_to_bot_does_not_send_notification(self):\n message = Message(sender_id=0, receiver_id=1, team_id=0, content=\"Sarasa\",\n send_type=SendMessageType.DIRECT.value, message_type=MessageType.TEXT.value)\n mentioned_id = 1\n\n '''Mocked outputs'''\n bot_mentioned = Bot(bot_id=0, name=\"Test-Bot\", callback=None, token=None)\n\n def send_notification(topic_name, message_title, message_body, data_message):\n from tests.test_services import test_notifications\n MockedNotificationServer.notification = Notification(topic_name, message_title, message_body, data_message)\n return {\"failure\": 0}\n\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_bot_by_id.return_value = bot_mentioned\n sys.modules[\"pyfcm\"].FCMNotification().notify_topic_subscribers = MagicMock(side_effect=send_notification)\n\n NotificationService.notify_mention(message, mentioned_id)\n self.assertIsNone(MockedNotificationServer.notification)\n\n def test_notify_mention_to_user_from_user_in_channel_does_send_notification(self):\n message = Message(sender_id=0, receiver_id=1, team_id=0, content=\"Sarasa\",\n send_type=SendMessageType.DIRECT.value, message_type=MessageType.TEXT.value)\n mentioned_id = 1\n\n '''Mocked outputs'''\n user_sender = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n channel = Channel(channel_id=0, team_id=0, name=\"Test-Channel\",\n creator=ChannelCreator(0, \"Tester0\", \"Test0\", \"Test0\"))\n team = Team(team_id=0, name=\"Test-Team\")\n\n def send_notification(topic_name, message_title, message_body, data_message):\n from tests.test_services import test_notifications\n MockedNotificationServer.notification = Notification(topic_name, message_title, message_body, data_message)\n return {\"failure\": 0}\n\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_bot_by_id.return_value = None\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user_sender\n sys.modules[\"daos.channels\"].ChannelDatabaseClient.get_channel_by_id.return_value = channel\n sys.modules[\"pyfcm\"].FCMNotification().notify_topic_subscribers = MagicMock(side_effect=send_notification)\n\n NotificationService.notify_mention(message, mentioned_id)\n self.assertEqual(1, MockedNotificationServer.notification.topic_name)\n self.assertEqual(\"Hypechat\", MockedNotificationServer.notification.message_title)\n self.assertEqual(\"You have been mentioned!\", MockedNotificationServer.notification.message_body)\n self.assertEqual(\"Test-Team\", MockedNotificationServer.notification.data_message.get(\"team_name\"))\n self.assertEqual(\"Test-Channel\", MockedNotificationServer.notification.data_message.get(\"channel_name\"))\n self.assertEqual(0, MockedNotificationServer.notification.data_message.get(\"sender_id\"))\n self.assertEqual(NotificationType.MENTION.value,\n MockedNotificationServer.notification.data_message.get(\"notification_type\"))\n\n def test_when_connection_error_is_raised_by_pyfcm_notification_is_not_send(self):\n\n def send_notification(topic_name, message_title, message_body, data_message):\n raise ConnectionError\n\n sys.modules[\"pyfcm\"].FCMNotification().notify_topic_subscribers = MagicMock(side_effect=send_notification)\n\n NotificationService.notify_team_invitation(mock, mock)\n self.assertIsNone(MockedNotificationServer.notification)\n NotificationService.notify_channel_invitation(mock, mock)\n self.assertIsNone(MockedNotificationServer.notification)\n NotificationService.notify_message(mock, mock)\n self.assertIsNone(MockedNotificationServer.notification)\n NotificationService.notify_mention(mock, mock)\n self.assertIsNone(MockedNotificationServer.notification)\n" }, { "alpha_fraction": 0.6049821972846985, "alphanum_fraction": 0.6049821972846985, "avg_line_length": 15.529411315917969, "blob_id": "9198cbed1630da8ccc38f5be4522b488ac581c9e", "content_id": "f9ff2092c60df714398e33b7f0ff984195b201c4", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 281, "license_type": "no_license", "max_line_length": 29, "num_lines": 17, "path": "/daos/database.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from app import db\n\n\nclass DatabaseClient:\n\n @classmethod\n def commit(cls):\n db.session.commit()\n\n @classmethod\n def rollback(cls):\n db.session.rollback()\n\n @classmethod\n def add(cls, entry):\n db.session.add(entry)\n db.session.flush()\n" }, { "alpha_fraction": 0.6277379989624023, "alphanum_fraction": 0.6277379989624023, "avg_line_length": 36.33603286743164, "blob_id": "35dcf8fab73dba4d01ded87f6ae4e04aee861afc", "content_id": "a97ed29fea964693f811776bd5bee64e83a6f88a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 9222, "license_type": "no_license", "max_line_length": 109, "num_lines": 247, "path": "/daos/teams.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from app import db\nfrom sqlalchemy import and_, literal\n\nfrom daos.database import DatabaseClient\nfrom daos.mappers.teams import TeamDatabaseMapper, TeamModelMapper\n\nfrom tables.users import UserTableEntry, UsersByTeamsTableEntry\nfrom tables.teams import TeamTableEntry, TeamsInvitesTableEntry, ForbiddenWordTableEntry\nfrom tables.channels import ChannelTableEntry\n\nfrom sqlalchemy import func\n\n\nclass TeamDatabaseClient:\n\n @classmethod\n def add_team(cls, team):\n team_entry = TeamDatabaseMapper.to_team(team)\n DatabaseClient.add(team_entry)\n return TeamModelMapper.to_team(team_entry)\n\n @classmethod\n def add_team_user(cls, team_user):\n team_user_entry = TeamDatabaseMapper.to_team_user(team_user)\n DatabaseClient.add(team_user_entry)\n\n @classmethod\n def add_invite(cls, invite):\n invite_entry = TeamDatabaseMapper.to_team_invite(invite)\n DatabaseClient.add(invite_entry)\n\n @classmethod\n def add_forbidden_word(cls, word):\n word_entry = TeamDatabaseMapper.to_forbidden_word(word)\n DatabaseClient.add(word_entry)\n\n @classmethod\n def delete_team(cls, team):\n db.session.query(TeamTableEntry).filter(TeamTableEntry.team_id == team.id).delete()\n\n @classmethod\n def delete_team_user(cls, user):\n db.session.query(UsersByTeamsTableEntry).filter(\n UsersByTeamsTableEntry.user_id == user.user_id,\n UsersByTeamsTableEntry.team_id == user.team_id\n ).delete()\n\n @classmethod\n def delete_invite(cls, invite):\n db.session.query(TeamsInvitesTableEntry).filter(\n TeamsInvitesTableEntry.team_id == invite.team_id,\n TeamsInvitesTableEntry.email == invite.email\n ).delete()\n\n @classmethod\n def delete_forbidden_word(cls, word):\n db.session.query(ForbiddenWordTableEntry).filter(\n ForbiddenWordTableEntry.team_id == word.team_id,\n ForbiddenWordTableEntry.id == word.id\n ).delete()\n\n @classmethod\n def update_team(cls, team):\n team_entry = db.session.query(TeamTableEntry).filter(TeamTableEntry.team_id == team.id).one_or_none()\n team_entry.team_name = team.name\n team_entry.picture = team.picture\n team_entry.location = team.location\n team_entry.description = team.description\n team_entry.welcome_message = team.welcome_message\n DatabaseClient.add(team_entry)\n return TeamModelMapper.to_team(team_entry)\n\n @classmethod\n def update_team_user(cls, team_user):\n team_user_entry = db.session.query(UsersByTeamsTableEntry).filter(\n UsersByTeamsTableEntry.user_id == team_user.user_id,\n UsersByTeamsTableEntry.team_id == team_user.team_id\n ).one_or_none()\n team_user_entry.role = team_user.role\n DatabaseClient.add(team_user_entry)\n\n @classmethod\n def get_team_by_id(cls, team_id):\n team_entry = db.session.query(TeamTableEntry).filter(TeamTableEntry.team_id == team_id).one_or_none()\n return TeamModelMapper.to_team(team_entry)\n\n @classmethod\n def get_team_by_name(cls, team_name):\n team_entry = db.session.query(TeamTableEntry).filter(\n func.lower(TeamTableEntry.team_name) == team_name.lower()\n ).one_or_none()\n return TeamModelMapper.to_team(team_entry)\n\n @classmethod\n def get_user_teams_by_user_id(cls, user_id, is_admin=False):\n if is_admin:\n team_entry = db.session.query(\n TeamTableEntry.team_id,\n TeamTableEntry.team_name,\n TeamTableEntry.picture,\n TeamTableEntry.location,\n TeamTableEntry.description,\n TeamTableEntry.welcome_message,\n literal(None).label(\"role\")\n ).all()\n else:\n team_entry = db.session.query(\n TeamTableEntry.team_id,\n TeamTableEntry.team_name,\n TeamTableEntry.picture,\n TeamTableEntry.location,\n TeamTableEntry.description,\n TeamTableEntry.welcome_message,\n UsersByTeamsTableEntry.role\n ).join(\n UsersByTeamsTableEntry,\n and_(\n UsersByTeamsTableEntry.user_id == user_id,\n UsersByTeamsTableEntry.team_id == TeamTableEntry.team_id\n )\n ).all()\n return TeamModelMapper.to_teams(team_entry)\n\n @classmethod\n def get_user_in_team_by_ids(cls, user_id, team_id):\n team_user = db.session.query(UsersByTeamsTableEntry).filter(\n UsersByTeamsTableEntry.user_id == user_id,\n UsersByTeamsTableEntry.team_id == team_id\n ).one_or_none()\n return TeamModelMapper.to_user_in_team(team_user)\n\n @classmethod\n def get_user_in_team_by_email(cls, email, team_id):\n team_user = db.session.query(UsersByTeamsTableEntry).join(\n UserTableEntry,\n and_(\n UsersByTeamsTableEntry.team_id == team_id,\n UserTableEntry.user_id == UsersByTeamsTableEntry.user_id,\n UserTableEntry.email == email\n )\n ).one_or_none()\n return TeamModelMapper.to_user_in_team(team_user)\n\n @classmethod\n def get_all_team_users_by_team_id(cls, team_id):\n users = db.session.query(\n UserTableEntry.user_id,\n UserTableEntry.username,\n UserTableEntry.email,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n UserTableEntry.profile_pic,\n UserTableEntry.online,\n UserTableEntry.role,\n UsersByTeamsTableEntry.team_id,\n UsersByTeamsTableEntry.role.label(\"team_role\")\n ).join(\n UsersByTeamsTableEntry,\n and_(\n UserTableEntry.user_id == UsersByTeamsTableEntry.user_id,\n UsersByTeamsTableEntry.team_id == team_id\n )\n ).all()\n return TeamModelMapper.to_team_members(users)\n\n @classmethod\n def get_all_team_users_by_likely_name(cls, team_id, username):\n users = db.session.query(\n UserTableEntry.user_id,\n UserTableEntry.username,\n UserTableEntry.email,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n UserTableEntry.profile_pic,\n UserTableEntry.online,\n UserTableEntry.role,\n UsersByTeamsTableEntry.team_id,\n UsersByTeamsTableEntry.role.label(\"team_role\")\n ).join(\n UsersByTeamsTableEntry,\n and_(\n UsersByTeamsTableEntry.user_id == UserTableEntry.user_id,\n UsersByTeamsTableEntry.team_id == team_id,\n UserTableEntry.username.like(f\"%{username}%\")\n )\n ).all()\n return TeamModelMapper.to_team_members(users)\n\n @classmethod\n def get_all_team_channels_by_team_id(cls, team_id):\n channels = db.session.query(\n ChannelTableEntry.channel_id,\n ChannelTableEntry.team_id,\n ChannelTableEntry.name,\n UserTableEntry.user_id,\n UserTableEntry.username,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n ChannelTableEntry.visibility,\n ChannelTableEntry.description,\n ChannelTableEntry.welcome_message\n ).join(\n UserTableEntry,\n UserTableEntry.user_id == ChannelTableEntry.creator\n ).filter(\n ChannelTableEntry.team_id == team_id\n ).all()\n return TeamModelMapper.to_team_channels(channels)\n\n @classmethod\n def get_team_invite(cls, team_id, email):\n invite = db.session.query(TeamsInvitesTableEntry).filter(\n TeamsInvitesTableEntry.team_id == team_id,\n TeamsInvitesTableEntry.email == email\n ).one_or_none()\n return TeamModelMapper.to_team_invite(invite)\n\n @classmethod\n def get_team_invite_by_token(cls, token, email):\n invite = db.session.query(TeamsInvitesTableEntry).filter(\n TeamsInvitesTableEntry.invite_token == token,\n TeamsInvitesTableEntry.email == email\n ).one_or_none()\n return TeamModelMapper.to_team_invite(invite)\n\n @classmethod\n def get_forbidden_word_by_word(cls, team_id, word):\n word = db.session.query(ForbiddenWordTableEntry).filter(\n ForbiddenWordTableEntry.team_id == team_id,\n ForbiddenWordTableEntry.word == word\n ).one_or_none()\n return TeamModelMapper.to_forbidden_word(word)\n\n @classmethod\n def get_forbidden_word_by_id(cls, team_id, word_id):\n word = db.session.query(ForbiddenWordTableEntry).filter(\n ForbiddenWordTableEntry.team_id == team_id,\n ForbiddenWordTableEntry.id == word_id\n ).one_or_none()\n return TeamModelMapper.to_forbidden_word(word)\n\n @classmethod\n def get_forbidden_words_from_team(cls, team_id):\n words = db.session.query(ForbiddenWordTableEntry).filter(\n ForbiddenWordTableEntry.team_id == team_id\n ).all()\n return TeamModelMapper.to_forbidden_words(words)\n" }, { "alpha_fraction": 0.6622230410575867, "alphanum_fraction": 0.6756740808486938, "avg_line_length": 52.54662322998047, "blob_id": "12bb3e3637f712d7a655a606802edd42a4ff9997", "content_id": "4f416805dc7b03341f7101db867ffd4a2416dbd2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 16653, "license_type": "no_license", "max_line_length": 120, "num_lines": 311, "path": "/tests/test_services/test_messages.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import unittest\nfrom unittest.mock import MagicMock\n\nfrom dtos.models.users import PublicUser\nfrom dtos.models.teams import ForbiddenWord\nfrom dtos.models.channels import Channel, ChannelCreator\nfrom dtos.models.messages import *\nfrom dtos.responses.messages import *\nfrom models.constants import TeamRoles, MessageResponseStatus, SendMessageType, TeamResponseStatus\nfrom exceptions.exceptions import ChatNotFoundError, WrongActionError\nfrom datetime import datetime, timedelta\n\n'''Mocking environment properties'''\nimport sys\n\nsys.modules[\"daos.users\"] = MagicMock()\nsys.modules[\"daos.teams\"] = MagicMock()\nsys.modules[\"daos.channels\"] = MagicMock()\nsys.modules[\"daos.messages\"] = MagicMock()\nsys.modules[\"daos.database\"] = MagicMock()\nsys.modules[\"services.mentions\"] = MagicMock()\nsys.modules[\"services.notifications\"] = MagicMock()\nsys.modules[\"models.authentication\"] = MagicMock()\nsys.modules[\"logging\"].getLogger = MagicMock()\n\nfrom services.messages import MessageService, WordCensor\n\nmock = MagicMock()\n\n\nclass MockedMessageDatabase:\n stored_chat = None\n stored_chats = []\n stored_messages = []\n\n\nclass MessagesServiceTestCase(unittest.TestCase):\n\n def tearDown(self):\n MockedMessageDatabase.stored_chat = None\n MockedMessageDatabase.stored_chats = []\n MockedMessageDatabase.stored_messages = []\n\n def test_get_preview_messages_from_user_without_any_chats_return_empty_list(self):\n data = MagicMock()\n\n '''Mocked ouputs'''\n user = PublicUser(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MEMBER.value\n direct_messages = []\n channel_messages = []\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_direct_messages_previews.return_value = direct_messages\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_channel_messages_previews.return_value = channel_messages\n\n response = MessageService.get_preview_messages(data)\n self.assertIsInstance(response, ChatsListResponse)\n self.assertEqual(0, len(response.chats))\n self.assertEqual(MessageResponseStatus.LIST.value, response.json().get(\"status\"))\n\n def test_get_preview_messages_from_user_with_non_emtpy_chat_lists_work_properly(self):\n data = MagicMock()\n\n '''Mocked ouputs'''\n user = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n user.team_id = 0\n user.team_role = TeamRoles.MEMBER.value\n\n sender1 = UserMessageSender(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n direct1 = PreviewDirectMessage(message_id=0, sender=sender1, receiver_id=1, chat_name=\"Tester0\", offset=1,\n content=\"Testeando1\", message_type=\"TEXT\", chat_online=False, chat_picture=None,\n timestamp=datetime.now() + timedelta(hours=-3))\n\n sender2 = BotMessageSender(bot_id=5, bot_name=\"Test-Bot\")\n direct2 = PreviewDirectMessage(message_id=1, sender=sender2, receiver_id=0, chat_name=\"Test-Bot\", offset=0,\n content=\"Testeando2\", message_type=\"TEXT\", chat_online=False, chat_picture=None,\n timestamp=datetime.now() + timedelta(hours=-2))\n\n sender3 = UserMessageSender(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n channel1 = PreviewChannelMessage(message_id=2, chat_id=3, chat_name=\"Channel-Test1\", chat_picture=None,\n sender=sender3, content=\"Testeando3\", message_type=\"TEXT\", offset=0,\n timestamp=datetime.now() + timedelta(hours=-1))\n\n sender4 = BotMessageSender(bot_id=5, bot_name=\"Test-Bot\")\n channel2 = PreviewChannelMessage(message_id=3, chat_id=4, chat_name=\"Channel-Test2\", chat_picture=None,\n sender=sender4, content=\"Testeando4\", message_type=\"TEXT\", offset=0,\n timestamp=datetime.now() + timedelta(hours=0))\n\n direct_messages = [direct1, direct2]\n channel_messages = [channel1, channel2]\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_direct_messages_previews.return_value = direct_messages\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_channel_messages_previews.return_value = channel_messages\n\n response = MessageService.get_preview_messages(data)\n self.assertIsInstance(response, ChatsListResponse)\n self.assertEqual(4, len(response.chats))\n self.assertEqual(4, response.chats[0].get(\"chat_id\"))\n self.assertEqual(False, response.chats[0].get(\"unseen\"))\n self.assertEqual(5, response.chats[0].get(\"sender\").get(\"id\"))\n self.assertEqual(3, response.chats[1].get(\"chat_id\"))\n self.assertEqual(False, response.chats[1].get(\"unseen\"))\n self.assertEqual(0, response.chats[1].get(\"sender\").get(\"id\"))\n self.assertEqual(5, response.chats[2].get(\"chat_id\"))\n self.assertEqual(False, response.chats[2].get(\"unseen\"))\n self.assertEqual(5, response.chats[2].get(\"sender\").get(\"id\"))\n self.assertEqual(1, response.chats[3].get(\"chat_id\"))\n self.assertEqual(True, response.chats[3].get(\"unseen\"))\n self.assertEqual(0, response.chats[3].get(\"sender\").get(\"id\"))\n self.assertEqual(MessageResponseStatus.LIST.value, response.json().get(\"status\"))\n\n def test_get_messages_from_non_existent_chat_returns_not_found(self):\n data = MagicMock()\n\n '''Mocked ouputs'''\n user = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n user.team_id = 0\n user.team_role = TeamRoles.MEMBER.value\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_chat_by_ids.return_value = None\n\n self.assertRaises(ChatNotFoundError, MessageService.get_messages_from_chat, data)\n\n def test_get_messages_from_direct_chat_set_offset_in_0_and_works_properly(self):\n data = MagicMock()\n\n '''Mocked ouputs'''\n user = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n user.team_id = 0\n user.team_role = TeamRoles.MEMBER.value\n chat = Chat(user_id=0, chat_id=1, team_id=0, offset=1)\n sender1 = UserMessageSender(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n message1 = ChatMessage(message_id=1, sender=sender1, receiver_id=1, team_id=0, content=\"Test-Message-0\",\n message_type=\"TEXT\", timestamp=datetime.now() - timedelta(hours=1))\n sender2 = UserMessageSender(user_id=1, username=\"Tester1\", first_name=\"Test1\", last_name=\"Test1\")\n message2 = ChatMessage(message_id=0, sender=sender2, receiver_id=0, team_id=0, content=\"Test-Message-1\",\n message_type=\"TEXT\", timestamp=datetime.now() - timedelta(hours=0))\n direct_chats = [message1, message2]\n\n def add_or_update_chat(chat):\n from tests.test_services import test_messages\n MockedMessageDatabase.stored_chat = chat\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_chat_by_ids.return_value = chat\n sys.modules[\"daos.channels\"].ChannelDatabaseClient.get_channel_by_id.return_value = None\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_direct_chat.return_value = direct_chats\n sys.modules[\"daos.messages\"].MessageDatabaseClient.add_or_update_chat = MagicMock(\n side_effect=add_or_update_chat)\n\n response = MessageService.get_messages_from_chat(data)\n self.assertIsInstance(response, MessageListResponse)\n self.assertEqual(False, response.is_channel)\n self.assertEqual(2, len(response.messages))\n self.assertEqual(1, response.messages[0].get(\"sender\").get(\"id\"))\n self.assertEqual(0, response.messages[1].get(\"sender\").get(\"id\"))\n self.assertEqual(0, MockedMessageDatabase.stored_chat.offset)\n\n def test_get_messages_from_channel_chat_set_offset_in_0_and_works_properly(self):\n data = MagicMock()\n\n '''Mocked ouputs'''\n user = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n user.team_id = 0\n user.team_role = TeamRoles.MEMBER.value\n chat = Chat(user_id=0, chat_id=1, team_id=0, offset=1)\n channel = Channel(channel_id=2, name=\"Channel-Test\", creator=ChannelCreator(user_id=5), team_id=0)\n sender1 = UserMessageSender(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n message1 = ChatMessage(message_id=1, sender=sender1, receiver_id=2, team_id=0, content=\"Test-Message-0\",\n message_type=\"TEXT\", timestamp=datetime.now() - timedelta(hours=1))\n sender2 = UserMessageSender(user_id=1, username=\"Tester1\", first_name=\"Test1\", last_name=\"Test1\")\n message2 = ChatMessage(message_id=0, sender=sender2, receiver_id=2, team_id=0, content=\"Test-Message-1\",\n message_type=\"TEXT\", timestamp=datetime.now() - timedelta(hours=0))\n channel_chats = [message1, message2]\n\n def add_update_chat(chat):\n from tests.test_services import test_messages\n MockedMessageDatabase.stored_chat = chat\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_chat_by_ids.return_value = chat\n sys.modules[\"daos.channels\"].ChannelDatabaseClient.get_channel_by_id.return_value = channel\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_channel_chat.return_value = channel_chats\n sys.modules[\"daos.messages\"].MessageDatabaseClient.add_or_update_chat = MagicMock(side_effect=add_update_chat)\n\n response = MessageService.get_messages_from_chat(data)\n self.assertIsInstance(response, MessageListResponse)\n self.assertEqual(True, response.is_channel)\n self.assertEqual(2, len(response.messages))\n self.assertEqual(1, response.messages[0].get(\"sender\").get(\"id\"))\n self.assertEqual(0, response.messages[1].get(\"sender\").get(\"id\"))\n self.assertEqual(0, MockedMessageDatabase.stored_chat.offset)\n\n def test_send_message_to_yourself_returns_bad_request(self):\n data = MagicMock()\n data.chat_id = 0\n\n '''Mocked ouputs'''\n user = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n user.team_id = 0\n user.team_role = TeamRoles.MEMBER.value\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n\n self.assertRaises(WrongActionError, MessageService.send_message, data)\n\n def test_send_message_to_not_member_from_team_returns_bad_request(self):\n data = MagicMock()\n data.chat_id = 1\n\n '''Mocked ouputs'''\n user = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n user.team_id = 0\n user.team_role = TeamRoles.MEMBER.value\n receiver = MessageReceiver(user_id=1, team_id=1, is_user=True)\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_message_direct_receiver_by_ids.return_value = receiver\n\n response = MessageService.send_message(data)\n self.assertIsInstance(response, BadRequestMessageSentResponse)\n self.assertEqual(TeamResponseStatus.USER_NOT_MEMBER.value, response.status)\n\n def test_send_message_to_user_in_new_chat_works_properly(self):\n data = MagicMock()\n data.chat_id = 1\n\n '''Mocked ouputs'''\n user = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n user.team_id = 0\n user.team_role = TeamRoles.MEMBER.value\n receiver = MessageReceiver(user_id=1, team_id=0, is_user=True)\n\n def add_update_chat(chat):\n from tests.test_services import test_messages\n MockedMessageDatabase.stored_chats += [chat]\n\n def add_message(message):\n from tests.test_services import test_messages\n message.message_id = 0\n MockedMessageDatabase.stored_messages += [message]\n return message\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_message_direct_receiver_by_ids.return_value = receiver\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_chat_by_ids.return_value = None\n sys.modules[\"daos.messages\"].MessageDatabaseClient.add_message = MagicMock(side_effect=add_message)\n sys.modules[\"daos.messages\"].MessageDatabaseClient.add_or_update_chat = MagicMock(side_effect=add_update_chat)\n\n response = MessageService.send_message(data)\n\n self.assertIsInstance(response, SuccessfulMessageSentResponse)\n self.assertEqual(1, len(MockedMessageDatabase.stored_messages))\n self.assertEqual(2, len(MockedMessageDatabase.stored_chats))\n self.assertEqual(0, MockedMessageDatabase.stored_messages[0].message_id)\n self.assertEqual(MessageResponseStatus.SENT.value, response.json().get(\"status\"))\n\n def test_send_message_to_channel_in_new_chat_works_properly(self):\n data = MagicMock()\n data.chat_id = 1\n\n '''Mocked ouputs'''\n user = PublicUser(user_id=0, username=\"Tester0\", first_name=\"Test0\", last_name=\"Test0\")\n user.team_id = 0\n user.team_role = TeamRoles.MEMBER.value\n receiver = MessageReceiver(user_id=None, team_id=0, is_user=False)\n member1 = PublicUser(user_id=1, username=\"Tester1\", email=\"test1@test\", first_name=\"Test1\", last_name=\"Test1\",\n profile_pic=None, role=\"MEMBER\", online=False)\n member2 = PublicUser(user_id=2, username=\"Tester2\", email=\"test2@test\", first_name=\"Test2\", last_name=\"Test2\",\n profile_pic=None, role=\"MEMBER\", online=False)\n members = [member1, member2]\n\n def add_update_chat(chat):\n from tests.test_services import test_messages\n MockedMessageDatabase.stored_chats += [chat]\n\n def add_message(message):\n from tests.test_services import test_messages\n message.message_id = 0\n MockedMessageDatabase.stored_messages += [message]\n return message\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_message_direct_receiver_by_ids.return_value = None\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_message_channel_receiver_by_ids.return_value = receiver\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_chat_by_ids.return_value = None\n sys.modules[\"daos.messages\"].MessageDatabaseClient.add_message = MagicMock(side_effect=add_message)\n sys.modules[\"daos.messages\"].MessageDatabaseClient.add_or_update_chat = MagicMock(side_effect=add_update_chat)\n sys.modules[\"daos.channels\"].ChannelDatabaseClient.get_all_channel_users_by_channel_id.return_value = members\n\n response = MessageService.send_message(data)\n\n self.assertIsInstance(response, SuccessfulMessageSentResponse)\n self.assertEqual(1, len(MockedMessageDatabase.stored_messages))\n self.assertEqual(3, len(MockedMessageDatabase.stored_chats))\n self.assertEqual(0, MockedMessageDatabase.stored_messages[0].message_id)\n self.assertEqual(MessageResponseStatus.SENT.value, response.json().get(\"status\"))\n\n def test_censor_forbidden_word_works_properly(self):\n message = MagicMock()\n message.content = \"This is a test!\"\n message.message_type = MessageType.TEXT.value\n\n '''Mocked ouputs'''\n forbidden_words = [ForbiddenWord(word_id=0, word=\"test\", team_id=0)]\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_forbidden_words_from_team.return_value = forbidden_words\n self.assertEqual(\"This is a ****!\", WordCensor(0).remove_forbidden_words(message))\n" }, { "alpha_fraction": 0.6878184080123901, "alphanum_fraction": 0.6878184080123901, "avg_line_length": 37.55356979370117, "blob_id": "8b160a3244812043903a06d52668a4b357307f50", "content_id": "378e84e72bc84dbdec7774ebcc7d9ef316dfab80", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2159, "license_type": "no_license", "max_line_length": 116, "num_lines": 56, "path": "/dtos/inputs/channels.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from dtos.inputs.teams import TeamAuthenticationDTO\nfrom models.constants import ChannelResponseStatus, ChannelVisibilities\nfrom exceptions.exceptions import VisibilityNotAvailableError\n\n\nclass ChannelAuthenticationDTO:\n\n def __init__(self, token, team_id, channel_id):\n self.token = token\n self.team_id = team_id\n self.channel_id = channel_id\n\n\nclass NewChannelDTO:\n\n def __init__(self, token, team_id, name, visibility, description, welcome_message):\n self.authentication = TeamAuthenticationDTO(token, team_id)\n self.name = name\n self.description = description\n self.welcome_message = welcome_message\n try:\n self.visibility = ChannelVisibilities[visibility].value if visibility else None\n except KeyError:\n raise VisibilityNotAvailableError(f\"Visibility {visibility} is not defined.\",\n ChannelResponseStatus.VISIBILITY_UNAVAILABLE.value)\n\n\nclass ChannelInvitationDTO:\n\n def __init__(self, token, team_id, channel_id, user_invited_id):\n self.authentication = ChannelAuthenticationDTO(token, team_id, channel_id)\n self.user_invited_id = user_invited_id\n\n\nclass ChannelRegistrationDTO:\n\n def __init__(self, token, team_id, channel_id):\n self.authentication = TeamAuthenticationDTO(token, team_id)\n self.channel_id = channel_id\n\n\nclass DeleteUserChannelDTO:\n\n def __init__(self, token, team_id, channel_id, delete_id):\n self.authentication = ChannelAuthenticationDTO(token, team_id, channel_id)\n self.delete_id = delete_id\n\n\nclass ChannelUpdateDTO:\n\n def __init__(self, token, team_id, channel_id, updated_channel):\n self.authentication = ChannelAuthenticationDTO(token, team_id, channel_id)\n self.updated_channel = updated_channel\n if \"visibility\" in updated_channel and not updated_channel[\"visibility\"] in ChannelVisibilities.__members__:\n raise VisibilityNotAvailableError(f\"Visibility {updated_channel['visibility']} is not defined.\",\n ChannelResponseStatus.VISIBILITY_UNAVAILABLE.value)\n" }, { "alpha_fraction": 0.7256072163581848, "alphanum_fraction": 0.7404281497001648, "avg_line_length": 29.746835708618164, "blob_id": "3150c8abe8b5c750b36cc034ab3a3e945dd63670", "content_id": "e2e7a83020eae7f64e25384f02b39d50b32e634d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "SQL", "length_bytes": 4858, "license_type": "no_license", "max_line_length": 93, "num_lines": 158, "path": "/tables-scripts.sql", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "DROP TYPE IF EXISTS USER_TITLE CASCADE;\nCREATE TYPE USER_TITLE AS ENUM ('ADMIN', 'USER');\n\nDROP TYPE IF EXISTS GROUP_TITLE CASCADE;\nCREATE TYPE GROUP_TITLE AS ENUM ('CREATOR', 'MODERATOR', 'MEMBER', 'BOT');\n\nDROP TYPE IF EXISTS VISIBILITY CASCADE;\nCREATE TYPE VISIBILITY AS ENUM ('PUBLIC', 'PRIVATE');\n\nDROP TYPE IF EXISTS SEND_TYPE CASCADE;\nCREATE TYPE SEND_TYPE AS ENUM ('DIRECT', 'CHANNEL');\n\nDROP TYPE IF EXISTS MESSAGE_TYPE CASCADE;\nCREATE TYPE MESSAGE_TYPE AS ENUM ('TEXT', 'IMAGE', 'FILE', 'SNIPPET');\n\nDROP TABLE IF EXISTS clients CASCADE;\nCREATE TABLE clients(\n id SERIAL,\n PRIMARY KEY (id)\n);\n\nDROP TABLE IF EXISTS users CASCADE;\nCREATE TABLE users(\n\tid INTEGER NOT NULL UNIQUE,\n\tfacebook_id BIGINT NULL UNIQUE,\n\tusername VARCHAR(256) NOT NULL UNIQUE,\n\temail VARCHAR(256) NULL UNIQUE,\n\tpassword VARCHAR(256) NULL,\n\tfirst_name VARCHAR(256) NULL,\n\tlast_name VARCHAR(256) NULL,\n\tprofile_pic VARCHAR(256) NULL,\n\trole USER_TITLE NOT NULL DEFAULT 'USER',\n\tcreated DATE NOT NULL DEFAULT now(),\n\tauth_token VARCHAR(900) UNIQUE,\n\tonline BOOLEAN NOT NULL DEFAULT TRUE,\n\tPRIMARY KEY (id),\n\tFOREIGN KEY (id) REFERENCES clients (id)\n);\n\nDROP TABLE IF EXISTS password_recoveries CASCADE;\nCREATE TABLE password_recoveries(\n user_id INTEGER NOT NULL UNIQUE,\n recovery_token VARCHAR(900) UNIQUE,\n PRIMARY KEY (user_id),\n FOREIGN KEY (user_id) REFERENCES clients (id)\n);\n\nDROP TABLE IF EXISTS teams CASCADE;\nCREATE TABLE teams(\n\tid SERIAL,\n\tname VARCHAR(256) NOT NULL UNIQUE,\n\tpicture VARCHAR(256) NULL,\n\tlocation VARCHAR(256) NULL,\n\tdescription VARCHAR(256) NULL,\n\twelcome_message VARCHAR(256) NULL,\n\tPRIMARY KEY (id)\n);\n\nDROP TABLE IF EXISTS forbidden_words CASCADE;\nCREATE TABLE forbidden_words(\n id SERIAL,\n word VARCHAR(256) NOT NULL UNIQUE,\n team_id INTEGER NOT NULL,\n PRIMARY KEY (id),\n FOREIGN KEY (team_id) REFERENCES teams (id)\n);\n\nDROP TABLE IF EXISTS users_teams CASCADE;\nCREATE TABLE users_teams(\n\tuser_id INTEGER NOT NULL,\n\tteam_id INTEGER NOT NULL,\n\trole GROUP_TITLE NOT NULL DEFAULT 'MEMBER',\n\tPRIMARY KEY (user_id, team_id),\n\tFOREIGN KEY (user_id) REFERENCES clients (id) ON DELETE CASCADE,\n\tFOREIGN KEY (team_id) REFERENCES teams (id) ON DELETE CASCADE\n);\n\nDROP TABLE IF EXISTS teams_invites CASCADE;\nCREATE TABLE teams_invites(\n\tteam_id INTEGER NOT NULL,\n\temail VARCHAR(256) NOT NULL,\n\tinvite_token VARCHAR(10) NOT NULL UNIQUE,\n\tPRIMARY KEY (team_id, email),\n\tFOREIGN KEY (team_id) REFERENCES teams (id) ON DELETE CASCADE\n);\n\nDROP TABLE IF EXISTS channels CASCADE;\nCREATE TABLE channels(\n\tid INTEGER NOT NULL UNIQUE,\n\tteam_id INTEGER NOT NULL,\n\tname VARCHAR(256) NOT NULL UNIQUE,\n\tcreator INTEGER NOT NULL,\n\tvisibility VISIBILITY NOT NULL,\n\tdescription VARCHAR(256) NULL,\n\twelcome_message VARCHAR(256) NULL,\n\tPRIMARY KEY (id),\n\tFOREIGN KEY (id) REFERENCES clients (id),\n\tFOREIGN KEY (team_id) REFERENCES teams (id) ON DELETE CASCADE\n);\n\nDROP TABLE IF EXISTS users_channels CASCADE;\nCREATE TABLE users_channels(\n\tuser_id INTEGER NOT NULL,\n\tchannel_id INTEGER NOT NULL,\n\tPRIMARY KEY (user_id, channel_id),\n\tFOREIGN KEY (user_id) REFERENCES users (id) ON DELETE CASCADE,\n\tFOREIGN KEY (channel_id) REFERENCES channels (id) ON DELETE CASCADE\n);\n\nDROP TABLE IF EXISTS messages CASCADE;\nCREATE TABLE messages(\n\tid SERIAL,\n\tsender_id INTEGER NOT NULL,\n\treceiver_id INTEGER NOT NULL,\n\tteam_id INTEGER NOT NULL,\n\tcontent VARCHAR(1000) NOT NULL,\n\tsend_type SEND_TYPE NOT NULL,\n\tmessage_type MESSAGE_TYPE NOT NULL,\n\ttimestamp TIMESTAMP NOT NULL DEFAULT now(),\n\tPRIMARY KEY (id),\n\tFOREIGN KEY (sender_id) REFERENCES clients (id) ON DELETE CASCADE,\n\tFOREIGN KEY (receiver_id) REFERENCES clients (id) ON DELETE CASCADE,\n FOREIGN KEY (team_id) REFERENCES teams (id) ON DELETE CASCADE\n);\n\nDROP TABLE IF EXISTS mentions_messages CASCADE;\nCREATE TABLE mentions_messages(\n message_id INTEGER NOT NULL,\n client_id INTEGER NOT NULL,\n PRIMARY KEY (message_id, client_id),\n FOREIGN KEY (message_id) REFERENCES messages (id),\n FOREIGN KEY (client_id) REFERENCES clients (id)\n);\n\nDROP TABLE IF EXISTS chats_messages CASCADE;\nCREATE TABLE chats_messages(\n\tuser_id INTEGER NOT NULL,\n\tchat_id INTEGER NOT NULL,\n\tteam_id INTEGER NOT NULL,\n\tunseen INTEGER NOT NULL DEFAULT 0,\n\tPRIMARY KEY (user_id, chat_id, team_id),\n\tFOREIGN KEY (user_id) REFERENCES clients (id) ON DELETE CASCADE,\n\tFOREIGN KEY (chat_id) REFERENCES clients (id) ON DELETE CASCADE,\n\tFOREIGN KEY (team_id) REFERENCES teams (id) ON DELETE CASCADE\n);\n\nDROP TABLE IF EXISTS bots CASCADE;\nCREATE TABLE bots(\n id INTEGER NOT NULL,\n name VARCHAR(256) NOT NULL UNIQUE,\n callback_url VARCHAR(256) NOT NULL,\n\tauth_token VARCHAR(900) NOT NULL UNIQUE,\n PRIMARY KEY (id),\n FOREIGN KEY (id) REFERENCES clients(id) ON DELETE CASCADE\n);\n\nINSERT INTO clients VALUES (0);\nINSERT INTO bots VALUES (0, 'tito', 'https://hypechat-tito.herokuapp.com/messages', 'eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJ1c2VyX2lkIjowLCJwYXNzd29yZCI6IjEyMzQ1NiIsInRpbWVzdGFtcCI6IjIwMTktMDYtMjQgMjE6MDc6NTguNzU0NTAwIn0.156Q6NAG64pBEs66Cjd7oMLX5_eQfDKMt-nw89Ssvqw');\n" }, { "alpha_fraction": 0.7136520743370056, "alphanum_fraction": 0.7146377563476562, "avg_line_length": 44.59550476074219, "blob_id": "0bd54f7bc022285b93b06fd7648bf7a8713a7fe1", "content_id": "e220993c35bae45a2de4ba0d177120756dcbac5a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4058, "license_type": "no_license", "max_line_length": 85, "num_lines": 89, "path": "/tests/test_models/test_constants.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import unittest\nfrom unittest.mock import MagicMock\n\nfrom models.constants import TeamRoles\nfrom models.constants import UserRoles\n\nimport sys\nsys.modules[\"logging\"].getLogger = MagicMock()\n\n\nclass RolesTestCase(unittest.TestCase):\n\n def test_team_member_is_not_team_admin(self):\n user_role = TeamRoles.MEMBER.value\n self.assertFalse(TeamRoles.is_team_moderator(user_role))\n\n def test_team_moderator_is_team_admin(self):\n user_role = TeamRoles.MODERATOR.value\n self.assertTrue(TeamRoles.is_team_moderator(user_role))\n\n def test_team_creator_is_team_admin(self):\n user_role = TeamRoles.CREATOR.value\n self.assertTrue(TeamRoles.is_team_moderator(user_role))\n\n def test_superuser_is_team_admin(self):\n user_role = UserRoles.ADMIN.value\n self.assertTrue(TeamRoles.is_team_moderator(user_role))\n\n def test_team_member_is_not_team_creator(self):\n user_role = TeamRoles.MEMBER.value\n self.assertFalse(TeamRoles.is_team_creator(user_role))\n\n def test_team_moderator_is_not_team_creator(self):\n user_role = TeamRoles.MODERATOR.value\n self.assertFalse(TeamRoles.is_team_creator(user_role))\n\n def test_team_creator_is_team_creator(self):\n user_role = TeamRoles.CREATOR.value\n self.assertTrue(TeamRoles.is_team_creator(user_role))\n\n def test_superuser_is_not_team_creator(self):\n user_role = UserRoles.ADMIN.value\n self.assertFalse(TeamRoles.is_team_creator(user_role))\n\n def test_team_member_has_not_higher_role_than_any_other_member(self):\n member_role = TeamRoles.MEMBER.value\n moderator_role = TeamRoles.MODERATOR.value\n creator_role = TeamRoles.CREATOR.value\n admin_role = UserRoles.ADMIN.value\n self.assertFalse(TeamRoles.is_higher_role(member_role, member_role))\n self.assertFalse(TeamRoles.is_higher_role(member_role, moderator_role))\n self.assertFalse(TeamRoles.is_higher_role(member_role, creator_role))\n self.assertFalse(TeamRoles.is_higher_role(member_role, admin_role))\n\n def test_team_moderator_has_higher_role_than_team_member(self):\n member_role = TeamRoles.MEMBER.value\n moderator_role = TeamRoles.MODERATOR.value\n creator_role = TeamRoles.CREATOR.value\n admin_role = UserRoles.ADMIN.value\n self.assertTrue(TeamRoles.is_higher_role(moderator_role, member_role))\n self.assertFalse(TeamRoles.is_higher_role(moderator_role, moderator_role))\n self.assertFalse(TeamRoles.is_higher_role(moderator_role, creator_role))\n self.assertFalse(TeamRoles.is_higher_role(moderator_role, admin_role))\n\n def test_team_creator_has_higher_role_than_team_member_and_moderator(self):\n member_role = TeamRoles.MEMBER.value\n moderator_role = TeamRoles.MODERATOR.value\n creator_role = TeamRoles.CREATOR.value\n admin_role = UserRoles.ADMIN.value\n self.assertTrue(TeamRoles.is_higher_role(creator_role, member_role))\n self.assertTrue(TeamRoles.is_higher_role(creator_role, moderator_role))\n self.assertFalse(TeamRoles.is_higher_role(creator_role, creator_role))\n self.assertFalse(TeamRoles.is_higher_role(creator_role, admin_role))\n\n def test_superuser_has_higher_role_than_everybody_else_but_other_superuser(self):\n member_role = TeamRoles.MEMBER.value\n moderator_role = TeamRoles.MODERATOR.value\n creator_role = TeamRoles.CREATOR.value\n admin_role = UserRoles.ADMIN.value\n self.assertTrue(TeamRoles.is_higher_role(admin_role, member_role))\n self.assertTrue(TeamRoles.is_higher_role(admin_role, moderator_role))\n self.assertTrue(TeamRoles.is_higher_role(admin_role, creator_role))\n self.assertFalse(TeamRoles.is_higher_role(admin_role, admin_role))\n\n def test_user_creator_comparison_works_properly(self):\n user1_creator = True\n user2_creator = False\n self.assertTrue(TeamRoles.is_channel_creator(user1_creator))\n self.assertFalse(TeamRoles.is_channel_creator(user2_creator))\n" }, { "alpha_fraction": 0.5349960923194885, "alphanum_fraction": 0.535779595375061, "avg_line_length": 35.46666717529297, "blob_id": "d79c1a160fdc11d112ba90917e3e5810cf2d7d1e", "content_id": "d08b5b9f658a170402b199f20177522d258e3332", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7658, "license_type": "no_license", "max_line_length": 115, "num_lines": 210, "path": "/daos/mappers/messages.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from tables.messages import MessageTableEntry, ChatTableEntry, MentionsByMessagesTableEntry\n\nfrom dtos.models.messages import *\nfrom models.constants import SendMessageType\n\nimport itertools\n\n\nclass MessageDatabaseMapper:\n\n @classmethod\n def to_message(cls, message):\n return MessageTableEntry(\n sender_id=message.sender_id,\n receiver_id=message.receiver_id,\n team_id=message.team_id,\n content=message.content,\n send_type=message.send_type,\n message_type=message.message_type\n )\n\n @classmethod\n def to_chat(cls, chat):\n return ChatTableEntry(\n user_id=chat.user_id,\n chat_id=chat.chat_id,\n team_id=chat.team_id,\n unseen_offset=chat.offset\n )\n\n @classmethod\n def to_mention(cls, mention):\n return MentionsByMessagesTableEntry(\n message_id=mention.message_id,\n client_id=mention.client_id\n )\n\n\nclass MessageModelMapper:\n\n @classmethod\n def to_message(cls, message_entry):\n return Message(\n message_id=message_entry.message_id,\n sender_id=message_entry.sender_id,\n receiver_id=message_entry.receiver_id,\n team_id=message_entry.team_id,\n content=message_entry.content,\n send_type=message_entry.send_type,\n message_type=message_entry.message_type\n ) if message_entry is not None else None\n\n @classmethod\n def to_chat(cls, chat_entry):\n return Chat(\n user_id=chat_entry.user_id,\n chat_id=chat_entry.chat_id,\n team_id=chat_entry.team_id,\n offset=chat_entry.unseen_offset\n ) if chat_entry is not None else None\n\n @classmethod\n def to_mentions(cls, mentions_entries):\n mentions = []\n for mention_entry in mentions_entries:\n if mention_entry.is_user is not None:\n mentions += [UserMention(\n user_id=mention_entry.client_id,\n username=mention_entry.username,\n first_name=mention_entry.first_name,\n last_name=mention_entry.last_name\n )]\n elif mention_entry.is_channel is not None:\n mentions += [ChannelMention(\n channel_id=mention_entry.client_id,\n channel_name=mention_entry.channel_name\n )]\n else:\n mentions += [BotMention(\n bot_id=mention_entry.client_id,\n bot_name=mention_entry.bot_name\n )]\n return mentions\n\n @classmethod\n def to_direct_messages_previews(cls, last_messages):\n preview_messages = []\n for last_message in last_messages:\n if last_message.is_user is not None:\n sender = UserMessageSender(\n user_id=last_message.sender_id,\n username=last_message.username,\n first_name=last_message.first_name,\n last_name=last_message.last_name\n )\n chat_name = last_message.username\n else:\n sender = BotMessageSender(\n bot_id=last_message.sender_id,\n bot_name=last_message.bot_name\n )\n chat_name = last_message.bot_name\n\n if not any(list(map(lambda message: message.message_id == last_message.message_id, preview_messages))):\n preview_messages += [\n PreviewDirectMessage(\n message_id=last_message.message_id,\n receiver_id=last_message.receiver_id,\n sender=sender,\n chat_name=chat_name,\n chat_picture=last_message.profile_pic,\n chat_online=last_message.online,\n content=last_message.content,\n message_type=last_message.message_type,\n timestamp=last_message.timestamp,\n offset=last_message.unseen\n )\n ]\n return preview_messages\n\n @classmethod\n def to_channel_messages_previews(cls, last_messages):\n preview_messages = []\n for last_message in last_messages:\n if last_message.is_user is not None:\n sender = UserMessageSender(\n user_id=last_message.sender_id,\n username=last_message.sender_username,\n first_name=last_message.sender_first_name,\n last_name=last_message.sender_last_name\n )\n else:\n sender = BotMessageSender(\n bot_id=last_message.sender_id,\n bot_name=last_message.sender_bot_name\n )\n\n preview_messages += [\n PreviewChannelMessage(\n message_id=last_message.message_id,\n chat_id=last_message.chat_id,\n chat_name=last_message.chat_name,\n chat_picture=None,\n sender=sender,\n content=last_message.content,\n message_type=last_message.message_type,\n timestamp=last_message.message_timestamp,\n offset=last_message.unseen_offset\n )\n ]\n return preview_messages\n\n @classmethod\n def to_messages_chat(cls, messages_entries):\n messages = []\n for message_entry in messages_entries:\n if message_entry.is_user is not None:\n sender = UserMessageSender(\n user_id=message_entry.sender_id,\n username=message_entry.username,\n first_name=message_entry.first_name,\n last_name=message_entry.last_name,\n online=message_entry.online\n )\n else:\n sender = BotMessageSender(\n bot_id=message_entry.sender_id,\n bot_name=message_entry.bot_name\n )\n messages += [ChatMessage(\n message_id=message_entry.message_id,\n sender=sender,\n receiver_id=message_entry.receiver_id,\n team_id=message_entry.team_id,\n content=message_entry.content,\n message_type=message_entry.message_type,\n timestamp=message_entry.timestamp\n )]\n return messages\n\n @classmethod\n def to_message_receiver(cls, receiver):\n return MessageReceiver(\n user_id=receiver.user_id if receiver.is_user else None,\n team_id=receiver.team_id,\n is_user=receiver.is_user\n ) if receiver is not None else None\n\n @classmethod\n def to_stats(cls, stats_entries):\n stats = []\n grouped = itertools.groupby(stats_entries, key=lambda entry: entry.team_id)\n\n for team_id, messages in grouped:\n direct_messages = 0\n channel_messages = 0\n\n for message_type in list(messages):\n if message_type[1] == SendMessageType.DIRECT.value:\n direct_messages = message_type[2]\n elif message_type[1] == SendMessageType.CHANNEL.value:\n channel_messages = message_type[2]\n\n stats += [MessageStats(\n team_id=team_id,\n direct=direct_messages,\n channel=channel_messages\n )]\n\n return stats\n" }, { "alpha_fraction": 0.6144744157791138, "alphanum_fraction": 0.6144744157791138, "avg_line_length": 23.890411376953125, "blob_id": "ce32ea67eddae06869ef9417c476d7568b02bc5e", "content_id": "756c20483c0b33483690e316731643f2ebc677bd", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3634, "license_type": "no_license", "max_line_length": 71, "num_lines": 146, "path": "/dtos/responses/channels.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from dtos.responses.clients import SuccessfulClientResponse\nfrom models.constants import *\nfrom utils.serializer import Jsonizable\nfrom utils.responses import Response\n\n\nclass SuccessfulChannelResponse(SuccessfulClientResponse):\n\n def __init__(self, channel, status):\n client = ActiveChannelOutput(channel)\n super(SuccessfulChannelResponse, self).__init__(client, status)\n\n def json(self):\n return {\n \"status\": self.status,\n \"channel\": self.client.json()\n }\n\n\nclass SuccessfulChannelsListResponse(Jsonizable, Response):\n\n def __init__(self, channels_list):\n self.channels = channels_list\n\n def json(self):\n return {\n \"status\": UserResponseStatus.LIST.value,\n \"channels\": self.channels\n }\n\n def status_code(self):\n return StatusCode.OK.value\n\n\nclass ActiveChannelOutput(Jsonizable):\n\n def __init__(self, channel):\n self.channel_id = channel.channel_id\n self.team_id = channel.team_id\n self.name = channel.name\n self.creator = ActiveChannelCreator(channel.creator)\n self.visibility = channel.visibility\n self.description = channel.description\n self.welcome_message = channel.welcome_message\n\n def json(self):\n return {\n \"channel_id\": self.channel_id,\n \"team_id\": self.team_id,\n \"name\": self.name,\n \"creator\": self.creator.json(),\n \"visibility\": self.visibility,\n \"description\": self.description,\n \"welcome_message\": self.welcome_message\n }\n\n\nclass ActiveChannelCreator(Jsonizable):\n\n def __init__(self, creator):\n self.id = creator.id\n self.username = creator.username\n self.first_name = creator.first_name\n self.last_name = creator.last_name\n\n def json(self):\n return vars(self)\n\n\nclass SuccessfulChannelMessageResponse(Jsonizable, Response):\n\n def __init__(self, message, status):\n self.status = status\n self.message = message\n\n def json(self):\n return {\n \"status\": self.status,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.OK.value\n\n\nclass BadRequestChannelMessageResponse(Jsonizable, Response):\n\n def __init__(self, message, status):\n self.status = status\n self.message = message\n\n def json(self):\n return {\n \"status\": self.status,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.BAD_REQUEST.value\n\n\nclass ForbiddenChannelMessageResponse(Jsonizable, Response):\n\n def __init__(self, message, status):\n self.status = status\n self.message = message\n\n def json(self):\n return {\n \"status\": self.status,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.FORBIDDEN.value\n\n\nclass UnsuccessfulChannelMessageResponse(Jsonizable, Response):\n\n def __init__(self, message):\n self.message = message\n\n def json(self):\n return {\n \"status\": TeamResponseStatus.ERROR.value,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.SERVER_ERROR.value\n\n\nclass NotFoundChannelMessageResponse(Jsonizable, Response):\n\n def __init__(self, message, status):\n self.status = status\n self.message = message\n\n def json(self):\n return {\n \"status\": self.status,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.NOT_FOUND.value\n" }, { "alpha_fraction": 0.6735484004020691, "alphanum_fraction": 0.6739785075187683, "avg_line_length": 54.35714340209961, "blob_id": "3eb68e86806062d76f20ce72757593504b5e2628", "content_id": "384e0660f24d2805b59b2f938a69015feecaa73d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2325, "license_type": "no_license", "max_line_length": 121, "num_lines": 42, "path": "/tables/messages.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from app import db\nfrom sqlalchemy import exc, ForeignKey\nfrom sqlalchemy.sql import func\nfrom tables.users import ClientTableEntry\nfrom tables.teams import TeamTableEntry\n\n\nclass MessageTableEntry(db.Model):\n __tablename__ = 'messages'\n\n message_id = db.Column(name='id', type_=db.Integer, primary_key=True, autoincrement=True)\n sender_id = db.Column(ForeignKey(ClientTableEntry.client_id, ondelete='CASCADE'), name='sender_id',\n type_=db.Integer, nullable=False)\n receiver_id = db.Column(ForeignKey(ClientTableEntry.client_id, ondelete='CASCADE'), name='receiver_id',\n type_=db.Integer, nullable=False)\n team_id = db.Column(ForeignKey(TeamTableEntry.team_id, ondelete='CASCADE'), name='team_id', type_=db.Integer,\n nullable=False)\n content = db.Column(name='content', type_=db.String(), nullable=False)\n send_type = db.Column(name='send_type', type_=db.String(), nullable=False)\n message_type = db.Column(name='message_type', type_=db.String(), nullable=False)\n timestamp = db.Column(name='timestamp', type_=db.DateTime(timezone=True), nullable=False, server_default=func.now())\n\n\nclass ChatTableEntry(db.Model):\n __tablename__ = 'chats_messages'\n\n user_id = db.Column(ForeignKey(ClientTableEntry.client_id, ondelete='CASCADE'), name='user_id', type_=db.Integer,\n nullable=False, primary_key=True)\n chat_id = db.Column(ForeignKey(ClientTableEntry.client_id, ondelete='CASCADE'), name='chat_id', type_=db.Integer,\n nullable=False, primary_key=True)\n team_id = db.Column(ForeignKey(TeamTableEntry.team_id, ondelete='CASCADE'), name='team_id', type_=db.Integer,\n nullable=False, primary_key=True)\n unseen_offset = db.Column(name='unseen', type_=db.Integer, nullable=False, default=0)\n\n\nclass MentionsByMessagesTableEntry(db.Model):\n __tablename__ = 'mentions_messages'\n\n client_id = db.Column(ForeignKey(ClientTableEntry.client_id, ondelete='CASCADE'), name='client_id', type_=db.Integer,\n nullable=False, primary_key=True)\n message_id = db.Column(ForeignKey(MessageTableEntry.message_id, ondelete='CASCADE'), name='message_id',\n type_=db.Integer, nullable=False, primary_key=True)\n" }, { "alpha_fraction": 0.619918704032898, "alphanum_fraction": 0.619918704032898, "avg_line_length": 21.363636016845703, "blob_id": "c56b739ed3a0f01b92bf5650cd05d098b63efe40", "content_id": "d4b5f355f6f6903bfef414d3cff127a2405e7882", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 984, "license_type": "no_license", "max_line_length": 92, "num_lines": 44, "path": "/dtos/inputs/users.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "class AuthenticationDTO:\n\n def __init__(self, token):\n self.token = token\n\n\nclass NewUserDTO:\n\n def __init__(self, username, email, password, first_name, last_name, profile_pic, role):\n self.username = username\n self.email = email\n self.password = password\n self.first_name = first_name\n self.last_name = last_name\n self.profile_pic = profile_pic\n self.role = role\n\n\nclass LoginDTO:\n\n def __init__(self, email, password, facebook_token):\n self.email = email\n self.password = password\n self.facebook_token = facebook_token\n\n\nclass RecoverPasswordDTO:\n\n def __init__(self, email):\n self.email = email\n\n\nclass RegeneratePasswordDTO:\n\n def __init__(self, email, recover_token):\n self.email = email\n self.recover_token = recover_token\n\n\nclass UserUpdateDTO:\n\n def __init__(self, token, updated_user):\n self.token = token\n self.updated_user = updated_user\n" }, { "alpha_fraction": 0.6106468439102173, "alphanum_fraction": 0.6106468439102173, "avg_line_length": 22.078571319580078, "blob_id": "965df68be805c1d5570e3290ba38b43abd0b2dba", "content_id": "8ee0e5e3bd96f91addb03c14201eba9c81951b39", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3231, "license_type": "no_license", "max_line_length": 68, "num_lines": 140, "path": "/dtos/responses/teams.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from dtos.responses.clients import SuccessfulClientResponse\nfrom models.constants import *\nfrom utils.serializer import Jsonizable\nfrom utils.responses import Response\n\n\nclass SuccessfulTeamResponse(SuccessfulClientResponse):\n\n def __init__(self, team, status):\n client = ActiveTeamOutput(team)\n super(SuccessfulTeamResponse, self).__init__(client, status)\n\n def json(self):\n return {\n \"status\": self.status,\n \"team\": self.client.json()\n }\n\n\nclass ActiveTeamOutput(Jsonizable):\n\n def __init__(self, team):\n self.id = team.id\n self.team_name = team.name\n self.picture = team.picture\n self.location = team.location\n self.description = team.description\n self.welcome_message = team.welcome_message\n\n def json(self):\n return vars(self)\n\n\nclass SuccessfulTeamsListResponse(Jsonizable, Response):\n\n def __init__(self, teams_list):\n self.teams = teams_list\n\n def json(self):\n return {\n \"status\": TeamResponseStatus.LIST.value,\n \"teams\": self.teams\n }\n\n def status_code(self):\n return StatusCode.OK.value\n\n\nclass SuccessfulForbiddenWordsList(Jsonizable, Response):\n\n def __init__(self, words):\n self.words = words\n\n def json(self):\n return {\n \"status\": TeamResponseStatus.LIST.value,\n \"forbidden_words\": self.words\n }\n\n def status_code(self):\n return StatusCode.OK.value\n\n\nclass SuccessfulTeamMessageResponse(Jsonizable, Response):\n\n def __init__(self, message, status):\n self.status = status\n self.message = message\n\n def json(self):\n return {\n \"status\": self.status,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.OK.value\n\n\nclass BadRequestTeamMessageResponse(Jsonizable, Response):\n\n def __init__(self, message, status):\n self.status = status\n self.message = message\n\n def json(self):\n return {\n \"status\": self.status,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.BAD_REQUEST.value\n\n\nclass ForbiddenTeamMessageResponse(Jsonizable, Response):\n\n def __init__(self, message, status):\n self.status = status\n self.message = message\n\n def json(self):\n return {\n \"status\": self.status,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.FORBIDDEN.value\n\n\nclass UnsuccessfulTeamMessageResponse(Jsonizable, Response):\n\n def __init__(self, message):\n self.message = message\n\n def json(self):\n return {\n \"status\": TeamResponseStatus.ERROR.value,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.SERVER_ERROR.value\n\n\nclass NotFoundTeamMessageResponse(Jsonizable, Response):\n\n def __init__(self, message, status):\n self.status = status\n self.message = message\n\n def json(self):\n return {\n \"status\": self.status,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.NOT_FOUND.value\n" }, { "alpha_fraction": 0.7179226875305176, "alphanum_fraction": 0.7195720076560974, "avg_line_length": 54.37704849243164, "blob_id": "671499e0161e041e1deb49c9bd92f24d49b0cb0a", "content_id": "77943dedb0ffb3f390da6856cc4ce6f959400179", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 23646, "license_type": "no_license", "max_line_length": 111, "num_lines": 427, "path": "/tests/test_models/test_requests.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import unittest\nfrom unittest.mock import MagicMock\n\nfrom dtos.inputs.users import *\nfrom dtos.inputs.teams import *\nfrom dtos.inputs.channels import *\nfrom dtos.inputs.messages import *\nfrom models.request import ClientRequest\nfrom exceptions.exceptions import *\n\nimport sys\nsys.modules[\"logging\"].getLogger = MagicMock()\n\nmock = None\nEMPTY_DICTIONARY = {}\nauthentication_headers = {\"X-Auth-Token\": \"test\"}\n\n\nclass Header:\n\n def __init__(self, headers):\n self.headers = headers\n\n def to_list(self):\n return self.headers.items()\n\n def get(self, key):\n return self.headers.get(key)\n\n\nclass Request:\n\n def __init__(self, body=None, headers=None, args=None):\n self.body = body\n self.is_json = body is not None\n self.args = {} if args is None else args\n self.headers = Header(EMPTY_DICTIONARY if headers is None else headers)\n\n def get_json(self):\n return self.body\n\n def headers(self):\n return self.headers\n\n\nclass ClientRequestTestCase(unittest.TestCase):\n\n def test_new_user_data_without_email_throws_exception(self):\n body_json = {\"username\": \"test\", \"password\": \"pass\"}\n input_request = Request(body=body_json)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.new_user_data)\n\n def test_new_user_data_without_username_throws_exception(self):\n body_json = {\"password\": \"pass\", \"email\": \"[email protected]\"}\n input_request = Request(body=body_json)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.new_user_data)\n\n def test_new_user_data_without_password_throws_exception(self):\n body_json = {\"username\": \"test\", \"email\": \"[email protected]\"}\n input_request = Request(body=body_json)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.new_user_data)\n\n def test_new_user_data_with_full_data_works_properly(self):\n body_json = {\"username\": \"test\", \"password\": \"pass\", \"email\": \"[email protected]\"}\n input_request = Request(body=body_json)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.new_user_data(), NewUserDTO)\n\n def test_app_login_data_without_password_throws_exception(self):\n body_json = {\"email\": \"[email protected]\"}\n input_request = Request(body=body_json)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.login_data)\n\n def test_app_login_data_without_email_throws_exception(self):\n body_json = {\"password\": \"pass\"}\n input_request = Request(body=body_json)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.login_data)\n\n def test_login_data_with_full_data_works_properly(self):\n body_json_app = {\"email\": \"[email protected]\", \"password\": \"pass\"}\n body_json_face = {\"facebook_token\": \"token-test\"}\n input_request_app = Request(body=body_json_app)\n input_request_face = Request(body=body_json_face)\n client_request_app = ClientRequest(input_request_app)\n client_request_face = ClientRequest(input_request_face)\n self.assertIsInstance(client_request_app.login_data(), LoginDTO)\n self.assertIsInstance(client_request_face.login_data(), LoginDTO)\n\n def test_recover_password_data_without_email_throws_exception(self):\n recover_json = {}\n input_request = Request(body=recover_json)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.recover_password_data)\n\n def test_recover_password_data_with_full_data_works_properly(self):\n recover_json = {\"email\": \"[email protected]\"}\n input_request = Request(body=recover_json)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.recover_password_data(), RecoverPasswordDTO)\n\n def test_regenerate_password_data_without_email_throws_exception(self):\n body_json = {\"recover_token\": \"test\"}\n input_request = Request(body=body_json)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.regenerate_password_data)\n\n def test_regenerate_password_data_without_recovery_token_throws_exception(self):\n body_json = {\"recover_token\": \"test\"}\n input_request = Request(body=body_json)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.regenerate_password_data)\n\n def test_regenerate_password_data_with_full_data_works_properly(self):\n body_json = {\"recover_token\": \"test\", \"email\": \"[email protected]\"}\n input_request = Request(body=body_json)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.regenerate_password_data(), RegeneratePasswordDTO)\n\n def test_user_update_with_authentication_header_works_properly(self):\n body_json = {}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.user_update_data(), UserUpdateDTO)\n\n def test_search_users_by_username_with_authentication_header_works_properly(self):\n input_request = Request(headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.search_users_by_username_data(mock, mock), SearchUsersDTO)\n\n def test_search_user_by_id_with_authentication_header_works_properly(self):\n input_request = Request(headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.team_user_profile_data(mock, mock), SearchUserByIdDTO)\n\n def test_authentication_data_with_authentication_header_works_properly(self):\n input_request = Request(headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.authentication_data(), AuthenticationDTO)\n\n def test_inbox_data_without_team_id_throws_exception(self):\n body_json = {\"chat_id\": 0, \"content\": \"test\", \"message_type\": \"UNKNOWN\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.inbox_data)\n\n def test_inbox_data_without_chat_id_throws_exception(self):\n body_json = {\"team_id\": 0, \"content\": \"test\", \"message_type\": \"UNKNOWN\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.inbox_data)\n\n def test_inbox_data_without_content_throws_exception(self):\n body_json = {\"team_id\": 0, \"chat_id\": 0, \"message_type\": \"UNKNOWN\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.inbox_data)\n\n def test_inbox_data_without_message_type_throws_exception(self):\n body_json = {\"team_id\": 0, \"chat_id\": 0, \"content\": \"test\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.inbox_data)\n\n def test_inbox_data_with_unknown_message_type_throws_exception(self):\n body_json = {\"team_id\": 0, \"chat_id\": 0, \"content\": \"test\", \"message_type\": \"UNKNOWN\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MessageTypeNotAvailableError, client_request.inbox_data)\n\n def test_inbox_data_with_full_data_works_properly(self):\n body_json = {\"team_id\": 0, \"chat_id\": 0, \"content\": \"test\", \"message_type\": \"TEXT\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.inbox_data(), InboxDTO)\n\n def test_chat_data_with_full_data_and_no_offset_works_properly(self):\n input_request = Request(headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.chat_data(mock, mock), ChatDTO)\n\n def test_chat_data_with_full_data_and_offset_works_properly(self):\n args = {\"offset\": 0}\n input_request = Request(headers=authentication_headers, args=args)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.chat_data(mock, mock), ChatDTO)\n\n def test_new_team_data_without_team_name_throws_exception(self):\n body_json = {}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.new_team_data)\n\n def test_new_team_data_with_full_data_works_properly(self):\n body_json = {\"team_name\": \"test\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.new_team_data(), NewTeamDTO)\n\n def test_add_user_to_team_data_without_team_id_throws_exception(self):\n body_json = {\"add_user_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.new_team_data)\n\n def test_add_user_to_team_data_without_add_user_id_throws_exception(self):\n body_json = {\"team_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.new_team_data)\n\n def test_add_user_to_team_data_with_full_data_works_properly(self):\n body_json = {\"team_id\": 0, \"add_user_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.add_user_team_data(), AddUserTeamDTO)\n\n def test_invite_user_to_team_data_without_team_id_throws_exception(self):\n body_json = {\"email\": \"[email protected]\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.team_invite_data)\n\n def test_invite_user_to_team_data_without_email_throws_exception(self):\n body_json = {\"team_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.team_invite_data)\n\n def test_invite_user_to_team_data_with_full_data_works_properly(self):\n body_json = {\"team_id\": 0, \"email\": \"[email protected]\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.team_invite_data(), TeamInviteDTO)\n\n def test_accept_invite_data_without_invite_token_throws_exception(self):\n body_json = {}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.accept_team_invite_data)\n\n def test_accept_invite_data_with_full_data_works_properly(self):\n body_json = {\"invite_token\": \"test\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.accept_team_invite_data(), TeamInviteAcceptDTO)\n\n def test_change_role_data_without_user_id_throws_exception(self):\n body_json = {\"new_role\": \"UNKNOWN\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.change_role_data, mock)\n\n def test_change_role_data_without_new_role_throws_exception(self):\n body_json = {\"user_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.change_role_data, mock)\n\n def test_change_role_data_with_unknown_new_role_throws_exception(self):\n body_json = {\"user_id\": 0, \"new_role\": \"UNKNOWN\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(RoleNotAvailableError, client_request.change_role_data, mock)\n\n def test_change_role_data_with_full_data_works_properly(self):\n body_json = {\"user_id\": 0, \"new_role\": \"MODERATOR\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.change_role_data(mock), ChangeRoleDTO)\n\n def test_team_authentication_data_with_authentication_header_works_properly(self):\n input_request = Request(headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.team_authentication_data(mock), TeamAuthenticationDTO)\n\n def test_delete_user_team_data_with_authentication_header_works_properly(self):\n input_request = Request(headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.delete_user_team_data(mock, mock), DeleteUserTeamDTO)\n\n def test_update_team_data_with_authentication_header_works_properly(self):\n body_json = {}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.team_update_data(mock), TeamUpdateDTO)\n\n def test_new_channel_data_without_team_id_throws_exception(self):\n body_json = {\"name\": \"test\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.new_channel_data)\n\n def test_new_channel_data_without_channel_name_throws_exception(self):\n body_json = {\"team_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.new_channel_data)\n\n def test_new_channel_data_with_unknown_visibility_throws_exception(self):\n body_json = {\"team_id\": 0, \"name\": \"test\", \"visibility\": \"UNKNOWN\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(VisibilityNotAvailableError, client_request.new_channel_data)\n\n def test_new_channel_data_with_full_data_with_visibility_works_properly(self):\n body_json = {\"team_id\": 0, \"name\": \"test\", \"visibility\": \"PUBLIC\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.new_channel_data(), NewChannelDTO)\n\n def test_new_channel_data_with_full_data_without_visibility_works_properly(self):\n body_json = {\"team_id\": 0, \"name\": \"test\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.new_channel_data(), NewChannelDTO)\n\n def test_channel_invitation_data_without_team_id_throws_exception(self):\n body_json = {\"channel_id\": 0, \"user_invited_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.channel_invitation_data)\n\n def test_channel_invitation_data_without_channel_id_throws_exception(self):\n body_json = {\"team_id\": 0, \"user_invited_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.channel_invitation_data)\n\n def test_channel_invitation_data_without_user_invited_id_throws_exception(self):\n body_json = {\"team_id\": 0, \"channel_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.channel_invitation_data)\n\n def test_channel_invitation_data_with_full_data_works_properly(self):\n body_json = {\"team_id\": 0, \"channel_id\": 0, \"user_invited_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.channel_invitation_data(), ChannelInvitationDTO)\n\n def test_channel_registration_data_without_team_id_throws_exception(self):\n body_json = {\"channel_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.channel_registration_data)\n\n def test_channel_registration_data_without_channel_id_throws_exception(self):\n body_json = {\"team_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.channel_registration_data)\n\n def test_channel_registration_data_with_full_data_works_properly(self):\n body_json = {\"team_id\": 0, \"channel_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.channel_registration_data(), ChannelRegistrationDTO)\n\n def test_delete_user_channel_data_with_authentication_header_works_properly(self):\n input_request = Request(headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.delete_user_channel_data(mock, mock, mock), DeleteUserChannelDTO)\n\n def test_channel_authentication_data_with_authentication_header_works_properly(self):\n input_request = Request(headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.channel_authentication_data(mock, mock), ChannelAuthenticationDTO)\n\n def test_update_channel_data_with_authentication_header_works_properly(self):\n body_json = {}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.channel_update_data(mock, mock), ChannelUpdateDTO)\n\n def test_add_forbidden_word_data_without_team_id_throws_exception(self):\n body_json = {\"word\": \"test\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.add_forbidden_word_data)\n\n def test_add_forbidden_word_data_without_word_throws_exception(self):\n body_json = {\"team_id\": 0}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestParameterError, client_request.add_forbidden_word_data)\n\n def test_add_forbidden_word_data_with_full_data_works_properly(self):\n body_json = {\"team_id\": 0, \"word\": \"test\"}\n input_request = Request(body=body_json, headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.add_forbidden_word_data(), AddForbiddenWordDTO)\n\n def test_delete_forbidden_word_data_with_authentication_header_works_properly(self):\n input_request = Request(headers=authentication_headers)\n client_request = ClientRequest(input_request)\n self.assertIsInstance(client_request.delete_forbidden_word_data(mock, mock), DeleteForbiddenWordDTO)\n\n def test_secure_actions_without_authentication_token_throws_exception(self):\n input_request = Request(EMPTY_DICTIONARY)\n client_request = ClientRequest(input_request)\n self.assertRaises(MissingRequestHeaderError, client_request.user_update_data)\n self.assertRaises(MissingRequestHeaderError, client_request.search_users_by_username_data, None, None)\n self.assertRaises(MissingRequestHeaderError, client_request.team_user_profile_data, None, None)\n self.assertRaises(MissingRequestHeaderError, client_request.authentication_data)\n self.assertRaises(MissingRequestHeaderError, client_request.inbox_data)\n self.assertRaises(MissingRequestHeaderError, client_request.chat_data, None, None)\n self.assertRaises(MissingRequestHeaderError, client_request.new_team_data)\n self.assertRaises(MissingRequestHeaderError, client_request.add_user_team_data)\n self.assertRaises(MissingRequestHeaderError, client_request.team_invite_data)\n self.assertRaises(MissingRequestHeaderError, client_request.accept_team_invite_data)\n self.assertRaises(MissingRequestHeaderError, client_request.change_role_data, None)\n self.assertRaises(MissingRequestHeaderError, client_request.team_authentication_data, None)\n self.assertRaises(MissingRequestHeaderError, client_request.delete_user_team_data, None, None)\n self.assertRaises(MissingRequestHeaderError, client_request.team_update_data, None)\n self.assertRaises(MissingRequestHeaderError, client_request.new_channel_data)\n self.assertRaises(MissingRequestHeaderError, client_request.channel_invitation_data)\n self.assertRaises(MissingRequestHeaderError, client_request.channel_registration_data)\n self.assertRaises(MissingRequestHeaderError, client_request.delete_user_channel_data, None, None, None)\n self.assertRaises(MissingRequestHeaderError, client_request.channel_authentication_data, None, None)\n self.assertRaises(MissingRequestHeaderError, client_request.channel_update_data, None, None)\n self.assertRaises(MissingRequestHeaderError, client_request.add_forbidden_word_data)\n self.assertRaises(MissingRequestHeaderError, client_request.delete_forbidden_word_data, None, None)\n" }, { "alpha_fraction": 0.6093229651451111, "alphanum_fraction": 0.6093229651451111, "avg_line_length": 23.351350784301758, "blob_id": "9f0a43c9214dcee7282df8f0d46811a78af96cb5", "content_id": "cbc445b56e739bc442ee1865ddb86ae481861c83", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 901, "license_type": "no_license", "max_line_length": 123, "num_lines": 37, "path": "/dtos/models/teams.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.constants import TeamRoles\n\n\nclass Team:\n\n def __init__(self, name, team_id=None, picture=None, location=None, description=None, welcome_message=None, role=None):\n self.id = team_id\n self.name = name\n self.picture = picture\n self.location = location\n self.description = description\n self.welcome_message = welcome_message\n self.role = role\n\n\nclass TeamUser:\n\n def __init__(self, user_id, team_id, role=None):\n self.user_id = user_id\n self.team_id = team_id\n self.role = role or TeamRoles.MEMBER.value\n\n\nclass TeamInvite:\n\n def __init__(self, team_id, email, token):\n self.team_id = team_id\n self.email = email\n self.token = token\n\n\nclass ForbiddenWord:\n\n def __init__(self, word, team_id, word_id=None):\n self.id = word_id\n self.word = word\n self.team_id = team_id\n" }, { "alpha_fraction": 0.7453183531761169, "alphanum_fraction": 0.7453183531761169, "avg_line_length": 29.80769157409668, "blob_id": "e89feeca271568247a478fe8d8af7b0d7f34055c", "content_id": "157c2354adde7eb999a9e61bdf660288a2f25116", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 801, "license_type": "no_license", "max_line_length": 68, "num_lines": 26, "path": "/controllers/stats.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.request import ClientRequest\n\nfrom services.users import UserService\nfrom services.messages import MessageService\n\nfrom flask import request, jsonify\nfrom run import app\n\nimport logging\nlogger = logging.getLogger(\"StatsController\")\n\n\[email protected]('/stats/users', methods=['GET'])\ndef get_all_users():\n logger.info(\"Attempting to get users stats\")\n req = ClientRequest(request)\n response = UserService.get_all_users(req.authentication_data())\n return jsonify(response.json()), response.status_code()\n\n\[email protected]('/stats/messages', methods=['GET'])\ndef team_messages():\n logger.info(f\"Attempting to get messages stats.\")\n req = ClientRequest(request)\n stats = MessageService.messages_stats(req.authentication_data())\n return jsonify(stats.json()), stats.status_code()\n" }, { "alpha_fraction": 0.6402438879013062, "alphanum_fraction": 0.6402438879013062, "avg_line_length": 13.909090995788574, "blob_id": "07b52d1c19a0cf7a39dd66ee689fd76bec2ca3b1", "content_id": "0f3b722c93e7e795d48cc12eec9ff4f048110bc2", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 164, "license_type": "no_license", "max_line_length": 35, "num_lines": 11, "path": "/utils/responses.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from abc import ABC, abstractmethod\n\n\nclass Response(ABC):\n\n @abstractmethod\n def status_code(self):\n pass\n\n def headers(self):\n return None\n" }, { "alpha_fraction": 0.6881720423698425, "alphanum_fraction": 0.6881720423698425, "avg_line_length": 20.461538314819336, "blob_id": "467492d5758c15d52fa730b7f125a10f7718fc28", "content_id": "832ac90cf6edace24a50901860c9c4b31492fdbe", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 279, "license_type": "no_license", "max_line_length": 69, "num_lines": 13, "path": "/run.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import os\n\nfrom app import create_app\n\nconfig_name = os.getenv('APP_SETTINGS')\napp = create_app(config_name)\n\nfrom controllers import users, messages, teams, channels, stats, bots\nfrom handlers import *\n\nif __name__ == '__main__':\n app.secret_key = \"secret_key\"\n app.run()\n" }, { "alpha_fraction": 0.6403712034225464, "alphanum_fraction": 0.6403712034225464, "avg_line_length": 29.785715103149414, "blob_id": "7d5d402a7714a5bef93bcfcf02ab170948dd49d8", "content_id": "488ad0cf08cad61abc92681fef09df99dad4e9a8", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 862, "license_type": "no_license", "max_line_length": 80, "num_lines": 28, "path": "/dtos/model.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "class RecoveryPasswordEmailDTO:\n\n def __init__(self, email, username, token, message_template):\n self.email = email\n self.username = username\n self.token = token\n self.message_template = message_template\n\n\nclass TeamInvitationEmailDTO:\n\n def __init__(self, email, team_name, inviter_name, token, message_template):\n self.email = email\n self.team_name = team_name\n self.inviter_name = inviter_name\n self.token = token\n self.message_template = message_template\n\n\nclass FacebookUserDTO:\n\n def __init__(self, facebook_id, email, first_name, last_name, profile_pic):\n self.facebook_id = facebook_id\n self.username = f\"{first_name}{last_name}\"\n self.email = email\n self.first_name = first_name\n self.last_name = last_name\n self.profile_pic = profile_pic\n" }, { "alpha_fraction": 0.6911742091178894, "alphanum_fraction": 0.6977062225341797, "avg_line_length": 43.181209564208984, "blob_id": "e8f76cd6d7c64b5ceea2a824a8c508deac94dd28", "content_id": "ff871591e68d672963a164e8040fa76412e46d42", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6583, "license_type": "no_license", "max_line_length": 113, "num_lines": 149, "path": "/tests/test_services/test_mentions.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import unittest\nfrom unittest.mock import MagicMock\n\nfrom dtos.models.messages import UserMention, ChannelMention, BotMention\nfrom models.constants import SendMessageType\nfrom sqlalchemy.exc import IntegrityError\n\n'''Mocking environment properties'''\nimport sys\nsys.modules[\"daos.bots\"] = MagicMock()\nsys.modules[\"daos.database\"] = MagicMock()\nsys.modules[\"daos.messages\"] = MagicMock()\nsys.modules[\"services.bots\"] = MagicMock()\nsys.modules[\"services.notifications\"] = MagicMock()\nsys.modules[\"logging\"].getLogger = MagicMock()\n\nfrom services.mentions import MentionService\nmock = MagicMock()\n\n\nclass MockedMentionsDatabase:\n\n batch_mentions = []\n saved_mentions = []\n\n\nclass MentionServiceTestCase(unittest.TestCase):\n\n def tearDown(self):\n MockedMentionsDatabase.batch_mentions = []\n MockedMentionsDatabase.saved_mentions = []\n\n def test_saving_mentions_save_one_for_each_mentioned_user(self):\n message = MagicMock()\n message.message_id = 0\n message.send_type = SendMessageType.CHANNEL.value\n mentions = [0, 1, 2, 3, 4, 5]\n\n def add_mention(mention):\n from tests.test_services import test_facebook\n MockedMentionsDatabase.batch_mentions += [mention]\n\n def commit():\n from tests.test_services import test_facebook\n MockedMentionsDatabase.saved_mentions = MockedMentionsDatabase.batch_mentions\n MockedMentionsDatabase.batch_mentions = []\n\n sys.modules[\"daos.messages\"].MessageDatabaseClient.add_mention = MagicMock(side_effect=add_mention)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n MentionService.save_mentions(message, mentions)\n self.assertEqual(len(mentions), len(MockedMentionsDatabase.saved_mentions))\n self.assertEqual(0, len(MockedMentionsDatabase.batch_mentions))\n\n def test_saving_mentions_for_direct_channel_to_regular_user_works_properly(self):\n message = MagicMock()\n message.message_id = 0\n message.send_type = SendMessageType.DIRECT.value\n mentions = [0]\n\n def add_mention(mention):\n from tests.test_services import test_facebook\n MockedMentionsDatabase.batch_mentions += [mention]\n\n def commit():\n from tests.test_services import test_facebook\n MockedMentionsDatabase.saved_mentions = MockedMentionsDatabase.batch_mentions\n MockedMentionsDatabase.batch_mentions = []\n\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_bot_by_id.return_value = None\n sys.modules[\"daos.messages\"].MessageDatabaseClient.add_mention = MagicMock(side_effect=add_mention)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n MentionService.save_mentions(message, mentions)\n self.assertEqual(len(mentions), len(MockedMentionsDatabase.saved_mentions))\n self.assertEqual(0, len(MockedMentionsDatabase.batch_mentions))\n\n def test_saving_mentions_throwing_integrity_exception_rollback_and_add_no_mention(self):\n message = MagicMock()\n message.message_id = 0\n mentions = [0, 1, 2, 3, 4, 5]\n\n def add_mention(mention):\n from tests.test_services import test_facebook\n MockedMentionsDatabase.batch_mentions += [mention]\n\n def fail():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_facebook\n MockedMentionsDatabase.batch_mentions = []\n\n sys.modules[\"daos.messages\"].MessageDatabaseClient.add_mention = MagicMock(side_effect=add_mention)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=fail)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n\n MentionService.save_mentions(message, mentions)\n self.assertEqual(0, len(MockedMentionsDatabase.saved_mentions))\n self.assertEqual(0, len(MockedMentionsDatabase.batch_mentions))\n\n def test_getting_user_mentions_works_properly(self):\n mocked_mentions = [ChannelMention(channel_id=0, channel_name=\"TEST\")]\n\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_mentions_by_message.return_value = mocked_mentions\n\n output_mentions = MentionService.get_mentions(0)\n self.assertTrue(len(mocked_mentions), len(output_mentions))\n self.assertEqual(output_mentions[0].get(\"type\"), \"CHANNEL\")\n self.assertIsNotNone(output_mentions[0].get(\"name\"))\n\n def test_getting_channel_mentions_works_properly(self):\n mocked_mentions = [UserMention(user_id=0, username=\"TEST\", first_name=\"TEST\", last_name=\"TEST\")]\n\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_mentions_by_message.return_value = mocked_mentions\n\n output_mentions = MentionService.get_mentions(0)\n self.assertTrue(len(mocked_mentions), len(output_mentions))\n self.assertEqual(output_mentions[0].get(\"type\"), \"USER\")\n self.assertIsNotNone(output_mentions[0].get(\"username\"))\n self.assertIsNotNone(output_mentions[0].get(\"first_name\"))\n self.assertIsNotNone(output_mentions[0].get(\"last_name\"))\n\n def test_getting_bot_mentions_works_properly(self):\n mocked_mentions = [BotMention(bot_id=0, bot_name=\"TEST\")]\n\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_mentions_by_message.return_value = mocked_mentions\n\n output_mentions = MentionService.get_mentions(0)\n self.assertTrue(len(mocked_mentions), len(output_mentions))\n self.assertEqual(output_mentions[0].get(\"type\"), \"BOT\")\n self.assertIsNotNone(output_mentions[0].get(\"name\"))\n\n def test_getting_mixed_mentions_works_properly(self):\n mocked_mentions = [\n ChannelMention(channel_id=0, channel_name=\"TEST\"),\n UserMention(user_id=0, username=\"TEST\", first_name=\"TEST\", last_name=\"TEST\")\n ]\n\n sys.modules[\"daos.messages\"].MessageDatabaseClient.get_mentions_by_message.return_value = mocked_mentions\n\n output_mentions = MentionService.get_mentions(0)\n self.assertTrue(len(mocked_mentions), len(output_mentions))\n self.assertEqual(output_mentions[0].get(\"type\"), \"CHANNEL\")\n self.assertEqual(output_mentions[1].get(\"type\"), \"USER\")\n self.assertIsNotNone(output_mentions[0].get(\"name\"))\n self.assertIsNotNone(output_mentions[1].get(\"username\"))\n self.assertIsNotNone(output_mentions[1].get(\"first_name\"))\n self.assertIsNotNone(output_mentions[1].get(\"last_name\"))\n" }, { "alpha_fraction": 0.7257964015007019, "alphanum_fraction": 0.7257964015007019, "avg_line_length": 43.47222137451172, "blob_id": "6b4f6ff29e8f4b9f6fe11d0e72f3724c0bf852d8", "content_id": "67c6c323c7e622a04aec1e793660c61bcc0830af", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3202, "license_type": "no_license", "max_line_length": 105, "num_lines": 72, "path": "/controllers/channels.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.request import ClientRequest\nfrom services.channels import ChannelService\n\nfrom flask import request, jsonify\nfrom run import app\n\nimport logging\nlogger = logging.getLogger(\"ChannelsController\")\n\n\[email protected]('/teams/channels', methods=['POST'])\ndef register_channel():\n logger.info(f\"Attempting to register new channel in team.\")\n req = ClientRequest(request)\n new_channel = ChannelService.create_channel(req.new_channel_data())\n return jsonify(new_channel.json()), new_channel.status_code()\n\n\[email protected]('/teams/channels/users', methods=['POST'])\ndef add_member():\n logger.info(f\"Attempting to add new member to team channel.\")\n req = ClientRequest(request)\n new_member = ChannelService.add_member(req.channel_invitation_data())\n return jsonify(new_member.json()), new_member.status_code()\n\n\[email protected]('/teams/channels/join', methods=['POST'])\ndef join_channel():\n logger.info(f\"Attempting to join team channel.\")\n req = ClientRequest(request)\n new_member = ChannelService.join_channel(req.channel_registration_data())\n return jsonify(new_member.json()), new_member.status_code()\n\n\[email protected]('/teams/<team_id>/channels/<channel_id>/users/<user_id>', methods=['DELETE'])\ndef remove_member(team_id, channel_id, user_id):\n logger.info(f\"Attempting to remove member #{user_id} from team #{team_id}'s channel #{channel_id}.\")\n req = ClientRequest(request)\n new_member = ChannelService.remove_member(req.delete_user_channel_data(team_id, channel_id, user_id))\n return jsonify(new_member.json()), new_member.status_code()\n\n\[email protected]('/teams/<team_id>/channels/<channel_id>/users', methods=['GET'])\ndef channel_members(team_id, channel_id):\n logger.info(f\"Attempting to get members from team #{team_id}'s channel #{channel_id}.\")\n req = ClientRequest(request)\n new_member = ChannelService.channel_members(req.channel_authentication_data(team_id, channel_id))\n return jsonify(new_member.json()), new_member.status_code()\n\n\[email protected]('/teams/<team_id>/channels/<channel_id>/leave', methods=['DELETE'])\ndef leave_channel(team_id, channel_id):\n logger.info(f\"Attempting to leave channel #{channel_id}\")\n req = ClientRequest(request)\n old_member = ChannelService.leave_channel(req.channel_authentication_data(team_id, channel_id))\n return jsonify(old_member.json()), old_member.status_code()\n\n\[email protected]('/teams/<team_id>/channels/<channel_id>', methods=['DELETE'])\ndef delete_channel(team_id, channel_id):\n logger.info(f\"Attempting to delete channel #{channel_id} from team #{team_id}\")\n req = ClientRequest(request)\n old_channel = ChannelService.delete_channel(req.channel_authentication_data(team_id, channel_id))\n return jsonify(old_channel.json()), old_channel.status_code()\n\n\[email protected]('/teams/<team_id>/channels/<channel_id>', methods=['PATCH'])\ndef update_channel_information(team_id, channel_id):\n logger.info(f\"Attempting to update channel #{channel_id} information from team #{team_id}\")\n req = ClientRequest(request)\n updated_channel = ChannelService.update_information(req.channel_update_data(team_id, channel_id))\n return jsonify(updated_channel.json()), updated_channel.status_code()\n" }, { "alpha_fraction": 0.6246753334999084, "alphanum_fraction": 0.6246753334999084, "avg_line_length": 37.74213790893555, "blob_id": "c19f9c4e43f113c4ca0258dd3657b5385c712741", "content_id": "62e2d00e233bf7be363450fe7ce64360cedb0754", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6160, "license_type": "no_license", "max_line_length": 111, "num_lines": 159, "path": "/daos/channels.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from app import db\n\nfrom daos.database import DatabaseClient\nfrom daos.mappers.channels import ChannelDatabaseMapper, ChannelModelMapper\n\nfrom tables.channels import ChannelTableEntry\nfrom tables.users import UserTableEntry, UsersByChannelsTableEntry\n\nfrom sqlalchemy import func, and_\n\n\nclass ChannelDatabaseClient:\n\n @classmethod\n def add_channel(cls, channel):\n channel_entry = ChannelDatabaseMapper.to_channel(channel)\n DatabaseClient.add(channel_entry)\n\n @classmethod\n def add_channel_user(cls, channel_user):\n channel_user_entry = ChannelDatabaseMapper.to_channel_user(channel_user)\n DatabaseClient.add(channel_user_entry)\n\n @classmethod\n def delete_channel_user(cls, delete_user):\n db.session.query(UsersByChannelsTableEntry).filter(and_(\n UsersByChannelsTableEntry.user_id == delete_user.user_id,\n UsersByChannelsTableEntry.channel_id == delete_user.channel_id\n )).delete()\n\n @classmethod\n def delete_channel(cls, channel):\n db.session.query(ChannelTableEntry).filter(ChannelTableEntry.channel_id == channel.channel_id).delete()\n\n @classmethod\n def update_channel(cls, channel):\n channel_entry = db.session.query(ChannelTableEntry).filter(\n ChannelTableEntry.channel_id == channel.channel_id).one_or_none()\n channel_entry.name = channel.name\n channel_entry.visibility = channel.visibility\n channel_entry.description = channel.description\n channel_entry.welcome_message = channel.welcome_message\n db.session.add(channel_entry)\n db.session.flush()\n\n @classmethod\n def get_channel_by_id(cls, channel_id):\n channel_entry = db.session.query(\n ChannelTableEntry.channel_id,\n ChannelTableEntry.team_id,\n ChannelTableEntry.name,\n UserTableEntry.user_id,\n UserTableEntry.username,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n ChannelTableEntry.visibility,\n ChannelTableEntry.description,\n ChannelTableEntry.welcome_message\n ).filter(\n ChannelTableEntry.channel_id == channel_id\n ).join(\n UserTableEntry,\n UserTableEntry.user_id == ChannelTableEntry.creator\n ).one_or_none()\n return ChannelModelMapper.to_channel(channel_entry)\n\n @classmethod\n def get_channel_by_name(cls, channel_name):\n channel_entry = db.session.query(\n ChannelTableEntry.channel_id,\n ChannelTableEntry.team_id,\n ChannelTableEntry.name,\n UserTableEntry.user_id,\n UserTableEntry.username,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n ChannelTableEntry.visibility,\n ChannelTableEntry.description,\n ChannelTableEntry.welcome_message\n ).filter(\n func.lower(ChannelTableEntry.name) == channel_name.lower()\n ).join(\n UserTableEntry,\n UserTableEntry.user_id == ChannelTableEntry.creator\n ).one_or_none()\n return ChannelModelMapper.to_channel(channel_entry)\n\n @classmethod\n def get_user_in_channel_by_ids(cls, user_id, channel_id):\n channel_user_entry = db.session.query(UsersByChannelsTableEntry).filter(\n UsersByChannelsTableEntry.user_id == user_id,\n UsersByChannelsTableEntry.channel_id == channel_id\n ).one_or_none()\n return ChannelModelMapper.to_user_in_channel(channel_user_entry)\n\n @classmethod\n def get_all_channel_users_by_channel_id(cls, channel_id, ignored_user_id=None):\n users = db.session.query(\n UserTableEntry.user_id,\n UserTableEntry.username,\n UserTableEntry.email,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n UserTableEntry.profile_pic,\n UserTableEntry.role,\n UserTableEntry.online\n ).join(\n UsersByChannelsTableEntry,\n and_(\n UserTableEntry.user_id == UsersByChannelsTableEntry.user_id,\n UsersByChannelsTableEntry.channel_id == channel_id,\n UsersByChannelsTableEntry.user_id != ignored_user_id\n )\n ).all()\n return ChannelModelMapper.to_channel_members(users)\n\n @classmethod\n def get_user_channels_by_user_id(cls, user_id, team_id, is_admin=False):\n if is_admin:\n channels_entries = db.session.query(\n ChannelTableEntry.channel_id,\n ChannelTableEntry.team_id,\n ChannelTableEntry.name,\n UserTableEntry.user_id,\n UserTableEntry.username,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n ChannelTableEntry.visibility,\n ChannelTableEntry.description,\n ChannelTableEntry.welcome_message\n ).join(\n UserTableEntry,\n UserTableEntry.user_id == ChannelTableEntry.creator\n ).filter(\n ChannelTableEntry.team_id == team_id\n ).all()\n else:\n channels_entries = db.session.query(\n ChannelTableEntry.channel_id,\n ChannelTableEntry.team_id,\n ChannelTableEntry.name,\n UserTableEntry.user_id,\n UserTableEntry.username,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n ChannelTableEntry.visibility,\n ChannelTableEntry.description,\n ChannelTableEntry.welcome_message\n ).join(\n UsersByChannelsTableEntry,\n UsersByChannelsTableEntry.channel_id == ChannelTableEntry.channel_id\n ).join(\n UserTableEntry,\n UserTableEntry.user_id == ChannelTableEntry.creator\n ).filter(\n ChannelTableEntry.team_id == team_id,\n UsersByChannelsTableEntry.user_id == user_id\n ).all()\n return ChannelModelMapper.to_channels(channels_entries)\n" }, { "alpha_fraction": 0.5901547074317932, "alphanum_fraction": 0.5912826061248779, "avg_line_length": 37.90909194946289, "blob_id": "1c846ffc05f09763ec494290499a56b2fd63f243", "content_id": "dc5cad37d524621dffc8b490d73abc7057192c47", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 12412, "license_type": "no_license", "max_line_length": 106, "num_lines": 319, "path": "/daos/messages.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from app import db\nfrom sqlalchemy import and_, or_, literal, func\n\nfrom daos.database import DatabaseClient\nfrom daos.mappers.messages import MessageDatabaseMapper, MessageModelMapper\n\nfrom tables.bots import BotTableEntry\nfrom tables.users import UserTableEntry, UsersByTeamsTableEntry\nfrom tables.channels import ChannelTableEntry\nfrom tables.messages import MessageTableEntry, ChatTableEntry, MentionsByMessagesTableEntry\n\nfrom models.constants import SendMessageType\n\n\nclass MessageDatabaseClient:\n\n @classmethod\n def add_message(cls, message):\n message_entry = MessageDatabaseMapper.to_message(message)\n DatabaseClient.add(message_entry)\n return MessageModelMapper.to_message(message_entry)\n\n @classmethod\n def add_chat(cls, chat):\n chat_entry = MessageDatabaseMapper.to_chat(chat)\n DatabaseClient.add(chat_entry)\n\n @classmethod\n def add_or_update_chat(cls, chat):\n chat_entry = db.session.query(ChatTableEntry).filter(\n ChatTableEntry.user_id == chat.user_id,\n ChatTableEntry.chat_id == chat.chat_id,\n ChatTableEntry.team_id == chat.team_id\n ).one_or_none()\n\n if chat_entry is not None:\n chat_entry.unseen_offset = chat.offset\n else:\n chat_entry = MessageDatabaseMapper.to_chat(chat)\n\n DatabaseClient.add(chat_entry)\n\n @classmethod\n def add_mention(cls, mention):\n mention_entry = MessageDatabaseMapper.to_mention(mention)\n DatabaseClient.add(mention_entry)\n\n @classmethod\n def get_mentions_by_message(cls, message_id):\n mentions = db.session.query(\n MentionsByMessagesTableEntry.client_id,\n UserTableEntry.username,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n ChannelTableEntry.name.label(\"channel_name\"),\n BotTableEntry.bot_name,\n UserTableEntry.user_id.label(\"is_user\"),\n ChannelTableEntry.channel_id.label(\"is_channel\")\n ).outerjoin(\n UserTableEntry,\n UserTableEntry.user_id == MentionsByMessagesTableEntry.client_id\n ).outerjoin(\n ChannelTableEntry,\n ChannelTableEntry.channel_id == MentionsByMessagesTableEntry.client_id\n ).outerjoin(\n BotTableEntry,\n BotTableEntry.bot_id == MentionsByMessagesTableEntry.client_id\n ).filter(\n MentionsByMessagesTableEntry.message_id == message_id\n ).all()\n return MessageModelMapper.to_mentions(mentions)\n\n @classmethod\n def get_direct_messages_previews(cls, user_id, team_id):\n chats = db.session.query(ChatTableEntry).filter(ChatTableEntry.user_id == user_id).subquery(\"sq1\")\n\n last_messages_mixed = db.session.query(\n func.least(MessageTableEntry.sender_id, MessageTableEntry.receiver_id).label(\"user1\"),\n func.greatest(MessageTableEntry.sender_id, MessageTableEntry.receiver_id).label(\"user2\"),\n func.max(MessageTableEntry.timestamp).label(\"maxtimestamp\")\n ).filter(and_(\n or_(\n MessageTableEntry.receiver_id == user_id,\n MessageTableEntry.sender_id == user_id\n ),\n MessageTableEntry.team_id == team_id,\n MessageTableEntry.send_type == SendMessageType.DIRECT.value\n )).group_by(\n func.least(MessageTableEntry.sender_id, MessageTableEntry.receiver_id),\n func.greatest(MessageTableEntry.sender_id, MessageTableEntry.receiver_id)\n ).subquery(\"sq2\")\n\n last_messages = db.session.query(\n MessageTableEntry.message_id,\n MessageTableEntry.sender_id,\n MessageTableEntry.receiver_id,\n UserTableEntry.username,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n UserTableEntry.profile_pic,\n UserTableEntry.online,\n BotTableEntry.bot_name,\n MessageTableEntry.content,\n MessageTableEntry.message_type,\n MessageTableEntry.timestamp,\n UserTableEntry.user_id.label(\"is_user\"),\n chats.c.unseen\n ).join(\n last_messages_mixed,\n and_(\n or_(\n MessageTableEntry.sender_id == last_messages_mixed.c.user1,\n MessageTableEntry.sender_id == last_messages_mixed.c.user2,\n ),\n or_(\n MessageTableEntry.receiver_id == last_messages_mixed.c.user1,\n MessageTableEntry.receiver_id == last_messages_mixed.c.user2,\n ),\n MessageTableEntry.timestamp == last_messages_mixed.c.maxtimestamp,\n MessageTableEntry.send_type == SendMessageType.DIRECT.value\n )\n ).join(\n chats,\n and_(\n or_(\n MessageTableEntry.sender_id == chats.c.chat_id,\n MessageTableEntry.receiver_id == chats.c.chat_id,\n ),\n or_(\n MessageTableEntry.sender_id == chats.c.user_id,\n MessageTableEntry.receiver_id == chats.c.user_id,\n )\n )\n ).outerjoin(\n UserTableEntry,\n or_(\n and_(\n UserTableEntry.user_id == last_messages_mixed.c.user1,\n UserTableEntry.user_id != user_id\n ),\n and_(\n UserTableEntry.user_id == last_messages_mixed.c.user2,\n UserTableEntry.user_id != user_id\n )\n )\n ).outerjoin(\n BotTableEntry,\n or_(\n and_(\n BotTableEntry.bot_id == last_messages_mixed.c.user1,\n BotTableEntry.bot_id != user_id\n ),\n and_(\n BotTableEntry.bot_id == last_messages_mixed.c.user2,\n BotTableEntry.bot_id != user_id\n )\n )\n ).all()\n\n return MessageModelMapper.to_direct_messages_previews(last_messages)\n\n @classmethod\n def get_channel_messages_previews(cls, user_id, team_id):\n chats = db.session.query(ChatTableEntry).filter(ChatTableEntry.user_id == user_id).subquery(\"sq1\")\n\n last_messages = db.session.query(\n MessageTableEntry.receiver_id.label(\"channel_id\"),\n func.max(MessageTableEntry.timestamp).label(\"maxtimestamp\")\n ).filter(and_(\n MessageTableEntry.team_id == team_id,\n MessageTableEntry.send_type == SendMessageType.CHANNEL.value\n )).group_by(\n MessageTableEntry.receiver_id\n ).subquery(\"sq2\")\n\n messages_previews = db.session.query(\n MessageTableEntry.message_id,\n MessageTableEntry.receiver_id.label(\"chat_id\"),\n ChannelTableEntry.name.label(\"chat_name\"),\n MessageTableEntry.sender_id.label(\"sender_id\"),\n UserTableEntry.username.label(\"sender_username\"),\n UserTableEntry.first_name.label(\"sender_first_name\"),\n UserTableEntry.last_name.label(\"sender_last_name\"),\n BotTableEntry.bot_name.label(\"sender_bot_name\"),\n MessageTableEntry.content.label(\"content\"),\n MessageTableEntry.message_type,\n MessageTableEntry.timestamp.label(\"message_timestamp\"),\n chats.c.unseen.label(\"unseen_offset\"),\n UserTableEntry.user_id.label(\"is_user\")\n ).join(\n last_messages,\n and_(\n MessageTableEntry.receiver_id == last_messages.c.channel_id,\n MessageTableEntry.timestamp == last_messages.c.maxtimestamp\n )\n ).join(\n chats,\n and_(\n MessageTableEntry.team_id == chats.c.team_id,\n MessageTableEntry.receiver_id == chats.c.chat_id\n )\n ).outerjoin(\n UserTableEntry,\n UserTableEntry.user_id == MessageTableEntry.sender_id\n ).outerjoin(\n BotTableEntry,\n BotTableEntry.bot_id == MessageTableEntry.sender_id\n ).join(\n ChannelTableEntry,\n ChannelTableEntry.channel_id == MessageTableEntry.receiver_id\n ).all()\n\n return MessageModelMapper.to_channel_messages_previews(messages_previews)\n\n @classmethod\n def get_chat_by_ids(cls, user_id, chat_id, team_id):\n chat = db.session.query(ChatTableEntry).filter(and_(\n ChatTableEntry.user_id == user_id,\n ChatTableEntry.chat_id == chat_id,\n ChatTableEntry.team_id == team_id\n )).one_or_none()\n return MessageModelMapper.to_chat(chat)\n\n @classmethod\n def get_channel_chat(cls, chat_id, team_id, offset, limit):\n chat = db.session.query(\n MessageTableEntry.message_id,\n MessageTableEntry.sender_id,\n MessageTableEntry.receiver_id,\n MessageTableEntry.team_id,\n MessageTableEntry.content,\n MessageTableEntry.message_type,\n MessageTableEntry.timestamp,\n UserTableEntry.username,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n UserTableEntry.online,\n BotTableEntry.bot_name,\n UserTableEntry.user_id.label(\"is_user\")\n ).outerjoin(\n UserTableEntry,\n MessageTableEntry.sender_id == UserTableEntry.user_id\n ).outerjoin(\n BotTableEntry,\n MessageTableEntry.sender_id == BotTableEntry.bot_id\n ).filter(and_(\n MessageTableEntry.team_id == team_id,\n MessageTableEntry.receiver_id == chat_id\n )).offset(offset).limit(limit).all()\n return MessageModelMapper.to_messages_chat(chat)\n\n @classmethod\n def get_direct_chat(cls, user_id, chat_id, team_id, offset, limit):\n chat = db.session.query(\n MessageTableEntry.message_id,\n MessageTableEntry.sender_id,\n MessageTableEntry.receiver_id,\n MessageTableEntry.team_id,\n MessageTableEntry.content,\n MessageTableEntry.message_type,\n MessageTableEntry.timestamp,\n UserTableEntry.username,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n UserTableEntry.online,\n UserTableEntry.user_id.label(\"is_user\")\n ).join(\n UserTableEntry,\n MessageTableEntry.sender_id == UserTableEntry.user_id\n ).filter(and_(\n MessageTableEntry.team_id == team_id,\n or_(\n and_(\n MessageTableEntry.sender_id == user_id,\n MessageTableEntry.receiver_id == chat_id),\n and_(\n MessageTableEntry.sender_id == chat_id,\n MessageTableEntry.receiver_id == user_id)\n ),\n )).offset(offset).limit(limit).all()\n return MessageModelMapper.to_messages_chat(chat)\n\n @classmethod\n def get_message_direct_receiver_by_ids(cls, user_id, team_id):\n receiver = db.session.query(\n UserTableEntry.user_id,\n UsersByTeamsTableEntry.team_id,\n literal(True).label(\"is_user\")\n ).join(\n UsersByTeamsTableEntry,\n and_(\n UsersByTeamsTableEntry.user_id == UserTableEntry.user_id,\n UsersByTeamsTableEntry.user_id == user_id,\n UsersByTeamsTableEntry.team_id == team_id\n )\n ).one_or_none()\n return MessageModelMapper.to_message_receiver(receiver)\n\n @classmethod\n def get_message_channel_receiver_by_ids(cls, channel_id):\n receiver = db.session.query(\n ChannelTableEntry.team_id,\n literal(False).label(\"is_user\")\n ).filter(\n ChannelTableEntry.channel_id == channel_id\n ).one_or_none()\n return MessageModelMapper.to_message_receiver(receiver)\n\n @classmethod\n def get_messages_stats(cls):\n stats = db.session.query(\n MessageTableEntry.team_id,\n MessageTableEntry.send_type,\n func.count().label(\"messages\")\n ).group_by(\n MessageTableEntry.send_type,\n MessageTableEntry.team_id\n ).all()\n return MessageModelMapper.to_stats(stats)\n" }, { "alpha_fraction": 0.5198556184768677, "alphanum_fraction": 0.6967508792877197, "avg_line_length": 17.53333282470703, "blob_id": "de715a37ae185de1e7bf97a49b3432ed029691f7", "content_id": "40aa7fd7b49a789ae48dcebea5a5c98ee281608b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 277, "license_type": "no_license", "max_line_length": 48, "num_lines": 15, "path": "/requirements.txt", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "PassLib==1.7.1\nFlask==1.0.2\nFlask-Migrate==2.4.0\nFlask-Script==2.0.6\nFlask-SQLAlchemy==2.3.2\nFlask-Cors==3.0.7\npsycopg2-binary==2.7.7,<2.8 --no-binary psycopg2\npython-dotenv==0.10.1\nPyJWT==1.4.0\npycrypto==2.6.1\necdsa==0.13.2\nrequests==2.22.0\npyfcm==1.4.7\npytest==4.6.3\ncoverage" }, { "alpha_fraction": 0.6992753744125366, "alphanum_fraction": 0.6992753744125366, "avg_line_length": 29.66666603088379, "blob_id": "c9c6526fda23134739036ad2fb26baf0c81a52f5", "content_id": "89ed114d9c769bd14bc2f291e3f2bc6e53def4ee", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 276, "license_type": "no_license", "max_line_length": 81, "num_lines": 9, "path": "/dtos/inputs/bots.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from dtos.inputs.teams import TeamAuthenticationDTO\n\n\nclass NewBotDTO:\n\n def __init__(self, token, team_id, bot_name, callback):\n self.authentication = TeamAuthenticationDTO(token=token, team_id=team_id)\n self.name = bot_name\n self.callback = callback\n" }, { "alpha_fraction": 0.6827774047851562, "alphanum_fraction": 0.6827774047851562, "avg_line_length": 46.3870964050293, "blob_id": "120790f943afbec3c9da0bf3f9a5b6d95a1f983a", "content_id": "ae33bab4edf1311f6ef6d993e0358332ffcaa27f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1469, "license_type": "no_license", "max_line_length": 113, "num_lines": 31, "path": "/tables/teams.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from app import db\nfrom sqlalchemy import exc, ForeignKey\n\n\nclass TeamTableEntry(db.Model):\n __tablename__ = 'teams'\n\n team_id = db.Column(name='id', type_=db.Integer, nullable=False, primary_key=True, autoincrement=True)\n team_name = db.Column(name='name', type_=db.String(), nullable=False, unique=True)\n picture = db.Column(name='picture', type_=db.String(), nullable=True)\n location = db.Column(name='location', type_=db.String(), nullable=True)\n description = db.Column(name='description', type_=db.String(), nullable=True)\n welcome_message = db.Column(name='welcome_message', type_=db.String(), nullable=True)\n\n\nclass TeamsInvitesTableEntry(db.Model):\n __tablename__ = 'teams_invites'\n\n team_id = db.Column(ForeignKey(TeamTableEntry.team_id, ondelete='CASCADE'), name='team_id', type_=db.Integer,\n nullable=False, primary_key=True)\n email = db.Column(name='email', type_=db.String(), nullable=False, primary_key=True)\n invite_token = db.Column(name='invite_token', type_=db.String(), nullable=False)\n\n\nclass ForbiddenWordTableEntry(db.Model):\n __tablename__ = 'forbidden_words'\n\n id = db.Column(name='id', type_=db.Integer, nullable=False, primary_key=True, autoincrement=True)\n word = db.Column(name='word', type_=db.String(), nullable=False)\n team_id = db.Column(ForeignKey(TeamTableEntry.team_id, ondelete='CASCADE'), name='team_id', type_=db.Integer,\n nullable=False)\n" }, { "alpha_fraction": 0.6958457231521606, "alphanum_fraction": 0.6958457231521606, "avg_line_length": 22.241378784179688, "blob_id": "ec0fd57a1ac406ba86ecef5762492eace16ccdb7", "content_id": "1dc31ef4fae9bc6107c072b1dcbb3798e3450a24", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 674, "license_type": "no_license", "max_line_length": 64, "num_lines": 29, "path": "/app.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from flask import Flask\nfrom flask_cors import CORS\nfrom flask_sqlalchemy import SQLAlchemy\nfrom config import app_config\n\nimport os\nimport sys\n\n# Initialize SQL-Alchemy\ndb = SQLAlchemy()\n\n\ndef create_app(config_name):\n app = Flask(__name__)\n CORS(app)\n app.config.from_object(app_config[config_name])\n app.config.from_pyfile('config.py')\n app.config['SQLALCHEMY_TRACK_MODIFICATIONS'] = False\n\n import logging\n logging.basicConfig(\n level=logging.getLevelName(app.config.get(\"LOG_LEVEL\")),\n format=os.getenv('LOGGING_FORMAT')\n )\n logger = logging.getLogger(\"App\")\n logger.info(\"Starting app\")\n db.init_app(app)\n\n return app\n" }, { "alpha_fraction": 0.6885822415351868, "alphanum_fraction": 0.6918330788612366, "avg_line_length": 44.53776550292969, "blob_id": "979ffded6c8c8acb9c4c69fd85b1766b2e708759", "content_id": "9de68cae6b5a3e77876217af847857f75fe12891", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 15073, "license_type": "no_license", "max_line_length": 117, "num_lines": 331, "path": "/tests/test_models/test_authentication.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import unittest\nfrom unittest.mock import MagicMock\n\nfrom time import sleep\nfrom exceptions.exceptions import WrongTokenError, UserNotFoundError, NoPermissionsError, TeamNotFoundError, \\\n ChannelNotFoundError\n\nfrom dtos.models.bots import Bot\nfrom dtos.models.users import User, PublicUser\nfrom dtos.models.teams import Team\nfrom dtos.models.channels import Channel\n\nfrom models.constants import TeamRoles, UserRoles\n\n'''Mocking environment properties'''\nimport sys\nsys.modules[\"config\"] = MagicMock()\nsys.modules[\"daos.bots\"] = MagicMock()\nsys.modules[\"daos.database\"] = MagicMock()\nsys.modules[\"daos.users\"] = MagicMock()\nsys.modules[\"daos.teams\"] = MagicMock()\nsys.modules[\"daos.channels\"] = MagicMock()\nsys.modules[\"os\"].getenv = MagicMock(side_effect=lambda key: environment_properties.get(key))\nsys.modules[\"logging\"].getLogger = MagicMock()\n\nenvironment_properties = {\n 'SECRET': \"TEST\",\n 'INVITE_TOKEN_LENGTH': \"10\",\n 'RECOVER_TOKEN_LENGTH': \"8\"\n}\n\nfrom models.authentication import Authenticator\n\n\nclass AuthenticationTestCase(unittest.TestCase):\n\n def test_different_tokens_generated_for_different_users(self):\n user1_id = 1\n user2_id = 2\n self.assertNotEqual(Authenticator.generate(user1_id), Authenticator.generate(user2_id))\n\n def test_different_tokens_generated_for_same_user_in_different_times(self):\n user_id = 1\n token1 = Authenticator.generate(user_id)\n sleep(0.05)\n token2 = Authenticator.generate(user_id)\n self.assertNotEqual(token1, token2)\n\n def test_recovery_tokens_generated_are_different(self):\n self.assertNotEqual(Authenticator.generate_recovery_token(), Authenticator.generate_recovery_token())\n\n def test_team_invitations_generated_are_different(self):\n self.assertNotEqual(Authenticator.generate_team_invitation(), Authenticator.generate_team_invitation())\n\n def test_user_with_undecodable_token_throws_exception(self):\n authentication = MagicMock()\n authentication.token = \"FAKE-TOKEN\"\n self.assertRaises(WrongTokenError, Authenticator.authenticate, authentication)\n\n def test_not_user_found_but_bot_found_after_token_decoding_authenticates(self):\n user_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n bot = Bot(bot_id=0, name=\"TEST\", callback=None, token=None)\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = None\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_bot_by_id.return_value = bot\n authenticated_client = Authenticator.authenticate(authentication)\n self.assertEqual(0, authenticated_client.id)\n self.assertEqual(\"TEST\", authenticated_client.name)\n\n def test_not_user_nor_bot_found_after_token_decoding_throws_exception(self):\n user_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = None\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_bot_by_id.return_value = None\n self.assertRaises(UserNotFoundError, Authenticator.authenticate, authentication)\n\n def test_user_with_different_token_in_database_throws_exception(self):\n user_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n\n '''Mocked outputs'''\n user = User(user_id=user_id, token=\"DIFFERENT-TOKEN\")\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user\n self.assertRaises(WrongTokenError, Authenticator.authenticate, authentication)\n\n def test_user_with_same_token_in_database_authenticates(self):\n user_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = User(user_id=user_id, token=token)\n authenticated_user = Authenticator.authenticate(authentication)\n self.assertTrue(authenticated_user.id == user_id)\n\n def test_app_user_doesnt_belonging_to_team_throws_exception(self):\n user_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = User(user_id=user_id, token=token)\n sys.modules[\"daos.users\"].UserDatabaseClient.get_team_user_by_ids.return_value = None\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = Team(name=None)\n self.assertRaises(NoPermissionsError, Authenticator.authenticate_team, authentication)\n\n def test_app_user_authenticating_to_unknown_team_throws_exception(self):\n user_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = User(user_id=user_id, token=token)\n sys.modules[\"daos.users\"].UserDatabaseClient.get_team_user_by_ids.return_value = None\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = None\n self.assertRaises(TeamNotFoundError, Authenticator.authenticate_team, authentication)\n\n def test_app_user_authenticating_to_team_with_no_role_verifying_throws_exception(self):\n user_id = 0\n team_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n authentication.team_id = team_id\n\n def verifying_function(_): return False\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = User(user_id=user_id, token=token)\n self.assertRaises(NoPermissionsError, Authenticator.authenticate_team, authentication, verifying_function)\n\n def test_app_user_authenticating_to_team_with_role_verifying_authenticates(self):\n user_id = 0\n team_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n authentication.team_id = team_id\n\n def verifying_function(_): return True\n\n '''Mocked outputs'''\n user = User(user_id=user_id, token=token)\n team_user = PublicUser(user_id=user_id)\n team_user.team_role = TeamRoles.CREATOR.value\n team_user.team_id = team_id\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_team_user_by_ids.return_value = team_user\n\n authenticated_user = Authenticator.authenticate_team(authentication, verifying_function)\n self.assertEqual(user_id, authenticated_user.id)\n\n def test_admin_user_authenticates_to_every_team(self):\n user_id = 0\n team_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n authentication.team_id = team_id\n\n '''Mocked outputs'''\n user = User(user_id=user_id, token=token, role=UserRoles.ADMIN.value)\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user\n authenticated_user = Authenticator.authenticate_team(authentication)\n\n self.assertEqual(user_id, authenticated_user.id)\n self.assertEqual(team_id, authenticated_user.team_id)\n self.assertEqual(UserRoles.ADMIN.value, authenticated_user.role)\n\n def test_team_moderator_authenticates_to_every_team_channel(self):\n user_id = 0\n team_id = 0\n channel_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n authentication.team_id = team_id\n authentication.channel_id = channel_id\n\n '''Mocked outputs'''\n user = User(user_id=user_id, token=token)\n team_user = PublicUser(user_id=user_id)\n team_user.team_role = TeamRoles.MODERATOR.value\n team_user.team_id = team_id\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_team_user_by_ids.return_value = team_user\n authenticated_user = Authenticator.authenticate_channel(authentication)\n\n self.assertEqual(user_id, authenticated_user.id)\n self.assertEqual(team_id, authenticated_user.team_id)\n self.assertEqual(channel_id, authenticated_user.channel_id)\n self.assertFalse(authenticated_user.is_channel_creator)\n self.assertEqual(TeamRoles.MODERATOR.value, authenticated_user.team_role)\n\n def test_team_member_authenticates_just_to_channels_he_belongs(self):\n user_id = 0\n team_id = 0\n channel_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n authentication.team_id = team_id\n authentication.channel_id = channel_id\n\n '''Mocked outputs'''\n user = User(user_id=user_id, token=token)\n team_user = PublicUser(user_id=user_id)\n team_user.team_role = TeamRoles.MEMBER.value\n team_user.team_id = team_id\n channel_user = PublicUser(user_id=user_id)\n channel_user.team_id = team_id\n channel_user.channel_id = channel_id\n channel_user.is_channel_creator = False\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_team_user_by_ids.return_value = team_user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_channel_user_by_ids.return_value = channel_user\n authenticated_user = Authenticator.authenticate_channel(authentication)\n\n self.assertEqual(user_id, authenticated_user.id)\n self.assertEqual(team_id, authenticated_user.team_id)\n self.assertEqual(channel_id, authenticated_user.channel_id)\n self.assertFalse(authenticated_user.is_channel_creator)\n\n def test_channel_regular_member_authenticating_to_channel_moderation_throws_exception(self):\n user_id = 0\n team_id = 0\n channel_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n authentication.team_id = team_id\n authentication.channel_id = channel_id\n\n '''Mocked outputs'''\n user = User(user_id=user_id, token=token)\n team_user = PublicUser(user_id=user_id)\n team_user.team_role = TeamRoles.MEMBER.value\n team_user.team_id = team_id\n channel_user = PublicUser(user_id=user_id)\n channel_user.team_id = team_id\n channel_user.channel_id = channel_id\n channel_user.is_channel_creator = False\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_team_user_by_ids.return_value = team_user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_channel_user_by_ids.return_value = channel_user\n self.assertRaises(NoPermissionsError, Authenticator.authenticate_channel, authentication,\n TeamRoles.is_channel_creator)\n\n channel_user.is_channel_creator = True\n sys.modules[\"daos.users\"].UserDatabaseClient.get_channel_user_by_ids.return_value = channel_user\n authenticated_user = Authenticator.authenticate_channel(authentication, TeamRoles.is_channel_creator)\n\n self.assertEqual(user_id, authenticated_user.id)\n self.assertEqual(team_id, authenticated_user.team_id)\n self.assertEqual(channel_id, authenticated_user.channel_id)\n self.assertTrue(authenticated_user.is_channel_creator)\n\n def test_team_regular_member_authenticating_to_not_belonging_channel_throws_exception(self):\n user_id = 0\n team_id = 0\n channel_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n authentication.team_id = team_id\n authentication.channel_id = channel_id\n\n '''Mocked outputs'''\n user = User(user_id=user_id, token=token)\n team_user = PublicUser(user_id=user_id)\n team_user.team_role = TeamRoles.MEMBER.value\n team_user.team_id = team_id\n channel = Channel(channel_id=channel_id, team_id=team_id, name=\"test\", creator=None)\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_team_user_by_ids.return_value = team_user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_channel_user_by_ids.return_value = None\n sys.modules[\"daos.channels\"].ChannelDatabaseClient.get_channel_by_id.return_value = channel\n self.assertRaises(NoPermissionsError, Authenticator.authenticate_channel, authentication)\n\n def test_admin_user_authenticates_to_every_channel(self):\n user_id = 0\n team_id = 0\n channel_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n authentication.team_id = team_id\n authentication.channel_id = channel_id\n\n '''Mocked outputs'''\n user = User(user_id=user_id, token=token, role=UserRoles.ADMIN.value)\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user\n authenticated_user = Authenticator.authenticate_channel(authentication)\n\n self.assertEqual(user_id, authenticated_user.id)\n self.assertEqual(team_id, authenticated_user.team_id)\n self.assertEqual(channel_id, authenticated_user.channel_id)\n self.assertFalse(authenticated_user.is_channel_creator)\n self.assertEqual(UserRoles.ADMIN.value, authenticated_user.role)\n\n def test_authenticating_to_non_existing_channel_channel_throws_exception(self):\n user_id = 0\n team_id = 0\n channel_id = 0\n token = Authenticator.generate(user_id)\n authentication = MagicMock()\n authentication.token = token\n authentication.team_id = team_id\n authentication.channel_id = channel_id\n\n '''Mocked outputs'''\n user = User(user_id=user_id, token=token)\n team_user = PublicUser(user_id=user_id)\n team_user.team_role = TeamRoles.MEMBER.value\n team_user.team_id = team_id\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_team_user_by_ids.return_value = team_user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_channel_user_by_ids.return_value = None\n sys.modules[\"daos.channels\"].ChannelDatabaseClient.get_channel_by_id.return_value = None\n self.assertRaises(ChannelNotFoundError, Authenticator.authenticate_channel, authentication)\n" }, { "alpha_fraction": 0.6789968609809875, "alphanum_fraction": 0.682997465133667, "avg_line_length": 43.60053253173828, "blob_id": "321b3fbd829707120888938cd0a2b37982d727ed", "content_id": "4dce2961a97cfd1b299e652e74c5d835e4be6683", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 33495, "license_type": "no_license", "max_line_length": 118, "num_lines": 751, "path": "/tests/test_services/test_users.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import unittest\nfrom unittest.mock import MagicMock\n\nfrom dtos.models.users import RegularClient, User, PublicUser, PasswordRecovery\nfrom dtos.models.teams import Team\nfrom dtos.models.channels import Channel, ChannelCreator\nfrom dtos.responses.clients import *\nfrom dtos.responses.teams import *\nfrom dtos.responses.channels import *\nfrom models.constants import UserResponseStatus\nfrom sqlalchemy.exc import IntegrityError\nfrom exceptions.exceptions import UserNotFoundError, FacebookWrongTokenError\n\n'''Mocking environment properties'''\nimport sys\nsys.modules[\"config\"] = MagicMock()\nsys.modules[\"daos.database\"] = MagicMock()\nsys.modules[\"daos.users\"] = MagicMock()\nsys.modules[\"daos.teams\"] = MagicMock()\nsys.modules[\"daos.channels\"] = MagicMock()\nsys.modules[\"models.authentication\"] = MagicMock()\nsys.modules[\"passlib.apps\"] = MagicMock()\nsys.modules[\"logging\"].getLogger = MagicMock()\n\nfrom services.users import UserService\nmock = MagicMock()\n\n\nclass MockedUserDatabase:\n\n batch_recoveries = 0\n stored_recoveries = 1\n recovery_token_sent = None\n\n batch_user = User(user_id=0)\n stored_user = User(user_id=0, username=\"TEST\")\n\n batch_online = True\n stored_online = True\n\n batch_token = \"\"\n stored_token = \"\"\n\n batch_login = False\n stored_login = False\n\n batch_users = []\n stored_users = []\n batch_clients = []\n stored_clients = []\n\n\nclass UserServiceTestCase(unittest.TestCase):\n\n def tearDown(self):\n MockedUserDatabase.batch_recoveries = 0\n MockedUserDatabase.stored_recoveries = 1\n MockedUserDatabase.recovery_token_sent = None\n MockedUserDatabase.batch_user = User(user_id=0)\n MockedUserDatabase.stored_user = User(user_id=0, username=\"TEST\")\n MockedUserDatabase.batch_online = True\n MockedUserDatabase.stored_online = True\n MockedUserDatabase.batch_token = \"\"\n MockedUserDatabase.stored_token = \"\"\n MockedUserDatabase.batch_login = False\n MockedUserDatabase.stored_login = False\n MockedUserDatabase.batch_users = []\n MockedUserDatabase.stored_users = []\n MockedUserDatabase.batch_clients = []\n MockedUserDatabase.stored_clients = []\n\n def test_create_user_with_username_in_use_returns_bad_request(self):\n data = MagicMock()\n\n def add_client():\n from tests.test_services import test_users\n client = RegularClient(client_id=0)\n MockedUserDatabase.batch_clients += [client]\n return client\n\n def add_user(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_users += [User(user_id=0)]\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_users\n MockedUserDatabase.batch_clients = []\n MockedUserDatabase.batch_users = []\n\n sys.modules[\"daos.users\"].UserDatabaseClient.add_client = MagicMock(side_effect=add_client)\n sys.modules[\"daos.users\"].UserDatabaseClient.add_user = MagicMock(side_effect=add_user)\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_username = MagicMock()\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n\n response = UserService.create_user(data)\n self.assertEqual(0, len(MockedUserDatabase.stored_clients))\n self.assertEqual(0, len(MockedUserDatabase.stored_users))\n self.assertEqual(0, len(MockedUserDatabase.batch_clients))\n self.assertEqual(0, len(MockedUserDatabase.batch_users))\n self.assertIsInstance(response, BadRequestUserMessageResponse)\n\n def test_create_user_with_email_in_use_returns_bad_request(self):\n data = MagicMock()\n\n def add_client():\n from tests.test_services import test_users\n client = RegularClient(client_id=0)\n MockedUserDatabase.batch_clients += [client]\n return client\n\n def add_user(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_users += [User(user_id=0)]\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_users\n MockedUserDatabase.batch_clients = []\n MockedUserDatabase.batch_users = []\n\n sys.modules[\"daos.users\"].UserDatabaseClient.add_client = MagicMock(side_effect=add_client)\n sys.modules[\"daos.users\"].UserDatabaseClient.add_user = MagicMock(side_effect=add_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_username.return_value = None\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = MagicMock()\n\n response = UserService.create_user(data)\n self.assertEqual(0, len(MockedUserDatabase.stored_clients))\n self.assertEqual(0, len(MockedUserDatabase.stored_users))\n self.assertEqual(0, len(MockedUserDatabase.batch_clients))\n self.assertEqual(0, len(MockedUserDatabase.batch_users))\n self.assertIsInstance(response, BadRequestUserMessageResponse)\n\n def test_create_user_with_unknown_error_returns_unsuccessful(self):\n data = MagicMock()\n\n def add_client():\n from tests.test_services import test_users\n client = RegularClient(client_id=0)\n MockedUserDatabase.batch_clients += [client]\n return client\n\n def add_user(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_users += [User(user_id=0)]\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_users\n MockedUserDatabase.batch_clients = []\n MockedUserDatabase.batch_users = []\n\n sys.modules[\"daos.users\"].UserDatabaseClient.add_client = MagicMock(side_effect=add_client)\n sys.modules[\"daos.users\"].UserDatabaseClient.add_user = MagicMock(side_effect=add_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_username.return_value = None\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = None\n\n response = UserService.create_user(data)\n self.assertEqual(0, len(MockedUserDatabase.stored_clients))\n self.assertEqual(0, len(MockedUserDatabase.stored_users))\n self.assertEqual(0, len(MockedUserDatabase.batch_clients))\n self.assertEqual(0, len(MockedUserDatabase.batch_users))\n self.assertIsInstance(response, UnsuccessfulClientResponse)\n\n def test_create_user_with_correct_data_works_properly(self):\n data = MagicMock()\n\n def add_client():\n from tests.test_services import test_users\n client = RegularClient(client_id=0)\n MockedUserDatabase.batch_clients += [client]\n return client\n\n def add_user(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_users += [User(user_id=0)]\n\n def commit():\n from tests.test_services import test_users\n MockedUserDatabase.stored_clients = MockedUserDatabase.batch_clients\n MockedUserDatabase.batch_clients = []\n MockedUserDatabase.stored_users = MockedUserDatabase.batch_users\n MockedUserDatabase.batch_users = []\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_username.return_value = None\n sys.modules[\"daos.users\"].UserDatabaseClient.add_client = MagicMock(side_effect=add_client)\n sys.modules[\"daos.users\"].UserDatabaseClient.add_user = MagicMock(side_effect=add_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = UserService.create_user(data)\n self.assertEqual(1, len(MockedUserDatabase.stored_clients))\n self.assertEqual(1, len(MockedUserDatabase.stored_users))\n self.assertEqual(0, len(MockedUserDatabase.batch_clients))\n self.assertEqual(0, len(MockedUserDatabase.batch_users))\n self.assertIsInstance(response, SuccessfulUserResponse)\n\n def test_app_user_login_with_wrong_password_returns_wrong_credentials(self):\n data = MagicMock()\n data.facebook_token = None\n\n def update_user(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_login = True\n\n def commit():\n from tests.test_services import test_users\n MockedUserDatabase.stored_login = MockedUserDatabase.batch_login\n MockedUserDatabase.batch_login = False\n\n '''Mocked outputs'''\n user = User(user_id=0)\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.update_user = MagicMock(side_effect=update_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"passlib.apps\"].custom_app_context.verify.return_value = False\n\n response = UserService.login_user(data)\n self.assertFalse(MockedUserDatabase.batch_login)\n self.assertFalse(MockedUserDatabase.stored_login)\n self.assertIsInstance(response, SuccessfulUserMessageResponse)\n self.assertEqual(response.status, UserResponseStatus.WRONG_CREDENTIALS.value)\n\n def test_app_user_login_with_correct_password_works_properly(self):\n data = MagicMock()\n data.facebook_token = None\n\n def update_user(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_login = True\n\n def commit():\n from tests.test_services import test_users\n MockedUserDatabase.stored_login = MockedUserDatabase.batch_login\n MockedUserDatabase.batch_login = False\n\n '''Mocked outputs'''\n user = User(user_id=0)\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.update_user = MagicMock(side_effect=update_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"passlib.apps\"].custom_app_context.verify.return_value = True\n\n response = UserService.login_user(data)\n self.assertFalse(MockedUserDatabase.batch_login)\n self.assertTrue(MockedUserDatabase.stored_login)\n self.assertIsInstance(response, SuccessfulUserResponse)\n\n def test_app_user_login_with_wrong_email_throws_exception(self):\n data = MagicMock()\n data.facebook_token = None\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = None\n self.assertRaises(UserNotFoundError, UserService.login_user, data)\n\n def test_facebook_user_login_with_wrong_token_returns_unsuccessful_client(self):\n data = MagicMock()\n data.facebook_token = 0\n\n def fail(_):\n raise FacebookWrongTokenError(mock)\n\n sys.modules[\"services.facebook\"].FacebookService.get_user_from_facebook = MagicMock(side_effect=fail)\n\n response = UserService.login_user(data)\n self.assertFalse(MockedUserDatabase.batch_login)\n self.assertFalse(MockedUserDatabase.stored_login)\n self.assertIsInstance(response, UnsuccessfulClientResponse)\n\n def test_facebook_user_login_with_new_token_returns_works_properly(self):\n data = MagicMock()\n data.facebook_token = 0\n\n def add_client():\n from tests.test_services import test_users\n client = RegularClient(client_id=0)\n MockedUserDatabase.batch_clients += [client]\n return client\n\n def add_user(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_login = True\n MockedUserDatabase.batch_users += [User(user_id=0)]\n\n def commit():\n from tests.test_services import test_users\n MockedUserDatabase.stored_login = MockedUserDatabase.batch_login\n MockedUserDatabase.stored_users = MockedUserDatabase.batch_users\n MockedUserDatabase.stored_clients = MockedUserDatabase.batch_clients\n MockedUserDatabase.batch_login = False\n MockedUserDatabase.batch_users = []\n MockedUserDatabase.batch_clients = []\n\n sys.modules[\"services.facebook\"].FacebookService.get_user_from_facebook = MagicMock()\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_facebook_id.return_value = None\n sys.modules[\"daos.users\"].UserDatabaseClient.add_client = MagicMock(side_effect=add_client)\n sys.modules[\"daos.users\"].UserDatabaseClient.add_user = MagicMock(side_effect=add_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = UserService.login_user(data)\n self.assertFalse(MockedUserDatabase.batch_login)\n self.assertTrue(MockedUserDatabase.stored_login)\n self.assertEqual(1, len(MockedUserDatabase.stored_clients))\n self.assertEqual(1, len(MockedUserDatabase.stored_users))\n self.assertEqual(0, len(MockedUserDatabase.batch_clients))\n self.assertEqual(0, len(MockedUserDatabase.batch_users))\n self.assertIsInstance(response, SuccessfulUserResponse)\n\n def test_facebook_user_login_with_already_in_use_token_returns_works_properly(self):\n data = MagicMock()\n data.facebook_token = 0\n\n def update_user(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_login = True\n\n def commit():\n from tests.test_services import test_users\n MockedUserDatabase.stored_login = MockedUserDatabase.batch_login\n MockedUserDatabase.batch_login = False\n\n '''Mocked outputs'''\n user = User(user_id=0)\n\n sys.modules[\"services.facebook\"].FacebookService.get_user_from_facebook = MagicMock()\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_facebook_id.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.update_user = MagicMock(side_effect=update_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = UserService.login_user(data)\n self.assertFalse(MockedUserDatabase.batch_login)\n self.assertTrue(MockedUserDatabase.stored_login)\n self.assertIsInstance(response, SuccessfulUserResponse)\n\n def test_logout_user_works_properly(self):\n data = MagicMock()\n\n def update_user(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_login = False\n MockedUserDatabase.batch_token = None\n\n def commit():\n from tests.test_services import test_users\n MockedUserDatabase.stored_login = MockedUserDatabase.batch_login\n MockedUserDatabase.stored_token = MockedUserDatabase.batch_token\n MockedUserDatabase.batch_login = True\n MockedUserDatabase.batch_token = \"TEST\"\n\n '''Mocked outputs'''\n user = User(user_id=0)\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.update_user = MagicMock(side_effect=update_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = UserService.logout_user(data)\n self.assertTrue(MockedUserDatabase.batch_login)\n self.assertFalse(MockedUserDatabase.stored_login)\n self.assertIsNotNone(MockedUserDatabase.batch_token)\n self.assertIsNone(MockedUserDatabase.stored_token)\n self.assertIsInstance(response, SuccessfulUserMessageResponse)\n\n def test_set_user_online_works_properly(self):\n data = MagicMock()\n\n def update_user(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_online = True\n\n def commit():\n from tests.test_services import test_users\n MockedUserDatabase.stored_online = MockedUserDatabase.batch_online\n MockedUserDatabase.batch_online = False\n\n '''Mocked outputs'''\n user = User(user_id=0)\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.update_user = MagicMock(side_effect=update_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = UserService.set_user_online(data)\n self.assertFalse(MockedUserDatabase.batch_online)\n self.assertTrue(MockedUserDatabase.stored_online)\n self.assertIsInstance(response, SuccessfulUserResponse)\n\n def test_set_user_offline_works_properly(self):\n data = MagicMock()\n\n def update_user(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_online = False\n\n def commit():\n from tests.test_services import test_users\n MockedUserDatabase.stored_online = MockedUserDatabase.batch_online\n MockedUserDatabase.batch_online = True\n\n '''Mocked outputs'''\n user = User(user_id=0)\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.update_user = MagicMock(side_effect=update_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = UserService.set_user_offline(data)\n self.assertTrue(MockedUserDatabase.batch_online)\n self.assertFalse(MockedUserDatabase.stored_online)\n self.assertIsInstance(response, SuccessfulUserResponse)\n\n def test_user_teams_for_user_without_any_team_returns_empty_list(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n teams = []\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_teams_by_user_id.return_value = teams\n\n response = UserService.teams_for_user(data)\n self.assertIsInstance(response, SuccessfulTeamsListResponse)\n self.assertEqual(0, len(response.teams))\n\n def test_user_teams_for_user_with_two_team_returns_full_list(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n teams = [Team(name=\"TEST1\"), Team(name=\"TEST2\")]\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_teams_by_user_id.return_value = teams\n\n response = UserService.teams_for_user(data)\n self.assertIsInstance(response, SuccessfulTeamsListResponse)\n self.assertEqual(2, len(response.teams))\n\n def test_user_teams_channels_for_user_without_any_channel_returns_empty_list(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n channels = []\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = user\n sys.modules[\"daos.channels\"].ChannelDatabaseClient.get_user_channels_by_user_id.return_value = channels\n\n response = UserService.channels_for_user(data)\n self.assertIsInstance(response, SuccessfulChannelsListResponse)\n self.assertEqual(0, len(response.channels))\n\n def test_user_teams_channels_for_user_with_two_channels_returns_full_list(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n channels = [\n Channel(channel_id=1, team_id=0, name=\"TEST1\",\n creator=ChannelCreator(user_id=0, username=\"TESTER\", first_name=\"TESTER\", last_name=\"TESTER\")),\n Channel(channel_id=2, team_id=0, name=\"TEST2\",\n creator=ChannelCreator(user_id=0, username=\"TESTER\", first_name=\"TESTER\", last_name=\"TESTER\")),\n ]\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = user\n sys.modules[\"daos.channels\"].ChannelDatabaseClient.get_user_channels_by_user_id.return_value = channels\n\n response = UserService.channels_for_user(data)\n self.assertIsInstance(response, SuccessfulChannelsListResponse)\n self.assertEqual(2, len(response.channels))\n\n def test_update_user_with_used_username_returns_bad_request(self):\n data = MagicMock()\n data.updated_user = {\"username\": \"TEST\"}\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n '''Mocked outputs'''\n user = User(user_id=0)\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = user\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_username.return_value = MagicMock()\n\n response = UserService.update_user(data)\n self.assertIsInstance(response, BadRequestUserMessageResponse)\n\n def test_update_user_with_used_email_returns_bad_request(self):\n data = MagicMock()\n data.updated_user = {\"username\": \"TEST\"}\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n '''Mocked outputs'''\n user = User(user_id=0)\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = user\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_username.return_value = None\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = MagicMock()\n\n response = UserService.update_user(data)\n self.assertIsInstance(response, BadRequestUserMessageResponse)\n\n def test_update_user_with_new_unused_username_works_properly(self):\n data = MagicMock()\n data.updated_user = {\"username\": \"UPDATED-TEST\"}\n\n def update_user(user):\n from tests.test_services import test_users\n MockedUserDatabase.batch_user.username = user.username\n\n def commit():\n from tests.test_services import test_users\n MockedUserDatabase.stored_user = MockedUserDatabase.batch_user\n MockedUserDatabase.batch_user = User(user_id=0)\n\n '''Mocked outputs'''\n user = User(user_id=0)\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.update_user = MagicMock(side_effect=update_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = UserService.update_user(data)\n self.assertEqual(0, MockedUserDatabase.batch_user.id)\n self.assertEqual(0, MockedUserDatabase.stored_user.id)\n self.assertEqual(\"UPDATED-TEST\", MockedUserDatabase.stored_user.username)\n self.assertIsInstance(response, SuccessfulUserResponse)\n\n def test_user_profile_without_teams_returns_empty_team_list(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = MagicMock()\n user.id = 1\n user.team_id = None\n user.username = \"TEST\"\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_teams_by_user_id.return_value = []\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_profile.return_value = [user]\n\n response = UserService.user_profile(data)\n self.assertEqual(1, response.client.id)\n self.assertEqual(\"TEST\", response.client.username)\n self.assertEqual(0, len(response.client.teams))\n self.assertIsInstance(response, SuccessfulFullUserResponse)\n\n def test_user_profile_with_two_teams_returns_full_list(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0, username=\"TEST\")\n teams = [Team(team_id=1, name=\"TEST1\"), Team(team_id=2, name=\"TEST2\")]\n user_with_teams1 = MagicMock()\n user_with_teams1.id = 0\n user_with_teams1.username = \"TEST\"\n user_with_teams1.team_id = 1\n user_with_teams1.team_name = \"TEST1\"\n user_with_teams1.team_role = \"CREATOR\"\n user_with_teams2 = MagicMock()\n user_with_teams2.id = 0\n user_with_teams2.username = \"TEST\"\n user_with_teams2.team_id = 2\n user_with_teams2.team_name = \"TEST2\"\n user_with_teams2.team_role = \"MEMBER\"\n user_with_teams = [user_with_teams1, user_with_teams2]\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_teams_by_user_id.return_value = teams\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_profile.return_value = user_with_teams\n\n response = UserService.user_profile(data)\n self.assertEqual(0, response.client.id)\n self.assertEqual(\"TEST\", response.client.username)\n self.assertEqual(2, len(response.client.teams))\n self.assertEqual(1, response.client.teams[0][\"id\"])\n self.assertEqual(\"TEST1\", response.client.teams[0][\"name\"])\n self.assertEqual(\"CREATOR\", response.client.teams[0][\"role\"])\n self.assertEqual(2, response.client.teams[1][\"id\"])\n self.assertEqual(\"TEST2\", response.client.teams[1][\"name\"])\n self.assertEqual(\"MEMBER\", response.client.teams[1][\"role\"])\n self.assertIsInstance(response, SuccessfulFullUserResponse)\n\n def test_user_profile_from_different_team_returns_none(self):\n searched_user_id = 1\n active_user_team_id = 0\n\n '''Mocked outputs'''\n user = User(user_id=1, username=\"TEST\")\n teams = [Team(team_id=1, name=\"TEST1\")]\n user_with_teams = MagicMock()\n user_with_teams.id = 0\n user_with_teams.username = \"TEST\"\n user_with_teams.team_id = 1\n user_with_teams.team_name = \"TEST1\"\n user_with_teams.team_role = \"MEMBER\"\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_teams_by_user_id.return_value = teams\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_profile.return_value = user_with_teams\n\n response = UserService.team_user_profile(searched_user_id, active_user_team_id)\n self.assertIsNone(response)\n\n def test_recover_password_with_not_found_user_throws_exception(self):\n data = MagicMock()\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = None\n self.assertRaises(UserNotFoundError, UserService.recover_password, data)\n\n def test_recover_password_with_old_recover_request_done_returns_same_token(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0, username=\"TEST\")\n password_recovery = PasswordRecovery(user_id=0, token=\"TEST\")\n\n def send_email(email_data):\n from tests.test_services import test_users\n MockedUserDatabase.recovery_token_sent = email_data.token\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_password_recovery_by_id.return_value = password_recovery\n sys.modules[\"services.emails\"].EmailService.send_email = MagicMock(side_effect=send_email)\n\n response = UserService.recover_password(data)\n self.assertEqual(MockedUserDatabase.recovery_token_sent, \"TEST\")\n self.assertIsInstance(response, SuccessfulUserMessageResponse)\n\n def test_recover_password_with_non_recover_request_done_returns_token(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0, username=\"TEST\")\n\n def send_email(email_data):\n from tests.test_services import test_users\n MockedUserDatabase.recovery_token_sent = email_data.token\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_password_recovery_by_id.return_value = None\n sys.modules[\"models.authentication\"].Authenticator.generate_recovery_token.return_value = \"TEST\"\n sys.modules[\"services.emails\"].EmailService.send_email = MagicMock(side_effect=send_email)\n\n response = UserService.recover_password(data)\n self.assertEqual(MockedUserDatabase.recovery_token_sent, \"TEST\")\n self.assertIsInstance(response, SuccessfulUserMessageResponse)\n\n def test_regenerate_token_with_not_found_user_throws_exception(self):\n data = MagicMock()\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = None\n self.assertRaises(UserNotFoundError, UserService.regenerate_token, data)\n\n def test_regenerate_token_with_not_found_password_recovery_data_returns_bad_request(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0, username=\"TEST\")\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_password_recovery_by_id.return_value = None\n\n response = UserService.regenerate_token(data)\n self.assertIsInstance(response, BadRequestUserMessageResponse)\n\n def test_regenerate_token_with_correct_password_recovery_data_works_properly(self):\n data = MagicMock()\n\n def delete_recovery(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_recoveries += 1\n\n def update_user(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_online = True\n\n def commit():\n from tests.test_services import test_users\n MockedUserDatabase.stored_recoveries -= MockedUserDatabase.batch_recoveries\n MockedUserDatabase.stored_online = MockedUserDatabase.batch_online\n MockedUserDatabase.batch_recoveries = 0\n MockedUserDatabase.batch_online = False\n\n '''Mocked outputs'''\n user = User(user_id=0, username=\"TEST\")\n password_recovery = PasswordRecovery(user_id=0, token=\"TEST\")\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_password_recovery_by_id.return_value = password_recovery\n sys.modules[\"daos.users\"].UserDatabaseClient.delete_password_recovery = MagicMock(side_effect=delete_recovery)\n sys.modules[\"daos.users\"].UserDatabaseClient.update_user = MagicMock(side_effect=update_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = UserService.regenerate_token(data)\n self.assertFalse(MockedUserDatabase.batch_online)\n self.assertTrue(MockedUserDatabase.stored_online)\n self.assertEqual(0, MockedUserDatabase.batch_recoveries)\n self.assertEqual(0, MockedUserDatabase.batch_recoveries)\n self.assertIsInstance(response, SuccessfulUserResponse)\n\n def test_regenerate_token_with_failing_database_returns_unsuccessful_response(self):\n data = MagicMock()\n\n def delete_recovery(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_recoveries += 1\n\n def update_user(_):\n from tests.test_services import test_users\n MockedUserDatabase.batch_online = True\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_users\n MockedUserDatabase.batch_recoveries = 0\n MockedUserDatabase.batch_online = False\n\n '''Mocked outputs'''\n user = User(user_id=0, username=\"TEST\")\n password_recovery = PasswordRecovery(user_id=0, token=\"TEST\")\n\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_email.return_value = user\n sys.modules[\"daos.users\"].UserDatabaseClient.get_password_recovery_by_id.return_value = password_recovery\n sys.modules[\"daos.users\"].UserDatabaseClient.delete_password_recovery = MagicMock(side_effect=delete_recovery)\n sys.modules[\"daos.users\"].UserDatabaseClient.update_user = MagicMock(side_effect=update_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n\n response = UserService.regenerate_token(data)\n self.assertFalse(MockedUserDatabase.batch_online)\n self.assertEqual(0, MockedUserDatabase.batch_recoveries)\n self.assertIsInstance(response, UnsuccessfulClientResponse)\n" }, { "alpha_fraction": 0.6573047041893005, "alphanum_fraction": 0.6573047041893005, "avg_line_length": 25.987260818481445, "blob_id": "655c66e772635c114c769225565553473efcbc3b", "content_id": "415fad8d2400c028b930b23a628d1d0094dc2d74", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4237, "license_type": "no_license", "max_line_length": 79, "num_lines": 157, "path": "/exceptions/exceptions.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.constants import StatusCode\n\n\nclass HypechatError(Exception):\n\n def __init__(self):\n Exception.__init__(self)\n\n def to_dict(self):\n rv = dict(self.payload or ())\n rv['message'] = self.message\n rv['status'] = self.status\n return rv\n\n\nclass UserNotFoundError(HypechatError):\n status_code = StatusCode.NOT_FOUND.value\n\n def __init__(self, message, status, payload=None):\n HypechatError()\n self.message = message\n self.status = status\n self.payload = payload\n\n\nclass TeamNotFoundError(HypechatError):\n status_code = StatusCode.NOT_FOUND.value\n\n def __init__(self, message, status, payload=None):\n HypechatError()\n self.message = message\n self.status = status\n self.payload = payload\n\n\nclass ChannelNotFoundError(HypechatError):\n status_code = StatusCode.NOT_FOUND.value\n\n def __init__(self, message, status, payload=None):\n HypechatError()\n self.message = message\n self.status = status\n self.payload = payload\n\n\nclass ChatNotFoundError(HypechatError):\n status_code = StatusCode.NOT_FOUND.value\n\n def __init__(self, message, status, payload=None):\n HypechatError()\n self.message = message\n self.status = status\n self.payload = payload\n\n\nclass WrongTokenError(HypechatError):\n status_code = StatusCode.FORBIDDEN.value\n\n def __init__(self, message, status, payload=None):\n HypechatError()\n self.message = message\n self.status = status\n self.payload = payload\n\n\nclass WrongActionError(HypechatError):\n status_code = StatusCode.BAD_REQUEST.value\n\n def __init__(self, message, status, payload=None):\n HypechatError()\n self.message = message\n self.status = status\n self.payload = payload\n\n\nclass NoPermissionsError(HypechatError):\n status_code = StatusCode.FORBIDDEN.value\n\n def __init__(self, message, status, payload=None):\n HypechatError()\n self.message = message\n self.status = status\n self.payload = payload\n\n\nclass RoleNotAvailableError(HypechatError):\n status_code = StatusCode.BAD_REQUEST.value\n\n def __init__(self, message, status, payload=None):\n HypechatError()\n self.message = message\n self.status = status\n self.payload = payload\n\n\nclass VisibilityNotAvailableError(HypechatError):\n status_code = StatusCode.BAD_REQUEST.value\n\n def __init__(self, message, status, payload=None):\n HypechatError()\n self.message = message\n self.status = status\n self.payload = payload\n\n\nclass MessageTypeNotAvailableError(HypechatError):\n status_code = StatusCode.BAD_REQUEST.value\n\n def __init__(self, message, status, payload=None):\n HypechatError()\n self.message = message\n self.status = status\n self.payload = payload\n\n\nclass MissingRequestParameterError(HypechatError):\n status_code = StatusCode.BAD_REQUEST.value\n MISSING_PARAMETER = \"MISSING_PARAMETER\"\n\n def __init__(self, parameter):\n HypechatError()\n self.message = f\"Parameter \\\"{parameter}\\\" is required and is missing.\"\n self.status = self.MISSING_PARAMETER\n self.payload = None\n\n\nclass MissingRequestHeaderError(HypechatError):\n status_code = StatusCode.BAD_REQUEST.value\n MISSING_PARAMETER = \"MISSING_PARAMETER\"\n\n def __init__(self, parameter):\n HypechatError()\n self.message = f\"Header \\\"{parameter}\\\" is required and is missing.\"\n self.status = self.MISSING_PARAMETER\n self.payload = None\n\n\nclass FacebookWrongTokenError(HypechatError):\n status_code = StatusCode.BAD_REQUEST.value\n WRONG_FACEBOOK_TOKEN = \"WRONG_FACEBOOK_TOKEN\"\n\n def __init__(self, message, payload=None):\n HypechatError()\n self.message = message\n self.status = self.WRONG_FACEBOOK_TOKEN\n self.payload = payload\n\n\nclass WrongEmailError(HypechatError):\n status_code = StatusCode.BAD_REQUEST.value\n NOT_VALID_EMAIL = \"NOT_VALID_EMAIL\"\n\n def __init__(self, message, payload=None):\n HypechatError()\n self.message = message\n self.status = self.NOT_VALID_EMAIL\n self.payload = payload\n" }, { "alpha_fraction": 0.6622447371482849, "alphanum_fraction": 0.6917627453804016, "avg_line_length": 48.30821990966797, "blob_id": "8ca798ec6e814c56b08d0cfe781fc9b115cf7c40", "content_id": "7e7831b77f1b1c05e1ebd44e493672f375976901", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 14398, "license_type": "no_license", "max_line_length": 101, "num_lines": 292, "path": "/tests/test_dtos/test_responses.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import unittest\nfrom unittest.mock import MagicMock\n\nfrom dtos.responses.channels import *\nfrom dtos.responses.clients import *\nfrom dtos.responses.messages import *\nfrom dtos.responses.teams import *\n\nimport sys\nsys.modules[\"logging\"].getLogger = MagicMock()\n\nfrom models.constants import UserResponseStatus\nmock = MagicMock()\n\n\nclass ResponseTestCase(unittest.TestCase):\n\n def test_successful_user_response_returns_status_code_200(self):\n user = MagicMock()\n response = SuccessfulUserResponse(user)\n self.assertEqual(response.status_code(), 200)\n\n def test_successful_user_response_returns_json_body_with_user_key(self):\n user = MagicMock()\n response = SuccessfulUserResponse(user)\n self.assertTrue(\"user\" in response.json())\n\n def test_successful_user_response_returns_active_status_depending_on_online_attribute(self):\n user1 = MagicMock()\n user2 = MagicMock()\n user1.online = True\n user2.online = False\n response1 = SuccessfulUserResponse(user1)\n response2 = SuccessfulUserResponse(user2)\n self.assertEqual(response1.json().get(\"status\"), UserResponseStatus.ACTIVE.value,\n msg=\"Response status should be ACTIVE but it's OFFLINE.\")\n self.assertEqual(response2.json().get(\"status\"), UserResponseStatus.OFFLINE.value,\n msg=\"Response status should be OFFLINE but it's ACTIVE.\")\n\n def test_successful_full_user_response_returns_status_code_200(self):\n user = MagicMock()\n response = SuccessfulFullUserResponse(user)\n self.assertEqual(response.status_code(), 200)\n\n def test_successful_full_user_response_returns_active_status_always(self):\n user1 = MagicMock()\n user2 = MagicMock()\n user1.online = True\n user2.online = False\n response1 = SuccessfulFullUserResponse(user1)\n response2 = SuccessfulFullUserResponse(user2)\n self.assertEqual(response1.json().get(\"status\"), UserResponseStatus.ACTIVE.value,\n msg=\"Response status should be ACTIVE but it's OFFLINE.\")\n self.assertEqual(response2.json().get(\"status\"), UserResponseStatus.ACTIVE.value,\n msg=\"Response status should be ACTIVE but it's OFFLINE.\")\n\n def test_successful_users_list_response_returns_status_code_200_with_status_list(self):\n users = MagicMock()\n response = SuccessfulUsersListResponse(users)\n self.assertEqual(response.status_code(), 200)\n self.assertEqual(response.json().get(\"status\"), UserResponseStatus.LIST.value)\n\n def test_unsuccessful_user_message_response_returns_status_code_500_with_status_error(self):\n message = MagicMock()\n response = UnsuccessfulClientResponse(message)\n self.assertEqual(response.status_code(), 500)\n self.assertEqual(response.json().get(\"status\"), UserResponseStatus.ERROR.value)\n\n def test_bad_request_user_message_response_returns_status_code_400_with_custom_status(self):\n message = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response1 = BadRequestUserMessageResponse(message, status1)\n response2 = BadRequestUserMessageResponse(message, status2)\n self.assertEqual(response1.status_code(), 400)\n self.assertEqual(response2.status_code(), 400)\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n\n def test_not_found_user_message_response_returns_status_code_404_with_custom_status(self):\n message = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response2 = NotFoundUserMessageResponse(message, status2)\n response1 = NotFoundUserMessageResponse(message, status1)\n self.assertEqual(response1.status_code(), 404)\n self.assertEqual(response2.status_code(), 404)\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n\n def test_successful_user_message_response_returns_status_code_200_with_custom_status(self):\n message = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response2 = SuccessfulUserMessageResponse(message, status2)\n response1 = SuccessfulUserMessageResponse(message, status1)\n self.assertEqual(response1.status_code(), 200)\n self.assertEqual(response2.status_code(), 200)\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n\n def test_successful_team_response_returns_json_body_with_team_key_with_custom_status(self):\n team = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response1 = SuccessfulTeamResponse(team, status1)\n response2 = SuccessfulTeamResponse(team, status2)\n self.assertTrue(\"team\" in response1.json())\n self.assertTrue(\"team\" in response2.json())\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n\n def test_successful_team_response_returns_status_code_200_with_custom_status(self):\n team = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response2 = SuccessfulTeamResponse(team, status2)\n response1 = SuccessfulTeamResponse(team, status1)\n self.assertEqual(response1.status_code(), 200)\n self.assertEqual(response2.status_code(), 200)\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n\n def test_successful_teams_list_response_returns_status_code_200_with_status_list(self):\n teams = MagicMock()\n response = SuccessfulTeamsListResponse(teams)\n self.assertEqual(response.status_code(), 200)\n self.assertEqual(response.json().get(\"status\"), TeamResponseStatus.LIST.value)\n\n def test_successful_forbidden_words_list_response_returns_status_code_200_with_status_list(self):\n words = MagicMock()\n response = SuccessfulForbiddenWordsList(words)\n self.assertEqual(response.status_code(), 200)\n self.assertEqual(response.json().get(\"status\"), TeamResponseStatus.LIST.value)\n\n def test_successful_team_message_response_returns_status_code_200_with_custom_status(self):\n message = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response2 = SuccessfulTeamMessageResponse(message, status2)\n response1 = SuccessfulTeamMessageResponse(message, status1)\n self.assertEqual(response1.status_code(), 200)\n self.assertEqual(response2.status_code(), 200)\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n\n def test_bad_request_team_message_response_returns_status_code_400_with_custom_status(self):\n message = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response1 = BadRequestTeamMessageResponse(message, status1)\n response2 = BadRequestTeamMessageResponse(message, status2)\n self.assertEqual(response1.status_code(), 400)\n self.assertEqual(response2.status_code(), 400)\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n\n def test_forbidden_team_message_response_returns_status_code_403_with_custom_status(self):\n message = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response1 = ForbiddenTeamMessageResponse(message, status1)\n response2 = ForbiddenTeamMessageResponse(message, status2)\n self.assertEqual(response1.status_code(), 403)\n self.assertEqual(response2.status_code(), 403)\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n\n def test_not_found_team_message_response_returns_status_code_404_with_custom_status(self):\n message = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response2 = NotFoundTeamMessageResponse(message, status2)\n response1 = NotFoundTeamMessageResponse(message, status1)\n self.assertEqual(response1.status_code(), 404)\n self.assertEqual(response2.status_code(), 404)\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n\n def test_unsuccessful_team_message_response_returns_status_code_500_with_status_error(self):\n message = MagicMock()\n response = UnsuccessfulTeamMessageResponse(message)\n self.assertEqual(response.status_code(), 500)\n self.assertEqual(response.json().get(\"status\"), UserResponseStatus.ERROR.value)\n\n def test_successful_channel_response_returns_json_body_with_channel_key_with_custom_status(self):\n channel = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response1 = SuccessfulChannelResponse(channel, status1)\n response2 = SuccessfulChannelResponse(channel, status2)\n self.assertTrue(\"channel\" in response1.json())\n self.assertTrue(\"channel\" in response2.json())\n self.assertEqual(response1.json()[\"status\"], status1)\n self.assertEqual(response2.json()[\"status\"], status2)\n\n def test_successful_channels_list_response_returns_status_code_200_with_status_list(self):\n channels = MagicMock()\n response = SuccessfulChannelsListResponse(channels)\n self.assertEqual(response.status_code(), 200)\n self.assertEqual(response.json().get(\"status\"), TeamResponseStatus.LIST.value)\n\n def test_successful_channel_message_response_returns_status_code_200_with_custom_status(self):\n message = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response2 = SuccessfulChannelMessageResponse(message, status2)\n response1 = SuccessfulChannelMessageResponse(message, status1)\n self.assertEqual(response1.status_code(), 200)\n self.assertEqual(response2.status_code(), 200)\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n\n def test_bad_request_channel_message_response_returns_status_code_400_with_custom_status(self):\n message = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response1 = BadRequestChannelMessageResponse(message, status1)\n response2 = BadRequestChannelMessageResponse(message, status2)\n self.assertEqual(response1.status_code(), 400)\n self.assertEqual(response2.status_code(), 400)\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n\n def test_forbidden_channel_message_response_returns_status_code_403_with_custom_status(self):\n message = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response1 = ForbiddenChannelMessageResponse(message, status1)\n response2 = ForbiddenChannelMessageResponse(message, status2)\n self.assertEqual(response1.status_code(), 403)\n self.assertEqual(response2.status_code(), 403)\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n\n def test_not_found_channel_message_response_returns_status_code_404_with_custom_status(self):\n message = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response2 = NotFoundChannelMessageResponse(message, status2)\n response1 = NotFoundChannelMessageResponse(message, status1)\n self.assertEqual(response1.status_code(), 404)\n self.assertEqual(response2.status_code(), 404)\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n\n def test_unsuccessful_channel_message_response_returns_status_code_500_with_status_error(self):\n message = MagicMock()\n response = UnsuccessfulChannelMessageResponse(message)\n self.assertEqual(response.status_code(), 500)\n self.assertEqual(response.json().get(\"status\"), UserResponseStatus.ERROR.value)\n\n def test_successful_message_sent_response_returns_status_code_200(self):\n message = MagicMock()\n response = SuccessfulMessageSentResponse(message)\n self.assertEqual(response.status_code(), 200)\n\n def test_successful_message_response_returns_json_body_with_user_key(self):\n message = MagicMock()\n response = SuccessfulMessageSentResponse(message)\n self.assertTrue(\"message\" in response.json())\n\n def test_unsuccessful_message_sent_response_returns_status_code_500_with_status_error(self):\n message = MagicMock()\n response = UnsuccessfulMessageSentResponse(message)\n self.assertEqual(response.status_code(), 500)\n self.assertEqual(response.json().get(\"status\"), UserResponseStatus.ERROR.value)\n\n def test_messages_list_response_returns_status_code_200_with_status_list_and_key_messages(self):\n messages = MagicMock()\n response = MessageListResponse(messages, mock)\n self.assertTrue(\"messages\" in response.json())\n self.assertEqual(response.status_code(), 200)\n self.assertEqual(response.json().get(\"status\"), MessageResponseStatus.LIST.value)\n\n def test_chats_list_response_returns_status_code_200_with_status_list_and_key_messages(self):\n chats = MagicMock()\n response = ChatsListResponse(chats)\n self.assertTrue(\"chats\" in response.json())\n self.assertEqual(response.status_code(), 200)\n self.assertEqual(response.json().get(\"status\"), MessageResponseStatus.LIST.value)\n\n def test_bad_request_message_sent_response_returns_status_code_400_with_custom_status(self):\n message = MagicMock()\n status1 = \"TEST1\"\n status2 = \"TEST2\"\n response1 = BadRequestMessageSentResponse(message, status1)\n response2 = BadRequestMessageSentResponse(message, status2)\n self.assertEqual(response1.status_code(), 400)\n self.assertEqual(response2.status_code(), 400)\n self.assertEqual(response1.json().get(\"status\"), status1)\n self.assertEqual(response2.json().get(\"status\"), status2)\n" }, { "alpha_fraction": 0.7093425393104553, "alphanum_fraction": 0.7093425393104553, "avg_line_length": 39.080291748046875, "blob_id": "791c5400a63fc6f166a7389918776995b11953a8", "content_id": "70ecb6ca5b98bb7344997dd90aeff8f35e53a88f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5491, "license_type": "no_license", "max_line_length": 105, "num_lines": 137, "path": "/controllers/teams.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.constants import StatusCode\nfrom models.request import ClientRequest\nfrom services.teams import TeamService\n\nfrom flask import request, jsonify\nfrom run import app\n\nimport logging\nlogger = logging.getLogger(\"TeamsController\")\n\n\[email protected]('/teams', methods=['POST'])\ndef register_team():\n logger.info(\"Attempting to register new team.\")\n req = ClientRequest(request)\n new_team = TeamService.create_team(req.new_team_data())\n return jsonify(new_team.json()), new_team.status_code()\n\n\[email protected]('/teams/users', methods=['POST'])\ndef add_user():\n logger.info(f\"Attempting to add user to team.\")\n req = ClientRequest(request)\n user_added = TeamService.add_user(req.add_user_team_data())\n return jsonify(user_added.json()), user_added.status_code()\n\n\[email protected]('/teams/invite', methods=['POST'])\ndef invite_user():\n logger.info(f\"Attempting to invite new user to team.\")\n req = ClientRequest(request)\n new_invite = TeamService.invite_user(req.team_invite_data())\n return jsonify(new_invite.json()), new_invite.status_code()\n\n\[email protected]('/teams/join', methods=['POST'])\ndef accept_invite():\n logger.info(f\"Attempting to join team.\")\n req = ClientRequest(request)\n new_user_team = TeamService.accept_invite(req.accept_team_invite_data())\n return jsonify(new_user_team.json()), new_user_team.status_code()\n\n\[email protected]('/teams/<team_id>/users/<searched_username>', methods=['GET'])\ndef search_user(team_id, searched_username):\n logger.info(f\"Attempting to search for user in team #{team_id}\")\n req = ClientRequest(request)\n found_users = TeamService.search_users(req.search_users_by_username_data(team_id, searched_username))\n return jsonify(found_users.json()), found_users.status_code()\n\n\[email protected]('/teams/<team_id>/roles', methods=['PATCH'])\ndef change_role(team_id):\n logger.info(f\"Attempting to change roles in team #{team_id}.\")\n req = ClientRequest(request)\n roles_changed = TeamService.change_role(req.change_role_data(team_id))\n return jsonify(roles_changed.json()), roles_changed.status_code()\n\n\[email protected]('/teams/forbidden-words', methods=['PUT'])\ndef add_forbidden_word():\n logger.info(f\"Attempting to add a forbidden word to team.\")\n req = ClientRequest(request)\n response = TeamService.add_forbidden_word(req.add_forbidden_word_data())\n return jsonify(response.json()), response.status_code()\n\n\[email protected]('/teams/<team_id>/forbidden-words', methods=['GET'])\ndef forbidden_words(team_id):\n logger.info(f\"Attempting to get forbidden words from team {team_id}.\")\n req = ClientRequest(request)\n words = TeamService.forbidden_words(req.team_authentication_data(team_id))\n return jsonify(words.json()), words.status_code()\n\n\[email protected]('/teams/<team_id>/forbidden-words/<word_id>', methods=['DELETE'])\ndef delete_forbidden_word(team_id, word_id):\n logger.info(f\"Attempting to delete forbidden word #{word_id} from team #{team_id}.\")\n req = ClientRequest(request)\n response = TeamService.delete_forbidden_word(req.delete_forbidden_word_data(team_id, word_id))\n return jsonify(response.json()), response.status_code()\n\n\[email protected]('/teams/<team_id>/users', methods=['GET'])\ndef team_users(team_id):\n logger.info(f\"Attempting to get all users from team #{team_id}.\")\n req = ClientRequest(request)\n users = TeamService.team_users(req.team_authentication_data(team_id))\n return jsonify(users.json()), users.status_code()\n\n\[email protected]('/teams/<team_id>/channels', methods=['GET'])\ndef team_channels(team_id):\n logger.info(f\"Attempting to get all channels from team #{team_id}.\")\n req = ClientRequest(request)\n channels = TeamService.team_channels(req.team_authentication_data(team_id))\n return jsonify(channels.json()), channels.status_code()\n\n\[email protected]('/teams/<team_id>/users/<user_id>/profile', methods=['GET'])\ndef team_user_profile(team_id, user_id):\n logger.info(f\"Attempting to get user {user_id} profile, from team #{team_id}.\")\n req = ClientRequest(request)\n users = TeamService.team_user_profile(req.team_user_profile_data(team_id, user_id))\n return jsonify(users.json()), users.status_code()\n\n\[email protected]('/teams/<team_id>/users/<delete_id>', methods=['DELETE'])\ndef delete_users(team_id, delete_id):\n logger.info(f\"Attempting to delete user {delete_id} from team #{team_id}.\")\n req = ClientRequest(request)\n response = TeamService.delete_user(req.delete_user_team_data(team_id, delete_id))\n return jsonify(response.json()), response.status_code()\n\n\[email protected]('/teams/<team_id>/leave', methods=['DELETE'])\ndef leave_team(team_id):\n logger.info(f\"Attempting to leave team #{team_id}.\")\n req = ClientRequest(request)\n response = TeamService.leave_team(req.team_authentication_data(team_id))\n return jsonify(response.json()), response.status_code()\n\n\[email protected]('/teams/<team_id>', methods=['DELETE'])\ndef delete_team(team_id):\n logger.info(f\"Attempting to delete team #{team_id}.\")\n req = ClientRequest(request)\n response = TeamService.delete_team(req.team_authentication_data(team_id))\n return jsonify(response.json()), response.status_code()\n\n\[email protected]('/teams/<team_id>', methods=['PATCH'])\ndef update_team_information(team_id):\n logger.info(f\"Attempting to update team #{team_id} information.\")\n req = ClientRequest(request)\n updated_team = TeamService.update_information(req.team_update_data(team_id))\n return jsonify(updated_team.json()), updated_team.status_code()\n" }, { "alpha_fraction": 0.7171764969825745, "alphanum_fraction": 0.7256470322608948, "avg_line_length": 18.14414405822754, "blob_id": "854c38ad0a724341d864d54e1ba3efc5935056d9", "content_id": "3187f76588db2d136533876fa4da3fd0dfbef125", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2125, "license_type": "no_license", "max_line_length": 154, "num_lines": 111, "path": "/README.md", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "# Hypechat Server\n\n### Project Bootstrapping\n\nFirst things first, clone the repository:\n```\ngit clone https://github.com/MaxiSuppes/hypechat-server.git\n```\n\nThen, you could choose between running locally in your OS, or running with Docker.\n\n#### Local OS\n\n1. Install Python's virtual environment.\n```\npip install virtualenv\n```\n\n2. Create a new virtualenv in the project folder\n```\nvirtualenv -p python3 hypechat\n```\n\n3. Install Python's modules\n```\npip install -Ur requirements.txt\n```\n\n4. Activate it\n```\nsource hypechat/bin/activate\n```\n\n5. Set environment variables\n```\nsource .env\n```\n\n6. Run\n```\nflask run\n```\n\n##### Database:\n\nDevelopment mode will connect with a local database for fastest connection. To install PostgreSQL and create the tables: \n```\nsudo apt-get install postgresql postgresql-contrib\ncreatedb hypechat\ncreatedb hypechat_test\npython manage.py db init\npython manage.py db migrate\npython manage.py db upgrade\n```\n\nThe tables structures are located in the file `tables-scripts.sql`.\n\n#### Doker\n\n1. Install Docker\n```\nsudo apt-get docker.io\n```\n\n2. Create the Server image\n```\ndocker build -t hypechat-server:latest .\n```\n\n3. Run\n```\ndocker run --net host -d -p 5000:5000 hypechat-server\n```\n\n### Testing\nThe test module uses Unittest framework. To run tests:\n```\ncoverage run -m unittest discover -s tests\n```\nTo get the coverage report:\n```\ncoverage report -m\n```\nFor a prettier presentation:\n```\ncoverage html\n```\nAnd check ```./htmlcov/index.html```\n\nAlso, we provide with the script ```test```, so for the full test experience just make sure to give it execution permissions and try it!\n```\nchmod +x ./test\n./test\n```\n\n### Deployment\nThe Hypechat Server is hosted in Heroku. To deploy using Heroku CLI:\n```\nheroku login -i\nheroku container:login\nheroku container:push web --app hypechat-server\nheroku container:release web --app hypechat-server\n```\n\nTo create the Docker image and deploy in just one step, it's provided the **deploy** script. Make sure to give it execution permissions before execute it.\n```\nchmod +x ./deploy\n./deploy\n```\n\nHeroku's host is: https://hypechat-server.herokuapp.com\n" }, { "alpha_fraction": 0.7535239458084106, "alphanum_fraction": 0.7547321915626526, "avg_line_length": 46.769229888916016, "blob_id": "47ca05a772ba4358624091d0a7d54334d6653a03", "content_id": "499eb8142021f9bd4a4a5adf1cf72d64a685aecf", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 2483, "license_type": "no_license", "max_line_length": 136, "num_lines": 52, "path": "/test", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "#!/usr/bin/env bash\n\necho \"Running tests...\"\necho \"Testing Responses:\"\ncoverage run -a --source=controllers,dtos,handlers,models,services,utils,services, -m unittest tests/test_dtos/test_responses.py\necho \"Testing Roles:\"\ncoverage run -a --source=controllers,dtos,handlers,models,services,utils,services, -m unittest tests/test_models/test_constants.py\necho \"Testing Requests:\"\ncoverage run -a --source=controllers,dtos,handlers,models,services,utils,services, -m unittest tests/test_models/test_requests.py\necho \"Testing Authentication:\"\ncoverage run -a --source=controllers,dtos,handlers,models,services,utils,services, -m unittest tests/test_models/test_authentication.py\necho \"Testing Email Service:\"\ncoverage run -a --source=controllers,dtos,handlers,models,services,utils,services, -m unittest tests/test_services/test_emails.py\necho \"Testing Facebook Service:\"\ncoverage run -a --source=controllers,dtos,handlers,models,services,utils,services, -m unittest tests/test_services/test_facebook.py\necho \"Testing Mentions Service:\"\ncoverage run -a --source=controllers,dtos,handlers,models,services,utils,services, -m unittest tests/test_services/test_mentions.py\necho \"Testing Users Service:\"\ncoverage run -a --source=controllers,dtos,handlers,models,services,utils,services, -m unittest tests/test_services/test_users.py\necho \"Testing Teams Service:\"\ncoverage run -a --source=controllers,dtos,handlers,models,services,utils,services, -m unittest tests/test_services/test_teams.py\necho \"Testing Notifications Service:\"\ncoverage run -a --source=controllers,dtos,handlers,models,services,utils,services, -m unittest tests/test_services/test_notifications.py\necho \"Testing Bots Service:\"\ncoverage run -a --source=controllers,dtos,handlers,models,services,utils,services, -m unittest tests/test_services/test_bots.py\necho \"Testing Messages Service:\"\ncoverage run -a --source=controllers,dtos,handlers,models,services,utils,services, -m unittest tests/test_services/test_messages.py\necho \"Generating coverage report...\"\ncoverage html\nsensible-browser ./htmlcov/index.html\n\necho -n \"Remove coverage data? [Y/N]: \"\nwhile true; do\n read -r OPTION\n OPTION=${OPTION^^}\n\n if [[ \"YES\" == \"$OPTION\"* ]]; then\n DELETE=1\n break\n elif [[ \"NO\" == \"$OPTION\"* ]]; then\n DELETE=0\n break\n else\n echo -n \"Wrong option. Retype [Y/N]: \"\n fi\ndone\n\nif [[ ${DELETE} == 1 ]]; then\n rm .coverage\n rm -rf ./htmlcov\n echo \"Coverage data removed!\"\nfi" }, { "alpha_fraction": 0.6856554746627808, "alphanum_fraction": 0.6856554746627808, "avg_line_length": 51.98181915283203, "blob_id": "a123aa35852a807d8d88489cac3a850885ff4914", "content_id": "98a3a45cd2667b4151158bd94b72bcc42223dfa0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2914, "license_type": "no_license", "max_line_length": 123, "num_lines": 55, "path": "/tables/users.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from app import db\nfrom sqlalchemy import exc, func, ForeignKey\nfrom models.constants import TeamRoles, UserRoles\nfrom tables.teams import TeamTableEntry\n\n\nclass ClientTableEntry(db.Model):\n __tablename__ = 'clients'\n\n client_id = db.Column(name='id', type_=db.Integer, nullable=False, primary_key=True, autoincrement=True)\n\n\nclass UserTableEntry(db.Model):\n __tablename__ = 'users'\n\n user_id = db.Column(ForeignKey(ClientTableEntry.client_id, ondelete='CASCADE'), name='id', type_=db.Integer,\n nullable=False, primary_key=True)\n facebook_id = db.Column(name='facebook_id', type_=db.Integer, nullable=True, unique=True, default=None)\n username = db.Column(name='username', type_=db.String(), nullable=True, unique=True, default=None)\n email = db.Column(name='email', type_=db.String(), nullable=True, unique=True)\n password = db.Column(name='password', type_=db.String(), nullable=True, default=None)\n first_name = db.Column(name='first_name', type_=db.String(), nullable=True)\n last_name = db.Column(name='last_name', type_=db.String(), nullable=True)\n profile_pic = db.Column(name='profile_pic', type_=db.String(), nullable=True)\n role = db.Column(name='role', type_=db.String(), nullable=False, default=UserRoles.USER.value)\n created = db.Column(name='created', type_=db.DateTime(timezone=True), nullable=False, server_default=func.now())\n auth_token = db.Column(name='auth_token', type_=db.String(), nullable=False, default=None)\n online = db.Column(name='online', type_=db.Boolean, nullable=False, default=True)\n\n\nclass PasswordRecoveryTableEntry(db.Model):\n __tablename__ = 'password_recoveries'\n\n user_id = db.Column(ForeignKey(ClientTableEntry.client_id, ondelete='CASCADE'), name='user_id', type_=db.Integer,\n nullable=False, primary_key=True)\n token = db.Column(name='recovery_token', type_=db.String(), nullable=False, default=None)\n\n\nclass UsersByTeamsTableEntry(db.Model):\n __tablename__ = 'users_teams'\n\n user_id = db.Column(ForeignKey(ClientTableEntry.client_id, ondelete='CASCADE'), name='user_id', type_=db.Integer,\n nullable=False, primary_key=True)\n team_id = db.Column(ForeignKey(TeamTableEntry.team_id, ondelete='CASCADE'), name='team_id', type_=db.Integer,\n nullable=False, primary_key=True)\n role = db.Column(name='role', type_=db.String(), nullable=False, default=TeamRoles.MEMBER.value)\n\n\nclass UsersByChannelsTableEntry(db.Model):\n __tablename__ = 'users_channels'\n\n user_id = db.Column(ForeignKey(ClientTableEntry.client_id, ondelete='CASCADE'), name='user_id', type_=db.Integer,\n nullable=False, primary_key=True)\n channel_id = db.Column(ForeignKey(ClientTableEntry.client_id, ondelete='CASCADE'), name='channel_id', type_=db.Integer,\n nullable=False, primary_key=True)\n" }, { "alpha_fraction": 0.672238826751709, "alphanum_fraction": 0.6771172285079956, "avg_line_length": 43.562320709228516, "blob_id": "f4ca65776ca5123f07fec9ee3d22615f845745d8", "content_id": "484bc97c828ec487143ead095ea9d27749c759da", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 15374, "license_type": "no_license", "max_line_length": 123, "num_lines": 345, "path": "/tests/test_services/test_bots.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import unittest\nfrom unittest.mock import MagicMock\n\nfrom dtos.models.bots import Bot\nfrom dtos.models.users import RegularClient, User\nfrom dtos.models.teams import Team\nfrom dtos.models.messages import Message\nfrom dtos.responses.bots import SuccessfulBotListResponse\nfrom dtos.responses.clients import BadRequestUserMessageResponse, UnsuccessfulClientResponse, SuccessfulUserMessageResponse\nfrom models.constants import UserResponseStatus, TeamRoles, SendMessageType, MessageType\nfrom sqlalchemy.exc import SQLAlchemyError, IntegrityError\n\n'''Mocking environment properties'''\nimport sys\nsys.modules[\"daos.database\"] = MagicMock()\nsys.modules[\"daos.users\"] = MagicMock()\nsys.modules[\"daos.teams\"] = MagicMock()\nsys.modules[\"daos.bots\"] = MagicMock()\nsys.modules[\"models.authentication\"] = MagicMock()\nsys.modules[\"logging\"].getLogger = MagicMock()\nsys.modules[\"requests\"] = MagicMock()\nsys.modules[\"os\"].getenv = MagicMock(side_effect=lambda key: environment_properties.get(key))\n\nenvironment_properties = {\n 'TITO_ID': \"0\"\n}\n\nfrom services.bots import BotService\nmock = MagicMock()\n\n\nclass MockedBotDatabase:\n\n batch_team_bots = None\n stored_team_bots = []\n batch_clients = None\n stored_clients = []\n batch_bots = None\n stored_bots = []\n\n posted_json = None\n\n\nclass BotTestCase(unittest.TestCase):\n\n def tearDown(self):\n MockedBotDatabase.batch_team_bots = None\n MockedBotDatabase.stored_team_bots = []\n MockedBotDatabase.batch_clients = None\n MockedBotDatabase.stored_clients = []\n MockedBotDatabase.batch_bots = None\n MockedBotDatabase.stored_bots = []\n MockedBotDatabase.posted_json = None\n\n def test_register_tito_it_team_with_unknown_sqlalchemy_error_throws_exception(self):\n team_id = 0\n\n def add_team_bot(team_bot):\n from tests.test_services import test_bots\n MockedBotDatabase.batch_team_bots = team_bot\n\n def commit():\n raise SQLAlchemyError(mock, mock)\n\n def rollback():\n from tests.test_services import test_bots\n MockedBotDatabase.batch_team_bots = None\n\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team_user = MagicMock(side_effect=add_team_bot)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n\n self.assertRaises(SQLAlchemyError, BotService.register_tito_in_team, team_id)\n\n def test_register_tito_in_team_without_unknown_sqlalchemy_error_does_add_bot_to_team(self):\n team_id = 0\n\n def add_team_bot(team_bot):\n from tests.test_services import test_bots\n MockedBotDatabase.batch_team_bots = team_bot\n\n def commit():\n from tests.test_services import test_bots\n MockedBotDatabase.stored_team_bots += [MockedBotDatabase.batch_team_bots]\n MockedBotDatabase.batch_team_bots = None\n\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team_user = MagicMock(side_effect=add_team_bot)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n BotService.register_tito_in_team(team_id)\n self.assertIsNone(MockedBotDatabase.batch_team_bots)\n self.assertEqual(1, len(MockedBotDatabase.stored_team_bots))\n\n def test_user_added_to_team_without_welcome_message_does_not_receives_titos_welcome(self):\n user_id = 1\n team_id = 0\n\n '''Mocked outputs'''\n tito = Bot(bot_id=0, name=\"tito\", callback=None, token=None)\n team = Team(team_id=team_id, name=\"Test-Team\")\n\n def post(url, json, headers):\n from tests.test_services import test_bots\n MockedBotDatabase.posted_json = json\n\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_bot_by_id.return_value = tito\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"requests\"].post = MagicMock(side_effect=post)\n\n BotService.tito_welcome(user_id, team_id)\n self.assertIsNone(MockedBotDatabase.posted_json)\n\n def test_user_added_to_team_with_welcome_message_does_not_receives_titos_welcome(self):\n user_id = 1\n team_id = 0\n\n '''Mocked outputs'''\n tito = Bot(bot_id=0, name=\"tito\", callback=None, token=None)\n team = Team(team_id=team_id, name=\"Test-Team\", welcome_message=\"Helloooooou!\")\n\n def post(url, json, headers):\n from tests.test_services import test_bots\n MockedBotDatabase.posted_json = json\n\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_bot_by_id.return_value = tito\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"requests\"].post = MagicMock(side_effect=post)\n\n BotService.tito_welcome(user_id, team_id)\n self.assertIsNotNone(MockedBotDatabase.posted_json)\n self.assertEqual(0, MockedBotDatabase.posted_json.get(\"team_id\"))\n self.assertEqual(1, MockedBotDatabase.posted_json.get(\"user_id\"))\n self.assertEqual(\"welcome-user\", MockedBotDatabase.posted_json.get(\"params\"))\n self.assertEqual(\"Helloooooou!\", MockedBotDatabase.posted_json.get(\"message\"))\n\n def test_create_bot_with_name_in_use_returns_bad_request(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n mod = User(user_id=0)\n mod.team_id = 0\n\n def add_client():\n from tests.test_services import test_bots\n client = RegularClient(client_id=0)\n MockedBotDatabase.batch_clients = client\n return client\n\n def add_bot(bot):\n from tests.test_services import test_bots\n MockedBotDatabase.batch_bots = bot\n\n def add_team_bot(team_bot):\n from tests.test_services import test_bots\n MockedBotDatabase.batch_team_bots = team_bot\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_bots\n MockedBotDatabase.batch_clients = None\n MockedBotDatabase.batch_bots = None\n MockedBotDatabase.batch_team_bots = None\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = mod\n sys.modules[\"daos.users\"].UserDatabaseClient.add_client = MagicMock(side_effect=add_client)\n sys.modules[\"daos.bots\"].BotDatabaseClient.add_bot = MagicMock(side_effect=add_bot)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team_user = MagicMock(side_effect=add_team_bot)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_bot_by_name.return_value = MagicMock()\n\n response = BotService.create_bot(data)\n self.assertIsNone(MockedBotDatabase.batch_bots)\n self.assertIsNone(MockedBotDatabase.batch_clients)\n self.assertIsNone(MockedBotDatabase.batch_team_bots)\n self.assertEqual(0, len(MockedBotDatabase.stored_bots))\n self.assertEqual(0, len(MockedBotDatabase.stored_clients))\n self.assertEqual(0, len(MockedBotDatabase.stored_team_bots))\n self.assertEqual(UserResponseStatus.ALREADY_REGISTERED.value, response.status)\n self.assertIsInstance(response, BadRequestUserMessageResponse)\n\n def test_create_bot_with_unknown_integrity_error_returns_unsuccessful(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n mod = User(user_id=0)\n mod.team_id = 0\n\n def add_client():\n from tests.test_services import test_bots\n client = RegularClient(client_id=0)\n MockedBotDatabase.batch_clients = client\n return client\n\n def add_bot(bot):\n from tests.test_services import test_bots\n MockedBotDatabase.batch_bots = bot\n\n def add_team_bot(team_bot):\n from tests.test_services import test_bots\n MockedBotDatabase.batch_team_bots = team_bot\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_bots\n MockedBotDatabase.batch_clients = None\n MockedBotDatabase.batch_bots = None\n MockedBotDatabase.batch_team_bots = None\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = mod\n sys.modules[\"daos.users\"].UserDatabaseClient.add_client = MagicMock(side_effect=add_client)\n sys.modules[\"daos.bots\"].BotDatabaseClient.add_bot = MagicMock(side_effect=add_bot)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team_user = MagicMock(side_effect=add_team_bot)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_bot_by_name.return_value = None\n\n response = BotService.create_bot(data)\n self.assertIsNone(MockedBotDatabase.batch_bots)\n self.assertIsNone(MockedBotDatabase.batch_clients)\n self.assertIsNone(MockedBotDatabase.batch_team_bots)\n self.assertEqual(0, len(MockedBotDatabase.stored_bots))\n self.assertEqual(0, len(MockedBotDatabase.stored_clients))\n self.assertEqual(0, len(MockedBotDatabase.stored_team_bots))\n self.assertIsInstance(response, UnsuccessfulClientResponse)\n\n def test_create_bot_with_correct_data_works_properly(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n mod = User(user_id=0)\n mod.team_id = 0\n\n def add_client():\n from tests.test_services import test_bots\n client = RegularClient(client_id=0)\n MockedBotDatabase.batch_clients = client\n return client\n\n def add_bot(bot):\n from tests.test_services import test_bots\n MockedBotDatabase.batch_bots = bot\n\n def add_team_bot(team_bot):\n from tests.test_services import test_bots\n MockedBotDatabase.batch_team_bots = team_bot\n\n def commit():\n from tests.test_services import test_bots\n MockedBotDatabase.stored_clients += [MockedBotDatabase.batch_clients]\n MockedBotDatabase.stored_bots += [MockedBotDatabase.batch_bots]\n MockedBotDatabase.stored_team_bots += [MockedBotDatabase.batch_team_bots]\n MockedBotDatabase.batch_clients = None\n MockedBotDatabase.batch_bots = None\n MockedBotDatabase.batch_team_bots = None\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = mod\n sys.modules[\"daos.users\"].UserDatabaseClient.add_client = MagicMock(side_effect=add_client)\n sys.modules[\"daos.bots\"].BotDatabaseClient.add_bot = MagicMock(side_effect=add_bot)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team_user = MagicMock(side_effect=add_team_bot)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = BotService.create_bot(data)\n self.assertIsNone(MockedBotDatabase.batch_bots)\n self.assertIsNone(MockedBotDatabase.batch_clients)\n self.assertIsNone(MockedBotDatabase.batch_team_bots)\n self.assertEqual(1, len(MockedBotDatabase.stored_bots))\n self.assertEqual(0, MockedBotDatabase.stored_bots[0].id)\n self.assertEqual(1, len(MockedBotDatabase.stored_clients))\n self.assertEqual(0, MockedBotDatabase.stored_clients[0].id)\n self.assertEqual(1, len(MockedBotDatabase.stored_team_bots))\n self.assertEqual(0, MockedBotDatabase.stored_team_bots[0].user_id)\n self.assertEqual(0, MockedBotDatabase.stored_team_bots[0].team_id)\n self.assertEqual(TeamRoles.BOT.value, MockedBotDatabase.stored_team_bots[0].role)\n self.assertEqual(UserResponseStatus.OK.value, response.status)\n self.assertIsInstance(response, SuccessfulUserMessageResponse)\n\n def test_team_bots_return_team_bots_list_without_token(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n bot1 = Bot(bot_id=1, name=\"Bot-Test1\", callback=None, token=\"Test-Token\")\n bot2 = Bot(bot_id=2, name=\"Bot-Test2\", callback=None, token=\"Test-Token\")\n bots = [bot1, bot2]\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_team_bots.return_value = bots\n\n response = BotService.team_bots(data)\n self.assertEqual(UserResponseStatus.LIST.value, response.json().get(\"status\"))\n self.assertEqual(1, response.json().get(\"bots\")[0].get(\"id\"))\n self.assertEqual(2, response.json().get(\"bots\")[1].get(\"id\"))\n self.assertEqual(\"Bot-Test1\", response.json().get(\"bots\")[0].get(\"name\"))\n self.assertEqual(\"Bot-Test2\", response.json().get(\"bots\")[1].get(\"name\"))\n self.assertIsNone(response.json().get(\"bots\")[0].get(\"callback\"))\n self.assertIsNone(response.json().get(\"bots\")[1].get(\"callback\"))\n self.assertFalse(\"token\" in response.json().get(\"bots\")[0])\n self.assertFalse(\"token\" in response.json().get(\"bots\")[1])\n self.assertIsInstance(response, SuccessfulBotListResponse)\n\n def test_bot_mention_not_sent_when_bot_not_found(self):\n client_id = 0\n message = Message(message_id=0, sender_id=1, receiver_id=2, team_id=0, content=\"@test hola\",\n send_type=SendMessageType.CHANNEL, message_type=MessageType.TEXT)\n\n '''Mocked outputs'''\n bot = None\n\n def post(url, json, headers):\n from tests.test_services import test_bots\n MockedBotDatabase.posted_json = json\n\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_bot_by_id.return_value = bot\n sys.modules[\"requests\"].post = MagicMock(side_effect=post)\n\n BotService.process_mention(client_id, message)\n self.assertIsNone(MockedBotDatabase.posted_json)\n\n def test_bot_mention_properly_processed_when_bot_found(self):\n client_id = 0\n message = Message(message_id=0, sender_id=1, receiver_id=2, team_id=0, content=\"@test hola\",\n send_type=SendMessageType.CHANNEL, message_type=MessageType.TEXT)\n\n '''Mocked outputs'''\n bot = Bot(bot_id=0, name=\"test\", callback=None, token=None)\n\n def post(url, json, headers):\n from tests.test_services import test_bots\n MockedBotDatabase.posted_json = json\n\n sys.modules[\"daos.bots\"].BotDatabaseClient.get_bot_by_id.return_value = bot\n sys.modules[\"requests\"].post = MagicMock(side_effect=post)\n\n BotService.process_mention(client_id, message)\n self.assertIsNotNone(MockedBotDatabase.posted_json)\n self.assertEqual(1, MockedBotDatabase.posted_json.get(\"user_id\"))\n self.assertEqual(2, MockedBotDatabase.posted_json.get(\"chat_id\"))\n self.assertEqual(0, MockedBotDatabase.posted_json.get(\"team_id\"))\n self.assertEqual(\"hola\", MockedBotDatabase.posted_json.get(\"params\"))\n" }, { "alpha_fraction": 0.6435216665267944, "alphanum_fraction": 0.6435216665267944, "avg_line_length": 53.184425354003906, "blob_id": "dee03ba339aa886aff29e4652b5f648a644b7888", "content_id": "520d41c93850aef4a3a5a2ad051721d4476ae62b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 13221, "license_type": "no_license", "max_line_length": 120, "num_lines": 244, "path": "/services/channels.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from daos.database import *\nfrom daos.teams import TeamDatabaseClient\nfrom daos.users import UserDatabaseClient\nfrom daos.channels import ChannelDatabaseClient\nfrom daos.messages import MessageDatabaseClient\n\nfrom dtos.models.channels import *\nfrom dtos.models.messages import Chat\nfrom dtos.responses.channels import *\nfrom dtos.responses.clients import SuccessfulUsersListResponse\n\nfrom models.authentication import Authenticator\nfrom services.notifications import NotificationService\nfrom sqlalchemy.exc import IntegrityError\n\nimport logging\n\n\nclass ChannelService:\n\n @classmethod\n def logger(cls):\n return logging.getLogger(cls.__name__)\n\n @classmethod\n def create_channel(cls, creation_data):\n user = Authenticator.authenticate_team(creation_data.authentication)\n\n try:\n new_client = UserDatabaseClient.add_client()\n new_channel = Channel(\n channel_id=new_client.id,\n team_id=user.team_id,\n creator=user.id,\n name=creation_data.name,\n visibility=creation_data.visibility,\n description=creation_data.description,\n welcome_message=creation_data.welcome_message\n )\n ChannelDatabaseClient.add_channel(new_channel)\n new_channel_user = ChannelUser(user_id=user.id, channel_id=new_channel.channel_id)\n ChannelDatabaseClient.add_channel_user(new_channel_user)\n new_chat = Chat(user_id=user.id, chat_id=new_channel.channel_id, team_id=new_channel.team_id)\n MessageDatabaseClient.add_chat(new_chat)\n DatabaseClient.commit()\n channel = ChannelDatabaseClient.get_channel_by_id(new_channel.channel_id)\n cls.logger().info(f\"Channel #{new_channel.channel_id} created in team {new_channel.team_id}.\")\n cls.logger().info(f\"User #{user.id} assigned as channel #{new_channel.channel_id} creator.\")\n except IntegrityError:\n DatabaseClient.rollback()\n if ChannelDatabaseClient.get_channel_by_name(creation_data.name) is not None:\n cls.logger().info(f\"Failing to create channel {creation_data.name}. Name already in use.\")\n return BadRequestChannelMessageResponse(f\"Channel name {creation_data.name} already in use.\",\n TeamResponseStatus.ALREADY_REGISTERED.value)\n else:\n cls.logger().error(f\"Failing to create channel {creation_data.name}.\")\n return UnsuccessfulChannelMessageResponse(\"Couldn't create channel.\")\n else:\n return SuccessfulChannelResponse(channel, TeamResponseStatus.CREATED.value)\n\n @classmethod\n def add_member(cls, invitation_data):\n user = Authenticator.authenticate_channel(invitation_data.authentication, TeamRoles.is_channel_creator)\n\n invited_user = UserDatabaseClient.get_user_by_id(invitation_data.user_invited_id)\n if invited_user is None:\n cls.logger().info(f\"Trying to add user an nonexistent user to channel #{user.channel_id}.\")\n return BadRequestChannelMessageResponse(\"Invited user not found!\", UserResponseStatus.USER_NOT_FOUND.value)\n\n invited_user_in_team = TeamDatabaseClient.get_user_in_team_by_ids(invited_user.id, user.team_id)\n if invited_user_in_team is None:\n cls.logger().info(f\"Trying to add user {invited_user.id} to channel #{user.channel_id}, but it's not part \"\n f\"of the team #{user.team_id}.\")\n return BadRequestChannelMessageResponse(\"User not part of the team!\",\n TeamResponseStatus.USER_NOT_MEMBER.value)\n\n try:\n new_channel_user = ChannelUser(user_id=invited_user.id, channel_id=user.channel_id)\n ChannelDatabaseClient.add_channel_user(new_channel_user)\n new_chat = Chat(user_id=invited_user.id, chat_id=user.channel_id, team_id=user.team_id)\n MessageDatabaseClient.add_chat(new_chat)\n DatabaseClient.commit()\n NotificationService.notify_channel_invitation(new_channel_user, user.id)\n cls.logger().info(f\"User #{invited_user.id} added to channel #{user.channel_id} by {user.username}.\")\n\n except IntegrityError:\n DatabaseClient.rollback()\n already_member = ChannelDatabaseClient.get_user_in_channel_by_ids(invited_user.id, user.channel_id)\n\n if already_member is not None:\n cls.logger().info(f\"Failing to add user #{invited_user.id} to channel #{user.channel_id}. \"\n f\"The user is already part of it.\")\n return BadRequestChannelMessageResponse(f\"User already registered in channel.\",\n TeamResponseStatus.ALREADY_REGISTERED.value)\n else:\n cls.logger().error(f\"Failing to add user #{invitation_data.user_invited_id} to channel\"\n f\"{invitation_data.authentication.channel_id}.\")\n return UnsuccessfulChannelMessageResponse(\"Couldn't add user to channel.\")\n else:\n return SuccessfulChannelMessageResponse(\"User added!\", ChannelResponseStatus.ADDED.value)\n\n @classmethod\n def join_channel(cls, registration_data):\n user = Authenticator.authenticate_team(registration_data.authentication)\n channel = ChannelDatabaseClient.get_channel_by_id(registration_data.channel_id)\n\n if channel is None:\n cls.logger().info(f\"User {user.user_id} attempting to join channel #{registration_data.channel_id}, \"\n f\"which does not exist.\")\n return BadRequestChannelMessageResponse(\"Channel not found.\", ChannelResponseStatus.CHANNEL_NOT_FOUND.value)\n\n if channel.team_id != user.team_id:\n cls.logger().info(f\"User {user.user_id} from team {user.team_id} attempting to join channel \"\n f\"#{channel.channel_id}, but it's in team {channel.team_id}.\")\n return BadRequestChannelMessageResponse(\"Other team's channel.\", ChannelResponseStatus.OTHER_TEAM.value)\n\n if channel.visibility == ChannelVisibilities.PRIVATE.value:\n cls.logger().info(\n f\"User {user.user_id} attempting to join channel #{channel.channel_id}, which is private.\")\n return BadRequestChannelMessageResponse(\"Private channel!\", ChannelResponseStatus.PRIVATE_VISIBILITY.value)\n\n try:\n new_channel_user = ChannelUser(user_id=user.id, channel_id=channel.channel_id)\n ChannelDatabaseClient.add_channel_user(new_channel_user)\n new_chat = Chat(user_id=user.id, chat_id=channel.channel_id, team_id=user.team_id)\n MessageDatabaseClient.add_chat(new_chat)\n DatabaseClient.commit()\n cls.logger().info(f\"User {user.id} joined channel #{channel.channel_id}.\")\n return SuccessfulChannelResponse(channel, ChannelResponseStatus.JOINED.value)\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"User #{user.id} failed at joining channel #{channel.channel_id}.\")\n return UnsuccessfulChannelMessageResponse(\"Couldn't join channel.\")\n\n @classmethod\n def remove_member(cls, delete_data):\n user = Authenticator.authenticate_channel(delete_data.authentication, TeamRoles.is_channel_creator)\n delete_user = ChannelDatabaseClient.get_user_in_channel_by_ids(delete_data.delete_id, user.channel_id)\n\n if delete_user is not None:\n try:\n ChannelDatabaseClient.delete_channel_user(delete_user)\n DatabaseClient.commit()\n cls.logger().info(f\"User #{delete_user.user_id} removed from channel #{delete_user.channel_id}.\")\n return SuccessfulChannelMessageResponse(\"User removed!\", ChannelResponseStatus.REMOVED.value)\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"Failed at removing user #{delete_user.user_id} from channel \"\n f\"#{delete_user.channel_id}.\")\n return UnsuccessfulChannelMessageResponse(\"Couldn't remove user.\")\n else:\n cls.logger().info(f\"User {user.id} trying to delete user #{delete_data.delete_id} from channel \"\n f\"#{user.channel_id}, but it's not part of it!\")\n return BadRequestChannelMessageResponse(\"User not part of channel!.\",\n ChannelResponseStatus.USER_NOT_MEMBER.value)\n\n @classmethod\n def channel_members(cls, authentication_data):\n user = Authenticator.authenticate_channel(authentication_data)\n members = ChannelDatabaseClient.get_all_channel_users_by_channel_id(user.channel_id)\n cls.logger().info(f\"User {user.username} got {len(members)} users from channel #{user.channel_id}.\")\n return SuccessfulUsersListResponse(cls._channel_users_list(members))\n\n @classmethod\n def _channel_users_list(cls, user_list):\n users = []\n\n for user in user_list:\n users += [{\n \"id\": user.id,\n \"username\": user.username,\n \"email\": user.email,\n \"first_name\": user.first_name,\n \"last_name\": user.last_name,\n \"profile_pic\": user.profile_pic,\n \"role\": user.role,\n \"online\": user.online\n }]\n\n return users\n\n @classmethod\n def leave_channel(cls, user_data):\n user = Authenticator.authenticate_channel(user_data)\n delete_user = ChannelDatabaseClient.get_user_in_channel_by_ids(user.id, user.channel_id)\n\n try:\n ChannelDatabaseClient.delete_channel_user(delete_user)\n DatabaseClient.commit()\n cls.logger().info(f\"User #{user.id} leaved channel #{user.channel_id}.\")\n return SuccessfulChannelMessageResponse(\"Channel leaved!\", ChannelResponseStatus.REMOVED.value)\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"User #{user.id} failing to leave channel #{userchannel_id}.\")\n return UnsuccessfulTeamMessageResponse(\"Couldn't leave chanel.\")\n\n @classmethod\n def update_information(cls, update_data):\n user = Authenticator.authenticate_channel(update_data.authentication, TeamRoles.is_channel_creator)\n channel = ChannelDatabaseClient.get_channel_by_id(user.channel_id)\n\n channel.name = \\\n update_data.updated_channel[\"name\"] if \"name\" in update_data.updated_channel else channel.name\n channel.visibility = \\\n update_data.updated_channel[\"visibility\"] if \"visibility\" in update_data.updated_channel \\\n else channel.visibility\n channel.description = \\\n update_data.updated_channel[\"description\"] if \"description\" in update_data.updated_channel \\\n else channel.description\n channel.welcome_message = \\\n update_data.updated_channel[\"welcome_message\"] if \"welcome_message\" in update_data.updated_channel \\\n else channel.welcome_message\n\n try:\n ChannelDatabaseClient.update_channel(channel)\n DatabaseClient.commit()\n cls.logger().info(f\"Channel {channel.channel_id} information updated by user {user.username}.\")\n return SuccessfulChannelResponse(channel, ChannelResponseStatus.UPDATED.value)\n except IntegrityError:\n DatabaseClient.rollback()\n old_channel = ChannelDatabaseClient.get_channel_by_name(update_data.updated_team.get(\"name\"))\n if old_channel is not None:\n cls.logger().info(f\"Trying to update channel {user.channel_id}'s name with {old_channel.name}, \"\n f\"that currently exists.\")\n return BadRequestChannelMessageResponse(f\"Name {old_channel.name} is already in use!\",\n TeamResponseStatus.ALREADY_REGISTERED.value)\n else:\n cls.logger().error(f\"Couldn't update channel {user.channel_id} information.\")\n return UnsuccessfulTeamMessageResponse(\"Couldn't update channel information!\")\n\n @classmethod\n def delete_channel(cls, user_data):\n user = Authenticator.authenticate_channel(user_data)\n channel = ChannelDatabaseClient.get_channel_by_id(user.channel_id)\n\n try:\n ChannelDatabaseClient.delete_channel(channel)\n DatabaseClient.commit()\n cls.logger().info(f\"Channel #{channel.channel_id} deleted by user {user.username}, with all messages.\")\n return SuccessfulChannelMessageResponse(\"Channel removed!\", ChannelResponseStatus.REMOVED.value)\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"User #{user.id} couldn't remove channel #{user.channel_id}.\")\n return UnsuccessfulChannelMessageResponse(\"Couldn't remove channel.\")\n" }, { "alpha_fraction": 0.6030059456825256, "alphanum_fraction": 0.6040686368942261, "avg_line_length": 44.42758560180664, "blob_id": "9b6adc4bb3dbc5399c909c039d2dd6a4237285f5", "content_id": "f9ea57904953e140df85ce1359e4d653e6f48c6a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6587, "license_type": "no_license", "max_line_length": 120, "num_lines": 145, "path": "/models/authentication.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import os\nimport random\nimport string\nimport datetime\n\nfrom daos.bots import BotDatabaseClient\nfrom daos.database import DatabaseClient\nfrom daos.users import UserDatabaseClient\nfrom daos.teams import TeamDatabaseClient\nfrom daos.channels import ChannelDatabaseClient\n\nfrom models.constants import UserResponseStatus, TeamResponseStatus, ChannelResponseStatus, TeamRoles, UserRoles\nfrom exceptions.exceptions import *\n\nimport logging\n\nfrom jwt.exceptions import DecodeError\nimport jwt\n\n\nclass Authenticator:\n _secret = os.getenv('SECRET')\n _invite_token_length = os.getenv('INVITE_TOKEN_LENGTH')\n _recovery_token_length = os.getenv('RECOVER_TOKEN_LENGTH')\n\n @classmethod\n def generate(cls, user_id, password=None):\n payload = {\n \"user_id\": user_id,\n \"password\": password,\n \"timestamp\": datetime.datetime.now().__str__()\n }\n return jwt.encode(payload, cls._secret, algorithm='HS256').decode(\"utf-8\")\n\n @classmethod\n def generate_recovery_token(cls):\n chars = string.ascii_uppercase\n return \"\".join(random.choice(chars) for _ in range(int(cls._recovery_token_length)))\n\n @classmethod\n def generate_team_invitation(cls):\n chars = string.ascii_uppercase\n return \"\".join(random.choice(chars) for _ in range(int(cls._invite_token_length)))\n\n @classmethod\n def authenticate(cls, authentication, role_verifying=lambda _: True):\n logger = logging.getLogger(cls.__name__)\n\n try:\n payload = jwt.decode(authentication.token.encode(), cls._secret, algorithms='HS256')\n\n user = UserDatabaseClient.get_user_by_id(payload.get(\"user_id\"))\n\n if user is not None:\n if role_verifying(user.role):\n if user.token == authentication.token:\n logger.info(f\"User #{user.id} authenticated.\")\n return user\n else:\n logger.info(f\"Failing to authenticate user #{payload['user_id']}.\")\n raise WrongTokenError(\"You must be logged to perform this action.\",\n UserResponseStatus.WRONG_TOKEN.value)\n else:\n logger.info(f\"User #{user.id} does not have permissions to perform this action.\")\n raise NoPermissionsError(\"You don't have enough permissions to perform this action.\",\n TeamResponseStatus.NOT_ENOUGH_PERMISSIONS.value)\n else:\n bot = BotDatabaseClient.get_bot_by_id(payload.get(\"user_id\"))\n\n if bot is not None:\n logger.info(f\"Bot #{bot.id} authenticated.\")\n return bot\n else:\n logger.info(f\"User not found.\")\n raise UserNotFoundError(\"User not found.\", UserResponseStatus.USER_NOT_FOUND.value)\n\n except DecodeError:\n logger.info(f\"Failing to authenticate user.\")\n raise WrongTokenError(\"You must be logged to perform this action.\", UserResponseStatus.WRONG_TOKEN.value)\n\n @classmethod\n def authenticate_team(cls, authentication, role_verifying=lambda _: True):\n logger = logging.getLogger(cls.__name__)\n\n user = cls.authenticate(authentication)\n\n if user.role == UserRoles.ADMIN.value:\n user.user_role = user.role\n user.team_id = authentication.team_id\n user.team_role = user.role\n return user\n\n team_user = UserDatabaseClient.get_team_user_by_ids(user.id, authentication.team_id)\n\n if team_user is not None:\n if role_verifying(team_user.team_role):\n logger.info(f\"Client #{team_user.id} authenticated as team #{team_user.team_id} {team_user.team_role}.\")\n return team_user\n else:\n logger.info(f\"User #{user.id} does not have permissions to perform this action.\")\n raise NoPermissionsError(\"You don't have enough permissions to perform this action.\",\n TeamResponseStatus.NOT_ENOUGH_PERMISSIONS.value)\n else:\n team = TeamDatabaseClient.get_team_by_id(authentication.team_id)\n\n if team is None:\n logger.info(f\"Team #{authentication.team_id} not found.\")\n raise TeamNotFoundError(\"Team not found.\", TeamResponseStatus.NOT_FOUND.value)\n else:\n logger.info(f\"Client #{user.id} trying to access team #{team.id}, when it's not part of it.\")\n raise NoPermissionsError(\"You're not part of this team!\",\n TeamResponseStatus.NOT_ENOUGH_PERMISSIONS.value)\n\n @classmethod\n def authenticate_channel(cls, authentication, channel_role_verifying=lambda _: True):\n logger = logging.getLogger(cls.__name__)\n\n try:\n user = cls.authenticate_team(authentication, lambda user: TeamRoles.is_team_moderator(user))\n user.channel_id = authentication.channel_id\n user.is_channel_creator = False\n return user\n except NoPermissionsError:\n\n user = cls.authenticate_team(authentication)\n channel_user = UserDatabaseClient.get_channel_user_by_ids(user.id, authentication.channel_id)\n\n if channel_user is not None:\n if channel_role_verifying(channel_user.is_channel_creator):\n logger.info(f\"User {user.username} authenticated as channel #{authentication.channel_id} creator.\")\n return channel_user\n else:\n raise NoPermissionsError(\"You don't have enough permissions to perform this action.\",\n TeamResponseStatus.NOT_ENOUGH_PERMISSIONS.value)\n else:\n channel = ChannelDatabaseClient.get_channel_by_id(authentication.channel_id)\n\n if channel is None:\n logger.info(f\"Chanel #{authentication.channel_id} not found.\")\n raise ChannelNotFoundError(\"Channel not found.\", ChannelResponseStatus.CHANNEL_NOT_FOUND.value)\n else:\n logger.info(f\"User {user.username} trying to access channel #{channel.channel_id}, \"\n f\"when it's not part of it.\")\n raise NoPermissionsError(\"You're not part of this channel!\",\n TeamResponseStatus.NOT_ENOUGH_PERMISSIONS.value)\n" }, { "alpha_fraction": 0.5723472833633423, "alphanum_fraction": 0.5723472833633423, "avg_line_length": 30.73469352722168, "blob_id": "dcaa1b2962a3e617d8cf50345da1b82b306abad1", "content_id": "6cbafb62de68f3c050beab5c9e93b91f19002ebc", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4665, "license_type": "no_license", "max_line_length": 88, "num_lines": 147, "path": "/daos/mappers/teams.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from tables.teams import TeamTableEntry, TeamsInvitesTableEntry, ForbiddenWordTableEntry\nfrom tables.users import UsersByTeamsTableEntry\n\nfrom dtos.models.teams import Team, TeamUser, TeamInvite, ForbiddenWord\nfrom dtos.models.users import PublicUser\nfrom dtos.models.channels import Channel, ChannelCreator\n\n\nclass TeamDatabaseMapper:\n\n @classmethod\n def to_team(cls, team):\n return TeamTableEntry(\n team_name=team.name,\n picture=team.picture,\n location=team.location,\n description=team.description,\n welcome_message=team.welcome_message\n )\n\n @classmethod\n def to_team_user(cls, team_user):\n return UsersByTeamsTableEntry(\n user_id=team_user.user_id,\n team_id=team_user.team_id,\n role=team_user.role\n )\n\n @classmethod\n def to_team_invite(cls, invitation):\n return TeamsInvitesTableEntry(\n team_id=invitation.team_id,\n email=invitation.email,\n invite_token=invitation.token\n )\n\n @classmethod\n def to_forbidden_word(cls, word):\n return ForbiddenWordTableEntry(\n word=word.word,\n team_id=word.team_id\n )\n\n\nclass TeamModelMapper:\n\n @classmethod\n def to_team(cls, team_entry):\n return Team(\n team_id=team_entry.team_id,\n name=team_entry.team_name,\n picture=team_entry.picture,\n location=team_entry.location,\n description=team_entry.description,\n welcome_message=team_entry.welcome_message\n ) if team_entry is not None else None\n\n @classmethod\n def to_user_in_team(cls, user_team_entry):\n return TeamUser(\n user_id=user_team_entry.user_id,\n team_id=user_team_entry.team_id,\n role=user_team_entry.role\n ) if user_team_entry is not None else None\n\n @classmethod\n def to_teams(cls, team_entries):\n teams = []\n for team_entry in team_entries:\n teams += [Team(\n team_id=team_entry.team_id,\n name=team_entry.team_name,\n picture=team_entry.picture,\n location=team_entry.location,\n description=team_entry.description,\n welcome_message=team_entry.welcome_message,\n role=team_entry.role\n )]\n\n return teams\n\n @classmethod\n def to_team_members(cls, members_entries):\n users = []\n for member_entry in members_entries:\n user = PublicUser(\n user_id=member_entry.user_id,\n username=member_entry.username,\n email=member_entry.email,\n first_name=member_entry.first_name,\n last_name=member_entry.last_name,\n profile_pic=member_entry.profile_pic,\n role=member_entry.role,\n online=member_entry.online\n )\n user.team_id = member_entry.team_id\n user.team_role = member_entry.team_role\n users += [user]\n return users\n\n @classmethod\n def to_team_channels(cls, channels_entries):\n channels = []\n for channel_entry in channels_entries:\n channels += [Channel(\n channel_id=channel_entry.channel_id,\n team_id=channel_entry.team_id,\n name=channel_entry.name,\n creator=ChannelCreator(\n user_id=channel_entry.user_id,\n username=channel_entry.username,\n first_name=channel_entry.first_name,\n last_name=channel_entry.last_name\n ),\n visibility=channel_entry.visibility,\n description=channel_entry.description,\n welcome_message=channel_entry.welcome_message\n )]\n return channels\n\n @classmethod\n def to_team_invite(cls, invite):\n return TeamInvite(\n team_id=invite.team_id,\n email=invite.email,\n token=invite.invite_token\n ) if invite is not None else None\n\n @classmethod\n def to_forbidden_word(cls, word):\n return ForbiddenWord(\n word_id=word.id,\n word=word.word,\n team_id=word.team_id\n ) if word is not None else None\n\n @classmethod\n def to_forbidden_words(cls, words_entries):\n words = []\n for word_entry in words_entries:\n words += [ForbiddenWord(\n word_id=word_entry.id,\n word=word_entry.word,\n team_id=word_entry.team_id\n )]\n\n return words\n" }, { "alpha_fraction": 0.7293577790260315, "alphanum_fraction": 0.7599388360977173, "avg_line_length": 25.15999984741211, "blob_id": "7a5b5d8d25390e2b32dafdffddd2bddd8cded0ac", "content_id": "71cfdadce652599891346dcbd89aa8ee581fb158", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Dockerfile", "length_bytes": 654, "license_type": "no_license", "max_line_length": 80, "num_lines": 25, "path": "/Dockerfile", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "# Retrieving Alpine Docker image template for Python\nFROM python:3.6-alpine\n\n# Installing Python 3, Pip and Postgres\nRUN apk update\nRUN apk --no-cache add python3-dev\nRUN pip3 install --upgrade pip\nRUN apk add --no-cache postgresql postgresql-contrib postgresql-dev gcc musl-dev\nRUN pip3 install psycopg2\n\n# Creating Docker's working directory\nWORKDIR /app\n\n# Copying source code to the Docker's working directory\nCOPY . /app\n\n# Installing Python modules\nRUN pip3 --no-cache-dir install -Ur requirements.txt\n\n# Exposing Docker port\nEXPOSE 5000\n\n# Make Docker container executable\nRUN source .env\nCMD [\"sh\", \"-c\", \"flask run -h 0.0.0.0 -p ${PORT:=5000}\"]\n" }, { "alpha_fraction": 0.6296414732933044, "alphanum_fraction": 0.637964129447937, "avg_line_length": 22.48872184753418, "blob_id": "f297ad7dbf7dfd8c75bca39e19b16e014e152755", "content_id": "aab762955b5e19f4ebb8bcd0a37f339a2e481dfe", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3124, "license_type": "no_license", "max_line_length": 103, "num_lines": 133, "path": "/models/constants.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from enum import Enum\n\n\nclass StatusCode(Enum):\n OK = 200\n BAD_REQUEST = 400\n UNAUTHORIZED = 401\n FORBIDDEN = 403\n NOT_FOUND = 404\n SERVER_ERROR = 500\n\n\nclass UserResponseStatus(Enum):\n OK = \"OK\"\n LIST = \"LIST\"\n ERROR = \"ERROR\"\n ACTIVE = \"ACTIVE\"\n OFFLINE = \"OFFLINE\"\n LOGGED_OUT = \"LOGGED_OUT\"\n WRONG_TOKEN = \"WRONG_TOKEN\"\n WRONG_CREDENTIALS = \"WRONG_CREDENTIALS\"\n ALREADY_LOGGED_IN = \"ALREADY_LOGGED_IN\"\n ALREADY_REGISTERED = \"ALREADY_REGISTERED\"\n USER_NOT_FOUND = \"USER_NOT_FOUND\"\n\n\nclass MessageResponseStatus(Enum):\n LIST = \"LIST\"\n SENT = \"SENT\"\n ERROR = \"ERROR\"\n STATS = \"STATS\"\n CHAT_NOT_FOUND = \"CHAT_NOT_FOUND\"\n MESSAGE_TYPE_UNAVAILABLE = \"MESSAGE_TYPE_UNAVAILABLE\"\n\n\nclass TeamResponseStatus(Enum):\n LIST = \"LIST\"\n ERROR = \"ERROR\"\n CREATED = \"CREATED\"\n ADDED = \"ADDED\"\n INVITED = \"INVITED\"\n REMOVED = \"REMOVED\"\n UPDATED = \"UPDATED\"\n NOT_ENOUGH_PERMISSIONS = \"NOT_ENOUGH_PERMISSIONS\"\n ALREADY_REGISTERED = \"ALREADY_REGISTERED\"\n ALREADY_INVITED = \"ALREADY_INVITED\"\n NOT_FOUND = \"NOT_FOUND\"\n ROLE_UNAVAILABLE = \"ROLE_UNAVAILABLE\"\n ROLE_MODIFIED = \"ROLE_MODIFIED\"\n USER_NOT_MEMBER = \"USER_NOT_MEMBER\"\n\n\nclass ChannelResponseStatus(Enum):\n ADDED = \"ADDED\"\n JOINED = \"JOINED\"\n UPDATED = \"UPDATED\"\n REMOVED = \"REMOVED\"\n OTHER_TEAM = \"OTHER_TEAM\"\n USER_NOT_MEMBER = \"USER_NOT_MEMBER\"\n CHANNEL_NOT_FOUND = \"CHANNEL_NOT_FOUND\"\n PRIVATE_VISIBILITY = \"PRIVATE_VISIBILITY\"\n VISIBILITY_UNAVAILABLE = \"VISIBILITY_UNAVAILABLE\"\n\n\nclass UserRoles(Enum):\n ADMIN = \"ADMIN\"\n USER = \"USER\"\n BOT = \"BOT\"\n\n @classmethod\n def is_admin(cls, user_role):\n return user_role == UserRoles.ADMIN.value\n\n\nclass TeamRoles(Enum):\n CREATOR = \"CREATOR\"\n MODERATOR = \"MODERATOR\"\n MEMBER = \"MEMBER\"\n BOT = \"BOT\"\n\n @classmethod\n def is_team_moderator(cls, user_role):\n return user_role in [UserRoles.ADMIN.value, TeamRoles.CREATOR.value, TeamRoles.MODERATOR.value]\n\n @classmethod\n def is_team_creator(cls, user_role):\n return user_role == TeamRoles.CREATOR.value\n\n @classmethod\n def is_higher_role(cls, user1_role, user2_role):\n role_rank = {\n TeamRoles.MEMBER.value: 1,\n TeamRoles.MODERATOR.value: 2,\n TeamRoles.CREATOR.value: 3,\n UserRoles.ADMIN.value: 4\n }\n\n return role_rank.get(user1_role) > role_rank.get(user2_role)\n\n @classmethod\n def is_channel_creator(cls, is_channel_creator):\n return is_channel_creator\n\n\nclass ChannelVisibilities(Enum):\n PUBLIC = \"PUBLIC\"\n PRIVATE = \"PRIVATE\"\n\n\nclass SendMessageType(Enum):\n DIRECT = \"DIRECT\"\n CHANNEL = \"CHANNEL\"\n\n\nclass ClientType(Enum):\n BOT = \"BOT\"\n USER = \"USER\"\n CHANNEL = \"CHANNEL\"\n\n\nclass MessageType(Enum):\n TEXT = \"TEXT\"\n IMAGE = \"IMAGE\"\n FILE = \"FILE\"\n SNIPPET = \"SNIPPET\"\n\n\nclass NotificationType(Enum):\n TEAM_INVITATION = \"TEAM_INVITATION\"\n CHANNEL_INVITATION = \"CHANNEL_INVITATION\"\n TEAM_ROLE_CHANGE = \"TEAM_ROLE_CHANGE\"\n MESSAGE = \"MESSAGE\"\n MENTION = \"MENTION\"\n" }, { "alpha_fraction": 0.7081413269042969, "alphanum_fraction": 0.7081413269042969, "avg_line_length": 42.400001525878906, "blob_id": "6c4bced82268a3aa6c7d571a14cf93b9bb336541", "content_id": "18402d4a5f9238a9bbecc1ea8bf12232c4f8b89e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 651, "license_type": "no_license", "max_line_length": 111, "num_lines": 15, "path": "/tables/bots.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from app import db\nfrom sqlalchemy import exc, ForeignKey\n\nfrom tables.users import ClientTableEntry\nfrom tables.teams import TeamTableEntry\n\n\nclass BotTableEntry(db.Model):\n __tablename__ = 'bots'\n\n bot_id = db.Column(ForeignKey(ClientTableEntry.client_id, ondelete='CASCADE'), name='id', type_=db.Integer,\n nullable=False, primary_key=True, autoincrement=True)\n bot_name = db.Column(name='name', type_=db.String(), nullable=False, unique=True)\n token = db.Column(name='auth_token', type_=db.String(), nullable=False, unique=True)\n callback_url = db.Column(name='callback_url', type_=db.String(), nullable=False)\n" }, { "alpha_fraction": 0.5943872332572937, "alphanum_fraction": 0.595067024230957, "avg_line_length": 34.44922637939453, "blob_id": "1647bf933d46466d379bc44d01375dc0b3d8484f", "content_id": "26e3cf10abde6dffcb15e3431dc7f2641c79b932", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 20596, "license_type": "no_license", "max_line_length": 119, "num_lines": 581, "path": "/models/request.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from dtos.inputs.bots import *\nfrom dtos.inputs.users import *\nfrom dtos.inputs.messages import *\nfrom dtos.inputs.teams import *\nfrom dtos.inputs.channels import *\nfrom exceptions.exceptions import *\n\nimport re\nimport logging\n\n\nclass ClientRequest:\n EMAIL_PATTERN = \"(^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\\.[a-zA-Z0-9-.]+$)\"\n email_regex = re.compile(\"(^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\\.[a-zA-Z0-9-.]+$)\")\n\n def __init__(self, data):\n self.data = data\n self.logger = logging.getLogger(self.__class__.__name__)\n self.logging_request(self.data)\n\n @classmethod\n def logging_request(cls, request):\n logger = logging.getLogger(cls.__name__)\n if cls.has_application_json_header(request.headers.to_list()) and cls.has_empty_body(request.data):\n logger.error(\"Content-Type specified as \\\"application/json\\\" but no body provided.\")\n\n logger.info({\n \"Headers\": request.headers.to_list(),\n \"Body\": request.get_json() if request.is_json else None\n })\n\n @classmethod\n def has_application_json_header(cls, headers):\n return any(map(lambda header: header[0] == 'Content-Type', headers))\n\n @classmethod\n def has_empty_body(cls, body):\n return body == b''\n\n @classmethod\n def validate_email(cls, email):\n if cls.email_regex.match(email) is None:\n raise WrongEmailError(\"Please, enter a valid email.\")\n\n def query_params(self):\n return self.data.args\n\n def headers(self):\n return self.data.headers\n\n def json_body(self):\n return self.data.get_json()\n\n def new_user_data(self):\n username = self.json_body().get(\"username\")\n email = self.json_body().get(\"email\")\n password = self.json_body().get(\"password\")\n\n if username is None:\n self.logger.error(\"Missing parameter in request body: username.\")\n raise MissingRequestParameterError(\"username\")\n\n if email is None:\n self.logger.error(\"Missing parameter in request body: email.\")\n raise MissingRequestParameterError(\"email\")\n\n if password is None:\n self.logger.error(\"Missing parameter in request body: password.\")\n raise MissingRequestParameterError(\"password\")\n\n self.validate_email(email)\n\n return NewUserDTO(\n username=username,\n email=email.lower(),\n password=password,\n first_name=self.json_body().get(\"first_name\"),\n last_name=self.json_body().get(\"last_name\"),\n profile_pic=self.json_body().get(\"profile_pic\"),\n role=self.json_body().get(\"role\")\n )\n\n def login_data(self):\n email = self.json_body().get(\"email\")\n password = self.json_body().get(\"password\")\n facebook_token = self.json_body().get(\"facebook_token\")\n\n if facebook_token is None:\n\n if email is None:\n self.logger.error(\"Missing parameter in request body: email.\")\n raise MissingRequestParameterError(\"email\")\n\n if password is None:\n self.logger.error(\"Missing parameter in request body: password.\")\n raise MissingRequestParameterError(\"password\")\n\n self.validate_email(email)\n\n return LoginDTO(\n email=email.lower() if email is not None else None,\n password=password,\n facebook_token=facebook_token\n )\n\n def recover_password_data(self):\n email = self.json_body().get(\"email\")\n\n if email is None:\n self.logger.error(\"Missing parameter in request body: email.\")\n raise MissingRequestParameterError(\"email\")\n\n self.validate_email(email)\n\n return RecoverPasswordDTO(\n email=email.lower()\n )\n\n def regenerate_password_data(self):\n email = self.json_body().get(\"email\")\n recover_token = self.json_body().get(\"recover_token\")\n\n if email is None:\n self.logger.error(\"Missing parameter in request body: email.\")\n raise MissingRequestParameterError(\"email\")\n\n if recover_token is None:\n self.logger.error(\"Missing parameter in request body: recover_token.\")\n raise MissingRequestParameterError(\"recover_token\")\n\n self.validate_email(email)\n\n return RegeneratePasswordDTO(\n email=email.lower(),\n recover_token=recover_token\n )\n\n def user_update_data(self):\n auth_token = self.headers().get(\"X-Auth-Token\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n return UserUpdateDTO(\n token=auth_token,\n updated_user=self.json_body()\n )\n\n def search_users_by_username_data(self, team_id, searched_username):\n auth_token = self.headers().get(\"X-Auth-Token\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n return SearchUsersDTO(\n token=auth_token,\n team_id=team_id,\n searched_username=searched_username,\n )\n\n def team_user_profile_data(self, team_id, user_id):\n auth_token = self.headers().get(\"X-Auth-Token\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n return SearchUserByIdDTO(\n token=auth_token,\n team_id=team_id,\n user_id=user_id\n )\n\n def authentication_data(self):\n auth_token = self.headers().get(\"X-Auth-Token\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n return AuthenticationDTO(\n token=auth_token\n )\n\n def inbox_data(self):\n auth_token = self.headers().get(\"X-Auth-Token\")\n team_id = self.json_body().get(\"team_id\")\n chat_id = self.json_body().get(\"chat_id\")\n content = self.json_body().get(\"content\")\n message_type = self.json_body().get(\"message_type\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n if team_id is None:\n self.logger.error(\"Missing parameter in request body: team_id.\")\n raise MissingRequestParameterError(\"team_id\")\n\n if chat_id is None:\n self.logger.error(\"Missing parameter in request body: chat_id.\")\n raise MissingRequestParameterError(\"chat_id\")\n\n if content is None:\n self.logger.error(\"Missing parameter in request body: content.\")\n raise MissingRequestParameterError(\"content\")\n\n if message_type is None:\n self.logger.error(\"Missing parameter in request body: message_type.\")\n raise MissingRequestParameterError(\"message_type\")\n\n try:\n return InboxDTO(\n token=auth_token,\n team_id=team_id,\n chat_id=chat_id,\n content=content,\n message_type=message_type,\n mentions=self.json_body().get(\"mentions\")\n )\n except MessageTypeNotAvailableError:\n logging.getLogger(self.__class__.__name__).warning(\n f\"Message type {self.json_body().get('message_type')} not defined.\")\n raise\n\n def chat_data(self, team_id, chat_id):\n auth_token = self.headers().get(\"X-Auth-Token\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n return ChatDTO(\n token=auth_token,\n team_id=team_id,\n chat_id=chat_id,\n offset=self.query_params().get(\"offset\") or 0\n )\n\n def new_team_data(self):\n auth_token = self.headers().get(\"X-Auth-Token\")\n team_name = self.json_body().get(\"team_name\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n if team_name is None:\n self.logger.error(\"Missing parameter in request body: team_name.\")\n raise MissingRequestParameterError(\"team_name\")\n\n return NewTeamDTO(\n token=auth_token,\n team_name=team_name,\n picture=self.json_body().get(\"picture\"),\n location=self.json_body().get(\"location\"),\n description=self.json_body().get(\"description\"),\n welcome_message=self.json_body().get(\"welcome_message\"),\n )\n\n def add_user_team_data(self):\n auth_token = self.headers().get(\"X-Auth-Token\")\n team_id = self.json_body().get(\"team_id\")\n add_user_id = self.json_body().get(\"add_user_id\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n if team_id is None:\n self.logger.error(\"Missing parameter in request body: team_id.\")\n raise MissingRequestParameterError(\"team_id\")\n\n if add_user_id is None:\n self.logger.error(\"Missing parameter in request body: add_user_id.\")\n raise MissingRequestParameterError(\"add_user_id\")\n\n return AddUserTeamDTO(\n token=auth_token,\n team_id=team_id,\n add_user_id=add_user_id\n )\n\n def team_invite_data(self):\n auth_token = self.headers().get(\"X-Auth-Token\")\n team_id = self.json_body().get(\"team_id\")\n email = self.json_body().get(\"email\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n if team_id is None:\n self.logger.error(\"Missing parameter in request body: team_id.\")\n raise MissingRequestParameterError(\"team_id\")\n\n if email is None:\n self.logger.error(\"Missing parameter in request body: email.\")\n raise MissingRequestParameterError(\"email\")\n\n self.validate_email(email)\n\n return TeamInviteDTO(\n token=auth_token,\n team_id=team_id,\n email=email.lower()\n )\n\n def accept_team_invite_data(self):\n auth_token = self.headers().get(\"X-Auth-Token\")\n invite_token = self.json_body().get(\"invite_token\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n if invite_token is None:\n self.logger.error(\"Missing parameter in request body: invite_token.\")\n raise MissingRequestParameterError(\"invite_token\")\n\n return TeamInviteAcceptDTO(\n token=auth_token,\n invite_token=invite_token\n )\n\n def change_role_data(self, team_id):\n auth_token = self.headers().get(\"X-Auth-Token\")\n user_id = self.json_body().get(\"user_id\")\n new_role = self.json_body().get(\"new_role\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n if user_id is None:\n self.logger.error(\"Missing parameter in request body: user_id.\")\n raise MissingRequestParameterError(\"user_id\")\n\n if new_role is None:\n self.logger.error(\"Missing parameter in request body: new_role.\")\n raise MissingRequestParameterError(\"new_role\")\n\n try:\n return ChangeRoleDTO(\n token=auth_token,\n team_id=team_id,\n user_id=user_id,\n new_role=new_role\n )\n except RoleNotAvailableError:\n logging.getLogger(self.__class__.__name__).warning(f\"Role {self.json_body().get('new_role')} not defined.\")\n raise\n\n def team_authentication_data(self, team_id):\n auth_token = self.headers().get(\"X-Auth-Token\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n return TeamAuthenticationDTO(\n token=auth_token,\n team_id=team_id\n )\n\n def delete_user_team_data(self, team_id, delete_id):\n auth_token = self.headers().get(\"X-Auth-Token\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n return DeleteUserTeamDTO(\n token=auth_token,\n team_id=team_id,\n delete_id=delete_id\n )\n\n def team_update_data(self, team_id):\n auth_token = self.headers().get(\"X-Auth-Token\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n return TeamUpdateDTO(\n token=auth_token,\n team_id=team_id,\n updated_team=self.json_body()\n )\n\n def new_channel_data(self):\n auth_token = self.headers().get(\"X-Auth-Token\")\n team_id = self.json_body().get(\"team_id\")\n name = self.json_body().get(\"name\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n if team_id is None:\n self.logger.error(\"Missing parameter in request body: team_id.\")\n raise MissingRequestParameterError(\"team_id\")\n\n if name is None:\n self.logger.error(\"Missing parameter in request body: name.\")\n raise MissingRequestParameterError(\"name\")\n\n try:\n return NewChannelDTO(\n token=auth_token,\n team_id=team_id,\n name=name,\n visibility=self.json_body().get(\"visibility\"),\n description=self.json_body().get(\"description\"),\n welcome_message=self.json_body().get(\"welcome_message\")\n )\n except VisibilityNotAvailableError:\n logging.getLogger(self.__class__.__name__).warning(\n f\"Visibility {self.json_body().get('visibility')} not defined.\")\n raise\n\n def channel_invitation_data(self):\n auth_token = self.headers().get(\"X-Auth-Token\")\n team_id = self.json_body().get(\"team_id\")\n channel_id = self.json_body().get(\"channel_id\")\n user_invited_id = self.json_body().get(\"user_invited_id\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n if team_id is None:\n self.logger.error(\"Missing parameter in request body: team_id.\")\n raise MissingRequestParameterError(\"team_id\")\n\n if channel_id is None:\n self.logger.error(\"Missing parameter in request body: channel_id.\")\n raise MissingRequestParameterError(\"channel_id\")\n\n if user_invited_id is None:\n self.logger.error(\"Missing parameter in request body: user_invited_id.\")\n raise MissingRequestParameterError(\"user_invited_id\")\n\n return ChannelInvitationDTO(\n token=auth_token,\n team_id=team_id,\n channel_id=channel_id,\n user_invited_id=user_invited_id\n )\n\n def channel_registration_data(self):\n auth_token = self.headers().get(\"X-Auth-Token\")\n team_id = self.json_body().get(\"team_id\")\n channel_id = self.json_body().get(\"channel_id\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n if team_id is None:\n self.logger.error(\"Missing parameter in request body: team_id.\")\n raise MissingRequestParameterError(\"team_id\")\n\n if channel_id is None:\n self.logger.error(\"Missing parameter in request body: channel_id.\")\n raise MissingRequestParameterError(\"channel_id\")\n\n return ChannelRegistrationDTO(\n token=auth_token,\n team_id=team_id,\n channel_id=channel_id\n )\n\n def delete_user_channel_data(self, team_id, channel_id, user_id):\n auth_token = self.headers().get(\"X-Auth-Token\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n return DeleteUserChannelDTO(\n token=auth_token,\n team_id=team_id,\n channel_id=channel_id,\n delete_id=user_id\n )\n\n def channel_authentication_data(self, team_id, channel_id):\n auth_token = self.headers().get(\"X-Auth-Token\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n return ChannelAuthenticationDTO(\n token=auth_token,\n team_id=team_id,\n channel_id=channel_id\n )\n\n def channel_update_data(self, team_id, channel_id):\n auth_token = self.headers().get(\"X-Auth-Token\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n return ChannelUpdateDTO(\n token=auth_token,\n team_id=team_id,\n channel_id=channel_id,\n updated_channel=self.json_body()\n )\n\n def add_forbidden_word_data(self):\n auth_token = self.headers().get(\"X-Auth-Token\")\n team_id = self.json_body().get(\"team_id\")\n word = self.json_body().get(\"word\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n if word is None:\n self.logger.error(\"Missing parameter in request body: word.\")\n raise MissingRequestParameterError(\"word\")\n\n if team_id is None:\n self.logger.error(\"Missing parameter in request body: team_id.\")\n raise MissingRequestParameterError(\"team_id\")\n\n return AddForbiddenWordDTO(\n token=auth_token,\n team_id=team_id,\n word=word\n )\n\n def delete_forbidden_word_data(self, team_id, word_id):\n auth_token = self.headers().get(\"X-Auth-Token\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n return DeleteForbiddenWordDTO(\n token=auth_token,\n team_id=team_id,\n word_id=word_id\n )\n\n def new_bot_data(self):\n auth_token = self.headers().get(\"X-Auth-Token\")\n team_id = self.json_body().get(\"team_id\")\n bot_name = self.json_body().get(\"name\")\n callback = self.json_body().get(\"url\")\n\n if auth_token is None:\n self.logger.error(\"Missing parameter in request headers: X-Auth-Token.\")\n raise MissingRequestHeaderError(\"X-Auth-Token\")\n\n if team_id is None:\n self.logger.error(\"Missing parameter in request body: team_id.\")\n raise MissingRequestParameterError(\"team_id\")\n\n if bot_name is None:\n self.logger.error(\"Missing parameter in request body: name.\")\n raise MissingRequestParameterError(\"name\")\n\n if callback is None:\n self.logger.error(\"Missing parameter in request body: url.\")\n raise MissingRequestParameterError(\"url\")\n\n return NewBotDTO(\n token=auth_token,\n team_id=team_id,\n bot_name=bot_name,\n callback=callback\n )\n" }, { "alpha_fraction": 0.5920431613922119, "alphanum_fraction": 0.5920431613922119, "avg_line_length": 23.854747772216797, "blob_id": "f37f10f03e15c72dbcd9a76b9d642e99859ee077", "content_id": "ba525de753345224ea8fdfebcf874d7482d0505b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4449, "license_type": "no_license", "max_line_length": 97, "num_lines": 179, "path": "/dtos/responses/clients.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.constants import *\nfrom utils.serializer import Jsonizable\nfrom utils.responses import Response\nfrom abc import abstractmethod\n\n\nclass SuccessfulClientResponse(Jsonizable, Response):\n\n def __init__(self, client, status):\n self.client = client\n self.status = status\n\n def json(self):\n return {\n \"status\": self.status,\n \"client\": self.client.json()\n }\n\n def status_code(self):\n return StatusCode.OK.value\n\n\nclass SuccessfulUserResponse(SuccessfulClientResponse):\n\n def __init__(self, user, headers=None):\n self._headers = headers\n client = ActiveUserOutput(user)\n super(SuccessfulUserResponse, self).__init__(client, self._status(client))\n\n def json(self):\n return {\n \"status\": self.status,\n \"user\": self.client.json()\n }\n\n @classmethod\n def _status(cls, client):\n if client.online:\n return UserResponseStatus.ACTIVE.value\n else:\n return UserResponseStatus.OFFLINE.value\n\n def headers(self):\n return self._headers\n\n\nclass ActiveUserOutput(Jsonizable):\n\n def __init__(self, user):\n self.id = user.id\n self.username = user.username\n self.email = user.email\n self.first_name = user.first_name\n self.last_name = user.last_name\n self.profile_pic = user.profile_pic\n self.role = user.role\n self.online = user.online\n self.created = str(user.created)\n\n def json(self):\n return vars(self)\n\n\nclass SuccessfulFullUserResponse(SuccessfulClientResponse):\n\n def __init__(self, user, headers=None):\n self._headers = headers\n client = ActiveFullUserOutput(user)\n super(SuccessfulFullUserResponse, self).__init__(client, UserResponseStatus.ACTIVE.value)\n\n def json(self):\n return {\n \"status\": self.status,\n \"user\": self.client.json()\n }\n\n\nclass ActiveFullUserOutput(Jsonizable):\n\n def __init__(self, user):\n self.id = user.get(\"id\")\n self.username = user.get(\"username\")\n self.email = user.get(\"email\")\n self.first_name = user.get(\"first_name\")\n self.last_name = user.get(\"last_name\")\n self.profile_pic = user.get(\"profile_pic\")\n self.role = user.get(\"role\")\n self.teams = user.get(\"teams\")\n self.created = user.get(\"created\")\n\n def json(self):\n return {\n \"id\": self.id,\n \"username\": self.username,\n \"email\": self.email,\n \"first_name\": self.first_name,\n \"last_name\": self.last_name,\n \"profile_pic\": self.profile_pic,\n \"created\": self.created,\n \"teams\": self.teams\n }\n\n\nclass SuccessfulUsersListResponse(Jsonizable, Response):\n\n def __init__(self, users):\n self.users = users\n\n def json(self):\n return {\n \"status\": UserResponseStatus.LIST.value,\n \"users\": self.users\n }\n\n def status_code(self):\n return StatusCode.OK.value\n\n\nclass UnsuccessfulClientResponse(Jsonizable, Response):\n\n def __init__(self, message):\n self.message = message\n\n def json(self):\n return {\n \"status\": UserResponseStatus.ERROR.value,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.SERVER_ERROR.value\n\n\nclass BadRequestUserMessageResponse(Jsonizable, Response):\n\n def __init__(self, message, status):\n self.status = status\n self.message = message\n\n def json(self):\n return {\n \"status\": self.status,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.BAD_REQUEST.value\n\n\nclass NotFoundUserMessageResponse(Jsonizable, Response):\n\n def __init__(self, message, status):\n self.status = status\n self.message = message\n\n def json(self):\n return {\n \"status\": self.status,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.NOT_FOUND.value\n\n\nclass SuccessfulUserMessageResponse(Jsonizable, Response):\n\n def __init__(self, message, status):\n self.status = status\n self.message = message\n\n def json(self):\n return {\n \"status\": self.status,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.OK.value\n" }, { "alpha_fraction": 0.6609442234039307, "alphanum_fraction": 0.6609442234039307, "avg_line_length": 30.066667556762695, "blob_id": "e94f3c6cdea65b786270321550890d66f5162309", "content_id": "d0eb0d4de461e2f0bd8fb80cb9355fc393deb744", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1398, "license_type": "no_license", "max_line_length": 104, "num_lines": 45, "path": "/daos/bots.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from app import db\n\nfrom daos.database import DatabaseClient\nfrom daos.mappers.bots import BotDatabaseMapper, BotModelMapper\n\nfrom tables.bots import BotTableEntry\nfrom tables.users import UsersByTeamsTableEntry\n\nfrom sqlalchemy import func\n\n\nclass BotDatabaseClient:\n\n @classmethod\n def add_bot(cls, bot):\n bot_entry = BotDatabaseMapper.to_bot(bot)\n DatabaseClient.add(bot_entry)\n\n @classmethod\n def get_bot_by_id(cls, bot_id):\n bot_entry = db.session.query(BotTableEntry).filter(BotTableEntry.bot_id == bot_id).one_or_none()\n return BotModelMapper.to_bot(bot_entry)\n\n @classmethod\n def get_bot_by_name(cls, name):\n bot_entry = db.session.query(BotTableEntry).filter(\n func.lower(BotTableEntry.bot_name) == name.lower()\n ).one_or_none()\n return BotModelMapper.to_bot(bot_entry)\n\n @classmethod\n def get_team_bots(cls, team_id):\n bots_entries = db.session.query(\n BotTableEntry.bot_id,\n BotTableEntry.bot_name,\n BotTableEntry.callback_url,\n BotTableEntry.token,\n UsersByTeamsTableEntry.team_id\n ).join(\n UsersByTeamsTableEntry,\n UsersByTeamsTableEntry.user_id == BotTableEntry.bot_id\n ).filter(\n UsersByTeamsTableEntry.team_id == team_id\n ).all()\n return BotModelMapper.to_bots(bots_entries)\n" }, { "alpha_fraction": 0.5799230337142944, "alphanum_fraction": 0.5799230337142944, "avg_line_length": 37.119998931884766, "blob_id": "510c8434420f2ea8e5dcb99c7431cee77a6b8a9a", "content_id": "920b7e554b096874de8f80bdc7b785c23c3994d7", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2859, "license_type": "no_license", "max_line_length": 99, "num_lines": 75, "path": "/services/mentions.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from daos.bots import BotDatabaseClient\nfrom daos.database import DatabaseClient\nfrom daos.messages import MessageDatabaseClient\n\nfrom models.constants import SendMessageType, ClientType\nfrom dtos.models.messages import Mention\n\nfrom services.bots import BotService\nfrom services.notifications import NotificationService\n\nfrom sqlalchemy.exc import IntegrityError\n\nimport logging\n\n\nclass MentionService:\n\n @classmethod\n def logger(cls):\n return logging.getLogger(cls.__name__)\n\n @classmethod\n def save_mentions(cls, message, mentions):\n cls.logger().debug(f\"Saving mentions from message #{message.message_id}.\")\n\n try:\n for mention in mentions:\n if message.send_type == SendMessageType.CHANNEL.value:\n BotService.process_mention(mention, message)\n new_mention = Mention(message_id=message.message_id, client_id=mention)\n MessageDatabaseClient.add_mention(new_mention)\n cls.logger().debug(f\"Mention saved for client {mention}.\")\n NotificationService.notify_mention(message, mention)\n\n elif BotDatabaseClient.get_bot_by_id(mention) is None:\n new_mention = Mention(message_id=message.message_id, client_id=mention)\n MessageDatabaseClient.add_mention(new_mention)\n cls.logger().debug(f\"Mention saved for user {mention}.\")\n NotificationService.notify_mention(message, mention)\n\n DatabaseClient.commit()\n cls.logger().info(f\"{len(mentions)} mentions saved for message #{message.message_id}.\")\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"Couldn't save mentions for message #{message.message_id}.\")\n\n @classmethod\n def get_mentions(cls, message_id):\n db_mentions = MessageDatabaseClient.get_mentions_by_message(message_id)\n\n mentions = []\n for mention in db_mentions:\n if mention.type == ClientType.USER:\n mentions += [{\n \"id\": mention.id,\n \"type\": \"USER\",\n \"username\": mention.username,\n \"first_name\": mention.first_name,\n \"last_name\": mention.last_name\n }]\n elif mention.type == ClientType.CHANNEL:\n mentions += [{\n \"id\": mention.id,\n \"type\": \"CHANNEL\",\n \"name\": mention.name\n }]\n else:\n mentions += [{\n \"id\": mention.id,\n \"type\": \"BOT\",\n \"name\": mention.name\n }]\n\n cls.logger().info(f\"{len(mentions)} mentions retrieved for message #{message_id}.\")\n return mentions\n" }, { "alpha_fraction": 0.7372148036956787, "alphanum_fraction": 0.7372148036956787, "avg_line_length": 38.71875, "blob_id": "dfe04ab2f54ad657fa2c33faeab63cbc7d5079c5", "content_id": "eb98f7c79c8f2b3b29fce5faeee3ba126504c581", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1271, "license_type": "no_license", "max_line_length": 99, "num_lines": 32, "path": "/controllers/messages.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.request import ClientRequest\nfrom services.messages import MessageService\n\nfrom flask import request, jsonify\nfrom run import app\n\nimport logging\nlogger = logging.getLogger(\"MessagesController\")\n\n\[email protected]('/teams/<team_id>/messages/previews', methods=['GET'])\ndef get_preview_messages(team_id):\n logger.info(f\"Attempting to get all preview messages for user from team #{team_id}.\")\n req = ClientRequest(request)\n messages = MessageService.get_preview_messages(req.team_authentication_data(team_id))\n return jsonify(messages.json()), messages.status_code()\n\n\[email protected]('/teams/<team_id>/messages/<chat_id>', methods=['GET'])\ndef get_messages_from_direct_chat(team_id, chat_id):\n logger.info(f\"Attempting to get all messages from specific chat from user in team #{team_id}.\")\n req = ClientRequest(request)\n messages = MessageService.get_messages_from_chat(req.chat_data(team_id, chat_id))\n return jsonify(messages.json()), messages.status_code()\n\n\[email protected]('/teams/messages', methods=['POST'])\ndef send_direct_message():\n logger.info(f\"Attempting to send message in team.\")\n req = ClientRequest(request)\n response = MessageService.send_message(req.inbox_data())\n return jsonify(response.json()), response.status_code()\n" }, { "alpha_fraction": 0.6695652008056641, "alphanum_fraction": 0.6695652008056641, "avg_line_length": 13.375, "blob_id": "d980e973571198e61888a801d26e42ee38e8b092", "content_id": "3cbc39831bf56e5c964735ca9f6c062453fa11dd", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 115, "license_type": "no_license", "max_line_length": 35, "num_lines": 8, "path": "/utils/serializer.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from abc import ABC, abstractmethod\n\n\nclass Jsonizable(ABC):\n\n @abstractmethod\n def json(self):\n pass\n" }, { "alpha_fraction": 0.6013805270195007, "alphanum_fraction": 0.6013805270195007, "avg_line_length": 37.314048767089844, "blob_id": "6e5be09f88bcefda8496a11e17ce470b09d3afbf", "content_id": "46ca8c9ae1fb41b093c366ba4043523e09c5a661", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4636, "license_type": "no_license", "max_line_length": 120, "num_lines": 121, "path": "/services/bots.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from daos.bots import BotDatabaseClient\nfrom daos.database import DatabaseClient\nfrom daos.users import UserDatabaseClient\nfrom daos.teams import TeamDatabaseClient\n\nfrom dtos.models.bots import Bot\nfrom dtos.models.teams import TeamUser\nfrom dtos.responses.bots import *\nfrom dtos.responses.clients import *\n\nfrom models.constants import UserRoles, TeamRoles\nfrom models.authentication import Authenticator\n\nfrom sqlalchemy.exc import IntegrityError, SQLAlchemyError\n\nimport os\nimport logging\nimport requests\n\n\nclass BotService:\n TITO_ID = os.getenv(\"TITO_ID\")\n EMPTY_TEXT = \"\"\n BOT_MENTION_FORMAT = \"@{} \"\n TITO_WELCOME_PARAMS = \"welcome-user\"\n\n @classmethod\n def logger(cls):\n return logging.getLogger(cls.__name__)\n\n @classmethod\n def register_tito_in_team(cls, team_id):\n try:\n team_tito = TeamUser(\n user_id=cls.TITO_ID,\n team_id=team_id,\n role=TeamRoles.BOT.value\n )\n TeamDatabaseClient.add_team_user(team_tito)\n DatabaseClient.commit()\n cls.logger().info(f\"Tito added to team #{team_id}.\")\n except SQLAlchemyError as exc:\n DatabaseClient.rollback()\n cls.logger().error(f\"Failing to register Tito into team #{team_id}.\", exc)\n raise\n\n @classmethod\n def tito_welcome(cls, user_id, team_id):\n bot = BotDatabaseClient.get_bot_by_id(cls.TITO_ID)\n team = TeamDatabaseClient.get_team_by_id(team_id)\n\n if bot is not None and team.welcome_message is not None:\n body = {\n \"params\": cls.TITO_WELCOME_PARAMS,\n \"message\": team.welcome_message,\n \"user_id\": user_id,\n \"team_id\": team_id\n }\n headers = {\"X-Auth-Token\": bot.token}\n requests.post(url=bot.callback, json=body, headers=headers)\n cls.logger().info(f\"Tito notified to welcome user #{user_id} to team #{team_id}\")\n elif team.welcome_message is not None:\n cls.logger().info(f\"There's no message for Tito to welcome user #{user_id}.\")\n\n @classmethod\n def create_bot(cls, bot_data):\n admin = Authenticator.authenticate_team(bot_data.authentication, UserRoles.is_admin)\n\n try:\n new_client = UserDatabaseClient.add_client()\n new_bot = Bot(\n bot_id=new_client.id,\n name=bot_data.name,\n callback=bot_data.callback,\n token=Authenticator.generate(new_client.id)\n )\n BotDatabaseClient.add_bot(new_bot)\n team_bot = TeamUser(\n user_id=new_client.id,\n team_id=admin.team_id,\n role=TeamRoles.BOT.value\n )\n TeamDatabaseClient.add_team_user(team_bot)\n DatabaseClient.commit()\n cls.logger().info(f\"Bot #{new_bot.id} created in team {admin.team_id} with callback url {new_bot.callback} \"\n f\"by admin {admin.id}.\")\n return SuccessfulUserMessageResponse(\"Bot created.\", UserResponseStatus.OK.value)\n\n except IntegrityError as exc:\n DatabaseClient.rollback()\n if BotDatabaseClient.get_bot_by_name(bot_data.name) is not None:\n cls.logger().info(f\"Failing to create bot {bot_data.name}. Name already in use.\", exc)\n return BadRequestUserMessageResponse(\"Name already in use for other bot.\",\n UserResponseStatus.ALREADY_REGISTERED.value)\n else:\n cls.logger().info(f\"Failing to create bot {bot_data.name}.\")\n return UnsuccessfulClientResponse(\"Couldn't create bot.\")\n\n @classmethod\n def team_bots(cls, user_data):\n user = Authenticator.authenticate_team(user_data)\n bots = BotDatabaseClient.get_team_bots(user.team_id)\n return SuccessfulBotListResponse(bots)\n\n @classmethod\n def process_mention(cls, client_id, message):\n bot = BotDatabaseClient.get_bot_by_id(client_id)\n\n if bot is not None:\n body = {\n \"params\": cls._parse_message(message.content, bot.name),\n \"user_id\": message.sender_id,\n \"chat_id\": message.receiver_id,\n \"team_id\": message.team_id\n }\n headers = {\"X-Auth-Token\": bot.token}\n requests.post(url=bot.callback, json=body, headers=headers)\n\n @classmethod\n def _parse_message(cls, text, bot_name):\n return text.replace(cls.BOT_MENTION_FORMAT.format(bot_name), cls.EMPTY_TEXT)\n" }, { "alpha_fraction": 0.624436616897583, "alphanum_fraction": 0.624436616897583, "avg_line_length": 48.79777908325195, "blob_id": "bbac6569bd1d6533a634488c5e1db432ec4a2328", "content_id": "7e42647e028b21f62a5a3c5e8abcc1be9ee8e9f3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 22409, "license_type": "no_license", "max_line_length": 125, "num_lines": 450, "path": "/services/teams.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from exceptions.exceptions import *\n\nfrom daos.database import DatabaseClient\nfrom daos.users import UserDatabaseClient\nfrom daos.teams import TeamDatabaseClient\n\nfrom dtos.model import TeamInvitationEmailDTO\nfrom dtos.models.teams import *\nfrom dtos.responses.clients import *\nfrom dtos.responses.teams import *\nfrom dtos.responses.channels import SuccessfulChannelsListResponse\n\nfrom services.bots import BotService\nfrom services.emails import EmailService\nfrom services.users import UserService\nfrom services.notifications import NotificationService\n\nfrom models.authentication import Authenticator\nfrom models.constants import TeamRoles\nfrom sqlalchemy.exc import IntegrityError\n\nimport logging\n\n\nclass TeamService:\n\n @classmethod\n def logger(cls):\n return logging.getLogger(cls.__name__)\n\n @classmethod\n def create_team(cls, new_team_data):\n user = Authenticator.authenticate(new_team_data)\n new_team = Team(\n name=new_team_data.team_name,\n picture=new_team_data.picture,\n location=new_team_data.location,\n description=new_team_data.description,\n welcome_message=new_team_data.welcome_message\n )\n\n try:\n team = TeamDatabaseClient.add_team(new_team)\n new_team.id = team.id\n new_user_by_team = TeamUser(\n user_id=user.id,\n team_id=team.id,\n role=TeamRoles.CREATOR.value\n )\n TeamDatabaseClient.add_team_user(new_user_by_team)\n BotService.register_tito_in_team(team.id)\n DatabaseClient.commit()\n cls.logger().info(f\"Team #{team.id} created.\")\n cls.logger().info(f\"User #{user.id} assigned as team #{team.id} {new_user_by_team.role}.\")\n except IntegrityError:\n DatabaseClient.rollback()\n if TeamDatabaseClient.get_team_by_name(new_team_data.team_name) is not None:\n cls.logger().info(f\"Failing to create team {new_team_data.team_name}. Name already in use.\")\n return BadRequestTeamMessageResponse(f\"Name {new_team_data.team_name} already in use for other team.\",\n TeamResponseStatus.ALREADY_REGISTERED.value)\n else:\n cls.logger().error(f\"Failing to create team {new_team_data.team_name}.\")\n return UnsuccessfulTeamMessageResponse(\"Couldn't create team.\")\n else:\n return SuccessfulTeamResponse(new_team, TeamResponseStatus.CREATED.value)\n\n @classmethod\n def add_user(cls, add_data):\n admin = Authenticator.authenticate(add_data.authentication, UserRoles.is_admin)\n user = UserDatabaseClient.get_user_by_id(add_data.add_user_id)\n\n if user is None:\n cls.logger().info(f\"User {add_data.add_user_id} not found.\")\n raise UserNotFoundError(\"User not found.\", UserResponseStatus.USER_NOT_FOUND.value)\n\n if user.role == UserRoles.ADMIN.value:\n cls.logger().warning(f\"Admin #{admin.id} trying to add other admin to a team.\")\n return BadRequestTeamMessageResponse(\"You cannot add an admin to a team!\",\n TeamResponseStatus.ROLE_UNAVAILABLE.value)\n\n if TeamDatabaseClient.get_user_in_team_by_ids(user.id, add_data.authentication.team_id) is not None:\n cls.logger().info(\n f\"User {add_data.add_user_id} already part of team #{add_data.authentication.team_id}.\")\n return BadRequestTeamMessageResponse(\"This user already belongs to the team.\",\n TeamResponseStatus.ALREADY_REGISTERED.value)\n\n previous_invitation = TeamDatabaseClient.get_team_invite(add_data.authentication.team_id, user.email)\n\n if previous_invitation is not None:\n cls.logger().info(f\"Deleting old invitation for user {add_data.add_user_id} to team \"\n f\"#{add_data.authentication.team_id}.\")\n TeamDatabaseClient.delete_invite(previous_invitation)\n DatabaseClient.commit()\n\n added_user = TeamUser(\n user_id=add_data.add_user_id,\n team_id=add_data.authentication.team_id\n )\n\n try:\n TeamDatabaseClient.add_team_user(added_user)\n DatabaseClient.commit()\n BotService.tito_welcome(added_user.user_id, added_user.team_id)\n cls.logger().info(f\"Added user #{added_user.user_id} to team #{added_user.team_id} by admin #{admin.id}.\")\n return SuccessfulTeamMessageResponse(\"User added.\", TeamResponseStatus.ADDED.value)\n\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"Couldn't add user #{added_user.user_id} to team #{added_user.team_id}.\")\n return UnsuccessfulTeamMessageResponse(\"Couldn't invite user to team.\")\n\n @classmethod\n def invite_user(cls, invite_data):\n team_mod = Authenticator.authenticate_team(invite_data.authentication, TeamRoles.is_team_moderator)\n\n invited_user = UserDatabaseClient.get_user_by_email(invite_data.email)\n if invited_user is not None and invited_user.role == UserRoles.ADMIN.value:\n cls.logger().info(f\"Mod #{team_mod.id} tried to invite admin #{invited_user.id} to team #{team_mod.team_id}.\")\n return BadRequestTeamMessageResponse(\"You cannot invite an admin to a team!\",\n TeamResponseStatus.ROLE_UNAVAILABLE.value)\n\n already_member = TeamDatabaseClient.get_user_in_team_by_email(invite_data.email, team_mod.team_id)\n if already_member is not None:\n cls.logger().info(f\"Mod #{team_mod.id} tried to invite user #{already_member.user_id} to team \"\n f\"#{team_mod.team_id}, but it already belongs to that team.\")\n return BadRequestTeamMessageResponse(\"This user already belongs to the team.\",\n TeamResponseStatus.ALREADY_REGISTERED.value)\n\n if TeamDatabaseClient.get_team_invite(team_mod.team_id, invite_data.email) is not None:\n cls.logger().info(f\"Mod #{team_mod.id} tried to invite an user already invited to team #{team_mod.team_id}\")\n return BadRequestTeamMessageResponse(\"This user was already invited to join the team.\",\n TeamResponseStatus.ALREADY_INVITED.value)\n\n invite_token = Authenticator.generate_team_invitation()\n new_invite = TeamInvite(\n team_id=team_mod.team_id,\n email=invite_data.email,\n token=invite_token\n )\n\n try:\n TeamDatabaseClient.add_invite(new_invite)\n team = TeamDatabaseClient.get_team_by_id(team_mod.team_id)\n DatabaseClient.commit()\n cls.logger().info(f\"New invitation for {new_invite.email} to join team #{team_mod.team_id}, by user #\"\n f\"{team_mod.id}.\")\n\n email_data = TeamInvitationEmailDTO(\n email=invite_data.email,\n team_name=team.name,\n inviter_name=team_mod.username,\n token=invite_token,\n message_template=EmailService.team_invitation_message\n )\n EmailService.send_email(email_data)\n NotificationService.notify_team_invitation(new_invite, team_mod.id)\n cls.logger().info(f\"Team #{team_mod.team_id} invitation email sent to {new_invite.email}.\")\n\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"Couldn't invite user {new_invite.email} to team #{team_mod.team_id}.\")\n return UnsuccessfulTeamMessageResponse(\"Couldn't invite user to team.\")\n else:\n return SuccessfulTeamMessageResponse(\"User invited.\", TeamResponseStatus.INVITED.value)\n\n @classmethod\n def accept_invite(cls, invitation_data):\n user = Authenticator.authenticate(invitation_data)\n invite = TeamDatabaseClient.get_team_invite_by_token(invitation_data.invite_token, user.email)\n\n if invite is None:\n return BadRequestTeamMessageResponse(\"You weren't invited to this team.\",\n UserResponseStatus.WRONG_CREDENTIALS.value)\n\n new_user_team = TeamUser(\n user_id=user.id,\n team_id=invite.team_id\n )\n\n try:\n TeamDatabaseClient.add_team_user(new_user_team)\n TeamDatabaseClient.delete_invite(invite)\n DatabaseClient.commit()\n BotService.tito_welcome(new_user_team.user_id, new_user_team.team_id)\n cls.logger().info(f\"User #{user.id} joined team #{invite.team_id}.\")\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"User #{user.id} failed at joining team #{invite.team_id}.\")\n return UnsuccessfulTeamMessageResponse(\"Couldn't join team.\")\n else:\n return SuccessfulTeamMessageResponse(\"Team joined!\", TeamResponseStatus.ADDED.value)\n\n @classmethod\n def team_users(cls, user_data):\n user = Authenticator.authenticate_team(user_data)\n team_users = TeamDatabaseClient.get_all_team_users_by_team_id(user.team_id)\n cls.logger().info(f\"User #{user.id} got {len(team_users)} users from team #{user.team_id}.\")\n return SuccessfulUsersListResponse(cls._team_users_list(team_users))\n\n @classmethod\n def _team_users_list(cls, user_list):\n users = []\n\n for user in user_list:\n users += [{\n \"id\": user.id,\n \"username\": user.username,\n \"email\": user.email,\n \"first_name\": user.first_name,\n \"last_name\": user.last_name,\n \"profile_pic\": user.profile_pic,\n \"online\": user.online,\n \"role\": user.role,\n \"team_role\": user.team_role\n }]\n\n return users\n\n @classmethod\n def team_channels(cls, user_data):\n user = Authenticator.authenticate_team(user_data)\n team_channels = TeamDatabaseClient.get_all_team_channels_by_team_id(user.team_id)\n cls.logger().info(f\"User #{user.id} got {len(team_channels)} users from team #{user.team_id}.\")\n return SuccessfulChannelsListResponse(cls._team_channels_list(team_channels))\n\n @classmethod\n def _team_channels_list(cls, channels_list):\n channels = []\n\n for channel in channels_list:\n channels += [{\n \"id\": channel.channel_id,\n \"name\": channel.name,\n \"creator\": {\n \"id\": channel.creator.id,\n \"username\": channel.creator.username,\n \"first_name\": channel.creator.first_name,\n \"last_name\": channel.creator.last_name\n },\n \"visibility\": channel.visibility,\n \"description\": channel.description,\n \"welcome_message\": channel.welcome_message\n }]\n\n return channels\n\n @classmethod\n def team_user_profile(cls, user_data):\n user = Authenticator.authenticate_team(user_data.authentication)\n response = UserService.team_user_profile(user_data.user_id, user.team_id, user.team_role == UserRoles.ADMIN.value)\n return response or BadRequestTeamMessageResponse(\"You cannot access to this user's profile\",\n TeamResponseStatus.USER_NOT_MEMBER.value)\n\n @classmethod\n def delete_user(cls, delete_data):\n user = Authenticator.authenticate_team(delete_data.authentication, TeamRoles.is_team_moderator)\n delete_user = TeamDatabaseClient.get_user_in_team_by_ids(delete_data.delete_id, user.team_id)\n\n if delete_user is not None:\n\n if TeamRoles.is_higher_role(user.team_role, delete_user.role):\n try:\n TeamDatabaseClient.delete_team_user(delete_user)\n DatabaseClient.commit()\n cls.logger().info(\n f\"User #{delete_user.user_id} deleted from team #{user.team_id} by user #{user.id}.\")\n return SuccessfulTeamMessageResponse(\"User removed!\", TeamResponseStatus.REMOVED.value)\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(\n f\"User #{user.id} failed to delete user {delete_user.user_id} from team #{user.team_id}.\")\n return UnsuccessfulTeamMessageResponse(\"Couldn't delete user.\")\n else:\n cls.logger().info(f\"Cannot delete user #{delete_user.user_id} because he's role ({delete_user.role}) \"\n f\"is higher than yours.\")\n return ForbiddenTeamMessageResponse(\"You don't have enough permissions to delete this user.\",\n TeamResponseStatus.NOT_ENOUGH_PERMISSIONS.value)\n\n else:\n cls.logger().info(\n f\"Trying to delete user #{delete_data.delete_id}, who's not part of the team {user.team_id}.\")\n return NotFoundTeamMessageResponse(\"Couldn't find user to delete\", UserResponseStatus.USER_NOT_FOUND.value)\n\n @classmethod\n def change_role(cls, change_role_data):\n team_admin = Authenticator.authenticate_team(change_role_data.authentication, TeamRoles.is_team_creator)\n\n if change_role_data.new_role == TeamRoles.CREATOR.value:\n cls.logger().warning(f\"Trying to set user as team #{team_admin.team_id} {TeamRoles.CREATOR.value}\")\n return BadRequestTeamMessageResponse(\"You cannot set someone as team CREATOR.\",\n TeamResponseStatus.ROLE_UNAVAILABLE.value)\n\n user_team = TeamDatabaseClient.get_user_in_team_by_ids(change_role_data.user_id, team_admin.team_id)\n if user_team is None:\n cls.logger().info(\n f\"Trying to modify role from user #{change_role_data.user_id}, who's not part of team #{team_admin.team_id}\")\n return BadRequestTeamMessageResponse(\"The given user is not part this team.\",\n TeamResponseStatus.USER_NOT_MEMBER.value)\n\n old_role = user_team.role\n user_team.role = change_role_data.new_role\n\n try:\n TeamDatabaseClient.update_team_user(user_team)\n DatabaseClient.commit()\n NotificationService.notify_change_role(user_team, old_role, team_admin.id)\n cls.logger().info(f\"User #{user_team.user_id} set as team #{team_admin.team_id} {user_team.role} by user \"\n f\"#{team_admin.id}.\")\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"Failing to modifying role of #{user_team.user_id} in team #{user_team.team_id}.\")\n return UnsuccessfulTeamMessageResponse(\"Couldn't modify user role.\")\n else:\n return SuccessfulTeamMessageResponse(\"Role modified\", TeamResponseStatus.ROLE_MODIFIED.value)\n\n @classmethod\n def leave_team(cls, user_data):\n user = Authenticator.authenticate_team(user_data)\n delete_user = TeamDatabaseClient.get_user_in_team_by_ids(user.id, user.team_id)\n\n try:\n TeamDatabaseClient.delete_team_user(delete_user)\n DatabaseClient.commit()\n cls.logger().info(f\"User #{user.id} leaved team #{user.team_id}.\")\n return SuccessfulTeamMessageResponse(\"Team leaved!\", TeamResponseStatus.REMOVED.value)\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"User #{user.id} failing to leave team #{user.team_id}.\")\n return UnsuccessfulTeamMessageResponse(\"Couldn't leave team.\")\n\n @classmethod\n def update_information(cls, update_data):\n user = Authenticator.authenticate_team(update_data.authentication, TeamRoles.is_team_moderator)\n team = TeamDatabaseClient.get_team_by_id(update_data.authentication.team_id)\n\n team.name = \\\n update_data.updated_team[\"team_name\"] if \"team_name\" in update_data.updated_team else team.name\n team.picture = \\\n update_data.updated_team[\"picture\"] if \"picture\" in update_data.updated_team else team.picture\n team.location = \\\n update_data.updated_team[\"location\"] if \"location\" in update_data.updated_team else team.location\n team.description = \\\n update_data.updated_team[\"description\"] if \"description\" in update_data.updated_team else team.description\n team.welcome_message = \\\n update_data.updated_team[\n \"welcome_message\"] if \"welcome_message\" in update_data.updated_team else team.welcome_message\n\n try:\n team = TeamDatabaseClient.update_team(team)\n DatabaseClient.commit()\n cls.logger().info(f\"Team {team.id} information updated by user #{user.id}, who's team {user.team_role}.\")\n return SuccessfulTeamResponse(team, TeamResponseStatus.UPDATED.value)\n except IntegrityError:\n DatabaseClient.rollback()\n team_name = update_data.updated_team.get(\"team_name\")\n if TeamDatabaseClient.get_team_by_name(team_name) is not None:\n cls.logger().info(\n f\"Trying to update team {user.team_id}'s name with {team_name}, that currently exists.\")\n return BadRequestTeamMessageResponse(f\"Name {team_name} is already in use!\",\n TeamResponseStatus.ALREADY_REGISTERED.value)\n else:\n cls.logger().error(f\"Couldn't update team {user.team_id} information.\")\n return UnsuccessfulTeamMessageResponse(\"Couldn't update team information!\")\n\n @classmethod\n def search_users(cls, user_data):\n user = Authenticator.authenticate_team(user_data.authentication)\n found_users = TeamDatabaseClient.get_all_team_users_by_likely_name(user.team_id, user_data.searched_username)\n cls.logger().info(f\"Found {len(found_users)} users for user #{user.id} with keyword {user.username} .\")\n return SuccessfulUsersListResponse(cls._team_users_list(found_users))\n\n @classmethod\n def delete_team(cls, user_data):\n user = Authenticator.authenticate_team(user_data, TeamRoles.is_team_moderator)\n team = TeamDatabaseClient.get_team_by_id(user.team_id)\n\n try:\n TeamDatabaseClient.delete_team(team)\n DatabaseClient.commit()\n cls.logger().info(f\"Team #{user.team_id} deleted.\")\n return SuccessfulTeamMessageResponse(\"Team removed!\", TeamResponseStatus.REMOVED.value)\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"User #{user.id} couldn't remove team #{user.team_id}.\")\n return UnsuccessfulTeamMessageResponse(\"Couldn't remove team.\")\n\n @classmethod\n def add_forbidden_word(cls, word_data):\n user = Authenticator.authenticate_team(word_data.authentication, TeamRoles.is_team_moderator)\n\n if TeamDatabaseClient.get_forbidden_word_by_word(user.team_id, word_data.word) is not None:\n cls.logger().debug(\n f\"User #{user.id} attempted to add a forbidden word that already exists ({word_data.word}).\")\n return BadRequestTeamMessageResponse(\"Word already forbidden!\", TeamResponseStatus.ALREADY_REGISTERED.value)\n\n forbidden_word = ForbiddenWord(\n word=word_data.word,\n team_id=user.team_id\n )\n\n try:\n TeamDatabaseClient.add_forbidden_word(forbidden_word)\n DatabaseClient.commit()\n cls.logger().info(f\"Word \\\"{word_data.word}\\\" forbidden in team #{user.team_id} by user #{user.id}.\")\n return SuccessfulTeamMessageResponse(\"Forbidden word added!\", TeamResponseStatus.ADDED.value)\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"User #{user.id} couldn't add forbidden word \\\"{word_data.word}\\\".\")\n return UnsuccessfulTeamMessageResponse(\"Couldn't add forbidden word.\")\n\n @classmethod\n def forbidden_words(cls, user_data):\n user = Authenticator.authenticate_team(user_data, TeamRoles.is_team_moderator)\n forbidden_words = TeamDatabaseClient.get_forbidden_words_from_team(user.team_id)\n cls.logger().info(f\"User #{user.id} got {len(forbidden_words)} forbidden words in team #{user.team_id}.\")\n return SuccessfulForbiddenWordsList(cls._generate_forbidden_words_list(forbidden_words))\n\n @classmethod\n def _generate_forbidden_words_list(cls, words_list):\n words = []\n\n for word in words_list:\n words += [{\n \"id\": word.id,\n \"word\": word.word\n }]\n\n return words\n\n @classmethod\n def delete_forbidden_word(cls, word_data):\n user = Authenticator.authenticate_team(word_data.authentication, TeamRoles.is_team_moderator)\n forbidden_word = TeamDatabaseClient.get_forbidden_word_by_id(user.team_id, word_data.word_id)\n\n if forbidden_word is None:\n cls.logger().error(f\"User #{user.id} tried to delete forbidden word {word_data.word_id} from team \"\n f\"#{user.team_id}, which doesn't exist.\")\n return BadRequestTeamMessageResponse(\"Forbidden word not found!\", TeamResponseStatus.NOT_FOUND.value)\n\n try:\n TeamDatabaseClient.delete_forbidden_word(forbidden_word)\n DatabaseClient.commit()\n cls.logger().info(f\"User #{user.id} deleted forbidden word \\\"{forbidden_word.word}\\\" from team \"\n f\"#{user.team_id}.\")\n return SuccessfulTeamMessageResponse(\"Forbidden word removed!\", TeamResponseStatus.REMOVED.value)\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"User #{user.id} couldn't remove forbidden word \\\"{forbidden_word.word}\\\" from team \"\n f\"#{user.team_id}.\")\n return UnsuccessfulTeamMessageResponse(\"Couldn't remove team.\")\n" }, { "alpha_fraction": 0.7044270634651184, "alphanum_fraction": 0.7044270634651184, "avg_line_length": 32.10344696044922, "blob_id": "08decd67b05b406dcb1492606e7551499d209dcd", "content_id": "5247e318e22fb1fdb02bd26043f45a5e4917863c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3840, "license_type": "no_license", "max_line_length": 78, "num_lines": 116, "path": "/controllers/users.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.request import ClientRequest\nfrom services.users import UserService\n\nfrom flask import request, jsonify\nfrom run import app\n\nimport logging\nlogger = logging.getLogger(\"UsersController\")\n\n\[email protected]('/users', methods=['POST'])\ndef register_user():\n logger.info(\"Attempting to register new user\")\n req = ClientRequest(request)\n new_user = UserService.create_user(req.new_user_data())\n\n response = jsonify(new_user.json())\n if new_user.headers():\n register_headers(response, new_user.headers())\n\n return response, new_user.status_code()\n\n\[email protected]('/users/login', methods=['POST'])\ndef login():\n logger.info(\"Attempting to login\")\n req = ClientRequest(request)\n login_user = UserService.login_user(req.login_data())\n\n response = jsonify(login_user.json())\n if login_user.headers():\n register_headers(response, login_user.headers())\n\n return response, login_user.status_code()\n\n\[email protected]('/users/logout', methods=['POST'])\ndef logout():\n logger.info(\"Attempting to logout\")\n req = ClientRequest(request)\n logout_user = UserService.logout_user(req.authentication_data())\n return jsonify(logout_user.json()), logout_user.status_code()\n\n\[email protected]('/users/online', methods=['PUT'])\ndef set_online():\n logger.info(\"Attempting to set user online\")\n req = ClientRequest(request)\n online_user = UserService.set_user_online(req.authentication_data())\n return jsonify(online_user.json()), online_user.status_code()\n\n\[email protected]('/users/offline', methods=['PUT'])\ndef set_offline():\n logger.info(\"Attempting to set user offline\")\n req = ClientRequest(request)\n offline_user = UserService.set_user_offline(req.authentication_data())\n return jsonify(offline_user.json()), offline_user.status_code()\n\n\[email protected]('/users/teams', methods=['GET'])\ndef get_user_teams():\n logger.info(f\"Attempting to get teams for user.\")\n req = ClientRequest(request)\n teams = UserService.teams_for_user(req.authentication_data())\n return jsonify(teams.json()), teams.status_code()\n\n\[email protected]('/users/teams/<team_id>/channels', methods=['GET'])\ndef get_user_channels(team_id):\n logger.info(f\"Attempting to get user's channels in team #{team_id}.\")\n req = ClientRequest(request)\n channels = UserService.channels_for_user(req.team_authentication(team_id))\n return jsonify(channels.json()), channels.status_code()\n\n\[email protected]('/users/profile', methods=['PATCH'])\ndef update_user():\n logger.info(\"Attempting to update user information.\")\n req = ClientRequest(request)\n updated_user = UserService.update_user(req.user_update_data())\n return jsonify(updated_user.json()), updated_user.status_code()\n\n\[email protected]('/users/profile', methods=['GET'])\ndef user_profile():\n logger.info(\"Attempting to get user profile.\")\n req = ClientRequest(request)\n user = UserService.user_profile(req.authentication_data())\n return jsonify(user.json()), user.status_code()\n\n\[email protected]('/users/profile/password/recover', methods=['POST'])\ndef recover_password():\n logger.info(\"Attempting to recover password.\")\n req = ClientRequest(request)\n user = UserService.recover_password(req.recover_password_data())\n return jsonify(user.json()), user.status_code()\n\n\[email protected]('/users/profile/password/regenerate', methods=['POST'])\ndef regenerate_token():\n logger.info(\"Attempting to recover password.\")\n req = ClientRequest(request)\n user = UserService.regenerate_token(req.regenerate_password_data())\n\n response = jsonify(user.json())\n if user.headers():\n register_headers(response, user.headers())\n\n return response, user.status_code()\n\n\ndef register_headers(response, header):\n response.headers[\"X-Auth-Token\"] = header.get(\"auth_token\")\n response.headers['Access-Control-Expose-Headers'] = 'X-Auth-Token'\n" }, { "alpha_fraction": 0.6183294057846069, "alphanum_fraction": 0.6197075247764587, "avg_line_length": 43.88315963745117, "blob_id": "1f222adf77894c1914c3db5de1bf12b7818098ea", "content_id": "9ea6654e9415e586b0631fa1c016d51a97dfd0ba", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 13061, "license_type": "no_license", "max_line_length": 130, "num_lines": 291, "path": "/services/messages.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from daos.database import DatabaseClient\nfrom daos.users import UserDatabaseClient\nfrom daos.teams import TeamDatabaseClient\nfrom daos.channels import ChannelDatabaseClient\nfrom daos.messages import MessageDatabaseClient\n\nfrom dtos.models.messages import *\nfrom dtos.responses.messages import *\n\nfrom exceptions.exceptions import *\nfrom models.authentication import Authenticator\n\nfrom services.notifications import NotificationService\nfrom services.mentions import MentionService\n\nfrom sqlalchemy.exc import IntegrityError\nfrom sqlalchemy.orm.exc import FlushError\n\nimport logging\n\nCHAT_MESSAGE_PAGE = 50\n\n\nclass MessageService:\n\n @classmethod\n def logger(cls):\n return logging.getLogger(cls.__name__)\n\n @classmethod\n def get_preview_messages(cls, user_data):\n user = Authenticator.authenticate_team(user_data)\n\n db_direct_messages = MessageDatabaseClient.get_direct_messages_previews(user.id, user.team_id)\n db_channel_messages = MessageDatabaseClient.get_channel_messages_previews(user.id, user.team_id)\n direct_messages = cls._generate_direct_chats_list(db_direct_messages, user.id, user.team_id)\n channel_messages = cls._generate_channel_chats_list(db_channel_messages, user.team_id)\n total_messages = direct_messages + channel_messages\n total_messages.sort(key=lambda msg: msg.get(\"timestamp\"), reverse=True)\n\n cls.logger().info(f\"Retrieved {len(total_messages)} chats from user #{user.id} ({user.username}).\")\n return ChatsListResponse(total_messages)\n\n @classmethod\n def _generate_direct_chats_list(cls, last_messages, user_id, team_id):\n word_censor = WordCensor(team_id)\n chats = []\n\n last_messages.sort(key=lambda msg: msg.timestamp, reverse=True)\n for message in last_messages:\n chats += [{\n \"chat_id\": message.sender.id if message.sender.id != user_id else message.receiver_id,\n \"chat_name\": message.chat_name,\n \"chat_picture\": message.chat_picture,\n \"sender\": vars(message.sender),\n \"mentions\": MentionService.get_mentions(message.message_id),\n \"content\": word_censor.remove_forbidden_words(message),\n \"type\": message.message_type,\n \"timestamp\": message.timestamp,\n \"unseen\": True if (message.offset > 0) else False,\n \"offset\": message.offset,\n }]\n\n return chats\n\n @classmethod\n def _generate_channel_chats_list(cls, last_messages, team_id):\n word_censor = WordCensor(team_id)\n chats = []\n\n last_messages.sort(key=lambda msg: msg.timestamp, reverse=True)\n for message in last_messages:\n chats += [{\n \"chat_id\": message.chat_id,\n \"chat_name\": message.chat_name,\n \"chat_picture\": message.chat_picture,\n \"sender\": vars(message.sender),\n \"mentions\": MentionService.get_mentions(message.message_id),\n \"content\": word_censor.remove_forbidden_words(message),\n \"type\": message.message_type,\n \"timestamp\": message.timestamp,\n \"unseen\": True if (message.offset > 0) else False,\n \"offset\": message.offset,\n }]\n\n return chats\n\n @classmethod\n def get_messages_from_chat(cls, chat_data):\n user = Authenticator.authenticate_team(chat_data.authentication)\n chat = MessageDatabaseClient.get_chat_by_ids(user.id, chat_data.chat_id, user.team_id)\n\n if chat is None:\n cls.logger().error(f\"User #{user.id} trying to retrieve messages from chat {chat_data.chat_id}, \"\n f\"that doesn't exist.\")\n raise ChatNotFoundError(\"Chat not found.\", MessageResponseStatus.CHAT_NOT_FOUND.value)\n else:\n is_channel, messages = cls._determinate_messages(user.id, chat_data.chat_id, user.team_id, chat_data.offset)\n unseen_messages = chat.offset\n try:\n chat.offset = 0\n MessageDatabaseClient.add_or_update_chat(chat)\n DatabaseClient.commit()\n cls.logger().error(f\"{unseen_messages} messages set as seen for user {user.id} in chat {chat.chat_id}.\")\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"Couldn't set seen messages for user {user.id} in chat {chat.chat_id}.\")\n\n cls.logger().info(f\"Retrieved {len(messages)} messages from chat {chat_data.chat_id} from user #{user.id}.\")\n return MessageListResponse(cls._generate_messages_list(messages, unseen_messages, user.id, user.team_id), is_channel)\n\n @classmethod\n def _determinate_messages(cls, user_id, chat_id, team_id, offset):\n if ChannelDatabaseClient.get_channel_by_id(chat_id) is not None:\n cls.logger().debug(\"Retrieving messages from a channel.\")\n return True, MessageDatabaseClient.get_channel_chat(chat_id, team_id, offset=offset, limit=CHAT_MESSAGE_PAGE)\n else:\n cls.logger().debug(\"Retrieving messages from a direct chat.\")\n return False, MessageDatabaseClient.get_direct_chat(user_id, chat_id, team_id, offset=offset, limit=CHAT_MESSAGE_PAGE)\n\n @classmethod\n def _generate_messages_list(cls, messages, unseen_offset, user_id, team_id):\n word_censor = WordCensor(team_id)\n output_messages = []\n\n messages.sort(key=lambda msg: msg.timestamp, reverse=True)\n for message in messages:\n\n output_messages += [{\n \"sender\": vars(message.sender),\n \"content\": word_censor.remove_forbidden_words(message),\n \"mentions\": MentionService.get_mentions(message.message_id),\n \"type\": message.message_type,\n \"timestamp\": message.timestamp,\n \"unseen\": True if message.sender.id != user_id and unseen_offset > 0 else False\n }]\n\n if message.sender.id != user_id:\n unseen_offset -= 1\n\n return output_messages\n\n @classmethod\n def send_message(cls, inbox_data):\n user = Authenticator.authenticate_team(inbox_data.authentication)\n\n if user.id == inbox_data.chat_id:\n raise WrongActionError(\"You cannot send a message to yourself!\", MessageResponseStatus.ERROR.value)\n\n receiver = cls._determinate_message_receiver(inbox_data.chat_id, user.team_id)\n if receiver is None or receiver.team_id != user.team_id:\n cls.logger().info(f\"Trying to send a message to client #{inbox_data.chat_id} who's not part of team \"\n f\"{user.team_id}.\")\n return BadRequestMessageSentResponse(\"The receiver it's not part of this team!\",\n TeamResponseStatus.USER_NOT_MEMBER.value)\n\n new_message = Message(\n sender_id=user.id,\n receiver_id=inbox_data.chat_id,\n team_id=user.team_id,\n content=inbox_data.content,\n send_type=SendMessageType.DIRECT.value if receiver.is_user else SendMessageType.CHANNEL.value,\n message_type=inbox_data.message_type\n )\n\n chat_sender, chat_receivers = cls._increase_chats_offset(user.id, inbox_data.chat_id, user.team_id, receiver.is_user)\n\n try:\n new_message = MessageDatabaseClient.add_message(new_message)\n if inbox_data.mentions is not None:\n MentionService.save_mentions(new_message, inbox_data.mentions)\n MessageDatabaseClient.add_or_update_chat(chat_sender)\n for chat_receiver in chat_receivers:\n MessageDatabaseClient.add_or_update_chat(chat_receiver)\n DatabaseClient.commit()\n NotificationService.notify_message(new_message, receiver.is_user)\n cls.logger().info(f\"Message sent from user #{new_message.sender_id} to client #{new_message.receiver_id}.\")\n except IntegrityError:\n DatabaseClient.rollback()\n if UserDatabaseClient.get_client_by_id(inbox_data.chat_id) is None:\n cls.logger().error(f\"User #{new_message.sender_id} trying to sent a message to an nonexistent user.\")\n raise UserNotFoundError(\"User not found.\", UserResponseStatus.USER_NOT_FOUND.value)\n else:\n cls.logger().error(f\"Failing to send message from user #{new_message.sender_id} to client\"\n f\" #{inbox_data.chat_id}.\")\n return UnsuccessfulMessageSentResponse(\"Couldn't sent message.\")\n except FlushError:\n cls.logger().error(\n f\"Failing to send message from user #{new_message.sender_id} to client #{inbox_data.chat_id} \"\n f\"due to DB problems.\")\n return UnsuccessfulMessageSentResponse(\"Couldn't sent message.\")\n else:\n return SuccessfulMessageSentResponse(\"Message sent\")\n\n @classmethod\n def _determinate_message_receiver(cls, receiver_id, team_id):\n receiver = MessageDatabaseClient.get_message_direct_receiver_by_ids(receiver_id, team_id)\n\n if receiver is None:\n cls.logger().debug(\"Channel message sent.\")\n receiver = MessageDatabaseClient.get_message_channel_receiver_by_ids(receiver_id)\n\n return receiver\n\n @classmethod\n def _increase_chats_offset(cls, sender_id, receiver_id, team_id, is_direct_message):\n sender_chat = MessageDatabaseClient.get_chat_by_ids(sender_id, receiver_id, team_id)\n\n if sender_chat is not None:\n cls.logger().debug(\"Sender chat already exist. Setting sender offset in 0.\")\n sender_chat.offset = 0\n else:\n cls.logger().debug(\"New sender chat. Initializing sender offset in 0.\")\n sender_chat = Chat(\n user_id=sender_id,\n chat_id=receiver_id,\n team_id=team_id\n )\n\n receivers_chat = []\n\n if is_direct_message:\n cls.logger().debug(\"Defining receiver chat offset for a Direct Message.\")\n receiver_user = MessageDatabaseClient.get_chat_by_ids(receiver_id, sender_id, team_id)\n\n if receiver_user is not None:\n cls.logger().debug(\"Receiver chat already exist. Increasing receiver offset by 1.\")\n receiver_user.offset += 1\n receivers_chat += [receiver_user]\n else:\n cls.logger().debug(\"New receiver chat. Initializing receiver offset in 1.\")\n receivers_chat += [Chat(\n user_id=receiver_id,\n chat_id=sender_id,\n team_id=team_id,\n offset=1\n )]\n\n else:\n\n cls.logger().debug(\"Defining receivers chat offset for a Channel Message.\")\n channel_members = ChannelDatabaseClient.get_all_channel_users_by_channel_id(receiver_id, sender_id)\n\n cls.logger().debug(f\"Channel has {len(channel_members)} other members.\")\n\n for member in channel_members:\n receiver_user = MessageDatabaseClient.get_chat_by_ids(member.id, receiver_id, team_id)\n\n if receiver_user is not None:\n cls.logger().debug(f\"Receiving channel member chat already exists. Increasing offset by 1.\")\n receiver_user.offset += 1\n receivers_chat += [receiver_user]\n else:\n cls.logger().debug(f\"New receiving channel member. Initializing offset in 1.\")\n receivers_chat += [Chat(\n user_id=member.id,\n chat_id=receiver_id,\n team_id=team_id,\n offset=1\n )]\n\n return sender_chat, receivers_chat\n\n @classmethod\n def messages_stats(cls, user_data):\n admin = Authenticator.authenticate(user_data, UserRoles.is_admin)\n stats = MessageDatabaseClient.get_messages_stats()\n cls.logger().info(f\"Admin #{admin.id} retrieved messages stats for {len(stats)} teams.\")\n return SuccessfulMessageStatsResponse(stats)\n\n\nclass WordCensor:\n\n def __init__(self, team_id):\n self.forbidden_words = TeamDatabaseClient.get_forbidden_words_from_team(team_id)\n\n def remove_forbidden_words(self, message):\n message_content = message.content\n\n if message.message_type == MessageType.TEXT.value:\n replaceable_words = map(lambda word: f\"{word.word}\", self.forbidden_words)\n\n for replaceable_word in replaceable_words:\n message_content = self._replace(message_content, replaceable_word)\n\n return message_content\n\n def _replace(self, text, replaceable_text):\n replaceable_length = len(replaceable_text)\n replace_text = \"\".join([\"*\" for _ in range(replaceable_length)])\n return text.replace(replaceable_text, replace_text)\n" }, { "alpha_fraction": 0.6022186875343323, "alphanum_fraction": 0.6022186875343323, "avg_line_length": 23.269229888916016, "blob_id": "8f0d2db5ed0e616049e07902d15a4c8c6641706f", "content_id": "ec6892747403fca797dfe11c3785a5f167bc1451", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 631, "license_type": "no_license", "max_line_length": 59, "num_lines": 26, "path": "/dtos/responses/bots.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from utils.serializer import Jsonizable\nfrom utils.responses import Response\n\nfrom models.constants import StatusCode, UserResponseStatus\n\n\nclass SuccessfulBotListResponse(Jsonizable, Response):\n\n def __init__(self, bots):\n self.bots = bots\n\n def json(self):\n return {\n \"status\": UserResponseStatus.LIST.value,\n \"bots\": self._output_bot()\n }\n\n def _output_bot(self):\n return list(map(lambda bot: {\n \"id\": bot.id,\n \"name\": bot.name,\n \"url\": bot.callback\n }, self.bots))\n\n def status_code(self):\n return StatusCode.OK.value\n" }, { "alpha_fraction": 0.5949177742004395, "alphanum_fraction": 0.5950902700424194, "avg_line_length": 44.773685455322266, "blob_id": "a24cc9885293af8b9b751b91f33d0394782d99e4", "content_id": "eb23cc74e9cc5b22c96f5211206fcb0e7f7c2b2f", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 17394, "license_type": "no_license", "max_line_length": 121, "num_lines": 380, "path": "/services/users.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from daos.database import DatabaseClient\nfrom daos.users import UserDatabaseClient\nfrom daos.teams import TeamDatabaseClient\nfrom daos.channels import ChannelDatabaseClient\n\nfrom dtos.responses.clients import *\nfrom dtos.responses.teams import *\nfrom dtos.responses.channels import *\nfrom dtos.models.users import *\nfrom dtos.model import *\n\nfrom services.emails import EmailService\nfrom services.facebook import FacebookService\n\nfrom exceptions.exceptions import *\nfrom models.authentication import Authenticator\n\nfrom passlib.apps import custom_app_context as hashing\nfrom sqlalchemy.exc import IntegrityError\n\nimport logging\n\n\nclass UserService:\n\n @classmethod\n def logger(cls):\n return logging.getLogger(cls.__name__)\n\n @classmethod\n def create_user(cls, user_data):\n if UserDatabaseClient.get_user_by_username(user_data.username) is not None:\n cls.logger().info(f\"Failing to create user #{user_data.username}. Username already in use.\")\n return BadRequestUserMessageResponse(\"Username already in use for other user.\",\n UserResponseStatus.ALREADY_REGISTERED.value)\n try:\n new_client = UserDatabaseClient.add_client()\n new_user = User(\n user_id=new_client.id,\n username=user_data.username,\n email=user_data.email,\n password=hashing.hash(user_data.password),\n first_name=user_data.first_name,\n last_name=user_data.last_name,\n profile_pic=user_data.profile_pic,\n role=user_data.role or UserRoles.USER.value,\n token=Authenticator.generate(new_client.id, user_data.password)\n )\n UserDatabaseClient.add_user(new_user)\n DatabaseClient.commit()\n cls.logger().info(f\"User #{new_client.id} created.\")\n headers = {\"auth_token\": new_user.token}\n return SuccessfulUserResponse(new_user, headers)\n\n except IntegrityError as exc:\n DatabaseClient.rollback()\n if UserDatabaseClient.get_user_by_email(user_data.email) is not None:\n cls.logger().info(f\"Failing to create user {user_data.username}. Email already in use.\", exc)\n return BadRequestUserMessageResponse(\"Email already in use for other user.\",\n UserResponseStatus.ALREADY_REGISTERED.value)\n else:\n cls.logger().info(f\"Failing to create user #{user_data.username}.\")\n return UnsuccessfulClientResponse(\"Couldn't create user.\")\n except:\n DatabaseClient.rollback()\n cls.logger().info(f\"Failing to create user #{user_data.username}.\")\n return UnsuccessfulClientResponse(\"Couldn't create user.\")\n\n @classmethod\n def login_user(cls, user_data):\n if user_data.facebook_token is None:\n return cls._login_app_user(user_data)\n else:\n return cls._login_facebook_user(user_data)\n\n @classmethod\n def _login_app_user(cls, user_data):\n user = UserDatabaseClient.get_user_by_email(user_data.email)\n\n if user:\n try:\n if hashing.verify(user_data.password, user.password):\n cls.logger().debug(f\"Generating token for user {user.id}\")\n user.token = Authenticator.generate(user.id, user_data.password)\n user.online = True\n UserDatabaseClient.update_user(user)\n DatabaseClient.commit()\n cls.logger().info(f\"User #{user.id} logged in\")\n headers = {\"auth_token\": user.token}\n return SuccessfulUserResponse(user, headers)\n else:\n cls.logger().info(f\"Wrong credentials while attempting to log in user #{user_data.email}\")\n return SuccessfulUserMessageResponse(\"Wrong email or password.\",\n UserResponseStatus.WRONG_CREDENTIALS.value)\n except ValueError:\n cls.logger().info(f\"Wrong credentials while attempting to log in user #{user_data.email}\")\n return SuccessfulUserMessageResponse(\"Wrong email or password.\",\n UserResponseStatus.WRONG_CREDENTIALS.value)\n else:\n cls.logger().info(f\"User #{user_data.email} not found.\")\n raise UserNotFoundError(\"User not found.\", UserResponseStatus.USER_NOT_FOUND.value)\n\n @classmethod\n def _login_facebook_user(cls, user_data):\n try:\n facebook_user = FacebookService.get_user_from_facebook(user_data)\n user = UserDatabaseClient.get_user_by_facebook_id(facebook_user.facebook_id)\n\n if user is not None:\n cls.logger().info(f\"Logging in Facebook user with Facebook ID #{facebook_user.facebook_id}.\")\n cls.logger().debug(f\"Generating token for user {user.id}\")\n user.token = Authenticator.generate(user.id)\n user.online = True\n UserDatabaseClient.update_user(user)\n DatabaseClient.commit()\n cls.logger().info(f\"User #{user.id} logged in.\")\n headers = {\"auth_token\": user.token}\n return SuccessfulUserResponse(user, headers)\n else:\n cls.logger().info(f\"Creating new Facebook user with Facebook ID #{facebook_user.facebook_id}.\")\n new_client = UserDatabaseClient.add_client()\n new_user = User(\n user_id=new_client.id,\n facebook_id=facebook_user.facebook_id,\n username=facebook_user.username,\n email=facebook_user.email,\n first_name=facebook_user.first_name,\n last_name=facebook_user.last_name,\n profile_pic=facebook_user.profile_pic,\n role=UserRoles.USER.value,\n token=Authenticator.generate(new_client.id)\n )\n UserDatabaseClient.add_user(new_user)\n DatabaseClient.commit()\n cls.logger().info(f\"User #{new_client.id} logged in.\")\n headers = {\"auth_token\": new_user.token}\n return SuccessfulUserResponse(new_user, headers)\n except FacebookWrongTokenError:\n cls.logger().info(f\"Failing to logging in user with Facebook token #{user_data.facebook_token}.\")\n return UnsuccessfulClientResponse(\"Couldn't perform login.\")\n\n @classmethod\n def logout_user(cls, user_data):\n user = Authenticator.authenticate(user_data)\n user.token = None\n user.online = False\n UserDatabaseClient.update_user(user)\n DatabaseClient.commit()\n cls.logger().info(f\"User #{user.id} logged out.\")\n return SuccessfulUserMessageResponse(\"User logged out.\", UserResponseStatus.LOGGED_OUT.value)\n\n @classmethod\n def set_user_online(cls, user_data):\n user = Authenticator.authenticate(user_data)\n user.online = True\n UserDatabaseClient.update_user(user)\n DatabaseClient.commit()\n cls.logger().info(f\"User #{user.id} set online.\")\n return SuccessfulUserResponse(user)\n\n @classmethod\n def set_user_offline(cls, user_data):\n user = Authenticator.authenticate(user_data)\n user.online = False\n UserDatabaseClient.update_user(user)\n DatabaseClient.commit()\n cls.logger().info(f\"User #{user.id} set offline.\")\n return SuccessfulUserResponse(user)\n\n @classmethod\n def teams_for_user(cls, user_data):\n user = Authenticator.authenticate(user_data)\n teams = TeamDatabaseClient.get_user_teams_by_user_id(user.id, user.role == UserRoles.ADMIN.value)\n\n return SuccessfulTeamsListResponse(cls._generate_teams_list(teams))\n\n @classmethod\n def _generate_teams_list(cls, teams_list):\n teams = []\n\n for team in teams_list:\n teams += [{\n \"id\": team.id,\n \"team_name\": team.name,\n \"picture\": team.picture,\n \"location\": team.location,\n \"description\": team.description,\n \"welcome_message\": team.welcome_message,\n \"role\": team.role\n }]\n\n return teams\n\n @classmethod\n def channels_for_user(cls, user_data):\n user = Authenticator.authenticate_team(user_data)\n channels = ChannelDatabaseClient.get_user_channels_by_user_id(user.id, user.team_id,\n user.role == UserRoles.ADMIN.value)\n\n return SuccessfulChannelsListResponse(cls._generate_channels_list(channels))\n\n @classmethod\n def _generate_channels_list(cls, channels_list):\n channels = []\n\n for channel in channels_list:\n channels += [{\n \"channel_id\": channel.channel_id,\n \"name\": channel.name,\n \"creator\": {\n \"id\": channel.creator.id,\n \"username\": channel.creator.username,\n \"first_name\": channel.creator.first_name,\n \"last_name\": channel.creator.last_name\n },\n \"visibility\": channel.visibility,\n \"description\": channel.description,\n \"welcome_message\": channel.welcome_message\n }]\n\n return channels\n\n @classmethod\n def update_user(cls, update_data):\n user = Authenticator.authenticate(update_data)\n\n user.username = \\\n update_data.updated_user[\"username\"] if \"username\" in update_data.updated_user else user.username\n user.email = \\\n update_data.updated_user[\"email\"] if \"email\" in update_data.updated_user else user.email\n user.password = \\\n hashing.hash(\n update_data.updated_user[\"password\"]) if \"password\" in update_data.updated_user else user.password\n user.first_name = \\\n update_data.updated_user[\"first_name\"] if \"first_name\" in update_data.updated_user else user.first_name\n user.last_name = \\\n update_data.updated_user[\"last_name\"] if \"last_name\" in update_data.updated_user else user.last_name\n user.profile_pic = \\\n update_data.updated_user[\"profile_pic\"] if \"profile_pic\" in update_data.updated_user else user.profile_pic\n\n try:\n UserDatabaseClient.update_user(user)\n DatabaseClient.commit()\n cls.logger().info(f\"User {user.id} information updated.\")\n return SuccessfulUserResponse(user)\n except IntegrityError:\n DatabaseClient.rollback()\n new_username = update_data.updated_user.get(\"username\")\n new_email = update_data.updated_user.get(\"email\")\n\n if UserDatabaseClient.get_user_by_username(new_username) is not None:\n cls.logger().info(f\"Name {new_email} is taken for another user.\")\n return BadRequestUserMessageResponse(f\"Name {new_username} is already in use!\",\n UserResponseStatus.ALREADY_REGISTERED.value)\n elif UserDatabaseClient.get_user_by_email(new_email) is not None:\n cls.logger().info(f\"Email {new_email} is taken for another user.\")\n return BadRequestUserMessageResponse(f\"Email {new_email} is already in use!\",\n UserResponseStatus.ALREADY_REGISTERED.value)\n else:\n cls.logger().error(f\"Couldn't update user {user.id} information.\")\n return UnsuccessfulClientResponse(\"Couldn't update user information!\")\n\n @classmethod\n def user_profile(cls, user_data):\n user = Authenticator.authenticate(user_data)\n profile = UserDatabaseClient.get_user_profile(user.id)\n cls.logger().info(f\"Retrieved user #{user.id} profile.\")\n return SuccessfulFullUserResponse(cls._generate_user_profile(profile))\n\n @classmethod\n def team_user_profile(cls, user_id, team_id, admin_search=False):\n profile = UserDatabaseClient.get_user_profile(user_id)\n cls.logger().info(f\"Retrieved user #{user_id} profile.\")\n output_profile = cls._generate_user_profile(profile)\n\n if admin_search or any(list(map(lambda team: team.get(\"id\") == team_id, output_profile.get(\"teams\")))):\n return SuccessfulFullUserResponse(output_profile)\n\n @classmethod\n def _generate_user_profile(cls, users_with_team):\n teams = []\n user_data = users_with_team[0]\n has_teams = False if len(users_with_team) == 1 and users_with_team[0].team_id is None else True\n\n if has_teams:\n\n for team in users_with_team:\n teams += [{\n \"id\": team.team_id,\n \"name\": team.team_name,\n \"location\": team.team_location,\n \"picture\": team.team_picture,\n \"description\": team.team_description,\n \"welcome_message\": team.team_welcome,\n \"role\": team.team_role,\n \"messages\": team.team_messages\n }]\n\n return {\n \"id\": user_data.id,\n \"username\": user_data.username,\n \"email\": user_data.email,\n \"first_name\": user_data.first_name,\n \"last_name\": user_data.last_name,\n \"profile_pic\": user_data.profile_pic,\n \"created\": user_data.created,\n \"role\": user_data.role,\n \"teams\": teams\n }\n\n @classmethod\n def recover_password(cls, recover_data):\n user = UserDatabaseClient.get_user_by_email(recover_data.email)\n\n if user is not None:\n old_password_recovery = UserDatabaseClient.get_password_recovery_by_id(user.id)\n\n if old_password_recovery is not None:\n cls.logger().debug(f\"It already exists a recovery token for user {user.username}. Resending token.\")\n recovery_token = old_password_recovery.token\n\n else:\n recovery_token = Authenticator.generate_recovery_token()\n cls.logger().debug(\"Generating recovery token\")\n password_recovery = PasswordRecovery(user_id=user.id, token=recovery_token)\n UserDatabaseClient.add_password_recovery(password_recovery)\n DatabaseClient.commit()\n\n email_data = RecoveryPasswordEmailDTO(\n email=user.email,\n username=user.username,\n token=recovery_token,\n message_template=EmailService.recovery_token_message\n )\n EmailService.send_email(email_data)\n\n cls.logger().info(f\"Sending recovery token email for user {user.username}.\")\n return SuccessfulUserMessageResponse(\"Recovery token sent!\", UserResponseStatus.OK.value)\n\n else:\n cls.logger().info(f\"User {recover_data.email} not found.\")\n raise UserNotFoundError(\"User not found.\", UserResponseStatus.USER_NOT_FOUND.value)\n\n @classmethod\n def regenerate_token(cls, regenerate_data):\n user = UserDatabaseClient.get_user_by_email(regenerate_data.email)\n\n if user:\n password_recovery = UserDatabaseClient.get_password_recovery_by_id(user.id)\n\n if password_recovery:\n try:\n UserDatabaseClient.delete_password_recovery(password_recovery)\n cls.logger().debug(f\"Deleting token recover entry for user {user.id}\")\n user.token = Authenticator.generate(user.id)\n cls.logger().debug(f\"Regenerating token for user {user.id}\")\n user.online = True\n UserDatabaseClient.update_user(user)\n DatabaseClient.commit()\n cls.logger().info(f\"Logging in user {user.id}\")\n headers = {\"auth_token\": user.token}\n return SuccessfulUserResponse(user, headers)\n except IntegrityError:\n DatabaseClient.rollback()\n cls.logger().error(f\"Couldn't regenerate token for user #{user.id}.\")\n return UnsuccessfulClientResponse(\"Couldn't regenerate token.\")\n else:\n cls.logger().info(f\"Attempting to recover password for user #{user.id} with no password recovery token.\")\n return BadRequestUserMessageResponse(\"You haven't ask for password recovery!\",\n UserResponseStatus.WRONG_CREDENTIALS.value)\n else:\n cls.logger().info(f\"User {regenerate_data.email} not found.\")\n raise UserNotFoundError(\"User not found.\", UserResponseStatus.USER_NOT_FOUND.value)\n\n @classmethod\n def get_all_users(cls, user_data):\n admin = Authenticator.authenticate(user_data, UserRoles.is_admin)\n users = UserDatabaseClient.get_all_users()\n cls.logger().info(f\"Admin {admin.id} retrieved {len(users)} users.\")\n return SuccessfulUsersListResponse(list(map(lambda user: user.__dict__, users)))\n" }, { "alpha_fraction": 0.6439342498779297, "alphanum_fraction": 0.6439342498779297, "avg_line_length": 36.556121826171875, "blob_id": "e342c1aa7bebefa352b5036e2cd5ba1b48df24cc", "content_id": "60535fc3e006b529ebe5ed84b71367ed4e71795b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7361, "license_type": "no_license", "max_line_length": 117, "num_lines": 196, "path": "/daos/users.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from app import db\nfrom sqlalchemy import and_, func\n\nfrom daos.database import DatabaseClient\nfrom daos.teams import TeamDatabaseClient\nfrom daos.messages import MessageTableEntry\nfrom daos.mappers.users import UserDatabaseMapper, UserModelMapper\n\nfrom tables.bots import BotTableEntry\nfrom tables.users import ClientTableEntry, UserTableEntry, PasswordRecoveryTableEntry, UsersByTeamsTableEntry, \\\n UsersByChannelsTableEntry\nfrom tables.teams import TeamTableEntry\nfrom tables.channels import ChannelTableEntry\n\nfrom dtos.models.users import *\n\n\nclass UserDatabaseClient:\n\n @classmethod\n def add_client(cls):\n client_entry = ClientTableEntry()\n DatabaseClient.add(client_entry)\n return RegularClient(client_id=client_entry.client_id)\n\n @classmethod\n def add_user(cls, user):\n user_entry = UserDatabaseMapper.to_user(user)\n DatabaseClient.add(user_entry)\n\n @classmethod\n def add_password_recovery(cls, password_recovery):\n recovery_entry = UserDatabaseMapper.to_password_recovery(password_recovery)\n DatabaseClient.add(recovery_entry)\n\n @classmethod\n def delete_password_recovery(cls, password_recovery):\n db.session.query(PasswordRecoveryTableEntry).filter(\n PasswordRecoveryTableEntry.user_id == password_recovery.user_id\n ).delete()\n\n @classmethod\n def get_client_by_id(cls, client_id):\n client = db.session.query(ClientTableEntry).filter(\n ClientTableEntry.client_id == client_id\n ).one_or_none()\n return UserModelMapper.to_client(client)\n\n @classmethod\n def get_user_by_id(cls, user_id):\n user_entry = db.session.query(UserTableEntry).filter(UserTableEntry.user_id == user_id).one_or_none()\n return UserModelMapper.to_user(user_entry)\n\n @classmethod\n def get_user_by_email(cls, user_email):\n user_entry = db.session.query(UserTableEntry).filter(UserTableEntry.email == user_email).one_or_none()\n return UserModelMapper.to_user(user_entry)\n\n @classmethod\n def get_user_by_username(cls, username):\n user_entry = db.session.query(UserTableEntry).filter(\n func.lower(UserTableEntry.username) == username.lower()\n ).one_or_none()\n return UserModelMapper.to_user(user_entry)\n\n @classmethod\n def get_user_by_facebook_id(cls, facebook_id):\n user_entry = db.session.query(UserTableEntry).filter(UserTableEntry.facebook_id == facebook_id).one_or_none()\n return UserModelMapper.to_user(user_entry)\n\n @classmethod\n def get_all_users(cls):\n users_entries = db.session.query(UserTableEntry).all()\n return UserModelMapper.to_users(users_entries)\n\n @classmethod\n def update_user(cls, user):\n user_entry = db.session.query(UserTableEntry).filter(UserTableEntry.user_id == user.id).one_or_none()\n user_entry.username = user.username\n user_entry.email = user.email\n user_entry.password = user.password\n user_entry.first_name = user.first_name\n user_entry.last_name = user.last_name\n user_entry.profile_pic = user.profile_pic\n user_entry.role = user.role\n user_entry.auth_token = user.token\n user_entry.online = user.online\n db.session.add(user_entry)\n db.session.flush()\n\n @classmethod\n def get_user_profile(cls, user_id):\n messages = db.session.query(\n MessageTableEntry.sender_id,\n MessageTableEntry.team_id,\n func.count().label(\"team_messages\")\n ).group_by(\n MessageTableEntry.sender_id,\n MessageTableEntry.team_id\n ).subquery(\"sq\")\n\n user_with_teams = db.session.query(\n UserTableEntry.user_id,\n UserTableEntry.username,\n UserTableEntry.email,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n UserTableEntry.profile_pic,\n UserTableEntry.role.label(\"user_role\"),\n UserTableEntry.created,\n TeamTableEntry.team_id,\n TeamTableEntry.team_name,\n TeamTableEntry.picture,\n TeamTableEntry.location,\n TeamTableEntry.description,\n TeamTableEntry.welcome_message,\n UsersByTeamsTableEntry.role.label(\"team_role\"),\n messages.c.team_messages\n ).outerjoin(\n UsersByTeamsTableEntry,\n UsersByTeamsTableEntry.user_id == UserTableEntry.user_id\n ).outerjoin(\n TeamTableEntry,\n UsersByTeamsTableEntry.team_id == TeamTableEntry.team_id\n ).outerjoin(\n messages,\n and_(\n UsersByTeamsTableEntry.user_id == messages.c.sender_id,\n UsersByTeamsTableEntry.team_id == messages.c.team_id\n )\n ).filter(\n UserTableEntry.user_id == user_id\n ).all()\n return UserModelMapper.to_user_profile(user_with_teams)\n\n @classmethod\n def get_team_user_by_ids(cls, user_id, team_id):\n team_user_entry = db.session.query(\n UsersByTeamsTableEntry.user_id,\n UsersByTeamsTableEntry.team_id,\n UsersByTeamsTableEntry.role.label(\"team_role\"),\n UserTableEntry.username,\n UserTableEntry.email,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n UserTableEntry.profile_pic,\n UserTableEntry.online,\n UserTableEntry.role.label(\"user_role\"),\n UserTableEntry.created,\n BotTableEntry.bot_name\n ).outerjoin(\n UserTableEntry,\n UsersByTeamsTableEntry.user_id == UserTableEntry.user_id\n ).outerjoin(\n BotTableEntry,\n UsersByTeamsTableEntry.user_id == BotTableEntry.bot_id\n ).filter(\n UsersByTeamsTableEntry.user_id == user_id,\n UsersByTeamsTableEntry.team_id == team_id\n ).one_or_none()\n return UserModelMapper.to_team_user(team_user_entry)\n\n @classmethod\n def get_channel_user_by_ids(cls, user_id, channel_id):\n channel_user = db.session.query(\n UserTableEntry.user_id,\n UserTableEntry.username,\n UserTableEntry.email,\n UserTableEntry.first_name,\n UserTableEntry.last_name,\n UserTableEntry.profile_pic,\n UserTableEntry.online,\n UserTableEntry.role,\n UserTableEntry.created,\n ChannelTableEntry.channel_id,\n ChannelTableEntry.creator,\n ChannelTableEntry.team_id,\n ).join(\n UsersByChannelsTableEntry,\n and_(\n UsersByChannelsTableEntry.user_id == UserTableEntry.user_id,\n UsersByChannelsTableEntry.user_id == user_id,\n UsersByChannelsTableEntry.channel_id == channel_id\n )\n ).join(\n ChannelTableEntry,\n UsersByChannelsTableEntry.channel_id == ChannelTableEntry.channel_id\n ).one_or_none()\n return UserModelMapper.to_channel_user(channel_user)\n\n @classmethod\n def get_password_recovery_by_id(cls, user_id):\n password_entry = db.session.query(PasswordRecoveryTableEntry).filter(\n PasswordRecoveryTableEntry.user_id == user_id\n ).one_or_none()\n return UserModelMapper.to_password_recovery(password_entry)\n" }, { "alpha_fraction": 0.7647058963775635, "alphanum_fraction": 0.7647058963775635, "avg_line_length": 24.5, "blob_id": "1a03f03cfa3d750fba3b72107ef035a4bde2c629", "content_id": "08656c20ff31f3c7ae79485008b9da4e734ee4b0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 255, "license_type": "no_license", "max_line_length": 44, "num_lines": 10, "path": "/handlers/handlers.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from exceptions.exceptions import *\nfrom run import app\nfrom flask import jsonify\n\n\[email protected](HypechatError)\ndef handle_invalid_usage(error):\n response = jsonify(error.to_dict())\n response.status_code = error.status_code\n return response\n" }, { "alpha_fraction": 0.7026476860046387, "alphanum_fraction": 0.7026476860046387, "avg_line_length": 50.68421173095703, "blob_id": "23b5cc7d5a1d50123f73f77dee08dab6218dacc0", "content_id": "ea7f998568f24a1b618cd0e1375442fdc94c50d3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 982, "license_type": "no_license", "max_line_length": 115, "num_lines": 19, "path": "/tables/channels.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from app import db\nfrom sqlalchemy import exc, ForeignKey\nfrom tables.users import ClientTableEntry\nfrom tables.teams import TeamTableEntry\nfrom models.constants import ChannelVisibilities\n\n\nclass ChannelTableEntry(db.Model):\n __tablename__ = 'channels'\n\n channel_id = db.Column(ForeignKey(ClientTableEntry.client_id, ondelete='CASCADE'), name='id', type_=db.Integer,\n nullable=False, primary_key=True)\n team_id = db.Column(name='team_id', type_=db.Integer, nullable=False)\n name = db.Column(name='name', type_=db.String(), nullable=False)\n creator = db.Column(name='creator', type_=db.String(), nullable=False)\n visibility = db.Column(name='visibility', type_=db.String(), nullable=False,\n server_default=ChannelVisibilities.PUBLIC.value)\n description = db.Column(name='description', type_=db.String(), nullable=True)\n welcome_message = db.Column(name='welcome_message', type_=db.String(), nullable=True)\n" }, { "alpha_fraction": 0.6373373866081238, "alphanum_fraction": 0.6384850740432739, "avg_line_length": 37.44117736816406, "blob_id": "c5f2a4baf80b32271db0778eca3482a21b5df8c5", "content_id": "b6b131ae78811a0fd940c33f23034b716d5a3a25", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2614, "license_type": "no_license", "max_line_length": 111, "num_lines": 68, "path": "/services/emails.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import os\nimport smtplib\nimport logging\n\nfrom email.mime.multipart import MIMEMultipart\nfrom email.mime.text import MIMEText\nfrom smtplib import SMTPHeloError, SMTPAuthenticationError, SMTPRecipientsRefused\n\n\nclass EmailService:\n _email_address = os.getenv('EMAIL_ADDRESS')\n _email_password = os.getenv('EMAIL_PASSWORD')\n\n @classmethod\n def logger(cls):\n return logging.getLogger(cls.__name__)\n\n @classmethod\n def send_email(cls, data):\n try:\n server = smtplib.SMTP('smtp.gmail.com:587')\n cls.logger().debug(\"Starting GMail connection.\")\n server.ehlo()\n cls.logger().debug(\"Starting EHLO.\")\n server.starttls()\n cls.logger().debug(\"Starting TLS.\")\n server.login(user=cls._email_address, password=cls._email_password)\n cls.logger().debug(\"Loging ing to Hypechat email.\")\n message = data.message_template(data)\n server.sendmail(from_addr=cls._email_address, to_addrs=data.email, msg=message)\n cls.logger().info(f\"Email sent.\")\n server.quit()\n cls.logger().debug(f\"Quiting Gmail server.\")\n except SMTPHeloError:\n cls.logger().error(f\"Couldn't sent recovery token due to an Helo error.\")\n except SMTPAuthenticationError:\n cls.logger().error(f\"Couldn't loging to app email.\")\n except SMTPRecipientsRefused:\n cls.logger().error(f\"Cannot send recovery token to the specified email address.\")\n\n @classmethod\n def recovery_token_message(cls, recovery_token_data):\n from_address = cls._email_address\n to_address = recovery_token_data.email\n\n message = MIMEMultipart()\n message['From'] = from_address\n message['To'] = to_address\n message['Subject'] = 'Hypechat\\'s Recovery Password Service'\n body = f\"Hi {recovery_token_data.username}!\\n\\nYour recovery token is {recovery_token_data.token}\"\n message.attach(MIMEText(body, 'plain'))\n\n return message.as_string()\n\n @classmethod\n def team_invitation_message(cls, invitation):\n from_address = cls._email_address\n to_address = invitation.email\n\n message = MIMEMultipart()\n message['From'] = from_address\n message['To'] = to_address\n message['Subject'] = 'Hypechat\\'s Team Service'\n body = f\"Hi!\\n\\nYou've been invited to join team {invitation.team_name} by {invitation.inviter_name}\" \\\n f\". The access token is: {invitation.token}.\"\n message.attach(MIMEText(body, 'plain'))\n\n return message.as_string()\n" }, { "alpha_fraction": 0.6187554597854614, "alphanum_fraction": 0.6187554597854614, "avg_line_length": 22.77083396911621, "blob_id": "d57d8a85b09808864a1a699d96f97e05c6dd5302", "content_id": "65579c77f5993c5f54a4321e06392763bea7155d", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2282, "license_type": "no_license", "max_line_length": 108, "num_lines": 96, "path": "/dtos/responses/messages.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.constants import *\nfrom utils.serializer import Jsonizable\nfrom utils.responses import Response\n\n\nclass SuccessfulMessageSentResponse(Jsonizable, Response):\n\n def __init__(self, message):\n self.message = message\n\n def json(self):\n return {\n \"status\": MessageResponseStatus.SENT.value,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.OK.value\n\n\nclass SuccessfulMessageStatsResponse(Jsonizable, Response):\n\n def __init__(self, stats):\n self.stats = stats\n\n def json(self):\n return {\n \"status\": MessageResponseStatus.STATS.value,\n \"messages\": list(map(lambda elem: vars(elem), self.stats))\n }\n\n def status_code(self):\n return StatusCode.OK.value\n\n\nclass UnsuccessfulMessageSentResponse(Jsonizable, Response):\n\n def __init__(self, message):\n self.message = message\n\n def json(self):\n return {\n \"status\": MessageResponseStatus.ERROR.value,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.SERVER_ERROR.value\n\n\nclass BadRequestMessageSentResponse(Jsonizable, Response):\n\n def __init__(self, message, status):\n self.message = message\n self.status = status\n\n def json(self):\n return {\n \"status\": self.status,\n \"message\": self.message\n }\n\n def status_code(self):\n return StatusCode.BAD_REQUEST.value\n\n\nclass MessageListResponse(Jsonizable, Response):\n\n def __init__(self, messages, is_channel):\n self.is_channel = is_channel\n self.messages = messages\n\n def json(self):\n return {\n \"status\": MessageResponseStatus.LIST.value,\n \"chat_type\": SendMessageType.CHANNEL.value if self.is_channel else SendMessageType.DIRECT.value,\n \"messages\": self.messages\n }\n\n def status_code(self):\n return StatusCode.OK.value\n\n\nclass ChatsListResponse(Jsonizable, Response):\n\n def __init__(self, chats):\n self.chats = chats\n\n def json(self):\n return {\n \"status\": MessageResponseStatus.LIST.value,\n \"chats\": self.chats\n }\n\n def status_code(self):\n return StatusCode.OK.value\n" }, { "alpha_fraction": 0.6784234046936035, "alphanum_fraction": 0.684188723564148, "avg_line_length": 44.67641830444336, "blob_id": "4e46516393e2c853914525e3af96bb45bfa325c2", "content_id": "af6ebd3750e79da8cd5e4a8c4c3bf3c7f6d3af0b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 53076, "license_type": "no_license", "max_line_length": 115, "num_lines": 1162, "path": "/tests/test_services/test_teams.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "import unittest\nfrom unittest.mock import MagicMock\n\nfrom dtos.models.users import User, PublicUser\nfrom dtos.models.teams import Team, TeamUser, TeamInvite, ForbiddenWord\nfrom dtos.models.channels import Channel, ChannelCreator\n\nfrom dtos.responses.teams import *\nfrom dtos.responses.clients import *\nfrom dtos.responses.channels import *\n\nfrom exceptions.exceptions import UserNotFoundError\nfrom sqlalchemy.exc import IntegrityError\n\n'''Mocking environment properties'''\nimport sys\n\nsys.modules[\"daos.database\"] = MagicMock()\nsys.modules[\"daos.users\"] = MagicMock()\nsys.modules[\"daos.teams\"] = MagicMock()\nsys.modules[\"services.bots\"] = MagicMock()\nsys.modules[\"services.users\"] = MagicMock()\nsys.modules[\"services.emails\"] = MagicMock()\nsys.modules[\"services.notifications\"] = MagicMock()\nsys.modules[\"models.authentication\"] = MagicMock()\nsys.modules[\"logging\"].getLogger = MagicMock()\n\nfrom services.teams import TeamService\nmock = MagicMock()\n\n\nclass MockedTeamDatabase:\n batch_team = None\n stored_team = Team(team_id=0, name=\"TEST-0\")\n\n batch_team_user = None\n stored_team_user = TeamUser(user_id=0, team_id=0, role=TeamRoles.MEMBER.value)\n\n batch_invites = 0\n stored_invites = 1\n\n batch_teams = []\n stored_teams = []\n batch_team_users = []\n stored_team_users = []\n batch_forbidden_words = []\n stored_forbidden_words = []\n\n\nclass UserServiceTestCase(unittest.TestCase):\n\n def tearDown(self):\n MockedTeamDatabase.batch_team = None\n MockedTeamDatabase.stored_team = Team(team_id=0, name=\"TEST-0\")\n MockedTeamDatabase.batch_team_user = None\n MockedTeamDatabase.stored_team_user = TeamUser(user_id=0, team_id=0, role=TeamRoles.MEMBER.value)\n MockedTeamDatabase.batch_invites = 0\n MockedTeamDatabase.stored_invites = 1\n MockedTeamDatabase.batch_teams = []\n MockedTeamDatabase.stored_teams = []\n MockedTeamDatabase.batch_team_users = []\n MockedTeamDatabase.stored_team_users = []\n MockedTeamDatabase.batch_forbidden_words = []\n MockedTeamDatabase.stored_forbidden_words = []\n\n def test_create_team_with_name_in_use_returns_bad_request(self):\n data = MagicMock()\n\n def add_team(_):\n from tests.test_services import test_teams\n team = Team(team_id=0, name=\"TEST\")\n MockedTeamDatabase.batch_teams += [team]\n return team\n\n def add_team_user(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_users += [TeamUser(user_id=0, team_id=0, role=\"CREATOR\")]\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_teams = []\n MockedTeamDatabase.batch_team_users = []\n\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team = MagicMock(side_effect=add_team)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team_user = MagicMock(side_effect=add_team_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_name.return_value = MagicMock()\n\n response = TeamService.create_team(data)\n self.assertEqual(0, len(MockedTeamDatabase.batch_teams))\n self.assertEqual(0, len(MockedTeamDatabase.stored_teams))\n self.assertEqual(0, len(MockedTeamDatabase.batch_team_users))\n self.assertEqual(0, len(MockedTeamDatabase.stored_team_users))\n self.assertIsInstance(response, BadRequestTeamMessageResponse)\n\n def test_create_team_with_unknown_integrity_error_returns_unsuccessful(self):\n data = MagicMock()\n\n def add_team(_):\n from tests.test_services import test_teams\n team = Team(team_id=0, name=\"TEST\")\n MockedTeamDatabase.batch_teams += [team]\n return team\n\n def add_team_user(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_users += [TeamUser(user_id=0, team_id=0, role=\"CREATOR\")]\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_teams = []\n MockedTeamDatabase.batch_team_users = []\n\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team = MagicMock(side_effect=add_team)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team_user = MagicMock(side_effect=add_team_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_name.return_value = None\n\n response = TeamService.create_team(data)\n self.assertEqual(0, len(MockedTeamDatabase.batch_teams))\n self.assertEqual(0, len(MockedTeamDatabase.stored_teams))\n self.assertEqual(0, len(MockedTeamDatabase.batch_team_users))\n self.assertEqual(0, len(MockedTeamDatabase.stored_team_users))\n self.assertIsInstance(response, UnsuccessfulTeamMessageResponse)\n\n def test_create_team_with_correct_data_works_properly(self):\n data = MagicMock()\n\n def add_team(_):\n from tests.test_services import test_teams\n team = Team(team_id=0, name=\"TEST\")\n MockedTeamDatabase.batch_teams += [team]\n return team\n\n def add_team_user(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_users += [TeamUser(user_id=0, team_id=0, role=\"CREATOR\")]\n\n def commit():\n from tests.test_services import test_teams\n MockedTeamDatabase.stored_teams = MockedTeamDatabase.batch_teams\n MockedTeamDatabase.stored_team_users = MockedTeamDatabase.batch_team_users\n MockedTeamDatabase.batch_teams = []\n MockedTeamDatabase.batch_team_users = []\n\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team = MagicMock(side_effect=add_team)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team_user = MagicMock(side_effect=add_team_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = TeamService.create_team(data)\n self.assertEqual(0, response.client.id)\n self.assertEqual(0, len(MockedTeamDatabase.batch_teams))\n self.assertEqual(1, len(MockedTeamDatabase.stored_teams))\n self.assertEqual(0, len(MockedTeamDatabase.batch_team_users))\n self.assertEqual(1, len(MockedTeamDatabase.stored_team_users))\n self.assertEqual(TeamResponseStatus.CREATED.value, response.status)\n self.assertIsInstance(response, SuccessfulTeamResponse)\n\n def test_add_nonexistent_user_throws_exception(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n admin = User(user_id=0)\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = admin\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = None\n\n self.assertRaises(UserNotFoundError, TeamService.add_user, data)\n\n def test_add_user_already_part_of_team_returns_bad_request(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n admin = User(user_id=0)\n user = User(user_id=1)\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = admin\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_ids = MagicMock()\n\n response = TeamService.add_user(data)\n self.assertEqual(TeamResponseStatus.ALREADY_REGISTERED.value, response.status)\n self.assertIsInstance(response, BadRequestTeamMessageResponse)\n\n def test_add_user_with_previous_invitation_delete_the_old_one_and_works_properly(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n admin = User(user_id=0)\n user = User(user_id=1)\n\n def delete_invite(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_invites = 1\n\n def add_team_user(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_users += [TeamUser(user_id=0, team_id=0, role=\"CREATOR\")]\n\n def commit():\n from tests.test_services import test_teams\n MockedTeamDatabase.stored_invites -= MockedTeamDatabase.batch_invites\n MockedTeamDatabase.stored_team_users = MockedTeamDatabase.batch_team_users\n MockedTeamDatabase.batch_invites = 0\n MockedTeamDatabase.batch_team_users = []\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = admin\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_ids.return_value = None\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_invite = MagicMock()\n sys.modules[\"daos.teams\"].TeamDatabaseClient.delete_invite = MagicMock(side_effect=delete_invite)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team_user = MagicMock(side_effect=add_team_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = TeamService.add_user(data)\n self.assertEqual(0, len(MockedTeamDatabase.batch_team_users))\n self.assertEqual(1, len(MockedTeamDatabase.stored_team_users))\n self.assertEqual(0, MockedTeamDatabase.batch_invites)\n self.assertEqual(0, MockedTeamDatabase.stored_invites)\n self.assertEqual(TeamResponseStatus.ADDED.value, response.status)\n self.assertIsInstance(response, SuccessfulTeamMessageResponse)\n\n def test_add_user_with_unknown_integrity_error_returns_unsuccessful(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n admin = User(user_id=0)\n user = User(user_id=1)\n\n def add_team_user(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_users += [TeamUser(user_id=0, team_id=0, role=\"CREATOR\")]\n\n def commit():\n from tests.test_services import test_teams\n raise IntegrityError(mock, mock, mock)\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate.return_value = admin\n sys.modules[\"daos.users\"].UserDatabaseClient.get_user_by_id.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_ids.return_value = None\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_invite.return_value = None\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team_user = MagicMock(side_effect=add_team_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = TeamService.add_user(data)\n self.assertIsInstance(response, UnsuccessfulTeamMessageResponse)\n\n def test_invite_user_already_part_of_team_returns_bad_request(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n mod = User(user_id=0)\n mod.team_id = 0\n user = TeamUser(user_id=1, team_id=0)\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = mod\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_email.return_value = user\n\n response = TeamService.invite_user(data)\n self.assertEqual(TeamResponseStatus.ALREADY_REGISTERED.value, response.status)\n self.assertIsInstance(response, BadRequestTeamMessageResponse)\n\n def test_invite_user_already_invited_returns_bad_request(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n mod = User(user_id=0)\n mod.team_id = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = mod\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_email.return_value = None\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_invite.return_value = MagicMock()\n\n response = TeamService.invite_user(data)\n self.assertEqual(TeamResponseStatus.ALREADY_INVITED.value, response.status)\n self.assertIsInstance(response, BadRequestTeamMessageResponse)\n\n def test_invite_user_with_unknown_integrity_error_returns_unsuccessful(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n mod = User(user_id=0)\n mod.team_id = 0\n team = Team(team_id=0, name=\"TEST\")\n\n def add_invite(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_invites = 1\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_invites = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = mod\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_email.return_value = None\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_invite.return_value = None\n sys.modules[\"models.authentication\"].Authenticator.generate_team_invitation.return_value = \"TEST-INVITE\"\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_invite = MagicMock(side_effect=add_invite)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n\n response = TeamService.invite_user(data)\n self.assertEqual(0, MockedTeamDatabase.batch_invites)\n self.assertEqual(1, MockedTeamDatabase.stored_invites)\n self.assertIsInstance(response, UnsuccessfulTeamMessageResponse)\n\n def test_invite_user_with_correct_data_works_properly(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n mod = User(user_id=0)\n mod.team_id = 0\n team = Team(team_id=0, name=\"TEST\")\n\n def add_invite(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_invites = 1\n\n def commit():\n from tests.test_services import test_teams\n MockedTeamDatabase.stored_invites += MockedTeamDatabase.batch_invites\n MockedTeamDatabase.batch_invites = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = mod\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_email.return_value = None\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_invite.return_value = None\n sys.modules[\"models.authentication\"].Authenticator.generate_team_invitation.return_value = \"TEST-INVITE\"\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_invite = MagicMock(side_effect=add_invite)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = TeamService.invite_user(data)\n self.assertEqual(0, MockedTeamDatabase.batch_invites)\n self.assertEqual(2, MockedTeamDatabase.stored_invites)\n self.assertEqual(TeamResponseStatus.INVITED.value, response.status)\n self.assertIsInstance(response, SuccessfulTeamMessageResponse)\n\n def test_accept_invite_not_found_returns_bad_request(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_invite_by_token.return_value = None\n\n response = TeamService.accept_invite(data)\n self.assertEqual(UserResponseStatus.WRONG_CREDENTIALS.value, response.status)\n self.assertIsInstance(response, BadRequestTeamMessageResponse)\n\n def test_accept_invite_found_works_properly(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n invite = TeamInvite(team_id=0, email=\"test@test\", token=\"TEST-TOKEN\")\n\n def delete_invite(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_invites = 1\n\n def add_team_user(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_users += [TeamUser(user_id=0, team_id=0, role=\"CREATOR\")]\n\n def commit():\n from tests.test_services import test_teams\n MockedTeamDatabase.stored_invites += MockedTeamDatabase.batch_invites\n MockedTeamDatabase.stored_team_users = MockedTeamDatabase.batch_team_users\n MockedTeamDatabase.batch_invites = 0\n MockedTeamDatabase.batch_team_users = []\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_invite_by_token.return_value = invite\n sys.modules[\"daos.teams\"].TeamDatabaseClient.delete_invite = MagicMock(side_effect=delete_invite)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team_user = MagicMock(side_effect=add_team_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = TeamService.accept_invite(data)\n self.assertEqual(0, MockedTeamDatabase.batch_invites)\n self.assertEqual(2, MockedTeamDatabase.stored_invites)\n self.assertEqual(0, len(MockedTeamDatabase.batch_team_users))\n self.assertEqual(1, len(MockedTeamDatabase.stored_team_users))\n self.assertIsInstance(response, SuccessfulTeamMessageResponse)\n\n def test_accept_invite_with_unknown_integrity_error_returns_bad_request(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n invite = TeamInvite(team_id=0, email=\"test@test\", token=\"TEST-TOKEN\")\n\n def delete_invite(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_invites = 1\n\n def add_team_user(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_users += [TeamUser(user_id=0, team_id=0, role=\"CREATOR\")]\n\n def commit():\n from tests.test_services import test_teams\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_invites = 0\n MockedTeamDatabase.batch_team_users = []\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_invite_by_token.return_value = invite\n sys.modules[\"daos.teams\"].TeamDatabaseClient.delete_invite = MagicMock(side_effect=delete_invite)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_team_user = MagicMock(side_effect=add_team_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n\n response = TeamService.accept_invite(data)\n self.assertEqual(0, MockedTeamDatabase.batch_invites)\n self.assertEqual(1, MockedTeamDatabase.stored_invites)\n self.assertEqual(0, len(MockedTeamDatabase.batch_team_users))\n self.assertEqual(0, len(MockedTeamDatabase.stored_team_users))\n self.assertIsInstance(response, UnsuccessfulTeamMessageResponse)\n\n def test_get_team_users_with_empty_list_works_properly(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n members = []\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_all_team_users_by_team_id.return_value = members\n\n response = TeamService.team_users(data)\n self.assertEqual(UserResponseStatus.LIST.value, response.json().get(\"status\"))\n self.assertEqual(0, len(response.users))\n self.assertIsInstance(response, SuccessfulUsersListResponse)\n\n def test_get_team_users_with_non_empty_list_works_properly(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n\n member1 = PublicUser(user_id=1)\n member1.team_id = 0\n member1.team_role = TeamRoles.MEMBER.value\n member2 = PublicUser(user_id=2)\n member2.team_id = 0\n member2.team_role = TeamRoles.MEMBER.value\n members = [member1, member2]\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_all_team_users_by_team_id.return_value = members\n\n response = TeamService.team_users(data)\n self.assertEqual(UserResponseStatus.LIST.value, response.json().get(\"status\"))\n self.assertEqual(2, len(response.users))\n self.assertEqual(1, response.users[0].get(\"id\"))\n self.assertEqual(TeamRoles.MEMBER.value, response.users[0].get(\"team_role\"))\n self.assertEqual(2, response.users[1].get(\"id\"))\n self.assertEqual(TeamRoles.MEMBER.value, response.users[1].get(\"team_role\"))\n self.assertIsInstance(response, SuccessfulUsersListResponse)\n\n def test_get_team_channels_with_empty_list_works_properly(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n channels = []\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_all_team_channels_by_team_id.return_value = channels\n\n response = TeamService.team_channels(data)\n self.assertEqual(UserResponseStatus.LIST.value, response.json().get(\"status\"))\n self.assertEqual(0, len(response.channels))\n self.assertIsInstance(response, SuccessfulChannelsListResponse)\n\n def test_get_team_channels_with_non_empty_list_works_properly(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n\n channel1 = Channel(channel_id=1, creator=ChannelCreator(user_id=0), name=\"TEST-1\", team_id=0)\n channel2 = Channel(channel_id=2, creator=ChannelCreator(user_id=0), name=\"TEST-2\", team_id=0)\n channels = [channel1, channel2]\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_all_team_channels_by_team_id.return_value = channels\n\n response = TeamService.team_channels(data)\n self.assertEqual(UserResponseStatus.LIST.value, response.json().get(\"status\"))\n self.assertEqual(2, len(response.channels))\n self.assertEqual(1, response.channels[0].get(\"id\"))\n self.assertEqual(\"TEST-1\", response.channels[0].get(\"name\"))\n self.assertEqual(2, response.channels[1].get(\"id\"))\n self.assertEqual(\"TEST-2\", response.channels[1].get(\"name\"))\n self.assertIsInstance(response, SuccessfulChannelsListResponse)\n\n def test_team_user_profile_returns_bad_request_when_user_service_returns_none(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MEMBER.value\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"services.users\"].UserService.team_user_profile.return_value = None\n\n response = TeamService.team_user_profile(data)\n self.assertEqual(TeamResponseStatus.USER_NOT_MEMBER.value, response.status)\n self.assertIsInstance(response, BadRequestTeamMessageResponse)\n\n def test_delete_user_not_found_returns_not_found_response(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_ids.return_value = None\n\n response = TeamService.delete_user(data)\n self.assertEqual(UserResponseStatus.USER_NOT_FOUND.value, response.status)\n self.assertIsInstance(response, NotFoundTeamMessageResponse)\n\n def test_delete_user_with_higher_role_returns_bad_request(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MEMBER.value\n delete_user = TeamUser(user_id=1, team_id=0, role=TeamRoles.MODERATOR.value)\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_ids.return_value = delete_user\n\n response = TeamService.delete_user(data)\n self.assertEqual(TeamResponseStatus.NOT_ENOUGH_PERMISSIONS.value, response.status)\n self.assertIsInstance(response, ForbiddenTeamMessageResponse)\n\n def test_delete_user_with_unknown_integrity_error_returns_unsuccessful(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MODERATOR.value\n delete_user = TeamUser(user_id=1, team_id=0, role=TeamRoles.MEMBER.value)\n\n def delete_team_user(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_users = 1\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_users = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_ids.return_value = delete_user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.delete_team_user = MagicMock(side_effect=delete_team_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n\n response = TeamService.delete_user(data)\n self.assertIsInstance(response, UnsuccessfulTeamMessageResponse)\n\n def test_delete_user_without_database_errors_works_properly(self):\n data = MagicMock()\n MockedTeamDatabase.batch_team_users = 0\n MockedTeamDatabase.stored_team_users = 1\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MODERATOR.value\n delete_user = TeamUser(user_id=1, team_id=0, role=TeamRoles.MEMBER.value)\n\n def delete_team_user(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_users += 1\n\n def commit():\n from tests.test_services import test_teams\n MockedTeamDatabase.stored_team_users -= MockedTeamDatabase.batch_team_users\n MockedTeamDatabase.batch_team_users = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_ids.return_value = delete_user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.delete_team_user = MagicMock(side_effect=delete_team_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = TeamService.delete_user(data)\n self.assertEqual(0, MockedTeamDatabase.batch_team_users)\n self.assertEqual(0, MockedTeamDatabase.stored_team_users)\n self.assertEqual(TeamResponseStatus.REMOVED.value, response.status)\n self.assertIsInstance(response, SuccessfulTeamMessageResponse)\n\n def test_change_role_to_creator_returns_bad_request(self):\n data = MagicMock()\n data.new_role = TeamRoles.CREATOR.value\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n\n response = TeamService.change_role(data)\n self.assertEqual(TeamResponseStatus.ROLE_UNAVAILABLE.value, response.status)\n self.assertIsInstance(response, BadRequestTeamMessageResponse)\n\n def test_change_role_to_not_member_user_returns_bad_request(self):\n data = MagicMock()\n data.new_role = TeamRoles.MODERATOR.value\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_ids.return_value = None\n\n response = TeamService.change_role(data)\n self.assertEqual(TeamResponseStatus.USER_NOT_MEMBER.value, response.status)\n self.assertIsInstance(response, BadRequestTeamMessageResponse)\n\n def test_change_role_with_database_error_returns_unsuccessful(self):\n data = MagicMock()\n data.new_role = TeamRoles.MODERATOR.value\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user_to_change = TeamUser(user_id=1, team_id=0, role=TeamRoles.MEMBER.value)\n\n def update_team_user(team_user):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_user = team_user\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_user = None\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_ids.return_value = user_to_change\n sys.modules[\"daos.teams\"].TeamDatabaseClient.update_team_user = MagicMock(side_effect=update_team_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n\n response = TeamService.change_role(data)\n self.assertIsNone(MockedTeamDatabase.batch_team_user)\n self.assertEqual(TeamRoles.MEMBER.value, MockedTeamDatabase.stored_team_user.role)\n self.assertIsInstance(response, UnsuccessfulTeamMessageResponse)\n\n def test_change_role_without_database_error_works_properly(self):\n data = MagicMock()\n data.new_role = TeamRoles.MODERATOR.value\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user_to_change = TeamUser(user_id=1, team_id=0, role=TeamRoles.MEMBER.value)\n\n def update_team_user(team_user):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_user = team_user\n\n def commit():\n MockedTeamDatabase.stored_team_user = MockedTeamDatabase.batch_team_user\n MockedTeamDatabase.batch_team_user = None\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_ids.return_value = user_to_change\n sys.modules[\"daos.teams\"].TeamDatabaseClient.update_team_user = MagicMock(side_effect=update_team_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = TeamService.change_role(data)\n self.assertIsNone(MockedTeamDatabase.batch_team_user)\n self.assertEqual(TeamRoles.MODERATOR.value, MockedTeamDatabase.stored_team_user.role)\n self.assertIsInstance(response, SuccessfulTeamMessageResponse)\n\n def test_leave_team_with_database_error_returns_unsuccessful(self):\n data = MagicMock()\n MockedTeamDatabase.batch_team_users = 0\n MockedTeamDatabase.stored_team_users = 1\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n delete_user = TeamUser(user_id=0, team_id=0)\n\n def delete_team_user(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_users = 1\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_users = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_ids.return_value = delete_user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.delete_team_user = MagicMock(side_effect=delete_team_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n\n response = TeamService.leave_team(data)\n self.assertEqual(0, MockedTeamDatabase.batch_team_users)\n self.assertEqual(1, MockedTeamDatabase.stored_team_users)\n self.assertIsInstance(response, UnsuccessfulTeamMessageResponse)\n\n def test_leave_team_without_database_error_works_properly(self):\n data = MagicMock()\n MockedTeamDatabase.batch_team_users = 0\n MockedTeamDatabase.stored_team_users = 1\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n delete_user = TeamUser(user_id=0, team_id=0)\n\n def delete_team_user(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team_users = 1\n\n def commit():\n from tests.test_services import test_teams\n MockedTeamDatabase.stored_team_users -= MockedTeamDatabase.batch_team_users\n MockedTeamDatabase.batch_team_users = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_user_in_team_by_ids.return_value = delete_user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.delete_team_user = MagicMock(side_effect=delete_team_user)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = TeamService.leave_team(data)\n self.assertEqual(0, MockedTeamDatabase.batch_team_users)\n self.assertEqual(0, MockedTeamDatabase.stored_team_users)\n self.assertEqual(TeamResponseStatus.REMOVED.value, response.status)\n self.assertIsInstance(response, SuccessfulTeamMessageResponse)\n\n def test_update_team_with_used_name_returns_bad_request(self):\n data = MagicMock()\n data.updated_team = {\"team_name\": \"TEST\"}\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n team = Team(team_id=0, name=\"TEST-0\")\n\n def update_team(team):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team = team\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n MockedTeamDatabase.batch_team = None\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"daos.teams\"].TeamDatabaseClient.update_team = MagicMock(side_effect=update_team)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_name.return_value = MagicMock()\n\n response = TeamService.update_information(data)\n self.assertIsNone(MockedTeamDatabase.batch_team)\n self.assertEqual(\"TEST-0\", MockedTeamDatabase.stored_team.name)\n self.assertEqual(TeamResponseStatus.ALREADY_REGISTERED.value, response.status)\n self.assertIsInstance(response, BadRequestTeamMessageResponse)\n\n def test_update_team_with_database_error_returns_unsuccessful(self):\n data = MagicMock()\n data.updated_team = {\"team_name\": \"TEST\"}\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n team = Team(team_id=0, name=\"TEST-0\")\n\n def update_team(team):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team = team\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n MockedTeamDatabase.batch_team = None\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"daos.teams\"].TeamDatabaseClient.update_team = MagicMock(side_effect=update_team)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_name.return_value = None\n\n response = TeamService.update_information(data)\n self.assertIsNone(MockedTeamDatabase.batch_team)\n self.assertEqual(\"TEST-0\", MockedTeamDatabase.stored_team.name)\n self.assertIsInstance(response, UnsuccessfulTeamMessageResponse)\n\n def test_update_team_without_database_error_works_properly(self):\n data = MagicMock()\n data.updated_team = {\"team_name\": \"TEST-1\"}\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MODERATOR.value\n team = Team(team_id=0, name=\"TEST-0\")\n\n def update_team(team):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_team = team\n return team\n\n def commit():\n from tests.test_services import test_teams\n MockedTeamDatabase.stored_team = MockedTeamDatabase.batch_team\n MockedTeamDatabase.batch_team = None\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"daos.teams\"].TeamDatabaseClient.update_team = MagicMock(side_effect=update_team)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = TeamService.update_information(data)\n self.assertIsNone(MockedTeamDatabase.batch_team)\n self.assertEqual(\"TEST-1\", MockedTeamDatabase.stored_team.name)\n self.assertEqual(TeamResponseStatus.UPDATED.value, response.status)\n self.assertIsInstance(response, SuccessfulTeamResponse)\n\n def test_search_team_users_with_empty_list_works_properly(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n members = []\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_all_team_users_by_likely_name.return_value = members\n\n response = TeamService.search_users(data)\n self.assertEqual(UserResponseStatus.LIST.value, response.json().get(\"status\"))\n self.assertEqual(0, len(response.users))\n self.assertIsInstance(response, SuccessfulUsersListResponse)\n\n def test_search_team_users_with_non_empty_list_works_properly(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n\n member1 = PublicUser(user_id=1)\n member1.team_id = 0\n member1.team_role = TeamRoles.MEMBER.value\n member2 = PublicUser(user_id=2)\n member2.team_id = 0\n member2.team_role = TeamRoles.MEMBER.value\n members = [member1, member2]\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_all_team_users_by_likely_name.return_value = members\n\n response = TeamService.search_users(data)\n self.assertEqual(UserResponseStatus.LIST.value, response.json().get(\"status\"))\n self.assertEqual(2, len(response.users))\n self.assertEqual(1, response.users[0].get(\"id\"))\n self.assertEqual(TeamRoles.MEMBER.value, response.users[0].get(\"team_role\"))\n self.assertEqual(2, response.users[1].get(\"id\"))\n self.assertEqual(TeamRoles.MEMBER.value, response.users[1].get(\"team_role\"))\n self.assertIsInstance(response, SuccessfulUsersListResponse)\n\n def test_delete_team_with_unknown_integrity_error_returns_unsuccessful(self):\n data = MagicMock()\n MockedTeamDatabase.batch_teams = 0\n MockedTeamDatabase.stored_teams = 1\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MODERATOR.value\n team = Team(team_id=0, name=\"TEST-0\")\n\n def delete_team(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_teams = 1\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_teams = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"daos.teams\"].TeamDatabaseClient.delete_team = MagicMock(side_effect=delete_team)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n\n response = TeamService.delete_team(data)\n self.assertEqual(0, MockedTeamDatabase.batch_teams)\n self.assertEqual(1, MockedTeamDatabase.stored_teams)\n self.assertIsInstance(response, UnsuccessfulTeamMessageResponse)\n\n def test_delete_team_without_unknown_integrity_works_properly(self):\n data = MagicMock()\n MockedTeamDatabase.batch_teams = 0\n MockedTeamDatabase.stored_teams = 1\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MODERATOR.value\n team = Team(team_id=0, name=\"TEST-0\")\n\n def delete_team(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_teams = 1\n\n def commit():\n from tests.test_services import test_teams\n MockedTeamDatabase.stored_teams -= MockedTeamDatabase.batch_teams\n MockedTeamDatabase.batch_teams = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_team_by_id.return_value = team\n sys.modules[\"daos.teams\"].TeamDatabaseClient.delete_team = MagicMock(side_effect=delete_team)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = TeamService.delete_team(data)\n self.assertEqual(0, MockedTeamDatabase.batch_teams)\n self.assertEqual(0, MockedTeamDatabase.stored_teams)\n self.assertEqual(TeamResponseStatus.REMOVED.value, response.status)\n self.assertIsInstance(response, SuccessfulTeamMessageResponse)\n\n def test_add_forbidden_word_already_registered_returns_bad_request(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MODERATOR.value\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_forbidden_word_by_word.return_value = MagicMock()\n\n response = TeamService.add_forbidden_word(data)\n self.assertEqual(TeamResponseStatus.ALREADY_REGISTERED.value, response.status)\n self.assertIsInstance(response, BadRequestTeamMessageResponse)\n\n def test_add_new_forbidden_with_unknown_integrity_error_returns_unsuccessful(self):\n data = MagicMock()\n data.word = \"TEST\"\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MODERATOR.value\n\n def add_forbidden_word(forbidden_word):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_forbidden_words += [forbidden_word]\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_forbidden_words = []\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_forbidden_word_by_word.return_value = None\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_forbidden_word = MagicMock(side_effect=add_forbidden_word)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n\n response = TeamService.add_forbidden_word(data)\n self.assertEqual(0, len(MockedTeamDatabase.batch_forbidden_words))\n self.assertEqual(0, len(MockedTeamDatabase.stored_forbidden_words))\n self.assertIsInstance(response, UnsuccessfulTeamMessageResponse)\n\n def test_add_new_forbidden_without_unknown_integrity_error_returns_unsuccessful(self):\n data = MagicMock()\n data.word = \"TEST\"\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MODERATOR.value\n\n def add_forbidden_word(forbidden_word):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_forbidden_words += [forbidden_word]\n\n def commit():\n from tests.test_services import test_teams\n MockedTeamDatabase.stored_forbidden_words += MockedTeamDatabase.batch_forbidden_words\n MockedTeamDatabase.batch_forbidden_words = []\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_forbidden_word_by_word.return_value = None\n sys.modules[\"daos.teams\"].TeamDatabaseClient.add_forbidden_word = MagicMock(side_effect=add_forbidden_word)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = TeamService.add_forbidden_word(data)\n self.assertEqual(0, len(MockedTeamDatabase.batch_forbidden_words))\n self.assertEqual(1, len(MockedTeamDatabase.stored_forbidden_words))\n self.assertEqual(TeamResponseStatus.ADDED.value, response.status)\n self.assertIsInstance(response, SuccessfulTeamMessageResponse)\n\n def test_get_forbidden_words_with_empty_list_works_properly(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n words = []\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_forbidden_words_from_team.return_value = words\n\n response = TeamService.forbidden_words(data)\n self.assertEqual(TeamResponseStatus.LIST.value, response.json().get(\"status\"))\n self.assertEqual(0, len(response.words))\n self.assertIsInstance(response, SuccessfulForbiddenWordsList)\n\n def test_get_forbidden_words_with_non_empty_list_works_properly(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n\n word1 = ForbiddenWord(word=\"TEST-1\", team_id=0)\n word2 = ForbiddenWord(word=\"TEST-2\", team_id=0)\n words = [word1, word2]\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_forbidden_words_from_team.return_value = words\n\n response = TeamService.forbidden_words(data)\n self.assertEqual(TeamResponseStatus.LIST.value, response.json().get(\"status\"))\n self.assertEqual(2, len(response.words))\n self.assertEqual(\"TEST-1\", response.words[0].get(\"word\"))\n self.assertEqual(\"TEST-2\", response.words[1].get(\"word\"))\n self.assertIsInstance(response, SuccessfulForbiddenWordsList)\n\n def test_delete_forbidden_word_not_found_returns_bad_request_response(self):\n data = MagicMock()\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MODERATOR.value\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_forbidden_word_by_id.return_value = None\n\n response = TeamService.delete_forbidden_word(data)\n self.assertEqual(TeamResponseStatus.NOT_FOUND.value, response.status)\n self.assertIsInstance(response, BadRequestTeamMessageResponse)\n\n def test_delete_forbidden_word_with_unknown_integrity_error_returns_unsuccessful(self):\n data = MagicMock()\n MockedTeamDatabase.batch_forbidden_words = 0\n MockedTeamDatabase.stored_forbidden_words = 1\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MODERATOR.value\n word = ForbiddenWord(word=\"TEST\", team_id=0)\n\n def delete_word(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_forbidden_words = 1\n\n def commit():\n raise IntegrityError(mock, mock, mock)\n\n def rollback():\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_forbidden_words = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_forbidden_word_by_id.return_value = word\n sys.modules[\"daos.teams\"].TeamDatabaseClient.delete_forbidden_word = MagicMock(side_effect=delete_word)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n sys.modules[\"daos.database\"].DatabaseClient.rollback = MagicMock(side_effect=rollback)\n\n response = TeamService.delete_forbidden_word(data)\n self.assertEqual(0, MockedTeamDatabase.batch_forbidden_words)\n self.assertEqual(1, MockedTeamDatabase.stored_forbidden_words)\n self.assertIsInstance(response, UnsuccessfulTeamMessageResponse)\n\n def test_delete_forbidden_word_without_unknown_integrity_error_returns_unsuccessful(self):\n data = MagicMock()\n MockedTeamDatabase.batch_forbidden_words = 0\n MockedTeamDatabase.stored_forbidden_words = 1\n\n '''Mocked outputs'''\n user = User(user_id=0)\n user.team_id = 0\n user.team_role = TeamRoles.MODERATOR.value\n word = ForbiddenWord(word=\"TEST\", team_id=0)\n\n def delete_word(_):\n from tests.test_services import test_teams\n MockedTeamDatabase.batch_forbidden_words = 1\n\n def commit():\n from tests.test_services import test_teams\n MockedTeamDatabase.stored_forbidden_words -= MockedTeamDatabase.batch_forbidden_words\n MockedTeamDatabase.batch_forbidden_words = 0\n\n sys.modules[\"models.authentication\"].Authenticator.authenticate_team.return_value = user\n sys.modules[\"daos.teams\"].TeamDatabaseClient.get_forbidden_word_by_id.return_value = word\n sys.modules[\"daos.teams\"].TeamDatabaseClient.delete_forbidden_word = MagicMock(side_effect=delete_word)\n sys.modules[\"daos.database\"].DatabaseClient.commit = MagicMock(side_effect=commit)\n\n response = TeamService.delete_forbidden_word(data)\n self.assertEqual(0, MockedTeamDatabase.batch_forbidden_words)\n self.assertEqual(0, MockedTeamDatabase.stored_forbidden_words)\n self.assertEqual(TeamResponseStatus.REMOVED.value, response.status)\n self.assertIsInstance(response, SuccessfulTeamMessageResponse)\n" }, { "alpha_fraction": 0.6126381158828735, "alphanum_fraction": 0.6129215359687805, "avg_line_length": 25.734848022460938, "blob_id": "bf349f299c8161b72f80e833b580e9a188f874bd", "content_id": "2670fec4b5134da271cee315e009cc51afea7791", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3529, "license_type": "no_license", "max_line_length": 119, "num_lines": 132, "path": "/dtos/models/messages.py", "repo_name": "MaxiSuppes/hypechat-server", "src_encoding": "UTF-8", "text": "from models.constants import UserRoles, ClientType\n\n\nclass Message:\n\n def __init__(self, sender_id, receiver_id, team_id, content, send_type, message_type, message_id=None):\n self.message_id = message_id\n self.sender_id = sender_id\n self.receiver_id = receiver_id\n self.team_id = team_id\n self.content = content\n self.send_type = send_type\n self.message_type = message_type\n\n\nclass Chat:\n\n def __init__(self, user_id, chat_id, team_id, offset=0):\n self.user_id = user_id\n self.chat_id = chat_id\n self.team_id = team_id\n self.offset = offset\n\n\nclass ChatMessage:\n\n def __init__(self, message_id, sender, receiver_id, team_id, content, message_type, timestamp):\n self.message_id = message_id\n self.sender = sender\n self.receiver_id = receiver_id\n self.team_id = team_id\n self.content = content\n self.message_type = message_type\n self.timestamp = timestamp\n\n\nclass UserMessageSender:\n\n def __init__(self, user_id, username, first_name, last_name, online=None):\n self.id = user_id\n self.username = username\n self.first_name = first_name\n self.last_name = last_name\n self.type = ClientType.USER.value\n self.online = online\n\n\nclass BotMessageSender:\n\n def __init__(self, bot_id, bot_name):\n self.id = bot_id\n self.name = bot_name\n self.type = ClientType.BOT.value\n\n\nclass Mention:\n\n def __init__(self, message_id, client_id):\n self.message_id = message_id\n self.client_id = client_id\n\n\nclass UserMention:\n\n def __init__(self, user_id, username, first_name, last_name):\n self.id = user_id\n self.type = ClientType.USER\n self.username = username\n self.first_name = first_name\n self.last_name = last_name\n\n\nclass ChannelMention:\n\n def __init__(self, channel_id, channel_name):\n self.id = channel_id\n self.type = ClientType.CHANNEL\n self.name = channel_name\n\n\nclass BotMention:\n\n def __init__(self, bot_id, bot_name):\n self.id = bot_id\n self.type = ClientType.BOT\n self.name = bot_name\n\n\nclass PreviewDirectMessage:\n\n def __init__(self, message_id, receiver_id, sender, content, message_type, timestamp, offset, chat_name,\n chat_online=False, chat_picture=None):\n self.message_id = message_id\n self.receiver_id = receiver_id\n self.sender = sender\n self.chat_name = chat_name\n self.chat_picture = chat_picture\n self.chat_online = chat_online\n self.content = content\n self.message_type = message_type\n self.timestamp = timestamp\n self.offset = offset\n\n\nclass PreviewChannelMessage:\n\n def __init__(self, message_id, chat_id, chat_name, chat_picture, sender, content, message_type, timestamp, offset):\n self.message_id = message_id\n self.chat_id = chat_id\n self.chat_name = chat_name\n self.chat_picture = chat_picture\n self.sender = sender\n self.content = content\n self.message_type = message_type\n self.timestamp = timestamp\n self.offset = offset\n\n\nclass MessageReceiver:\n\n def __init__(self, user_id, team_id, is_user):\n self.user_id = user_id\n self.team_id = team_id\n self.is_user = is_user\n\n\nclass MessageStats:\n\n def __init__(self, team_id, direct, channel):\n self.team_id = team_id\n self.direct = direct\n self.channel = channel\n" } ]
76
Micaiah-Chang/Python-stuff
https://github.com/Micaiah-Chang/Python-stuff
f4f677dd2625fa054d9f4beef3e0166008561a6e
8b9db191763dd4faa24b73431a2f8946c36978bf
dc3494eeb1dfbef99c73185973ed5be0531255fe
refs/heads/master
2020-06-05T03:58:09.464056
2013-07-10T22:04:01
2013-07-10T22:04:01
null
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5414965748786926, "alphanum_fraction": 0.5414965748786926, "avg_line_length": 24.736841201782227, "blob_id": "8ae1871fda06321357f7eaf100addfdfd5232059", "content_id": "4fcf3d8daf1397c5ab6b5a4f874d6f391534925c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1470, "license_type": "no_license", "max_line_length": 87, "num_lines": 57, "path": "/data_structures/binary_tree.py", "repo_name": "Micaiah-Chang/Python-stuff", "src_encoding": "UTF-8", "text": "class BinaryTree(object):\n \"\"\"Naive implementation of an unbalanced binary search tree. This is really bad.\"\"\"\n def __init__(self, root):\n self.root = BinaryNode(root, None)\n # Root\n\n def search(self, key):\n current = self.root\n\n while current.left != None or current.right != None:\n if key < current._key:\n current = current.left\n elif key > current._key:\n current = current.right\n elif key == current._key:\n return True, current\n return False, current\n\n def insert(self, new):\n value, current = self.search(new)\n if value:\n return\n else:\n if new < current._key:\n current.make_left(new)\n elif new > current._key:\n current.make_right(new)\n\n def deletion(self, remove):\n pass\n\n def find_min(self):\n pass\n\n def find_max(self):\n pass\n\n def find_predecessor(self, key):\n pass\n\n def rank(self, key):\n pass\n\nclass BinaryNode(object):\n \"\"\"Helper class that implements nodes\"\"\"\n def __init__(self, key, parent):\n self._key = key\n self.parent = parent\n self.left = None\n self.right = None\n # Key should never be mutated\n\n def make_left(self, child):\n self.left = BinaryNode(child, self)\n\n def make_right(self, child):\n self.right = BinaryNode(child, self)\n\n\n\n" }, { "alpha_fraction": 0.668647825717926, "alphanum_fraction": 0.6849925518035889, "avg_line_length": 27.04166603088379, "blob_id": "a46588bd3a2c0027fc2c84943b471be8fd2d6ccb", "content_id": "ecd2994553c427dac584bb999fd83ef8d1f7208b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 673, "license_type": "no_license", "max_line_length": 48, "num_lines": 24, "path": "/data_structures/tests/binary_tree_tests.py", "repo_name": "Micaiah-Chang/Python-stuff", "src_encoding": "UTF-8", "text": "from nose.tools import *\nfrom binary_tree.binary_tree import BinaryNode\nfrom binary_tree.binary_tree import BinaryTree\n\n\ndef test_key_init():\n node = BinaryNode(2,None)\n assert_equal(node._key, 2)\n assert_equal(node.parent, None)\n assert_equal(node.left, None)\n assert_equal(node.right, None)\n\ndef test_key_add():\n node_root = BinaryNode(2,None)\n node_root.make_left(1)\n node_root.make_right(3)\n assert_equal(node_root.left._key, 1)\n assert_equal(node_root.right._key, 3)\n assert_equal(node_root.left.parent._key, 2)\n assert_equal(node_root.right.parent._key, 2)\n\ndef test_tree():\n test_tree = BinaryTree(2)\n test_tree.insert(3)\n" } ]
2
lambda-my-aws/ozone
https://github.com/lambda-my-aws/ozone
621aa295bfbcfb28f5d015932c02727a8a34ebae
b09487fbb2a7b705f864b51e48e3336b30b9ebaf
c56f90e5af0ea373f81d3e038dcb4efc0e6b58d4
refs/heads/master
2020-06-04T09:38:10.515021
2019-06-17T09:19:16
2019-06-17T09:19:16
180,629,195
0
1
Apache-2.0
2019-04-10T17:17:35
2019-06-13T07:13:02
2019-06-13T10:21:06
Python
[ { "alpha_fraction": 0.40685543417930603, "alphanum_fraction": 0.41691505908966064, "avg_line_length": 28.016216278076172, "blob_id": "4b9ae8e79e6885e2604c664eec03e73f232c88f4", "content_id": "48df94a8b868b69c0b005d84e4fc8660a7df2d6b", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5368, "license_type": "permissive", "max_line_length": 81, "num_lines": 185, "path": "/ozone/resources/iam/roles/pipeline_role.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "import sys\nfrom troposphere import (\n GetAtt,\n Ref,\n Sub\n)\nfrom troposphere.iam import (\n Policy,\n Role\n)\nfrom ozone.resources.iam.roles import role_trust_policy\nfrom ozone.filters.arns import (\n s3_bucket as filter_s3bucket\n)\n\n\ndef _s3_access(**kwargs):\n s3_bucket = filter_s3bucket(kwargs['Bucket'], True)\n policy = Policy(\n PolicyName=\"LambdaLayers-S3Access\",\n PolicyDocument={\n \"Version\": \"2012-10-17\",\n \"Statement\": [\n {\n 'Effect': 'Allow',\n 'Resource': [\n s3_bucket\n ],\n 'Action': [\n 's3:PutObject',\n 's3:PutObjectVersion',\n 's3:GetObject',\n 's3:GetObjectVersion'\n ]\n }\n ]\n }\n )\n return policy\n\n\ndef _invoke_lambda_access(**kwargs):\n policy = Policy(\n PolicyName=\"Pipeline-LambdaAccess\",\n PolicyDocument={\n \"Version\": \"2012-10-17\",\n \"Statement\": [\n {\n 'Effect': 'Allow',\n 'Resource': [\n '*'\n ],\n 'Action': [\n 'lambda:Invoke',\n 'lambda:InvokeFunction',\n 'lambda:List*',\n 'lambda:Get*'\n ]\n }\n ]\n }\n )\n return policy\n\n\ndef _deploy_cloudformation_access(**kwargs):\n policy = Policy(\n PolicyName=\"LambdaLayers-PassRole\",\n PolicyDocument={\n \"Version\": \"2012-10-17\",\n \"Statement\": [\n {\n \"Action\": [\n \"iam:PassRole\"\n ],\n \"Resource\": \"*\",\n \"Effect\": \"Allow\",\n \"Condition\": {\n \"StringEqualsIfExists\": {\n \"iam:PassedToService\": [\n \"cloudformation.amazonaws.com\",\n ]\n }\n }\n },\n {\n \"Effect\": \"Allow\",\n \"Resource\": \"*\",\n \"Action\": [\n \"cloudformation:CreateStack\",\n \"cloudformation:DeleteStack\",\n \"cloudformation:DescribeStacks\",\n \"cloudformation:UpdateStack\",\n \"cloudformation:CreateChangeSet\",\n \"cloudformation:DeleteChangeSet\",\n \"cloudformation:DescribeChangeSet\",\n \"cloudformation:ExecuteChangeSet\",\n \"cloudformation:SetStackPolicy\",\n \"cloudformation:ValidateTemplate\"\n ]\n }\n ]\n }\n )\n return policy\n\n\ndef _source_codecommit_access(**kwargs):\n policy = Policy(\n PolicyName=\"LambdaLayers-CodeCommitAccess\",\n PolicyDocument={\n \"Version\": \"2012-10-17\",\n \"Statement\" : [\n {\n \"Resource\": \"*\",\n \"Effect\": \"Allow\",\n \"Action\": [\n \"codecommit:CancelUploadArchive\",\n \"codecommit:GetBranch\",\n \"codecommit:GetCommit\",\n \"codecommit:GetUploadArchiveStatus\",\n \"codecommit:UploadArchive\"\n ]\n }\n ]\n }\n )\n return policy\n\n\ndef _build_codebuild_access(**kwargs):\n policy = Policy(\n PolicyName=\"LambdaLayers-CodeBuildAccess\",\n PolicyDocument={\n \"Version\": \"2012-10-17\",\n \"Statement\": [\n {\n \"Action\": [\n \"codebuild:BatchGetBuilds\",\n \"codebuild:StartBuild\"\n ],\n \"Resource\": \"*\",\n \"Effect\": \"Allow\"\n }\n ]\n }\n )\n return policy\n\n\n\ndef pipelinerole_build(**kwargs):\n if not 'Bucket' in kwargs.keys():\n raise KeyError(f'Bucket is required to provide access to artifact store')\n policies = []\n policies.append(\n _s3_access(**kwargs)\n )\n stages = {\n 'Source': ['AmazonS3', 'CodeCommit', 'AmazonEcr'],\n 'Build': ['CodeBuild'],\n 'Test': ['CodeBuild'],\n 'Deploy': ['AmazonS3', 'Cloudformation', 'CodeDeploy', 'ServiceCatalog'],\n 'Invoke': ['Lambda']\n }\n\n for stage in stages:\n for service in stages[stage]:\n key = f'Use{service}'\n func_name = f'_{stage.lower()}_{service.lower()}_access'\n if key in kwargs.keys() and kwargs[key]:\n try:\n func = getattr(sys.modules[__name__], func_name)\n policies.append(func(**kwargs))\n except KeyError as error:\n raise KeyError(error)\n except AttributeError:\n pass\n\n role = Role(\n \"CodePipelineRole\",\n AssumeRolePolicyDocument=role_trust_policy('codepipeline'),\n Policies=policies\n )\n return role\n" }, { "alpha_fraction": 0.5576574802398682, "alphanum_fraction": 0.5644999146461487, "avg_line_length": 28.229412078857422, "blob_id": "285b1a0ad8d073f9494a28e66992823981b1b95c", "content_id": "8ded45a52cd4c572f8facd054d7f45afb6d6ac17", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4969, "license_type": "permissive", "max_line_length": 94, "num_lines": 170, "path": "/ozone/resources/iam/policies/s3_replica_kms.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "from troposphere import Sub\nfrom troposphere.iam import Policy\nfrom ozone.filters.arns import (\n s3_bucket as filter_s3bucket,\n kms_key as filter_kmskey,\n kms_alias as filter_keyalias\n\n\ndef _allow_s3_replication_source_access(source_bucket):\n \"\"\"\n Args:\n source_bucket: name or ARN of the source bucket for replication\n Returns:\n statement dict()\n \"\"\"\n statement = {\n \"Sid\": \"AllowObjectReplicationAccessFromSourceBucket\",\n \"Action\": [\n \"s3:ListBucket\",\n \"s3:GetReplicationConfiguration\",\n \"s3:GetObjectVersionForReplication\",\n \"s3:GetObjectVersionAcl\",\n \"s3:GetObjectVersionTagging\"\n ],\n \"Effect\": \"Allow\",\n \"Resource\": [\n f'{source_bucket}',\n f'{source_bucket}/*'\n ]\n }\n return statement\n\n\ndef _allow_s3_replication_replica_access(replica_bucket, replica_key):\n \"\"\"\n Args:\n replica_bucket: name or ARn of the replica bucket\n Returns:\n statement dict()\n \"\"\"\n statement = {\n \"Sid\": \"AllowObjectReplicationToReplicaBucket\",\n \"Action\": [\n \"s3:ReplicateObject\",\n \"s3:ReplicateDelete\",\n \"s3:ReplicateTags\",\n \"s3:GetObjectVersionTagging\"\n ],\n \"Effect\": \"Allow\",\n \"Condition\": {\n \"StringLikeIfExists\": {\n \"s3:x-amz-server-side-encryption\": [\n \"aws:kms\",\n \"AES256\"\n ],\n \"s3:x-amz-server-side-encryption-aws-kms-key-id\": [\n replica_key\n ]\n }\n },\n \"Resource\": f'{replica_bucket}/*'\n }\n return statement\n\n\ndef _allow_kms_decrypt_source(source_bucket, source_key):\n \"\"\"\n Args:\n source_bucket: name or ARN of the source bucket for replication\n source_key: Key ID / ARN of the key used to decrypt source\n Returns:\n statement dict()\n \"\"\"\n statement = {\n \"Sid\": \"AllowKmsDecryptForObjectFromSourceBucket\",\n \"Action\": [\n \"kms:Decrypt\"\n ],\n \"Effect\": \"Allow\",\n \"Condition\": {\n \"StringLike\": {\n \"kms:ViaService\": Sub(\"s3.${AWS::Region}.${AWS::URLSuffix}\"),\n \"kms:EncryptionContext:aws:s3:arn\": [\n f'{source_bucket}',\n f'{source_bucket}/*'\n ]\n }\n },\n \"Resource\": [\n source_key\n ]\n }\n return statement\n\n\ndef _allow_kms_encrypt_replica(replica_bucket, replica_key):\n \"\"\"\n Args:\n replica_bucket: name or ARN of the replica bucket for replication\n replica_key: Key ID / ARN of the key used to encrypt source\n Returns:\n statement dict()\n \"\"\"\n statement = {\n \"Sid\": \"AllowKmsEncryptForObjectToReplicaBucket\",\n \"Action\": [\n \"kms:Encrypt\"\n ],\n \"Effect\": \"Allow\",\n \"Condition\": {\n \"StringLike\": {\n \"kms:ViaService\": Sub(\"s3.${ReplicaRegion}.${AWS::URLSuffix}\"),\n \"kms:EncryptionContext:aws:s3:arn\": [\n f'{replica_bucket}/*'\n ]\n }\n },\n \"Resource\": [\n replica_key\n ]\n }\n return statement\n\n\ndef iam_role_replica_with_kms(source_bucket, replica_bucket, source_key, replica_key):\n \"\"\"\n Args:\n source_bucket: name/ARN of the source bucket\n replica_bucket: name/ARN of the replica bucket\n source_key: source_key ID or Alias for KMS encryption\n replica_key: key ID or Alias for KMS Encryption in the replica region\n Returns:\n policy Policy()\n \"\"\"\n source_bucket = filter_s3bucket(source_bucket)\n replica_bucket = filter_s3bucket(replica_bucket)\n try:\n filter_replica_key = filter_kmskey(replica_key)\n except ValueError as error:\n pass\n try:\n filter_replica_key = filter_keyalias(replica_key)\n except:\n raise ValueError(\"Double failure\")\n\n try:\n filter_source_key = filter_kmskey(source_key)\n except ValueError:\n pass\n try:\n filter_source_key = filter_keyalias(source_key)\n except ValueError:\n raise ValueError (\"the KMS Key input is neither a valid Key ID or Key Alias\")\n\n assert source_bucket\n assert replica_bucket\n statement = []\n statement.append(_allow_s3_replication_source_access(source_bucket))\n statement.append(_allow_s3_replication_replica_access(replica_bucket, filter_replica_key))\n statement.append(_allow_kms_decrypt_source(source_bucket, filter_source_key))\n statement.append(_allow_kms_encrypt_replica(replica_bucket, filter_replica_key))\n policy_doc = {\n \"Version\": \"2012-10-17\",\n \"Statement\": statement\n }\n policy = Policy(\n PolicyName=\"AllowBucketReplicationWithKmsEncryptDecrypt\",\n PolicyDocument=policy_doc\n )\n return policy\n" }, { "alpha_fraction": 0.45038166642189026, "alphanum_fraction": 0.48091602325439453, "avg_line_length": 17.714284896850586, "blob_id": "867c4fb86ea74c902bb2939c80911d2787368234", "content_id": "9edf2b55fd60d00fe1ff9082192ec83399c51763", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 131, "license_type": "permissive", "max_line_length": 34, "num_lines": 7, "path": "/ozone/__init__.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\n\n\"\"\"Top-level package for ozone.\"\"\"\n\n__author__ = \"\"\"John Mille\"\"\"\n__email__ = '[email protected]'\n__version__ = '0.1.0'\n" }, { "alpha_fraction": 0.5538461804389954, "alphanum_fraction": 0.5538461804389954, "avg_line_length": 8.285714149475098, "blob_id": "5f8df2e20cc42480b939e66c77064d1e583dfb59", "content_id": "8159fc3c6b989048883665ef0ba2ef0e03c54d13", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 65, "license_type": "permissive", "max_line_length": 27, "num_lines": 7, "path": "/docs/usage.rst", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "=====\nUsage\n=====\n\nTo use ozone in a project::\n\n import ozone\n" }, { "alpha_fraction": 0.6502590775489807, "alphanum_fraction": 0.6502590775489807, "avg_line_length": 24.733333587646484, "blob_id": "c4c1427784b3491027ad0d9cd867fc36eb6d4322", "content_id": "0d2ea18a863688c352acbe9d7f3a9efe7cab0485", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 386, "license_type": "permissive", "max_line_length": 88, "num_lines": 15, "path": "/ozone/tags/__init__.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "from troposphere.cloudformation import AWSCustomObject\nfrom troposphere import Tags\n\n\nclass IamRoleTags(AWSCustomObject):\n \"\"\"\n Class used to call a Lambda function as part of the template to resolve some values\"\n \"\"\"\n resource_type = \"Custom::RoleTags\"\n\n props = {\n 'ServiceToken': (str, True),\n 'RoleName': (str, True),\n 'Tags': (Tags, True)\n }\n" }, { "alpha_fraction": 0.5114285945892334, "alphanum_fraction": 0.5114285945892334, "avg_line_length": 18.44444465637207, "blob_id": "11acad87329c2a87a8c5c952970e6b4489b62c19", "content_id": "8f6da242e692921c00edee1e6dea679ccaa0eadb", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 350, "license_type": "permissive", "max_line_length": 62, "num_lines": 18, "path": "/ozone/resources/kms/alias.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "from troposphere.kms import (\n Alias\n)\n\ndef alias_build(**kwargs):\n \"\"\"\n Args:\n kwargs:\n AliasName: str() is the name of the alias\n TargetKeyId: str() of the Key Unique ID or ARN\n Returns:\n alias Alias()\n \"\"\"\n alias = Alias(\n 'KmsKeyAlias',\n **kwargs\n )\n return alias\n" }, { "alpha_fraction": 0.6212201714515686, "alphanum_fraction": 0.6259946823120117, "avg_line_length": 32.07017517089844, "blob_id": "3878582a1cbbecc56ea3a12f2c213c82a29fb849", "content_id": "6e3e620c3210de8c7b4e77b7b7750447f986be92", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1885, "license_type": "permissive", "max_line_length": 117, "num_lines": 57, "path": "/codebuild/layer.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\"\"\"\nScript to generate the CFN template for the library into a Lambda Layer from within the CodeBuild of the Layer Build.\n\"\"\"\nfrom datetime import datetime as dt\nfrom ozone.templates.awslambdalayer import template\nfrom os import environ\nfrom json import dumps\nfrom argparse import ArgumentParser\nimport boto3\n\ndef get_artifact_location():\n \"\"\"\n Retrieves the Destination bucket and path of the Layer from CodeBuild within the job\n \"\"\"\n job_id = environ['CODEBUILD_BUILD_ID']\n client = boto3.client('codebuild')\n build_info = client.batch_get_builds(\n ids=[job_id]\n )['builds'][0]\n location = build_info['artifacts']['location'].strip('aws:arn:s3:::')\n bucket = location.split('/')[0]\n key = location.split('/', 1)[-1]\n return (bucket, key)\n\n\nif __name__ == '__main__':\n PARSER = ArgumentParser('Codebuild CFN template and params build')\n PARSER.add_argument(\n '--path', help='Path where CFN files are created', required=True\n )\n ARGS = PARSER.parse_args()\n BUILD_DEST = get_artifact_location()\n LAYER_NAME = environ['LAYER_NAME']\n PY_VERSION = environ['PY_VERSION']\n DATE = dt.utcnow().isoformat()\n TPL = template(make_public=True, Runtimes=[PY_VERSION], Bucket=BUILD_DEST[0], Key=BUILD_DEST[1])\n TPL.set_metadata({\n 'Author': 'John Mille [email protected]',\n 'Version': DATE,\n 'BuildBy': 'CodePipeline/CodeBuild',\n 'LayerName': LAYER_NAME\n })\n TPL.set_description(f'Template for {LAYER_NAME} - {DATE}')\n with open(f'{ARGS.path}/layer_template.yml', 'w') as fd:\n fd.write(TPL.to_yaml())\n template_config = {\n 'Parameters':\n {\n 'LayerName': LAYER_NAME\n },\n 'Tags': {\n 'Name': LAYER_NAME\n }\n }\n with open(f'{ARGS.path}/layer_config.json', 'w') as fd:\n fd.write(dumps(template_config))\n" }, { "alpha_fraction": 0.6641221642494202, "alphanum_fraction": 0.6641221642494202, "avg_line_length": 28.11111068725586, "blob_id": "5a4ffa4c8f6444facddc560b36eed59ec7d8f203", "content_id": "22a49bccf8280bb0f6c3643d901ed9fa900f2347", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 262, "license_type": "permissive", "max_line_length": 69, "num_lines": 9, "path": "/ozone/filters/__init__.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "\"\"\"\nScripts used across the board to format all sorts outputs and strings\n\"\"\"\n\ndef get_resource_type(object_name, strip=True):\n res_type = object_name.resource_type.replace(':', '')\n if strip:\n return res_type.replace('AWS', '')\n return res_type\n" }, { "alpha_fraction": 0.5760066509246826, "alphanum_fraction": 0.5781307816505432, "avg_line_length": 28.90884017944336, "blob_id": "ae71bc02b44b198552123786a890d8c90e9de067", "content_id": "a54bda7cefc846baf3360d5ca306c2a8d13db94b", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 10828, "license_type": "permissive", "max_line_length": 103, "num_lines": 362, "path": "/ozone/resources/devtools/pipeline.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "\"\"\"\nSet of functions to use to create a CodePipeline pipeline using Troposphere\n\"\"\"\nimport re\nimport sys\nfrom troposphere import (\n ImportValue,\n Select,\n GetAtt,\n Ref,\n Sub\n)\nfrom troposphere.codepipeline import (\n Pipeline,\n Stages,\n Actions,\n ActionTypeId,\n InputArtifacts,\n OutputArtifacts,\n ArtifactStore,\n DisableInboundStageTransitions\n)\nfrom ozone.filters.arns import (\n iam_role as filter_iamrole,\n s3_bucket as filter_s3bucket,\n lambda_function as filter_lambda\n)\nfrom ozone.filters import get_resource_type\nfrom troposphere.codebuild import Project\n\n\nCFN_TEMPLATE_ARTIFACT_PATH_PATTERN = r'(([\\w]+)::([a-z\\/]+).(json|yaml|yml))'\nNON_ALPHANUM = r'([^\\w])'\n\n\nclass PipelineActions(Actions, object):\n \"\"\"\n \"\"\"\n _action = None\n _config = {}\n\n @property\n def config(self):\n return self.__config\n\n @config.setter\n def config(self, config):\n self.__config = config\n\n @property\n def action_type(self):\n return self.__action_type\n\n @action_type.setter\n def action_type(self, action_type):\n self.__action_type = action_type\n\n @property\n def outputs(self):\n return self.__outputs\n\n @outputs.setter\n def outputs(self, name):\n self.__outputs = [\n OutputArtifacts(Name=name)\n ]\n\n def filter_args(self, kwargs, args, valid_types):\n for arg in kwargs.keys():\n if arg not in args:\n raise KeyError(f'Source action requires {arg}')\n if not isinstance(kwargs[arg], valid_types):\n raise TypeError(f'{key} has to be of type', valid_types)\n\n\n def output_as_input(self, inputs):\n \"\"\"\n Takes a list of ouputs OutputArtifacts and transforms it into a list of\n inputs InputArtifacts\n \"\"\"\n outputs = []\n self.check_output_artifacts(inputs)\n for input_object in inputs:\n outputs.append(InputArtifacts(Name=input_object.Name))\n return outputs\n\n\n def check_input_artifacts(self, input_artifacts):\n \"\"\"\n Args:\n input_artifacts: list of InputArtifacts\n Returns:\n bool if all okay\n Raises:\n TypeError if the list of artifacts is not right\n \"\"\"\n if not isinstance(input_artifacts, list):\n raise TypeError('input_artifacts must be of type', list)\n for artifact in input_artifacts:\n if not isinstance(artifact, InputArtifacts):\n raise TypeError(f'Input artifact {artifact} must be of type', InputArtifacts)\n return True\n\n\n def check_output_artifacts(self, output_artifacts):\n \"\"\"\n Args:\n output_artifacts: list of InputArtifacts\n Returns:\n bool if all okay\n Raises:\n TypeError if the list of artifacts is not right\n \"\"\"\n if not isinstance(output_artifacts, list):\n raise TypeError('output_artifacts must be of type', list)\n for artifact in output_artifacts:\n if not isinstance(artifact, OutputArtifacts):\n raise TypeError(f'Output artifact {artifact} must be of type', OutputArtifacts)\n\n\n\nclass SourceAction(PipelineActions, object):\n \"\"\"\n Class to create a \"Source\" Pipeline action\n \"\"\"\n _actions_args_types = (Ref, Sub, GetAtt, str)\n _supported_providers = ['GitHub', 'CodeCommit']\n _github_args = ['Repo', 'Branch', 'Owner', 'OAuthToken']\n _github_action_type = ActionTypeId(\n Category=\"Source\",\n Owner=\"ThirdParty\",\n Provider=\"GitHub\",\n Version=\"1\"\n )\n _codecommit_args = ['RepositoryName', 'BranchName']\n _codecomit_action_type = ActionTypeId(\n Category=\"Source\",\n Owner=\"AWS\",\n Provider=\"CodeCommit\",\n Version=\"1\"\n )\n\n __config = {}\n __action_type = None\n __outputs = None\n\n @property\n def outputs(self):\n return self.__outputs\n\n @outputs.setter\n def outputs(self, name):\n self.__outputs = [\n OutputArtifacts(Name=name)\n ]\n\n\n def __init__(self, name, provider, config):\n self.config = config\n self.set_source_action(provider)\n self.outputs = re.sub(NON_ALPHANUM, '', name)\n super().__init__(\n Name=name,\n ActionTypeId=self.action_type,\n Configuration=self.config,\n OutputArtifacts=self.outputs,\n RunOrder=\"1\"\n )\n\n def set_source_action(self, provider):\n provider_name = provider.lower()\n args = getattr(self, f'_{provider_name}_args')\n self.action_type = getattr(self, f'_{provider_name}_action_type')\n self.filter_args(self.config, args, self._actions_args_types)\n if provider_name == 'github':\n self.config['PollForSourceChanges'] = False\n\n\n\nclass BuildAction(PipelineActions, object):\n \"\"\"\n \"\"\"\n __config = {}\n _codebuild_action_type = ActionTypeId(\n Category=\"Build\",\n Owner=\"AWS\",\n Version=\"1\",\n Provider=\"CodeBuild\"\n )\n\n @property\n def build_name(self):\n return self.__build_name\n\n @build_name.setter\n def build_name(self, name):\n build_resource = get_resource_type(Project)\n if isinstance(name, (Sub, Ref, Select, ImportValue)):\n self.__build_name = name\n else:\n self.__build_name = ImportValue(f'{name}-{build_resource}-Name')\n\n @property\n def project_name(self):\n return self.__build_name\n\n @project_name.setter\n def project_name(self, name):\n self.__project_name = name\n\n\n def __init__(self, name, inputs, project_name, primary_source=None):\n self.check_output_artifacts(inputs)\n self.inputs = self.output_as_input(inputs)\n self.project_name = project_name\n self.build_name = project_name\n if len(inputs) > 5:\n raise ValueError('CodeBuild does not support more than 5 input artifacts')\n self.config = {}\n self.config['ProjectName'] = self.project_name\n if primary_source is not None:\n self.config['PrimarySource'] = primary_source\n elif len(inputs) > 1:\n self.config['PrimarySource'] = self.inputs[0].Name\n self.action_type = self._codebuild_action_type\n self.outputs = re.sub(NON_ALPHANUM, '', project_name)\n\n super().__init__(\n Name=self.build_name,\n InputArtifacts=self.inputs,\n ActionTypeId=self.action_type,\n Configuration=self.config,\n OutputArtifacts=self.outputs,\n RunOrder=\"1\"\n )\n\n\nclass DeployAction(PipelineActions, object):\n \"\"\"\n \"\"\"\n _max_inputs_cloudformation = 10\n _valid_providers = ['CloudFormation'] # unsuported yet, 'CodeDeploy', 'S3']\n\n def __init__(self, name, inputs, provider, **kwargs):\n self.check_output_artifacts(inputs)\n self.inputs = self.output_as_input(inputs)\n if provider not in self._valid_providers:\n raise ValueError(f'provider {provider} is not a supported provider', self._valid_providers)\n action_provider = provider.lower()\n try:\n klass = getattr(self, action_provider)\n deployer = klass(**kwargs)\n except AttributeError:\n raise AttributeError(f'Error importing {action_provider}')\n if 'RunOrder' in kwargs.keys() and isinstance(kwargs['RunOrder'], str):\n setattr(deployer.action, 'RunOrder', kwargs['RunOrder'])\n if 'Name' in kwargs.keys() and isinstance(kwargs['Name'], str):\n setattr(deployer.action, 'Name', kwargs['Name'])\n super().__init__(\n Name=name,\n InputArtifacts=self.inputs,\n ActionTypeId=deployer.action_type,\n Configuration=deployer.config,\n RunOrder=\"1\"\n )\n\n\n class cloudformation():\n \"\"\"\n For Cloudformation deployment\n \"\"\"\n required_keys = ['RoleArn', 'StackName', 'TemplatePath']\n\n action_type = ActionTypeId(\n Category=\"Deploy\",\n Owner=\"AWS\",\n Version=\"1\",\n Provider=\"CloudFormation\"\n )\n def __init__(self, **kwargs):\n assert all(key in kwargs.keys() for key in self.required_keys)\n pattern = re.compile(CFN_TEMPLATE_ARTIFACT_PATH_PATTERN)\n template_path = kwargs['TemplatePath']\n if not (kwargs['TemplatePath'].startswith('https://s3.amazonaws.com') or\n pattern.match(kwargs['TemplatePath'])):\n raise ValueError(\n 'TemplatePath must either be a full path to S3'\n f'or use the pattern {CFN_TEMPLATE_ARTIFACT_PATH_PATTERN}'\n )\n self.config = {\n 'StackName': kwargs['StackName'],\n 'ActionMode': 'CREATE_UPDATE',\n 'RoleArn': filter_iamrole(kwargs['RoleArn']),\n 'TemplatePath': kwargs['TemplatePath']\n }\n if 'ActionMode' in kwargs.keys():\n self.config['ActionMode'] = kwargs['ActionMode']\n\n\n\n\n\nclass InvokeAction(PipelineActions, object):\n \"\"\"\n \"\"\"\n def __init__(self, name, inputs, function_name, **kwargs):\n self.check_output_artifacts(inputs)\n self.inputs = self.output_as_input(inputs)\n self.config = {\n 'FunctionName': filter_lambda(function_name)\n }\n if 'UserParameters' in kwargs.keys():\n self.config['UserParameters'] = kwargs['UserParameters']\n self.outputs = re.sub(NON_ALPHANUM, '', name)\n super().__init__(\n Name=\"GenerateCfnTemplate\",\n InputArtifacts=self.inputs,\n OutputArtifacts=self.outputs,\n ActionTypeId=ActionTypeId(\n Category=\"Invoke\",\n Owner=\"AWS\",\n Version=\"1\",\n Provider=\"Lambda\"\n ),\n Configuration=self.config,\n RunOrder=\"1\"\n )\n\n\nclass CodePipeline(Pipeline, object):\n \"\"\"\n \"\"\"\n\n _stages_list = []\n\n @property\n def stages_list(self):\n return self._stages_list\n\n @stages_list.setter\n def stages_list(self, stages):\n for stage in stages:\n self._stages_list.append(Stages(Name=stage[0], Actions=stage[1]))\n\n\n def __init__(self, title, role, bucket, stages, name=None, **kwargs):\n \"\"\"\n Args:\n title: Name of the object in the template\n \"\"\"\n self.stages_list = stages\n\n super().__init__(\n title,\n Stages=self.stages_list,\n RestartExecutionOnUpdate=True,\n RoleArn=filter_iamrole(role),\n ArtifactStore=ArtifactStore(\n Type=\"S3\",\n Location=bucket\n )\n )\n\n" }, { "alpha_fraction": 0.6207764148712158, "alphanum_fraction": 0.6211358904838562, "avg_line_length": 25.495237350463867, "blob_id": "49c133ce571b57ba86688cdd54a57e428a3194d7", "content_id": "6bef81391b9ce2e77999c9253207e16b56001590", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2782, "license_type": "permissive", "max_line_length": 77, "num_lines": 105, "path": "/ozone/templates/awslambdalayer_pipeline.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "\"\"\"\nStatic Pipeline representation to create a CodePipeline dedicated to building\nLambda Layers\n\"\"\"\n\nfrom troposphere import (\n Parameter,\n Template,\n GetAtt,\n Ref,\n Sub\n)\n\nfrom ozone.handlers.lambda_tools import check_params_exist\nfrom ozone.resources.iam.roles.pipeline_role import pipelinerole_build\nfrom ozone.resources.devtools.pipeline import (\n SourceAction,\n BuildAction,\n DeployAction,\n InvokeAction,\n CodePipeline\n)\nfrom ozone.outputs import object_outputs\n\n\ndef template(**kwargs):\n \"\"\"\n \"\"\"\n\n template_required_params = [\n 'BucketName',\n 'Source', 'LayerBuildProjects', 'LayersMergeProject',\n 'LayerName', 'GeneratorFunctionName', 'CloudformationRoleArn'\n ]\n check_params_exist(template_required_params, kwargs)\n template = Template()\n token = template.add_parameter(Parameter(\n 'GitHubOAuthToken',\n Type=\"String\",\n NoEcho=True\n ))\n role = pipelinerole_build(\n UseCodeCommit=True,\n UseCodeBuild=True,\n UseLambda=True,\n UseCloudformation=True,\n Bucket=kwargs['BucketName']\n )\n if kwargs['Source']['Provider'].lower() == 'github':\n kwargs['Source']['Config']['OAuthToken'] = Ref(token)\n source = SourceAction(\n name='SourceCode',\n provider=kwargs['Source']['Provider'],\n config=kwargs['Source']['Config']\n )\n build_actions = []\n builds_projects = kwargs['LayerBuildProjects']\n for project in builds_projects:\n build_actions.append(BuildAction(\n project,\n source.outputs,\n project\n ))\n build_outputs = []\n for action in build_actions:\n build_outputs += action.outputs\n\n merge_action = BuildAction(\n 'MergeAction',\n build_outputs,\n kwargs['LayersMergeProject']\n )\n invoke = InvokeAction(\n 'GenerateTemplateForCfn',\n merge_action.outputs,\n function_name=kwargs['GeneratorFunctionName']\n )\n\n input_name = invoke.outputs[0].Name\n deploy = DeployAction(\n 'DeployToCfn',\n invoke.outputs,\n 'CloudFormation',\n StackName=f'layer-{kwargs[\"LayerName\"]}',\n RoleArn=kwargs['CloudformationRoleArn'],\n TemplatePath=f'{input_name}::tmp/template.json'\n )\n stages = [\n ('Source', [source]),\n ('BuildLayers', build_actions),\n ('MergeLayers', [merge_action]),\n ('GenerateCfnTemplate', [invoke]),\n ('DeployWithCfn', [deploy]),\n ]\n\n pipeline = CodePipeline(\n 'Pipeline',\n GetAtt(role, 'Arn'),\n kwargs['BucketName'],\n stages\n )\n template.add_resource(role)\n template.add_resource(pipeline)\n template.add_output(object_outputs(pipeline, True))\n return template\n" }, { "alpha_fraction": 0.7120000123977661, "alphanum_fraction": 0.7120000123977661, "avg_line_length": 22.148147583007812, "blob_id": "f6fb315336803dfc6223f886e89add2b42f05cdf", "content_id": "bfc92f8570fdcfc025594a7133a5f480315dbfcf", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 625, "license_type": "permissive", "max_line_length": 62, "num_lines": 27, "path": "/ozone/templates/examples/function_template.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\nimport yaml\nfrom ozone.templates.awslambda import template\nfrom ozone.resources.iam.policies import AWS_LAMBDA_BASIC_EXEC\nfrom troposphere.iam import Role\n\nROLE = Role(\n 'IamRole',\n Path='/lambda/demo',\n ManagedPoliciesArns=[AWS_LAMBDA_BASIC_EXEC]\n)\n\nwith open('function_config.yml', 'r') as fd:\n CONFIG = yaml.safe_load(fd.read())\n\nassert CONFIG\nTEMPLATE_ARGS = {}\n\nif 'layers' in CONFIG.keys():\n TEMPLATE_ARGS['Layers'] = CONFIG['layers']\n\nTEMPLATE_ARGS['Role'] = 'dummyrole'\nTEMPLATE_ARGS['Runtime'] = CONFIG['runtime']\nTEMPLATE = template(**TEMPLATE_ARGS)\n\nprint(TEMPLATE.to_json())\n" }, { "alpha_fraction": 0.5566315650939941, "alphanum_fraction": 0.5583158135414124, "avg_line_length": 38.56666564941406, "blob_id": "bd2b5abba1f6af35ac60b8a1724482c348fb77a5", "content_id": "d50fc1b48576a44cd01942f1155b3664719a267a", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2375, "license_type": "permissive", "max_line_length": 115, "num_lines": 60, "path": "/ozone/resolvers/codebuild/runtime.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "import boto3\nimport re\n\n\nCODEBUILD_PLATFORMS = ['UBUNTU']\n\ndef cleanup_version(version_str):\n \"\"\"\n Function that replaces the parts of the string as decribed in pairs in the dict\n Allows to run a sub(x, y, str) of another sub for each key of hte dict\n \"\"\"\n dict = {\n 'aws/codebuild/': '',\n '.': '',\n ':': '',\n '-': '',\n '_': ''\n }\n regex = re.compile(\"(%s)\" % \"|\".join(map(re.escape, dict.keys())))\n return regex.sub(lambda word: dict[word.string[word.start():word.end()]], version_str)\n\n\ndef generate_runtime_mapping_and_parameters(languages):\n client = boto3.client('codebuild')\n try:\n mappings = {}\n params_languages = []\n params_versions = []\n platform_mappings = {}\n platforms = client.list_curated_environment_images()['platforms']\n for platform in platforms:\n if platform['platform'] in CODEBUILD_PLATFORMS:\n platform_key = platform['platform'].lower()\n platform_mappings[platform_key] = {}\n for language in platform['languages']:\n if language['language'].lower() in languages:\n language_name = language['language']\n language_key = cleanup_version(language['language'].lower())\n params_languages.append(language_key)\n platform_mappings[platform_key][language_key] = {}\n for image in language['images']:\n language_version = cleanup_version(image['name'])\n params_versions.append(language_version)\n platform_mappings[platform_key][language_key][language_version] = language_version\n platform_mappings[platform_key][language_key][language_version] = image['versions'][-1]\n mappings = {}\n for platform in CODEBUILD_PLATFORMS:\n key = platform.lower()\n for j in platform_mappings[key]:\n mappings[j] = platform_mappings[key][j]\n return (True, mappings, params_languages, params_versions)\n except Exception as error:\n return None\n\nif __name__ == '__main__':\n import json\n print(json.dumps(\n generate_runtime_mapping_and_parameters(['python', 'node_js', 'docker']),\n indent=2\n ))\n\n" }, { "alpha_fraction": 0.512632429599762, "alphanum_fraction": 0.5191524028778076, "avg_line_length": 24.82105255126953, "blob_id": "d8c522ceaef9e297ef450b06e8dbf5278cf7663c", "content_id": "857a4180ddffcd62428eab16a6e63ca8a466846f", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2454, "license_type": "permissive", "max_line_length": 99, "num_lines": 95, "path": "/ozone/resources/iam/roles/__init__.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "from troposphere import (\n Tags,\n Ref,\n Sub\n)\nfrom troposphere.iam import (\n Policy, Role\n)\nfrom ozone.tags import IamRoleTags\n\nfrom datetime import date\nimport hashlib\n\ndef role_trust_policy(service_name, require_mfa=False, external_id=None):\n \"\"\"\n \"\"\"\n statement = {\n \"Effect\": \"Allow\",\n \"Principal\": {\n \"Service\": [\n Sub(f'{service_name}.${{AWS::URLSuffix}}')\n ]\n },\n \"Action\": [ \"sts:AssumeRole\" ]\n }\n if require_mfa or external_id:\n statement['Condition'] = {}\n if require_mfa:\n statement['Condition']['Bool'] = {\n \"aws:MultiFactorAuthPresent\": \"true\"\n }\n if external_id is not None:\n statement['Condition']['StringEquals'] = {\n \"sts:ExternalId\": external_id\n }\n policy_doc = {\n \"Version\" : \"2012-10-17\",\n \"Statement\": [\n statement\n ]\n }\n return policy_doc\n\n\ndef pass_policy(to_services, name=None, resource=None):\n services = []\n if not isinstance(to_services, list):\n raise TypeError('services must be of type', list)\n for service in to_services:\n if service.endswith('.com') or service.endswith('.com.cn'):\n services.append(service)\n else:\n services.append(Sub(f'{service}.${{URLSuffix}}'))\n statement = {\n \"Action\": [\n \"iam:PassRole\"\n ],\n \"Resource\": \"*\",\n \"Effect\": \"Allow\",\n \"Condition\": {\n \"StringEqualsIfExists\": {\n \"iam:PassedToService\": services\n }\n }\n }\n policy = Policy(\n PolicyName='AllowPassRoleTo'.join('', to_services),\n PolicyDocument={\n \"Version\": \"2012-10-17\",\n \"Statement\": [\n statement\n ]\n }\n )\n return policy\n\n\nclass IamRole(Role, object):\n \"\"\"\n Simple Class to initialize a role and add access policies to it\n \"\"\"\n\n\n def __init__(self, title, services, mfa=False, external_id=None, tags_function=None, **kwargs):\n \"\"\"\n Args:\n services: string / list of services to allow to assume the role\n kwargs:\n \"\"\"\n super().__init__(\n title,\n AssumeRolePolicyDocument=role_trust_policy(services, mfa, external_id)\n )\n for key in kwargs.keys():\n setattr(self, key, kwargs[key])\n\n" }, { "alpha_fraction": 0.5613657236099243, "alphanum_fraction": 0.5622885227203369, "avg_line_length": 29.952381134033203, "blob_id": "df5bdd2ab39220f80953204e3d1fc1b7ef87be35", "content_id": "35f30d594329edc845d7e7f3a827c894e857212a", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3251, "license_type": "permissive", "max_line_length": 93, "num_lines": 105, "path": "/ozone/outputs/__init__.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "\"\"\"\nCommon functions to return outputs\n\"\"\"\n\nfrom troposphere import (\n Output,\n GetAtt,\n Export,\n Ref,\n Sub\n)\nfrom troposphere.iam import Role\nfrom troposphere.awslambda import LayerVersion\nfrom ozone.filters import get_resource_type\n\n\ndef object_outputs(template_resource, supports_arn=False, export=False,\n append_title=False, name_is_id=False):\n \"\"\"\n Args:\n template_object: Troposphere resource object to extract outputs from\n export: bool: Exports the value to the Region for other stacks to use\n suports_arn: bool: If the object supports GetAtt(object, 'Arn'), set to true to add the\n ARN to the outputs\n kwargs:\n key-pair values to add more tags\n Returns:\n outputs: list: list of Output() object for the Troposphere template\n \"\"\"\n\n outputs = []\n object_type = get_resource_type(template_resource)\n name_ext = 'Name'\n if name_is_id:\n name_ext = 'Id'\n suffix = name_ext\n export_name = f'${{AWS::StackName}}-{object_type}'\n if append_title:\n export_name = f'${{AWS::StackName}}-{object_type}-{template_resource.title}'\n output = Output(\n f'{template_resource.title}{name_ext}',\n Value=Ref(template_resource)\n )\n if export:\n setattr(\n output, 'Export',\n Export(Sub(f'{export_name}-{suffix}'))\n )\n outputs.append(output)\n if supports_arn:\n output = Output(\n f'{template_resource.title}Arn',\n Value=GetAtt(template_resource, 'Arn')\n )\n if export:\n setattr(output, 'Export',\n Export(Sub(f'{export_name}-Arn'))\n )\n outputs.append(output)\n if isinstance(template_resource, Role):\n output = Output(\n f'{template_resource.title}UniqueId',\n Value=GetAtt(template_resource, 'RoleId')\n )\n if export:\n setattr(\n output, 'Export',\n Export(Sub(f'{export_name}-RoleId'))\n )\n outputs.append(output)\n elif isinstance(template_resource, LayerVersion):\n output = Output(\n f'{template_resource.title}Arn',\n Value=Ref(template_resource)\n )\n if export:\n setattr(\n output, 'Export',\n Export(Sub(f'{export_name}-Arn'))\n )\n outputs.append(output)\n return outputs\n\n\ndef comments_outputs(comments, export=False):\n \"\"\"\n Args:\n comments: list: list of key pair values to add outputs not related to an object\n export: bool: set to True if the value should be exported in the region\n Returns:\n outputs: list: list of Output() object for the Troposphere template\n \"\"\"\n outputs = []\n if isinstance(comments, list):\n for comment in comments:\n if isinstance(comment, dict):\n keys = list(comment.keys())\n args = {\n 'title': keys[0],\n 'Value': comment[keys[0]]\n }\n if export:\n args['Export'] = Export(Sub(f'${{AWS::StackName}}-{keys[0]}'))\n outputs.append(Output(**args))\n return outputs\n\n" }, { "alpha_fraction": 0.5994919538497925, "alphanum_fraction": 0.602596640586853, "avg_line_length": 34.07920837402344, "blob_id": "57385505942434b01c59372ac3ab8f315c67ed61", "content_id": "939e94569ab198122c1cf53b5be9eeca286cfc49", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3543, "license_type": "permissive", "max_line_length": 74, "num_lines": 101, "path": "/ozone/handlers/stack_manage.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "\"\"\"\nFunctions to help creation / update of stacks\n\"\"\"\nimport boto3\nfrom ozone.handlers import UPDATABLE_STATUSES\nfrom botocore.exceptions import ValidationError, ClientError\n\ndef check_if_stack_exists(client, stack_name):\n \"\"\"\n Args:\n stack_name: name of the CFN stack\n region: name of the region where the stack is looked up\n Returns:\n boolean True if found, False if not or failed\n \"\"\"\n res = {}\n try:\n res = client.describe_stacks(StackName=stack_name)\n except (ClientError, ValidationError) as error:\n response = error.response['Error']\n if (response['Code'] == 'ValidationError' and\n response['Message'].find('does not exist')):\n return (False, None)\n if 'Stacks' in res.keys() and res['Stacks']:\n if res['Stacks'][0]['StackStatus'] in UPDATABLE_STATUSES:\n return (True, res['Stacks'][0])\n\n\ndef create_update_stack(client, **cfn_args):\n \"\"\"\n Args:\n region: name of the AWS region to create / update the stack into\n cfn_args: arguments for CFN Create / Update stack call\n Returns:\n {'StackId': stack_id} from boto3 response\n \"\"\"\n stack_exists = check_if_stack_exists(\n client, cfn_args['StackName']\n )\n\n if stack_exists is not None and stack_exists[0]:\n for key in ['EnableTerminationProtection', 'OnFailure']:\n if key in cfn_args.keys():\n cfn_args.pop(key, None)\n try:\n stack_r = client.update_stack(**cfn_args)\n return stack_r\n except ClientError as error:\n response = error.response['Error']\n if (response['Code'] == 'ValidationError' and\n response['Message'] == 'No updates are to be performed.'):\n return {'StackId' : stack_exists[1]['StackId']}\n else:\n stack_r = client.create_stack(**cfn_args)\n return stack_r\n\ndef check_if_stackset_exists(client, stackset_name):\n \"\"\"\n Args:\n stackset_name: name of the CFN stackset\n region: name of the region where the stackset is looked up\n Returns:\n boolean True if found, False if not or failed\n \"\"\"\n res = {}\n try:\n res = client.describe_stack_set(StacksetName=stack_name)\n except (ClientError, ValidationError) as error:\n response = error.response['Error']\n if (response['Code'] == 'ValidationError' and\n response['Message'].find('does not exist')):\n return (False, None)\n if 'Stacks' in res.keys() and res['Stacks']:\n if res['Stacks'][0]['StackStatus'] in UPDATABLE_STATUSES:\n return (True, res['Stacks'][0])\n\n\ndef create_update_stack_set(client, **cfn_args):\n \"\"\"\n Args:\n region: name of the AWS region to create / update the stack into\n cfn_args: arguments for CFN Create / Update stack call\n Returns:\n {'StackId': stack_id} from boto3 response\n \"\"\"\n stackset_exists = check_if_stack_set_exists(\n client, cfn_args['StackName']\n )\n\n if stackset_exists is not None and stackset_exists[0]:\n try:\n stack_r = client.update_stack_set(**cfn_args)\n except ClientError as error:\n response = error.response['Error']\n if (response['Code'] == 'ValidationError' and\n response['Message'] == 'No updates are to be performed.'):\n return {'StackId' : stackset_exists[1]['StackId']}\n return stack_r\n else:\n stack_r = client.create_stack_set(**cfn_args)\n return stack_r\n" }, { "alpha_fraction": 0.3638320863246918, "alphanum_fraction": 0.46824541687965393, "avg_line_length": 43.19047546386719, "blob_id": "d54b2d52f86b65a0e06e877ba2933227926f6ccd", "content_id": "1eb11cb5043bdd259755d3858d6c008c7868b4ef", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 929, "license_type": "permissive", "max_line_length": 118, "num_lines": 21, "path": "/ozone/filters/regexes.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "\nS3_PATH_URL = r's3:\\/\\/([a-z0-9A-Z-]+)\\/([\\x00-\\x7F][^\\n]+$)'\n\nS3_ARN_PREFIX = 'arn:aws:s3:::'\nS3_NAME = r'[a-z0-9-]+'\nS3_ARN = r'^(arn:aws:s3:::[a-z-]+)$'\n\nOU_PATH = r'^([^\\/][A-Za-z0-9\\/]+[^\\/]$)$|^(\\/root)$|^([a-zA-Z0-9]+)$'\n\nIAM_ROLE_NAME = r'^[a-zA-Z0-9-_]+$'\nIAM_ROLE_ARN = r'^(arn:aws:iam::[0-9]{12}:role\\/[a-zA-Z0-9-_]+$)'\n\nLAMBDA_NAME = IAM_ROLE_NAME\nLAMBDA_ARN = r'^(arn:aws:lambda:[a-z]{2}-[a-z]{1,12}-[0-9]{1}:[0-9]{12}:function\\/[a-zA-Z0-9]+)$'\n\nLAMBDA_LAYER_VERSION = r'(^[a-z]+:[0-9]+$)'\nLAMBDA_LAYER_ARN = r'(^arn:aws:lambda:[a-z]{2}-[a-z]{1,12}-[0-9]{1}:[0-9]{12}:layer:[a-zA-Z0-9]+:[0-9]{1,10})'\n\nKMS_KEY_ID = r'^([a-z0-9]{8}(-[a-z0-9-]{4}){3}-[a-z0-9]+)$'\nKMS_KEY_ARN = r'^(arn:aws:kms:[a-z]{2}-[a-z]{1,10}-[0-9]{1}:[0-9]{12}:key\\/[a-z0-9]{8}(-[a-z0-9-]{4}){3}-[a-z0-9]+)$'\nKMS_ALIAS = r'(^(alias/)([a-zA-Z0-9-_/]+)$)'\nKMS_ALIAS_ARN = r'^(arn:aws:kms:[a-z]{2}-[a-z]{1,10}-[0-9]{1}:[0-9]{12}:(^(alias/)([a-zA-Z0-9-_/]+)$))$'\n" }, { "alpha_fraction": 0.5641067624092102, "alphanum_fraction": 0.5663992166519165, "avg_line_length": 30.642486572265625, "blob_id": "9655201751e48426f551067e76ef11b4ef9a8b75", "content_id": "0afdb3abd614c5e14dabf5ee8e8a0ee4352bd7ee", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6107, "license_type": "permissive", "max_line_length": 96, "num_lines": 193, "path": "/ozone/resources/s3/bucket.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "\"\"\"\nGeneric Bucket build attempt\n\"\"\"\nfrom troposphere import (\n Sub\n)\nfrom troposphere.s3 import (\n Bucket,\n LifecycleConfiguration,\n LifecycleRule,\n VersioningConfiguration,\n AbortIncompleteMultipartUpload,\n BucketEncryption,\n SseKmsEncryptedObjects,\n SourceSelectionCriteria,\n ServerSideEncryptionRule,\n ServerSideEncryptionByDefault,\n ReplicationConfiguration,\n ReplicationConfigurationRules,\n ReplicationConfigurationRulesDestination,\n EncryptionConfiguration\n)\nfrom ozone.filters.arns import (\n s3_bucket as filter_s3bucket,\n iam_role as filter_role\n)\n\nS3_ARN = 'arn:aws:s3:::'\n\nclass S3Bucket(Bucket, object):\n\n\n def set_replication_rule(self, replica_bucket, **kwargs):\n \"\"\"\n Args:\n replica_bucket: Name/ARN of the destination s3 bucket\n Returns:\n rule ReplicationConfigurationRule\n \"\"\"\n replica_bucket_arn = filter_s3bucket(replica_bucket)\n destination = ReplicationConfigurationRulesDestination(\n Bucket=replica_bucket_arn\n )\n if 'UseEncryptionReplication' in kwargs.keys() and kwargs['UseEncryptionReplication']:\n encryption_config = EncryptionConfiguration(\n ReplicaKmsKeyID=kwargs['ReplicaKmsKeyID']\n )\n setattr(destination, 'EncryptionConfiguration', encryption_config)\n\n if 'ReplicateEncryptedObjects' in kwargs.keys() and kwargs['ReplicateEncryptedObjects']:\n source_criteria = SourceSelectionCriteria(\n SseKmsEncryptedObjects=SseKmsEncryptedObjects(\n Status='Enabled'\n )\n )\n else:\n source_criteria = SourceSelectionCriteria(\n SseKmsEncryptedObjects=SseKmsEncryptedObjects(\n Status='Disabled'\n )\n )\n rule = ReplicationConfigurationRules(\n Prefix='',\n Status='Enabled',\n Destination=destination,\n SourceSelectionCriteria=source_criteria\n )\n return rule\n\n\n def set_bucket_replication(self, **kwargs):\n \"\"\"\n returns:\n bucket replication configuration\n \"\"\"\n config = ReplicationConfiguration(\n Role=filter_role(kwargs['ReplicationRole']),\n Rules=[\n self.set_replication_rule(\n kwargs['ReplicaBucket'],\n **kwargs\n )\n ]\n )\n setattr(self, 'ReplicationConfiguration', config)\n\n\n def set_bucket_lifecycle(self):\n \"\"\"\n returns:\n LifecycleConfiguration for S3Bucket\n \"\"\"\n config = LifecycleConfiguration(\n Rules=[\n LifecycleRule(\n Status='Enabled',\n AbortIncompleteMultipartUpload=AbortIncompleteMultipartUpload(\n DaysAfterInitiation=3\n )\n )\n ]\n )\n setattr(self, 'LifecycleConfiguration', config)\n\n\n def set_bucket_encryption(self, **kwargs):\n \"\"\"\n returns:\n EncryptionConfiguration for S3Bucket\n \"\"\"\n if 'KMSMasterKeyID' in kwargs.keys():\n encryption_default = ServerSideEncryptionByDefault(\n SSEAlgorithm='aws:kms',\n KMSMasterKeyID=kwargs['KMSMasterKeyID']\n )\n else:\n encryption_default = ServerSideEncryptionByDefault(\n SSEAlgorithm='aws:kms'\n )\n config = BucketEncryption(\n ServerSideEncryptionConfiguration=[\n ServerSideEncryptionRule(\n ServerSideEncryptionByDefault=encryption_default\n )\n ]\n )\n setattr(self, 'BucketEncryption', config)\n\n\n def __init__(self, title, bucket_name, **kwargs):\n \"\"\"\n Args:\n kwargs:\n AppendRegion: boolean\n UseVersioning: boolean\n UseLifecycle: boolean\n\n UseReplication: boolean\n ReplicationRole: str() role name of full ARN\n ReplicaBucket: Name of the bucket for replication\n\n UseEncryptionReplication: boolean\n ReplicateEncryptedObjects: boolean (default true)\n ReplicaKmsKeyID: alias or arn of the KMS Key\n\n UseEncryption: boolean\n KMSMasterKeyID: Default KMS Key ID for encryption\n returns:\n S3Bucket\n \"\"\"\n super().__init__(title)\n if 'AppendRegion' in kwargs.keys() and kwargs['AppendRegion']:\n self.BucketName = Sub(f'{bucket_name}-${{AWS::Region}}')\n else:\n self.BucketName = bucket_name\n if 'UseEncryption' in kwargs.keys() and kwargs['UseEncryption']:\n self.set_bucket_encryption(**kwargs)\n if 'UseLifecycle' in kwargs.keys() and kwargs['UseLifecycle']:\n self.set_bucket_lifecycle()\n if not hasattr(self, 'VersioningConfiguration'):\n setattr(\n self, 'VersioningConfiguration',\n VersioningConfiguration(\n Status='Enabled'\n )\n )\n if 'UseReplication' in kwargs.keys() and kwargs['UseReplication']:\n self.set_bucket_replication(**kwargs)\n if not hasattr(self, 'VersioningConfiguration'):\n setattr(\n bucket, 'VersioningConfiguration',\n VersioningConfiguration(\n Status='Enabled'\n )\n )\n\n\nif __name__ == '__main__':\n import json\n print(json.dumps(\n S3Bucket(\n 'test',\n UseEncryption=False,\n UseLifecycle=False,\n UseReplication=True,\n UseEncryptionReplication=False,\n ReplicationRole='arn:aws:iam:::role/toto',\n ReplicaBucket='destination-finale',\n KMSMasterKeyId=Sub('some-id-like-that'),\n ReplicaKmsKeyID=Sub('replica-key-id')\n ).to_dict(),\n indent=2\n ))\n" }, { "alpha_fraction": 0.506219208240509, "alphanum_fraction": 0.5095047950744629, "avg_line_length": 27.597314834594727, "blob_id": "59ccc20735d598648f566f59c9e0d814f2fb6acc", "content_id": "5e8925b9546f2452fef777e209fe1b7d5a6a080e", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4261, "license_type": "permissive", "max_line_length": 85, "num_lines": 149, "path": "/ozone/resources/kms/policy.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "\"\"\"\nFunctions to generate KMS Keys policies\n\"\"\"\nfrom troposphere import (\n Sub\n)\nfrom ozone.resolvers.organizations import (\n find_org_in_tree,\n get_ou_accounts,\n get_all_accounts_in_ou_and_sub\n)\n\nKEY_POLICY_ALLOW_CLOUDTRAIL_READ = {\n \"Sid\": \"Allow CloudTrail to describe key\",\n \"Effect\": \"Allow\",\n \"Principal\": {\n \"Service\": \"cloudtrail.amazonaws.com\"\n },\n \"Action\": \"kms:DescribeKey\",\n \"Resource\": \"*\"\n}\n\ndef iam_access(iam_users, iam_roles):\n \"\"\"\n Default KMS Key policy for local account management\n Args:\n iam_users: list() of IAM users matching ^([\\x20-\\x7E]*)$ local to the account\n iam_roles: list() of IAM roles matching ^([\\x20-\\x7E]*)$ local to the account\n Returns:\n statement: dict() representing the core key policy\n \"\"\"\n statement = {\n \"Sid\": \"Allow administration of the key\",\n \"Effect\": \"Allow\",\n \"Principal\": {\n \"AWS\": [\n Sub(\"arn:aws:iam::${AWS::AccountId}:root\")\n ]\n },\n \"Action\": [\n \"kms:*\"\n ],\n \"Resource\": \"*\"\n }\n if iam_users:\n for user in iam_users:\n statement['Principal']['AWS'].append(\n Sub(f\"arn:aws:iam::${{AWS::AccountId}}:user/{user}\")\n )\n if iam_roles:\n for role in iam_roles:\n statement['Principal']['AWS'].append(\n Sub(f\"arn:aws:iam::${{AWS::AccountId}}:role/{role}\")\n )\n return statement\n\n\ndef _cloudtrail_access(accounts_ids):\n \"\"\"\n Args:\n accounts_ids: List of AWS Account Ids [0-9]{12}\n Returns:\n statemens: list of KMS Policy statements to be added to the Key policy\n \"\"\"\n trails_arns = []\n accounts_roots = []\n for account_id in accounts_ids:\n accounts_roots.append(f'arn:aws:iam::{account_id}:root')\n trails_arns.append(f'arn:aws:cloudtrail:*:{account_id}:trail/*')\n statements = [\n {\n \"Sid\": \"Allow CloudTrail to encrypt logs\",\n \"Effect\": \"Allow\",\n \"Resource\": [\"*\"],\n \"Principal\": {\n \"Service\": \"cloudtrail.amazonaws.com\"\n },\n \"Action\": [\n \"kms:GenerateDataKey*\"\n ],\n \"Condition\":{\n \"StringLike\":\n {\n \"kms:EncryptionContext:aws:cloudtrail:arn\": trails_arns\n }\n }\n },\n {\n \"Sid\": \"Allow principals in the account to decrypt log files\",\n \"Effect\": \"Allow\",\n \"Principal\": {\n \"AWS\": \"*\"\n },\n \"Action\": [\n \"kms:Decrypt\",\n \"kms:ReEncryptFrom\"\n ],\n \"Resource\": \"*\",\n \"Condition\": {\n \"StringLike\": {\n \"kms:EncryptionContext:aws:cloudtrail:arn\": trails_arns\n }\n }\n },\n {\n \"Sid\": \"Enable encrypted CloudTrail log read access\",\n \"Effect\": \"Allow\",\n \"Principal\": {\n \"AWS\": accounts_roots\n },\n \"Action\": \"kms:Decrypt\",\n \"Resource\": \"*\",\n \"Condition\": {\n \"Null\": {\n \"kms:EncryptionContext:aws:cloudtrail:arn\": \"false\"\n }\n }\n }\n ]\n return statements\n\n\ndef add_cloudtrail_access(accounts_ids):\n \"\"\"\n Function to add CloudTrail access the account using a list of Account Ids\n Args:\n accounts_ids: List of account Ids ([0-9]{12})\n \"\"\"\n return _cloudtrail_access(accounts_ids)\n\n\ndef add_cloudtrail_ou_access(ou_path, use_as_root=False):\n \"\"\"\n Extends the policy in case CloudTrail is the main user of the KMS Key\n \"\"\"\n ou_info = find_org_in_tree(ou_path)\n ou_accounts = []\n if use_as_root:\n ou_accounts_list = get_all_accounts_in_ou_and_sub(ou_info['Id'])\n else:\n ou_accounts_list = get_ou_accounts(ou_info['Id'])\n try:\n assert ou_accounts_list\n except AssertionError:\n raise ValueError(f'No accounts found for {ou_path}')\n\n for account in ou_accounts_list:\n ou_accounts.append(account['Id'])\n return add_cloudtrail_access(ou_accounts)\n" }, { "alpha_fraction": 0.6011838316917419, "alphanum_fraction": 0.6043832898139954, "avg_line_length": 30.412059783935547, "blob_id": "fc7ebe83842395f92252b1c0bf3870ea49506f52", "content_id": "b5ab4dfbf900e3cb995ae2ea54d8e440a003beaa", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6251, "license_type": "permissive", "max_line_length": 97, "num_lines": 199, "path": "/ozone/resolvers/organizations/__init__.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\"\"\"\nScripts to get specific values for AWS Organization Units\n\"\"\"\n\nimport boto3\n\n\ndef get_root():\n \"\"\"\n Returns:\n the root account Info. There is only one value possible\n \"\"\"\n client = boto3.client('organizations')\n return client.list_roots()['Roots'][0]\n\n\ndef get_ou_by_name(ou_name, parent_id):\n \"\"\"\n Args:\n ou_name: name of the OU\n parent_id: Id of the parent for that OU\n Returns:\n Tuple(Bool, Dict) bool to determined if the call worked\n \"\"\"\n client = boto3.client('organizations')\n res = client.list_organizational_units_for_parent(\n ParentId=parent_id\n )\n for ou_info in res['OrganizationalUnits']:\n if ou_info['Name'] == ou_name:\n return ou_info\n return None\n\n\ndef lookup_org_by_id(org_id):\n \"\"\"\n Args:\n org_id: OU Id\n Returns:\n Dict() with the info of the OU\n \"\"\"\n client = boto3.client('organizations')\n return client.describe_organizational_unit(OrganizationalUnitId=org_id)['OrganizationalUnit']\n\n\ndef get_all_accounts_in_ou_and_sub(parent_id, ous_list=None, accounts_list=None):\n \"\"\"\n Args:\n parent_id: ID of the parent to lookup from\n accounts_list: only used for recursion\n next_token: only used for recursion\n Returns:\n accounts_list: list() of all the accounts in the OU and Sub OUs\n \"\"\"\n if accounts_list is None:\n accounts_list = []\n if ous_list is None:\n ous_list = []\n accounts_list += get_ou_accounts(parent_id)\n ous_list += get_ou_sub_ous(parent_id)\n if ous_list:\n item = ous_list[0]\n ous_list.pop(0)\n return get_all_accounts_in_ou_and_sub(item['Id'], ous_list, accounts_list)\n return accounts_list\n\n\ndef find_org_in_tree(ou_path, parent_ou=None, separator='/'):\n \"\"\"\n Args:\n ou_path: full path to the ou using\n Returns:\n dictionary containing Id, Name and Arn of the OU\n Raises:\n ValueError() in case nothing was found\n \"\"\"\n if not ou_path.startswith('/') and parent_ou is None:\n ou_path = '/' + ou_path\n client = boto3.client('organizations')\n if ((ou_path.find(separator) < 0 and parent_ou is None) or\n ou_path == '/root' or\n ou_path == separator):\n return get_root()\n\n if (ou_path.find(separator) >= 0 and\n ou_path.startswith(separator) and\n parent_ou is None):\n child = ou_path.split(separator, 1)[-1]\n parent_ou = get_root()\n return find_org_in_tree(child, parent_ou)\n\n if ou_path.find(separator) > 0 and parent_ou is not None:\n new_parent = ou_path.split(separator, 1)[0]\n new_child = ou_path.split(separator, 1)[-1]\n children = client.list_children(\n ParentId=parent_ou['Id'],\n ChildType='ORGANIZATIONAL_UNIT'\n )['Children']\n\n for child in children:\n the_ou = None\n ou_info = lookup_org_by_id(child['Id'])\n if new_parent == ou_info['Name']:\n return find_org_in_tree(new_child, ou_info)\n\n if ou_path.find(separator) < 0 and parent_ou is not None:\n children = client.list_children(\n ParentId=parent_ou['Id'],\n ChildType='ORGANIZATIONAL_UNIT'\n )['Children']\n for child in children:\n ou_info = lookup_org_by_id(child['Id'])\n if ou_path == ou_info['Name']:\n return ou_info\n raise ValueError(f'Could not find the ou {ou_path}')\n\n\ndef get_ou_sub_ous(parent_id, ous_list=None, next_token=None):\n \"\"\"\n Args:\n parent_id: ID of the parent to lookup from\n accounts_list: only used for recursion\n next_token: only used for recursion\n Returns:\n accounts_list: list() of all the accounts in the OU and Sub OUs\n \"\"\"\n client = boto3.client('organizations')\n if ous_list is None:\n ous_list = []\n if isinstance(next_token, str):\n ous_r = client.list_children(\n ParentId=parent_id, ChildType=\"ORGANIZATIONAL_UNIT\", NextToken=next_token\n )\n else:\n ous_r = client.list_children(\n ParentId=parent_id, ChildType=\"ORGANIZATIONAL_UNIT\")\n for ou_child in ous_r['Children']:\n ous_list.append(ou_child)\n if 'NextToken' in ous_r.keys():\n return get_ou_sub_ous(parent_id, ous_list, next_token)\n return ous_list\n\n\ndef get_ou_accounts(parent_id, accounts_list=None, next_token=None):\n \"\"\"\n Args:\n parent_id: string that represents the Id of the parent OU\n accounts_list: list of accounts from a previous call due to the recursive\n next_token: the token for the call in case a recursive occurs\n Returns:\n list of dict() with the information of the accounts in the OU\n \"\"\"\n if accounts_list is None:\n accounts_list = []\n client = boto3.client('organizations')\n if isinstance(next_token, str):\n res = client.list_accounts_for_parent(\n ParentId=parent_id,\n NextToken=next_token\n )\n else:\n res = client.list_accounts_for_parent(\n ParentId=parent_id,\n )\n accounts_list += res['Accounts']\n if 'NextToken' in res.keys():\n return get_ou_accounts(parent_id, accounts_list, res['NextToken'])\n return accounts_list\n\n\ndef get_ou_accounts_by_ou_name(ou_name, accounts_list=None, parent=None):\n \"\"\"\n Returns the account of an OU by itsname\n Args:\n ou_name: name of the OU\n accounts_list: list of accounts from a previous call due to the recursive\n next_token: the token for the call in case a recursive occurs\n Returns:\n list of dict() with the information of the accounts in the OU\n \"\"\"\n if accounts_list is None:\n accounts_list = []\n if parent is None:\n parent = get_root()['Id']\n try:\n ou_info = get_ou_by_name(ou_name, parent)\n parent = ou_info['Id']\n except:\n raise ValueError(f'Failed to retrieve the organization unit of name {ou_name}')\n\n return get_ou_accounts(parent)\n\n\nif __name__ == '__main__':\n SEARCH_OU = 'platform'\n OUS = get_all_accounts_in_ou_and_sub(find_org_in_tree('productone/prod')['Id'])\n for acct in OUS:\n print(acct['Name'])\n" }, { "alpha_fraction": 0.44923076033592224, "alphanum_fraction": 0.4657692313194275, "avg_line_length": 28.88505744934082, "blob_id": "43b8fb2aa6edb9c5657a1b28039696dfba617a9b", "content_id": "bf5d471e1ddfb262dc33543cb8e86a04c62eeb4f", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2600, "license_type": "permissive", "max_line_length": 103, "num_lines": 87, "path": "/ozone/templates/examples/list_amis.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\"\"\"\nSimple lambda function that returns the latest Amazon Linux AMI to prove how it works in CloudFormation\n\"\"\"\n\nimport boto3\nfrom datetime import datetime\nfrom datetime import timedelta as dt\n\nfrom ozone.handlers.responder import Responder\n\ndef lambda_handler(event, context):\n \"\"\"\n Lambda function handler / entry point\n \"\"\"\n status = \"FAILED\"\n try:\n today = datetime.utcnow()\n client = boto3.client('ec2')\n req = client.describe_images(\n Owners=['amazon'],\n Filters=[\n {\n 'Name': 'architecture',\n 'Values': ['x86_64']\n },\n {\n 'Name': 'state',\n 'Values': ['available']\n },\n {\n 'Name': 'name',\n 'Values': ['amzn*']\n },\n {\n 'Name': 'virtualization-type',\n 'Values': ['hvm']\n }\n ]\n )\n #2017-03-20T09:28:50.000Z\n the_image = req['Images'][0]\n image = req['Images'][0]\n date = datetime.strptime(image['CreationDate'], \"%Y-%m-%dT%H:%M:%S.%fZ\")\n delta = today - date\n the_delta = delta\n req['Images'].pop()\n for image in req['Images']:\n date = datetime.strptime(image['CreationDate'], \"%Y-%m-%dT%H:%M:%S.%fZ\")\n delta = today - date\n if delta < the_delta:\n the_delta = delta\n the_image = image\n\n data = {\n 'ImageId': the_image['ImageId']\n }\n result = \"SUCCESS\"\n except Exception as error:\n print(error)\n responder = Responder(event)\n responder.sender.respond(\n event, context, result, response_data=data,\n reason='Latest AMI Id for Amazon Linux', physical_resource_id='abcd'\n )\n\n\nif __name__ == '__main__':\n lambda_handler(\n {\n \"RequestType\": \"Create\",\n \"ResponseURL\": \"http://pre-signed-S3-url-for-response\",\n \"StackId\": \"arn:aws:cloudformation:eu-west-1:123456789012:stack/MyStack/guid\",\n \"RequestId\": \"unique id for this create request\",\n \"ResourceType\": \"Custom::TestResource\",\n \"LogicalResourceId\": \"MyTestResource\",\n \"ResourceProperties\": {\n \"StackName\": \"MyStack\",\n \"List\": [\n \"1\",\n \"2\",\n \"3\"\n ]\n }\n },\n None\n )\n" }, { "alpha_fraction": 0.6470588445663452, "alphanum_fraction": 0.6543359756469727, "avg_line_length": 30.11320686340332, "blob_id": "00a9890a85592dd7896e18ec1046f015cb1fe4c1", "content_id": "226370bb6dae8094b527cdfc02e6b97f51a856e4", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1649, "license_type": "permissive", "max_line_length": 73, "num_lines": 53, "path": "/ozone/templates/awslambdalayer.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\"\"\"\nScript to create a new Lambda Layer CFN template via Troposphere\n\"\"\"\n\nfrom datetime import datetime\nfrom troposphere.awslambda import (\n LayerVersion, Content, LayerVersionPermission\n)\nfrom troposphere import (\n Parameter,\n Template,\n Sub,\n Ref\n)\nfrom ozone.handlers.lambda_tools import check_params_exist\nfrom ozone.outputs import object_outputs\n\nfrom datetime import datetime as dt\nDATE = dt.utcnow().strftime('%Y%m%d%H%M%S')\n\ndef template(make_public=False, **kwargs):\n required_params = ['Runtimes', 'Bucket', 'Key']\n check_params_exist(required_params, kwargs)\n template = Template()\n layer_name = template.add_parameter(Parameter(\n 'LayerName',\n Type=\"String\",\n AllowedPattern=\"[a-zA-Z0-9-]*\"\n ))\n template.set_description('Default template for Lambda Layer version')\n template.set_transform('AWS::Serverless-2016-10-31')\n version = template.add_resource(LayerVersion(\n f'LayerVersion{DATE}',\n DeletionPolicy='Retain',\n CompatibleRuntimes=kwargs['Runtimes'],\n Description=Sub(f'Layer ${{{layer_name.title}}}'),\n LayerName=Ref(layer_name),\n Content=Content(\n S3Bucket=kwargs['Bucket'],\n S3Key=kwargs['Key']\n )\n ))\n if make_public:\n PERM = template.add_resource(LayerVersionPermission(\n f'LambdaVersionPermission{DATE}',\n DeletionPolicy='Retain',\n Principal='*',\n LayerVersionArn=Ref(version),\n Action='lambda:GetLayerVersion'\n ))\n template.add_output(object_outputs(version, export=True))\n return template\n" }, { "alpha_fraction": 0.637420117855072, "alphanum_fraction": 0.6403253674507141, "avg_line_length": 32.74509811401367, "blob_id": "4d5693b05cd02e0b941f35c8ed4daab5a46c632b", "content_id": "2631f12e64a613440239b5eabd3a6d8a830da4fd", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1721, "license_type": "permissive", "max_line_length": 93, "num_lines": 51, "path": "/ozone/handlers/lambda_tools.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python\n\"\"\"\nTools functions\n\"\"\"\n\ndef check_params_exist(params_list, event, event_attribute=None, is_cfn=False):\n \"\"\"\n Checks that parameters in event exist\n\n Depending on the type of call to the Lambda function,\n checks if all the input parameters are present\n\n Args:\n ----------\n params_list: list\n List of parameters to check the presence in event\n event: dict\n Lambda function handler event dict\n event_attribute: string\n Name of the attribute to check if parameters are\n stored within that key of the event dict\n is_cfn: bool\n Specifies if the caller is CloudFormation and\n therefore lookup into ResourceProperties key of event\n\n Returns\n ------\n tuple\n 0 - bool to inform if the task is successful or failed\n 1 - string describing which parameter is missing or to say all params have been found\n\n \"\"\"\n event_lookup = None\n if is_cfn and not event_attribute:\n event_lookup = \"ResourceProperties\"\n elif not is_cfn and event_attribute:\n if not event_attribute in event.keys():\n raise AttributeError(\"Event does not have key {0}\".format(event_attribute))\n event_lookup = event_attribute\n if not event_lookup:\n for param in params_list:\n if not param in event.keys():\n raise AttributeError(\"{0} not in events attributes\".format(param))\n else:\n print(event_lookup)\n print(event[event_lookup])\n for param in params_list:\n print(param)\n if not param in event[event_lookup].keys():\n raise AttributeError(\"{0} not in events attributes\".format(param))\n return True\n" }, { "alpha_fraction": 0.8131868243217468, "alphanum_fraction": 0.8131868243217468, "avg_line_length": 90, "blob_id": "bebc1b8a91c75ff7a4f511d9dded34568787ae32", "content_id": "acb783d6719d49b7d93d36236f9ffdd035796c88", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 91, "license_type": "permissive", "max_line_length": 90, "num_lines": 1, "path": "/ozone/resources/iam/policies/__init__.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "AWS_LAMBDA_BASIC_EXEC = 'arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole'\n" }, { "alpha_fraction": 0.5860409140586853, "alphanum_fraction": 0.5932611227035522, "avg_line_length": 28.64285659790039, "blob_id": "dd9e0d6f61181aaa89a209f5fc28ee722d9e0c66", "content_id": "3d7e20a8a21e15adcfd5f62220b9208d417c4d62", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 831, "license_type": "permissive", "max_line_length": 57, "num_lines": 28, "path": "/ozone/resolvers/kms/__init__.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "import boto3\n\ndef get_kms_key_id_via_alias(alias_name, region=None):\n \"\"\"\n Returns the Key Id based on the alias name\n \"\"\"\n if region is None:\n client = boto3.client('kms')\n else:\n client = boto3.client('kms', region_name=region)\n for alias in client.list_aliases()['Aliases']:\n if alias['AliasName'] == alias_name:\n if 'TargetKeyId' in alias.keys():\n return alias['TargetKeyId']\n return None\n\n\ndef get_kms_key_arn_via_alias(alias_name, region):\n \"\"\"\n Returns the ARN of the KMS Key based on the alias\n \"\"\"\n key_id = get_kms_key_id_via_alias(alias_name, region)\n if key_id[0]:\n client = boto3.client('kms', region_name=region)\n return client.describe_key(\n KeyId=key_id[1]\n )['KeyMetadata']['Arn']\n return None\n\n" }, { "alpha_fraction": 0.6094890236854553, "alphanum_fraction": 0.7737226486206055, "avg_line_length": 29.44444465637207, "blob_id": "afd107f79bae6ea1b1fcab8912b76332251553ed", "content_id": "aa2364cc7db18fa19870720a9ce7cf6a1d0e4d44", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "INI", "length_bytes": 274, "license_type": "permissive", "max_line_length": 66, "num_lines": 9, "path": "/.flake8", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "[flake8]\n\nignore=W293,D100,D104,D107,D202,D203,D213,D400,D403,D406,D407,D413\n# no option to ignore line length, so set arbitrarily high\nmax-line-length=99999\n# test files and any external packages should be ignored\nexclude=test_*.py,.venv,roles.galaxy\n\nselect=,E,F,W,B,B902\n" }, { "alpha_fraction": 0.5889055728912354, "alphanum_fraction": 0.6000000238418579, "avg_line_length": 29.587156295776367, "blob_id": "6bfd56783068338ee054fb6ed504bd6a2ff7fb9c", "content_id": "0e385f09927de5455783b2bed7e775161564ad79", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3335, "license_type": "permissive", "max_line_length": 100, "num_lines": 109, "path": "/ozone/resources/s3/cloudtrail_policy.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "from troposphere import (\n Sub,\n Ref\n)\n\nfrom troposphere.s3 import BucketPolicy\n\nfrom ozone.filters.arns import s3_bucket as filter_s3bucket\nfrom ozone.resolvers.organizations import (\n find_org_in_tree,\n get_ou_accounts,\n get_all_accounts_in_ou_and_sub\n)\n\n\ndef _cloudtrail_service_access_check(bucket_arn):\n statement = {\n \"Sid\": \"AWSCloudTrailAclCheck\",\n \"Effect\": \"Allow\",\n \"Principal\": {\n \"Service\": \"cloudtrail.amazonaws.com\"\n },\n \"Action\": \"s3:GetBucketAcl\",\n \"Resource\": bucket_arn\n }\n return statement\n\n\ndef _cloudtrail_arns(bucket, **kwargs):\n \"\"\"\n Returns:\n trail_arns list() of the Resources to allow for CloudTrail\n \"\"\"\n arns = []\n if 'AccountsIds' in kwargs.keys() and isinstance(kwargs['AccountsIds'], list):\n for account in kwargs['AccountsIds']:\n arns.append(Sub(f'${{{bucket.title}.Arn}}/AWSLogs/{account}/*'))\n elif 'OrganizationUnit' in kwargs.keys():\n ou_info = find_org_in_tree(kwargs['OrganizationUnit'])\n ou_accounts = []\n if 'OuAsRoot' in kwargs.keys() and kwargs['OuAsRoot']:\n ou_accounts_list = get_all_accounts_in_ou_and_sub(ou_info['Id'])\n else:\n ou_accounts_list = get_ou_accounts(ou_info['Id'])\n try:\n assert ou_accounts_list\n except AssertionError:\n raise ValueError(f'No accounts found for {ou_path}')\n for account in ou_accounts_list:\n arns.append(Sub(f'${{{bucket.title}.Arn}}/AWSLogs/{account[\"Id\"]}/*'))\n return arns\n\n\ndef _cloudtrail_accounts_access(bucket, **kwargs):\n statement = {\n \"Sid\": \"AWSCloudTrailWrite20131101\",\n \"Effect\": \"Allow\",\n \"Principal\": {\n \"Service\": \"cloudtrail.amazonaws.com\"\n },\n \"Action\": \"s3:PutObject\",\n \"Condition\": {\n \"StringEquals\": {\n \"s3:x-amz-acl\": \"bucket-owner-full-control\"\n }\n }\n }\n # \"Resource\": \"arn:aws:s3:::trail-eu-west-1-ews-productone-prod/AWSLogs/406414658319/*\",\n statement['Resource'] = _cloudtrail_arns(bucket, **kwargs)\n return statement\n\n\ndef _cloudtrail_bucket_policy(bucket, **kwargs):\n \"\"\"\n Args:\n kwargs:\n AccountsIds: List of account Ids to grant access to aws logs path\n OrganizationUnit: str() of the OU name or Path\n OuAsRoot: bool() to define whethere all accounts in OU and sub OU should be used\n Returns:\n bucket_policy dict()\n \"\"\"\n bucket_arn = filter_s3bucket(bucket)\n assert bucket_arn\n statement = []\n statement.append(_cloudtrail_service_access_check(bucket_arn))\n statement.append(_cloudtrail_accounts_access(bucket, **kwargs))\n bucket_policy = {\n \"Version\": \"2012-10-17\",\n \"Statement\": statement\n }\n return bucket_policy\n\n\ndef policy_build(bucket, **kwargs):\n \"\"\"\n Args:\n kwargs:\n OrganizationUnit: str() of the OU name or Path\n OuAsRoot: bool() to define whethere all accounts in OU and sub OU should be used\n Returns:\n bucket_policy BucketPolicy()\n \"\"\"\n bucket_policy = BucketPolicy(\n 'BucketPolicy',\n Bucket=Ref(bucket),\n PolicyDocument=_cloudtrail_bucket_policy(bucket, **kwargs)\n )\n return bucket_policy\n\n" }, { "alpha_fraction": 0.5761086940765381, "alphanum_fraction": 0.5793048143386841, "avg_line_length": 33.76388931274414, "blob_id": "2d8d32c451025e96f7d1b1f6293109006b369efe", "content_id": "918214359555d7b86ca942e562839d1626c98baa", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2503, "license_type": "permissive", "max_line_length": 95, "num_lines": 72, "path": "/ozone/resources/kms/key.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "from troposphere import (\n Sub\n)\nfrom troposphere.kms import (\n Key\n)\n\nfrom .policy import (\n iam_access,\n add_cloudtrail_access,\n add_cloudtrail_ou_access\n)\n\ndef key_build(**kwargs):\n \"\"\"\n Args:\n kwargs:\n IamUsers: list of IAM user names to grant admin access to the key\n IamRoles: list of IAM role names to grant admin access to the key\n UseCloudtrail: bool() to define whether or not the key shall be used for CloudTrail\n AccountsIds: list() of account ids representing the accounts using the key for CT\n OrganizationUnitName: str() of the name of the organization unit\n to lookup accounts for\n UseOrganizationUnitAsRoot: bool() - if True, will lookup all accounts within\n in the OU and in the SubOu to apply it to\n Returns:\n key Key()\n \"\"\"\n iam_users = []\n iam_roles = []\n if 'IamUsers' in kwargs.keys():\n iam_users = kwargs['IamUsers']\n if 'IamRoles' in kwargs.keys():\n iam_roles = kwargs['IamRoles']\n\n key_policy = {\n \"Version\": \"2012-10-17\",\n \"Id\": \"Key polocy for cloudtrail\",\n \"Statement\": []\n }\n key_policy['Statement'].append(iam_access(iam_users, iam_roles))\n if 'UseCloudTrail' in kwargs.keys():\n if 'AccountsIds' in kwargs.keys():\n key_policy['Statement'] += add_cloudtrail_access(kwargs['AccountsIds'])\n elif 'OrganizationName' in kwargs.keys():\n if ('UseOrganizationUnitAsRoot' in kwargs.keys() and\n kwargs['UseOrganizationUnitAsRoot']):\n key_policy['Statement'] += add_cloudtrail_ou_access(\n kwargs['OrganizationName'],\n use_as_root=True\n )\n else:\n key_policy['Statement'] += add_cloudtrail_ou_access(\n kwargs['OrganizationName']\n )\n else:\n raise KeyError(\n 'When using CloudFormation, either AccountsIds or OrganizationName must be set'\n )\n kms_key = Key(\n 'KmsKey',\n Description=Sub('KMS Key in ${AWS::Region}'),\n Enabled=True,\n EnableKeyRotation=True,\n KeyPolicy=key_policy\n )\n for key in ['Tags', 'Description', 'Enabled', 'EnableKeyRotation', 'KmsKeyPolicy']:\n if key in kwargs.keys():\n setattr(kms_key, key, kwargs[key])\n if 'Name' in kwargs.keys():\n kms_key.title = kwargs['Name']\n return kms_key\n" }, { "alpha_fraction": 0.7084547877311707, "alphanum_fraction": 0.7157434225082397, "avg_line_length": 39.35293960571289, "blob_id": "27b408f5d188329703190c2b6338489a09e6a5a2", "content_id": "33c88ef0d693ab59029aa1c7c226964a2a5eaf9c", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 686, "license_type": "permissive", "max_line_length": 81, "num_lines": 17, "path": "/ozone/handlers/__init__.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "CFN_MAX_TEMPLATE_SIZE = 51200\nSTATUSES = [\n 'CREATE_IN_PROGRESS','CREATE_FAILED','CREATE_COMPLETE',\n 'ROLLBACK_IN_PROGRESS','ROLLBACK_FAILED','ROLLBACK_COMPLETE',\n 'DELETE_IN_PROGRESS','DELETE_FAILED','DELETE_COMPLETE',\n 'UPDATE_IN_PROGRESS','UPDATE_COMPLETE_CLEANUP_IN_PROGRESS',\n 'UPDATE_COMPLETE','UPDATE_ROLLBACK_IN_PROGRESS','UPDATE_ROLLBACK_FAILED',\n 'UPDATE_ROLLBACK_COMPLETE_CLEANUP_IN_PROGRESS',\n 'UPDATE_ROLLBACK_COMPLETE','REVIEW_IN_PROGRESS'\n]\nUPDATABLE_STATUSES = [\n 'CREATE_COMPLETE',\n 'ROLLBACK_COMPLETE',\n 'UPDATE_COMPLETE',\n 'UPDATE_ROLLBACK_COMPLETE'\n]\nCAPABILITIES = ['CAPABILITY_IAM','CAPABILITY_NAMED_IAM','CAPABILITY_AUTO_EXPAND']\n" }, { "alpha_fraction": 0.6336261034011841, "alphanum_fraction": 0.6461731195449829, "avg_line_length": 26.482759475708008, "blob_id": "467955d2c4c3bf6c157587409b8ec2c6e7a6d58f", "content_id": "a047be2313274fa4ad1bca5fc64ab44984be8e36", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 797, "license_type": "permissive", "max_line_length": 68, "num_lines": 29, "path": "/ozone/handlers/template_manage.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "#/usr/bin/env python\n\"\"\"\nFunctions to manage a template and wheter it should be stored in S3\n\"\"\"\nfrom datetime import datetime as dt\nimport hashlib\nimport boto3\n\n\ndef create_template_in_s3(bucket, file_name, template_body):\n \"\"\"\n Args:\n bucket: name of the s3 bucket whereto upload the file\n the name of the file in S3\n template_body: the body of the template for CFN\n Returns:\n the URL to the file in S3 if successful, None if upload failed\n \"\"\"\n date = dt.utcnow().isoformat()\n date_hash = hashlib.sha1(b'{date}').hexdigest()\n key = f'{file_name}'\n client = boto3.client('s3')\n client.put_object(\n Body=template_body,\n Key=key,\n Bucket=bucket\n )\n url_path = f'https://s3.amazonaws.com/{bucket}/{key}'\n return url_path\n" }, { "alpha_fraction": 0.7294332981109619, "alphanum_fraction": 0.7330895662307739, "avg_line_length": 23.863636016845703, "blob_id": "60a790c3a3df8f5f24f7372f88f8a3f17b98dadc", "content_id": "5fed1f105666d3c542bda6553df69baaa0ee8f79", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 547, "license_type": "permissive", "max_line_length": 103, "num_lines": 22, "path": "/README.rst", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "=====\nozone\n=====\n\n\n.. image:: https://img.shields.io/pypi/v/ozone.svg\n :target: https://pypi.python.org/pypi/ozone\n\nPython Library to manage Troposphere to manage AWS via CFN\n\n\n* Free software: Apache Software License 2.0\n* Documentation: https://ozone.readthedocs.io.\n\n\nCredits\n-------\n\nThis package was created with Cookiecutter_ and the `audreyr/cookiecutter-pypackage`_ project template.\n\n.. _Cookiecutter: https://github.com/audreyr/cookiecutter\n.. _`audreyr/cookiecutter-pypackage`: https://github.com/audreyr/cookiecutter-pypackage\n" }, { "alpha_fraction": 0.5194234848022461, "alphanum_fraction": 0.5222070813179016, "avg_line_length": 30.822834014892578, "blob_id": "9e602b45b4bf011dd9f466c2c9aa93eb80e3a089", "content_id": "0c07a26e855a93d7e63aab82abbbc40f2295f754", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 16166, "license_type": "permissive", "max_line_length": 99, "num_lines": 508, "path": "/ozone/resources/devtools/buildproject.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "\"\"\"\nBuildProject\n============\n\nThe BuildProject is an object which inherits of the Troposphere object properties\nbut uses wrapper methods in order to populate / assign values to these. Just because,\nI am Lazy.\n\nTriggerGroup\n============\n\nTriggerGroup is an object that builds the list of WebhookFilter for Codebuild Triggers Webhook\nIt performs all sorts of validation to ensure we are doing things right, and allows a more\nhuman friendly way to pass arguments in order to build your filter group.\n\n\"\"\"\n\nimport re\n#from ast import literal_eval\nfrom troposphere.codebuild import (\n Environment,\n Source,\n Project,\n Artifacts,\n EnvironmentVariable,\n ProjectTriggers,\n WebhookFilter\n)\nfrom troposphere.iam import (\n Role,\n Policy\n)\nfrom ozone.resources.iam.roles import role_trust_policy\nfrom ozone.filters.arns import (\n s3_bucket as filter_s3bucket,\n iam_role as filter_iamrole\n)\nfrom ozone.resources.iam.policies import (\n AWS_LAMBDA_BASIC_EXEC\n)\nfrom ozone.resolvers.codebuild.runtime import generate_runtime_mapping_and_parameters\n\n\nAT_LEAST = lambda x, y: bool(set(x) <= set(y))\nISSET = lambda x, y: x in y and y[x]\nKEYISSET = lambda x, y: bool(x in y.keys() and y[x])\n\nIS_PR = 1024\nIS_PUSH = 1025\n\n\nCERTIFICATE_ARN = r'(^(arn:aws:s3:::[a-z0-9-.]+)\\/([a-zA-Z0-9\\/]+)(.pem|.zip|.crt)$)'\nCERTIFICATE_PATTERN = re.compile(CERTIFICATE_ARN)\n\nPR_PATTERNS = [\n 'PULL_REQUEST_CREATED',\n 'PULL_REQUEST_UPDATED',\n 'PULL_REQUEST_REOPENED'\n]\nWEBHOOK_PATTERNS = ['PUSH'] + PR_PATTERNS\nPR_TYPES = [\n 'HEAD_REF',\n 'BASE_REF',\n 'BASE_REF',\n 'ACTOR_ACCOUNT_ID'\n]\nPUSH_TYPES = ['ACTOR_ACCOUNT_ID', 'HEAD_REF', 'FILE_PATH']\nWEBHOOK_TYPES = [\n 'EVENT',\n 'ACTOR_ACCOUNT_ID',\n 'HEAD_REF',\n 'BASE_REF',\n 'FILE_PATH'\n]\nVALID_FOR_PUSH = ['FILE_PATH', 'ACTOR_ACCOUNT_ID', 'HEAD_REF']\n\n\ndef role_build(bucket_name):\n \"\"\"\n returns:\n iam.Role\n \"\"\"\n bucket_name = filter_s3bucket(bucket_name)\n role = Role(\n \"CodeBuildRole\",\n Path='/cicd/codebuild/',\n AssumeRolePolicyDocument=role_trust_policy('codebuild'),\n ManagedPolicyArns=[\n AWS_LAMBDA_BASIC_EXEC\n ],\n Policies=[\n Policy(\n PolicyName=\"S3Access\",\n PolicyDocument={\n \"Version\": \"2012-10-17\",\n \"Statement\": [\n {\n 'Effect': 'Allow',\n 'Resource': [\n bucket_name\n ],\n 'Action': [\n 's3:PutObject',\n 's3:PutObjectVersion',\n 's3:GetObject',\n 's3:GetObjectVersion'\n ]\n }\n ]\n }\n )\n ]\n )\n return role\n\n\nclass TriggerGroup():\n \"\"\"\n Webhook Filter Group\n \"\"\"\n\n @property\n def group(self):\n \"\"\"\n Returns self.__group\n \"\"\"\n return self.__group\n\n @group.setter\n def group(self, group):\n \"\"\"\n Initializes self.__group or append items to it\n \"\"\"\n if group is None:\n self.__group = []\n else:\n self.__group = group\n\n\n def get_evals(self, **kwargs):\n \"\"\"\n Dictionary with multiple eval functions which allow to not have\n 10kB long lines for an if and reuse everywhere I need it\n\n :returns: evals, dict()\n \"\"\"\n evals = {\n 'base_forpr': eval(\n ' KEYISSET(\"OnUpdate\", kwargs) or '\n ' KEYISSET(\"OnCreate\", kwargs) or '\n ' KEYISSET(\"OnReopen\", kwargs) '\n ),\n 'right_forpr': eval(\n '('\n ' KEYISSET(\"OnUpdate\", kwargs) or '\n ' KEYISSET(\"OnCreate\", kwargs) or '\n ' KEYISSET(\"OnReopen\", kwargs) '\n ') and '\n 'KEYISSET(\"SourceBranch\", kwargs) and '\n 'KEYISSET(\"DestBranch\", kwargs)'\n ),\n 'base_forpush': eval(\n 'KEYISSET(\"OnPush\", kwargs) and not'\n '('\n ' KEYISSET(\"OnUpdate\", kwargs) or '\n ' KEYISSET(\"OnCreate\", kwargs) or '\n ' KEYISSET(\"OnReopen\", kwargs)'\n ')'\n )\n }\n return evals\n\n def validate_args(self, **kwargs):\n \"\"\"\n Validates arguments are coherent with what you are trying to achieve (PR vs PUSH detection)\n I have taken the opiniated mindset that if you are expecting PR activities,\n you can't use PUSH because PUSH doesn't support a BASE_REF therefore makes the payload\n of the webhook in case of a PR unexploitable.\n Also filters out the fields that the API and Console would yell about if you tried to use\n them (ie. use FILE_PATH for PR_*)\n\n :returns: globally defined value to identify whether we are creating a webhook filter\n for a PR or a PUSH\n \"\"\"\n evals = self.get_evals(**kwargs)\n args = list(kwargs.keys())\n if evals['base_forpr'] and evals['right_forpr']:\n if KEYISSET('FilePath', kwargs):\n raise AttributeError('A PR webhook does not support FILE_PATH')\n if KEYISSET('OnPush', kwargs):\n raise AttributeError(\n 'PUSH only supports HEAD_REF branch.'\n ' The Payload from GIT will not contain the branch to compare to ..'\n )\n return IS_PR\n elif evals['base_forpush']: # and evals['right_forpush']:\n if KEYISSET('DestBranch', kwargs):\n raise AttributeError('DestBranch is not supported for PUSH')\n return IS_PUSH\n return None\n\n def set_push(self, **kwargs):\n \"\"\"\n Defines a webhook filter that makes sense for push\n :returns: filters, list()\n \"\"\"\n filters = []\n if KEYISSET('SourceBranch', kwargs):\n filters.append(\n WebhookFilter(\n Type=\"HEAD_REF\",\n Pattern=f'^ref/heads/{kwargs[\"SourceBranch\"]}'\n )\n )\n if KEYISSET('Tags', kwargs):\n filters.append(\n WebhookFilter(\n Type=\"HEAD_REF\",\n Pattern=f'^ref/tags/{kwargs[\"Tags\"]}'\n )\n )\n if KEYISSET('NotSourceBranch', kwargs):\n filters.append(\n WebhookFilter(\n Type='HEAD_REF',\n Pattern=f'^ref/heads/{kwargs[\"NotSourceBranch\"]}',\n ExcludeMatchedPattern=True\n )\n )\n if KEYISSET('FilePath', kwargs):\n filters.append(\n WebhookFilter(\n Type='FILE_PATH',\n Pattern=f'{kwargs[\"FilePath\"]}',\n )\n )\n if KEYISSET('UserName', kwargs):\n filters.append(\n WebhookFilter(\n Type='ACTOR_ACCOUNT_ID',\n Pattern=f'^ref/heads/{kwargs[\"UserName\"]}',\n )\n )\n filters.append(\n WebhookFilter(\n Type='EVENT',\n Pattern=\"PUSH\"\n )\n )\n return filters\n\n def set_pr(self, source_branch, dest_branch, kwargs):\n \"\"\"\n .. returns: filters, list()\n \"\"\"\n filters = []\n source_branch = WebhookFilter(\n Type='HEAD_REF',\n Pattern=f'^ref/heads/{source_branch}'\n )\n filters.append(source_branch)\n dest_branch = WebhookFilter(\n Type='BASE_REF',\n Pattern=f'^ref/heads/{dest_branch}'\n )\n filters.append(dest_branch)\n if KEYISSET('NotSourceBranch', kwargs):\n not_dest_branch = WebhookFilter(\n Type=\"HEAD_REF\",\n Pattern=f\"^ref/heads/{kwargs['NotSourceBranch']}\",\n ExcludeMatchedPattern=True\n )\n filters.append(not_dest_branch)\n if KEYISSET('NotSourceBranch', kwargs):\n not_source_branch = WebhookFilter(\n Type=\"BASE_REF\",\n Pattern=f\"^ref/heads/{kwargs['NotDestBranch']}\",\n ExcludeMatchedPattern=True\n )\n filters.append(not_source_branch)\n\n\n event_pattern = []\n if KEYISSET('OnCreate', kwargs):\n event_pattern.append('PULL_REQUEST_CREATED')\n if KEYISSET('OnUpdate', kwargs):\n event_pattern.append('PULL_REQUEST_UPDATED')\n event = WebhookFilter(\n Type='EVENT',\n Pattern=','.join(event_pattern)\n )\n filters.append(event)\n return filters\n\n\n def __init__(self, **kwargs):\n \"\"\"\n Sets a trigger for PR between two branches\n \"\"\"\n self.group = None\n args = list(kwargs.keys())\n filter_is = self.validate_args(**kwargs)\n if filter_is == IS_PR:\n self.group = self.set_pr(\n kwargs['SourceBranch'], kwargs['DestBranch'],\n kwargs\n )\n elif filter_is == IS_PUSH:\n self.group = self.set_push(**kwargs)\n else:\n raise ValueError('The parameters for the webhook are not valid')\n\n\nclass BuildProject(Project):\n \"\"\"\n Class to create a CodeBuild project\n \"\"\"\n\n _source_must_haves = ['Location']\n _source_types = [\"S3\", \"CODEPIPELINE\", \"GITHUB\"]\n\n _compute_types = {\n 'small': 'BUILD_GENERAL1_SMALL',\n 'medium': 'BUILD_GENERAL1_MEDIUM',\n 'large': 'BUILD_GENERAL1_LARGE'\n }\n\n def use_codecommit(self, args):\n \"\"\"\n Sets source for CodeCommit\n \"\"\"\n assert all(k in args.keys() for k in self._source_must_haves)\n source = Source(\n Type=\"CODECOMMIT\",\n Location=args['Location']\n )\n return source\n\n def use_s3_source(self, args):\n \"\"\"\n Defines the source for S3\n \"\"\"\n assert all(k in args.keys() for k in self._source_must_haves)\n source = Source(\n Type=\"S3\",\n NamespaceType=\"S3\",\n Location=args['Location']\n )\n return source\n\n def use_codepipeline_source(self, args):\n \"\"\"\n Defines the source for CodePipeline\n \"\"\"\n assert all(k in args.keys() for k in self._source_must_haves)\n source = Source(\n Type=\"CODEPIPELINE\",\n NamespaceType=\"NONE\",\n Packaging=\"ZIP\"\n )\n return source\n\n def use_github_source(self, args):\n \"\"\"\n Defines the source for GitHub and GitHub Entreprise\n \"\"\"\n assert all(k in args.keys() for k in self._source_must_haves)\n github_pattern = re.compile(r'^(https://github.com\\/)')\n assert github_pattern.match(args['Location'])\n source = Source(\n Type=\"GITHUB\",\n Location=args['Location']\n )\n return source\n\n\n def define_source(self, kwargs):\n \"\"\"\n Set source\n \"\"\"\n\n if 'Source' not in kwargs.keys():\n raise KeyError('Source must be present')\n source_info = kwargs['Source']\n source = None\n for source_type in self._source_types:\n if source_info['Type'] == source_type:\n try:\n func = getattr(self, f'use_{source_type.lower()}_source')\n source = func(kwargs['Source'])\n except AttributeError as error:\n raise AttributeError(f'Source Type {source_info[\"Type\"]} is not supported')\n\n if 'BuildSpec' in source_info.keys():\n setattr(source, 'BuildSpec', source_info['BuildSpec'])\n return source\n\n\n def define_artifacts(self, kwargs):\n artifact = Artifacts(\n Type=\"NO_ARTIFACTS\"\n )\n if 'UseCodePipeline' in kwargs.keys():\n artifact = Artifacts(\n Type=\"CODEPIPELINE\",\n Packaging=\"ZIP\"\n )\n return artifact\n\n\n def define_env(self, kwargs):\n if 'BuildEnvVars' in kwargs.keys() and kwargs['BuildEnvVars']:\n for var in kwarg['BuildEnvVars']:\n if not isinstance(var, EnvironmentVariable):\n raise TypeError('Environment variables must be of type', EnvironmentVariable)\n env_vars = kwargs['BuildEnvVars']\n else:\n env_vars = []\n if kwargs['OS'] == 'WINDOWS':\n env_type = 'WINDOWS_CONTAINER'\n else:\n env_type = 'LINUX_CONTAINER'\n if 'Image' in kwargs.keys():\n image = kwargs['Image']\n else:\n image = self.find_image(\n kwargs['OS'], kwargs['RuntimeLanguage'], kwargs['RuntimeVersion']\n )\n\n env = Environment(\n ComputeType=self._compute_types[kwargs['ComputeType']],\n Type=env_type,\n EnvironmentVariables=env_vars,\n Image=image\n )\n if 'Certificate' in kwargs.keys() and CERTIFICATE_PATTERN.match(kwarg['Certificate']):\n setattr(env, 'Certificate', kwargs['Certificate'])\n return env\n\n\n def find_image(self, os, language, version):\n \"\"\"\n Args:\n os: Operating System of the base image\n language: Codebuild name of the language to use\n version: Version of the runtime to use\n Returns:\n codebuild image matching os, language and latest version\n \"\"\"\n return \"aws/codebuild/python:3.6.5\"\n\n\n def define_triggers(self, kwargs):\n \"\"\"\n Defines Codebuild triggers\n \"\"\"\n tropo_filters = []\n webhook_filters = []\n filters = kwargs['FilterGroups']\n if not isinstance(filters, list):\n raise TypeError('filters must be of type', list)\n for filter_ in filters:\n if (\n isinstance(filter_, list) and\n len(filter_) >= 2 and\n isinstance(filter_[0], WebhookFilter)\n ):\n tropo_filters.append(filter_)\n elif isinstance(filter_, list) and not isinstance(filter_[0], WebhookFilter):\n for hookfilter in filter_:\n if not AT_LEAST(['Type', 'Pattern'], hookfilter.keys()):\n raise AttributeError('WebHook must have at least Type and Pattern defined')\n if hookfilter['Type'] not in WEBHOOK_TYPES:\n raise ValueError('Type must be one of the', WEBHOOK_TYPES)\n if hookfilter['Type'] == 'EVENT' and not (\n AT_LEAST(hookfilter['Pattern'].split(','), WEBHOOK_PATTERNS)):\n raise ValueError('Type EVENT only accepts one of', WEBHOOK_PATTERNS)\n hook = WebhookFilter(\n Type=hookfilter['Type'],\n Pattern=hookfilter['Pattern']\n )\n webhook_filters.append(hook)\n tropo_filters.append(webhook_filters)\n trigger = ProjectTriggers(Webhook=True, FilterGroups=tropo_filters)\n return trigger\n\n\n\n def __init__(self, title, role, **kwargs):\n \"\"\"\n Initializes a new Project\n \"\"\"\n super().__init__(\n title,\n BadgeEnabled=True,\n Source=self.define_source(kwargs),\n Artifacts=self.define_artifacts(kwargs),\n Environment=self.define_env(kwargs),\n ServiceRole=filter_iamrole(role),\n )\n if 'UseWebhooks' in kwargs.keys() and 'FilterGroups' in kwargs.keys():\n setattr(self, 'Triggers', self.define_triggers(kwargs))\n defined = list(self.properties)\n definable = list(self.props.keys())\n to_define = list(set(definable)^set(defined))\n for key in to_define:\n if KEYISSET(key, kwargs):\n setattr(self, key, kwargs[key])\n" }, { "alpha_fraction": 0.5622317790985107, "alphanum_fraction": 0.5673039555549622, "avg_line_length": 25.69791603088379, "blob_id": "568027332f86ea3db71ee46e994ce6ecbe5987e3", "content_id": "8c1e81b8e3ef9c39da5189d6c30ee1eac1c7b47d", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2563, "license_type": "permissive", "max_line_length": 95, "num_lines": 96, "path": "/ozone/templates/awslambda.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "from troposphere import (\n Parameter,\n Template,\n Equals,\n GetAtt,\n Ref,\n Sub\n)\n\nfrom troposphere.awslambda import (\n Function,\n LayerVersion,\n Permission,\n Alias,\n Version,\n Code,\n Environment\n\n)\nfrom ozone.outputs import object_outputs\nfrom ozone.filters.arns import (\n iam_role as filter_iamrole,\n lambda_layer as filter_layer\n)\n\ndef lambda_function(**kwargs):\n function = Function(\n 'LambdaFunction',\n Code=Code(\n S3Bucket='replace-me',\n S3Key='replace-me'\n ),\n Handler='function.lambda_handler',\n MemorySize='256',\n Timeout=30\n )\n for key in kwargs.keys():\n if key == 'Layers':\n layers = []\n for layer in kwargs[key]:\n layers.append(filter_layer(layer))\n print(layers)\n setattr(function, key, layers)\n elif key == 'S3Bucket' or key == 'S3Key':\n setattr(function, 'Code', Code(S3Bucket=kwargs['S3Bucket'], S3Key=kwargs['S3Key']))\n elif key == 'Role':\n setattr(function, 'Role', filter_iamrole(kwargs[key]))\n elif key == 'Environment':\n if isinstance(kwargs[key], dict):\n setattr(function, key, Environment(Variables=kwargs[key]))\n elif isinstance(kwargs[key], Environment):\n setattr(function, key, kwargs[key])\n else:\n setattr(function, key, kwargs[key])\n return function\n\n\ndef template(**kwargs):\n \"\"\"\n Args:\n\n Returns:\n template Template()\n \"\"\"\n template = Template()\n release = template.add_parameter(Parameter(\n 'ReleaseNewAlias',\n Type=\"String\",\n AllowedValues = ['Yes', 'No'],\n Default = 'No'\n ))\n release_condition = template.add_condition(\n 'ReleaseAlias',\n {\n 'ReleaseAlias': Equals(\n Ref(release),\n 'Yes'\n )\n }\n )\n function = template.add_resource(lambda_function(**kwargs))\n version = template.add_resource(Version(\n 'LambdaVersion',\n FunctionName=GetAtt(function, 'Arn')\n ))\n alias = template.add_resource(Alias(\n 'LambdaAlias',\n Name = 'prod',\n DependsOn = [release_condition],\n Description = Sub(f'Alias to version ${{{version.title}.Arn}}'),\n FunctionName = Ref(function),\n FunctionVersion = Ref(version)\n ))\n template.add_output(object_outputs(function, True))\n template.add_output(object_outputs(version, True))\n return template\n" }, { "alpha_fraction": 0.6132681369781494, "alphanum_fraction": 0.6155027747154236, "avg_line_length": 32.933650970458984, "blob_id": "f84fee8481b6b893eae0bab23cc95625ecd93f09", "content_id": "a539483c3852fe36e8e1e337127d41a99f02c1b4", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7160, "license_type": "permissive", "max_line_length": 106, "num_lines": 211, "path": "/ozone/filters/arns.py", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "\"\"\"\n\nFunctions that will ensure that the ARN is returned if a string is passed.\nIf it is an object in troposphere, it will return GetAtt(obj, 'Arn') or Ref() depending on\nwhat the object supports for return.\nIf it is a string, it must either comply to the last part of a ARN or be a full ARN\nand match the ARN pattern\n\n\"\"\"\nimport re\nfrom troposphere import (\n AWS_REGION,\n AWS_ACCOUNT_ID\n)\nfrom troposphere import (\n ImportValue,\n Parameter,\n GetAtt,\n Sub,\n Ref\n)\nfrom troposphere.iam import (\n Role\n)\nfrom troposphere.s3 import Bucket\nfrom troposphere.awslambda import Function\nfrom troposphere.kms import (\n Key, Alias\n)\n\nfrom ozone.filters.regexes import (\n S3_ARN_PREFIX, S3_NAME, S3_ARN,\n IAM_ROLE_NAME, IAM_ROLE_ARN,\n LAMBDA_NAME, LAMBDA_ARN,\n LAMBDA_LAYER_VERSION, LAMBDA_LAYER_ARN,\n KMS_KEY_ARN, KMS_KEY_ID,\n KMS_ALIAS, KMS_ALIAS_ARN\n)\n\ndef s3_bucket(bucket, any_object=False):\n \"\"\"\n Args:\n bucket: represents the bucket object, or a function\n Returns:\n untouched if one of the functions supported\n string of the full ARN if the bucket name is given\n full ARN if full ARN is given and match S3 bucket ARN pattern\n \"\"\"\n arn_pat = re.compile(S3_ARN)\n name_pat = re.compile(S3_NAME)\n if isinstance(bucket, (ImportValue, GetAtt, Sub, Ref)):\n return bucket\n elif isinstance(bucket, Parameter):\n if any_object:\n return Sub('arn:aws:s3:::{bucket}/*')\n else:\n return Sub('arn:aws:s3:::{bucket}')\n elif isinstance(bucket, Bucket):\n return GetAtt(bucket, 'Arn')\n elif isinstance(bucket, str):\n if arn_pat.match(bucket):\n return bucket\n elif name_pat.match(bucket):\n if any_object:\n return f'{S3_ARN_PREFIX}{bucket}/*'\n else:\n return f'{S3_ARN_PREFIX}{bucket}'\n else:\n raise ValueError('The S3 ARN must follow', S3_ARN)\n else:\n raise ValueError(\n 'The S3 ARN must be computed with a function or follow the pattern',\n S3_ARN\n )\n\ndef iam_role(role):\n \"\"\"\n Args:\n role: represents the role object, or a function\n Returns:\n untouched if one of the functions supported\n string of the full ARN if the role name is given\n full ARN if full ARN is given and match IAM role ARN pattern\n \"\"\"\n arn_pattern = re.compile(IAM_ROLE_ARN)\n name_pattern = re.compile(IAM_ROLE_NAME)\n if isinstance(role, str):\n if name_pattern.match(role):\n role_arn = Sub(f'arn:aws:iam::${{AWS::AccountId}}:role/{role}')\n elif role.startswith('arn:aws:iam::') and arn_pattern.match(role):\n role_arn = role\n else:\n raise ValueError(\n 'Role ARN must follow either the name or full arn patterns',\n IAM_ROLE_NAME,\n IAM_ROLE_ARN\n )\n elif isinstance(role, (Parameter, Role)):\n role_arn = GetAtt(role, 'Arn')\n elif isinstance(role, (GetAtt, Sub, Ref, ImportValue)):\n role_arn = role\n else:\n raise TypeError('role expected to be of type', str, ImportValue, Role, Sub, GetAtt, Ref)\n return role_arn\n\n\ndef lambda_function(function):\n \"\"\"\n Args:\n function: represents the function object, or a function\n Returns:\n untouched if one of the functions supported\n string of the full ARN if the function name is given\n full ARN if full ARN is given and match function ARN pattern\n \"\"\"\n arn_pattern = re.compile(LAMBDA_ARN)\n name_pattern = re.compile(LAMBDA_NAME)\n if isinstance(function, str):\n if name_pattern.match(function):\n function_arn = Sub(f'arn:aws:lambda:${{AWS::Region}}:${{AWS::AccountId}}:function:{function}')\n elif function.startswith('arn:aws:lambda:') and arn_pattern.match(function):\n function_arn = function\n else:\n raise ValueError(\n 'Function ARN must follow either the name or full arn patterns',\n LAMBDA_NAME,\n LAMBDA_ARN\n )\n elif isinstance(function, (Parameter, Function)):\n function_arn = GetAtt(function, 'Arn')\n elif isinstance(function, (ImportValue, GetAtt, Sub, Ref)):\n function_arn = function\n else:\n raise TypeError('Function expected to be of type', str, Role, Sub, GetAtt, Ref, ImportValue)\n return function_arn\n\n\ndef lambda_layer(layer):\n \"\"\"\n Args:\n layer: represents the layer object, or a function\n Returns:\n untouched if one of the functions supported\n string of the full ARN if the layer name is given\n full ARN if full ARN is given and match Lambda layer ARN pattern\n \"\"\"\n arn_pattern = re.compile(LAMBDA_LAYER_ARN)\n version_pattern = re.compile(LAMBDA_LAYER_VERSION)\n if isinstance(layer, (GetAtt, Ref, Sub, ImportValue)):\n return layer\n elif isinstance(layer, str):\n if arn_pattern.match(layer):\n return layer\n elif version_pattern.match(layer):\n return Sub(f'arn:aws:lambda:${{AWS::Region}}:${{AWS::AccountId}}:layer:{layer}')\n else:\n raise ValueError(\n \"Layer ARN expected of format\"\n f\"{LAMBDA_LAYER_ARN} or {LAMBDA_LAYER_VERSION}\"\n )\n else:\n raise ValueError(\n 'Layer does not comply to any required patterns of Functions'\n )\n\n\ndef kms_key(key):\n \"\"\"\n Args:\n key: represents the key object, or a function\n Returns:\n untouched if one of the functions supported\n string of the full ARN if the key name is given\n full ARN if full ARN is given and match KMS key ARN pattern\n \"\"\"\n arn_pattern = re.compile(KMS_KEY_ARN)\n id_pattern = re.compile(KMS_KEY_ID)\n if isinstance(key, (Ref, Sub, ImportValue, GetAtt)):\n return key\n if isinstance(key, (Parameter, Key)):\n return GetAtt(key, 'Arn')\n if isinstance(key, str):\n if arn_pattern.match(key):\n return key\n if id_pattern.match(key):\n return Sub(f'arn:aws:kms:${{AWS::Region}}:${{AWS::AccountId}}:key/{key}')\n else:\n raise ValueError('Key does not match pattern', KMS_KEY_ARN, KMS_KEY_ID)\n\ndef kms_alias(alias):\n \"\"\"\n Args:\n alias: represents the alias object, or a function\n Returns:\n untouched if one of the functions supported\n string of the full ARN if the alias name is given\n full ARN if full ARN is given and match KMS Key alias ARN pattern\n \"\"\"\n arn_pattern = re.compile(KMS_ALIAS_ARN)\n alias_pattern = re.compile(KMS_ALIAS)\n if isinstance(alias, (Ref, Sub, ImportValue, GetAtt)):\n return alias\n if isinstance(alias, (Parameter, Alias)):\n return GetAtt(alias, 'Arn')\n if isinstance(alias, str):\n if arn_pattern.match(alias):\n return alias\n if alias_pattern.match(alias):\n return Sub(f'arn:aws:kms:${{AWS::Region}}:${{AWS::AccountId}}:{alias}')\n else:\n raise ValueError('Alias does not match pattern', alias, KMS_ALIAS, KMS_ALIAS_ARN)\n" }, { "alpha_fraction": 0.2777777910232544, "alphanum_fraction": 0.41111111640930176, "avg_line_length": 10.25, "blob_id": "1b62129bf3db3936b255a36a9e940178876a098d", "content_id": "8665bece8938724940c745963dd130d38a10e83a", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 90, "license_type": "permissive", "max_line_length": 24, "num_lines": 8, "path": "/HISTORY.rst", "repo_name": "lambda-my-aws/ozone", "src_encoding": "UTF-8", "text": "=======\nHistory\n=======\n\n0.0.13 (2019-06-14)\n------------------\n\n* First release on PyPI.\n" } ]
34
meantheory/pyinfra-certbot
https://github.com/meantheory/pyinfra-certbot
07d9c01d8aa657e6e14e5fba50785702da628e36
0a565a198822f05457d7572447025588940a469c
218e58e17e34db16ad8dd89219455ec1878d38fb
refs/heads/master
2022-11-13T09:08:57.734746
2020-07-01T14:47:56
2020-07-01T14:47:56
276,387,114
3
1
null
null
null
null
null
[ { "alpha_fraction": 0.8163265585899353, "alphanum_fraction": 0.8163265585899353, "avg_line_length": 48, "blob_id": "1a81351a1adfe7d3eac15b9dcf6cc267064560fa", "content_id": "79a59733c64d6d524cd2ae03daf8227d88fa6cb7", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 49, "license_type": "permissive", "max_line_length": 48, "num_lines": 1, "path": "/pyinfra_certbot/__init__.py", "repo_name": "meantheory/pyinfra-certbot", "src_encoding": "UTF-8", "text": "from .certbot import provision, certonly, delete\n" }, { "alpha_fraction": 0.7948718070983887, "alphanum_fraction": 0.7948718070983887, "avg_line_length": 28.25, "blob_id": "6e914b79ffd2a3eee7c01132302e5d616761ce42", "content_id": "0543c169fdd6c4198084b926828a254f65888462", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 117, "license_type": "permissive", "max_line_length": 81, "num_lines": 4, "path": "/README.md", "repo_name": "meantheory/pyinfra-certbot", "src_encoding": "UTF-8", "text": "# pyinfra-certbot\npyinfra certbot\n\nQuick hack to get a bare minimum of certbot working for my use case with pyinfra.\n" }, { "alpha_fraction": 0.7414634227752686, "alphanum_fraction": 0.7414634227752686, "avg_line_length": 19.5, "blob_id": "bee194b64b5eb819b8d0a77df3c9429998ffcac9", "content_id": "373aa88d31a754c7c2463038936c7a5fcc4e5a21", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 205, "license_type": "permissive", "max_line_length": 87, "num_lines": 10, "path": "/example/deploy.py", "repo_name": "meantheory/pyinfra-certbot", "src_encoding": "UTF-8", "text": "import pyinfra_certbot as certbot\n\nSUDO = True\n\ncertbot.provision()\n\n# get tls certificates only\ncertbot.certonly(\n cert_name=\"example.com\", domains=\"example.com,*.example.com\", dns_provider=\"google\"\n)\n" }, { "alpha_fraction": 0.6255130767822266, "alphanum_fraction": 0.6280391812324524, "avg_line_length": 26.068376541137695, "blob_id": "84b0e2f42396cd7efeeb74bb84acd635c4c1279b", "content_id": "da1d2115436f8ea8ba923abe9dc60e63905fcd71", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3167, "license_type": "permissive", "max_line_length": 86, "num_lines": 117, "path": "/pyinfra_certbot/certbot.py", "repo_name": "meantheory/pyinfra-certbot", "src_encoding": "UTF-8", "text": "import json\nfrom pyinfra.api import FactBase, MaskString, QuoteString, operation, StringCommand\nfrom pyinfra.api.deploy import deploy\nfrom pyinfra.api.exceptions import DeployError\nfrom pyinfra.api.util import get_arg_value, make_hash\nfrom pyinfra.operations import apt, files, yum\n\n\nclass CertBot:\n def __init__(\n self, cert_name=None, domains=None, dns_provider=None,\n ):\n self._domains = domains\n self.dns_provider = dns_provider\n self.cert_name = cert_name\n\n def __call__(self, command):\n return self.command(command)\n\n @property\n def domains(self):\n return \",\".join(self._domains)\n\n def command(self, command):\n bits = [\"certbot\", command]\n\n if self.cert_name:\n bits.append(\"--cert-name {0}\".format(self.cert_name))\n\n if self.dns_provider:\n # create dns flag like, --dns-google\n bits.append(\"--dns-{0}\".format(self.dns_provider))\n\n if self._domains:\n bits.append(\"-d {0}\".format(self.domains))\n\n return StringCommand(*bits)\n\n\nclass CertBotFactBase(FactBase):\n abstract = True\n\n\nclass CertBotCertificates(CertBotFactBase):\n def command(self):\n cb = CertBot()\n return cb(\"certificates\")\n\n def process(self, output):\n certificates = {}\n this = dict(name=None, fullchain=None, private=None)\n\n for line in output:\n try:\n rhs = line.split(\":\")[1].strip()\n except IndexError:\n continue\n\n if line.startswith(\"Certificate Name:\"):\n this[\"name\"] = rhs\n\n elif line.startswith(\"Certificate Path:\"):\n this[\"fullchain\"] = rhs\n\n elif line.startswith(\"Private Key Path:\"):\n this[\"private\"] = rhs\n\n certificates[this[\"name\"]] = this\n this = dict(name=None, fullchain=None, private=None)\n\n return certificates\n\n\ndef _apt_install_certbot(state, host):\n\n # only tested in ubuntu 20.04, may need to add a repo for support elsewhere\n apt.packages(\n state, host, {\"Install certbot via apt\"}, \"certbot\", present=True,\n )\n\n\ndef _yum_install_certbot(state, host):\n raise NotImplemented(\"yum implementation needed. pull requests desired.\")\n\n\ndef _install_certbot(state, host):\n if host.fact.deb_packages:\n _apt_install_certbot(state, host)\n elif host.fact.rpm_packages:\n _yum_install_certbot(state, host)\n else:\n raise DeployError((\"no install method found\", \"can not install certbot\"))\n\n\n@deploy(\"deploy certbot\")\ndef provision(state, host, config=None):\n _install_certbot(state, host)\n # TODO: configure host for existing letsencrypt account?\n\n\n@operation\ndef certonly(state, host, cert_name, domains, dns_provider=None):\n\n current_certificates = host.fact.cert_bot_certificates()\n present = cert_name in current_certificates\n\n if not present:\n cb = CertBot(cert_name=cert_name, domains=domains, dns_provider=dns_provider,)\n\n yield cb(\"certonly\")\n\n\n@operation\ndef delete(state, host, cert_name):\n cb = CertBot(cert_name=cert_name,)\n\n yield cb(\"delete\")\n" }, { "alpha_fraction": 0.5336322784423828, "alphanum_fraction": 0.5515695214271545, "avg_line_length": 21.299999237060547, "blob_id": "66c7381e61b4b9db9f5ada82127e318d5217f772", "content_id": "490177601eba36b4b777770e65affe8e036269fa", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 223, "license_type": "permissive", "max_line_length": 43, "num_lines": 10, "path": "/setup.py", "repo_name": "meantheory/pyinfra-certbot", "src_encoding": "UTF-8", "text": "from setuptools import find_packages, setup\n\n\nif __name__ == \"__main__\":\n setup(\n version=\"0.1\",\n name=\"pyinfra-certbot\",\n packages=find_packages(),\n install_requires=(\"pyinfra>=0.5\",),\n )\n" }, { "alpha_fraction": 0.807692289352417, "alphanum_fraction": 0.807692289352417, "avg_line_length": 25, "blob_id": "bc286bff3a376033838e35174300154d4bc05d17", "content_id": "4c25fec500c6c99052619f6a3f1c3e5a4eb54dd8", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 26, "license_type": "permissive", "max_line_length": 25, "num_lines": 1, "path": "/example/README.md", "repo_name": "meantheory/pyinfra-certbot", "src_encoding": "UTF-8", "text": "# pyinfra-certbot example\n" } ]
6
vrubel/MicroPython_ESP32_psRAM_LoBo
https://github.com/vrubel/MicroPython_ESP32_psRAM_LoBo
4d0947f8561e18a3eeca48d7c5aaac13be2f64b8
bee80d78382cf92171edf8e7457299e117f8a56b
9bbe22c5de3cbca4da2e8b2c26dfb4e7cc85ee78
refs/heads/master
2021-04-03T04:18:48.617627
2018-11-18T11:04:27
2018-11-18T11:04:27
124,764,294
0
0
null
2018-03-11T14:23:03
2018-03-10T13:25:18
2018-03-06T21:08:40
null
[ { "alpha_fraction": 0.35644662380218506, "alphanum_fraction": 0.37461233139038086, "avg_line_length": 36.599998474121094, "blob_id": "3a269ffa1b9d72e6a5f97bf6847ca064a7efdef2", "content_id": "103f95c9bf56465c27999c9a9cb33b22ebab5b70", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4560, "license_type": "permissive", "max_line_length": 74, "num_lines": 120, "path": "/MicroPython_BUILD/components/micropython/esp32/modules_examples/sgp30_example.py", "repo_name": "vrubel/MicroPython_ESP32_psRAM_LoBo", "src_encoding": "UTF-8", "text": "from machine import I2C\nimport time\nimport sgp30\n\ni2c=I2C(sda=14,scl=27)\nsensor=sgp30.SGP30(i2c)\n\n#print(\"=============== func №1 ===============\")\nsensor.init()\n#print(\"=======================================\\n\")\n\n#print(\"=============== func №2 ===============\")\nprint(\"get_serial_id():%u\" % sensor.get_serial_id())\n#print(\"=======================================\\n\")\n\n#print(\"=============== func №3 ===============\")\nprint(\"get_driver_version():%s\" % sensor.get_driver_version())\n#print(\"=======================================\\n\")\n\n#print(\"=============== func №4 ===============\")\nprint(\"get_feature_set_version():\", sensor.get_feature_set_version())\n#print(\"=======================================\\n\")\n\n#print(\"=============== func №5 ===============\")\nprint(\"get_configured_address():%u\" % sensor.get_configured_address())\n#print(\"=======================================\\n\")\n\nfor i in range(1,8):\n #print(\"=============== func №6 ===============\")\n print(\" co2=%u\" % sensor.measure_co2_eq_blocking_read(), end='')\n #print(\"=======================================\\n\")\n time.sleep(1) \n #print(\"=============== func №7 ===============\")\n print(\" voc=%u\" % sensor.measure_tvoc_blocking_read(), end='')\n #print(\"=======================================\\n\")\n time.sleep(1) \n #print(\"=============== func №8 ===============\")\n print(\" iaq:\", sensor.measure_iaq_blocking_read(), end='')\n #print(\"=======================================\\n\")\n time.sleep(1) \n #print(\"=============== func №9 ===============\")\n print(\" sig:\", sensor.measure_signals_blocking_read())\n #print(\"=======================================\\n\")\n time.sleep(1) \n\nprint(\"=============== func №10 ===============\")\nbl=sensor.get_iaq_baseline()\nprint(\"get_iaq_baseline():%u\" % bl)\nprint(\"========================================\\n\")\n\nprint(\"=============== func №11 ===============\")\ntvoc_bl=sensor.get_tvoc_factory_baseline()\nprint(\"get_tvoc_factory_baseline():%u\" % tvoc_bl)\nprint(\"========================================\\n\")\n\n\nfor i in range(1,8):\n #print(\"=============== func №20 ===============\")\n #print(\" mvoc:%u\" % sensor.measure_tvoc(), end='')\n sensor.measure_tvoc()\n #print(\"========================================\\n\")\n time.sleep_ms(20) \n #print(\"=============== func №14 ===============\")\n print(\" voc=%u\" % sensor.read_tvoc(), end='')\n #print(\"========================================\\n\")\n\n time.sleep(1) \n\n #print(\"=============== func №13 ===============\")\n #print(\" mco2:%u\" % sensor.measure_co2_eq(), end='')\n sensor.measure_co2_eq()\n #print(\"========================================\\n\")\n time.sleep_ms(20) \n #print(\"=============== func №15 ===============\")\n print(\" co2=%u\" % sensor.read_co2_eq(), end='')\n #print(\"========================================\\n\")\n\n time.sleep(1) \n\n #print(\"=============== func №16 ===============\")\n #print(\" miaq:%u\" % sensor.measure_iaq(), end='')\n sensor.measure_iaq()\n #print(\"========================================\\n\")\n time.sleep_ms(20) \n #print(\"=============== func №18 ===============\")\n print(\" iaq:\", sensor.read_iaq(), end='')\n #print(\"========================================\\n\")\n\n time.sleep(1) \n\n #print(\"=============== func №17 ===============\")\n #print(\" msig:%u\" % sensor.measure_signals(), end='')\n sensor.measure_signals()\n #print(\"========================================\\n\")\n time.sleep_ms(20) \n #print(\"=============== func №19 ===============\")\n print(\" sig:\", sensor.read_signals())\n #print(\"========================================\\n\")\n\n time.sleep(1) \n\n\nprint(\"=============== func №20 ===============\")\nprint(\"current baseline=%u\" % sensor.get_iaq_baseline())\nprint(\"set_iaq_baseline():%u\" % sensor.set_iaq_baseline(bl))\nprint(\"new baseline=%u\" % sensor.get_iaq_baseline())\nprint(\"========================================\\n\")\n\nprint(\"=============== func №21 ===============\")\nprint(\"set_tvoc_baseline():%u\" % sensor.set_tvoc_baseline(tvoc_bl))\nprint(\"new tvoc_factory_baseline=%u\" % sensor.get_tvoc_factory_baseline())\nprint(\"========================================\\n\")\n\nprint(\"=============== func №22 ===============\")\nprint(\"set_absolute_humidity():%u\" % sensor.set_absolute_humidity(0x0b92))\nprint(\"========================================\\n\")\n\nprint(\"=============== func №23 ===============\")\nprint(\"measure_test():%u\" % sensor.measure_test())\nprint(\"========================================\\n\")\n\n\n" }, { "alpha_fraction": 0.652086615562439, "alphanum_fraction": 0.673119843006134, "avg_line_length": 33.27151107788086, "blob_id": "6dc338b7a3045ef7659d0b20cf009473eb5ae4ce", "content_id": "7ba025a1fd04812c60286487037915c61495b7e5", "detected_licenses": [ "MIT", "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "C", "length_bytes": 17968, "license_type": "permissive", "max_line_length": 158, "num_lines": 523, "path": "/MicroPython_BUILD/components/micropython/esp32/modsgp30.c", "repo_name": "vrubel/MicroPython_ESP32_psRAM_LoBo", "src_encoding": "UTF-8", "text": "/*\n * This implementation of the module uses the vendor's source code, located at:\n * https://github.com/Sensirion/embedded-sgp\n * (local path: components/micropython/esp32/libs/sgp)\n *\n * The module was created in accordance with the vendor's recommendations:\n * https://www.sensirion.com/fileadmin/user_upload/customers/sensirion/Dokumente/9_Gas_Sensors/Sensirion_Gas_Sensors_SGP30_Driver-Integration-Guide_HW_I2C.pdf\n *\n * Product page on vendor's site:\n * https://www.sensirion.com/en/environmental-sensors/gas-sensors/multi-pixel-gas-sensors/\n *\n * The SGP30 uses a dynamic baseline compensation algorithm and on-chip \n * calibration parameters to provide two complementary air quality signals. \n * Based on the sensor signals a total VOC signal (TVOC) and a CO2 equivalent \n * signal (CO2eq) are calculated. After the “Init” command, a “Measure” commands\n * has to be sent in regular intervals of 1s to ensure proper operation of the \n * dynamic baseline compensation algorithm. \n * NOTE: For the first 15s after the “Init_air_quality” command the sensor is in \n * an initialization phase during which a “Measure_air_quality” command returns \n * fixed values of 400 ppm CO2eq and 0 ppb TVOC.\n *\n * See an example of use: modules_examples/sgp30_example.py\n *\n * Copyright (c) 2018 Alex Vrubel\n *\n *\n * This file is part of the MicroPython ESP32 project, https://github.com/loboris/MicroPython_ESP32_psRAM_LoBo\n *\n * The MIT License (MIT)\n *\n * Copyright (c) 2018 LoBo (https://github.com/loboris)\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to deal\n * in the Software without restriction, including without limitation the rights\n * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n * copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n * THE SOFTWARE.\n */\n\n#include \"py/runtime.h\"\n#include \"machine_hw_i2c.h\"\n\n#include \"sensirion_i2c.h\"\n#include \"sensirion_arch_config.h\"\n#include \"freertos/FreeRTOS.h\"\n#include \"freertos/task.h\"\n#include \"machine_hw_i2c.h\"\n#include \"sgp30.h\"\n#include <string.h>\n\n\nconst char * SGP_DRV_VERSION_STR = \"3.1.1-dirty\";\nmp_machine_i2c_obj_t *i2c_obj;\n\ntypedef struct _sgp30_obj_t {\n mp_obj_base_t base;\n} sgp30_obj_t;\n\nconst mp_obj_type_t sgp30_type;\n\n\n// constructor(id, ...)\n//-----------------------------------------------------------------------------------------------------------------\nSTATIC mp_obj_t sgp30_make_new(const mp_obj_type_t *type, size_t n_args, size_t n_kw, const mp_obj_t *all_args)\n{\n\tenum { ARG_i2c };\n\tstatic const mp_arg_t allowed_args[] = {\n\t\t{ MP_QSTR_i2c,\tMP_ARG_REQUIRED | MP_ARG_OBJ, {.u_obj = mp_const_none}}\n\t};\n\t// parse arguments\n\tmp_arg_val_t args[MP_ARRAY_SIZE(allowed_args)];\n\tmp_arg_parse_all_kw_array(n_args, n_kw, all_args, MP_ARRAY_SIZE(allowed_args), allowed_args, args);\n\n\tsgp30_obj_t *self = m_new_obj(sgp30_obj_t);\n\tself->base.type = &sgp30_type;\n\ti2c_obj = (mp_machine_i2c_obj_t *)MP_OBJ_TO_PTR(args[ARG_i2c].u_obj);\n\n\treturn MP_OBJ_FROM_PTR(self);\n}\n\n\n//-----------------------------------------------------------------------------------------------\nSTATIC void sgp30_printinfo(const mp_print_t *print, mp_obj_t self_in, mp_print_kind_t kind)\n{\n\tu16 tvoc_ppb;\n\tu16 co2_eq_ppm;\n\tsgp_read_iaq(&tvoc_ppb, &co2_eq_ppm);\n\n\tu16 ethanol_signal;\n\tu16 h2_signal;\n\tsgp_read_signals(&ethanol_signal, &h2_signal);\n\n\tmp_printf(print, \"SGP30 (tvoc=%u ppb, co2_eq=%u ppm, ethanol=%u, h2=%u)\\n\", tvoc_ppb, co2_eq_ppm, ethanol_signal, h2_signal);\n}\n\n\n\n//-----------------------------------------------------------------------------------------------\nSTATIC mp_obj_t sgp30_init(mp_obj_t self_in)\n{\n return mp_obj_new_int(sgp_probe());\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(sgp30_init_obj, sgp30_init);\n\n\n\nSTATIC mp_obj_t get_serial_id(mp_obj_t self_in)\n{\n\tu64 serial_id;\n\tsgp_get_serial_id(&serial_id);\n\n return mp_obj_new_int_from_ull(serial_id);\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(get_serial_id_obj, get_serial_id);\n\n\n\nSTATIC mp_obj_t get_driver_version(mp_obj_t self_in)\n{\n\tconst char * strver = sgp_get_driver_version();\n return mp_obj_new_str(strver, strlen(strver));\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(get_driver_version_obj, get_driver_version);\n\n\n\nSTATIC mp_obj_t measure_co2_eq_blocking_read(mp_obj_t self_in)\n{\n\tu16 co2_eq_ppm;\n\tsgp_measure_co2_eq_blocking_read(&co2_eq_ppm);\n\n return mp_obj_new_int(co2_eq_ppm);\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(measure_co2_eq_blocking_read_obj, measure_co2_eq_blocking_read);\n\n\n\nSTATIC mp_obj_t measure_tvoc_blocking_read(mp_obj_t self_in)\n{\n\tu16 tvoc_ppb;\n\tsgp_measure_tvoc_blocking_read(&tvoc_ppb);\n return mp_obj_new_int(tvoc_ppb);\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(measure_tvoc_blocking_read_obj, measure_tvoc_blocking_read);\n\n\n\n/*\n * The SGP30 also provides the possibility to read and write the baseline values \n * of the baseline correction algorithm. This feature is used to save the \n * baseline in regular intervals on an external non-volatile memory and restore \n * it after a new power-up or soft reset of the sensor. \n * The command “get_iaq_baseline” returns the baseline value for the two air \n * quality signals. \n * These value should be stored on an external memory. After a power-up or \n * soft reset, the baseline of the baseline correction algorithm can be restored \n * by call first an “sgp30_init” followed by a “set_iaq_baseline” with value as \n * parameter.\n */\nSTATIC mp_obj_t get_iaq_baseline(mp_obj_t self_in)\n{\n\tu32 baseline;\n\tsgp_get_iaq_baseline(&baseline);\n return mp_obj_new_int_from_uint(baseline);\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(get_iaq_baseline_obj, get_iaq_baseline);\n\n\n\n/*\n * Set baseline value for baseline correction algorithm.\n * See description for get_iaq_baseline method.\n */\nSTATIC mp_obj_t set_iaq_baseline(mp_obj_t self_in, mp_obj_t baseline)\n{\n\tu32 bl = (u32)mp_obj_get_int64(baseline);\n return mp_obj_new_int(sgp_set_iaq_baseline(bl));\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_2(set_iaq_baseline_obj, set_iaq_baseline);\n\n\n\nSTATIC mp_obj_t measure_iaq_blocking_read(mp_obj_t self_in)\n{\n\tu16 tvoc_ppb;\n\tu16 co2_eq_ppm;\n\tsgp_measure_iaq_blocking_read(&tvoc_ppb, &co2_eq_ppm);\n\n mp_obj_t tuple[2];\n\ttuple[0] = mp_obj_new_int(co2_eq_ppm);\n\ttuple[1] = mp_obj_new_int(tvoc_ppb);\n\treturn mp_obj_new_tuple(2, tuple);\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(measure_iaq_blocking_read_obj, measure_iaq_blocking_read);\n\n\n/*\n * The commands “measure_signals...” is intended for part verification and \n * testing purposes. It returns the sensor raw signals which are used as inputs\n * for the on-chip calibration and baseline compensation algorithms. \n * The command performs a measurement to which the sensor responds with raw \n * signals in the order H2_signal (sout_H2) and Ethanol_signal (sout_EthOH).\n */\nSTATIC mp_obj_t measure_signals_blocking_read(mp_obj_t self_in)\n{\n\tu16 ethanol_signal;\n\tu16 h2_signal;\n\tsgp_measure_signals_blocking_read(&ethanol_signal, &h2_signal);\n\n mp_obj_t tuple[2];\n\ttuple[0] = mp_obj_new_int(ethanol_signal);\n\ttuple[1] = mp_obj_new_int(h2_signal);\n\treturn mp_obj_new_tuple(2, tuple);\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(measure_signals_blocking_read_obj, measure_signals_blocking_read);\n\n\n\n/*\n * The SGP30 features an on-chip humidity compensation for the air quality \n * signals (CO 2eq and TVOC) and sensor raw signals (H2 and Ethanol). \n * To use the on-chip humidity compensation an absolute humidity value from an \n * external humidity sensor like the SHTxx is required. Using the \n * “set_absolute_humidity” command, a new humidity value can be written to the \n * SGP30. The 2 data bytes represent humidity values as a fixed-point 8.8bit \n * number with a minimum value of 0x0001 (=1/256 g/m3) and a maximum value of \n * 0xFFFF (255 g/m3 + 255/256 g/m3). For instance, sending a value of 0x0F80 \n * corresponds to a humidity value of 15.50 g/m3 (15 g/m3 + 128/256 g/m3). \n * After setting a new humidity value, this value will be used by the on-chip \n * humidity compensation algorithm until a new humidity value is set using the \n * “set_absolute_humidity” command. Restarting the sensor (power-on or soft \n * reset) or sending a value of 0x0000 (= 0 g/m3) sets the humidity value used \n * for compensation to its default value (0x0B92 = 11.57 g/m3) until a new\n * humidity value is sent. Sending a humidity value of 0x0000 can therefore be \n * used to turn off the humidity compensation.\n */\nSTATIC mp_obj_t set_absolute_humidity(mp_obj_t self_in, mp_obj_t absolute_humidity)\n{\n\tu32 ah = (u32)mp_obj_get_int64(absolute_humidity);\n return mp_obj_new_int(sgp_set_absolute_humidity(ah));\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_2(set_absolute_humidity_obj, set_absolute_humidity);\n\n\n\nSTATIC mp_obj_t get_feature_set_version(mp_obj_t self_in)\n{\n\tu16 feature_set_version;\n\tu8 product_type;\n\tsgp_get_feature_set_version(&feature_set_version, &product_type);\n\n mp_obj_t tuple[2];\n\ttuple[0] = mp_obj_new_int(feature_set_version);\n\ttuple[1] = mp_obj_new_int(product_type);\n\treturn mp_obj_new_tuple(2, tuple);\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(get_feature_set_version_obj, get_feature_set_version);\n\n\n\nSTATIC mp_obj_t get_tvoc_factory_baseline(mp_obj_t self_in)\n{\n\tu16 baseline;\n\tsgp_get_tvoc_factory_baseline(&baseline);\n return mp_obj_new_int_from_uint(baseline);\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(get_tvoc_factory_baseline_obj, get_tvoc_factory_baseline);\n\n\n\nSTATIC mp_obj_t set_tvoc_baseline(mp_obj_t self_in, mp_obj_t baseline)\n{\n\tu16 bl = (u16)mp_obj_get_int(baseline);\n return mp_obj_new_int(sgp_set_tvoc_baseline(bl));\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_2(set_tvoc_baseline_obj, set_tvoc_baseline);\n\n\n\nSTATIC mp_obj_t get_configured_address(mp_obj_t self_in)\n{\n return mp_obj_new_int_from_uint(sgp_get_configured_address());\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(get_configured_address_obj, get_configured_address);\n\n\n\n/*\n * The command “measure_test” which is included for integration and \n * production line testing runs an on-chip self-test. In case of a successful \n * self-test the sensor returns the fixed data pattern 0xD400 (with correct CRC).\n */\nSTATIC mp_obj_t measure_test(mp_obj_t self_in)\n{\n\tu16 test_result;\n\tsgp_measure_test(&test_result);\n return mp_obj_new_int_from_uint(test_result);\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(measure_test_obj, measure_test);\n\n\n\nSTATIC mp_obj_t measure_tvoc(mp_obj_t self_in)\n{\n return mp_obj_new_int(sgp_measure_tvoc());\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(measure_tvoc_obj, measure_tvoc);\n\n\n\nSTATIC mp_obj_t measure_iaq(mp_obj_t self_in)\n{\n return mp_obj_new_int(sgp_measure_iaq());\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(measure_iaq_obj, measure_iaq);\n\n\n\nSTATIC mp_obj_t measure_co2_eq(mp_obj_t self_in)\n{\n return mp_obj_new_int(sgp_measure_co2_eq());\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(measure_co2_eq_obj, measure_co2_eq);\n\n\n\nSTATIC mp_obj_t measure_signals(mp_obj_t self_in)\n{\n return mp_obj_new_int(sgp_measure_signals());\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(measure_signals_obj, measure_signals);\n\n\n\nSTATIC mp_obj_t read_co2_eq(mp_obj_t self_in)\n{\n\tu16 result;\n\tsgp_read_co2_eq(&result);\n return mp_obj_new_int_from_uint(result);\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(read_co2_eq_obj, read_co2_eq);\n\n\n\nSTATIC mp_obj_t read_tvoc(mp_obj_t self_in)\n{\n\tu16 result;\n\tsgp_read_tvoc(&result);\n return mp_obj_new_int_from_uint(result);\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(read_tvoc_obj, read_tvoc);\n\n\n\nSTATIC mp_obj_t read_iaq(mp_obj_t self_in)\n{\n\tu16 tvoc_ppb;\n\tu16 co2_eq_ppm;\n\tsgp_read_iaq(&tvoc_ppb, &co2_eq_ppm);\n\n mp_obj_t tuple[2];\n\ttuple[0] = mp_obj_new_int(co2_eq_ppm);\n\ttuple[1] = mp_obj_new_int(tvoc_ppb);\n\treturn mp_obj_new_tuple(2, tuple);\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(read_iaq_obj, read_iaq);\n\n\n\nSTATIC mp_obj_t read_signals(mp_obj_t self_in)\n{\n\tu16 ethanol_signal;\n\tu16 h2_signal;\n\tsgp_read_signals(&ethanol_signal, &h2_signal);\n\n mp_obj_t tuple[2];\n\ttuple[0] = mp_obj_new_int(ethanol_signal);\n\ttuple[1] = mp_obj_new_int(h2_signal);\n\treturn mp_obj_new_tuple(2, tuple);\n}\nSTATIC MP_DEFINE_CONST_FUN_OBJ_1(read_signals_obj, read_signals);\n\n\n\n\n//===============================================================================\nSTATIC const mp_rom_map_elem_t sgp30_locals_dict_table[] = {\n // instance methods\n { MP_ROM_QSTR(MP_QSTR_init),\t\t\t\t\t\t\t\tMP_ROM_PTR(&sgp30_init_obj) },\n { MP_ROM_QSTR(MP_QSTR_get_serial_id),\t\t\t\t\t\tMP_ROM_PTR(&get_serial_id_obj) },\n { MP_ROM_QSTR(MP_QSTR_get_driver_version),\t\t\t\t\tMP_ROM_PTR(&get_driver_version_obj) },\n { MP_ROM_QSTR(MP_QSTR_measure_co2_eq_blocking_read),\t\tMP_ROM_PTR(&measure_co2_eq_blocking_read_obj) },\n { MP_ROM_QSTR(MP_QSTR_measure_tvoc_blocking_read),\t\t\tMP_ROM_PTR(&measure_tvoc_blocking_read_obj) },\n { MP_ROM_QSTR(MP_QSTR_get_iaq_baseline),\t\t\t\t\tMP_ROM_PTR(&get_iaq_baseline_obj) },\n { MP_ROM_QSTR(MP_QSTR_set_iaq_baseline),\t\t\t\t\tMP_ROM_PTR(&set_iaq_baseline_obj) },\n { MP_ROM_QSTR(MP_QSTR_measure_iaq_blocking_read),\t\t\tMP_ROM_PTR(&measure_iaq_blocking_read_obj) },\n { MP_ROM_QSTR(MP_QSTR_measure_signals_blocking_read),\t\tMP_ROM_PTR(&measure_signals_blocking_read_obj) },\n { MP_ROM_QSTR(MP_QSTR_set_absolute_humidity),\t\t\t\tMP_ROM_PTR(&set_absolute_humidity_obj) },\n { MP_ROM_QSTR(MP_QSTR_get_feature_set_version),\t\t\t\tMP_ROM_PTR(&get_feature_set_version_obj) },\n { MP_ROM_QSTR(MP_QSTR_get_tvoc_factory_baseline),\t\t\tMP_ROM_PTR(&get_tvoc_factory_baseline_obj) },\n { MP_ROM_QSTR(MP_QSTR_set_tvoc_baseline),\t\t\t\t\tMP_ROM_PTR(&set_tvoc_baseline_obj) },\n { MP_ROM_QSTR(MP_QSTR_get_configured_address),\t\t\t\tMP_ROM_PTR(&get_configured_address_obj) },\n { MP_ROM_QSTR(MP_QSTR_measure_test),\t\t\t\t\t\tMP_ROM_PTR(&measure_test_obj) },\n { MP_ROM_QSTR(MP_QSTR_measure_tvoc),\t\t\t\t\t\tMP_ROM_PTR(&measure_tvoc_obj) },\n { MP_ROM_QSTR(MP_QSTR_measure_iaq),\t\t\t\t\t\t\tMP_ROM_PTR(&measure_iaq_obj) },\n { MP_ROM_QSTR(MP_QSTR_measure_co2_eq),\t\t\t\t\t\tMP_ROM_PTR(&measure_co2_eq_obj) },\n { MP_ROM_QSTR(MP_QSTR_measure_signals),\t\t\t\t\t\tMP_ROM_PTR(&measure_signals_obj) },\n { MP_ROM_QSTR(MP_QSTR_read_co2_eq),\t\t\t\t\t\t\tMP_ROM_PTR(&read_co2_eq_obj) },\n { MP_ROM_QSTR(MP_QSTR_read_tvoc),\t\t\t\t\t\t\tMP_ROM_PTR(&read_tvoc_obj) },\n { MP_ROM_QSTR(MP_QSTR_read_iaq),\t\t\t\t\t\t\tMP_ROM_PTR(&read_iaq_obj) },\n { MP_ROM_QSTR(MP_QSTR_read_signals),\t\t\t\t\t\tMP_ROM_PTR(&read_signals_obj) }\n};\nSTATIC MP_DEFINE_CONST_DICT(sgp30_locals_dict, sgp30_locals_dict_table);\n\n//===============================================================================\nconst mp_obj_type_t sgp30_type = {\n { &mp_type_type },\n .name = MP_QSTR_SGP30,\n .print = sgp30_printinfo,\n .make_new = sgp30_make_new,\n .locals_dict = (mp_obj_t)&sgp30_locals_dict,\n};\n\n\n\n//===============================================================================\nSTATIC const mp_rom_map_elem_t sgp30_module_globals_table[] = {\n { MP_ROM_QSTR(MP_QSTR___name__), MP_ROM_QSTR(MP_QSTR_sgp30) },\n { MP_OBJ_NEW_QSTR(MP_QSTR_SGP30), MP_ROM_PTR(&sgp30_type) },\n};\n\n//===============================================================================\nSTATIC MP_DEFINE_CONST_DICT(sgp30_module_globals, sgp30_module_globals_table);\n\nconst mp_obj_module_t mp_module_sgp30 = {\n .base = { &mp_type_module },\n .globals = (mp_obj_dict_t*)&sgp30_module_globals,\n};\n\n\n\n\n//===============================================//\n// //\n// Functions required for vendor's source code //\n// //\n//===============================================//\n\n\n/**\n * Initialize all hard- and software components that are needed for the I2C\n * communication.\n */\nvoid sensirion_i2c_init()\n{\n // IMPLEMENT\n}\n\n\n\n/**\n * Execute one read transaction on the I2C bus, reading a given number of bytes.\n * If the device does not acknowledge the read command, an error shall be\n * returned.\n *\n * @param address 7-bit I2C address to read from\n * @param data pointer to the buffer where the data is to be stored\n * @param count number of bytes to read from I2C and store in the buffer\n * @returns 0 on success, error code otherwise\n */\ns8 sensirion_i2c_read(u8 address, u8* data, u16 count)\n{\n\treturn mp_i2c_master_read(i2c_obj, address, 0, 0, data, count, true);\n}\n\n\n\n/**\n * Execute one write transaction on the I2C bus, sending a given number of bytes.\n * The bytes in the supplied buffer must be sent to the given address. If the\n * slave device does not acknowledge any of the bytes, an error shall be\n * returned.\n *\n * @param address 7-bit I2C address to write to\n * @param data pointer to the buffer containing the data to write\n * @param count number of bytes to read from the buffer and send over I2C\n * @returns 0 on success, error code otherwise\n */\ns8 sensirion_i2c_write(u8 address, const u8* data, u16 count)\n{\n\treturn mp_i2c_master_write(i2c_obj, address, 0, 0, (uint8_t *)data, count, true);\n}\n\n\n\n/**\n * Sleep for a given number of microseconds. The function should delay the\n * execution for at least the given time, but may also sleep longer.\n *\n * Despite the unit, a <10 millisecond precision is sufficient.\n *\n * @param useconds the sleep time in microseconds\n */\nvoid sensirion_sleep_usec(u32 useconds) \n{\n\tu32 msec = useconds / 1000;\n\tif (useconds % 1000 > 0) {\n\t\tmsec++;\n\t}\n\tvTaskDelay(msec / portTICK_PERIOD_MS);\n}\n" } ]
2
nadeemn/I-recruit
https://github.com/nadeemn/I-recruit
1eb444576cf7c101494dbcfe6473893524c7db25
7898d7ec9d3bbcbb86dd5d22c1a7493fd99295c9
ae851b436966e536b38ba4f49386092c7103e034
refs/heads/master
2020-04-27T06:13:18.547056
2019-04-18T07:53:22
2019-04-18T07:53:22
174,101,695
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5987097024917603, "alphanum_fraction": 0.6038709878921509, "avg_line_length": 35.13471603393555, "blob_id": "3b2ef49444540389bab672b7de1cce3b3702d35c", "content_id": "6cc120671aded7832981424067e069ee68b3afac", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6975, "license_type": "no_license", "max_line_length": 133, "num_lines": 193, "path": "/irecruit/route.py", "repo_name": "nadeemn/I-recruit", "src_encoding": "UTF-8", "text": "from flask import render_template, request, jsonify, Response, flash, url_for, redirect\nfrom camera import VideoCamera\nfrom word_training import models\nfrom irecruit.forms import AdminloginForm, AdminForm, LoginForm, DetailsForm\nfrom irecruit.models import Question, Admin, User, Skill\nfrom irecruit import app, db, bcrypt\nfrom flask_login import login_user, current_user, logout_user, login_required, user_logged_in\nimport random\nimport nltk\nimport wikipedia\nfrom pyemd import emd\nfrom nltk.corpus import stopwords\nfrom nltk import download\n#download('stopwords')\n#nltk.download('punkt')\n#nltk.download('averaged_perceptron_tagger')\nflag = 0\n\n\[email protected]('/chat_retrieval')\ndef chat_retrieval():\n global correct_answer\n counts = request.args.get('count')\n items = Question.query.all() # query need to be changed\n if counts == '0':\n while True:\n i = random.randint(0, len(items) - 1)\n if items[i].question_chosen == 0:\n break\n next_question = items[i]\n \n correct_answer = next_question.question_answer\n next_question.question_chosen = 0\n db.session.commit()\n results = [next_question.question, 1]\n return jsonify(result=results)\n else:\n answr = request.args.get('answer')\n print(correct_answer)\n print(answr)\n distance = similarity(answr, correct_answer)\n if distance < 3:\n while True:\n i = random.randint(0, len(items) - 1)\n if items[i].question_chosen == 0:\n break\n next_question = items[i]\n correct_answer = next_question.question_answer\n next_question.question_chosen = 0\n db.session.commit()\n results = [next_question.question, 1]\n return jsonify(result=results)\n else:\n nouns = []\n for word, pos in nltk.pos_tag(nltk.word_tokenize(str(answr))):\n if pos.startswith('NN'):\n nouns.append(word)\n print(nouns)\n i = random.randint(0, len(nouns) - 1)\n words = nouns[i]\n next_question = \"What do you mean by \" + words\n answer = \"what is \" + words\n correct_answer = wikipedia.summary(answer, sentences=5)\n results = [next_question, 1]\n return jsonify(result=results)\n\n\ndef similarity(given_answer, db_answer):\n given_answer = given_answer.lower().split()\n db_answer = db_answer.lower().split()\n stop_words = stopwords.words('english')\n given_answer = [w for w in given_answer if w not in stop_words]\n db_answer = [w for w in db_answer if w not in stop_words]\n distance = models.wmdistance(given_answer, db_answer)\n print(distance)\n return distance\n\n\[email protected]('/chat_interview')\ndef chat_interview():\n return render_template('chat.html', items=Question.query.all())\n\n\ndef gen(camera):\n global cnt\n while True:\n frame, cnt = camera.get_frame()\n print(cnt)\n yield (b'--frame\\r\\n'\n b'Content-Type: image/jpeg\\r\\n\\r\\n' + frame + b'\\r\\n\\r\\n')\n\n\[email protected]('/video_feed')\ndef video_feed():\n return Response(gen(VideoCamera()), mimetype='multipart/x-mixed-replace; boundary=frame')\n\n\[email protected](\"/\", methods = ['POST', 'GET'])\[email protected](\"/home\", methods = ['POST', 'GET'])\ndef home():\n form = LoginForm()\n if form.validate_on_submit():\n user = Admin.query.filter_by(email=form.email.data).first()\n if user and bcrypt.check_password_hash(user.password, form.password.data):\n login_user(user)\n flash('You can enter your details now!', 'success')\n return redirect(url_for('details'))\n else:\n flash('Login Unsuccessful. Please check email and password', 'danger')\n return redirect(url_for('home'))\n return render_template('login1.html', title='Login', form=form)\n\n\[email protected](\"/logout\")\n@login_required\ndef logout():\n logout_user()\n return redirect(url_for('home'))\n\n\[email protected](\"/details\", methods=['POST', 'GET'])\ndef details():\n\n if current_user.is_authenticated:\n form = DetailsForm()\n if form.validate_on_submit():\n print(\"hi\")\n try:\n user = User(firstname=form.firstname.data, lastname=form.lastname.data, dob=form.dob.data, user_id = current_user.id)\n skills = Skill(skill1=form.skill1.data, level1=form.level1.data,\n skill2=form.skill2.data, level2=form.level2.data,\n skill3=form.skill3.data, level3=form.level3.data,\n skill4=form.skill4.data, level4=form.level4.data, user_id = current_user.id)\n db.session.add(user)\n db.session.add(skills)\n db.session.commit()\n flash('Your details has been submitted! You are now able to take the test', 'success')\n return redirect(url_for('chat_interview'))\n except:\n db.session.rollback()\n flash('Your details already exist! You can\\'t retake test', 'danger')\n return redirect(url_for('logout'))\n else:\n flash('You are not logged in! Please login', 'danger')\n return redirect(url_for('home'))\n return render_template('details.html', title='Details', form=form)\n\n\[email protected](\"/test\", methods=['POST', 'GET'])\ndef test():\n print('')\n if current_user.is_authenticated:\n user = User.query.get(current_user.id)\n else:\n flash('You are not logged in! Please login', 'danger')\n return redirect(url_for('home'))\n return render_template('test.html', title='Test', user=user)\n\n\[email protected]('/view_users')\ndef view_users():\n db.create_all()\n users = Admin.query.all()\n return render_template('view_users.html', users=users)\n\n\[email protected](\"/adminlogin\", methods = ['POST', 'GET'])\ndef adminlogin():\n form = AdminloginForm()\n if form.validate_on_submit():\n if form.username.data == \"aravindcv\" and form.password.data == \"password\":\n global flag\n flag = 1\n db.create_all()\n flash('Admin verified!', 'success')\n return redirect(url_for('admin'))\n return render_template('adminlogin.html', title='Admin-Login', form=form)\n\n\[email protected](\"/admin\", methods=['POST', 'GET'])\ndef admin():\n if flag:\n form = AdminForm()\n if form.validate_on_submit():\n hashed_password = bcrypt.generate_password_hash(form.password.data).decode('utf-8')\n user = Admin(email=form.email.data, password=hashed_password)\n db.session.add(user)\n db.session.commit()\n flash('User added to the database successfully', 'success')\n else:\n flash('Admin not logged in!', 'danger')\n return redirect(url_for('adminlogin'))\n return render_template('admin.html', title='Admin', form=form)\n\n" }, { "alpha_fraction": 0.7598499059677124, "alphanum_fraction": 0.7598499059677124, "avg_line_length": 27.052631378173828, "blob_id": "677ba3aa55a4eb929a4ac26d4ef92949d15c3c54", "content_id": "61465916b549f0a783dd304bf879ea0adc2f86cb", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 533, "license_type": "no_license", "max_line_length": 59, "num_lines": 19, "path": "/irecruit/__init__.py", "repo_name": "nadeemn/I-recruit", "src_encoding": "UTF-8", "text": "from flask import Flask, current_app\nfrom flask_sqlalchemy import SQLAlchemy\nfrom flask_bcrypt import Bcrypt\nfrom flask_login import LoginManager\n\n\napp = Flask(__name__, template_folder='templates')\napp.config['SECRET_KEY'] = '5791628bb0b13ce0c676dfde280ba245'\napp.config['SQLALCHEMY_TRACK_MODIFICATIONS'] = True\napp.config['SQLALCHEMY_DATABASE_URI'] = 'sqlite:///site.db'\ndb = SQLAlchemy(app)\nbcrypt = Bcrypt(app)\n\nlogin_manager = LoginManager(app)\nlogin_manager.login_view = 'login'\nlogin_manager.login_message_category = 'info'\n\n\nfrom irecruit import route\n" } ]
2
altdesktop/python-dbus-next
https://github.com/altdesktop/python-dbus-next
17b3ceec366ba20b9377ad3b5c88cb7175ac017d
ab566e16a71bfc9d7e0d29676aa459ec060e72c5
048c5e3f4f0b7a0d1d63714b0b58be4e297167c1
refs/heads/master
2023-09-02T15:47:29.360808
2022-09-11T20:22:45
2022-09-11T20:22:45
181,604,924
156
55
MIT
2019-04-16T03:05:45
2023-06-26T06:40:18
2023-07-04T08:53:09
Python
[ { "alpha_fraction": 0.6483679413795471, "alphanum_fraction": 0.6483679413795471, "avg_line_length": 16.28205108642578, "blob_id": "77757a4df03d8baffb1517e83a62cbccc17383cb", "content_id": "843924c017c28f4af76e78b56ee5fc501ba36c83", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 674, "license_type": "permissive", "max_line_length": 41, "num_lines": 39, "path": "/docs/constants.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "Constants\n=========\n\n\n.. autoclass:: dbus_next.BusType\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.MessageType\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.MessageFlag\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.NameFlag\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.RequestNameReply\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.ReleaseNameReply\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.PropertyAccess\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.ArgDirection\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.ErrorType\n :members:\n :undoc-members:\n" }, { "alpha_fraction": 0.6136882305145264, "alphanum_fraction": 0.6182509660720825, "avg_line_length": 30.68674659729004, "blob_id": "a075045fd53dac042f392515c7d7eadc214e8a6b", "content_id": "4f528f163939fa9664876eae5068cb3a1769b32c", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5260, "license_type": "permissive", "max_line_length": 101, "num_lines": 166, "path": "/test/service/test_methods.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next.service import ServiceInterface, method\nfrom dbus_next.aio import MessageBus\nfrom dbus_next import Message, MessageType, ErrorType, Variant, SignatureTree, DBusError, MessageFlag\n\nimport pytest\n\n\nclass ExampleInterface(ServiceInterface):\n def __init__(self, name):\n super().__init__(name)\n\n @method()\n def echo(self, what: 's') -> 's':\n assert type(self) is ExampleInterface\n return what\n\n @method()\n def echo_multiple(self, what1: 's', what2: 's') -> 'ss':\n assert type(self) is ExampleInterface\n return [what1, what2]\n\n @method()\n def echo_containers(self, array: 'as', variant: 'v', dict_entries: 'a{sv}',\n struct: '(s(s(v)))') -> 'asva{sv}(s(s(v)))':\n assert type(self) is ExampleInterface\n return [array, variant, dict_entries, struct]\n\n @method()\n def ping(self):\n assert type(self) is ExampleInterface\n pass\n\n @method(name='renamed')\n def original_name(self):\n assert type(self) is ExampleInterface\n pass\n\n @method(disabled=True)\n def not_here(self):\n assert type(self) is ExampleInterface\n pass\n\n @method()\n def throws_unexpected_error(self):\n assert type(self) is ExampleInterface\n raise Exception('oops')\n\n @method()\n def throws_dbus_error(self):\n assert type(self) is ExampleInterface\n raise DBusError('test.error', 'an error ocurred')\n\n\nclass AsyncInterface(ServiceInterface):\n def __init__(self, name):\n super().__init__(name)\n\n @method()\n async def echo(self, what: 's') -> 's':\n assert type(self) is AsyncInterface\n return what\n\n @method()\n async def echo_multiple(self, what1: 's', what2: 's') -> 'ss':\n assert type(self) is AsyncInterface\n return [what1, what2]\n\n @method()\n async def echo_containers(self, array: 'as', variant: 'v', dict_entries: 'a{sv}',\n struct: '(s(s(v)))') -> 'asva{sv}(s(s(v)))':\n assert type(self) is AsyncInterface\n return [array, variant, dict_entries, struct]\n\n @method()\n async def ping(self):\n assert type(self) is AsyncInterface\n pass\n\n @method(name='renamed')\n async def original_name(self):\n assert type(self) is AsyncInterface\n pass\n\n @method(disabled=True)\n async def not_here(self):\n assert type(self) is AsyncInterface\n pass\n\n @method()\n async def throws_unexpected_error(self):\n assert type(self) is AsyncInterface\n raise Exception('oops')\n\n @method()\n def throws_dbus_error(self):\n assert type(self) is AsyncInterface\n raise DBusError('test.error', 'an error ocurred')\n\n\[email protected]('interface_class', [ExampleInterface, AsyncInterface])\[email protected]\nasync def test_methods(interface_class):\n bus1 = await MessageBus().connect()\n bus2 = await MessageBus().connect()\n\n interface = interface_class('test.interface')\n export_path = '/test/path'\n\n async def call(member, signature='', body=[], flags=MessageFlag.NONE):\n return await bus2.call(\n Message(destination=bus1.unique_name,\n path=export_path,\n interface=interface.name,\n member=member,\n signature=signature,\n body=body,\n flags=flags))\n\n bus1.export(export_path, interface)\n\n body = ['hello world']\n reply = await call('echo', 's', body)\n\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body[0]\n assert reply.signature == 's'\n assert reply.body == body\n\n body = ['hello', 'world']\n reply = await call('echo_multiple', 'ss', body)\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body[0]\n assert reply.signature == 'ss'\n assert reply.body == body\n\n body = [['hello', 'world'],\n Variant('v', Variant('(ss)', ['hello', 'world'])), {\n 'foo': Variant('t', 100)\n }, ['one', ['two', [Variant('s', 'three')]]]]\n signature = 'asva{sv}(s(s(v)))'\n SignatureTree(signature).verify(body)\n reply = await call('echo_containers', signature, body)\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body[0]\n assert reply.signature == signature\n assert reply.body == body\n\n reply = await call('ping')\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body[0]\n assert reply.signature == ''\n assert reply.body == []\n\n reply = await call('throws_unexpected_error')\n assert reply.message_type == MessageType.ERROR, reply.body[0]\n assert reply.error_name == ErrorType.SERVICE_ERROR.value, reply.body[0]\n\n reply = await call('throws_dbus_error')\n assert reply.message_type == MessageType.ERROR, reply.body[0]\n assert reply.error_name == 'test.error', reply.body[0]\n assert reply.body == ['an error ocurred']\n\n reply = await call('ping', flags=MessageFlag.NO_REPLY_EXPECTED)\n assert reply is None\n\n reply = await call('throws_unexpected_error', flags=MessageFlag.NO_REPLY_EXPECTED)\n assert reply is None\n\n reply = await call('throws_dbus_error', flags=MessageFlag.NO_REPLY_EXPECTED)\n assert reply is None\n" }, { "alpha_fraction": 0.576806902885437, "alphanum_fraction": 0.5776122212409973, "avg_line_length": 33.7342643737793, "blob_id": "b8085abd92e1a6a3bef4e8826dc8fe3581c4604c", "content_id": "b5887bae785b68d33df4fc34927e3e5516c1538d", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 9934, "license_type": "permissive", "max_line_length": 113, "num_lines": 286, "path": "/dbus_next/glib/proxy_object.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from ..proxy_object import BaseProxyObject, BaseProxyInterface\nfrom ..message_bus import BaseMessageBus\nfrom ..message import Message\nfrom ..errors import DBusError\nfrom ..signature import Variant\nfrom ..constants import ErrorType\nfrom .. import introspection as intr\nimport xml.etree.ElementTree as ET\n\nfrom typing import Union, List\n\n# glib is optional\ntry:\n from gi.repository import GLib\nexcept ImportError:\n pass\n\n\nclass ProxyInterface(BaseProxyInterface):\n \"\"\"A class representing a proxy to an interface exported on the bus by\n another client for the GLib :class:`MessageBus <dbus_next.glib.MessageBus>`\n implementation.\n\n This class is not meant to be constructed directly by the user. Use\n :func:`ProxyObject.get_interface()\n <dbus_next.glib.ProxyObject.get_interface>` on a GLib proxy\n object to get a proxy interface.\n\n This class exposes methods to call DBus methods, listen to signals, and get\n and set properties on the interface that are created dynamically based on\n the introspection data passed to the proxy object that made this proxy\n interface.\n\n A *method call* takes this form:\n\n .. code-block:: python3\n\n def callback(error: Exception, result: list(Any)):\n pass\n\n interface.call_[METHOD](*args, callback)\n result = interface.call_[METHOD]_sync(*args)\n\n Where ``METHOD`` is the name of the method converted to snake case.\n\n To call a method, provide ``*args`` that correspond to the *in args* of the\n introspection method definition.\n\n To *asynchronously* call a method, provide a callback that takes an error\n as the first argument and a list as the second argument. If the call\n completed successfully, ``error`` will be :class:`None`. If the service\n returns an error, it will be a :class:`DBusError <dbus_next.DBusError>`\n with information about the error returned from the bus. The result will be\n a list of values that correspond to the *out args* of the introspection\n method definition.\n\n To *synchronously* call a method, use the ``call_[METHOD]_sync()`` form.\n The ``result`` corresponds to the *out arg* of the introspection method\n definition. If the method has more than one otu arg, they are returned\n within a :class:`list`.\n\n To *listen to a signal* use this form:\n\n .. code-block:: python3\n\n interface.on_[SIGNAL](callback)\n\n To *stop listening to a signal* use this form:\n\n .. code-block:: python3\n\n interface.off_[SIGNAL](callback)\n\n Where ``SIGNAL`` is the name of the signal converted to snake case.\n\n DBus signals are exposed with an event-callback interface. The provided\n ``callback`` will be called when the signal is emitted with arguments that\n correspond to the *out args* of the interface signal definition.\n\n To *get or set a property* use this form:\n\n .. code-block:: python3\n\n def get_callback(error: Exception, value: Any):\n pass\n\n def set_callback(error: Exception)\n pass\n\n interface.get_[PROPERTY](get_callback)\n value: Any = interface.get_[PROPERTY]_sync()\n\n interface.set_[PROPERTY](set_callback)\n interface.set_[PROPERTY]_sync(value)\n\n Where ``PROPERTY`` is the name of the property converted to snake case.\n\n The ``value`` must correspond to the type of the property in the interface\n definition.\n\n To asynchronously get or set a property, provide a callback that takes an\n :class:`Exception` as the first argument. If the call completed\n successfully, ``error`` will be :class:`None`. If the service returns an\n error, it will be a :class:`DBusError <dbus_next.DBusError>` with\n information about the error returned from the bus.\n\n If the service returns an error for a synchronous DBus call, a\n :class:`DBusError <dbus_next.DBusError>` will be raised with information\n about the error.\n \"\"\"\n def _add_method(self, intr_method):\n in_len = len(intr_method.in_args)\n out_len = len(intr_method.out_args)\n\n def method_fn(*args):\n if len(args) != in_len + 1:\n raise TypeError(\n f'method {intr_method.name} expects {in_len} arguments and a callback (got {len(args)} args)'\n )\n\n args = list(args)\n # TODO type check: this callback takes two parameters\n # (MessageBus.check_callback(cb))\n callback = args.pop()\n\n def call_notify(msg, err):\n if err:\n callback([], err)\n return\n\n try:\n BaseProxyInterface._check_method_return(msg, intr_method.out_signature)\n except DBusError as e:\n err = e\n\n callback(msg.body, err)\n\n self.bus.call(\n Message(destination=self.bus_name,\n path=self.path,\n interface=self.introspection.name,\n member=intr_method.name,\n signature=intr_method.in_signature,\n body=list(args)), call_notify)\n\n def method_fn_sync(*args):\n main = GLib.MainLoop()\n call_error = None\n call_body = None\n\n def callback(body, err):\n nonlocal call_error\n nonlocal call_body\n call_error = err\n call_body = body\n main.quit()\n\n method_fn(*args, callback)\n\n main.run()\n\n if call_error:\n raise call_error\n\n if not out_len:\n return None\n elif out_len == 1:\n return call_body[0]\n else:\n return call_body\n\n method_name = f'call_{BaseProxyInterface._to_snake_case(intr_method.name)}'\n method_name_sync = f'{method_name}_sync'\n\n setattr(self, method_name, method_fn)\n setattr(self, method_name_sync, method_fn_sync)\n\n def _add_property(self, intr_property):\n def property_getter(callback):\n def call_notify(msg, err):\n if err:\n callback(None, err)\n return\n\n try:\n BaseProxyInterface._check_method_return(msg)\n except Exception as e:\n callback(None, e)\n return\n\n variant = msg.body[0]\n if variant.signature != intr_property.signature:\n err = DBusError(ErrorType.CLIENT_ERROR,\n 'property returned unexpected signature \"{variant.signature}\"',\n msg)\n callback(None, err)\n return\n\n callback(variant.value, None)\n\n self.bus.call(\n Message(destination=self.bus_name,\n path=self.path,\n interface='org.freedesktop.DBus.Properties',\n member='Get',\n signature='ss',\n body=[self.introspection.name, intr_property.name]), call_notify)\n\n def property_getter_sync():\n property_value = None\n reply_error = None\n\n main = GLib.MainLoop()\n\n def callback(value, err):\n nonlocal property_value\n nonlocal reply_error\n property_value = value\n reply_error = err\n main.quit()\n\n property_getter(callback)\n main.run()\n if reply_error:\n raise reply_error\n return property_value\n\n def property_setter(value, callback):\n def call_notify(msg, err):\n if err:\n callback(None, err)\n return\n try:\n BaseProxyInterface._check_method_return(msg)\n except Exception as e:\n callback(None, e)\n return\n\n return callback(None, None)\n\n variant = Variant(intr_property.signature, value)\n self.bus.call(\n Message(destination=self.bus_name,\n path=self.path,\n interface='org.freedesktop.DBus.Properties',\n member='Set',\n signature='ssv',\n body=[self.introspection.name, intr_property.name, variant]), call_notify)\n\n def property_setter_sync(val):\n reply_error = None\n\n main = GLib.MainLoop()\n\n def callback(value, err):\n nonlocal reply_error\n reply_error = err\n main.quit()\n\n property_setter(val, callback)\n main.run()\n if reply_error:\n raise reply_error\n return None\n\n snake_case = super()._to_snake_case(intr_property.name)\n setattr(self, f'get_{snake_case}', property_getter)\n setattr(self, f'get_{snake_case}_sync', property_getter_sync)\n setattr(self, f'set_{snake_case}', property_setter)\n setattr(self, f'set_{snake_case}_sync', property_setter_sync)\n\n\nclass ProxyObject(BaseProxyObject):\n \"\"\"The proxy object implementation for the asyncio :class:`MessageBus <dbus_next.aio.MessageBus>`.\n\n For more information, see the :class:`BaseProxyObject <dbus_next.proxy_object.BaseProxyObject>`.\n \"\"\"\n def __init__(self, bus_name: str, path: str, introspection: Union[intr.Node, str, ET.Element],\n bus: BaseMessageBus):\n super().__init__(bus_name, path, introspection, bus, ProxyInterface)\n\n def get_interface(self, name: str) -> ProxyInterface:\n return super().get_interface(name)\n\n def get_children(self) -> List['ProxyObject']:\n return super().get_children()\n" }, { "alpha_fraction": 0.6253178119659424, "alphanum_fraction": 0.630720317363739, "avg_line_length": 33.20289993286133, "blob_id": "09e4be6a20e00358053040dea5eb1f2045452ec2", "content_id": "49a9a0f42e208e5e68bb2ef872357e65deb45f8d", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 9440, "license_type": "permissive", "max_line_length": 100, "num_lines": 276, "path": "/test/service/test_properties.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next.service import ServiceInterface, dbus_property, method\nfrom dbus_next.aio import MessageBus\nfrom dbus_next import Message, MessageType, PropertyAccess, ErrorType, Variant, DBusError\n\nimport pytest\nimport asyncio\n\n\nclass ExampleInterface(ServiceInterface):\n def __init__(self, name):\n super().__init__(name)\n self._string_prop = 'hi'\n self._readonly_prop = 100\n self._disabled_prop = '1234'\n self._container_prop = [['hello', 'world']]\n self._renamed_prop = '65'\n\n @dbus_property()\n def string_prop(self) -> 's':\n return self._string_prop\n\n @string_prop.setter\n def string_prop_setter(self, val: 's'):\n self._string_prop = val\n\n @dbus_property(PropertyAccess.READ)\n def readonly_prop(self) -> 't':\n return self._readonly_prop\n\n @dbus_property()\n def container_prop(self) -> 'a(ss)':\n return self._container_prop\n\n @container_prop.setter\n def container_prop(self, val: 'a(ss)'):\n self._container_prop = val\n\n @dbus_property(name='renamed_prop')\n def original_name(self) -> 's':\n return self._renamed_prop\n\n @original_name.setter\n def original_name_setter(self, val: 's'):\n self._renamed_prop = val\n\n @dbus_property(disabled=True)\n def disabled_prop(self) -> 's':\n return self._disabled_prop\n\n @disabled_prop.setter\n def disabled_prop(self, val: 's'):\n self._disabled_prop = val\n\n @dbus_property(disabled=True)\n def throws_error(self) -> 's':\n raise DBusError('test.error', 'told you so')\n\n @throws_error.setter\n def throws_error(self, val: 's'):\n raise DBusError('test.error', 'told you so')\n\n @dbus_property(PropertyAccess.READ, disabled=True)\n def returns_wrong_type(self) -> 's':\n return 5\n\n @method()\n def do_emit_properties_changed(self):\n changed = {'string_prop': 'asdf'}\n invalidated = ['container_prop']\n self.emit_properties_changed(changed, invalidated)\n\n\nclass AsyncInterface(ServiceInterface):\n def __init__(self, name):\n super().__init__(name)\n self._string_prop = 'hi'\n self._readonly_prop = 100\n self._disabled_prop = '1234'\n self._container_prop = [['hello', 'world']]\n self._renamed_prop = '65'\n\n @dbus_property()\n async def string_prop(self) -> 's':\n return self._string_prop\n\n @string_prop.setter\n async def string_prop_setter(self, val: 's'):\n self._string_prop = val\n\n @dbus_property(PropertyAccess.READ)\n async def readonly_prop(self) -> 't':\n return self._readonly_prop\n\n @dbus_property()\n async def container_prop(self) -> 'a(ss)':\n return self._container_prop\n\n @container_prop.setter\n async def container_prop(self, val: 'a(ss)'):\n self._container_prop = val\n\n @dbus_property(name='renamed_prop')\n async def original_name(self) -> 's':\n return self._renamed_prop\n\n @original_name.setter\n async def original_name_setter(self, val: 's'):\n self._renamed_prop = val\n\n @dbus_property(disabled=True)\n async def disabled_prop(self) -> 's':\n return self._disabled_prop\n\n @disabled_prop.setter\n async def disabled_prop(self, val: 's'):\n self._disabled_prop = val\n\n @dbus_property(disabled=True)\n async def throws_error(self) -> 's':\n raise DBusError('test.error', 'told you so')\n\n @throws_error.setter\n async def throws_error(self, val: 's'):\n raise DBusError('test.error', 'told you so')\n\n @dbus_property(PropertyAccess.READ, disabled=True)\n async def returns_wrong_type(self) -> 's':\n return 5\n\n @method()\n def do_emit_properties_changed(self):\n changed = {'string_prop': 'asdf'}\n invalidated = ['container_prop']\n self.emit_properties_changed(changed, invalidated)\n\n\[email protected]('interface_class', [ExampleInterface, AsyncInterface])\[email protected]\nasync def test_property_methods(interface_class):\n bus1 = await MessageBus().connect()\n bus2 = await MessageBus().connect()\n\n interface = interface_class('test.interface')\n export_path = '/test/path'\n bus1.export(export_path, interface)\n\n async def call_properties(member, signature, body):\n return await bus2.call(\n Message(destination=bus1.unique_name,\n path=export_path,\n interface='org.freedesktop.DBus.Properties',\n member=member,\n signature=signature,\n body=body))\n\n result = await call_properties('GetAll', 's', [interface.name])\n\n assert result.message_type == MessageType.METHOD_RETURN, result.body[0]\n assert result.signature == 'a{sv}'\n assert result.body == [{\n 'string_prop': Variant('s', interface._string_prop),\n 'readonly_prop': Variant('t', interface._readonly_prop),\n 'container_prop': Variant('a(ss)', interface._container_prop),\n 'renamed_prop': Variant('s', interface._renamed_prop)\n }]\n\n result = await call_properties('Get', 'ss', [interface.name, 'string_prop'])\n assert result.message_type == MessageType.METHOD_RETURN, result.body[0]\n assert result.signature == 'v'\n assert result.body == [Variant('s', 'hi')]\n\n result = await call_properties(\n 'Set', 'ssv',\n [interface.name, 'string_prop', Variant('s', 'ho')])\n assert result.message_type == MessageType.METHOD_RETURN, result.body[0]\n assert interface._string_prop == 'ho'\n if interface_class is AsyncInterface:\n assert 'ho', await interface.string_prop()\n else:\n assert 'ho', interface.string_prop\n\n result = await call_properties(\n 'Set', 'ssv',\n [interface.name, 'readonly_prop', Variant('t', 100)])\n assert result.message_type == MessageType.ERROR, result.body[0]\n assert result.error_name == ErrorType.PROPERTY_READ_ONLY.value, result.body[0]\n\n result = await call_properties(\n 'Set', 'ssv',\n [interface.name, 'disabled_prop', Variant('s', 'asdf')])\n assert result.message_type == MessageType.ERROR, result.body[0]\n assert result.error_name == ErrorType.UNKNOWN_PROPERTY.value\n\n result = await call_properties(\n 'Set', 'ssv',\n [interface.name, 'not_a_prop', Variant('s', 'asdf')])\n assert result.message_type == MessageType.ERROR, result.body[0]\n assert result.error_name == ErrorType.UNKNOWN_PROPERTY.value\n\n # wrong type\n result = await call_properties('Set', 'ssv', [interface.name, 'string_prop', Variant('t', 100)])\n assert result.message_type == MessageType.ERROR\n assert result.error_name == ErrorType.INVALID_SIGNATURE.value\n\n # enable the erroring properties so we can test them\n for prop in ServiceInterface._get_properties(interface):\n if prop.name in ['throws_error', 'returns_wrong_type']:\n prop.disabled = False\n\n result = await call_properties('Get', 'ss', [interface.name, 'returns_wrong_type'])\n assert result.message_type == MessageType.ERROR, result.body[0]\n assert result.error_name == ErrorType.SERVICE_ERROR.value\n\n result = await call_properties(\n 'Set', 'ssv',\n [interface.name, 'throws_error', Variant('s', 'ho')])\n assert result.message_type == MessageType.ERROR, result.body[0]\n assert result.error_name == 'test.error'\n assert result.body == ['told you so']\n\n result = await call_properties('Get', 'ss', [interface.name, 'throws_error'])\n assert result.message_type == MessageType.ERROR, result.body[0]\n assert result.error_name == 'test.error'\n assert result.body == ['told you so']\n\n result = await call_properties('GetAll', 's', [interface.name])\n assert result.message_type == MessageType.ERROR, result.body[0]\n assert result.error_name == 'test.error'\n assert result.body == ['told you so']\n\n\[email protected]('interface_class', [ExampleInterface, AsyncInterface])\[email protected]\nasync def test_property_changed_signal(interface_class):\n bus1 = await MessageBus().connect()\n bus2 = await MessageBus().connect()\n\n await bus2.call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='AddMatch',\n signature='s',\n body=[f'sender={bus1.unique_name}']))\n\n interface = interface_class('test.interface')\n export_path = '/test/path'\n bus1.export(export_path, interface)\n\n async def wait_for_message():\n # TODO timeout\n future = asyncio.get_event_loop().create_future()\n\n def message_handler(signal):\n if signal.interface == 'org.freedesktop.DBus.Properties':\n bus2.remove_message_handler(message_handler)\n future.set_result(signal)\n\n bus2.add_message_handler(message_handler)\n return await future\n\n bus2.send(\n Message(destination=bus1.unique_name,\n interface=interface.name,\n path=export_path,\n member='do_emit_properties_changed'))\n\n signal = await wait_for_message()\n assert signal.interface == 'org.freedesktop.DBus.Properties'\n assert signal.member == 'PropertiesChanged'\n assert signal.signature == 'sa{sv}as'\n assert signal.body == [\n interface.name, {\n 'string_prop': Variant('s', 'asdf')\n }, ['container_prop']\n ]\n" }, { "alpha_fraction": 0.64673912525177, "alphanum_fraction": 0.658196210861206, "avg_line_length": 31.11320686340332, "blob_id": "137042160c44875166baed05a23e243dcf44eb59", "content_id": "848265d9ec67cfbb0b312646a9d9dc464ef4ec54", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6808, "license_type": "permissive", "max_line_length": 121, "num_lines": 212, "path": "/test/client/test_signals.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next.service import ServiceInterface, signal\nfrom dbus_next.aio import MessageBus\nfrom dbus_next import Message\nfrom dbus_next.introspection import Node\nfrom dbus_next.constants import RequestNameReply\n\nimport pytest\n\n\nclass ExampleInterface(ServiceInterface):\n def __init__(self):\n super().__init__('test.interface')\n\n @signal()\n def SomeSignal(self) -> 's':\n return 'hello'\n\n @signal()\n def SignalMultiple(self) -> 'ss':\n return ['hello', 'world']\n\n\[email protected]\nasync def test_signals():\n bus1 = await MessageBus().connect()\n bus2 = await MessageBus().connect()\n\n bus_intr = await bus1.introspect('org.freedesktop.DBus', '/org/freedesktop/DBus')\n bus_obj = bus1.get_proxy_object('org.freedesktop.DBus', '/org/freedesktop/DBus', bus_intr)\n stats = bus_obj.get_interface('org.freedesktop.DBus.Debug.Stats')\n\n await bus1.request_name('test.signals.name')\n service_interface = ExampleInterface()\n bus1.export('/test/path', service_interface)\n\n obj = bus2.get_proxy_object('test.signals.name', '/test/path',\n bus1._introspect_export_path('/test/path'))\n interface = obj.get_interface(service_interface.name)\n\n async def ping():\n await bus2.call(\n Message(destination=bus1.unique_name,\n interface='org.freedesktop.DBus.Peer',\n path='/test/path',\n member='Ping'))\n\n err = None\n\n single_counter = 0\n\n def single_handler(value):\n try:\n nonlocal single_counter\n nonlocal err\n assert value == 'hello'\n single_counter += 1\n except Exception as e:\n err = e\n\n multiple_counter = 0\n\n def multiple_handler(value1, value2):\n nonlocal multiple_counter\n nonlocal err\n try:\n assert value1 == 'hello'\n assert value2 == 'world'\n multiple_counter += 1\n except Exception as e:\n err = e\n\n await ping()\n match_rules = await stats.call_get_all_match_rules()\n assert bus2.unique_name in match_rules\n bus_match_rules = match_rules[bus2.unique_name]\n # the bus connection itself takes a rule on NameOwnerChange after the high\n # level client is initialized\n assert len(bus_match_rules) == 1\n assert len(bus2._user_message_handlers) == 0\n\n interface.on_some_signal(single_handler)\n interface.on_signal_multiple(multiple_handler)\n\n # Interlude: adding a signal handler with `on_[signal]` should add a match rule and\n # message handler. Removing a signal handler with `off_[signal]` should\n # remove the match rule and message handler to avoid memory leaks.\n await ping()\n match_rules = await stats.call_get_all_match_rules()\n assert bus2.unique_name in match_rules\n bus_match_rules = match_rules[bus2.unique_name]\n # test the match rule and user handler has been added\n assert len(bus_match_rules) == 2\n assert \"type='signal',interface='test.interface',path='/test/path',sender='test.signals.name'\" in bus_match_rules\n assert len(bus2._user_message_handlers) == 1\n\n service_interface.SomeSignal()\n await ping()\n assert err is None\n assert single_counter == 1\n\n service_interface.SignalMultiple()\n await ping()\n assert err is None\n assert multiple_counter == 1\n\n # special case: another bus with the same path and interface but on a\n # different name and connection will trigger the match rule of the first\n # (happens with mpris)\n bus3 = await MessageBus().connect()\n await bus3.request_name('test.signals.name2')\n service_interface2 = ExampleInterface()\n bus3.export('/test/path', service_interface2)\n\n obj = bus2.get_proxy_object('test.signals.name2', '/test/path',\n bus3._introspect_export_path('/test/path'))\n # we have to add a dummy handler to add the match rule\n iface2 = obj.get_interface(service_interface2.name)\n\n def dummy_signal_handler(what):\n pass\n\n iface2.on_some_signal(dummy_signal_handler)\n await ping()\n\n service_interface2.SomeSignal()\n await ping()\n # single_counter is not incremented for signals of the second interface\n assert single_counter == 1\n\n interface.off_some_signal(single_handler)\n interface.off_signal_multiple(multiple_handler)\n iface2.off_some_signal(dummy_signal_handler)\n\n # After `off_[signal]`, the match rule and user handler should be removed\n await ping()\n match_rules = await stats.call_get_all_match_rules()\n assert bus2.unique_name in match_rules\n bus_match_rules = match_rules[bus2.unique_name]\n assert len(bus_match_rules) == 1\n assert \"type='signal',interface='test.interface',path='/test/path',sender='test.signals.name'\" not in bus_match_rules\n assert len(bus2._user_message_handlers) == 0\n\n bus1.disconnect()\n bus2.disconnect()\n bus3.disconnect()\n\n\[email protected]\nasync def test_signals_with_changing_owners():\n well_known_name = 'test.signals.changing.name'\n\n bus1 = await MessageBus().connect()\n bus2 = await MessageBus().connect()\n bus3 = await MessageBus().connect()\n\n async def ping():\n await bus1.call(\n Message(destination=bus1.unique_name,\n interface='org.freedesktop.DBus.Peer',\n path='/test/path',\n member='Ping'))\n\n service_interface = ExampleInterface()\n introspection = Node.default()\n introspection.interfaces.append(service_interface.introspect())\n\n # get the interface before export\n obj = bus1.get_proxy_object(well_known_name, '/test/path', introspection)\n iface = obj.get_interface('test.interface')\n counter = 0\n\n def handler(what):\n nonlocal counter\n counter += 1\n\n iface.on_some_signal(handler)\n await ping()\n\n # now export and get the name\n bus2.export('/test/path', service_interface)\n result = await bus2.request_name(well_known_name)\n assert result is RequestNameReply.PRIMARY_OWNER\n\n # the signal should work\n service_interface.SomeSignal()\n await ping()\n assert counter == 1\n counter = 0\n\n # now queue up a transfer of the name\n service_interface2 = ExampleInterface()\n bus3.export('/test/path', service_interface2)\n result = await bus3.request_name(well_known_name)\n assert result is RequestNameReply.IN_QUEUE\n\n # if it doesn't own the name, the signal shouldn't work here\n service_interface2.SomeSignal()\n await ping()\n assert counter == 0\n\n # now transfer over the name and it should work\n bus2.disconnect()\n await ping()\n\n service_interface2.SomeSignal()\n await ping()\n assert counter == 1\n counter = 0\n\n bus1.disconnect()\n bus2.disconnect()\n bus3.disconnect()\n" }, { "alpha_fraction": 0.8671875, "alphanum_fraction": 0.875, "avg_line_length": 11.800000190734863, "blob_id": "c7a09f564e91f21802b646b084adad3cd1f28d20", "content_id": "8aee106ef4b17a23c54eef736947a71a743fbd8d", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 128, "license_type": "permissive", "max_line_length": 21, "num_lines": 10, "path": "/requirements-dev.txt", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "pytest\npytest-asyncio\npytest-timeout\npytest-cov\nyapf\nflake8\nsphinx\nsphinx-autobuild\nsphinxcontrib-asyncio\nsphinxcontrib-fulltoc\n" }, { "alpha_fraction": 0.6019417643547058, "alphanum_fraction": 0.6019417643547058, "avg_line_length": 16, "blob_id": "d6847ed4f0b7c4f079a0aa5038533390917bf362", "content_id": "c2c8fc470686e844a792208847ae549a9de42f0e", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 103, "license_type": "permissive", "max_line_length": 38, "num_lines": 6, "path": "/docs/type-system/signature-tree.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "SignatureTree\n=============\n\n.. autoclass:: dbus_next.SignatureTree\n :members:\n :undoc-members:\n\n" }, { "alpha_fraction": 0.6789883375167847, "alphanum_fraction": 0.67954421043396, "avg_line_length": 34.97999954223633, "blob_id": "7e18d1ca067fe9b41588825e1a52e6801508bda5", "content_id": "db91c86e47e2e74aa6b2d721ac631ef07bd587a8", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3598, "license_type": "permissive", "max_line_length": 119, "num_lines": 100, "path": "/dbus_next/auth.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from .errors import AuthError\nimport enum\nimport os\n\n# The auth interface here is unstable. I would like to eventually open this up\n# for people to define their own custom authentication protocols, but I'm not\n# familiar with what's needed for that exactly. To work with any message bus\n# implementation would require abstracting out all the IO. Async operations\n# might be challenging because different IO backends have different ways of\n# doing that. I might just end up giving the raw socket and leaving it all up\n# to the user, but it would be nice to have a little guidance in the interface\n# since a lot of it is strongly specified. If you have a need for this, contact\n# the project maintainer to help stabalize this interface.\n\n\nclass _AuthResponse(enum.Enum):\n OK = 'OK'\n REJECTED = 'REJECTED'\n DATA = 'DATA'\n ERROR = 'ERROR'\n AGREE_UNIX_FD = 'AGREE_UNIX_FD'\n\n @classmethod\n def parse(klass, line):\n args = line.split(' ')\n response = klass(args[0])\n return response, args[1:]\n\n\n# UNSTABLE\nclass Authenticator:\n \"\"\"The base class for authenticators for :class:`MessageBus <dbus_next.message_bus.BaseMessageBus>` authentication.\n\n In the future, the library may allow extending this class for custom authentication protocols.\n\n :seealso: https://dbus.freedesktop.org/doc/dbus-specification.html#auth-protocol\n \"\"\"\n def _authentication_start(self, negotiate_unix_fd=False):\n raise NotImplementedError(\n 'authentication_start() must be implemented in the inheriting class')\n\n def _receive_line(self, line):\n raise NotImplementedError('receive_line() must be implemented in the inheriting class')\n\n @staticmethod\n def _format_line(line):\n return f'{line}\\r\\n'.encode()\n\n\nclass AuthExternal(Authenticator):\n \"\"\"An authenticator class for the external auth protocol for use with the\n :class:`MessageBus <dbus_next.message_bus.BaseMessageBus>`.\n\n :sealso: https://dbus.freedesktop.org/doc/dbus-specification.html#auth-protocol\n \"\"\"\n def __init__(self):\n self.negotiate_unix_fd = False\n self.negotiating_fds = False\n\n def _authentication_start(self, negotiate_unix_fd=False) -> str:\n self.negotiate_unix_fd = negotiate_unix_fd\n hex_uid = str(os.getuid()).encode().hex()\n return f'AUTH EXTERNAL {hex_uid}'\n\n def _receive_line(self, line: str):\n response, args = _AuthResponse.parse(line)\n\n if response is _AuthResponse.OK:\n if self.negotiate_unix_fd:\n self.negotiating_fds = True\n return \"NEGOTIATE_UNIX_FD\"\n else:\n return \"BEGIN\"\n\n if response is _AuthResponse.AGREE_UNIX_FD:\n return \"BEGIN\"\n\n raise AuthError(f'authentication failed: {response.value}: {args}')\n\n\nclass AuthAnnonymous(Authenticator):\n \"\"\"An authenticator class for the annonymous auth protocol for use with the\n :class:`MessageBus <dbus_next.message_bus.BaseMessageBus>`.\n\n :sealso: https://dbus.freedesktop.org/doc/dbus-specification.html#auth-protocol\n \"\"\"\n def _authentication_start(self, negotiate_unix_fd=False) -> str:\n if negotiate_unix_fd:\n raise AuthError(\n 'annonymous authentication does not support negotiating unix fds right now')\n\n return 'AUTH ANONYMOUS'\n\n def _receive_line(self, line: str) -> str:\n response, args = _AuthResponse.parse(line)\n\n if response != _AuthResponse.OK:\n raise AuthError(f'authentication failed: {response.value}: {args}')\n\n return 'BEGIN'\n" }, { "alpha_fraction": 0.7011494040489197, "alphanum_fraction": 0.7011494040489197, "avg_line_length": 20.75, "blob_id": "6d11d483d629e41bf1145cf06ef7bf7462968a7a", "content_id": "01fc4491ee81758448764b9d3328bf712d0f4117", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 261, "license_type": "permissive", "max_line_length": 50, "num_lines": 12, "path": "/docs/high-level-service/service-interface.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "ServiceInterface\n================\n\n.. autoclass:: dbus_next.service.ServiceInterface\n :members:\n :undoc-members:\n\n.. autodecorator:: dbus_next.service.dbus_property\n\n.. autodecorator:: dbus_next.service.method\n\n.. autodecorator:: dbus_next.service.signal\n" }, { "alpha_fraction": 0.5819893479347229, "alphanum_fraction": 0.5826796293258667, "avg_line_length": 32.76059341430664, "blob_id": "7bf58ea30fb2446cd942fe48c9492f4f3ee22dfb", "content_id": "b1190be65ea712769b4f4b467ffe081c19aec523", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 15935, "license_type": "permissive", "max_line_length": 104, "num_lines": 472, "path": "/dbus_next/glib/message_bus.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from .._private.unmarshaller import Unmarshaller\nfrom ..constants import BusType\nfrom ..message import Message\nfrom ..constants import MessageType, MessageFlag, NameFlag, RequestNameReply, ReleaseNameReply\nfrom ..message_bus import BaseMessageBus\nfrom ..errors import AuthError\nfrom .proxy_object import ProxyObject\nfrom .. import introspection as intr\nfrom ..auth import Authenticator, AuthExternal\n\nimport io\nfrom typing import Callable, Optional\n\n# glib is optional\n_import_error = None\ntry:\n from gi.repository import GLib\n _GLibSource = GLib.Source\nexcept ImportError as e:\n _import_error = e\n\n class _GLibSource:\n pass\n\n\nclass _MessageSource(_GLibSource):\n def __init__(self, bus):\n self.unmarshaller = None\n self.bus = bus\n\n def prepare(self):\n return (False, -1)\n\n def check(self):\n return False\n\n def dispatch(self, callback, user_data):\n try:\n while self.bus._stream.readable():\n if not self.unmarshaller:\n self.unmarshaller = Unmarshaller(self.bus._stream)\n\n if self.unmarshaller.unmarshall():\n callback(self.unmarshaller.message)\n self.unmarshaller = None\n else:\n break\n except Exception as e:\n self.bus.disconnect()\n self.bus._finalize(e)\n return GLib.SOURCE_REMOVE\n\n return GLib.SOURCE_CONTINUE\n\n\nclass _MessageWritableSource(_GLibSource):\n def __init__(self, bus):\n self.bus = bus\n self.buf = b''\n self.message_stream = None\n self.chunk_size = 128\n\n def prepare(self):\n return (False, -1)\n\n def check(self):\n return False\n\n def dispatch(self, callback, user_data):\n try:\n if self.buf:\n self.bus._stream.write(self.buf)\n self.buf = b''\n\n if self.message_stream:\n while True:\n self.buf = self.message_stream.read(self.chunk_size)\n if self.buf == b'':\n break\n self.bus._stream.write(self.buf)\n if len(self.buf) < self.chunk_size:\n self.buf = b''\n break\n self.buf = b''\n\n self.bus._stream.flush()\n\n if not self.bus._buffered_messages:\n return GLib.SOURCE_REMOVE\n else:\n message = self.bus._buffered_messages.pop(0)\n self.message_stream = io.BytesIO(message._marshall())\n return GLib.SOURCE_CONTINUE\n except BlockingIOError:\n return GLib.SOURCE_CONTINUE\n except Exception as e:\n self.bus._finalize(e)\n return GLib.SOURCE_REMOVE\n\n\nclass _AuthLineSource(_GLibSource):\n def __init__(self, stream):\n self.stream = stream\n self.buf = b''\n\n def prepare(self):\n return (False, -1)\n\n def check(self):\n return False\n\n def dispatch(self, callback, user_data):\n self.buf += self.stream.read()\n if self.buf[-2:] == b'\\r\\n':\n resp = callback(self.buf.decode()[:-2])\n if resp:\n return GLib.SOURCE_REMOVE\n\n return GLib.SOURCE_CONTINUE\n\n\nclass MessageBus(BaseMessageBus):\n \"\"\"The message bus implementation for use with the GLib main loop.\n\n The message bus class is the entry point into all the features of the\n library. It sets up a connection to the DBus daemon and exposes an\n interface to send and receive messages and expose services.\n\n You must call :func:`connect() <dbus_next.glib.MessageBus.connect>` or\n :func:`connect_sync() <dbus_next.glib.MessageBus.connect_sync>` before\n using this message bus.\n\n :param bus_type: The type of bus to connect to. Affects the search path for\n the bus address.\n :type bus_type: :class:`BusType <dbus_next.BusType>`\n :param bus_address: A specific bus address to connect to. Should not be\n used under normal circumstances.\n :param auth: The authenticator to use, defaults to an instance of\n :class:`AuthExternal <dbus_next.auth.AuthExternal>`.\n :type auth: :class:`Authenticator <dbus_next.auth.Authenticator>`\n\n :ivar connected: True if this message bus is expected to be able to send\n and receive messages.\n :vartype connected: bool\n :ivar unique_name: The unique name of the message bus connection. It will\n be :class:`None` until the message bus connects.\n :vartype unique_name: str\n \"\"\"\n def __init__(self,\n bus_address: str = None,\n bus_type: BusType = BusType.SESSION,\n auth: Authenticator = None):\n if _import_error:\n raise _import_error\n\n super().__init__(bus_address, bus_type, ProxyObject)\n self._main_context = GLib.main_context_default()\n # buffer messages until connect\n self._buffered_messages = []\n\n if auth is None:\n self._auth = AuthExternal()\n else:\n self._auth = auth\n\n def connect(self, connect_notify: Callable[['MessageBus', Optional[Exception]], None] = None):\n \"\"\"Connect this message bus to the DBus daemon.\n\n This method or the synchronous version must be called before the\n message bus can be used.\n\n :param connect_notify: A callback that will be called with this message\n bus. May return an :class:`Exception` on connection errors or\n :class:`AuthError <dbus_next.AuthError>` on authorization errors.\n :type callback: :class:`Callable`\n \"\"\"\n def authenticate_notify(exc):\n if exc is not None:\n if connect_notify is not None:\n connect_notify(None, exc)\n return\n self.message_source = _MessageSource(self)\n self.message_source.set_callback(self._on_message)\n self.message_source.attach(self._main_context)\n\n self.writable_source = None\n\n self.message_source.add_unix_fd(self._fd, GLib.IO_IN)\n\n def on_hello(reply, err):\n if err:\n if connect_notify:\n connect_notify(reply, err)\n return\n\n self.unique_name = reply.body[0]\n\n for m in self._buffered_messages:\n self.send(m)\n\n if connect_notify:\n connect_notify(self, err)\n\n hello_msg = Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='Hello',\n serial=self.next_serial())\n\n self._method_return_handlers[hello_msg.serial] = on_hello\n self._stream.write(hello_msg._marshall())\n self._stream.flush()\n\n self._authenticate(authenticate_notify)\n\n def connect_sync(self) -> 'MessageBus':\n \"\"\"Connect this message bus to the DBus daemon.\n\n This method or the asynchronous version must be called before the\n message bus can be used.\n\n :returns: This message bus for convenience.\n :rtype: :class:`MessageBus <dbus_next.glib.MessageBus>`\n\n :raises:\n - :class:`AuthError <dbus_next.AuthError>` - If authorization to \\\n the DBus daemon failed.\n - :class:`Exception` - If there was a connection error.\n \"\"\"\n main = GLib.MainLoop()\n connection_error = None\n\n def connect_notify(bus, err):\n nonlocal connection_error\n connection_error = err\n main.quit()\n\n self.connect(connect_notify)\n main.run()\n\n if connection_error:\n raise connection_error\n\n return self\n\n def call(self,\n msg: Message,\n reply_notify: Callable[[Optional[Message], Optional[Exception]], None] = None):\n \"\"\"Send a method call and asynchronously wait for a reply from the DBus\n daemon.\n\n :param msg: The method call message to send.\n :type msg: :class:`Message <dbus_next.Message>`\n :param reply_notify: A callback that will be called with the reply to\n this message. May return an :class:`Exception` on connection errors.\n :type reply_notify: Callable\n \"\"\"\n self._call(msg, reply_notify)\n\n def call_sync(self, msg: Message) -> Optional[Message]:\n \"\"\"Send a method call and synchronously wait for a reply from the DBus\n daemon.\n\n :param msg: The method call message to send.\n :type msg: :class:`Message <dbus_next.Message>`\n\n :returns: A message in reply to the message sent. If the message does\n not expect a reply based on the message flags or type, returns\n ``None`` immediately.\n :rtype: :class:`Message <dbus_next.Message>`\n\n :raises:\n - :class:`DBusError <dbus_next.DBusError>` - If the service threw \\\n an error for the method call or returned an invalid result.\n - :class:`Exception` - If a connection error occurred.\n \"\"\"\n if msg.flags & MessageFlag.NO_REPLY_EXPECTED or msg.message_type is not MessageType.METHOD_CALL:\n self.send(msg)\n return None\n\n if not msg.serial:\n msg.serial = self.next_serial()\n\n main = GLib.MainLoop()\n handler_reply = None\n connection_error = None\n\n def reply_handler(reply, err):\n nonlocal handler_reply\n nonlocal connection_error\n\n handler_reply = reply\n connection_error = err\n\n main.quit()\n\n self._method_return_handlers[msg.serial] = reply_handler\n self.send(msg)\n main.run()\n\n if connection_error:\n raise connection_error\n\n return handler_reply\n\n def introspect_sync(self, bus_name: str, path: str) -> intr.Node:\n \"\"\"Get introspection data for the node at the given path from the given\n bus name.\n\n Calls the standard ``org.freedesktop.DBus.Introspectable.Introspect``\n on the bus for the path.\n\n :param bus_name: The name to introspect.\n :type bus_name: str\n :param path: The path to introspect.\n :type path: str\n\n :returns: The introspection data for the name at the path.\n :rtype: :class:`Node <dbus_next.introspection.Node>`\n\n :raises:\n - :class:`InvalidObjectPathError <dbus_next.InvalidObjectPathError>` \\\n - If the given object path is not valid.\n - :class:`InvalidBusNameError <dbus_next.InvalidBusNameError>` - If \\\n the given bus name is not valid.\n - :class:`DBusError <dbus_next.DBusError>` - If the service threw \\\n an error for the method call or returned an invalid result.\n - :class:`Exception` - If a connection error occurred.\n \"\"\"\n main = GLib.MainLoop()\n request_result = None\n request_error = None\n\n def reply_notify(result, err):\n nonlocal request_result\n nonlocal request_error\n\n request_result = result\n request_error = err\n\n main.quit()\n\n super().introspect(bus_name, path, reply_notify)\n main.run()\n\n if request_error:\n raise request_error\n\n return request_result\n\n def request_name_sync(self, name: str, flags: NameFlag = NameFlag.NONE) -> RequestNameReply:\n \"\"\"Request that this message bus owns the given name.\n\n :param name: The name to request.\n :type name: str\n :param flags: Name flags that affect the behavior of the name request.\n :type flags: :class:`NameFlag <dbus_next.NameFlag>`\n\n :returns: The reply to the name request.\n :rtype: :class:`RequestNameReply <dbus_next.RequestNameReply>`\n\n :raises:\n - :class:`InvalidBusNameError <dbus_next.InvalidBusNameError>` - If \\\n the given bus name is not valid.\n - :class:`DBusError <dbus_next.DBusError>` - If the service threw \\\n an error for the method call or returned an invalid result.\n - :class:`Exception` - If a connection error occurred.\n \"\"\"\n main = GLib.MainLoop()\n request_result = None\n request_error = None\n\n def reply_notify(result, err):\n nonlocal request_result\n nonlocal request_error\n\n request_result = result\n request_error = err\n\n main.quit()\n\n super().request_name(name, flags, reply_notify)\n main.run()\n\n if request_error:\n raise request_error\n\n return request_result\n\n def release_name_sync(self, name: str) -> ReleaseNameReply:\n \"\"\"Request that this message bus release the given name.\n\n :param name: The name to release.\n :type name: str\n\n :returns: The reply to the release request.\n :rtype: :class:`ReleaseNameReply <dbus_next.ReleaseNameReply>`\n\n :raises:\n - :class:`InvalidBusNameError <dbus_next.InvalidBusNameError>` - If \\\n the given bus name is not valid.\n - :class:`DBusError <dbus_next.DBusError>` - If the service threw \\\n an error for the method call or returned an invalid result.\n - :class:`Exception` - If a connection error occurred.\n \"\"\"\n main = GLib.MainLoop()\n release_result = None\n release_error = None\n\n def reply_notify(result, err):\n nonlocal release_result\n nonlocal release_error\n\n release_result = result\n release_error = err\n\n main.quit()\n\n super().release_name(name, reply_notify)\n main.run()\n\n if release_error:\n raise release_error\n\n return release_result\n\n def send(self, msg: Message):\n if not msg.serial:\n msg.serial = self.next_serial()\n\n self._buffered_messages.append(msg)\n\n if self.unique_name:\n self._schedule_write()\n\n def get_proxy_object(self, bus_name: str, path: str, introspection: intr.Node) -> ProxyObject:\n return super().get_proxy_object(bus_name, path, introspection)\n\n def _schedule_write(self):\n if self.writable_source is None or self.writable_source.is_destroyed():\n self.writable_source = _MessageWritableSource(self)\n self.writable_source.attach(self._main_context)\n self.writable_source.add_unix_fd(self._fd, GLib.IO_OUT)\n\n def _authenticate(self, authenticate_notify):\n self._stream.write(b'\\0')\n first_line = self._auth._authentication_start()\n if first_line is not None:\n if type(first_line) is not str:\n raise AuthError('authenticator gave response not type str')\n self._stream.write(f'{first_line}\\r\\n'.encode())\n self._stream.flush()\n\n def line_notify(line):\n try:\n resp = self._auth._receive_line(line)\n self._stream.write(Authenticator._format_line(resp))\n self._stream.flush()\n if resp == 'BEGIN':\n self._readline_source.destroy()\n authenticate_notify(None)\n return True\n except Exception as e:\n authenticate_notify(e)\n return True\n\n readline_source = _AuthLineSource(self._stream)\n readline_source.set_callback(line_notify)\n readline_source.add_unix_fd(self._fd, GLib.IO_IN)\n readline_source.attach(self._main_context)\n # make sure it doesnt get cleaned up\n self._readline_source = readline_source\n" }, { "alpha_fraction": 0.5755504369735718, "alphanum_fraction": 0.5827040672302246, "avg_line_length": 36.443450927734375, "blob_id": "1198269eeb35c3386f3c7f5b180481fdd8cb79ab", "content_id": "55b98847697bfb1e8dba91ee4b5b23b7240daf7e", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 12581, "license_type": "permissive", "max_line_length": 99, "num_lines": 336, "path": "/dbus_next/_private/unmarshaller.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from typing import Any, Callable, Dict, List, Optional, Tuple\nfrom ..message import Message\nfrom .constants import (\n HeaderField,\n LITTLE_ENDIAN,\n BIG_ENDIAN,\n PROTOCOL_VERSION,\n HEADER_NAME_MAP,\n)\nfrom ..constants import MessageType, MessageFlag, MESSAGE_FLAG_MAP, MESSAGE_TYPE_MAP\nfrom ..signature import SignatureTree, SignatureType, Variant\nfrom ..errors import InvalidMessageError\n\nimport array\nimport io\nimport socket\nimport sys\nfrom struct import Struct\n\nMAX_UNIX_FDS = 16\n\nUNPACK_SYMBOL = {LITTLE_ENDIAN: \"<\", BIG_ENDIAN: \">\"}\nUNPACK_LENGTHS = {BIG_ENDIAN: Struct(\">III\"), LITTLE_ENDIAN: Struct(\"<III\")}\nIS_BIG_ENDIAN = sys.byteorder == \"big\"\nIS_LITTLE_ENDIAN = sys.byteorder == \"little\"\n\nDBUS_TO_CTYPE = {\n \"y\": (\"B\", 1), # byte\n \"n\": (\"h\", 2), # int16\n \"q\": (\"H\", 2), # uint16\n \"i\": (\"i\", 4), # int32\n \"u\": (\"I\", 4), # uint32\n \"x\": (\"q\", 8), # int64\n \"t\": (\"Q\", 8), # uint64\n \"d\": (\"d\", 8), # double\n \"h\": (\"I\", 4), # uint32\n}\n\nHEADER_SIGNATURE_SIZE = 16\nHEADER_ARRAY_OF_STRUCT_SIGNATURE_POSITION = 12\n\nUINT32_SIGNATURE = SignatureTree._get(\"u\").types[0]\n\nHEADER_DESTINATION = HeaderField.DESTINATION.name\nHEADER_PATH = HeaderField.PATH.name\nHEADER_INTERFACE = HeaderField.INTERFACE.name\nHEADER_MEMBER = HeaderField.MEMBER.name\nHEADER_ERROR_NAME = HeaderField.ERROR_NAME.name\nHEADER_REPLY_SERIAL = HeaderField.REPLY_SERIAL.name\nHEADER_SENDER = HeaderField.SENDER.name\n\nREADER_TYPE = Dict[str, Tuple[Optional[Callable[[\"Unmarshaller\", SignatureType], Any]],\n Optional[str], Optional[int], Optional[Struct], ], ]\n\n\nclass MarshallerStreamEndError(Exception):\n \"\"\"This exception is raised when the end of the stream is reached.\n\n This means more data is expected on the wire that has not yet been\n received. The caller should call unmarshall later when more data is\n available.\n \"\"\"\n\n pass\n\n\n#\n# Alignment padding is handled with the following formula below\n#\n# For any align value, the correct padding formula is:\n#\n# (align - (offset % align)) % align\n#\n# However, if align is a power of 2 (always the case here), the slow MOD\n# operator can be replaced by a bitwise AND:\n#\n# (align - (offset & (align - 1))) & (align - 1)\n#\n# Which can be simplified to:\n#\n# (-offset) & (align - 1)\n#\n#\nclass Unmarshaller:\n\n buf: bytearray\n view: memoryview\n message: Message\n unpack: Dict[str, Struct]\n readers: READER_TYPE\n\n def __init__(self, stream: io.BufferedRWPair, sock=None):\n self.unix_fds: List[int] = []\n self.can_cast = False\n self.buf = bytearray() # Actual buffer\n self.view = None # Memory view of the buffer\n self.offset = 0\n self.stream = stream\n self.sock = sock\n self.message = None\n self.readers = None\n self.body_len: int | None = None\n self.serial: int | None = None\n self.header_len: int | None = None\n self.message_type: MessageType | None = None\n self.flag: MessageFlag | None = None\n\n def read_sock(self, length: int) -> bytes:\n \"\"\"reads from the socket, storing any fds sent and handling errors\n from the read itself\"\"\"\n unix_fd_list = array.array(\"i\")\n\n try:\n msg, ancdata, *_ = self.sock.recvmsg(\n length, socket.CMSG_LEN(MAX_UNIX_FDS * unix_fd_list.itemsize))\n except BlockingIOError:\n raise MarshallerStreamEndError()\n\n for level, type_, data in ancdata:\n if not (level == socket.SOL_SOCKET and type_ == socket.SCM_RIGHTS):\n continue\n unix_fd_list.frombytes(data[:len(data) - (len(data) % unix_fd_list.itemsize)])\n self.unix_fds.extend(list(unix_fd_list))\n\n return msg\n\n def read_to_offset(self, offset: int) -> None:\n \"\"\"\n Read from underlying socket into buffer.\n\n Raises MarshallerStreamEndError if there is not enough data to be read.\n\n :arg offset:\n The offset to read to. If not enough bytes are available in the\n buffer, read more from it.\n\n :returns:\n None\n \"\"\"\n start_len = len(self.buf)\n missing_bytes = offset - (start_len - self.offset)\n if self.sock is None:\n data = self.stream.read(missing_bytes)\n else:\n data = self.read_sock(missing_bytes)\n if data == b\"\":\n raise EOFError()\n if data is None:\n raise MarshallerStreamEndError()\n self.buf.extend(data)\n if len(data) + start_len != offset:\n raise MarshallerStreamEndError()\n\n def read_boolean(self, _=None):\n return bool(self.read_argument(UINT32_SIGNATURE))\n\n def read_string(self, _=None):\n str_length = self.read_argument(UINT32_SIGNATURE)\n str_start = self.offset\n # read terminating '\\0' byte as well (str_length + 1)\n self.offset += str_length + 1\n return self.buf[str_start:str_start + str_length].decode()\n\n def read_signature(self, _=None):\n signature_len = self.view[self.offset] # byte\n o = self.offset + 1\n # read terminating '\\0' byte as well (str_length + 1)\n self.offset = o + signature_len + 1\n return self.buf[o:o + signature_len].decode()\n\n def read_variant(self, _=None):\n tree = SignatureTree._get(self.read_signature())\n # verify in Variant is only useful on construction not unmarshalling\n return Variant(tree, self.read_argument(tree.types[0]), verify=False)\n\n def read_struct(self, type_: SignatureType):\n self.offset += -self.offset & 7 # align 8\n return [self.read_argument(child_type) for child_type in type_.children]\n\n def read_dict_entry(self, type_: SignatureType):\n self.offset += -self.offset & 7 # align 8\n return self.read_argument(type_.children[0]), self.read_argument(type_.children[1])\n\n def read_array(self, type_: SignatureType):\n self.offset += -self.offset & 3 # align 4 for the array\n array_length = self.read_argument(UINT32_SIGNATURE)\n\n child_type = type_.children[0]\n if child_type.token in \"xtd{(\":\n # the first alignment is not included in the array size\n self.offset += -self.offset & 7 # align 8\n\n if child_type.token == \"y\":\n self.offset += array_length\n return self.buf[self.offset - array_length:self.offset]\n\n beginning_offset = self.offset\n\n if child_type.token == \"{\":\n result_dict = {}\n while self.offset - beginning_offset < array_length:\n key, value = self.read_dict_entry(child_type)\n result_dict[key] = value\n return result_dict\n\n result_list = []\n while self.offset - beginning_offset < array_length:\n result_list.append(self.read_argument(child_type))\n return result_list\n\n def read_argument(self, type_: SignatureType) -> Any:\n \"\"\"Dispatch to an argument reader or cast/unpack a C type.\"\"\"\n token = type_.token\n reader, ctype, size, struct = self.readers[token]\n if reader: # complex type\n return reader(self, type_)\n self.offset += size + (-self.offset & (size - 1)) # align\n if self.can_cast:\n return self.view[self.offset - size:self.offset].cast(ctype)[0]\n return struct.unpack_from(self.view, self.offset - size)[0]\n\n def header_fields(self, header_length):\n \"\"\"Header fields are always a(yv).\"\"\"\n beginning_offset = self.offset\n headers = {}\n while self.offset - beginning_offset < header_length:\n # Now read the y (byte) of struct (yv)\n self.offset += (-self.offset & 7) + 1 # align 8 + 1 for 'y' byte\n field_0 = self.view[self.offset - 1]\n\n # Now read the v (variant) of struct (yv)\n signature_len = self.view[self.offset] # byte\n o = self.offset + 1\n self.offset += signature_len + 2 # one for the byte, one for the '\\0'\n tree = SignatureTree._get(self.buf[o:o + signature_len].decode())\n headers[HEADER_NAME_MAP[field_0]] = self.read_argument(tree.types[0])\n return headers\n\n def _read_header(self):\n \"\"\"Read the header of the message.\"\"\"\n # Signature is of the header is\n # BYTE, BYTE, BYTE, BYTE, UINT32, UINT32, ARRAY of STRUCT of (BYTE,VARIANT)\n self.read_to_offset(HEADER_SIGNATURE_SIZE)\n buffer = self.buf\n endian = buffer[0]\n self.message_type = MESSAGE_TYPE_MAP[buffer[1]]\n self.flag = MESSAGE_FLAG_MAP[buffer[2]]\n protocol_version = buffer[3]\n\n if endian != LITTLE_ENDIAN and endian != BIG_ENDIAN:\n raise InvalidMessageError(\n f\"Expecting endianness as the first byte, got {endian} from {buffer}\")\n if protocol_version != PROTOCOL_VERSION:\n raise InvalidMessageError(f\"got unknown protocol version: {protocol_version}\")\n\n self.body_len, self.serial, self.header_len = UNPACK_LENGTHS[endian].unpack_from(buffer, 4)\n self.msg_len = (self.header_len + (-self.header_len & 7) + self.body_len) # align 8\n if IS_BIG_ENDIAN and endian == BIG_ENDIAN:\n self.can_cast = True\n elif IS_LITTLE_ENDIAN and endian == LITTLE_ENDIAN:\n self.can_cast = True\n self.readers = self._readers_by_type[endian]\n\n def _read_body(self):\n \"\"\"Read the body of the message.\"\"\"\n self.read_to_offset(HEADER_SIGNATURE_SIZE + self.msg_len)\n self.view = memoryview(self.buf)\n self.offset = HEADER_ARRAY_OF_STRUCT_SIGNATURE_POSITION\n header_fields = self.header_fields(self.header_len)\n self.offset += -self.offset & 7 # align 8\n tree = SignatureTree._get(header_fields.get(HeaderField.SIGNATURE.name, \"\"))\n self.message = Message(\n destination=header_fields.get(HEADER_DESTINATION),\n path=header_fields.get(HEADER_PATH),\n interface=header_fields.get(HEADER_INTERFACE),\n member=header_fields.get(HEADER_MEMBER),\n message_type=self.message_type,\n flags=self.flag,\n error_name=header_fields.get(HEADER_ERROR_NAME),\n reply_serial=header_fields.get(HEADER_REPLY_SERIAL),\n sender=header_fields.get(HEADER_SENDER),\n unix_fds=self.unix_fds,\n signature=tree.signature,\n body=[self.read_argument(t) for t in tree.types] if self.body_len else [],\n serial=self.serial,\n )\n\n def unmarshall(self):\n \"\"\"Unmarshall the message.\n\n The underlying read function will raise MarshallerStreamEndError\n if there are not enough bytes in the buffer. This allows unmarshall\n to be resumed when more data comes in over the wire.\n \"\"\"\n try:\n if not self.message_type:\n self._read_header()\n self._read_body()\n except MarshallerStreamEndError:\n return None\n return self.message\n\n _complex_parsers: Dict[str, Tuple[Callable[[\"Unmarshaller\", SignatureType], Any], None, None,\n None]] = {\n \"b\": (read_boolean, None, None, None),\n \"o\": (read_string, None, None, None),\n \"s\": (read_string, None, None, None),\n \"g\": (read_signature, None, None, None),\n \"a\": (read_array, None, None, None),\n \"(\": (read_struct, None, None, None),\n \"{\": (read_dict_entry, None, None, None),\n \"v\": (read_variant, None, None, None),\n }\n\n _ctype_by_endian: Dict[int, Dict[str, Tuple[None, str, int, Struct]]] = {\n endian: {\n dbus_type: (\n None,\n *ctype_size,\n Struct(f\"{UNPACK_SYMBOL[endian]}{ctype_size[0]}\"),\n )\n for dbus_type, ctype_size in DBUS_TO_CTYPE.items()\n }\n for endian in (BIG_ENDIAN, LITTLE_ENDIAN)\n }\n\n _readers_by_type: Dict[int, READER_TYPE] = {\n BIG_ENDIAN: {\n **_ctype_by_endian[BIG_ENDIAN],\n **_complex_parsers\n },\n LITTLE_ENDIAN: {\n **_ctype_by_endian[LITTLE_ENDIAN],\n **_complex_parsers\n },\n }\n" }, { "alpha_fraction": 0.7798449397087097, "alphanum_fraction": 0.7798449397087097, "avg_line_length": 32.94736862182617, "blob_id": "de42eb4cc5cfc6324f19a9777fea9189f619cea6", "content_id": "28012faa6fd0f30687cf069e54dab24572be3e29", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 645, "license_type": "permissive", "max_line_length": 51, "num_lines": 19, "path": "/docs/errors.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "Errors\n======\n\n.. autoclass:: dbus_next.DBusError\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.SignatureBodyMismatchError\n.. autoclass:: dbus_next.InvalidSignatureError\n.. autoclass:: dbus_next.InvalidAddressError\n.. autoclass:: dbus_next.AuthError\n.. autoclass:: dbus_next.InvalidMessageError\n.. autoclass:: dbus_next.InvalidIntrospectionError\n.. autoclass:: dbus_next.InterfaceNotFoundError\n.. autoclass:: dbus_next.SignalDisabledError\n.. autoclass:: dbus_next.InvalidBusNameError\n.. autoclass:: dbus_next.InvalidObjectPathError\n.. autoclass:: dbus_next.InvalidInterfaceNameError\n.. autoclass:: dbus_next.InvalidMemberNameError\n" }, { "alpha_fraction": 0.6983776092529297, "alphanum_fraction": 0.7455752491950989, "avg_line_length": 32.900001525878906, "blob_id": "fc9dcc74b1c39ecb7711673b305e11f166cdd42b", "content_id": "e1073b8721f1ac0247b850c2ebdc2eb80bd437ba", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 2712, "license_type": "permissive", "max_line_length": 107, "num_lines": 80, "path": "/CHANGELOG.md", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "# Changelog\n\n## Version 0.2.3\n\nThis version contains some bugfixes and new features.\n\n* Include py.typed in Manifest.in (#79)\n* Fix property validation error message (#81)\n* Don't log errors if call failed after disconnect (#84)\n* Support PEP563 annotations (#3)\n* Service: support async properties (#86)\n* Client: Support coroutines as signal handlers (#2)\n\n## Version 0.2.2\n\nThis version contains some bugfixes and a new feature\n\n* Add `connected` instance variable to the `MessageBus` (#74)\n* Better handling of message bus errors on disconnect (de8ed30)\n* Ensure futures are not done when settings results and exceptions (#73, 1213667)\n\n## Version 0.2.1\n\nThis version adds performance optimizations, bugfixes, and new features.\n\n* aio.MessageBus: Support passing unix fds. (#54)\n* Unmarshaller optimizations for a significant performance increase in message reading. (#62, #64)\n* Cache instances of `SignatureTree`. (ace5584)\n* Fix socket creation on macos. (#63)\n* Implement PEP 561 to indicate inline type hints. (#69)\n* aio.MessageBus: Return a future from `send()`. (302511b)\n* aio.MessageBus: Add `wait_for_disconnect()` to detect connection errors. (ab01ab1)\n\nNotice: `aio.MessageBus.send()` will be changed to a coroutine function in the 1.0 version of this library.\n\n## Version 0.1.4\n\nThis version adds some bugfixes and new features.\n\n* Support tcp transport addresses (#57)\n* Add support for the annonymous authentication protocol (#32)\n* Add flags kwarg to aio high level client method call (#55)\n* Allow subclassing of DBusError (#42)\n* Fix exception in aio message handler loop on task cancellation (ff165aa)\n* Improve error messages (#46, #59)\n* Fix match rule memory leak bug (508edf8)\n* Don't add match rules for high level client by default (615218f)\n* Add empty properties interface to standard interfaces (#49)\n\n## Version 0.1.3\n\nThis version adds some bugfixes and new features.\n\n* Add the object manager interface to the service. (#14, #37)\n* Allow coroutines in service methods. (#24, #27)\n* Client: don't send method replies with `NO_REPLY_EXPECTED` message flag. (#22)\n* Fix duplicate nodes in introspection. (#13)\n\n## Version 0.1.2\n\nThis version adds some bugfixes.\n\n* Allow exporting interface multiple times (#4)\n* Fix super call in exceptions (#5)\n* Add timeout support on `introspect` (#7)\n* Add unix fd type 'h' to valid tokens (#9)\n* Dont use future annotations (#10)\n* Fix variant validator (d724fc2)\n\n## Version 0.1.1\n\nThis version adds some major features and breaking changes.\n\n* Remove the MessageBus convenience constructors (breaking).\n* Complete documentation.\n* Type annotation for all public methods.\n\n## Version 0.0.1\n\nThis is the first release of python-dbus-next.\n" }, { "alpha_fraction": 0.5982658863067627, "alphanum_fraction": 0.6271676421165466, "avg_line_length": 15.476190567016602, "blob_id": "6ad72a2b9f7b187a21d38a9631e1f733e3739059", "content_id": "d9ee0c217200901fc2453ab3e8aec9d3fd60d8af", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 346, "license_type": "permissive", "max_line_length": 68, "num_lines": 21, "path": "/dbus_next/_private/constants.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from enum import Enum\n\nPROTOCOL_VERSION = 1\n\nLITTLE_ENDIAN = ord('l')\nBIG_ENDIAN = ord('B')\n\n\nclass HeaderField(Enum):\n PATH = 1\n INTERFACE = 2\n MEMBER = 3\n ERROR_NAME = 4\n REPLY_SERIAL = 5\n DESTINATION = 6\n SENDER = 7\n SIGNATURE = 8\n UNIX_FDS = 9\n\n\nHEADER_NAME_MAP = {field.value: field.name for field in HeaderField}\n" }, { "alpha_fraction": 0.654940128326416, "alphanum_fraction": 0.677395224571228, "avg_line_length": 38.29411697387695, "blob_id": "190dc81bdde609359fc1edc91a6cfb84e69019f1", "content_id": "b3241584db0bb721306466881f60849868d7cb27", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1336, "license_type": "permissive", "max_line_length": 129, "num_lines": 34, "path": "/examples/aio-tcp-notification.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python3\n\n# In order for this to work a local tcp connection to the DBus a port\n# must be opened to forward to the dbus socket file. The easiest way\n# to achieve this is using \"socat\":\n# socat TCP-LISTEN:55556,reuseaddr,fork,range=127.0.0.1/32 UNIX-CONNECT:$(echo $DBUS_SESSION_BUS_ADDRESS | sed 's/unix:path=//g')\n# For actual DBus transport over network the authentication might\n# be a further problem. More information here:\n# https://dbus.freedesktop.org/doc/dbus-specification.html#auth-mechanisms\n\nimport sys\nimport os\n\nsys.path.append(os.path.abspath(os.path.dirname(__file__) + '/..'))\n\nfrom dbus_next.aio import MessageBus\n\nimport asyncio\n\nloop = asyncio.get_event_loop()\n\n\nasync def main():\n bus = await MessageBus(bus_address=\"tcp:host=127.0.0.1,port=55556\").connect()\n introspection = await bus.introspect('org.freedesktop.Notifications',\n '/org/freedesktop/Notifications')\n obj = bus.get_proxy_object('org.freedesktop.Notifications', '/org/freedesktop/Notifications',\n introspection)\n notification = obj.get_interface('org.freedesktop.Notifications')\n await notification.call_notify(\"test.py\", 0, \"\", \"DBus Test\", \"Test notification\", [\"\"], dict(),\n 5000)\n\n\nloop.run_until_complete(main())\n" }, { "alpha_fraction": 0.5592786073684692, "alphanum_fraction": 0.5597206354141235, "avg_line_length": 39.98188400268555, "blob_id": "73e89b8c1d663e7ceb1f1548d93bb1ad08118d03", "content_id": "d8e82a161872228454818363d02ac3c18083c0ff", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 22622, "license_type": "permissive", "max_line_length": 164, "num_lines": 552, "path": "/dbus_next/introspection.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from .constants import PropertyAccess, ArgDirection\nfrom .signature import SignatureTree, SignatureType\nfrom .validators import assert_member_name_valid, assert_interface_name_valid\nfrom .errors import InvalidIntrospectionError\n\nfrom typing import List, Union\n\nimport xml.etree.ElementTree as ET\n\n# https://dbus.freedesktop.org/doc/dbus-specification.html#introspection-format\n# TODO annotations\n\n\nclass Arg:\n \"\"\"A class that represents an input or output argument to a signal or a method.\n\n :ivar name: The name of this arg.\n :vartype name: str\n :ivar direction: Whether this is an input or an output argument.\n :vartype direction: :class:`ArgDirection <dbus_next.ArgDirection>`\n :ivar type: The parsed signature type of this argument.\n :vartype type: :class:`SignatureType <dbus_next.SignatureType>`\n :ivar signature: The signature string of this argument.\n :vartype signature: str\n\n :raises:\n - :class:`InvalidMemberNameError <dbus_next.InvalidMemberNameError>` - If the name of the arg is not valid.\n - :class:`InvalidSignatureError <dbus_next.InvalidSignatureError>` - If the signature is not valid.\n - :class:`InvalidIntrospectionError <dbus_next.InvalidIntrospectionError>` - If the signature is not a single complete type.\n \"\"\"\n def __init__(self,\n signature: Union[SignatureType, str],\n direction: List[ArgDirection] = None,\n name: str = None):\n if name is not None:\n assert_member_name_valid(name)\n\n type_ = None\n if type(signature) is SignatureType:\n type_ = signature\n signature = signature.signature\n else:\n tree = SignatureTree._get(signature)\n if len(tree.types) != 1:\n raise InvalidIntrospectionError(\n f'an argument must have a single complete type. (has {len(tree.types)} types)')\n type_ = tree.types[0]\n\n self.type = type_\n self.signature = signature\n self.name = name\n self.direction = direction\n\n def from_xml(element: ET.Element, direction: ArgDirection) -> 'Arg':\n \"\"\"Convert a :class:`xml.etree.ElementTree.Element` into a\n :class:`Arg`.\n\n The element must be valid DBus introspection XML for an ``arg``.\n\n :param element: The parsed XML element.\n :type element: :class:`xml.etree.ElementTree.Element`\n :param direction: The direction of this arg. Must be specified because it can default to different values depending on if it's in a method or signal.\n :type direction: :class:`ArgDirection <dbus_next.ArgDirection>`\n\n :raises:\n - :class:`InvalidIntrospectionError <dbus_next.InvalidIntrospectionError>` - If the XML tree is not valid introspection data.\n \"\"\"\n name = element.attrib.get('name')\n signature = element.attrib.get('type')\n\n if not signature:\n raise InvalidIntrospectionError('a method argument must have a \"type\" attribute')\n\n return Arg(signature, direction, name)\n\n def to_xml(self) -> ET.Element:\n \"\"\"Convert this :class:`Arg` into an :class:`xml.etree.ElementTree.Element`.\n \"\"\"\n element = ET.Element('arg')\n if self.name:\n element.set('name', self.name)\n\n if self.direction:\n element.set('direction', self.direction.value)\n element.set('type', self.signature)\n\n return element\n\n\nclass Signal:\n \"\"\"A class that represents a signal exposed on an interface.\n\n :ivar name: The name of this signal\n :vartype name: str\n :ivar args: A list of output arguments for this signal.\n :vartype args: list(Arg)\n :ivar signature: The collected signature of the output arguments.\n :vartype signature: str\n\n :raises:\n - :class:`InvalidMemberNameError <dbus_next.InvalidMemberNameError>` - If the name of the signal is not a valid member name.\n \"\"\"\n def __init__(self, name: str, args: List[Arg] = None):\n if name is not None:\n assert_member_name_valid(name)\n\n self.name = name\n self.args = args or []\n self.signature = ''.join(arg.signature for arg in self.args)\n\n def from_xml(element):\n \"\"\"Convert an :class:`xml.etree.ElementTree.Element` to a :class:`Signal`.\n\n The element must be valid DBus introspection XML for a ``signal``.\n\n :param element: The parsed XML element.\n :type element: :class:`xml.etree.ElementTree.Element`\n :param is_root: Whether this is the root node\n :type is_root: bool\n\n :raises:\n - :class:`InvalidIntrospectionError <dbus_next.InvalidIntrospectionError>` - If the XML tree is not valid introspection data.\n \"\"\"\n name = element.attrib.get('name')\n if not name:\n raise InvalidIntrospectionError('signals must have a \"name\" attribute')\n\n args = []\n for child in element:\n if child.tag == 'arg':\n args.append(Arg.from_xml(child, ArgDirection.OUT))\n\n signal = Signal(name, args)\n\n return signal\n\n def to_xml(self) -> ET.Element:\n \"\"\"Convert this :class:`Signal` into an :class:`xml.etree.ElementTree.Element`.\n \"\"\"\n element = ET.Element('signal')\n element.set('name', self.name)\n\n for arg in self.args:\n element.append(arg.to_xml())\n\n return element\n\n\nclass Method:\n \"\"\"A class that represents a method exposed on an :class:`Interface`.\n\n :ivar name: The name of this method.\n :vartype name: str\n :ivar in_args: A list of input arguments to this method.\n :vartype in_args: list(Arg)\n :ivar out_args: A list of output arguments to this method.\n :vartype out_args: list(Arg)\n :ivar in_signature: The collected signature string of the input arguments.\n :vartype in_signature: str\n :ivar out_signature: The collected signature string of the output arguments.\n :vartype out_signature: str\n\n :raises:\n - :class:`InvalidMemberNameError <dbus_next.InvalidMemberNameError>` - If the name of this method is not valid.\n \"\"\"\n def __init__(self, name: str, in_args: List[Arg] = [], out_args: List[Arg] = []):\n assert_member_name_valid(name)\n\n self.name = name\n self.in_args = in_args\n self.out_args = out_args\n self.in_signature = ''.join(arg.signature for arg in in_args)\n self.out_signature = ''.join(arg.signature for arg in out_args)\n\n def from_xml(element: ET.Element) -> 'Method':\n \"\"\"Convert an :class:`xml.etree.ElementTree.Element` to a :class:`Method`.\n\n The element must be valid DBus introspection XML for a ``method``.\n\n :param element: The parsed XML element.\n :type element: :class:`xml.etree.ElementTree.Element`\n :param is_root: Whether this is the root node\n :type is_root: bool\n\n :raises:\n - :class:`InvalidIntrospectionError <dbus_next.InvalidIntrospectionError>` - If the XML tree is not valid introspection data.\n \"\"\"\n name = element.attrib.get('name')\n if not name:\n raise InvalidIntrospectionError('interfaces must have a \"name\" attribute')\n\n in_args = []\n out_args = []\n\n for child in element:\n if child.tag == 'arg':\n direction = ArgDirection(child.attrib.get('direction', 'in'))\n arg = Arg.from_xml(child, direction)\n if direction == ArgDirection.IN:\n in_args.append(arg)\n elif direction == ArgDirection.OUT:\n out_args.append(arg)\n\n return Method(name, in_args, out_args)\n\n def to_xml(self) -> ET.Element:\n \"\"\"Convert this :class:`Method` into an :class:`xml.etree.ElementTree.Element`.\n \"\"\"\n element = ET.Element('method')\n element.set('name', self.name)\n\n for arg in self.in_args:\n element.append(arg.to_xml())\n for arg in self.out_args:\n element.append(arg.to_xml())\n\n return element\n\n\nclass Property:\n \"\"\"A class that represents a DBus property exposed on an\n :class:`Interface`.\n\n :ivar name: The name of this property.\n :vartype name: str\n :ivar signature: The signature string for this property. Must be a single complete type.\n :vartype signature: str\n :ivar access: Whether this property is readable and writable.\n :vartype access: :class:`PropertyAccess <dbus_next.PropertyAccess>`\n :ivar type: The parsed type of this property.\n :vartype type: :class:`SignatureType <dbus_next.SignatureType>`\n\n :raises:\n - :class:`InvalidIntrospectionError <dbus_next.InvalidIntrospectionError>` - If the property is not a single complete type.\n - :class `InvalidSignatureError <dbus_next.InvalidSignatureError>` - If the given signature is not valid.\n - :class: `InvalidMemberNameError <dbus_next.InvalidMemberNameError>` - If the member name is not valid.\n \"\"\"\n def __init__(self,\n name: str,\n signature: str,\n access: PropertyAccess = PropertyAccess.READWRITE):\n assert_member_name_valid(name)\n\n tree = SignatureTree._get(signature)\n if len(tree.types) != 1:\n raise InvalidIntrospectionError(\n f'properties must have a single complete type. (has {len(tree.types)} types)')\n\n self.name = name\n self.signature = signature\n self.access = access\n self.type = tree.types[0]\n\n def from_xml(element):\n \"\"\"Convert an :class:`xml.etree.ElementTree.Element` to a :class:`Property`.\n\n The element must be valid DBus introspection XML for a ``property``.\n\n :param element: The parsed XML element.\n :type element: :class:`xml.etree.ElementTree.Element`\n\n :raises:\n - :class:`InvalidIntrospectionError <dbus_next.InvalidIntrospectionError>` - If the XML tree is not valid introspection data.\n \"\"\"\n name = element.attrib.get('name')\n signature = element.attrib.get('type')\n access = PropertyAccess(element.attrib.get('access', 'readwrite'))\n\n if not name:\n raise InvalidIntrospectionError('properties must have a \"name\" attribute')\n if not signature:\n raise InvalidIntrospectionError('properties must have a \"type\" attribute')\n\n return Property(name, signature, access)\n\n def to_xml(self) -> ET.Element:\n \"\"\"Convert this :class:`Property` into an :class:`xml.etree.ElementTree.Element`.\n \"\"\"\n element = ET.Element('property')\n element.set('name', self.name)\n element.set('type', self.signature)\n element.set('access', self.access.value)\n return element\n\n\nclass Interface:\n \"\"\"A class that represents a DBus interface exported on on object path.\n\n Contains information about the methods, signals, and properties exposed on\n this interface.\n\n :ivar name: The name of this interface.\n :vartype name: str\n :ivar methods: A list of methods exposed on this interface.\n :vartype methods: list(:class:`Method`)\n :ivar signals: A list of signals exposed on this interface.\n :vartype signals: list(:class:`Signal`)\n :ivar properties: A list of properties exposed on this interface.\n :vartype properties: list(:class:`Property`)\n\n :raises:\n - :class:`InvalidInterfaceNameError <dbus_next.InvalidInterfaceNameError>` - If the name is not a valid interface name.\n \"\"\"\n def __init__(self,\n name: str,\n methods: List[Method] = None,\n signals: List[Signal] = None,\n properties: List[Property] = None):\n assert_interface_name_valid(name)\n\n self.name = name\n self.methods = methods if methods is not None else []\n self.signals = signals if signals is not None else []\n self.properties = properties if properties is not None else []\n\n @staticmethod\n def from_xml(element: ET.Element) -> 'Interface':\n \"\"\"Convert a :class:`xml.etree.ElementTree.Element` into a\n :class:`Interface`.\n\n The element must be valid DBus introspection XML for an ``interface``.\n\n :param element: The parsed XML element.\n :type element: :class:`xml.etree.ElementTree.Element`\n\n :raises:\n - :class:`InvalidIntrospectionError <dbus_next.InvalidIntrospectionError>` - If the XML tree is not valid introspection data.\n \"\"\"\n name = element.attrib.get('name')\n if not name:\n raise InvalidIntrospectionError('interfaces must have a \"name\" attribute')\n\n interface = Interface(name)\n\n for child in element:\n if child.tag == 'method':\n interface.methods.append(Method.from_xml(child))\n elif child.tag == 'signal':\n interface.signals.append(Signal.from_xml(child))\n elif child.tag == 'property':\n interface.properties.append(Property.from_xml(child))\n\n return interface\n\n def to_xml(self) -> ET.Element:\n \"\"\"Convert this :class:`Interface` into an :class:`xml.etree.ElementTree.Element`.\n \"\"\"\n element = ET.Element('interface')\n element.set('name', self.name)\n\n for method in self.methods:\n element.append(method.to_xml())\n for signal in self.signals:\n element.append(signal.to_xml())\n for prop in self.properties:\n element.append(prop.to_xml())\n\n return element\n\n\nclass Node:\n \"\"\"A class that represents a node in an object path in introspection data.\n\n A node contains information about interfaces exported on this path and\n child nodes. A node can be converted to and from introspection XML exposed\n through the ``org.freedesktop.DBus.Introspectable`` standard DBus\n interface.\n\n This class is an essential building block for a high-level DBus interface.\n This is the underlying data structure for the :class:`ProxyObject\n <dbus_next.proxy_object.BaseProxyInterface>`. A :class:`ServiceInterface\n <dbus_next.service.ServiceInterface>` definition is converted to this class\n to expose XML on the introspectable interface.\n\n :ivar interfaces: A list of interfaces exposed on this node.\n :vartype interfaces: list(:class:`Interface <dbus_next.introspection.Interface>`)\n :ivar nodes: A list of child nodes.\n :vartype nodes: list(:class:`Node`)\n :ivar name: The object path of this node.\n :vartype name: str\n :ivar is_root: Whether this is the root node. False if it is a child node.\n :vartype is_root: bool\n\n :raises:\n - :class:`InvalidIntrospectionError <dbus_next.InvalidIntrospectionError>` - If the name is not a valid node name.\n \"\"\"\n def __init__(self, name: str = None, interfaces: List[Interface] = None, is_root: bool = True):\n if not is_root and not name:\n raise InvalidIntrospectionError('child nodes must have a \"name\" attribute')\n\n self.interfaces = interfaces if interfaces is not None else []\n self.nodes = []\n self.name = name\n self.is_root = is_root\n\n @staticmethod\n def from_xml(element: ET.Element, is_root: bool = False):\n \"\"\"Convert an :class:`xml.etree.ElementTree.Element` to a :class:`Node`.\n\n The element must be valid DBus introspection XML for a ``node``.\n\n :param element: The parsed XML element.\n :type element: :class:`xml.etree.ElementTree.Element`\n :param is_root: Whether this is the root node\n :type is_root: bool\n\n :raises:\n - :class:`InvalidIntrospectionError <dbus_next.InvalidIntrospectionError>` - If the XML tree is not valid introspection data.\n \"\"\"\n node = Node(element.attrib.get('name'), is_root=is_root)\n\n for child in element:\n if child.tag == 'interface':\n node.interfaces.append(Interface.from_xml(child))\n elif child.tag == 'node':\n node.nodes.append(Node.from_xml(child))\n\n return node\n\n @staticmethod\n def parse(data: str) -> 'Node':\n \"\"\"Parse XML data as a string into a :class:`Node`.\n\n The string must be valid DBus introspection XML.\n\n :param data: The XMl string.\n :type data: str\n\n :raises:\n - :class:`InvalidIntrospectionError <dbus_next.InvalidIntrospectionError>` - If the string is not valid introspection data.\n \"\"\"\n element = ET.fromstring(data)\n if element.tag != 'node':\n raise InvalidIntrospectionError(\n 'introspection data must have a \"node\" for the root element')\n\n return Node.from_xml(element, is_root=True)\n\n def to_xml(self) -> ET.Element:\n \"\"\"Convert this :class:`Node` into an :class:`xml.etree.ElementTree.Element`.\n \"\"\"\n element = ET.Element('node')\n\n if self.name:\n element.set('name', self.name)\n\n for interface in self.interfaces:\n element.append(interface.to_xml())\n for node in self.nodes:\n element.append(node.to_xml())\n\n return element\n\n def tostring(self) -> str:\n \"\"\"Convert this :class:`Node` into a DBus introspection XML string.\n \"\"\"\n header = '<!DOCTYPE node PUBLIC \"-//freedesktop//DTD D-BUS Object Introspection 1.0//EN\"\\n\"http://www.freedesktop.org/standards/dbus/1.0/introspect.dtd\">\\n'\n\n def indent(elem, level=0):\n i = \"\\n\" + level * \" \"\n if len(elem):\n if not elem.text or not elem.text.strip():\n elem.text = i + \" \"\n if not elem.tail or not elem.tail.strip():\n elem.tail = i\n for elem in elem:\n indent(elem, level + 1)\n if not elem.tail or not elem.tail.strip():\n elem.tail = i\n else:\n if level and (not elem.tail or not elem.tail.strip()):\n elem.tail = i\n\n xml = self.to_xml()\n indent(xml)\n return header + ET.tostring(xml, encoding='unicode').rstrip()\n\n @staticmethod\n def default(name: str = None) -> 'Node':\n \"\"\"Create a :class:`Node` with the default interfaces supported by this library.\n\n The default interfaces include:\n\n * ``org.freedesktop.DBus.Introspectable``\n * ``org.freedesktop.DBus.Peer``\n * ``org.freedesktop.DBus.Properties``\n * ``org.freedesktop.DBus.ObjectManager``\n \"\"\"\n return Node(name,\n is_root=True,\n interfaces=[\n Interface('org.freedesktop.DBus.Introspectable',\n methods=[\n Method('Introspect',\n out_args=[Arg('s', ArgDirection.OUT, 'data')])\n ]),\n Interface('org.freedesktop.DBus.Peer',\n methods=[\n Method('GetMachineId',\n out_args=[Arg('s', ArgDirection.OUT, 'machine_uuid')]),\n Method('Ping')\n ]),\n Interface('org.freedesktop.DBus.Properties',\n methods=[\n Method('Get',\n in_args=[\n Arg('s', ArgDirection.IN, 'interface_name'),\n Arg('s', ArgDirection.IN, 'property_name')\n ],\n out_args=[Arg('v', ArgDirection.OUT, 'value')]),\n Method('Set',\n in_args=[\n Arg('s', ArgDirection.IN, 'interface_name'),\n Arg('s', ArgDirection.IN, 'property_name'),\n Arg('v', ArgDirection.IN, 'value')\n ]),\n Method('GetAll',\n in_args=[Arg('s', ArgDirection.IN, 'interface_name')],\n out_args=[Arg('a{sv}', ArgDirection.OUT, 'props')])\n ],\n signals=[\n Signal('PropertiesChanged',\n args=[\n Arg('s', ArgDirection.OUT, 'interface_name'),\n Arg('a{sv}', ArgDirection.OUT,\n 'changed_properties'),\n Arg('as', ArgDirection.OUT,\n 'invalidated_properties')\n ])\n ]),\n Interface('org.freedesktop.DBus.ObjectManager',\n methods=[\n Method('GetManagedObjects',\n out_args=[\n Arg('a{oa{sa{sv}}}', ArgDirection.OUT,\n 'objpath_interfaces_and_properties')\n ]),\n ],\n signals=[\n Signal('InterfacesAdded',\n args=[\n Arg('o', ArgDirection.OUT, 'object_path'),\n Arg('a{sa{sv}}', ArgDirection.OUT,\n 'interfaces_and_properties'),\n ]),\n Signal('InterfacesRemoved',\n args=[\n Arg('o', ArgDirection.OUT, 'object_path'),\n Arg('as', ArgDirection.OUT, 'interfaces'),\n ])\n ]),\n ])\n" }, { "alpha_fraction": 0.8444444537162781, "alphanum_fraction": 0.8444444537162781, "avg_line_length": 44, "blob_id": "f0facaba261fee9f69eaa4ddf6cd787cff39788d", "content_id": "4329ada3f20600829685105e409106f627e644db", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 90, "license_type": "permissive", "max_line_length": 53, "num_lines": 2, "path": "/dbus_next/aio/__init__.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from .message_bus import MessageBus\nfrom .proxy_object import ProxyObject, ProxyInterface\n" }, { "alpha_fraction": 0.6174699068069458, "alphanum_fraction": 0.6236947774887085, "avg_line_length": 32.42281723022461, "blob_id": "3f4a585138415703950c6abff112c06c08d10362", "content_id": "3811cffc84a4373446e3ed97fc19523590fc9759", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4980, "license_type": "permissive", "max_line_length": 100, "num_lines": 149, "path": "/test/test_glib_low_level.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next.glib import MessageBus\nfrom dbus_next import Message, MessageType, MessageFlag\nfrom test.util import check_gi_repository, skip_reason_no_gi\n\nimport pytest\n\nhas_gi = check_gi_repository()\n\nif has_gi:\n from gi.repository import GLib\n\n\[email protected](not has_gi, reason=skip_reason_no_gi)\ndef test_standard_interfaces():\n bus = MessageBus().connect_sync()\n msg = Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='ListNames',\n serial=bus.next_serial())\n reply = bus.call_sync(msg)\n\n assert reply.message_type == MessageType.METHOD_RETURN\n assert reply.reply_serial == msg.serial\n assert reply.signature == 'as'\n assert bus.unique_name in reply.body[0]\n\n msg.interface = 'org.freedesktop.DBus.Introspectable'\n msg.member = 'Introspect'\n msg.serial = bus.next_serial()\n\n reply = bus.call_sync(msg)\n assert reply.message_type == MessageType.METHOD_RETURN\n assert reply.reply_serial == msg.serial\n assert reply.signature == 's'\n assert type(reply.body[0]) is str\n\n msg.member = 'MemberDoesNotExist'\n msg.serial = bus.next_serial()\n\n reply = bus.call_sync(msg)\n assert reply.message_type == MessageType.ERROR\n assert reply.reply_serial == msg.serial\n assert reply.error_name\n assert reply.signature == 's'\n assert type(reply.body[0]) is str\n\n\[email protected](not has_gi, reason=skip_reason_no_gi)\ndef test_sending_messages_between_buses():\n bus1 = MessageBus().connect_sync()\n bus2 = MessageBus().connect_sync()\n\n msg = Message(destination=bus1.unique_name,\n path='/org/test/path',\n interface='org.test.iface',\n member='SomeMember',\n serial=bus2.next_serial())\n\n def message_handler(sent):\n if sent.sender == bus2.unique_name and sent.serial == msg.serial:\n assert sent.path == msg.path\n assert sent.serial == msg.serial\n assert sent.interface == msg.interface\n assert sent.member == msg.member\n bus1.send(Message.new_method_return(sent, 's', ['got it']))\n bus1.remove_message_handler(message_handler)\n return True\n\n bus1.add_message_handler(message_handler)\n\n reply = bus2.call_sync(msg)\n\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body[0]\n assert reply.sender == bus1.unique_name\n assert reply.signature == 's'\n assert reply.body == ['got it']\n assert reply.reply_serial == msg.serial\n\n def message_handler_error(sent):\n if sent.sender == bus2.unique_name and sent.serial == msg.serial:\n assert sent.path == msg.path\n assert sent.serial == msg.serial\n assert sent.interface == msg.interface\n assert sent.member == msg.member\n bus1.send(Message.new_error(sent, 'org.test.Error', 'throwing an error'))\n bus1.remove_message_handler(message_handler_error)\n return True\n\n bus1.add_message_handler(message_handler_error)\n\n msg.serial = bus2.next_serial()\n\n reply = bus2.call_sync(msg)\n\n assert reply.message_type == MessageType.ERROR\n assert reply.sender == bus1.unique_name\n assert reply.reply_serial == msg.serial\n assert reply.error_name == 'org.test.Error'\n assert reply.signature == 's'\n assert reply.body == ['throwing an error']\n\n msg.serial = bus2.next_serial()\n msg.flags = MessageFlag.NO_REPLY_EXPECTED\n reply = bus2.call_sync(msg)\n assert reply is None\n\n\[email protected](not has_gi, reason=skip_reason_no_gi)\ndef test_sending_signals_between_buses():\n bus1 = MessageBus().connect_sync()\n bus2 = MessageBus().connect_sync()\n\n add_match_msg = Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='AddMatch',\n signature='s',\n body=[f'sender={bus2.unique_name}'])\n\n bus1.call_sync(add_match_msg)\n\n main = GLib.MainLoop()\n\n def wait_for_message():\n ret = None\n\n def message_handler(signal):\n nonlocal ret\n if signal.sender == bus2.unique_name:\n ret = signal\n bus1.remove_message_handler(message_handler)\n main.quit()\n\n bus1.add_message_handler(message_handler)\n main.run()\n return ret\n\n bus2.send(\n Message.new_signal('/org/test/path', 'org.test.interface', 'SomeSignal', 's', ['a signal']))\n\n signal = wait_for_message()\n\n assert signal.message_type == MessageType.SIGNAL\n assert signal.path == '/org/test/path'\n assert signal.interface == 'org.test.interface'\n assert signal.member == 'SomeSignal'\n assert signal.signature == 's'\n assert signal.body == ['a signal']\n" }, { "alpha_fraction": 0.6860215067863464, "alphanum_fraction": 0.7032257914543152, "avg_line_length": 22.25, "blob_id": "1b2d709ffba5d740b89fb248d7bce8390ceb7666", "content_id": "a4c5579eb08246b7b943f004d6d3d35dd647f0cc", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Makefile", "length_bytes": 930, "license_type": "permissive", "max_line_length": 111, "num_lines": 40, "path": "/Makefile", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": ".PHONY: lint check format test docker-test clean publish docs livedocs all\n.DEFAULT_GOAL := all\n\nsource_dirs = dbus_next test examples\n\nlint:\n\tpython3 -m flake8 $(source_dirs)\n\ncheck: lint\n\tpython3 -m yapf -rdp $(source_dirs)\n\nformat:\n\tpython3 -m yapf -rip $(source_dirs)\n\ntest:\n\tfor py in python3.7 python3.9 python3.10 python3.8 ; do \\\n\t\tif hash $${py}; then \\\n\t\t\tPYTHONPATH=/usr/lib/$${py}/site-packages dbus-run-session $${py} -m pytest -sv --cov=dbus_next || exit 1 ; \\\n\t\tfi \\\n\tdone \\\n\ndocker-test:\n\tdocker build -t dbus-next-test .\n\tdocker run -it dbus-next-test\n\nclean:\n\trm -rf dist dbus_next.egg-info build docs/_build\n\trm -rf `find -type d -name __pycache__`\n\npublish:\n\tpython3 setup.py sdist bdist_wheel\n\tpython3 -m twine upload --repository-url https://upload.pypi.org/legacy/ dist/*\n\ndocs:\n\tsphinx-build docs docs/_build/html\n\nlivedocs:\n\tsphinx-autobuild docs docs/_build/html --watch dbus_next\n\nall: format lint test\n" }, { "alpha_fraction": 0.64772629737854, "alphanum_fraction": 0.6488944292068481, "avg_line_length": 44.91954040527344, "blob_id": "08d5f8ea94089bdc257f36a544ec1952e008020e", "content_id": "ddf939f2b65c9bd02ac584d0a51a00c3eec63435", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 11985, "license_type": "permissive", "max_line_length": 141, "num_lines": 261, "path": "/dbus_next/proxy_object.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from .validators import assert_object_path_valid, assert_bus_name_valid\nfrom . import message_bus\nfrom .message import Message\nfrom .constants import MessageType, ErrorType\nfrom . import introspection as intr\nfrom .errors import DBusError, InterfaceNotFoundError\nfrom ._private.util import replace_idx_with_fds\n\nfrom typing import Type, Union, List, Coroutine\nimport logging\nimport xml.etree.ElementTree as ET\nimport inspect\nimport re\nimport asyncio\n\n\nclass BaseProxyInterface:\n \"\"\"An abstract class representing a proxy to an interface exported on the bus by another client.\n\n Implementations of this class are not meant to be constructed directly by\n users. Use :func:`BaseProxyObject.get_interface` to get a proxy interface.\n Each message bus implementation provides its own proxy interface\n implementation that will be returned by that method.\n\n Proxy interfaces can be used to call methods, get properties, and listen to\n signals on the interface. Proxy interfaces are created dynamically with a\n family of methods for each of these operations based on what members the\n interface exposes. Each proxy interface implementation exposes these\n members in a different way depending on the features of the backend. See\n the documentation of the proxy interface implementation you use for more\n details.\n\n :ivar bus_name: The name of the bus this interface is exported on.\n :vartype bus_name: str\n :ivar path: The object path exported on the client that owns the bus name.\n :vartype path: str\n :ivar introspection: Parsed introspection data for the proxy interface.\n :vartype introspection: :class:`Node <dbus_next.introspection.Interface>`\n :ivar bus: The message bus this proxy interface is connected to.\n :vartype bus: :class:`BaseMessageBus <dbus_next.message_bus.BaseMessageBus>`\n \"\"\"\n def __init__(self, bus_name, path, introspection, bus):\n\n self.bus_name = bus_name\n self.path = path\n self.introspection = introspection\n self.bus = bus\n self._signal_handlers = {}\n self._signal_match_rule = f\"type='signal',sender={bus_name},interface={introspection.name},path={path}\"\n\n _underscorer1 = re.compile(r'(.)([A-Z][a-z]+)')\n _underscorer2 = re.compile(r'([a-z0-9])([A-Z])')\n\n @staticmethod\n def _to_snake_case(member):\n subbed = BaseProxyInterface._underscorer1.sub(r'\\1_\\2', member)\n return BaseProxyInterface._underscorer2.sub(r'\\1_\\2', subbed).lower()\n\n @staticmethod\n def _check_method_return(msg, signature=None):\n if msg.message_type == MessageType.ERROR:\n raise DBusError._from_message(msg)\n elif msg.message_type != MessageType.METHOD_RETURN:\n raise DBusError(ErrorType.CLIENT_ERROR, 'method call didnt return a method return', msg)\n elif signature is not None and msg.signature != signature:\n raise DBusError(ErrorType.CLIENT_ERROR,\n f'method call returned unexpected signature: \"{msg.signature}\"', msg)\n\n def _add_method(self, intr_method):\n raise NotImplementedError('this must be implemented in the inheriting class')\n\n def _add_property(self, intr_property):\n raise NotImplementedError('this must be implemented in the inheriting class')\n\n def _message_handler(self, msg):\n if not msg._matches(message_type=MessageType.SIGNAL,\n interface=self.introspection.name,\n path=self.path) or msg.member not in self._signal_handlers:\n return\n\n if msg.sender != self.bus_name and self.bus._name_owners.get(self.bus_name,\n '') != msg.sender:\n # The sender is always a unique name, but the bus name given might\n # be a well known name. If the sender isn't an exact match, check\n # to see if it owns the bus_name we were given from the cache kept\n # on the bus for this purpose.\n return\n\n match = [s for s in self.introspection.signals if s.name == msg.member]\n if not len(match):\n return\n intr_signal = match[0]\n if intr_signal.signature != msg.signature:\n logging.warning(\n f'got signal \"{self.introspection.name}.{msg.member}\" with unexpected signature \"{msg.signature}\"'\n )\n return\n\n body = replace_idx_with_fds(msg.signature, msg.body, msg.unix_fds)\n for handler in self._signal_handlers[msg.member]:\n cb_result = handler(*body)\n if isinstance(cb_result, Coroutine):\n asyncio.create_task(cb_result)\n\n def _add_signal(self, intr_signal, interface):\n def on_signal_fn(fn):\n fn_signature = inspect.signature(fn)\n if not callable(fn) or len(fn_signature.parameters) != len(intr_signal.args):\n raise TypeError(\n f'reply_notify must be a function with {len(intr_signal.args)} parameters')\n\n if not self._signal_handlers:\n self.bus._add_match_rule(self._signal_match_rule)\n self.bus.add_message_handler(self._message_handler)\n\n if intr_signal.name not in self._signal_handlers:\n self._signal_handlers[intr_signal.name] = []\n\n self._signal_handlers[intr_signal.name].append(fn)\n\n def off_signal_fn(fn):\n try:\n i = self._signal_handlers[intr_signal.name].index(fn)\n del self._signal_handlers[intr_signal.name][i]\n if not self._signal_handlers[intr_signal.name]:\n del self._signal_handlers[intr_signal.name]\n except (KeyError, ValueError):\n return\n\n if not self._signal_handlers:\n self.bus._remove_match_rule(self._signal_match_rule)\n self.bus.remove_message_handler(self._message_handler)\n\n snake_case = BaseProxyInterface._to_snake_case(intr_signal.name)\n setattr(interface, f'on_{snake_case}', on_signal_fn)\n setattr(interface, f'off_{snake_case}', off_signal_fn)\n\n\nclass BaseProxyObject:\n \"\"\"An abstract class representing a proxy to an object exported on the bus by another client.\n\n Implementations of this class are not meant to be constructed directly. Use\n :func:`BaseMessageBus.get_proxy_object()\n <dbus_next.message_bus.BaseMessageBus.get_proxy_object>` to get a proxy\n object. Each message bus implementation provides its own proxy object\n implementation that will be returned by that method.\n\n The primary use of the proxy object is to select a proxy interface to act\n on. Information on what interfaces are available is provided by\n introspection data provided to this class. This introspection data can\n either be included in your project as an XML file (recommended) or\n retrieved from the ``org.freedesktop.DBus.Introspectable`` interface at\n runtime.\n\n :ivar bus_name: The name of the bus this object is exported on.\n :vartype bus_name: str\n :ivar path: The object path exported on the client that owns the bus name.\n :vartype path: str\n :ivar introspection: Parsed introspection data for the proxy object.\n :vartype introspection: :class:`Node <dbus_next.introspection.Node>`\n :ivar bus: The message bus this proxy object is connected to.\n :vartype bus: :class:`BaseMessageBus <dbus_next.message_bus.BaseMessageBus>`\n :ivar ~.ProxyInterface: The proxy interface class this proxy object uses.\n :vartype ~.ProxyInterface: Type[:class:`BaseProxyInterface <dbus_next.proxy_object.BaseProxyObject>`]\n :ivar child_paths: A list of absolute object paths of the children of this object.\n :vartype child_paths: list(str)\n\n :raises:\n - :class:`InvalidBusNameError <dbus_next.InvalidBusNameError>` - If the given bus name is not valid.\n - :class:`InvalidObjectPathError <dbus_next.InvalidObjectPathError>` - If the given object path is not valid.\n - :class:`InvalidIntrospectionError <dbus_next.InvalidIntrospectionError>` - If the introspection data for the node is not valid.\n \"\"\"\n def __init__(self, bus_name: str, path: str, introspection: Union[intr.Node, str, ET.Element],\n bus: 'message_bus.BaseMessageBus', ProxyInterface: Type[BaseProxyInterface]):\n assert_object_path_valid(path)\n assert_bus_name_valid(bus_name)\n\n if not isinstance(bus, message_bus.BaseMessageBus):\n raise TypeError('bus must be an instance of BaseMessageBus')\n if not issubclass(ProxyInterface, BaseProxyInterface):\n raise TypeError('ProxyInterface must be an instance of BaseProxyInterface')\n\n if type(introspection) is intr.Node:\n self.introspection = introspection\n elif type(introspection) is str:\n self.introspection = intr.Node.parse(introspection)\n elif type(introspection) is ET.Element:\n self.introspection = intr.Node.from_xml(introspection)\n else:\n raise TypeError(\n 'introspection must be xml node introspection or introspection.Node class')\n\n self.bus_name = bus_name\n self.path = path\n self.bus = bus\n self.ProxyInterface = ProxyInterface\n self.child_paths = [f'{path}/{n.name}' for n in self.introspection.nodes]\n\n self._interfaces = {}\n\n # lazy loaded by get_children()\n self._children = None\n\n def get_interface(self, name: str) -> BaseProxyInterface:\n \"\"\"Get an interface exported on this proxy object and connect it to the bus.\n\n :param name: The name of the interface to retrieve.\n :type name: str\n\n :raises:\n - :class:`InterfaceNotFoundError <dbus_next.InterfaceNotFoundError>` - If there is no interface by this name exported on the bus.\n \"\"\"\n if name in self._interfaces:\n return self._interfaces[name]\n\n try:\n intr_interface = next(i for i in self.introspection.interfaces if i.name == name)\n except StopIteration:\n raise InterfaceNotFoundError(f'interface not found on this object: {name}')\n\n interface = self.ProxyInterface(self.bus_name, self.path, intr_interface, self.bus)\n\n for intr_method in intr_interface.methods:\n interface._add_method(intr_method)\n for intr_property in intr_interface.properties:\n interface._add_property(intr_property)\n for intr_signal in intr_interface.signals:\n interface._add_signal(intr_signal, interface)\n\n def get_owner_notify(msg, err):\n if err:\n logging.error(f'getting name owner for \"{name}\" failed, {err}')\n return\n if msg.message_type == MessageType.ERROR:\n if msg.error_name != ErrorType.NAME_HAS_NO_OWNER.value:\n logging.error(f'getting name owner for \"{name}\" failed, {msg.body[0]}')\n return\n\n self.bus._name_owners[self.bus_name] = msg.body[0]\n\n if self.bus_name[0] != ':' and not self.bus._name_owners.get(self.bus_name, ''):\n self.bus._call(\n Message(destination='org.freedesktop.DBus',\n interface='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n member='GetNameOwner',\n signature='s',\n body=[self.bus_name]), get_owner_notify)\n\n self._interfaces[name] = interface\n return interface\n\n def get_children(self) -> List['BaseProxyObject']:\n \"\"\"Get the child nodes of this proxy object according to the introspection data.\"\"\"\n if self._children is None:\n self._children = [\n self.__class__(self.bus_name, self.path, child, self.bus)\n for child in self.introspection.nodes\n ]\n\n return self._children\n" }, { "alpha_fraction": 0.5984060764312744, "alphanum_fraction": 0.5990378260612488, "avg_line_length": 36.346641540527344, "blob_id": "12f06591e0a64dc30a20164965210995979c8aed", "content_id": "b2a96cf13f756ed6a35059b7c427f8dcc09e435e", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 20578, "license_type": "permissive", "max_line_length": 160, "num_lines": 551, "path": "/dbus_next/service.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from .constants import PropertyAccess\nfrom .signature import SignatureTree, SignatureBodyMismatchError, Variant\nfrom . import introspection as intr\nfrom .errors import SignalDisabledError\nfrom ._private.util import signature_contains_type, replace_fds_with_idx, replace_idx_with_fds, parse_annotation\n\nfrom functools import wraps\nimport inspect\nfrom typing import no_type_check_decorator, Dict, List, Any\nimport copy\nimport asyncio\n\n\nclass _Method:\n def __init__(self, fn, name, disabled=False):\n in_signature = ''\n out_signature = ''\n\n inspection = inspect.signature(fn)\n\n in_args = []\n for i, param in enumerate(inspection.parameters.values()):\n if i == 0:\n # first is self\n continue\n annotation = parse_annotation(param.annotation)\n if not annotation:\n raise ValueError(\n 'method parameters must specify the dbus type string as an annotation')\n in_args.append(intr.Arg(annotation, intr.ArgDirection.IN, param.name))\n in_signature += annotation\n\n out_args = []\n out_signature = parse_annotation(inspection.return_annotation)\n if out_signature:\n for type_ in SignatureTree._get(out_signature).types:\n out_args.append(intr.Arg(type_, intr.ArgDirection.OUT))\n\n self.name = name\n self.fn = fn\n self.disabled = disabled\n self.introspection = intr.Method(name, in_args, out_args)\n self.in_signature = in_signature\n self.out_signature = out_signature\n self.in_signature_tree = SignatureTree._get(in_signature)\n self.out_signature_tree = SignatureTree._get(out_signature)\n\n\ndef method(name: str = None, disabled: bool = False):\n \"\"\"A decorator to mark a class method of a :class:`ServiceInterface` to be a DBus service method.\n\n The parameters and return value must each be annotated with a signature\n string of a single complete DBus type.\n\n This class method will be called when a client calls the method on the DBus\n interface. The parameters given to the function come from the calling\n client and will conform to the dbus-next type system. The parameters\n returned will be returned to the calling client and must conform to the\n dbus-next type system. If multiple parameters are returned, they must be\n contained within a :class:`list`.\n\n The decorated method may raise a :class:`DBusError <dbus_next.DBusError>`\n to return an error to the client.\n\n :param name: The member name that DBus clients will use to call this method. Defaults to the name of the class method.\n :type name: str\n :param disabled: If set to true, the method will not be visible to clients.\n :type disabled: bool\n\n :example:\n\n ::\n\n @method()\n def echo(self, val: 's') -> 's':\n return val\n\n @method()\n def echo_two(self, val1: 's', val2: 'u') -> 'su':\n return [val1, val2]\n \"\"\"\n if name is not None and type(name) is not str:\n raise TypeError('name must be a string')\n if type(disabled) is not bool:\n raise TypeError('disabled must be a bool')\n\n @no_type_check_decorator\n def decorator(fn):\n @wraps(fn)\n def wrapped(*args, **kwargs):\n fn(*args, **kwargs)\n\n fn_name = name if name else fn.__name__\n wrapped.__dict__['__DBUS_METHOD'] = _Method(fn, fn_name, disabled=disabled)\n\n return wrapped\n\n return decorator\n\n\nclass _Signal:\n def __init__(self, fn, name, disabled=False):\n inspection = inspect.signature(fn)\n\n args = []\n signature = ''\n signature_tree = None\n\n return_annotation = parse_annotation(inspection.return_annotation)\n\n if return_annotation:\n signature = return_annotation\n signature_tree = SignatureTree._get(signature)\n for type_ in signature_tree.types:\n args.append(intr.Arg(type_, intr.ArgDirection.OUT))\n else:\n signature = ''\n signature_tree = SignatureTree._get('')\n\n self.signature = signature\n self.signature_tree = signature_tree\n self.name = name\n self.disabled = disabled\n self.introspection = intr.Signal(self.name, args)\n\n\ndef signal(name: str = None, disabled: bool = False):\n \"\"\"A decorator to mark a class method of a :class:`ServiceInterface` to be a DBus signal.\n\n The signal is broadcast on the bus when the decorated class method is\n called by the user.\n\n If the signal has an out argument, the class method must have a return type\n annotation with a signature string of a single complete DBus type and the\n return value of the class method must conform to the dbus-next type system.\n If the signal has multiple out arguments, they must be returned within a\n ``list``.\n\n :param name: The member name that will be used for this signal. Defaults to\n the name of the class method.\n :type name: str\n :param disabled: If set to true, the signal will not be visible to clients.\n :type disabled: bool\n\n :example:\n\n ::\n\n @signal()\n def string_signal(self, val) -> 's':\n return val\n\n @signal()\n def two_strings_signal(self, val1, val2) -> 'ss':\n return [val1, val2]\n \"\"\"\n if name is not None and type(name) is not str:\n raise TypeError('name must be a string')\n if type(disabled) is not bool:\n raise TypeError('disabled must be a bool')\n\n @no_type_check_decorator\n def decorator(fn):\n fn_name = name if name else fn.__name__\n signal = _Signal(fn, fn_name, disabled)\n\n @wraps(fn)\n def wrapped(self, *args, **kwargs):\n if signal.disabled:\n raise SignalDisabledError('Tried to call a disabled signal')\n result = fn(self, *args, **kwargs)\n ServiceInterface._handle_signal(self, signal, result)\n return result\n\n wrapped.__dict__['__DBUS_SIGNAL'] = signal\n\n return wrapped\n\n return decorator\n\n\nclass _Property(property):\n def set_options(self, options):\n self.options = getattr(self, 'options', {})\n for k, v in options.items():\n self.options[k] = v\n\n if 'name' in options and options['name'] is not None:\n self.name = options['name']\n else:\n self.name = self.prop_getter.__name__\n\n if 'access' in options:\n self.access = PropertyAccess(options['access'])\n else:\n self.access = PropertyAccess.READWRITE\n\n if 'disabled' in options:\n self.disabled = options['disabled']\n else:\n self.disabled = False\n\n self.introspection = intr.Property(self.name, self.signature, self.access)\n\n self.__dict__['__DBUS_PROPERTY'] = True\n\n def __init__(self, fn, *args, **kwargs):\n self.prop_getter = fn\n self.prop_setter = None\n\n inspection = inspect.signature(fn)\n if len(inspection.parameters) != 1:\n raise ValueError('the property must only have the \"self\" input parameter')\n\n return_annotation = parse_annotation(inspection.return_annotation)\n\n if not return_annotation:\n raise ValueError(\n 'the property must specify the dbus type string as a return annotation string')\n\n self.signature = return_annotation\n tree = SignatureTree._get(return_annotation)\n\n if len(tree.types) != 1:\n raise ValueError('the property signature must be a single complete type')\n\n self.type = tree.types[0]\n\n if 'options' in kwargs:\n options = kwargs['options']\n self.set_options(options)\n del kwargs['options']\n\n super().__init__(fn, *args, **kwargs)\n\n def setter(self, fn, **kwargs):\n # XXX The setter decorator seems to be recreating the class in the list\n # of class members and clobbering the options so we need to reset them.\n # Why does it do that?\n result = super().setter(fn, **kwargs)\n result.prop_setter = fn\n result.set_options(self.options)\n return result\n\n\ndef dbus_property(access: PropertyAccess = PropertyAccess.READWRITE,\n name: str = None,\n disabled: bool = False):\n \"\"\"A decorator to mark a class method of a :class:`ServiceInterface` to be a DBus property.\n\n The class method must be a Python getter method with a return annotation\n that is a signature string of a single complete DBus type. When a client\n gets the property through the ``org.freedesktop.DBus.Properties``\n interface, the getter will be called and the resulting value will be\n returned to the client.\n\n If the property is writable, it must have a setter method that takes a\n single parameter that is annotated with the same signature. When a client\n sets the property through the ``org.freedesktop.DBus.Properties``\n interface, the setter will be called with the value from the calling\n client.\n\n The parameters of the getter and the setter must conform to the dbus-next\n type system. The getter or the setter may raise a :class:`DBusError\n <dbus_next.DBusError>` to return an error to the client.\n\n :param name: The name that DBus clients will use to interact with this\n property on the bus.\n :type name: str\n :param disabled: If set to true, the property will not be visible to\n clients.\n :type disabled: bool\n\n :example:\n\n ::\n\n @dbus_property()\n def string_prop(self) -> 's':\n return self._string_prop\n\n @string_prop.setter\n def string_prop(self, val: 's'):\n self._string_prop = val\n \"\"\"\n if type(access) is not PropertyAccess:\n raise TypeError('access must be a PropertyAccess class')\n if name is not None and type(name) is not str:\n raise TypeError('name must be a string')\n if type(disabled) is not bool:\n raise TypeError('disabled must be a bool')\n\n @no_type_check_decorator\n def decorator(fn):\n options = {'name': name, 'access': access, 'disabled': disabled}\n return _Property(fn, options=options)\n\n return decorator\n\n\nclass ServiceInterface:\n \"\"\"An abstract class that can be extended by the user to define DBus services.\n\n Instances of :class:`ServiceInterface` can be exported on a path of the bus\n with the :class:`export <dbus_next.message_bus.BaseMessageBus.export>`\n method of a :class:`MessageBus <dbus_next.message_bus.BaseMessageBus>`.\n\n Use the :func:`@method <dbus_next.service.method>`, :func:`@dbus_property\n <dbus_next.service.dbus_property>`, and :func:`@signal\n <dbus_next.service.signal>` decorators to mark class methods as DBus\n methods, properties, and signals respectively.\n\n :ivar name: The name of this interface as it appears to clients. Must be a\n valid interface name.\n :vartype name: str\n \"\"\"\n def __init__(self, name: str):\n # TODO cannot be overridden by a dbus member\n self.name = name\n self.__methods = []\n self.__properties = []\n self.__signals = []\n self.__buses = set()\n\n for name, member in inspect.getmembers(type(self)):\n member_dict = getattr(member, '__dict__', {})\n if type(member) is _Property:\n # XXX The getter and the setter may show up as different\n # members if they have different names. But if they have the\n # same name, they will be the same member. So we try to merge\n # them together here. I wish we could make this cleaner.\n found = False\n for prop in self.__properties:\n if prop.prop_getter is member.prop_getter:\n found = True\n if member.prop_setter is not None:\n prop.prop_setter = member.prop_setter\n\n if not found:\n self.__properties.append(member)\n elif '__DBUS_METHOD' in member_dict:\n method = member_dict['__DBUS_METHOD']\n assert type(method) is _Method\n self.__methods.append(method)\n elif '__DBUS_SIGNAL' in member_dict:\n signal = member_dict['__DBUS_SIGNAL']\n assert type(signal) is _Signal\n self.__signals.append(signal)\n\n # validate that writable properties have a setter\n for prop in self.__properties:\n if prop.access.writable() and prop.prop_setter is None:\n raise ValueError(f'property \"{prop.name}\" is writable but does not have a setter')\n\n def emit_properties_changed(self,\n changed_properties: Dict[str, Any],\n invalidated_properties: List[str] = []):\n \"\"\"Emit the ``org.freedesktop.DBus.Properties.PropertiesChanged`` signal.\n\n This signal is intended to be used to alert clients when a property of\n the interface has changed.\n\n :param changed_properties: The keys must be the names of properties exposed by this bus. The values must be valid for the signature of those properties.\n :type changed_properties: dict(str, Any)\n :param invalidated_properties: A list of names of properties that are now invalid (presumably for clients who cache the value).\n :type invalidated_properties: list(str)\n \"\"\"\n # TODO cannot be overridden by a dbus member\n variant_dict = {}\n\n for prop in ServiceInterface._get_properties(self):\n if prop.name in changed_properties:\n variant_dict[prop.name] = Variant(prop.signature, changed_properties[prop.name])\n\n body = [self.name, variant_dict, invalidated_properties]\n for bus in ServiceInterface._get_buses(self):\n bus._interface_signal_notify(self, 'org.freedesktop.DBus.Properties',\n 'PropertiesChanged', 'sa{sv}as', body)\n\n def introspect(self) -> intr.Interface:\n \"\"\"Get introspection information for this interface.\n\n This might be useful for creating clients for the interface or examining the introspection output of an interface.\n\n :returns: The introspection data for the interface.\n :rtype: :class:`dbus_next.introspection.Interface`\n \"\"\"\n # TODO cannot be overridden by a dbus member\n return intr.Interface(self.name,\n methods=[\n method.introspection\n for method in ServiceInterface._get_methods(self)\n if not method.disabled\n ],\n signals=[\n signal.introspection\n for signal in ServiceInterface._get_signals(self)\n if not signal.disabled\n ],\n properties=[\n prop.introspection\n for prop in ServiceInterface._get_properties(self)\n if not prop.disabled\n ])\n\n @staticmethod\n def _get_properties(interface):\n return interface.__properties\n\n @staticmethod\n def _get_methods(interface):\n return interface.__methods\n\n @staticmethod\n def _get_signals(interface):\n return interface.__signals\n\n @staticmethod\n def _get_buses(interface):\n return interface.__buses\n\n @staticmethod\n def _add_bus(interface, bus):\n interface.__buses.add(bus)\n\n @staticmethod\n def _remove_bus(interface, bus):\n interface.__buses.remove(bus)\n\n @staticmethod\n def _msg_body_to_args(msg):\n if signature_contains_type(msg.signature_tree, msg.body, 'h'):\n # XXX: This deep copy could be expensive if messages are very\n # large. We could optimize this by only copying what we change\n # here.\n return replace_idx_with_fds(msg.signature_tree, copy.deepcopy(msg.body), msg.unix_fds)\n else:\n return msg.body\n\n @staticmethod\n def _fn_result_to_body(result, signature_tree):\n '''The high level interfaces may return single values which may be\n wrapped in a list to be a message body. Also they may return fds\n directly for type 'h' which need to be put into an external list.'''\n out_len = len(signature_tree.types)\n if result is None:\n result = []\n else:\n if out_len == 1:\n result = [result]\n else:\n if type(result) is not list:\n raise SignatureBodyMismatchError(\n 'Expected signal to return a list of arguments')\n\n if out_len != len(result):\n raise SignatureBodyMismatchError(\n f\"Signature and function return mismatch, expected {len(signature_tree.types)} arguments but got {len(result)}\"\n )\n\n return replace_fds_with_idx(signature_tree, result)\n\n @staticmethod\n def _handle_signal(interface, signal, result):\n body, fds = ServiceInterface._fn_result_to_body(result, signal.signature_tree)\n for bus in ServiceInterface._get_buses(interface):\n bus._interface_signal_notify(interface, interface.name, signal.name, signal.signature,\n body, fds)\n\n @staticmethod\n def _get_property_value(interface, prop, callback):\n # XXX MUST CHECK TYPE RETURNED BY GETTER\n try:\n if asyncio.iscoroutinefunction(prop.prop_getter):\n task = asyncio.ensure_future(prop.prop_getter(interface))\n\n def get_property_callback(task):\n try:\n result = task.result()\n except Exception as e:\n callback(interface, prop, None, e)\n return\n\n callback(interface, prop, result, None)\n\n task.add_done_callback(get_property_callback)\n return\n\n callback(interface, prop, getattr(interface, prop.prop_getter.__name__), None)\n except Exception as e:\n callback(interface, prop, None, e)\n\n @staticmethod\n def _set_property_value(interface, prop, value, callback):\n # XXX MUST CHECK TYPE TO SET\n try:\n if asyncio.iscoroutinefunction(prop.prop_setter):\n task = asyncio.ensure_future(prop.prop_setter(interface, value))\n\n def set_property_callback(task):\n try:\n task.result()\n except Exception as e:\n callback(interface, prop, e)\n return\n\n callback(interface, prop, None)\n\n task.add_done_callback(set_property_callback)\n return\n\n setattr(interface, prop.prop_setter.__name__, value)\n callback(interface, prop, None)\n except Exception as e:\n callback(interface, prop, e)\n\n @staticmethod\n def _get_all_property_values(interface, callback, user_data=None):\n result = {}\n result_error = None\n\n for prop in ServiceInterface._get_properties(interface):\n if prop.disabled or not prop.access.readable():\n continue\n result[prop.name] = None\n\n if not result:\n callback(interface, result, user_data, None)\n return\n\n def get_property_callback(interface, prop, value, e):\n nonlocal result_error\n if e is not None:\n result_error = e\n del result[prop.name]\n else:\n try:\n result[prop.name] = Variant(prop.signature, value)\n except SignatureBodyMismatchError as e:\n result_error = e\n del result[prop.name]\n\n if any(v is None for v in result.values()):\n return\n\n callback(interface, result, user_data, result_error)\n\n for prop in ServiceInterface._get_properties(interface):\n if prop.disabled or not prop.access.readable():\n continue\n ServiceInterface._get_property_value(interface, prop, get_property_callback)\n" }, { "alpha_fraction": 0.6773816347122192, "alphanum_fraction": 0.6855639815330505, "avg_line_length": 29.553571701049805, "blob_id": "78ea8d90a466d914af0b9e062d39b4950c49f050", "content_id": "dbed0079f9726e6d359b8450859d47695be4a832", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3422, "license_type": "permissive", "max_line_length": 75, "num_lines": 112, "path": "/test/service/test_export.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next.service import ServiceInterface, method\nfrom dbus_next.aio import MessageBus\nfrom dbus_next import Message, MessageType, introspection as intr\n\nimport pytest\n\nstandard_interfaces_count = len(intr.Node.default().interfaces)\n\n\nclass ExampleInterface(ServiceInterface):\n def __init__(self, name):\n self._method_called = False\n super().__init__(name)\n\n @method()\n def some_method(self):\n self._method_called = True\n\n\[email protected]\nasync def test_export_unexport():\n interface = ExampleInterface('test.interface')\n interface2 = ExampleInterface('test.interface2')\n\n export_path = '/test/path'\n export_path2 = '/test/path/child'\n\n bus = await MessageBus().connect()\n bus.export(export_path, interface)\n assert export_path in bus._path_exports\n assert len(bus._path_exports[export_path]) == 1\n assert bus._path_exports[export_path][0] is interface\n assert len(ServiceInterface._get_buses(interface)) == 1\n\n bus.export(export_path2, interface2)\n\n node = bus._introspect_export_path(export_path)\n assert len(node.interfaces) == standard_interfaces_count + 1\n assert len(node.nodes) == 1\n # relative path\n assert node.nodes[0].name == 'child'\n\n bus.unexport(export_path, interface)\n assert export_path not in bus._path_exports\n assert len(ServiceInterface._get_buses(interface)) == 0\n\n bus.export(export_path2, interface)\n assert len(bus._path_exports[export_path2]) == 2\n\n # test unexporting the whole path\n bus.unexport(export_path2)\n assert not bus._path_exports\n assert not ServiceInterface._get_buses(interface)\n assert not ServiceInterface._get_buses(interface2)\n\n # test unexporting by name\n bus.export(export_path, interface)\n bus.unexport(export_path, interface.name)\n assert not bus._path_exports\n assert not ServiceInterface._get_buses(interface)\n\n node = bus._introspect_export_path('/path/doesnt/exist')\n assert type(node) is intr.Node\n assert not node.interfaces\n assert not node.nodes\n\n\[email protected]\nasync def test_export_alias():\n bus = await MessageBus().connect()\n\n interface = ExampleInterface('test.interface')\n\n export_path = '/test/path'\n export_path2 = '/test/path/child'\n\n bus.export(export_path, interface)\n bus.export(export_path2, interface)\n\n result = await bus.call(\n Message(destination=bus.unique_name,\n path=export_path,\n interface='test.interface',\n member='some_method'))\n assert result.message_type is MessageType.METHOD_RETURN, result.body[0]\n\n assert interface._method_called\n interface._method_called = False\n\n result = await bus.call(\n Message(destination=bus.unique_name,\n path=export_path2,\n interface='test.interface',\n member='some_method'))\n assert result.message_type is MessageType.METHOD_RETURN, result.body[0]\n assert interface._method_called\n\n\[email protected]\nasync def test_export_introspection():\n interface = ExampleInterface('test.interface')\n interface2 = ExampleInterface('test.interface2')\n\n export_path = '/test/path'\n export_path2 = '/test/path/child'\n\n bus = await MessageBus().connect()\n bus.export(export_path, interface)\n bus.export(export_path2, interface2)\n\n root = bus._introspect_export_path('/')\n assert len(root.nodes) == 1\n" }, { "alpha_fraction": 0.5298708081245422, "alphanum_fraction": 0.5427879691123962, "avg_line_length": 32.47747802734375, "blob_id": "3ddf60a024cc6f1a3c92344bfbe22c53a850db3b", "content_id": "28331d3d2afeed49f19d796748f995c23b4bf7d7", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 11148, "license_type": "permissive", "max_line_length": 100, "num_lines": 333, "path": "/test/test_fd_passing.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "\"\"\"This tests the ability to send and receive file descriptors in dbus messages\"\"\"\nfrom dbus_next.service import ServiceInterface, method, signal, dbus_property\nfrom dbus_next.signature import SignatureTree, Variant\nfrom dbus_next.aio import MessageBus\nfrom dbus_next import Message, MessageType\nimport os\n\nimport pytest\n\n\ndef open_file():\n return os.open(os.devnull, os.O_RDONLY)\n\n\nclass ExampleInterface(ServiceInterface):\n def __init__(self, name):\n super().__init__(name)\n self.fds = []\n\n @method()\n def ReturnsFd(self) -> 'h':\n fd = open_file()\n self.fds.append(fd)\n return fd\n\n @method()\n def AcceptsFd(self, fd: 'h'):\n assert fd != 0\n self.fds.append(fd)\n\n def get_last_fd(self):\n return self.fds[-1]\n\n def cleanup(self):\n for fd in self.fds:\n os.close(fd)\n self.fds.clear()\n\n @signal()\n def SignalFd(self) -> 'h':\n fd = open_file()\n self.fds.append(fd)\n return fd\n\n @dbus_property()\n def PropFd(self) -> 'h':\n if not self.fds:\n fd = open_file()\n self.fds.append(fd)\n return self.fds[-1]\n\n @PropFd.setter\n def PropFd(self, fd: 'h'):\n assert fd\n self.fds.append(fd)\n\n\ndef assert_fds_equal(fd1, fd2):\n assert fd1\n assert fd2\n\n stat1 = os.fstat(fd1)\n stat2 = os.fstat(fd2)\n\n assert stat1.st_dev == stat2.st_dev\n assert stat1.st_ino == stat2.st_ino\n assert stat1.st_rdev == stat2.st_rdev\n\n\[email protected]\nasync def test_sending_file_descriptor_low_level():\n bus1 = await MessageBus(negotiate_unix_fd=True).connect()\n bus2 = await MessageBus(negotiate_unix_fd=True).connect()\n\n fd_before = open_file()\n fd_after = None\n\n msg = Message(destination=bus1.unique_name,\n path='/org/test/path',\n interface='org.test.iface',\n member='SomeMember',\n body=[0],\n signature='h',\n unix_fds=[fd_before])\n\n def message_handler(sent):\n nonlocal fd_after\n if sent.sender == bus2.unique_name and sent.serial == msg.serial:\n assert sent.path == msg.path\n assert sent.serial == msg.serial\n assert sent.interface == msg.interface\n assert sent.member == msg.member\n assert sent.body == [0]\n assert len(sent.unix_fds) == 1\n fd_after = sent.unix_fds[0]\n bus1.send(Message.new_method_return(sent, 's', ['got it']))\n bus1.remove_message_handler(message_handler)\n return True\n\n bus1.add_message_handler(message_handler)\n\n reply = await bus2.call(msg)\n assert reply.body == ['got it']\n assert fd_after is not None\n\n assert_fds_equal(fd_before, fd_after)\n\n for fd in [fd_before, fd_after]:\n os.close(fd)\n for bus in [bus1, bus2]:\n bus.disconnect()\n\n\[email protected]\nasync def test_high_level_service_fd_passing(event_loop):\n bus1 = await MessageBus(negotiate_unix_fd=True).connect()\n bus2 = await MessageBus(negotiate_unix_fd=True).connect()\n\n interface_name = 'test.interface'\n interface = ExampleInterface(interface_name)\n export_path = '/test/path'\n\n async def call(member, signature='', body=[], unix_fds=[], iface=interface.name):\n return await bus2.call(\n Message(destination=bus1.unique_name,\n path=export_path,\n interface=iface,\n member=member,\n signature=signature,\n body=body,\n unix_fds=unix_fds))\n\n bus1.export(export_path, interface)\n\n # test that an fd can be returned by the service\n reply = await call('ReturnsFd')\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body\n assert reply.signature == 'h'\n assert len(reply.unix_fds) == 1\n assert_fds_equal(interface.get_last_fd(), reply.unix_fds[0])\n interface.cleanup()\n os.close(reply.unix_fds[0])\n\n # test that an fd can be sent to the service\n fd = open_file()\n reply = await call('AcceptsFd', signature='h', body=[0], unix_fds=[fd])\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body\n assert_fds_equal(interface.get_last_fd(), fd)\n\n interface.cleanup()\n os.close(fd)\n\n # signals\n fut = event_loop.create_future()\n\n def fd_listener(msg):\n if msg.sender == bus1.unique_name and msg.message_type == MessageType.SIGNAL:\n fut.set_result(msg)\n\n reply = await bus2.call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n member='AddMatch',\n signature='s',\n body=[f\"sender='{bus1.unique_name}'\"]))\n assert reply.message_type == MessageType.METHOD_RETURN\n\n bus2.add_message_handler(fd_listener)\n interface.SignalFd()\n reply = await fut\n\n assert len(reply.unix_fds) == 1\n assert reply.body == [0]\n assert_fds_equal(reply.unix_fds[0], interface.get_last_fd())\n\n interface.cleanup()\n os.close(reply.unix_fds[0])\n\n # properties\n reply = await call('Get',\n 'ss', [interface_name, 'PropFd'],\n iface='org.freedesktop.DBus.Properties')\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body\n assert reply.body[0].signature == 'h'\n assert reply.body[0].value == 0\n assert len(reply.unix_fds) == 1\n assert_fds_equal(interface.get_last_fd(), reply.unix_fds[0])\n interface.cleanup()\n os.close(reply.unix_fds[0])\n\n fd = open_file()\n reply = await call('Set',\n 'ssv', [interface_name, 'PropFd', Variant('h', 0)],\n iface='org.freedesktop.DBus.Properties',\n unix_fds=[fd])\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body\n assert_fds_equal(interface.get_last_fd(), fd)\n interface.cleanup()\n os.close(fd)\n\n reply = await call('GetAll', 's', [interface_name], iface='org.freedesktop.DBus.Properties')\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body\n assert reply.body[0]['PropFd'].signature == 'h'\n assert reply.body[0]['PropFd'].value == 0\n assert len(reply.unix_fds) == 1\n assert_fds_equal(interface.get_last_fd(), reply.unix_fds[0])\n interface.cleanup()\n os.close(reply.unix_fds[0])\n\n for bus in [bus1, bus2]:\n bus.disconnect()\n\n\[email protected]\nasync def test_sending_file_descriptor_with_proxy(event_loop):\n name = 'dbus.next.test.service'\n path = '/test/path'\n interface_name = 'test.interface'\n\n bus = await MessageBus(negotiate_unix_fd=True).connect()\n\n interface = ExampleInterface(interface_name)\n bus.export(path, interface)\n await bus.request_name(name)\n\n intr = await bus.introspect(name, path)\n\n proxy = bus.get_proxy_object(name, path, intr)\n proxy_interface = proxy.get_interface(interface_name)\n\n # test fds are replaced correctly in all high level interfaces\n fd = await proxy_interface.call_returns_fd()\n assert_fds_equal(interface.get_last_fd(), fd)\n interface.cleanup()\n os.close(fd)\n\n fd = open_file()\n await proxy_interface.call_accepts_fd(fd)\n assert_fds_equal(interface.get_last_fd(), fd)\n interface.cleanup()\n os.close(fd)\n\n fd = await proxy_interface.get_prop_fd()\n assert_fds_equal(interface.get_last_fd(), fd)\n interface.cleanup()\n os.close(fd)\n\n fd = open_file()\n await proxy_interface.set_prop_fd(fd)\n assert_fds_equal(interface.get_last_fd(), fd)\n interface.cleanup()\n os.close(fd)\n\n fut = event_loop.create_future()\n\n def on_signal_fd(fd):\n fut.set_result(fd)\n proxy_interface.off_signal_fd(on_signal_fd)\n\n proxy_interface.on_signal_fd(on_signal_fd)\n interface.SignalFd()\n fd = await fut\n assert_fds_equal(interface.get_last_fd(), fd)\n interface.cleanup()\n os.close(fd)\n\n\[email protected]\[email protected](\n \"result, out_signature, expected\",\n [\n pytest.param(5, 'h', ([0], [5]), id='Signature: \"h\"'),\n pytest.param([5, \"foo\"], 'hs', ([0, \"foo\"], [5]), id='Signature: \"hs\"'),\n pytest.param([5, 7], 'hh', ([0, 1], [5, 7]), id='Signature: \"hh\"'),\n pytest.param([5, 7], 'ah', ([[0, 1]], [5, 7]), id='Signature: \"ah\"'),\n pytest.param([9], 'ah', ([[0]], [9]), id='Signature: \"ah\"'),\n pytest.param([3], '(h)', ([[0]], [3]), id='Signature: \"(h)\"'),\n pytest.param([3, \"foo\"], '(hs)', ([[0, \"foo\"]], [3]), id='Signature: \"(hs)\"'),\n pytest.param([[7, \"foo\"], [8, \"bar\"]],\n 'a(hs)', ([[[0, \"foo\"], [1, \"bar\"]]], [7, 8]),\n id='Signature: \"a(hs)\"'),\n pytest.param({\"foo\": 3}, 'a{sh}', ([{\n \"foo\": 0\n }], [3]), id='Signature: \"a{sh}\"'),\n pytest.param({\n \"foo\": 3,\n \"bar\": 6\n },\n 'a{sh}', ([{\n \"foo\": 0,\n \"bar\": 1\n }], [3, 6]),\n id='Signature: \"a{sh}\"'),\n pytest.param(\n {\"foo\": [3, 8]}, 'a{sah}', ([{\n \"foo\": [0, 1]\n }], [3, 8]), id='Signature: \"a{sah}\"'),\n pytest.param({'foo': Variant('t', 100)},\n 'a{sv}', ([{\n 'foo': Variant('t', 100)\n }], []),\n id='Signature: \"a{sv}\"'),\n pytest.param(['one', ['two', [Variant('s', 'three')]]],\n '(s(s(v)))', ([['one', ['two', [Variant('s', 'three')]]]], []),\n id='Signature: \"(s(s(v)))\"'),\n pytest.param(Variant('h', 2), 'v', ([Variant('h', 0)], [2]), id='Variant with: \"h\"'),\n pytest.param(Variant('(hh)', [2, 8]),\n 'v', ([Variant('(hh)', [0, 1])], [2, 8]),\n id='Variant with: \"(hh)\"'),\n pytest.param(\n Variant('ah', [2, 4]), 'v', ([Variant('ah', [0, 1])], [2, 4]), id='Variant with: \"ah\"'),\n pytest.param(Variant('(ss)', ['hello', 'world']),\n 'v', ([Variant('(ss)', ['hello', 'world'])], []),\n id='Variant with: \"(ss)\"'),\n pytest.param(Variant('v', Variant('t', 100)),\n 'v', ([Variant('v', Variant('t', 100))], []),\n id='Variant with: \"v\"'),\n pytest.param([\n Variant('v', Variant('(ss)', ['hello', 'world'])), {\n 'foo': Variant('t', 100)\n }, ['one', ['two', [Variant('s', 'three')]]]\n ],\n 'va{sv}(s(s(v)))', ([\n Variant('v', Variant('(ss)', ['hello', 'world'])), {\n 'foo': Variant('t', 100)\n }, ['one', ['two', [Variant('s', 'three')]]]\n ], []),\n id='Variant with: \"va{sv}(s(s(v)))\"'),\n ],\n)\nasync def test_fn_result_to_body(result, out_signature, expected):\n out_signature_tree = SignatureTree(out_signature)\n assert ServiceInterface._fn_result_to_body(result, out_signature_tree) == expected\n" }, { "alpha_fraction": 0.6376089453697205, "alphanum_fraction": 0.6460772156715393, "avg_line_length": 29.41666603088379, "blob_id": "3801e46a61de1191620d1367f6a0bb894dba5025", "content_id": "5f2c6c034cf83a14d05dd9ec2d71f061054efd19", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4015, "license_type": "permissive", "max_line_length": 94, "num_lines": 132, "path": "/test/client/test_methods.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next.message import MessageFlag\nfrom dbus_next.service import ServiceInterface, method\nimport dbus_next.introspection as intr\nfrom dbus_next import aio, glib, DBusError\nfrom test.util import check_gi_repository, skip_reason_no_gi\n\nimport pytest\n\nhas_gi = check_gi_repository()\n\n\nclass ExampleInterface(ServiceInterface):\n def __init__(self):\n super().__init__('test.interface')\n\n @method()\n def Ping(self):\n pass\n\n @method()\n def EchoInt64(self, what: 'x') -> 'x':\n return what\n\n @method()\n def EchoString(self, what: 's') -> 's':\n return what\n\n @method()\n def ConcatStrings(self, what1: 's', what2: 's') -> 's':\n return what1 + what2\n\n @method()\n def EchoThree(self, what1: 's', what2: 's', what3: 's') -> 'sss':\n return [what1, what2, what3]\n\n @method()\n def ThrowsError(self):\n raise DBusError('test.error', 'something went wrong')\n\n\[email protected]\nasync def test_aio_proxy_object():\n bus_name = 'aio.client.test.methods'\n\n bus = await aio.MessageBus().connect()\n bus2 = await aio.MessageBus().connect()\n await bus.request_name(bus_name)\n service_interface = ExampleInterface()\n bus.export('/test/path', service_interface)\n # add some more to test nodes\n bus.export('/test/path/child1', ExampleInterface())\n bus.export('/test/path/child2', ExampleInterface())\n\n introspection = await bus2.introspect(bus_name, '/test/path')\n assert type(introspection) is intr.Node\n obj = bus2.get_proxy_object(bus_name, '/test/path', introspection)\n interface = obj.get_interface(service_interface.name)\n\n children = obj.get_children()\n assert len(children) == 2\n for child in obj.get_children():\n assert type(child) is aio.ProxyObject\n\n result = await interface.call_ping()\n assert result is None\n\n result = await interface.call_echo_string('hello')\n assert result == 'hello'\n\n result = await interface.call_concat_strings('hello ', 'world')\n assert result == 'hello world'\n\n result = await interface.call_echo_three('hello', 'there', 'world')\n assert result == ['hello', 'there', 'world']\n\n result = await interface.call_echo_int64(-10000)\n assert result == -10000\n\n result = await interface.call_echo_string('no reply', flags=MessageFlag.NO_REPLY_EXPECTED)\n assert result is None\n\n with pytest.raises(DBusError):\n try:\n await interface.call_throws_error()\n except DBusError as e:\n assert e.reply is not None\n assert e.type == 'test.error'\n assert e.text == 'something went wrong'\n raise e\n\n bus.disconnect()\n bus2.disconnect()\n\n\[email protected](not has_gi, reason=skip_reason_no_gi)\ndef test_glib_proxy_object():\n bus_name = 'glib.client.test.methods'\n bus = glib.MessageBus().connect_sync()\n bus.request_name_sync(bus_name)\n service_interface = ExampleInterface()\n bus.export('/test/path', service_interface)\n\n bus2 = glib.MessageBus().connect_sync()\n introspection = bus2.introspect_sync(bus_name, '/test/path')\n assert type(introspection) is intr.Node\n obj = bus.get_proxy_object(bus_name, '/test/path', introspection)\n interface = obj.get_interface(service_interface.name)\n\n result = interface.call_ping_sync()\n assert result is None\n\n result = interface.call_echo_string_sync('hello')\n assert result == 'hello'\n\n result = interface.call_concat_strings_sync('hello ', 'world')\n assert result == 'hello world'\n\n result = interface.call_echo_three_sync('hello', 'there', 'world')\n assert result == ['hello', 'there', 'world']\n\n with pytest.raises(DBusError):\n try:\n result = interface.call_throws_error_sync()\n assert False, result\n except DBusError as e:\n assert e.reply is not None\n assert e.type == 'test.error'\n assert e.text == 'something went wrong'\n raise e\n\n bus.disconnect()\n bus2.disconnect()\n" }, { "alpha_fraction": 0.5943396091461182, "alphanum_fraction": 0.6043453216552734, "avg_line_length": 33.1268310546875, "blob_id": "7a893796ad67821099054a9a24323f08cb4ec964", "content_id": "7ad6f35d9e6ad5845c54ea58d4ac81b791ae7092", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6996, "license_type": "permissive", "max_line_length": 85, "num_lines": 205, "path": "/test/service/test_standard_interfaces.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next.service import ServiceInterface, dbus_property, PropertyAccess\nfrom dbus_next.signature import Variant\nfrom dbus_next.aio import MessageBus\nfrom dbus_next import Message, MessageType, introspection as intr\nfrom dbus_next.constants import ErrorType\n\nimport pytest\n\nstandard_interfaces_count = len(intr.Node.default().interfaces)\n\n\nclass ExampleInterface(ServiceInterface):\n def __init__(self, name):\n super().__init__(name)\n\n\nclass ExampleComplexInterface(ServiceInterface):\n def __init__(self, name):\n self._foo = 42\n self._bar = 'str'\n self._async_prop = 'async'\n super().__init__(name)\n\n @dbus_property(access=PropertyAccess.READ)\n def Foo(self) -> 'y':\n return self._foo\n\n @dbus_property(access=PropertyAccess.READ)\n def Bar(self) -> 's':\n return self._bar\n\n @dbus_property(access=PropertyAccess.READ)\n async def AsyncProp(self) -> 's':\n return self._async_prop\n\n\[email protected]\nasync def test_introspectable_interface():\n bus1 = await MessageBus().connect()\n bus2 = await MessageBus().connect()\n\n interface = ExampleInterface('test.interface')\n interface2 = ExampleInterface('test.interface2')\n\n export_path = '/test/path'\n bus1.export(export_path, interface)\n bus1.export(export_path, interface2)\n\n reply = await bus2.call(\n Message(destination=bus1.unique_name,\n path=export_path,\n interface='org.freedesktop.DBus.Introspectable',\n member='Introspect'))\n\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body[0]\n assert reply.signature == 's'\n node = intr.Node.parse(reply.body[0])\n assert len(node.interfaces) == standard_interfaces_count + 2\n assert node.interfaces[-1].name == 'test.interface2'\n assert node.interfaces[-2].name == 'test.interface'\n assert not node.nodes\n\n # introspect works on every path\n reply = await bus2.call(\n Message(destination=bus1.unique_name,\n path='/path/doesnt/exist',\n interface='org.freedesktop.DBus.Introspectable',\n member='Introspect'))\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body[0]\n assert reply.signature == 's'\n node = intr.Node.parse(reply.body[0])\n assert not node.interfaces\n assert not node.nodes\n\n\[email protected]\nasync def test_peer_interface():\n bus1 = await MessageBus().connect()\n bus2 = await MessageBus().connect()\n\n reply = await bus2.call(\n Message(destination=bus1.unique_name,\n path='/path/doesnt/exist',\n interface='org.freedesktop.DBus.Peer',\n member='Ping'))\n\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body[0]\n assert reply.signature == ''\n\n reply = await bus2.call(\n Message(destination=bus1.unique_name,\n path='/path/doesnt/exist',\n interface='org.freedesktop.DBus.Peer',\n member='GetMachineId',\n signature=''))\n\n assert reply.message_type == MessageType.METHOD_RETURN, reply.body[0]\n assert reply.signature == 's'\n\n\[email protected]\nasync def test_object_manager():\n expected_reply = {\n '/test/path/deeper': {\n 'test.interface2': {\n 'Bar': Variant('s', 'str'),\n 'Foo': Variant('y', 42),\n 'AsyncProp': Variant('s', 'async'),\n }\n }\n }\n reply_ext = {\n '/test/path': {\n 'test.interface1': {},\n 'test.interface2': {\n 'Bar': Variant('s', 'str'),\n 'Foo': Variant('y', 42),\n 'AsyncProp': Variant('s', 'async'),\n }\n }\n }\n\n bus1 = await MessageBus().connect()\n bus2 = await MessageBus().connect()\n\n interface = ExampleInterface('test.interface1')\n interface2 = ExampleComplexInterface('test.interface2')\n\n export_path = '/test/path'\n bus1.export(export_path, interface)\n bus1.export(export_path, interface2)\n bus1.export(export_path + '/deeper', interface2)\n\n reply_root = await bus2.call(\n Message(destination=bus1.unique_name,\n path='/',\n interface='org.freedesktop.DBus.ObjectManager',\n member='GetManagedObjects'))\n\n reply_level1 = await bus2.call(\n Message(destination=bus1.unique_name,\n path=export_path,\n interface='org.freedesktop.DBus.ObjectManager',\n member='GetManagedObjects'))\n\n reply_level2 = await bus2.call(\n Message(destination=bus1.unique_name,\n path=export_path + '/deeper',\n interface='org.freedesktop.DBus.ObjectManager',\n member='GetManagedObjects'))\n\n assert reply_root.signature == 'a{oa{sa{sv}}}'\n assert reply_level1.signature == 'a{oa{sa{sv}}}'\n assert reply_level2.signature == 'a{oa{sa{sv}}}'\n\n assert reply_level2.body == [{}]\n assert reply_level1.body == [expected_reply]\n expected_reply.update(reply_ext)\n assert reply_root.body == [expected_reply]\n\n\[email protected]\nasync def test_standard_interface_properties():\n # standard interfaces have no properties, but should still behave correctly\n # when you try to call the methods anyway (#49)\n bus1 = await MessageBus().connect()\n bus2 = await MessageBus().connect()\n interface = ExampleInterface('test.interface1')\n export_path = '/test/path'\n bus1.export(export_path, interface)\n\n for iface in [\n 'org.freedesktop.DBus.Properties', 'org.freedesktop.DBus.Introspectable',\n 'org.freedesktop.DBus.Peer', 'org.freedesktop.DBus.ObjectManager'\n ]:\n\n result = await bus2.call(\n Message(destination=bus1.unique_name,\n path=export_path,\n interface='org.freedesktop.DBus.Properties',\n member='Get',\n signature='ss',\n body=[iface, 'anything']))\n assert result.message_type is MessageType.ERROR\n assert result.error_name == ErrorType.UNKNOWN_PROPERTY.value\n\n result = await bus2.call(\n Message(destination=bus1.unique_name,\n path=export_path,\n interface='org.freedesktop.DBus.Properties',\n member='Set',\n signature='ssv',\n body=[iface, 'anything', Variant('s', 'new thing')]))\n assert result.message_type is MessageType.ERROR\n assert result.error_name == ErrorType.UNKNOWN_PROPERTY.value\n\n result = await bus2.call(\n Message(destination=bus1.unique_name,\n path=export_path,\n interface='org.freedesktop.DBus.Properties',\n member='GetAll',\n signature='s',\n body=[iface]))\n assert result.message_type is MessageType.METHOD_RETURN\n assert result.body == [{}]\n" }, { "alpha_fraction": 0.6190476417541504, "alphanum_fraction": 0.6666666865348816, "avg_line_length": 9.5, "blob_id": "e66460956f69249e82170843c764cedc0a15aa6d", "content_id": "1ea6b807a5e699ee9ce2b5d0e33c742e8d64c2ff", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "INI", "length_bytes": 21, "license_type": "permissive", "max_line_length": 11, "num_lines": 2, "path": "/pytest.ini", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "[pytest]\ntimeout = 5\n" }, { "alpha_fraction": 0.5984405279159546, "alphanum_fraction": 0.6057505011558533, "avg_line_length": 38.46154022216797, "blob_id": "da0a61145df373044582033d27782d5589df0ee0", "content_id": "dd4dde90c4498bb2a335b8ce6655dac4a7fc0281", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2052, "license_type": "permissive", "max_line_length": 95, "num_lines": 52, "path": "/test/test_validators.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next import (is_bus_name_valid, is_object_path_valid, is_interface_name_valid,\n is_member_name_valid)\n\n\ndef test_object_path_validator():\n valid_paths = ['/', '/foo', '/foo/bar', '/foo/bar/bat']\n invalid_paths = [\n None, '', 'foo', 'foo/bar', '/foo/bar/', '/$/foo/bar', '/foo//bar', '/foo$bar/baz'\n ]\n\n for path in valid_paths:\n assert is_object_path_valid(path), f'path should be valid: \"{path}\"'\n for path in invalid_paths:\n assert not is_object_path_valid(path), f'path should be invalid: \"{path}\"'\n\n\ndef test_bus_name_validator():\n valid_names = [\n 'foo.bar', 'foo.bar.bat', '_foo._bar', 'foo.bar69', 'foo.bar-69',\n 'org.mpris.MediaPlayer2.google-play-desktop-player'\n ]\n invalid_names = [\n None, '', '5foo.bar', 'foo.6bar', '.foo.bar', 'bar..baz', '$foo.bar', 'foo$.ba$r'\n ]\n\n for name in valid_names:\n assert is_bus_name_valid(name), f'bus name should be valid: \"{name}\"'\n for name in invalid_names:\n assert not is_bus_name_valid(name), f'bus name should be invalid: \"{name}\"'\n\n\ndef test_interface_name_validator():\n valid_names = ['foo.bar', 'foo.bar.bat', '_foo._bar', 'foo.bar69']\n invalid_names = [\n None, '', '5foo.bar', 'foo.6bar', '.foo.bar', 'bar..baz', '$foo.bar', 'foo$.ba$r',\n 'org.mpris.MediaPlayer2.google-play-desktop-player'\n ]\n\n for name in valid_names:\n assert is_interface_name_valid(name), f'interface name should be valid: \"{name}\"'\n for name in invalid_names:\n assert not is_interface_name_valid(name), f'interface name should be invalid: \"{name}\"'\n\n\ndef test_member_name_validator():\n valid_members = ['foo', 'FooBar', 'Bat_Baz69', 'foo-bar']\n invalid_members = [None, '', 'foo.bar', '5foo', 'foo$bar']\n\n for member in valid_members:\n assert is_member_name_valid(member), f'member name should be valid: \"{member}\"'\n for member in invalid_members:\n assert not is_member_name_valid(member), f'member name should be invalid: \"{member}\"'\n" }, { "alpha_fraction": 0.6621983647346497, "alphanum_fraction": 0.6621983647346497, "avg_line_length": 25.64285659790039, "blob_id": "5147e80fd84115d5f56f791c6e6cdc388f541867", "content_id": "d04d99686563096fac8c43a0b7d16b3e97e5dbe3", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1492, "license_type": "permissive", "max_line_length": 77, "num_lines": 56, "path": "/test/test_disconnect.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next.aio import MessageBus\nfrom dbus_next import Message\n\nimport os\nimport pytest\nimport functools\n\n\[email protected]\nasync def test_bus_disconnect_before_reply(event_loop):\n '''In this test, the bus disconnects before the reply comes in. Make sure\n the caller receives a reply with the error instead of hanging.'''\n bus = MessageBus()\n assert not bus.connected\n await bus.connect()\n assert bus.connected\n\n ping = bus.call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='Ping'))\n\n event_loop.call_soon(bus.disconnect)\n\n with pytest.raises((EOFError, BrokenPipeError)):\n await ping\n\n assert bus._disconnected\n assert not bus.connected\n assert (await bus.wait_for_disconnect()) is None\n\n\[email protected]\nasync def test_unexpected_disconnect(event_loop):\n bus = MessageBus()\n assert not bus.connected\n await bus.connect()\n assert bus.connected\n\n ping = bus.call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='Ping'))\n\n event_loop.call_soon(functools.partial(os.close, bus._fd))\n\n with pytest.raises(OSError):\n await ping\n\n assert bus._disconnected\n assert not bus.connected\n\n with pytest.raises(OSError):\n await bus.wait_for_disconnect()\n" }, { "alpha_fraction": 0.6926097869873047, "alphanum_fraction": 0.6943948864936829, "avg_line_length": 59.2365608215332, "blob_id": "35acfcad92abf8cd95deb3df6d3c798972eb7cea", "content_id": "f1e9f058072f8d0079e7b20b9c85ee7ecf09fd08", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 5602, "license_type": "permissive", "max_line_length": 792, "num_lines": 93, "path": "/docs/high-level-service/index.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "The High Level Service\n======================\n\n.. toctree::\n :maxdepth: 2\n\n service-interface\n\nThe high level service interface provides everything you need to export interfaces on the bus. When you export an interface on your :class:`MessageBus <dbus_next.message_bus.BaseMessageBus>`, clients can send you messages to call methods, get and set properties, and listen to your signals.\n\nIf you're exposing a service for general use, you can request a well-known name for your connection with :func:`MessageBus.request_name() <dbus_next.message_bus.BaseMessageBus.request_name>` so users have a predictable name to use to send messages your client.\n\nServices are defined by subclassing :class:`ServiceInterface <dbus_next.service.ServiceInterface>` and definining members as methods on the class with the decorator methods :func:`@method() <dbus_next.service.method>`, :func:`@dbus_property() <dbus_next.service.dbus_property>`, and :func:`@signal() <dbus_next.service.signal>`. The parameters of the decorated class methods must be annotated with DBus type strings to indicate the types of values they expect. See the documentation on `the type system </type-system/index.html>`_ for more information on how DBus types are mapped to Python values with signature strings. The decorator methods themselves take arguments that affect how the member is exported on the bus, such as the name of the member or the access permissions of a property.\n\nA class method decorated with ``@method()`` will be called when a client calls the method over DBus. The parameters given to the class method will be provided by the calling client and will conform to the parameter type annotations. The value returned by the class method will be returned to the client and must conform to the return type annotation specified by the user. If the return annotation specifies more than one type, the values must be returned in a ``list``. When :class:`aio.MessageBus` is used, methods can be coroutines.\n\nA class method decorated with ``@dbus_property()`` will be exposed as a DBus property getter. This decoration works the same as a standard Python ``@property``. The getter will be called when a client gets the property through the standard properties interface with ``org.freedesktop.DBus.Properties.Get``. Define a property setter with ``@method_name.setter`` taking the new value as a parameter. The setter will be called when the client sets the property through ``org.freedesktop.DBus.Properties.Set``. When :class:`aio.MessageBus` is used, property getters and setters can be coroutines, although this will cause some functionality of the Python ``@property`` annotation to be lost.\n\nA class method decorated with ``@signal()`` will be exposed as a DBus signal. The value returned by the class method will be emitted as a signal and broadcast to clients who are listening to the signal. The returned value must conform to the return annotation of the class method as a DBus signature string. If the signal has more than one argument, they must be returned within a ``list``.\n\nA class method decorated with ``@method()`` or ``@dbus_property()`` may throw a :class:`DBusError <dbus_next.DBusError>` to return a detailed error to the client if something goes wrong.\n\nAfter the service interface is defined, call :func:`MessageBus.export() <dbus_next.message_bus.BaseMessageBus.export>` on a connected message bus and the service will be made available on the given object path.\n\nIf any file descriptors are sent or received (DBus type ``h``), the variable refers to the file descriptor itself. You are responsible for closing any file descriptors sent or received by the bus. You must set the ``negotiate_unix_fd`` flag to ``True`` in the ``MessageBus`` constructor to use unix file descriptors.\n\n:example:\n\n.. code-block:: python3\n\n from dbus_next.aio import MessageBus\n from dbus_next.service import (ServiceInterface,\n method, dbus_property, signal)\n from dbus_next import Variant, DBusError\n\n import asyncio\n\n class ExampleInterface(ServiceInterface):\n def __init__(self):\n super().__init__('com.example.SampleInterface0')\n self._bar = 105\n\n @method()\n def Frobate(self, foo: 'i', bar: 's') -> 'a{us}':\n print(f'called Frobate with foo={foo} and bar={bar}')\n\n return {\n 1: 'one',\n 2: 'two'\n }\n\n @method()\n async def Bazify(self, bar: '(iiu)') -> 'vv':\n print(f'called Bazify with bar={bar}')\n\n return [Variant('s', 'example'), Variant('s', 'bazify')]\n\n @method()\n def Mogrify(self, bar: '(iiav)'):\n raise DBusError('com.example.error.CannotMogrify',\n 'it is not possible to mogrify')\n\n @signal()\n def Changed(self) -> 'b':\n return True\n\n @dbus_property()\n def Bar(self) -> 'y':\n return self._bar\n\n @Bar.setter\n def Bar(self, val: 'y'):\n if self._bar == val:\n return\n\n self._bar = val\n\n self.emit_properties_changed({'Bar': self._bar})\n\n async def main():\n bus = await MessageBus().connect()\n interface = ExampleInterface()\n bus.export('/com/example/sample0', interface)\n await bus.request_name('com.example.name')\n\n # emit the changed signal after two seconds.\n await asyncio.sleep(2)\n\n interface.Changed()\n\n await bus.wait_for_disconnect()\n\n asyncio.get_event_loop().run_until_complete(main())\n" }, { "alpha_fraction": 0.6363636255264282, "alphanum_fraction": 0.6363636255264282, "avg_line_length": 19.16666603088379, "blob_id": "7b21d920b9d79cd6c086292e0084e47393825030", "content_id": "15fb47d7ea9bec040a560ac867971c13e860f946", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 121, "license_type": "permissive", "max_line_length": 53, "num_lines": 6, "path": "/docs/high-level-client/base-proxy-object.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "BaseProxyObject\n===============\n\n.. autoclass:: dbus_next.proxy_object.BaseProxyObject\n :members:\n :undoc-members:\n" }, { "alpha_fraction": 0.6754937171936035, "alphanum_fraction": 0.6822262406349182, "avg_line_length": 31.28985595703125, "blob_id": "4f9be939ede7c121af61411520ffe237d2b42396", "content_id": "ffb0d6f58dfa0e84cf44f969365ce32c85126911", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2228, "license_type": "permissive", "max_line_length": 99, "num_lines": 69, "path": "/test/test_request_name.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next import aio, glib, Message, MessageType, NameFlag, RequestNameReply, ReleaseNameReply\nfrom test.util import check_gi_repository, skip_reason_no_gi\n\nimport pytest\n\nhas_gi = check_gi_repository()\n\n\[email protected]\nasync def test_name_requests():\n test_name = 'aio.test.request.name'\n\n bus1 = await aio.MessageBus().connect()\n bus2 = await aio.MessageBus().connect()\n\n async def get_name_owner(name):\n reply = await bus1.call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='GetNameOwner',\n signature='s',\n body=[name]))\n\n assert reply.message_type == MessageType.METHOD_RETURN\n return reply.body[0]\n\n reply = await bus1.request_name(test_name)\n assert reply == RequestNameReply.PRIMARY_OWNER\n reply = await bus1.request_name(test_name)\n assert reply == RequestNameReply.ALREADY_OWNER\n\n reply = await bus2.request_name(test_name, NameFlag.ALLOW_REPLACEMENT)\n assert reply == RequestNameReply.IN_QUEUE\n\n reply = await bus1.release_name(test_name)\n assert reply == ReleaseNameReply.RELEASED\n\n reply = await bus1.release_name('name.doesnt.exist')\n assert reply == ReleaseNameReply.NON_EXISTENT\n\n reply = await bus1.release_name(test_name)\n assert reply == ReleaseNameReply.NOT_OWNER\n\n new_owner = await get_name_owner(test_name)\n assert new_owner == bus2.unique_name\n\n reply = await bus1.request_name(test_name, NameFlag.DO_NOT_QUEUE)\n assert reply == RequestNameReply.EXISTS\n\n reply = await bus1.request_name(test_name, NameFlag.DO_NOT_QUEUE | NameFlag.REPLACE_EXISTING)\n assert reply == RequestNameReply.PRIMARY_OWNER\n\n bus1.disconnect()\n bus2.disconnect()\n\n\[email protected](not has_gi, reason=skip_reason_no_gi)\ndef test_request_name_glib():\n test_name = 'glib.test.request.name'\n bus = glib.MessageBus().connect_sync()\n\n reply = bus.request_name_sync(test_name)\n assert reply == RequestNameReply.PRIMARY_OWNER\n\n reply = bus.release_name_sync(test_name)\n assert reply == ReleaseNameReply.RELEASED\n\n bus.disconnect()\n" }, { "alpha_fraction": 0.6459627151489258, "alphanum_fraction": 0.6482919454574585, "avg_line_length": 37.63999938964844, "blob_id": "e163fa7ea3f87da31803b6a9e81dbb7322534af8", "content_id": "ee56ebd59bc95d4e5b08b9739697954ebbc51fa9", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 3864, "license_type": "permissive", "max_line_length": 238, "num_lines": 100, "path": "/docs/low-level-interface/index.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "The Low Level Interface\n=======================\n\n.. toctree::\n :maxdepth: 2\n\n message\n\nThe low-level interface allows you to work with messages directly through the :class:`MessageBus <dbus_next.message_bus.BaseMessageBus>` with the :class:`Message <dbus_next.Message>` class. This might be useful in the following cases:\n\n- Implementing an application that works with DBus directly like ``dbus-send(1)`` or ``dbus-monitor(1)``.\n- Creating a new implementation of the :class:`BaseMessageBus <dbus_next.message_bus.BaseMessageBus>`.\n- Creating clients or services that use an alternative to the standard DBus interfaces.\n\nThe primary methods and classes of the low-level interface are:\n\n- :class:`Message <dbus_next.Message>`\n- :func:`MessageBus.send() <dbus_next.message_bus.BaseMessageBus.send>`\n- :func:`MessageBus.add_message_handler() <dbus_next.message_bus.BaseMessageBus.add_message_handler>`\n- :func:`MessageBus.remove_message_handler() <dbus_next.message_bus.BaseMessageBus.remove_message_handler>`\n- :func:`MessageBus.next_serial() <dbus_next.message_bus.BaseMessageBus.next_serial>`\n- :func:`aio.MessageBus.call() <dbus_next.aio.MessageBus.call>`\n- :func:`glib.MessageBus.call() <dbus_next.glib.MessageBus.call>`\n- :func:`glib.MessageBus.call_sync() <dbus_next.glib.MessageBus.call_sync>`\n\nMixed use of the low and high level interfaces on the same bus connection is not recommended.\n\n:example: Call a standard interface\n\n.. code-block:: python3\n\n bus = await MessageBus().connect()\n\n msg = Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='ListNames',\n serial=bus.next_serial())\n\n reply = await bus.call(msg)\n\n assert reply.message_type == MessageType.METHOD_RETURN\n\n print(reply.body[0])\n\n:example: A custom method handler. Note that to receive these messages, you must `add a match rule <https://dbus.freedesktop.org/doc/dbus-specification.html#message-bus-routing-match-rules>`_ for the types of messages you want to receive.\n\n.. code-block:: python3\n\n bus = await MessageBus().connect()\n\n reply = await bus.call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n member='AddMatch',\n signature='s',\n body=[\"member='MyMember', interface='com.test.interface'\"]))\n\n assert reply.message_type == MessageType.METHOD_RETURN\n\n def message_handler(msg):\n if msg.interface == 'com.test.interface' and msg.member == 'MyMember':\n return Message.new_method_return(msg, 's', ['got it'])\n\n bus.add_message_handler(message_handler)\n\n await bus.wait_for_disconnect()\n\n:example: Emit a signal\n\n.. code-block:: python3\n\n bus = await MessageBus().connect()\n\n await bus.send(Message.new_signal('/com/test/path',\n 'com.test.interface',\n 'SomeSignal',\n 's', ['a signal']))\n\n:example: Send a file descriptor. The message format will be the same when\n received on the client side. You are responsible for closing any file\n descriptor that is sent or received by the bus. You must set the\n ``negotiate_unix_fd`` flag to ``True`` in the ``MessageBus``\n constructor to use unix file descriptors.\n\n.. code-block:: python3\n\n bus = await MessageBus().connect(negotiate_unix_fd=True)\n\n fd = os.open('/dev/null', os.O_RDONLY)\n\n msg = Message(destination='org.test.destination',\n path='/org/test/destination',\n interface='org.test.interface',\n member='TestMember',\n signature='h',\n body=[0],\n unix_fds=[fd])\n\n await bus.send(msg)\n" }, { "alpha_fraction": 0.6809177994728088, "alphanum_fraction": 0.6848401427268982, "avg_line_length": 49.97999954223633, "blob_id": "9bae0d18eb8794b18611745588de28cac3b02915", "content_id": "2960b2a96ea197de6d5468d752228b32f894ffe1", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 5099, "license_type": "permissive", "max_line_length": 629, "num_lines": 100, "path": "/docs/high-level-client/index.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "The High Level Client\n=====================\n\n.. toctree::\n :maxdepth: 2\n\n base-proxy-object\n base-proxy-interface\n aio-proxy-object\n aio-proxy-interface\n glib-proxy-object\n glib-proxy-interface\n\nDBus interfaces are defined with an XML-based `introspection data format <https://dbus.freedesktop.org/doc/dbus-specification.html#introspection-format>`_ which is exposed over the standard `org.freedesktop.DBus.Introspectable <https://dbus.freedesktop.org/doc/dbus-specification.html#standard-interfaces-introspectable>`_ interface. Calling the ``Introspect`` at a particular object path may return XML data similar to this:\n\n.. code-block:: xml\n\n <!DOCTYPE node PUBLIC \"-//freedesktop//DTD D-BUS Object Introspection 1.0//EN\"\n \"http://www.freedesktop.org/standards/dbus/1.0/introspect.dtd\">\n <node name=\"/com/example/sample_object0\">\n <interface name=\"com.example.SampleInterface0\">\n <method name=\"Frobate\">\n <arg name=\"foo\" type=\"i\" direction=\"in\"/>\n <arg name=\"bar\" type=\"s\" direction=\"out\"/>\n <arg name=\"baz\" type=\"a{us}\" direction=\"out\"/>\n </method>\n <method name=\"Bazify\">\n <arg name=\"bar\" type=\"(iiu)\" direction=\"in\"/>\n <arg name=\"bar\" type=\"v\" direction=\"out\"/>\n </method>\n <method name=\"Mogrify\">\n <arg name=\"bar\" type=\"(iiav)\" direction=\"in\"/>\n </method>\n <signal name=\"Changed\">\n <arg name=\"new_value\" type=\"b\"/>\n </signal>\n <property name=\"Bar\" type=\"y\" access=\"readwrite\"/>\n </interface>\n <node name=\"child_of_sample_object\"/>\n <node name=\"another_child_of_sample_object\"/>\n </node>\n\nThe object at this path (a ``node``) may contain interfaces and child nodes. Nodes like this are represented in the library by a :class:`ProxyObject <dbus_next.proxy_object.BaseProxyObject>`. The interfaces contained in the nodes are represented by a :class:`ProxyInterface <dbus_next.proxy_object.BaseProxyInterface>`. The proxy interface exposes the methods, signals, and properties specified by the interface definition.\n\nThe proxy object is obtained by the :class:`MessageBus <dbus_next.message_bus.BaseMessageBus>` through the :func:`get_proxy_object() <dbus_next.message_bus.BaseMessageBus.get_proxy_object>` method. This method takes the name of the client to send messages to, the path exported by that client that is expected to export the node, and the XML introspection data. If you can, it is recommended to include the XML in your project and pass it to that method as a string. But you may also use the :func:`introspect() <dbus_next.message_bus.BaseMessageBus.introspect>` method of the message bus to get this data dynamically at runtime.\n\nOnce you have a proxy object, use the :func:`get_proxy_interface() <dbus_next.proxy_object.BaseProxyObject.get_interface>` method to create an interface passing the name of the interface to get. Each message bus has its own implementation of the proxy interface which behaves slightly differently. This is an example of how to use a proxy interface for the asyncio :class:`MessageBus <dbus_next.aio.MessageBus>`.\n\nIf any file descriptors are sent or received (DBus type ``h``), the variable refers to the file descriptor itself. You are responsible for closing any file descriptors sent or received by the bus. You must set the ``negotiate_unix_fd`` flag to ``True`` in the ``MessageBus`` constructor to use unix file descriptors.\n\n:example:\n\n.. code-block:: python3\n\n from dbus_next.aio import MessageBus\n from dbus_next import Variant\n\n bus = await MessageBus().connect()\n\n with open('introspection.xml', 'r') as f:\n introspection = f.read()\n\n # alternatively, get the data dynamically:\n # introspection = await bus.introspect('com.example.name',\n # '/com/example/sample_object0')\n\n proxy_object = bus.get_proxy_object('com.example.name',\n '/com/example/sample_object0',\n introspection)\n\n interface = proxy_object.get_interface('com.example.SampleInterface0')\n\n # Use call_[METHOD] in snake case to call methods, passing the\n # in args and receiving the out args. The `baz` returned will\n # be type 'a{us}' which translates to a Python dict with `int`\n # keys and `str` values.\n baz = await interface.call_frobate(5, 'hello')\n\n # `bar` will be a Variant.\n bar = await interface.call_bazify([-5, 5, 5])\n\n await interface.call_mogrify([5, 5, [ Variant('s', 'foo') ])\n\n # Listen to signals by defining a callback that takes the args \n # specified by the signal definition and registering it on the\n # interface with on_[SIGNAL] in snake case.\n\n def changed_notify(new_value):\n print(f'The new value is: {new_value}')\n\n interface.on_changed(changed_notify)\n\n # Use get_[PROPERTY] and set_[PROPERTY] with the property in\n # snake case to get and set the property.\n\n bar_value = await interface.get_bar()\n\n await interface.set_bar(105)\n\n await bus.wait_for_disconnect()\n\n" }, { "alpha_fraction": 0.6673151850700378, "alphanum_fraction": 0.6673151850700378, "avg_line_length": 18.769229888916016, "blob_id": "64f0a8e41f3c677ca3c4ec3ddcc0bc24025e0491", "content_id": "b155206c7cc5268d7f2c5fc279ee2078b635f24b", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 514, "license_type": "permissive", "max_line_length": 48, "num_lines": 26, "path": "/docs/introspection.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "Introspection\n=============\n\n.. autoclass:: dbus_next.introspection.Node\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.introspection.Interface\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.introspection.Property\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.introspection.Method\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.introspection.Signal\n :members:\n :undoc-members:\n\n.. autoclass:: dbus_next.introspection.Arg\n :members:\n :undoc-members:\n" }, { "alpha_fraction": 0.6888396143913269, "alphanum_fraction": 0.6962305903434753, "avg_line_length": 30.465116500854492, "blob_id": "2d53b48203a053f0c1c90d4961f007fa91d657cb", "content_id": "4f3129d123542c5ce1d159c8ccfc29e663c146cf", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1353, "license_type": "permissive", "max_line_length": 97, "num_lines": 43, "path": "/examples/mpris.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python3\nimport sys\nimport os\n\nsys.path.append(os.path.abspath(os.path.dirname(__file__) + '/..'))\n\nfrom dbus_next.aio import MessageBus\n\nimport asyncio\n\nloop = asyncio.get_event_loop()\n\n\nasync def main():\n bus = await MessageBus().connect()\n # the introspection xml would normally be included in your project, but\n # this is convenient for development\n introspection = await bus.introspect('org.mpris.MediaPlayer2.vlc', '/org/mpris/MediaPlayer2')\n\n obj = bus.get_proxy_object('org.mpris.MediaPlayer2.vlc', '/org/mpris/MediaPlayer2',\n introspection)\n player = obj.get_interface('org.mpris.MediaPlayer2.Player')\n properties = obj.get_interface('org.freedesktop.DBus.Properties')\n\n # call methods on the interface (this causes the media player to play)\n await player.call_play()\n\n volume = await player.get_volume()\n print(f'current volume: {volume}, setting to 0.5')\n\n await player.set_volume(0.5)\n\n # listen to signals\n def on_properties_changed(interface_name, changed_properties, invalidated_properties):\n for changed, variant in changed_properties.items():\n print(f'property changed: {changed} - {variant.value}')\n\n properties.on_properties_changed(on_properties_changed)\n\n await bus.wait_for_disconnect()\n\n\nloop.run_until_complete(main())\n" }, { "alpha_fraction": 0.5230125784873962, "alphanum_fraction": 0.6401673555374146, "avg_line_length": 16.071428298950195, "blob_id": "f458ca9d2df56b36519b64befff8b479476c977c", "content_id": "abb07260594fd9e9dd956894cf61714086dd763e", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "INI", "length_bytes": 239, "license_type": "permissive", "max_line_length": 74, "num_lines": 14, "path": "/.flake8", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "[flake8]\nignore=\n E501\n E126\n E402\n F722\n\n# F821 is still relevant, but causes too many false positives in tests and\n# examples\nper-file-ignores=\n test/*:F821\n test/util.py:F401\n examples/*:F821\n */__init__.py:F401\n" }, { "alpha_fraction": 0.5743550658226013, "alphanum_fraction": 0.6153262257575989, "avg_line_length": 29.65116310119629, "blob_id": "be7c8e2015766631e32d68a1657ac46d5705a2dd", "content_id": "6491bfeb47e897c11755508d2b4c1b1ed72974f8", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Dockerfile", "length_bytes": 1318, "license_type": "permissive", "max_line_length": 74, "num_lines": 43, "path": "/Dockerfile", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "FROM ubuntu:20.04\n\nWORKDIR /app\n\nRUN echo force-unsafe-io > /etc/dpkg/dpkg.cfg.d/docker-apt-speedup\nRUN echo 'APT::Acquire::Retries \"5\";' > /etc/apt/apt.conf.d/80retry\n\nRUN export DEBIAN_FRONTEND=noninteractive; \\\n export DEBCONF_NONINTERACTIVE_SEEN=true; \\\n echo 'tzdata tzdata/Areas select Etc' | debconf-set-selections; \\\n echo 'tzdata tzdata/Zones/Etc select UTC' | debconf-set-selections; \\\n apt update && \\\n apt install software-properties-common -y --no-install-recommends && \\\n add-apt-repository ppa:deadsnakes/ppa && \\\n apt update && apt install -y --no-install-recommends \\\n build-essential \\\n python3-pip \\\n python3 \\\n python3.7 \\\n python3.7-distutils \\\n python3.9 \\\n python3.9-distutils \\\n python3.10 \\\n python3.10-distutils \\\n curl \\\n dbus \\\n python3-gi\n\nRUN set -e -x; \\\n pip3 install 'yapf==0.31' 'flake8==4.0.1'; \\\n curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py; \\\n for py in python3.7 python3.8 python3.9 python3.10; do \\\n ${py} get-pip.py; \\\n PYTHONPATH=/usr/lib/${py}/site-packages ${py} -m pip install \\\n 'pytest==6.2.5' \\\n 'pytest-asyncio==0.16.0' \\\n 'pytest-timeout==2.0.2' \\\n 'pytest-cov==3.0.0'; \\\n done\n\nADD . /app\n\nCMD [\"make\", \"clean\", \"test\", \"check\"]\n" }, { "alpha_fraction": 0.5799767374992371, "alphanum_fraction": 0.5934675931930542, "avg_line_length": 36.97058868408203, "blob_id": "8c6dcd393fd2cc84662bf0261da93cc02a94631c", "content_id": "dd83bedad77dbaf15a85b97ecc3eeb3b505eb61e", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 15492, "license_type": "permissive", "max_line_length": 111, "num_lines": 408, "path": "/dbus_next/signature.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from .validators import is_object_path_valid\nfrom .errors import InvalidSignatureError, SignatureBodyMismatchError\n\nfrom functools import lru_cache\nfrom typing import Any, List, Union\n\n\nclass SignatureType:\n \"\"\"A class that represents a single complete type within a signature.\n\n This class is not meant to be constructed directly. Use the :class:`SignatureTree`\n class to parse signatures.\n\n :ivar ~.signature: The signature of this complete type.\n :vartype ~.signature: str\n\n :ivar children: A list of child types if this is a container type. Arrays \\\n have one child type, dict entries have two child types (key and value), and \\\n structs have child types equal to the number of struct members.\n :vartype children: list(:class:`SignatureType`)\n \"\"\"\n _tokens = 'ybnqiuxtdsogavh({'\n\n def __init__(self, token: str) -> None:\n self.token = token\n self.children: List[SignatureType] = []\n self._signature = None\n\n def __eq__(self, other):\n if type(other) is SignatureType:\n return self.signature == other.signature\n else:\n return super().__eq__(other)\n\n def _collapse(self):\n if self.token not in 'a({':\n return self.token\n\n signature = [self.token]\n\n for child in self.children:\n signature.append(child._collapse())\n\n if self.token == '(':\n signature.append(')')\n elif self.token == '{':\n signature.append('}')\n\n return ''.join(signature)\n\n @property\n def signature(self) -> str:\n if self._signature is not None:\n return self._signature\n self._signature = self._collapse()\n return self._signature\n\n @staticmethod\n def _parse_next(signature):\n if not signature:\n return (None, '')\n\n token = signature[0]\n\n if token not in SignatureType._tokens:\n raise InvalidSignatureError(f'got unexpected token: \"{token}\"')\n\n # container types\n if token == 'a':\n self = SignatureType('a')\n (child, signature) = SignatureType._parse_next(signature[1:])\n if not child:\n raise InvalidSignatureError('missing type for array')\n self.children.append(child)\n return (self, signature)\n elif token == '(':\n self = SignatureType('(')\n signature = signature[1:]\n while True:\n (child, signature) = SignatureType._parse_next(signature)\n if not signature:\n raise InvalidSignatureError('missing closing \")\" for struct')\n self.children.append(child)\n if signature[0] == ')':\n return (self, signature[1:])\n elif token == '{':\n self = SignatureType('{')\n signature = signature[1:]\n (key_child, signature) = SignatureType._parse_next(signature)\n if not key_child or len(key_child.children):\n raise InvalidSignatureError('expected a simple type for dict entry key')\n self.children.append(key_child)\n (value_child, signature) = SignatureType._parse_next(signature)\n if not value_child:\n raise InvalidSignatureError('expected a value for dict entry')\n if not signature or signature[0] != '}':\n raise InvalidSignatureError('missing closing \"}\" for dict entry')\n self.children.append(value_child)\n return (self, signature[1:])\n\n # basic type\n return (SignatureType(token), signature[1:])\n\n def _verify_byte(self, body):\n BYTE_MIN = 0x00\n BYTE_MAX = 0xff\n if not isinstance(body, int):\n raise SignatureBodyMismatchError(\n f'DBus BYTE type \"y\" must be Python type \"int\", got {type(body)}')\n if body < BYTE_MIN or body > BYTE_MAX:\n raise SignatureBodyMismatchError(\n f'DBus BYTE type must be between {BYTE_MIN} and {BYTE_MAX}')\n\n def _verify_boolean(self, body):\n if not isinstance(body, bool):\n raise SignatureBodyMismatchError(\n f'DBus BOOLEAN type \"b\" must be Python type \"bool\", got {type(body)}')\n\n def _verify_int16(self, body):\n INT16_MIN = -0x7fff - 1\n INT16_MAX = 0x7fff\n if not isinstance(body, int):\n raise SignatureBodyMismatchError(\n f'DBus INT16 type \"n\" must be Python type \"int\", got {type(body)}')\n elif body > INT16_MAX or body < INT16_MIN:\n raise SignatureBodyMismatchError(\n f'DBus INT16 type \"n\" must be between {INT16_MIN} and {INT16_MAX}')\n\n def _verify_uint16(self, body):\n UINT16_MIN = 0\n UINT16_MAX = 0xffff\n if not isinstance(body, int):\n raise SignatureBodyMismatchError(\n f'DBus UINT16 type \"q\" must be Python type \"int\", got {type(body)}')\n elif body > UINT16_MAX or body < UINT16_MIN:\n raise SignatureBodyMismatchError(\n f'DBus UINT16 type \"q\" must be between {UINT16_MIN} and {UINT16_MAX}')\n\n def _verify_int32(self, body):\n INT32_MIN = -0x7fffffff - 1\n INT32_MAX = 0x7fffffff\n if not isinstance(body, int):\n raise SignatureBodyMismatchError(\n f'DBus INT32 type \"i\" must be Python type \"int\", got {type(body)}')\n elif body > INT32_MAX or body < INT32_MIN:\n raise SignatureBodyMismatchError(\n f'DBus INT32 type \"i\" must be between {INT32_MIN} and {INT32_MAX}')\n\n def _verify_uint32(self, body):\n UINT32_MIN = 0\n UINT32_MAX = 0xffffffff\n if not isinstance(body, int):\n raise SignatureBodyMismatchError(\n f'DBus UINT32 type \"u\" must be Python type \"int\", got {type(body)}')\n elif body > UINT32_MAX or body < UINT32_MIN:\n raise SignatureBodyMismatchError(\n f'DBus UINT32 type \"u\" must be between {UINT32_MIN} and {UINT32_MAX}')\n\n def _verify_int64(self, body):\n INT64_MAX = 9223372036854775807\n INT64_MIN = -INT64_MAX - 1\n if not isinstance(body, int):\n raise SignatureBodyMismatchError(\n f'DBus INT64 type \"x\" must be Python type \"int\", got {type(body)}')\n elif body > INT64_MAX or body < INT64_MIN:\n raise SignatureBodyMismatchError(\n f'DBus INT64 type \"x\" must be between {INT64_MIN} and {INT64_MAX}')\n\n def _verify_uint64(self, body):\n UINT64_MIN = 0\n UINT64_MAX = 18446744073709551615\n if not isinstance(body, int):\n raise SignatureBodyMismatchError(\n f'DBus UINT64 type \"t\" must be Python type \"int\", got {type(body)}')\n elif body > UINT64_MAX or body < UINT64_MIN:\n raise SignatureBodyMismatchError(\n f'DBus UINT64 type \"t\" must be between {UINT64_MIN} and {UINT64_MAX}')\n\n def _verify_double(self, body):\n if not isinstance(body, float) and not isinstance(body, int):\n raise SignatureBodyMismatchError(\n f'DBus DOUBLE type \"d\" must be Python type \"float\" or \"int\", got {type(body)}')\n\n def _verify_unix_fd(self, body):\n try:\n self._verify_uint32(body)\n except SignatureBodyMismatchError:\n raise SignatureBodyMismatchError('DBus UNIX_FD type \"h\" must be a valid UINT32')\n\n def _verify_object_path(self, body):\n if not is_object_path_valid(body):\n raise SignatureBodyMismatchError(\n 'DBus OBJECT_PATH type \"o\" must be a valid object path')\n\n def _verify_string(self, body):\n if not isinstance(body, str):\n raise SignatureBodyMismatchError(\n f'DBus STRING type \"s\" must be Python type \"str\", got {type(body)}')\n\n def _verify_signature(self, body):\n # I guess we could run it through the SignatureTree parser instead\n if not isinstance(body, str):\n raise SignatureBodyMismatchError(\n f'DBus SIGNATURE type \"g\" must be Python type \"str\", got {type(body)}')\n if len(body.encode()) > 0xff:\n raise SignatureBodyMismatchError('DBus SIGNATURE type \"g\" must be less than 256 bytes')\n\n def _verify_array(self, body):\n child_type = self.children[0]\n\n if child_type.token == '{':\n if not isinstance(body, dict):\n raise SignatureBodyMismatchError(\n f'DBus ARRAY type \"a\" with DICT_ENTRY child must be Python type \"dict\", got {type(body)}'\n )\n for key, value in body.items():\n child_type.children[0].verify(key)\n child_type.children[1].verify(value)\n elif child_type.token == 'y':\n if not isinstance(body, (bytearray, bytes)):\n raise SignatureBodyMismatchError(\n f'DBus ARRAY type \"a\" with BYTE child must be Python type \"bytes\", got {type(body)}'\n )\n # no need to verify children\n else:\n if not isinstance(body, list):\n raise SignatureBodyMismatchError(\n f'DBus ARRAY type \"a\" must be Python type \"list\", got {type(body)}')\n for member in body:\n child_type.verify(member)\n\n def _verify_struct(self, body):\n # TODO allow tuples\n if not isinstance(body, list):\n raise SignatureBodyMismatchError(\n f'DBus STRUCT type \"(\" must be Python type \"list\", got {type(body)}')\n\n if len(body) != len(self.children):\n raise SignatureBodyMismatchError(\n 'DBus STRUCT type \"(\" must have Python list members equal to the number of struct type members'\n )\n\n for i, member in enumerate(body):\n self.children[i].verify(member)\n\n def _verify_variant(self, body):\n # a variant signature and value is valid by construction\n if not isinstance(body, Variant):\n raise SignatureBodyMismatchError(\n f'DBus VARIANT type \"v\" must be Python type \"Variant\", got {type(body)}')\n\n def verify(self, body: Any) -> bool:\n \"\"\"Verify that the body matches this type.\n\n :returns: True if the body matches this type.\n :raises:\n :class:`SignatureBodyMismatchError` if the body does not match this type.\n \"\"\"\n if body is None:\n raise SignatureBodyMismatchError('Cannot serialize Python type \"None\"')\n validator = self.validators.get(self.token)\n if validator:\n validator(self, body)\n else:\n raise Exception(f'cannot verify type with token {self.token}')\n\n return True\n\n validators = {\n \"y\": _verify_byte,\n \"b\": _verify_boolean,\n \"n\": _verify_int16,\n \"q\": _verify_uint16,\n \"i\": _verify_int32,\n \"u\": _verify_uint32,\n \"x\": _verify_int64,\n \"t\": _verify_uint64,\n \"d\": _verify_double,\n \"h\": _verify_uint32,\n \"o\": _verify_string,\n \"s\": _verify_string,\n \"g\": _verify_signature,\n \"a\": _verify_array,\n \"(\": _verify_struct,\n \"v\": _verify_variant,\n }\n\n\nclass SignatureTree:\n \"\"\"A class that represents a signature as a tree structure for conveniently\n working with DBus signatures.\n\n This class will not normally be used directly by the user.\n\n :ivar types: A list of parsed complete types.\n :vartype types: list(:class:`SignatureType`)\n\n :ivar ~.signature: The signature of this signature tree.\n :vartype ~.signature: str\n\n :raises:\n :class:`InvalidSignatureError` if the given signature is not valid.\n \"\"\"\n @staticmethod\n @lru_cache(maxsize=None)\n def _get(signature: str = '') -> \"SignatureTree\":\n return SignatureTree(signature)\n\n def __init__(self, signature: str = ''):\n self.signature = signature\n\n self.types: List[SignatureType] = []\n\n if len(signature) > 0xff:\n raise InvalidSignatureError('A signature must be less than 256 characters')\n\n while signature:\n (type_, signature) = SignatureType._parse_next(signature)\n self.types.append(type_)\n\n def __eq__(self, other):\n if type(other) is SignatureTree:\n return self.signature == other.signature\n else:\n return super().__eq__(other)\n\n def verify(self, body: List[Any]):\n \"\"\"Verifies that the give body matches this signature tree\n\n :param body: the body to verify for this tree\n :type body: list(Any)\n\n :returns: True if the signature matches the body or an exception if not.\n\n :raises:\n :class:`SignatureBodyMismatchError` if the signature does not match the body.\n \"\"\"\n if not isinstance(body, list):\n raise SignatureBodyMismatchError(f'The body must be a list (got {type(body)})')\n if len(body) != len(self.types):\n raise SignatureBodyMismatchError(\n f'The body has the wrong number of types (got {len(body)}, expected {len(self.types)})'\n )\n for i, type_ in enumerate(self.types):\n type_.verify(body[i])\n\n return True\n\n\nclass Variant:\n \"\"\"A class to represent a DBus variant (type \"v\").\n\n This class is used in message bodies to represent variants. The user can\n expect a value in the body with type \"v\" to use this class and can\n construct this class directly for use in message bodies sent over the bus.\n\n :ivar signature: The signature for this variant. Must be a single complete type.\n :vartype signature: str\n\n :ivar signature_type: The parsed signature of this variant.\n :vartype signature_type: :class:`SignatureType`\n\n :ivar value: The value of this variant. Must correspond to the signature.\n :vartype value: Any\n\n :raises:\n :class:`InvalidSignatureError` if the signature is not valid.\n :class:`SignatureBodyMismatchError` if the signature does not match the body.\n \"\"\"\n def __init__(self,\n signature: Union[str, SignatureTree, SignatureType],\n value: Any,\n verify: bool = True):\n signature_str = ''\n signature_tree = None\n signature_type = None\n\n if type(signature) is SignatureTree:\n signature_tree = signature\n elif type(signature) is SignatureType:\n signature_type = signature\n signature_str = signature.signature\n elif type(signature) is str:\n signature_tree = SignatureTree._get(signature)\n else:\n raise TypeError('signature must be a SignatureTree, SignatureType, or a string')\n\n if signature_tree:\n if verify and len(signature_tree.types) != 1:\n raise ValueError('variants must have a signature for a single complete type')\n signature_str = signature_tree.signature\n signature_type = signature_tree.types[0]\n\n if verify:\n signature_type.verify(value)\n\n self.type = signature_type\n self.signature = signature_str\n self.value = value\n\n def __eq__(self, other):\n if type(other) is Variant:\n return self.signature == other.signature and self.value == other.value\n else:\n return super().__eq__(other)\n\n def __repr__(self):\n return \"<dbus_next.signature.Variant ('%s', %s)>\" % (self.type.signature, self.value)\n" }, { "alpha_fraction": 0.5727272629737854, "alphanum_fraction": 0.5795783996582031, "avg_line_length": 34.80188751220703, "blob_id": "a90ecbef215a72a8f153d461907f7322cb904ab7", "content_id": "c75acb4ad5a2702c42e51c710598244f37900b70", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 7590, "license_type": "permissive", "max_line_length": 98, "num_lines": 212, "path": "/test/service/test_signals.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next.service import ServiceInterface, signal, SignalDisabledError, dbus_property\nfrom dbus_next.aio import MessageBus\nfrom dbus_next import Message, MessageType\nfrom dbus_next.constants import PropertyAccess\nfrom dbus_next.signature import Variant\n\nimport pytest\nimport asyncio\n\n\nclass ExampleInterface(ServiceInterface):\n def __init__(self, name):\n super().__init__(name)\n\n @signal()\n def signal_empty(self):\n assert type(self) is ExampleInterface\n\n @signal()\n def signal_simple(self) -> 's':\n assert type(self) is ExampleInterface\n return 'hello'\n\n @signal()\n def signal_multiple(self) -> 'ss':\n assert type(self) is ExampleInterface\n return ['hello', 'world']\n\n @signal(name='renamed')\n def original_name(self):\n assert type(self) is ExampleInterface\n\n @signal(disabled=True)\n def signal_disabled(self):\n assert type(self) is ExampleInterface\n\n @dbus_property(access=PropertyAccess.READ)\n def test_prop(self) -> 'i':\n return 42\n\n\nclass SecondExampleInterface(ServiceInterface):\n def __init__(self, name):\n super().__init__(name)\n\n @dbus_property(access=PropertyAccess.READ)\n def str_prop(self) -> 's':\n return \"abc\"\n\n @dbus_property(access=PropertyAccess.READ)\n def list_prop(self) -> 'ai':\n return [1, 2, 3]\n\n\nclass ExpectMessage:\n def __init__(self, bus1, bus2, interface_name, timeout=1):\n self.future = asyncio.get_event_loop().create_future()\n self.bus1 = bus1\n self.bus2 = bus2\n self.interface_name = interface_name\n self.timeout = timeout\n self.timeout_task = None\n\n def message_handler(self, msg):\n if msg.sender == self.bus1.unique_name and msg.interface == self.interface_name:\n self.timeout_task.cancel()\n self.future.set_result(msg)\n return True\n\n def timeout_cb(self):\n self.future.set_exception(TimeoutError)\n\n async def __aenter__(self):\n self.bus2.add_message_handler(self.message_handler)\n self.timeout_task = asyncio.get_event_loop().call_later(self.timeout, self.timeout_cb)\n\n return self.future\n\n async def __aexit__(self, exc_type, exc_val, exc_tb):\n self.bus2.remove_message_handler(self.message_handler)\n\n\ndef assert_signal_ok(signal, export_path, member, signature, body):\n assert signal.message_type == MessageType.SIGNAL\n assert signal.path == export_path\n assert signal.member == member\n assert signal.signature == signature\n assert signal.body == body\n\n\[email protected]\nasync def test_signals():\n bus1 = await MessageBus().connect()\n bus2 = await MessageBus().connect()\n\n interface = ExampleInterface('test.interface')\n export_path = '/test/path'\n bus1.export(export_path, interface)\n\n await bus2.call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='AddMatch',\n signature='s',\n body=[f'sender={bus1.unique_name}']))\n\n async with ExpectMessage(bus1, bus2, interface.name) as expected_signal:\n interface.signal_empty()\n assert_signal_ok(signal=await expected_signal,\n export_path=export_path,\n member='signal_empty',\n signature='',\n body=[])\n\n async with ExpectMessage(bus1, bus2, interface.name) as expected_signal:\n interface.original_name()\n assert_signal_ok(signal=await expected_signal,\n export_path=export_path,\n member='renamed',\n signature='',\n body=[])\n\n async with ExpectMessage(bus1, bus2, interface.name) as expected_signal:\n interface.signal_simple()\n assert_signal_ok(signal=await expected_signal,\n export_path=export_path,\n member='signal_simple',\n signature='s',\n body=['hello'])\n\n async with ExpectMessage(bus1, bus2, interface.name) as expected_signal:\n interface.signal_multiple()\n assert_signal_ok(signal=await expected_signal,\n export_path=export_path,\n member='signal_multiple',\n signature='ss',\n body=['hello', 'world'])\n\n with pytest.raises(SignalDisabledError):\n interface.signal_disabled()\n\n\[email protected]\nasync def test_interface_add_remove_signal():\n bus1 = await MessageBus().connect()\n bus2 = await MessageBus().connect()\n\n await bus2.call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='AddMatch',\n signature='s',\n body=[f'sender={bus1.unique_name}']))\n\n first_interface = ExampleInterface('test.interface.first')\n second_interface = SecondExampleInterface('test.interface.second')\n export_path = '/test/path'\n\n # add first interface\n async with ExpectMessage(bus1, bus2, 'org.freedesktop.DBus.ObjectManager') as expected_signal:\n bus1.export(export_path, first_interface)\n assert_signal_ok(\n signal=await expected_signal,\n export_path=export_path,\n member='InterfacesAdded',\n signature='oa{sa{sv}}',\n body=[export_path, {\n 'test.interface.first': {\n 'test_prop': Variant('i', 42)\n }\n }])\n\n # add second interface\n async with ExpectMessage(bus1, bus2, 'org.freedesktop.DBus.ObjectManager') as expected_signal:\n bus1.export(export_path, second_interface)\n assert_signal_ok(signal=await expected_signal,\n export_path=export_path,\n member='InterfacesAdded',\n signature='oa{sa{sv}}',\n body=[\n export_path, {\n 'test.interface.second': {\n 'str_prop': Variant('s', \"abc\"),\n 'list_prop': Variant('ai', [1, 2, 3])\n }\n }\n ])\n\n # remove single interface\n async with ExpectMessage(bus1, bus2, 'org.freedesktop.DBus.ObjectManager') as expected_signal:\n bus1.unexport(export_path, second_interface)\n assert_signal_ok(signal=await expected_signal,\n export_path=export_path,\n member='InterfacesRemoved',\n signature='oas',\n body=[export_path, ['test.interface.second']])\n\n # add second interface again\n async with ExpectMessage(bus1, bus2, 'org.freedesktop.DBus.ObjectManager') as expected_signal:\n bus1.export(export_path, second_interface)\n await expected_signal\n\n # remove multiple interfaces\n async with ExpectMessage(bus1, bus2, 'org.freedesktop.DBus.ObjectManager') as expected_signal:\n bus1.unexport(export_path)\n assert_signal_ok(signal=await expected_signal,\n export_path=export_path,\n member='InterfacesRemoved',\n signature='oas',\n body=[export_path, ['test.interface.first', 'test.interface.second']])\n" }, { "alpha_fraction": 0.625, "alphanum_fraction": 0.625, "avg_line_length": 18.285715103149414, "blob_id": "4ae88596a9eeae31e9f7445a58999fbb94d0deaf", "content_id": "a622a0cfee08d2f8b4e7831e5b5447a8ea5837fe", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 136, "license_type": "permissive", "max_line_length": 38, "num_lines": 7, "path": "/docs/type-system/signature-type.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "SignatureType\n==============\n\n.. autoclass:: dbus_next.SignatureType\n :members:\n :undoc-members:\n :exclude-members: signature\n\n" }, { "alpha_fraction": 0.7127962112426758, "alphanum_fraction": 0.7127962112426758, "avg_line_length": 57.61111068725586, "blob_id": "10bcc8ebf339d4a143d7087a9cf0c0b18dca0085", "content_id": "581aee9a47508a6c4ce38b549d594da60ceecdb8", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1055, "license_type": "permissive", "max_line_length": 95, "num_lines": 18, "path": "/dbus_next/__init__.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from . import aio\nfrom . import glib\nfrom .constants import (BusType, MessageType, MessageFlag, NameFlag, RequestNameReply,\n ReleaseNameReply, PropertyAccess, ArgDirection, ErrorType)\nfrom .errors import (SignatureBodyMismatchError, InvalidSignatureError, InvalidAddressError,\n AuthError, InvalidMessageError, InvalidIntrospectionError,\n InterfaceNotFoundError, SignalDisabledError, InvalidBusNameError,\n InvalidObjectPathError, InvalidInterfaceNameError, InvalidMemberNameError,\n DBusError)\nfrom . import introspection\nfrom .message import Message\nfrom . import message_bus\nfrom . import proxy_object\nfrom . import service\nfrom .signature import SignatureType, SignatureTree, Variant\nfrom .validators import (is_bus_name_valid, is_object_path_valid, is_interface_name_valid,\n is_member_name_valid, assert_bus_name_valid, assert_object_path_valid,\n assert_interface_name_valid, assert_member_name_valid)\n" }, { "alpha_fraction": 0.5851995944976807, "alphanum_fraction": 0.7390457391738892, "avg_line_length": 19.959182739257812, "blob_id": "94317ba33e9a90dd19aaeb4208bf039194cd7ff7", "content_id": "642c659a43a2ae106ea5d8a26b8099d855b30879", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 1027, "license_type": "permissive", "max_line_length": 76, "num_lines": 49, "path": "/requirements.txt", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "# This library has no required dependencies. These dependencies are only for\n# running the test suite and documentation generator.\n\npytest==6.2.2\npytest-asyncio==0.14.0\npytest-timeout==1.4.2\npytest-cov==2.11.1\nyapf==0.31.0\nflake8==3.9.0\nSphinx==3.5.3\nsphinx-autobuild==2021.3.14\nsphinxcontrib-asyncio==0.3.0\nsphinxcontrib-fulltoc==1.2.0\n## The following requirements were added by pip freeze:\nalabaster==0.7.12\nattrs==20.3.0\nBabel==2.9.1\ncertifi==2020.12.5\nchardet==4.0.0\ncolorama==0.4.4\ncoverage==5.5\ndocutils==0.16\nidna==2.10\nimagesize==1.2.0\niniconfig==1.1.1\nJinja2==2.11.3\nlivereload==2.6.3\nMarkupSafe==1.1.1\nmccabe==0.6.1\npackaging==20.9\npluggy==0.13.1\npy==1.10.0\npycodestyle==2.7.0\npyflakes==2.3.0\nPygments==2.8.1\npyparsing==2.4.7\npytz==2021.1\nrequests==2.25.1\nsix==1.15.0\nsnowballstemmer==2.1.0\nsphinxcontrib-applehelp==1.0.2\nsphinxcontrib-devhelp==1.0.2\nsphinxcontrib-htmlhelp==1.0.3\nsphinxcontrib-jsmath==1.0.1\nsphinxcontrib-qthelp==1.0.3\nsphinxcontrib-serializinghtml==1.1.4\ntoml==0.10.2\ntornado==6.1\nurllib3==1.26.5\n" }, { "alpha_fraction": 0.7526435256004333, "alphanum_fraction": 0.7552869915962219, "avg_line_length": 35.77777862548828, "blob_id": "e2a830a0fb8cab1791d40f817d02667fd79b610a", "content_id": "3bcf35d9ad4644fc025985e3d3114056b357204b", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 2649, "license_type": "permissive", "max_line_length": 199, "num_lines": 72, "path": "/docs/index.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "Python DBus-Next Documentation\n==============================\n\n.. module:: dbus_next\n\n.. toctree::\n :maxdepth: 3\n :caption: Reference:\n\n type-system/index.rst\n high-level-client/index.rst\n high-level-service/index.rst\n low-level-interface/index.rst\n message-bus/index.rst\n introspection\n validators\n constants\n errors\n authentication\n\nOverview\n++++++++\n\nPython DBus-Next is a library for the `DBus message bus system <https://www.freedesktop.org/wiki/Software/dbus/>`_ for interprocess communcation in a Linux desktop or mobile environment.\n\nDesktop application developers can use this library for integrating their applications into desktop environments by implementing common DBus standard interfaces or creating custom plugin interfaces.\n\nDesktop users can use this library to create their own scripts and utilities to interact with those interfaces for customization of their desktop environment.\n\nWhile other libraries for DBus exist for Python, this library offers the following improvements:\n\n- Zero dependencies and pure Python 3.\n- Support for multiple main loop backends including asyncio and the GLib main loop.\n- Nonblocking IO suitable for GUI development.\n- Target the latest language features of Python for beautiful services and clients.\n- Complete implementation of the DBus type system without ever guessing types.\n- Integration tests for all features of the library.\n- Completely documented public API.\n\nThe library offers three core interfaces:\n\n- `The High Level Client <high-level-client/index.html>`_ - Communicate with an existing interface exported on the bus by another client through a proxy object.\n- `The High Level Service <high-level-service/index.html>`_ - Export a service interface for your application other clients can connect to for interaction with your application at runtime.\n- `The Low Level Interface <low-level-interface/index.html>`_ - Work with DBus messages directly for applications that work with the DBus daemon directly or to build your own high level abstractions.\n\nInstallation\n++++++++++++\n\nThis library is available on PyPi as `dbus-next <https://pypi.org/project/dbus-next/>`_.\n\n.. code-block:: bash\n\n pip3 install dbus-next\n\nContributing\n++++++++++++\n\nDevelopment for this library happens on `Github <https://github.com/altdesktop/python-dbus-next>`_. Report bugs or request features there. Contributions are welcome.\n\nLicense\n++++++++\n\nThis library is available under an `MIT License <https://github.com/altdesktop/python-dbus-next/blob/master/LICENSE>`_.\n\n© 2019, Tony Crisci\n\nIndices and tables\n==================\n\n* :ref:`genindex`\n* :ref:`modindex`\n* :ref:`search`\n" }, { "alpha_fraction": 0.6395652890205383, "alphanum_fraction": 0.6460052132606506, "avg_line_length": 25.291006088256836, "blob_id": "12dad4811c7f2368ef43d190a11ff3e9ee7e22ff", "content_id": "946020065b82b3f4717eabd80864cea4d6eb2ee3", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4969, "license_type": "permissive", "max_line_length": 114, "num_lines": 189, "path": "/dbus_next/validators.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "import re\nfrom .errors import InvalidBusNameError, InvalidObjectPathError, InvalidInterfaceNameError, InvalidMemberNameError\nfrom functools import lru_cache\n\n_bus_name_re = re.compile(r'^[A-Za-z_-][A-Za-z0-9_-]*$')\n_path_re = re.compile(r'^[A-Za-z0-9_]+$')\n_element_re = re.compile(r'^[A-Za-z_][A-Za-z0-9_]*$')\n_member_re = re.compile(r'^[A-Za-z_][A-Za-z0-9_-]*$')\n\n\n@lru_cache(maxsize=32)\ndef is_bus_name_valid(name: str) -> bool:\n \"\"\"Whether this is a valid bus name.\n\n .. seealso:: https://dbus.freedesktop.org/doc/dbus-specification.html#message-protocol-names-bus\n\n :param name: The bus name to validate.\n :type name: str\n\n :returns: Whether the name is a valid bus name.\n :rtype: bool\n \"\"\"\n if not isinstance(name, str):\n return False\n\n if not name or len(name) > 255:\n return False\n\n if name.startswith(':'):\n # a unique bus name\n return True\n\n if name.startswith('.'):\n return False\n\n if name.find('.') == -1:\n return False\n\n for element in name.split('.'):\n if _bus_name_re.search(element) is None:\n return False\n\n return True\n\n\n@lru_cache(maxsize=1024)\ndef is_object_path_valid(path: str) -> bool:\n \"\"\"Whether this is a valid object path.\n\n .. seealso:: https://dbus.freedesktop.org/doc/dbus-specification.html#message-protocol-marshaling-object-path\n\n :param path: The object path to validate.\n :type path: str\n\n :returns: Whether the object path is valid.\n :rtype: bool\n \"\"\"\n if not isinstance(path, str):\n return False\n\n if not path:\n return False\n\n if not path.startswith('/'):\n return False\n\n if len(path) == 1:\n return True\n\n for element in path[1:].split('/'):\n if _path_re.search(element) is None:\n return False\n\n return True\n\n\n@lru_cache(maxsize=32)\ndef is_interface_name_valid(name: str) -> bool:\n \"\"\"Whether this is a valid interface name.\n\n .. seealso:: https://dbus.freedesktop.org/doc/dbus-specification.html#message-protocol-names-interface\n\n :param name: The interface name to validate.\n :type name: str\n\n :returns: Whether the name is a valid interface name.\n :rtype: bool\n \"\"\"\n if not isinstance(name, str):\n return False\n\n if not name or len(name) > 255:\n return False\n\n if name.startswith('.'):\n return False\n\n if name.find('.') == -1:\n return False\n\n for element in name.split('.'):\n if _element_re.search(element) is None:\n return False\n\n return True\n\n\n@lru_cache(maxsize=512)\ndef is_member_name_valid(member: str) -> bool:\n \"\"\"Whether this is a valid member name.\n\n .. seealso:: https://dbus.freedesktop.org/doc/dbus-specification.html#message-protocol-names-member\n\n :param member: The member name to validate.\n :type member: str\n\n :returns: Whether the name is a valid member name.\n :rtype: bool\n \"\"\"\n if not isinstance(member, str):\n return False\n\n if not member or len(member) > 255:\n return False\n\n if _member_re.search(member) is None:\n return False\n\n return True\n\n\ndef assert_bus_name_valid(name: str):\n \"\"\"Raise an error if this is not a valid bus name.\n\n .. seealso:: https://dbus.freedesktop.org/doc/dbus-specification.html#message-protocol-names-bus\n\n :param name: The bus name to validate.\n :type name: str\n\n :raises:\n - :class:`InvalidBusNameError` - If this is not a valid bus name.\n \"\"\"\n if not is_bus_name_valid(name):\n raise InvalidBusNameError(name)\n\n\ndef assert_object_path_valid(path: str):\n \"\"\"Raise an error if this is not a valid object path.\n\n .. seealso:: https://dbus.freedesktop.org/doc/dbus-specification.html#message-protocol-marshaling-object-path\n\n :param path: The object path to validate.\n :type path: str\n\n :raises:\n - :class:`InvalidObjectPathError` - If this is not a valid object path.\n \"\"\"\n if not is_object_path_valid(path):\n raise InvalidObjectPathError(path)\n\n\ndef assert_interface_name_valid(name: str):\n \"\"\"Raise an error if this is not a valid interface name.\n\n .. seealso:: https://dbus.freedesktop.org/doc/dbus-specification.html#message-protocol-names-interface\n\n :param name: The interface name to validate.\n :type name: str\n\n :raises:\n - :class:`InvalidInterfaceNameError` - If this is not a valid object path.\n \"\"\"\n if not is_interface_name_valid(name):\n raise InvalidInterfaceNameError(name)\n\n\ndef assert_member_name_valid(member):\n \"\"\"Raise an error if this is not a valid member name.\n\n .. seealso:: https://dbus.freedesktop.org/doc/dbus-specification.html#message-protocol-names-member\n\n :param member: The member name to validate.\n :type member: str\n\n :raises:\n - :class:`InvalidMemberNameError` - If this is not a valid object path.\n \"\"\"\n if not is_member_name_valid(member):\n raise InvalidMemberNameError(member)\n" }, { "alpha_fraction": 0.6336448788642883, "alphanum_fraction": 0.6437917351722717, "avg_line_length": 29.69672203063965, "blob_id": "f3ae7db80d6beb651d0762893f60187595e11447", "content_id": "5cfb92ecbecdf66e1e1a3af384ecc674793ccf87", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3745, "license_type": "permissive", "max_line_length": 88, "num_lines": 122, "path": "/test/test_introspection.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next import introspection as intr, ArgDirection, PropertyAccess, SignatureType\n\nimport os\n\nexample_data = open(f'{os.path.dirname(__file__)}/data/introspection.xml', 'r').read()\n\n\ndef test_example_introspection_from_xml():\n node = intr.Node.parse(example_data)\n\n assert len(node.interfaces) == 1\n interface = node.interfaces[0]\n\n assert len(node.nodes) == 2\n assert len(interface.methods) == 3\n assert len(interface.signals) == 2\n assert len(interface.properties) == 1\n\n assert type(node.nodes[0]) is intr.Node\n assert node.nodes[0].name == 'child_of_sample_object'\n assert type(node.nodes[1]) is intr.Node\n assert node.nodes[1].name == 'another_child_of_sample_object'\n\n assert interface.name == 'com.example.SampleInterface0'\n\n frobate = interface.methods[0]\n assert type(frobate) is intr.Method\n assert frobate.name == 'Frobate'\n assert len(frobate.in_args) == 1\n assert len(frobate.out_args) == 2\n\n foo = frobate.in_args[0]\n assert type(foo) is intr.Arg\n assert foo.name == 'foo'\n assert foo.direction == ArgDirection.IN\n assert foo.signature == 'i'\n assert type(foo.type) is SignatureType\n assert foo.type.token == 'i'\n\n bar = frobate.out_args[0]\n assert type(bar) is intr.Arg\n assert bar.name == 'bar'\n assert bar.direction == ArgDirection.OUT\n assert bar.signature == 's'\n assert type(bar.type) is SignatureType\n assert bar.type.token == 's'\n\n prop = interface.properties[0]\n assert type(prop) is intr.Property\n assert prop.name == 'Bar'\n assert prop.signature == 'y'\n assert type(prop.type) is SignatureType\n assert prop.type.token == 'y'\n assert prop.access == PropertyAccess.WRITE\n\n changed = interface.signals[0]\n assert type(changed) is intr.Signal\n assert changed.name == 'Changed'\n assert len(changed.args) == 1\n new_value = changed.args[0]\n assert type(new_value) is intr.Arg\n assert new_value.name == 'new_value'\n assert new_value.signature == 'b'\n\n\ndef test_example_introspection_to_xml():\n node = intr.Node.parse(example_data)\n tree = node.to_xml()\n assert tree.tag == 'node'\n assert tree.attrib.get('name') == '/com/example/sample_object0'\n assert len(tree) == 3\n interface = tree[0]\n assert interface.tag == 'interface'\n assert interface.get('name') == 'com.example.SampleInterface0'\n assert len(interface) == 6\n method = interface[0]\n assert method.tag == 'method'\n assert method.get('name') == 'Frobate'\n # TODO annotations\n assert len(method) == 3\n\n arg = method[0]\n assert arg.tag == 'arg'\n assert arg.attrib.get('name') == 'foo'\n assert arg.attrib.get('type') == 'i'\n assert arg.attrib.get('direction') == 'in'\n\n signal = interface[3]\n assert signal.tag == 'signal'\n assert signal.attrib.get('name') == 'Changed'\n assert len(signal) == 1\n\n arg = signal[0]\n assert arg.tag == 'arg'\n assert arg.attrib.get('name') == 'new_value'\n assert arg.attrib.get('type') == 'b'\n\n signal = interface[4]\n assert signal.tag == 'signal'\n assert signal.attrib.get('name') == 'ChangedMulti'\n assert len(signal) == 2\n\n arg = signal[0]\n assert arg.tag == 'arg'\n assert arg.attrib.get('name') == 'new_value1'\n assert arg.attrib.get('type') == 'b'\n\n arg = signal[1]\n assert arg.tag == 'arg'\n assert arg.attrib.get('name') == 'new_value2'\n assert arg.attrib.get('type') == 'y'\n\n prop = interface[5]\n assert prop.attrib.get('name') == 'Bar'\n assert prop.attrib.get('type') == 'y'\n assert prop.attrib.get('access') == 'write'\n\n\ndef test_default_interfaces():\n # just make sure it doesn't throw\n default = intr.Node.default()\n assert type(default) is intr.Node\n" }, { "alpha_fraction": 0.705616295337677, "alphanum_fraction": 0.7101394534111023, "avg_line_length": 41.448001861572266, "blob_id": "fa9c6f97190910665bc369e809d9edf97eb37713", "content_id": "b9494f874eead9f79b0a4802666d9c8b7c368d0f", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5306, "license_type": "permissive", "max_line_length": 132, "num_lines": 125, "path": "/dbus_next/constants.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from enum import Enum, IntFlag\n\n\nclass BusType(Enum):\n \"\"\"An enum that indicates a type of bus. On most systems, there are\n normally two different kinds of buses running.\n \"\"\"\n SESSION = 1 #: A bus for the current graphical user session.\n SYSTEM = 2 #: A persistent bus for the whole machine.\n\n\nclass MessageType(Enum):\n \"\"\"An enum that indicates a type of message.\"\"\"\n METHOD_CALL = 1 #: An outgoing method call.\n METHOD_RETURN = 2 #: A return to a previously sent method call\n ERROR = 3 #: A return to a method call that has failed\n SIGNAL = 4 #: A broadcast signal to subscribed connections\n\n\nMESSAGE_TYPE_MAP = {field.value: field for field in MessageType}\n\n\nclass MessageFlag(IntFlag):\n \"\"\"Flags that affect the behavior of sent and received messages\n \"\"\"\n NONE = 0\n NO_REPLY_EXPECTED = 1 #: The method call does not expect a method return.\n NO_AUTOSTART = 2\n ALLOW_INTERACTIVE_AUTHORIZATION = 4\n\n\nMESSAGE_FLAG_MAP = {field.value: field for field in MessageFlag}\n\n\nclass NameFlag(IntFlag):\n \"\"\"A flag that affects the behavior of a name request.\n \"\"\"\n NONE = 0\n ALLOW_REPLACEMENT = 1 #: If another client requests this name, let them have it.\n REPLACE_EXISTING = 2 #: If another client owns this name, try to take it.\n DO_NOT_QUEUE = 4 #: Name requests normally queue and wait for the owner to release the name. Do not enter this queue.\n\n\nclass RequestNameReply(Enum):\n \"\"\"An enum that describes the result of a name request.\n \"\"\"\n PRIMARY_OWNER = 1 #: The bus owns the name.\n IN_QUEUE = 2 #: The bus is in a queue and may receive the name after it is relased by the primary owner.\n EXISTS = 3 #: The name has an owner and NameFlag.DO_NOT_QUEUE was given.\n ALREADY_OWNER = 4 #: The bus already owns the name.\n\n\nclass ReleaseNameReply(Enum):\n \"\"\"An enum that describes the result of a name release request\n \"\"\"\n RELEASED = 1\n NON_EXISTENT = 2\n NOT_OWNER = 3\n\n\nclass PropertyAccess(Enum):\n \"\"\"An enum that describes whether a DBus property can be gotten or set with\n the ``org.freedesktop.DBus.Properties`` interface.\n \"\"\"\n READ = 'read' #: The property is readonly.\n WRITE = 'write' #: The property is writeonly.\n READWRITE = 'readwrite' #: The property can be read or written to.\n\n def readable(self):\n \"\"\"Get whether the property can be read.\n \"\"\"\n return self == PropertyAccess.READ or self == PropertyAccess.READWRITE\n\n def writable(self):\n \"\"\"Get whether the property can be written to.\n \"\"\"\n return self == PropertyAccess.WRITE or self == PropertyAccess.READWRITE\n\n\nclass ArgDirection(Enum):\n \"\"\"For an introspected argument, indicates whether it is an input parameter or a return value.\n \"\"\"\n IN = 'in'\n OUT = 'out'\n\n\nclass ErrorType(Enum):\n \"\"\"An enum for the type of an error for a message reply.\n\n :seealso: http://man7.org/linux/man-pages/man3/sd-bus-errors.3.html\n \"\"\"\n SERVICE_ERROR = 'com.dubstepdish.dbus.next.ServiceError' #: A custom error to indicate an exported service threw an exception.\n INTERNAL_ERROR = 'com.dubstepdish.dbus.next.InternalError' #: A custom error to indicate something went wrong with the library.\n CLIENT_ERROR = 'com.dubstepdish.dbus.next.ClientError' #: A custom error to indicate something went wrong with the client.\n\n FAILED = \"org.freedesktop.DBus.Error.Failed\"\n NO_MEMORY = \"org.freedesktop.DBus.Error.NoMemory\"\n SERVICE_UNKNOWN = \"org.freedesktop.DBus.Error.ServiceUnknown\"\n NAME_HAS_NO_OWNER = \"org.freedesktop.DBus.Error.NameHasNoOwner\"\n NO_REPLY = \"org.freedesktop.DBus.Error.NoReply\"\n IO_ERROR = \"org.freedesktop.DBus.Error.IOError\"\n BAD_ADDRESS = \"org.freedesktop.DBus.Error.BadAddress\"\n NOT_SUPPORTED = \"org.freedesktop.DBus.Error.NotSupported\"\n LIMITS_EXCEEDED = \"org.freedesktop.DBus.Error.LimitsExceeded\"\n ACCESS_DENIED = \"org.freedesktop.DBus.Error.AccessDenied\"\n AUTH_FAILED = \"org.freedesktop.DBus.Error.AuthFailed\"\n NO_SERVER = \"org.freedesktop.DBus.Error.NoServer\"\n TIMEOUT = \"org.freedesktop.DBus.Error.Timeout\"\n NO_NETWORK = \"org.freedesktop.DBus.Error.NoNetwork\"\n ADDRESS_IN_USE = \"org.freedesktop.DBus.Error.AddressInUse\"\n DISCONNECTED = \"org.freedesktop.DBus.Error.Disconnected\"\n INVALID_ARGS = \"org.freedesktop.DBus.Error.InvalidArgs\"\n FILE_NOT_FOUND = \"org.freedesktop.DBus.Error.FileNotFound\"\n FILE_EXISTS = \"org.freedesktop.DBus.Error.FileExists\"\n UNKNOWN_METHOD = \"org.freedesktop.DBus.Error.UnknownMethod\"\n UNKNOWN_OBJECT = \"org.freedesktop.DBus.Error.UnknownObject\"\n UNKNOWN_INTERFACE = \"org.freedesktop.DBus.Error.UnknownInterface\"\n UNKNOWN_PROPERTY = \"org.freedesktop.DBus.Error.UnknownProperty\"\n PROPERTY_READ_ONLY = \"org.freedesktop.DBus.Error.PropertyReadOnly\"\n UNIX_PROCESS_ID_UNKNOWN = \"org.freedesktop.DBus.Error.UnixProcessIdUnknown\"\n INVALID_SIGNATURE = \"org.freedesktop.DBus.Error.InvalidSignature\"\n INCONSISTENT_MESSAGE = \"org.freedesktop.DBus.Error.InconsistentMessage\"\n MATCH_RULE_NOT_FOUND = \"org.freedesktop.DBus.Error.MatchRuleNotFound\"\n MATCH_RULE_INVALID = \"org.freedesktop.DBus.Error.MatchRuleInvalid\"\n INTERACTIVE_AUTHORIZATION_REQUIRED = \"org.freedesktop.DBus.Error.InteractiveAuthorizationRequired\"\n" }, { "alpha_fraction": 0.5973557829856873, "alphanum_fraction": 0.6015625, "avg_line_length": 24.600000381469727, "blob_id": "1577b5f53644f43a495f3973144413ce9a113114", "content_id": "e9833fde16e29c8e5681eafa6ec15784fb9430d6", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1664, "license_type": "permissive", "max_line_length": 89, "num_lines": 65, "path": "/examples/example-service.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python3\nimport sys\nimport os\n\nsys.path.append(os.path.abspath(os.path.dirname(__file__) + '/..'))\n\nfrom dbus_next.service import ServiceInterface, method, signal, dbus_property\nfrom dbus_next.aio.message_bus import MessageBus\nfrom dbus_next import Variant\n\nimport asyncio\n\n\nclass ExampleInterface(ServiceInterface):\n def __init__(self, name):\n super().__init__(name)\n self._string_prop = 'kevin'\n\n @method()\n def Echo(self, what: 's') -> 's':\n return what\n\n @method()\n def EchoMultiple(self, what1: 's', what2: 's') -> 'ss':\n return [what1, what2]\n\n @method()\n def GetVariantDict(self) -> 'a{sv}':\n return {\n 'foo': Variant('s', 'bar'),\n 'bat': Variant('x', -55),\n 'a_list': Variant('as', ['hello', 'world'])\n }\n\n @dbus_property(name='StringProp')\n def string_prop(self) -> 's':\n return self._string_prop\n\n @string_prop.setter\n def string_prop_setter(self, val: 's'):\n self._string_prop = val\n\n @signal()\n def signal_simple(self) -> 's':\n return 'hello'\n\n @signal()\n def signal_multiple(self) -> 'ss':\n return ['hello', 'world']\n\n\nasync def main():\n name = 'dbus.next.example.service'\n path = '/example/path'\n interface_name = 'example.interface'\n\n bus = await MessageBus().connect()\n interface = ExampleInterface(interface_name)\n bus.export('/example/path', interface)\n await bus.request_name(name)\n print(f'service up on name: \"{name}\", path: \"{path}\", interface: \"{interface_name}\"')\n await bus.wait_for_disconnect()\n\n\nasyncio.get_event_loop().run_until_complete(main())\n" }, { "alpha_fraction": 0.6120401620864868, "alphanum_fraction": 0.6354514956474304, "avg_line_length": 36.375, "blob_id": "42654976175d607c8f5cc5701502c04e014fdd35", "content_id": "f634104690d3289bdb6700c32f8ef70f4057519e", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 299, "license_type": "permissive", "max_line_length": 82, "num_lines": 8, "path": "/dbus_next/__version__.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "__title__ = 'dbus_next'\n__description__ = 'A zero-dependency DBus library for Python with asyncio support'\n__url__ = 'https://github.com/altdesktop/python-dbus-next'\n__version__ = '0.2.3'\n__author__ = 'Tony Crisci'\n__author_email__ = '[email protected]'\n__license__ = 'MIT'\n__copyright__ = 'Copyright 2019 Tony Crisci'\n" }, { "alpha_fraction": 0.6221441030502319, "alphanum_fraction": 0.6234222650527954, "avg_line_length": 37.63580322265625, "blob_id": "80d204b64b43b4e523e49927c9aae57b80f9df70", "content_id": "5214ad10a750b5ff319708519bb88150c3f208df", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6259, "license_type": "permissive", "max_line_length": 100, "num_lines": 162, "path": "/dbus_next/aio/proxy_object.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from ..proxy_object import BaseProxyObject, BaseProxyInterface\nfrom ..message_bus import BaseMessageBus\nfrom ..message import Message, MessageFlag\nfrom ..signature import Variant\nfrom ..errors import DBusError\nfrom ..constants import ErrorType\nfrom .._private.util import replace_idx_with_fds, replace_fds_with_idx\nfrom .. import introspection as intr\nimport xml.etree.ElementTree as ET\n\nfrom typing import Union, List\n\n\nclass ProxyInterface(BaseProxyInterface):\n \"\"\"A class representing a proxy to an interface exported on the bus by\n another client for the asyncio :class:`MessageBus\n <dbus_next.aio.MessageBus>` implementation.\n\n This class is not meant to be constructed directly by the user. Use\n :func:`ProxyObject.get_interface()\n <dbus_next.aio.ProxyObject.get_interface>` on a asyncio proxy object to get\n a proxy interface.\n\n This class exposes methods to call DBus methods, listen to signals, and get\n and set properties on the interface that are created dynamically based on\n the introspection data passed to the proxy object that made this proxy\n interface.\n\n A *method call* takes this form:\n\n .. code-block:: python3\n\n result = await interface.call_[METHOD](*args)\n\n Where ``METHOD`` is the name of the method converted to snake case.\n\n DBus methods are exposed as coroutines that take arguments that correpond\n to the *in args* of the interface method definition and return a ``result``\n that corresponds to the *out arg*. If the method has more than one out arg,\n they are returned within a :class:`list`.\n\n To *listen to a signal* use this form:\n\n .. code-block:: python3\n\n interface.on_[SIGNAL](callback)\n\n To *stop listening to a signal* use this form:\n\n .. code-block:: python3\n\n interface.off_[SIGNAL](callback)\n\n Where ``SIGNAL`` is the name of the signal converted to snake case.\n\n DBus signals are exposed with an event-callback interface. The provided\n ``callback`` will be called when the signal is emitted with arguments that\n correspond to the *out args* of the interface signal definition.\n\n To *get or set a property* use this form:\n\n .. code-block:: python3\n\n value = await interface.get_[PROPERTY]()\n await interface.set_[PROPERTY](value)\n\n Where ``PROPERTY`` is the name of the property converted to snake case.\n\n DBus property getters and setters are exposed as coroutines. The ``value``\n must correspond to the type of the property in the interface definition.\n\n If the service returns an error for a DBus call, a :class:`DBusError\n <dbus_next.DBusError>` will be raised with information about the error.\n \"\"\"\n def _add_method(self, intr_method):\n async def method_fn(*args, flags=MessageFlag.NONE):\n input_body, unix_fds = replace_fds_with_idx(intr_method.in_signature, list(args))\n\n msg = await self.bus.call(\n Message(destination=self.bus_name,\n path=self.path,\n interface=self.introspection.name,\n member=intr_method.name,\n signature=intr_method.in_signature,\n body=input_body,\n flags=flags,\n unix_fds=unix_fds))\n\n if flags & MessageFlag.NO_REPLY_EXPECTED:\n return None\n\n BaseProxyInterface._check_method_return(msg, intr_method.out_signature)\n\n out_len = len(intr_method.out_args)\n\n body = replace_idx_with_fds(msg.signature_tree, msg.body, msg.unix_fds)\n\n if not out_len:\n return None\n elif out_len == 1:\n return body[0]\n else:\n return body\n\n method_name = f'call_{BaseProxyInterface._to_snake_case(intr_method.name)}'\n setattr(self, method_name, method_fn)\n\n def _add_property(self, intr_property):\n async def property_getter():\n msg = await self.bus.call(\n Message(destination=self.bus_name,\n path=self.path,\n interface='org.freedesktop.DBus.Properties',\n member='Get',\n signature='ss',\n body=[self.introspection.name, intr_property.name]))\n\n BaseProxyInterface._check_method_return(msg, 'v')\n variant = msg.body[0]\n if variant.signature != intr_property.signature:\n raise DBusError(ErrorType.CLIENT_ERROR,\n f'property returned unexpected signature \"{variant.signature}\"',\n msg)\n\n return replace_idx_with_fds('v', msg.body, msg.unix_fds)[0].value\n\n async def property_setter(val):\n variant = Variant(intr_property.signature, val)\n\n body, unix_fds = replace_fds_with_idx(\n 'ssv', [self.introspection.name, intr_property.name, variant])\n\n msg = await self.bus.call(\n Message(destination=self.bus_name,\n path=self.path,\n interface='org.freedesktop.DBus.Properties',\n member='Set',\n signature='ssv',\n body=body,\n unix_fds=unix_fds))\n\n BaseProxyInterface._check_method_return(msg)\n\n snake_case = BaseProxyInterface._to_snake_case(intr_property.name)\n setattr(self, f'get_{snake_case}', property_getter)\n setattr(self, f'set_{snake_case}', property_setter)\n\n\nclass ProxyObject(BaseProxyObject):\n \"\"\"The proxy object implementation for the GLib :class:`MessageBus <dbus_next.glib.MessageBus>`.\n\n For more information, see the :class:`BaseProxyObject <dbus_next.proxy_object.BaseProxyObject>`.\n \"\"\"\n def __init__(self, bus_name: str, path: str, introspection: Union[intr.Node, str, ET.Element],\n bus: BaseMessageBus):\n super().__init__(bus_name, path, introspection, bus, ProxyInterface)\n\n def get_interface(self, name: str) -> ProxyInterface:\n return super().get_interface(name)\n\n def get_children(self) -> List['ProxyObject']:\n return super().get_children()\n" }, { "alpha_fraction": 0.6205433011054993, "alphanum_fraction": 0.6269100308418274, "avg_line_length": 33.144927978515625, "blob_id": "abf0204f4c43dae78d1887ad86a39dc0e9691eaa", "content_id": "1042a1a17df0d467d50bef1173a19f5771788f7a", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4712, "license_type": "permissive", "max_line_length": 100, "num_lines": 138, "path": "/test/test_aio_low_level.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next.aio import MessageBus\nfrom dbus_next import Message, MessageType, MessageFlag\n\nimport pytest\n\n\[email protected]\nasync def test_standard_interfaces():\n bus = await MessageBus().connect()\n msg = Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='ListNames',\n serial=bus.next_serial())\n reply = await bus.call(msg)\n\n assert reply.message_type == MessageType.METHOD_RETURN\n assert reply.reply_serial == msg.serial\n assert reply.signature == 'as'\n assert bus.unique_name in reply.body[0]\n\n msg.interface = 'org.freedesktop.DBus.Introspectable'\n msg.member = 'Introspect'\n msg.serial = bus.next_serial()\n\n reply = await bus.call(msg)\n assert reply.message_type == MessageType.METHOD_RETURN\n assert reply.reply_serial == msg.serial\n assert reply.signature == 's'\n assert type(reply.body[0]) is str\n\n msg.member = 'MemberDoesNotExist'\n msg.serial = bus.next_serial()\n\n reply = await bus.call(msg)\n assert reply.message_type == MessageType.ERROR\n assert reply.reply_serial == msg.serial\n assert reply.error_name\n assert reply.signature == 's'\n assert type(reply.body[0]) is str\n\n\[email protected]\nasync def test_sending_messages_between_buses():\n bus1 = await MessageBus().connect()\n bus2 = await MessageBus().connect()\n\n msg = Message(destination=bus1.unique_name,\n path='/org/test/path',\n interface='org.test.iface',\n member='SomeMember',\n serial=bus2.next_serial())\n\n def message_handler(sent):\n if sent.sender == bus2.unique_name and sent.serial == msg.serial:\n assert sent.path == msg.path\n assert sent.serial == msg.serial\n assert sent.interface == msg.interface\n assert sent.member == msg.member\n bus1.send(Message.new_method_return(sent, 's', ['got it']))\n bus1.remove_message_handler(message_handler)\n return True\n\n bus1.add_message_handler(message_handler)\n\n reply = await bus2.call(msg)\n\n assert reply.message_type == MessageType.METHOD_RETURN\n assert reply.sender == bus1.unique_name\n assert reply.signature == 's'\n assert reply.body == ['got it']\n assert reply.reply_serial == msg.serial\n\n def message_handler_error(sent):\n if sent.sender == bus2.unique_name and sent.serial == msg.serial:\n assert sent.path == msg.path\n assert sent.serial == msg.serial\n assert sent.interface == msg.interface\n assert sent.member == msg.member\n bus1.send(Message.new_error(sent, 'org.test.Error', 'throwing an error'))\n bus1.remove_message_handler(message_handler_error)\n return True\n\n bus1.add_message_handler(message_handler_error)\n\n msg.serial = bus2.next_serial()\n\n reply = await bus2.call(msg)\n\n assert reply.message_type == MessageType.ERROR\n assert reply.sender == bus1.unique_name\n assert reply.reply_serial == msg.serial\n assert reply.error_name == 'org.test.Error'\n assert reply.signature == 's'\n assert reply.body == ['throwing an error']\n\n msg.serial = bus2.next_serial()\n msg.flags = MessageFlag.NO_REPLY_EXPECTED\n reply = await bus2.call(msg)\n assert reply is None\n\n\[email protected]\nasync def test_sending_signals_between_buses(event_loop):\n bus1 = await MessageBus().connect()\n bus2 = await MessageBus().connect()\n\n add_match_msg = Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='AddMatch',\n signature='s',\n body=[f'sender={bus2.unique_name}'])\n\n await bus1.call(add_match_msg)\n\n async def wait_for_message():\n future = event_loop.create_future()\n\n def message_handler(signal):\n if signal.sender == bus2.unique_name:\n bus1.remove_message_handler(message_handler)\n future.set_result(signal)\n\n bus1.add_message_handler(message_handler)\n return await future\n\n bus2.send(\n Message.new_signal('/org/test/path', 'org.test.interface', 'SomeSignal', 's', ['a signal']))\n\n signal = await wait_for_message()\n\n assert signal.message_type == MessageType.SIGNAL\n assert signal.path == '/org/test/path'\n assert signal.interface == 'org.test.interface'\n assert signal.member == 'SomeSignal'\n assert signal.signature == 's'\n assert signal.body == ['a signal']\n" }, { "alpha_fraction": 0.7620320916175842, "alphanum_fraction": 0.7620320916175842, "avg_line_length": 40.55555725097656, "blob_id": "c5bece1602eeeed1b1b62700b1510765ee0bd94f", "content_id": "6749c6712831564aa9c44a20ba470ab9ed288735", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 374, "license_type": "permissive", "max_line_length": 208, "num_lines": 9, "path": "/docs/authentication.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "Authentication\n==============\n\nClasses for the DBus `authentication protocol <https://dbus.freedesktop.org/doc/dbus-specification.html#auth-protocol>`_ for us with :class:`MessageBus <dbus_next.message_bus.BaseMessageBus>` implementations.\n\n.. autoclass:: dbus_next.auth.Authenticator\n\n.. autoclass:: dbus_next.auth.AuthExternal\n.. autoclass:: dbus_next.auth.AuthAnnonymous\n" }, { "alpha_fraction": 0.5814656615257263, "alphanum_fraction": 0.5841337442398071, "avg_line_length": 33.703704833984375, "blob_id": "3bb61042c43bbe2514086bdf0ba8f60615601c9c", "content_id": "cf2010120e29774f1766c97f4380e385ab28f755", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5622, "license_type": "permissive", "max_line_length": 93, "num_lines": 162, "path": "/dbus_next/_private/util.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from typing import List, Any, Union\nimport inspect\nfrom ..signature import SignatureTree, Variant\nimport ast\n\n\ndef signature_contains_type(signature: Union[str, SignatureTree], body: List[Any],\n token: str) -> bool:\n '''For a given signature and body, check to see if it contains any members\n with the given token'''\n if type(signature) is str:\n signature = SignatureTree._get(signature)\n\n queue = []\n contains_variants = False\n for st in signature.types:\n queue.append(st)\n\n while True:\n if not queue:\n break\n st = queue.pop()\n if st.token == token:\n return True\n elif st.token == 'v':\n contains_variants = True\n queue.extend(st.children)\n\n if not contains_variants:\n return False\n\n for member in body:\n queue.append(member)\n\n while True:\n if not queue:\n return False\n member = queue.pop()\n if type(member) is Variant and \\\n signature_contains_type(member.signature, [member.value], token):\n return True\n elif type(member) is list:\n queue.extend(member)\n elif type(member) is dict:\n queue.extend(member.values())\n\n\ndef replace_fds_with_idx(signature: Union[str, SignatureTree],\n body: List[Any]) -> (List[Any], List[int]):\n '''Take the high level body format and convert it into the low level body\n format. Type 'h' refers directly to the fd in the body. Replace that with\n an index and return the corresponding list of unix fds that can be set on\n the Message'''\n if type(signature) is str:\n signature = SignatureTree._get(signature)\n\n if not signature_contains_type(signature, body, 'h'):\n return body, []\n\n unix_fds = []\n\n def _replace(fd):\n try:\n return unix_fds.index(fd)\n except ValueError:\n unix_fds.append(fd)\n return len(unix_fds) - 1\n\n _replace_fds(body, signature.types, _replace)\n\n return body, unix_fds\n\n\ndef replace_idx_with_fds(signature: Union[str, SignatureTree], body: List[Any],\n unix_fds: List[int]) -> List[Any]:\n '''Take the low level body format and return the high level body format.\n Type 'h' refers to an index in the unix_fds array. Replace those with the\n actual file descriptor or `None` if one does not exist.'''\n if type(signature) is str:\n signature = SignatureTree._get(signature)\n\n if not signature_contains_type(signature, body, 'h'):\n return body\n\n def _replace(idx):\n try:\n return unix_fds[idx]\n except IndexError:\n return None\n\n _replace_fds(body, signature.types, _replace)\n\n return body\n\n\ndef parse_annotation(annotation: str) -> str:\n '''\n Because of PEP 563, if `from __future__ import annotations` is used in code\n or on Python version >=3.10 where this is the default, return annotations\n from the `inspect` module will return annotations as \"forward definitions\".\n In this case, we must eval the result which we do only when given a string\n constant.\n '''\n def raise_value_error():\n raise ValueError(f'service annotations must be a string constant (got {annotation})')\n\n if not annotation or annotation is inspect.Signature.empty:\n return ''\n if type(annotation) is not str:\n raise_value_error()\n try:\n body = ast.parse(annotation).body\n if len(body) == 1 and type(body[0].value) is ast.Constant:\n if type(body[0].value.value) is not str:\n raise_value_error()\n return body[0].value.value\n except SyntaxError:\n pass\n\n return annotation\n\n\ndef _replace_fds(body_obj: List[Any], children, replace_fn):\n '''Replace any type 'h' with the value returned by replace_fn() given the\n value of the fd field. This is used by the high level interfaces which\n allow type 'h' to be the fd directly instead of an index in an external\n array such as in the spec.'''\n for index, st in enumerate(children):\n if not any(sig in st.signature for sig in 'hv'):\n continue\n if st.signature == 'h':\n body_obj[index] = replace_fn(body_obj[index])\n elif st.token == 'a':\n if st.children[0].token == '{':\n _replace_fds(body_obj[index], st.children, replace_fn)\n else:\n for i, child in enumerate(body_obj[index]):\n if st.signature == 'ah':\n body_obj[index][i] = replace_fn(child)\n else:\n _replace_fds([child], st.children, replace_fn)\n elif st.token in '(':\n _replace_fds(body_obj[index], st.children, replace_fn)\n elif st.token in '{':\n for key, value in list(body_obj.items()):\n body_obj.pop(key)\n if st.children[0].signature == 'h':\n key = replace_fn(key)\n if st.children[1].signature == 'h':\n value = replace_fn(value)\n else:\n _replace_fds([value], [st.children[1]], replace_fn)\n body_obj[key] = value\n\n elif st.signature == 'v':\n if body_obj[index].signature == 'h':\n body_obj[index].value = replace_fn(body_obj[index].value)\n else:\n _replace_fds([body_obj[index].value], [body_obj[index].type], replace_fn)\n\n elif st.children:\n _replace_fds(body_obj[index], st.children, replace_fn)\n" }, { "alpha_fraction": 0.6475644707679749, "alphanum_fraction": 0.65329509973526, "avg_line_length": 21.516128540039062, "blob_id": "7f9d9dbb72af58853d84bec6f746ca9b12780abf", "content_id": "44fe68ddfdc85ecb13efa478ce77085368204e21", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 698, "license_type": "permissive", "max_line_length": 67, "num_lines": 31, "path": "/examples/aio-list-names.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python3\nimport sys\nimport os\n\nsys.path.append(os.path.abspath(os.path.dirname(__file__) + '/..'))\n\nfrom dbus_next import Message, MessageType\nfrom dbus_next.aio import MessageBus\n\nimport asyncio\nimport json\n\nloop = asyncio.get_event_loop()\n\n\nasync def main():\n bus = await MessageBus().connect()\n\n reply = await bus.call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='ListNames'))\n\n if reply.message_type == MessageType.ERROR:\n raise Exception(reply.body[0])\n\n print(json.dumps(reply.body[0], indent=2))\n\n\nloop.run_until_complete(main())\n" }, { "alpha_fraction": 0.6562299132347107, "alphanum_fraction": 0.6675959825515747, "avg_line_length": 30.506755828857422, "blob_id": "23470533c48fb84d270142efee66b7eb1a1a80e1", "content_id": "1cd236f279370abdb353540b926cbdbcdcbd66ec", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4663, "license_type": "permissive", "max_line_length": 95, "num_lines": 148, "path": "/test/service/test_decorators.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next import PropertyAccess, introspection as intr\nfrom dbus_next.service import method, signal, dbus_property, ServiceInterface\n\n\nclass ExampleInterface(ServiceInterface):\n def __init__(self):\n super().__init__('test.interface')\n self._some_prop = 55\n self._another_prop = 101\n self._weird_prop = 500\n\n @method()\n def some_method(self, one: 's', two: 's') -> 's':\n return 'hello'\n\n @method(name='renamed_method', disabled=True)\n def another_method(self, eight: 'o', six: 't'):\n pass\n\n @signal()\n def some_signal(self) -> 'as':\n return ['result']\n\n @signal(name='renamed_signal', disabled=True)\n def another_signal(self) -> '(dodo)':\n return [1, '/', 1, '/']\n\n @dbus_property(name='renamed_readonly_property', access=PropertyAccess.READ, disabled=True)\n def another_prop(self) -> 't':\n return self._another_prop\n\n @dbus_property()\n def some_prop(self) -> 'u':\n return self._some_prop\n\n @some_prop.setter\n def some_prop(self, val: 'u'):\n self._some_prop = val + 1\n\n # for this one, the setter has a different name than the getter which is a\n # special case in the code\n @dbus_property()\n def weird_prop(self) -> 't':\n return self._weird_prop\n\n @weird_prop.setter\n def setter_for_weird_prop(self, val: 't'):\n self._weird_prop = val\n\n\ndef test_method_decorator():\n interface = ExampleInterface()\n assert interface.name == 'test.interface'\n\n properties = ServiceInterface._get_properties(interface)\n methods = ServiceInterface._get_methods(interface)\n signals = ServiceInterface._get_signals(interface)\n\n assert len(methods) == 2\n\n method = methods[0]\n assert method.name == 'renamed_method'\n assert method.in_signature == 'ot'\n assert method.out_signature == ''\n assert method.disabled\n assert type(method.introspection) is intr.Method\n\n method = methods[1]\n assert method.name == 'some_method'\n assert method.in_signature == 'ss'\n assert method.out_signature == 's'\n assert not method.disabled\n assert type(method.introspection) is intr.Method\n\n assert len(signals) == 2\n\n signal = signals[0]\n assert signal.name == 'renamed_signal'\n assert signal.signature == '(dodo)'\n assert signal.disabled\n assert type(signal.introspection) is intr.Signal\n\n signal = signals[1]\n assert signal.name == 'some_signal'\n assert signal.signature == 'as'\n assert not signal.disabled\n assert type(signal.introspection) is intr.Signal\n\n assert len(properties) == 3\n\n renamed_readonly_prop = properties[0]\n assert renamed_readonly_prop.name == 'renamed_readonly_property'\n assert renamed_readonly_prop.signature == 't'\n assert renamed_readonly_prop.access == PropertyAccess.READ\n assert renamed_readonly_prop.disabled\n assert type(renamed_readonly_prop.introspection) is intr.Property\n\n weird_prop = properties[1]\n assert weird_prop.name == 'weird_prop'\n assert weird_prop.access == PropertyAccess.READWRITE\n assert weird_prop.signature == 't'\n assert not weird_prop.disabled\n assert weird_prop.prop_getter is not None\n assert weird_prop.prop_getter.__name__ == 'weird_prop'\n assert weird_prop.prop_setter is not None\n assert weird_prop.prop_setter.__name__ == 'setter_for_weird_prop'\n assert type(weird_prop.introspection) is intr.Property\n\n prop = properties[2]\n assert prop.name == 'some_prop'\n assert prop.access == PropertyAccess.READWRITE\n assert prop.signature == 'u'\n assert not prop.disabled\n assert prop.prop_getter is not None\n assert prop.prop_setter is not None\n assert type(prop.introspection) is intr.Property\n\n # make sure the getter and setter actually work\n assert interface._some_prop == 55\n interface._some_prop = 555\n assert interface.some_prop == 555\n\n assert interface._weird_prop == 500\n assert weird_prop.prop_getter(interface) == 500\n interface._weird_prop = 1001\n assert interface._weird_prop == 1001\n weird_prop.prop_setter(interface, 600)\n assert interface._weird_prop == 600\n\n\ndef test_interface_introspection():\n interface = ExampleInterface()\n intr_interface = interface.introspect()\n assert type(intr_interface) is intr.Interface\n\n xml = intr_interface.to_xml()\n\n assert xml.tag == 'interface'\n assert xml.attrib.get('name', None) == 'test.interface'\n\n methods = xml.findall('method')\n signals = xml.findall('signal')\n properties = xml.findall('property')\n\n assert len(xml) == 4\n assert len(methods) == 1\n assert len(signals) == 1\n assert len(properties) == 2\n" }, { "alpha_fraction": 0.6536297798156738, "alphanum_fraction": 0.655772864818573, "avg_line_length": 28.86400032043457, "blob_id": "ca21642ed7a6ca6501734e08fb4f558136bcbbe6", "content_id": "d3a6c7bbab22d50d076c50b542723ddb6e3ae98d", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3733, "license_type": "permissive", "max_line_length": 98, "num_lines": 125, "path": "/examples/dbus-next-send.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python3\nimport sys\nimport os\n\nsys.path.append(os.path.abspath(os.path.dirname(__file__) + '/..'))\n\nfrom dbus_next.validators import (is_bus_name_valid, is_member_name_valid, is_object_path_valid,\n is_interface_name_valid)\nfrom dbus_next.aio import MessageBus\nfrom dbus_next import MessageType, BusType, Message, Variant\nfrom argparse import ArgumentParser, OPTIONAL\nimport json\n\nimport asyncio\n\nparser = ArgumentParser()\n\nparser.add_argument('--system', help='Use the system bus', action='store_true')\nparser.add_argument('--session', help='Use the session bus', action='store_true')\nparser.add_argument('--dest', help='The destination address for the message', required=True)\nparser.add_argument('--signature', help='The signature for the message body')\nparser.add_argument('--type',\n help='The type of message to send',\n choices=[e.name for e in MessageType],\n default=MessageType.METHOD_CALL.name,\n nargs=OPTIONAL)\nparser.add_argument('object_path', help='The object path for the message')\nparser.add_argument('interface.member', help='The interface and member for the message')\nparser.add_argument('body',\n help='The JSON encoded body of the message. Must match the signature',\n nargs=OPTIONAL)\n\nargs = parser.parse_args()\n\n\ndef exit_error(message):\n parser.print_usage()\n print()\n print(message)\n sys.exit(1)\n\n\ninterface_member = vars(args)['interface.member'].split('.')\n\nif len(interface_member) < 2:\n exit_error(\n f'Expecting an interface and member separated by a dot: {vars(args)[\"interface.member\"]}')\n\ndestination = args.dest\nmember = interface_member[-1]\ninterface = '.'.join(interface_member[:len(interface_member) - 1])\nobject_path = args.object_path\nsignature = args.signature\nbody = args.body\nmessage_type = MessageType[args.type]\nsignature = args.signature\n\nbus_type = BusType.SESSION\n\nif args.system:\n bus_type = BusType.SYSTEM\n\nif message_type is not MessageType.METHOD_CALL:\n exit_error('only message type METHOD_CALL is supported right now')\n\nif not is_bus_name_valid(destination):\n exit_error(f'got invalid bus name: {destination}')\n\nif not is_object_path_valid(object_path):\n exit_error(f'got invalid object path: {object_path}')\n\nif not is_interface_name_valid(interface):\n exit_error(f'got invalid interface name: {interface}')\n\nif not is_member_name_valid(member):\n exit_error(f'got invalid member name: {member}')\n\nif body is None:\n body = []\n signature = ''\nelse:\n try:\n body = json.loads(body)\n except json.JSONDecodeError as e:\n exit_error(f'could not parse body as JSON: ({e})')\n\n if type(body) is not list:\n exit_error('body must be an array of arguments')\n\n if not signature:\n exit_error('--signature is a required argument when passing a message body')\n\nloop = asyncio.get_event_loop()\n\n\nasync def main():\n bus = await MessageBus(bus_type=bus_type).connect()\n\n message = Message(destination=destination,\n member=member,\n interface=interface,\n path=object_path,\n signature=signature,\n body=body)\n\n result = await bus.call(message)\n\n ret = 0\n\n if result.message_type is MessageType.ERROR:\n print(f'Error: {result.error_name}', file=sys.stderr)\n ret = 1\n\n def default(o):\n if type(o) is Variant:\n return [o.signature, o.value]\n else:\n raise json.JSONDecodeError()\n\n print(json.dumps(result.body, indent=2, default=default))\n\n sys.exit(ret)\n\n\nloop.run_until_complete(main())\n" }, { "alpha_fraction": 0.6647498607635498, "alphanum_fraction": 0.6653249263763428, "avg_line_length": 21.012659072875977, "blob_id": "d3abde756d664082674f086abb9ad1788190e405", "content_id": "b32e31926ba7c28a3e07cafbea336fcf8c8b69d2", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1739, "license_type": "permissive", "max_line_length": 64, "num_lines": 79, "path": "/dbus_next/errors.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "class SignatureBodyMismatchError(ValueError):\n pass\n\n\nclass InvalidSignatureError(ValueError):\n pass\n\n\nclass InvalidAddressError(ValueError):\n pass\n\n\nclass AuthError(Exception):\n pass\n\n\nclass InvalidMessageError(ValueError):\n pass\n\n\nclass InvalidIntrospectionError(ValueError):\n pass\n\n\nclass InterfaceNotFoundError(Exception):\n pass\n\n\nclass SignalDisabledError(Exception):\n pass\n\n\nclass InvalidBusNameError(TypeError):\n def __init__(self, name):\n super().__init__(f'invalid bus name: {name}')\n\n\nclass InvalidObjectPathError(TypeError):\n def __init__(self, path):\n super().__init__(f'invalid object path: {path}')\n\n\nclass InvalidInterfaceNameError(TypeError):\n def __init__(self, name):\n super().__init__(f'invalid interface name: {name}')\n\n\nclass InvalidMemberNameError(TypeError):\n def __init__(self, member):\n super().__init__(f'invalid member name: {member}')\n\n\nfrom .message import Message\nfrom .validators import assert_interface_name_valid\nfrom .constants import ErrorType, MessageType\n\n\nclass DBusError(Exception):\n def __init__(self, type_, text, reply=None):\n super().__init__(text)\n\n if type(type_) is ErrorType:\n type_ = type_.value\n\n assert_interface_name_valid(type_)\n if reply is not None and type(reply) is not Message:\n raise TypeError('reply must be of type Message')\n\n self.type = type_\n self.text = text\n self.reply = reply\n\n @staticmethod\n def _from_message(msg):\n assert msg.message_type == MessageType.ERROR\n return DBusError(msg.error_name, msg.body[0], reply=msg)\n\n def _as_message(self, msg):\n return Message.new_error(msg, self.type, self.text)\n" }, { "alpha_fraction": 0.7161571979522705, "alphanum_fraction": 0.7198522090911865, "avg_line_length": 31.89502716064453, "blob_id": "05c458b4beb3388c85fb594d88f19b65c8d125ab", "content_id": "27922e4ea2d7e0d332d1512c3d714bbe66fa1d69", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 5955, "license_type": "permissive", "max_line_length": 198, "num_lines": 181, "path": "/README.md", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "# python-dbus-next\n\nThe next great DBus library for Python.\n\n[Documentation](https://python-dbus-next.readthedocs.io/en/latest/)\n\n[Chat](https://discord.gg/UdbXHVX)\n\npython-dbus-next is a Python library for DBus that aims to be a fully featured high level library primarily geared towards integration of applications into Linux desktop and mobile environments.\n\nDesktop application developers can use this library for integrating their applications into desktop environments by implementing common DBus standard interfaces or creating custom plugin interfaces.\n\nDesktop users can use this library to create their own scripts and utilities to interact with those interfaces for customization of their desktop environment.\n\npython-dbus-next plans to improve over other DBus libraries for Python in the following ways:\n\n* Zero dependencies and pure Python 3.\n* Support for multiple IO backends including asyncio and the GLib main loop.\n* Nonblocking IO suitable for GUI development.\n* Target the latest language features of Python for beautiful services and clients.\n* Complete implementation of the DBus type system without ever guessing types.\n* Integration tests for all features of the library.\n* Completely documented public API.\n\n## Installing\n\nThis library is available on PyPi as [dbus-next](https://pypi.org/project/dbus-next/).\n\n```\npip3 install dbus-next\n```\n\n## The Client Interface\n\nTo use a service on the bus, the library constructs a proxy object you can use to call methods, get and set properties, and listen to signals.\n\nFor more information, see the [overview for the high-level client](https://python-dbus-next.readthedocs.io/en/latest/high-level-client/index.html).\n\nThis example connects to a media player and controls it with the [MPRIS](https://specifications.freedesktop.org/mpris-spec/latest/) DBus interface.\n\n```python\nfrom dbus_next.aio import MessageBus\n\nimport asyncio\n\nloop = asyncio.get_event_loop()\n\n\nasync def main():\n bus = await MessageBus().connect()\n # the introspection xml would normally be included in your project, but\n # this is convenient for development\n introspection = await bus.introspect('org.mpris.MediaPlayer2.vlc', '/org/mpris/MediaPlayer2')\n\n obj = bus.get_proxy_object('org.mpris.MediaPlayer2.vlc', '/org/mpris/MediaPlayer2', introspection)\n player = obj.get_interface('org.mpris.MediaPlayer2.Player')\n properties = obj.get_interface('org.freedesktop.DBus.Properties')\n\n # call methods on the interface (this causes the media player to play)\n await player.call_play()\n\n volume = await player.get_volume()\n print(f'current volume: {volume}, setting to 0.5')\n\n await player.set_volume(0.5)\n\n # listen to signals\n def on_properties_changed(interface_name, changed_properties, invalidated_properties):\n for changed, variant in changed_properties.items():\n print(f'property changed: {changed} - {variant.value}')\n\n properties.on_properties_changed(on_properties_changed)\n\n await loop.create_future()\n\nloop.run_until_complete(main())\n```\n\n## The Service Interface\n\nTo define a service on the bus, use the `ServiceInterface` class and decorate class methods to specify DBus methods, properties, and signals with their type signatures.\n\nFor more information, see the [overview for the high-level service](https://python-dbus-next.readthedocs.io/en/latest/high-level-service/index.html).\n\n```python\nfrom dbus_next.service import ServiceInterface, method, dbus_property, signal, Variant\nfrom dbus_next.aio import MessageBus\n\nimport asyncio\n\nclass ExampleInterface(ServiceInterface):\n def __init__(self, name):\n super().__init__(name)\n self._string_prop = 'kevin'\n\n @method()\n def Echo(self, what: 's') -> 's':\n return what\n\n @method()\n def GetVariantDict() -> 'a{sv}':\n return {\n 'foo': Variant('s', 'bar'),\n 'bat': Variant('x', -55),\n 'a_list': Variant('as', ['hello', 'world'])\n }\n\n @dbus_property()\n def string_prop(self) -> 's':\n return self._string_prop\n\n @string_prop.setter\n def string_prop_setter(self, val: 's'):\n self._string_prop = val\n\n @signal()\n def signal_simple(self) -> 's':\n return 'hello'\n\nasync def main():\n bus = await MessageBus().connect()\n interface = ExampleInterface('test.interface')\n bus.export('/test/path', interface)\n # now that we are ready to handle requests, we can request name from D-Bus\n await bus.request_name('test.name')\n # wait indefinitely\n await asyncio.get_event_loop().create_future()\n\nasyncio.get_event_loop().run_until_complete(main())\n```\n\n## The Low-Level Interface\n\nThe low-level interface works with DBus messages directly.\n\nFor more information, see the [overview for the low-level interface](https://python-dbus-next.readthedocs.io/en/latest/low-level-interface/index.html).\n\n```python\nfrom dbus_next.message import Message, MessageType\nfrom dbus_next.aio import MessageBus\n\nimport asyncio\nimport json\n\nloop = asyncio.get_event_loop()\n\n\nasync def main():\n bus = await MessageBus().connect()\n\n reply = await bus.call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='ListNames'))\n\n if reply.message_type == MessageType.ERROR:\n raise Exception(reply.body[0])\n\n print(json.dumps(reply.body[0], indent=2))\n\n\nloop.run_until_complete(main())\n```\n\n## Projects that use python-dbus-next\n\n* The [Playerctl](https://github.com/altdesktop/playerctl) test suite\n* [i3-dstatus](https://github.com/altdesktop/i3-dstatus)\n\n## Contributing\n\nContributions are welcome. Development happens on [Github](https://github.com/altdesktop/python-dbus-next).\n\nBefore you commit, run `make` to run the linter, code formatter, and the test suite.\n\n# Copyright\n\nYou can use this code under an MIT license (see LICENSE).\n\n© 2019, Tony Crisci\n" }, { "alpha_fraction": 0.6139621138572693, "alphanum_fraction": 0.6152566075325012, "avg_line_length": 43.69008255004883, "blob_id": "9d25e742b099e435435ce5c50363b5236cbd4d00", "content_id": "c43abd8d6bff52779a40caeacfb14e369eee5739", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 10815, "license_type": "permissive", "max_line_length": 174, "num_lines": 242, "path": "/dbus_next/message.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from ._private.marshaller import Marshaller\nfrom .constants import MessageType, MessageFlag, ErrorType\nfrom ._private.constants import PROTOCOL_VERSION, HeaderField, LITTLE_ENDIAN\nfrom .validators import assert_bus_name_valid, assert_member_name_valid, assert_object_path_valid, assert_interface_name_valid\nfrom .errors import InvalidMessageError\nfrom .signature import SignatureTree, Variant\n\nfrom typing import List, Any\n\nREQUIRED_FIELDS = {\n MessageType.METHOD_CALL: ('path', 'member'),\n MessageType.SIGNAL: ('path', 'member', 'interface'),\n MessageType.ERROR: ('error_name', 'reply_serial'),\n MessageType.METHOD_RETURN: ('reply_serial', ),\n}\n\n\nclass Message:\n \"\"\"A class for sending and receiving messages through the\n :class:`MessageBus <dbus_next.message_bus.BaseMessageBus>` with the\n low-level api.\n\n A ``Message`` can be constructed by the user to send over the message bus.\n When messages are received, such as from method calls or signal emissions,\n they will use this class as well.\n\n :ivar destination: The address of the client for which this message is intended.\n :vartype destination: str\n :ivar path: The intended object path exported on the destination bus.\n :vartype path: str\n :ivar interface: The intended interface on the object path.\n :vartype interface: str\n :ivar member: The intended member on the interface.\n :vartype member: str\n :ivar message_type: The type of this message. A method call, signal, method return, or error.\n :vartype message_type: :class:`MessageType`\n :ivar flags: Flags that affect the behavior of this message.\n :vartype flags: :class:`MessageFlag`\n :ivar error_name: If this message is an error, the name of this error. Must be a valid interface name.\n :vartype error_name: str\n :ivar reply_serial: If this is a return type, the serial this message is in reply to.\n :vartype reply_serial: int\n :ivar sender: The address of the sender of this message. Will be a unique name.\n :vartype sender: str\n :ivar unix_fds: A list of unix fds that were sent in the header of this message.\n :vartype unix_fds: list(int)\n :ivar signature: The signature of the body of this message.\n :vartype signature: str\n :ivar signature_tree: The signature parsed as a signature tree.\n :vartype signature_tree: :class:`SignatureTree`\n :ivar body: The body of this message. Must match the signature.\n :vartype body: list(Any)\n :ivar serial: The serial of the message. Will be automatically set during message sending if not present. Use the ``new_serial()`` method of the bus to generate a serial.\n :vartype serial: int\n\n :raises:\n - :class:`InvalidMessageError` - If the message is malformed or missing fields for the message type.\n - :class:`InvalidSignatureError` - If the given signature is not valid.\n - :class:`InvalidObjectPathError` - If ``path`` is not a valid object path.\n - :class:`InvalidBusNameError` - If ``destination`` is not a valid bus name.\n - :class:`InvalidMemberNameError` - If ``member`` is not a valid member name.\n - :class:`InvalidInterfaceNameError` - If ``error_name`` or ``interface`` is not a valid interface name.\n \"\"\"\n def __init__(self,\n destination: str = None,\n path: str = None,\n interface: str = None,\n member: str = None,\n message_type: MessageType = MessageType.METHOD_CALL,\n flags: MessageFlag = MessageFlag.NONE,\n error_name: str = None,\n reply_serial: int = None,\n sender: str = None,\n unix_fds: List[int] = [],\n signature: str = '',\n body: List[Any] = [],\n serial: int = 0):\n self.destination = destination\n self.path = path\n self.interface = interface\n self.member = member\n self.message_type = message_type\n self.flags = flags if type(flags) is MessageFlag else MessageFlag(bytes([flags]))\n self.error_name = error_name if type(error_name) is not ErrorType else error_name.value\n self.reply_serial = reply_serial\n self.sender = sender\n self.unix_fds = unix_fds\n self.signature = signature.signature if type(signature) is SignatureTree else signature\n self.signature_tree = signature if type(signature) is SignatureTree else SignatureTree._get(\n signature)\n self.body = body\n self.serial = serial\n\n if self.destination is not None:\n assert_bus_name_valid(self.destination)\n if self.interface is not None:\n assert_interface_name_valid(self.interface)\n if self.path is not None:\n assert_object_path_valid(self.path)\n if self.member is not None:\n assert_member_name_valid(self.member)\n if self.error_name is not None:\n assert_interface_name_valid(self.error_name)\n\n required_fields = REQUIRED_FIELDS.get(self.message_type)\n if not required_fields:\n raise InvalidMessageError(f'got unknown message type: {self.message_type}')\n for field in required_fields:\n if not getattr(self, field):\n raise InvalidMessageError(f'missing required field: {field}')\n\n @staticmethod\n def new_error(msg: 'Message', error_name: str, error_text: str) -> 'Message':\n \"\"\"A convenience constructor to create an error message in reply to the given message.\n\n :param msg: The message this error is in reply to.\n :type msg: :class:`Message`\n :param error_name: The name of this error. Must be a valid interface name.\n :type error_name: str\n :param error_text: Human-readable text for the error.\n\n :returns: The error message.\n :rtype: :class:`Message`\n\n :raises:\n - :class:`InvalidInterfaceNameError` - If the error_name is not a valid interface name.\n \"\"\"\n return Message(message_type=MessageType.ERROR,\n reply_serial=msg.serial,\n destination=msg.sender,\n error_name=error_name,\n signature='s',\n body=[error_text])\n\n @staticmethod\n def new_method_return(msg: 'Message',\n signature: str = '',\n body: List[Any] = [],\n unix_fds: List[int] = []) -> 'Message':\n \"\"\"A convenience constructor to create a method return to the given method call message.\n\n :param msg: The method call message this is a reply to.\n :type msg: :class:`Message`\n :param signature: The signature for the message body.\n :type signature: str\n :param body: The body of this message. Must match the signature.\n :type body: list(Any)\n :param unix_fds: List integer file descriptors to send with this message.\n :type body: list(int)\n\n :returns: The method return message\n :rtype: :class:`Message`\n\n :raises:\n - :class:`InvalidSignatureError` - If the signature is not a valid signature.\n \"\"\"\n return Message(message_type=MessageType.METHOD_RETURN,\n reply_serial=msg.serial,\n destination=msg.sender,\n signature=signature,\n body=body,\n unix_fds=unix_fds)\n\n @staticmethod\n def new_signal(path: str,\n interface: str,\n member: str,\n signature: str = '',\n body: List[Any] = None,\n unix_fds: List[int] = None) -> 'Message':\n \"\"\"A convenience constructor to create a new signal message.\n\n :param path: The path of this signal.\n :type path: str\n :param interface: The interface of this signal.\n :type interface: str\n :param member: The member name of this signal.\n :type member: str\n :param signature: The signature of the signal body.\n :type signature: str\n :param body: The body of this signal message.\n :type body: list(Any)\n :param unix_fds: List integer file descriptors to send with this message.\n :type body: list(int)\n\n :returns: The signal message.\n :rtype: :class:`Message`\n\n :raises:\n - :class:`InvalidSignatureError` - If the signature is not a valid signature.\n - :class:`InvalidObjectPathError` - If ``path`` is not a valid object path.\n - :class:`InvalidInterfaceNameError` - If ``interface`` is not a valid interface name.\n - :class:`InvalidMemberNameError` - If ``member`` is not a valid member name.\n \"\"\"\n body = body if body else []\n return Message(message_type=MessageType.SIGNAL,\n interface=interface,\n path=path,\n member=member,\n signature=signature,\n body=body,\n unix_fds=unix_fds)\n\n def _matches(self, **kwargs):\n for attr, val in kwargs.items():\n if getattr(self, attr) != val:\n return False\n\n return True\n\n def _marshall(self, negotiate_unix_fd=False):\n # TODO maximum message size is 134217728 (128 MiB)\n body_block = Marshaller(self.signature, self.body)\n body_block.marshall()\n\n fields = []\n\n if self.path:\n fields.append([HeaderField.PATH.value, Variant('o', self.path)])\n if self.interface:\n fields.append([HeaderField.INTERFACE.value, Variant('s', self.interface)])\n if self.member:\n fields.append([HeaderField.MEMBER.value, Variant('s', self.member)])\n if self.error_name:\n fields.append([HeaderField.ERROR_NAME.value, Variant('s', self.error_name)])\n if self.reply_serial:\n fields.append([HeaderField.REPLY_SERIAL.value, Variant('u', self.reply_serial)])\n if self.destination:\n fields.append([HeaderField.DESTINATION.value, Variant('s', self.destination)])\n if self.signature:\n fields.append([HeaderField.SIGNATURE.value, Variant('g', self.signature)])\n if self.unix_fds and negotiate_unix_fd:\n fields.append([HeaderField.UNIX_FDS.value, Variant('u', len(self.unix_fds))])\n\n header_body = [\n LITTLE_ENDIAN, self.message_type.value, self.flags.value, PROTOCOL_VERSION,\n len(body_block.buffer), self.serial, fields\n ]\n header_block = Marshaller('yyyyuua(yv)', header_body)\n header_block.marshall()\n header_block.align(8)\n return header_block.buffer + body_block.buffer\n" }, { "alpha_fraction": 0.506585419178009, "alphanum_fraction": 0.5891488194465637, "avg_line_length": 29.64457893371582, "blob_id": "e37ba3f2bd2520e2303fdc110b1f9b970b0f0dd5", "content_id": "f09cf4954c7e69804ddf8455b75a9669b52e9491", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5087, "license_type": "permissive", "max_line_length": 94, "num_lines": 166, "path": "/test/test_marshaller.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from typing import Any, Dict\nfrom dbus_next._private.unmarshaller import Unmarshaller\nfrom dbus_next import Message, Variant, SignatureTree, MessageType, MessageFlag\n\nimport json\nimport os\nimport io\n\nimport pytest\n\n\ndef print_buf(buf):\n i = 0\n while True:\n p = buf[i:i + 8]\n if not p:\n break\n print(p)\n i += 8\n\n\n# these messages have been verified with another library\ntable = json.load(open(os.path.dirname(__file__) + \"/data/messages.json\"))\n\n\ndef json_to_message(message: Dict[str, Any]) -> Message:\n copy = dict(message)\n if \"message_type\" in copy:\n copy[\"message_type\"] = MessageType(copy[\"message_type\"])\n if \"flags\" in copy:\n copy[\"flags\"] = MessageFlag(copy[\"flags\"])\n\n return Message(**copy)\n\n\n# variants are an object in the json\ndef replace_variants(type_, item):\n if type_.token == \"v\" and type(item) is not Variant:\n item = Variant(\n item[\"signature\"],\n replace_variants(SignatureTree(item[\"signature\"]).types[0], item[\"value\"]),\n )\n elif type_.token == \"a\":\n for i, item_child in enumerate(item):\n if type_.children[0].token == \"{\":\n for k, v in item.items():\n item[k] = replace_variants(type_.children[0].children[1], v)\n else:\n item[i] = replace_variants(type_.children[0], item_child)\n elif type_.token == \"(\":\n for i, item_child in enumerate(item):\n if type_.children[0].token == \"{\":\n assert False\n else:\n item[i] = replace_variants(type_.children[i], item_child)\n\n return item\n\n\ndef json_dump(what):\n def dumper(obj):\n try:\n return obj.toJSON()\n except Exception:\n return obj.__dict__\n\n return json.dumps(what, default=dumper, indent=2)\n\n\ndef test_marshalling_with_table():\n for item in table:\n message = json_to_message(item[\"message\"])\n\n body = []\n for i, type_ in enumerate(message.signature_tree.types):\n body.append(replace_variants(type_, message.body[i]))\n message.body = body\n\n buf = message._marshall()\n data = bytes.fromhex(item[\"data\"])\n\n if buf != data:\n print(\"message:\")\n print(json_dump(item[\"message\"]))\n print(\"\")\n print(\"mine:\")\n print_buf(bytes(buf))\n print(\"\")\n print(\"theirs:\")\n print_buf(data)\n\n assert buf == data\n\n\[email protected](\"unmarshall_table\", (table, ))\ndef test_unmarshalling_with_table(unmarshall_table):\n for item in unmarshall_table:\n\n stream = io.BytesIO(bytes.fromhex(item[\"data\"]))\n unmarshaller = Unmarshaller(stream)\n try:\n unmarshaller.unmarshall()\n except Exception as e:\n print(\"message failed to unmarshall:\")\n print(json_dump(item[\"message\"]))\n raise e\n\n message = json_to_message(item[\"message\"])\n\n body = []\n for i, type_ in enumerate(message.signature_tree.types):\n body.append(replace_variants(type_, message.body[i]))\n message.body = body\n\n for attr in [\n \"body\",\n \"signature\",\n \"message_type\",\n \"destination\",\n \"path\",\n \"interface\",\n \"member\",\n \"flags\",\n \"serial\",\n ]:\n assert getattr(unmarshaller.message,\n attr) == getattr(message, attr), f\"attr doesnt match: {attr}\"\n\n\ndef test_unmarshall_can_resume():\n \"\"\"Verify resume works.\"\"\"\n bluez_rssi_message = (\n \"6c04010134000000e25389019500000001016f00250000002f6f72672f626c75657a2f686369302f6465\"\n \"765f30385f33415f46325f31455f32425f3631000000020173001f0000006f72672e667265656465736b\"\n \"746f702e444275732e50726f7065727469657300030173001100000050726f706572746965734368616e\"\n \"67656400000000000000080167000873617b73767d617300000007017300040000003a312e3400000000\"\n \"110000006f72672e626c75657a2e446576696365310000000e0000000000000004000000525353490001\"\n \"6e00a7ff000000000000\")\n message_bytes = bytes.fromhex(bluez_rssi_message)\n\n class SlowStream(io.IOBase):\n \"\"\"A fake stream that will only give us one byte at a time.\"\"\"\n def __init__(self):\n self.data = message_bytes\n self.pos = 0\n\n def read(self, n) -> bytes:\n data = self.data[self.pos:self.pos + 1]\n self.pos += 1\n return data\n\n stream = SlowStream()\n unmarshaller = Unmarshaller(stream)\n\n for _ in range(len(bluez_rssi_message)):\n if unmarshaller.unmarshall():\n break\n assert unmarshaller.message is not None\n\n\ndef test_ay_buffer():\n body = [bytes(10000)]\n msg = Message(path=\"/test\", member=\"test\", signature=\"ay\", body=body)\n marshalled = msg._marshall()\n unmarshalled_msg = Unmarshaller(io.BytesIO(marshalled)).unmarshall()\n assert unmarshalled_msg.body[0] == body[0]\n" }, { "alpha_fraction": 0.6933115720748901, "alphanum_fraction": 0.6982055306434631, "avg_line_length": 18.15625, "blob_id": "cfcd07d159cf6920c5ead94889ecee6dd1796dfe", "content_id": "982b426b0e9da07636e3ed966ee3ca0cf65e6e1d", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 613, "license_type": "permissive", "max_line_length": 98, "num_lines": 32, "path": "/examples/glib-list-names.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "#!/usr/bin/env python3\nimport sys\nimport os\n\nsys.path.append(os.path.abspath(os.path.dirname(__file__) + '/..'))\n\nfrom dbus_next import Message\nfrom dbus_next.glib import MessageBus\n\nimport json\nimport signal\nfrom gi.repository import GLib\n\nmain = GLib.MainLoop()\nbus = MessageBus().connect_sync()\n\n\ndef reply_handler(reply, err):\n main.quit()\n\n if err:\n raise err\n\n print(json.dumps(reply.body[0], indent=2))\n\n\nbus.call(\n Message('org.freedesktop.DBus', '/org/freedesktop/DBus', 'org.freedesktop.DBus', 'ListNames'),\n reply_handler)\n\nsignal.signal(signal.SIGINT, signal.SIG_DFL)\nmain.run()\n" }, { "alpha_fraction": 0.6384615302085876, "alphanum_fraction": 0.6384615302085876, "avg_line_length": 20.66666603088379, "blob_id": "bcbd369900e56425739d415dc58affbb8b70bc05", "content_id": "b3fd2aacdeb7e0988d61ef445a4be4d9286938a5", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 130, "license_type": "permissive", "max_line_length": 56, "num_lines": 6, "path": "/docs/high-level-client/base-proxy-interface.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "BaseProxyInterface\n==================\n\n.. autoclass:: dbus_next.proxy_object.BaseProxyInterface\n :members:\n :undoc-members:\n" }, { "alpha_fraction": 0.747099757194519, "alphanum_fraction": 0.747099757194519, "avg_line_length": 38.181819915771484, "blob_id": "c149f119871c3afaf67d7f0b511afcf9f5306c3c", "content_id": "337a406ec08aeeb2b4e807a8acb90cc4985490e9", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 431, "license_type": "permissive", "max_line_length": 55, "num_lines": 11, "path": "/docs/validators.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "Validators\n==========\n\n.. autofunction:: dbus_next.is_bus_name_valid\n.. autofunction:: dbus_next.is_member_name_valid\n.. autofunction:: dbus_next.is_object_path_valid\n.. autofunction:: dbus_next.is_interface_name_valid\n.. autofunction:: dbus_next.assert_bus_name_valid\n.. autofunction:: dbus_next.assert_member_name_valid\n.. autofunction:: dbus_next.assert_object_path_valid\n.. autofunction:: dbus_next.assert_interface_name_valid\n" }, { "alpha_fraction": 0.5551058053970337, "alphanum_fraction": 0.5558045506477356, "avg_line_length": 38.98265838623047, "blob_id": "6493c63a45e4732435a636731ee45701cbf5dc8b", "content_id": "8bb830d810359c88d9871d9fac192715f33d3344", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 41502, "license_type": "permissive", "max_line_length": 157, "num_lines": 1038, "path": "/dbus_next/message_bus.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from ._private.address import get_bus_address, parse_address\nfrom ._private.util import replace_fds_with_idx, replace_idx_with_fds\nfrom .message import Message\nfrom .constants import BusType, MessageFlag, MessageType, ErrorType, NameFlag, RequestNameReply, ReleaseNameReply\nfrom .service import ServiceInterface\nfrom .validators import assert_object_path_valid, assert_bus_name_valid\nfrom .errors import DBusError, InvalidAddressError\nfrom .signature import Variant\nfrom .proxy_object import BaseProxyObject\nfrom . import introspection as intr\n\nimport inspect\nimport socket\nimport logging\nimport xml.etree.ElementTree as ET\nimport traceback\n\nfrom typing import Type, Callable, Optional, Union\n\n\nclass BaseMessageBus:\n \"\"\"An abstract class to manage a connection to a DBus message bus.\n\n The message bus class is the entry point into all the features of the\n library. It sets up a connection to the DBus daemon and exposes an\n interface to send and receive messages and expose services.\n\n This class is not meant to be used directly by users. For more information,\n see the documentation for the implementation of the message bus you plan to\n use.\n\n :param bus_type: The type of bus to connect to. Affects the search path for\n the bus address.\n :type bus_type: :class:`BusType <dbus_next.BusType>`\n :param bus_address: A specific bus address to connect to. Should not be\n used under normal circumstances.\n :type bus_address: str\n :param ProxyObject: The proxy object implementation for this message bus.\n Must be passed in by an implementation that supports the high-level client.\n :type ProxyObject: Type[:class:`BaseProxyObject\n <dbus_next.proxy_object.BaseProxyObject>`]\n\n :ivar unique_name: The unique name of the message bus connection. It will\n be :class:`None` until the message bus connects.\n :vartype unique_name: str\n :ivar connected: True if this message bus is expected to be able to send\n and receive messages.\n :vartype connected: bool\n \"\"\"\n def __init__(self,\n bus_address: Optional[str] = None,\n bus_type: BusType = BusType.SESSION,\n ProxyObject: Optional[Type[BaseProxyObject]] = None):\n self.unique_name = None\n self._disconnected = False\n\n # True if the user disconnected himself, so don't throw errors out of\n # the main loop.\n self._user_disconnect = False\n\n self._method_return_handlers = {}\n self._serial = 0\n self._user_message_handlers = []\n # the key is the name and the value is the unique name of the owner.\n # This cache is kept up to date by the NameOwnerChanged signal and is\n # used to route messages to the correct proxy object. (used for the\n # high level client only)\n self._name_owners = {}\n # used for the high level service\n self._path_exports = {}\n self._bus_address = parse_address(bus_address) if bus_address else parse_address(\n get_bus_address(bus_type))\n # the bus implementations need this rule for the high level client to\n # work correctly.\n self._name_owner_match_rule = \"sender='org.freedesktop.DBus',interface='org.freedesktop.DBus',path='/org/freedesktop/DBus',member='NameOwnerChanged'\"\n # _match_rules: the keys are match rules and the values are ref counts\n # (used for the high level client only)\n self._match_rules = {}\n self._high_level_client_initialized = False\n self._ProxyObject = ProxyObject\n\n # machine id is lazy loaded\n self._machine_id = None\n\n self._setup_socket()\n\n @property\n def connected(self):\n if self.unique_name is None or self._disconnected or self._user_disconnect:\n return False\n return True\n\n def export(self, path: str, interface: ServiceInterface):\n \"\"\"Export the service interface on this message bus to make it available\n to other clients.\n\n :param path: The object path to export this interface on.\n :type path: str\n :param interface: The service interface to export.\n :type interface: :class:`ServiceInterface\n <dbus_next.service.ServiceInterface>`\n\n :raises:\n - :class:`InvalidObjectPathError <dbus_next.InvalidObjectPathError>` - If the given object path is not valid.\n - :class:`ValueError` - If an interface with this name is already exported on the message bus at this path\n \"\"\"\n assert_object_path_valid(path)\n if not isinstance(interface, ServiceInterface):\n raise TypeError('interface must be a ServiceInterface')\n\n if path not in self._path_exports:\n self._path_exports[path] = []\n\n for f in self._path_exports[path]:\n if f.name == interface.name:\n raise ValueError(\n f'An interface with this name is already exported on this bus at path \"{path}\": \"{interface.name}\"'\n )\n\n self._path_exports[path].append(interface)\n ServiceInterface._add_bus(interface, self)\n self._emit_interface_added(path, interface)\n\n def unexport(self, path: str, interface: Optional[Union[ServiceInterface, str]] = None):\n \"\"\"Unexport the path or service interface to make it no longer\n available to clients.\n\n :param path: The object path to unexport.\n :type path: str\n :param interface: The interface instance or the name of the interface\n to unexport. If ``None``, unexport every interface on the path.\n :type interface: :class:`ServiceInterface\n <dbus_next.service.ServiceInterface>` or str or None\n\n :raises:\n - :class:`InvalidObjectPathError <dbus_next.InvalidObjectPathError>` - If the given object path is not valid.\n \"\"\"\n assert_object_path_valid(path)\n if type(interface) not in [str, type(None)] and not isinstance(interface, ServiceInterface):\n raise TypeError('interface must be a ServiceInterface or interface name')\n\n if path not in self._path_exports:\n return\n\n exports = self._path_exports[path]\n\n if type(interface) is str:\n try:\n interface = next(iface for iface in exports if iface.name == interface)\n except StopIteration:\n return\n\n removed_interfaces = []\n if interface is None:\n del self._path_exports[path]\n for iface in filter(lambda e: not self._has_interface(e), exports):\n removed_interfaces.append(iface.name)\n ServiceInterface._remove_bus(iface, self)\n else:\n for i, iface in enumerate(exports):\n if iface is interface:\n removed_interfaces.append(iface.name)\n del self._path_exports[path][i]\n if not self._path_exports[path]:\n del self._path_exports[path]\n if not self._has_interface(iface):\n ServiceInterface._remove_bus(iface, self)\n break\n self._emit_interface_removed(path, removed_interfaces)\n\n def introspect(self, bus_name: str, path: str,\n callback: Callable[[Optional[intr.Node], Optional[Exception]], None]):\n \"\"\"Get introspection data for the node at the given path from the given\n bus name.\n\n Calls the standard ``org.freedesktop.DBus.Introspectable.Introspect``\n on the bus for the path.\n\n :param bus_name: The name to introspect.\n :type bus_name: str\n :param path: The path to introspect.\n :type path: str\n :param callback: A callback that will be called with the introspection\n data as a :class:`Node <dbus_next.introspection.Node>`.\n :type callback: :class:`Callable`\n\n :raises:\n - :class:`InvalidObjectPathError <dbus_next.InvalidObjectPathError>` - If the given object path is not valid.\n - :class:`InvalidBusNameError <dbus_next.InvalidBusNameError>` - If the given bus name is not valid.\n \"\"\"\n BaseMessageBus._check_callback_type(callback)\n\n def reply_notify(reply, err):\n try:\n BaseMessageBus._check_method_return(reply, err, 's')\n result = intr.Node.parse(reply.body[0])\n except Exception as e:\n callback(None, e)\n return\n\n callback(result, None)\n\n self._call(\n Message(destination=bus_name,\n path=path,\n interface='org.freedesktop.DBus.Introspectable',\n member='Introspect'), reply_notify)\n\n def _emit_interface_added(self, path, interface):\n \"\"\"Emit the ``org.freedesktop.DBus.ObjectManager.InterfacesAdded`` signal.\n\n This signal is intended to be used to alert clients when\n a new interface has been added.\n\n :param path: Path of exported object.\n :type path: str\n :param interface: Exported service interface.\n :type interface: :class:`ServiceInterface\n <dbus_next.service.ServiceInterface>`\n \"\"\"\n if self._disconnected:\n return\n\n def get_properties_callback(interface, result, user_data, e):\n if e is not None:\n try:\n raise e\n except Exception:\n logging.error(\n 'An exception ocurred when emitting ObjectManager.InterfacesAdded for %s. '\n 'Some properties will not be included in the signal.',\n interface.name,\n exc_info=True)\n\n body = {interface.name: result}\n\n self.send(\n Message.new_signal(path=path,\n interface='org.freedesktop.DBus.ObjectManager',\n member='InterfacesAdded',\n signature='oa{sa{sv}}',\n body=[path, body]))\n\n ServiceInterface._get_all_property_values(interface, get_properties_callback)\n\n def _emit_interface_removed(self, path, removed_interfaces):\n \"\"\"Emit the ``org.freedesktop.DBus.ObjectManager.InterfacesRemoved` signal.\n\n This signal is intended to be used to alert clients when\n a interface has been removed.\n\n :param path: Path of removed (unexported) object.\n :type path: str\n :param removed_interfaces: List of unexported service interfaces.\n :type removed_interfaces: list[str]\n \"\"\"\n if self._disconnected:\n return\n\n self.send(\n Message.new_signal(path=path,\n interface='org.freedesktop.DBus.ObjectManager',\n member='InterfacesRemoved',\n signature='oas',\n body=[path, removed_interfaces]))\n\n def request_name(self,\n name: str,\n flags: NameFlag = NameFlag.NONE,\n callback: Optional[Callable[[Optional[RequestNameReply], Optional[Exception]],\n None]] = None):\n \"\"\"Request that this message bus owns the given name.\n\n :param name: The name to request.\n :type name: str\n :param flags: Name flags that affect the behavior of the name request.\n :type flags: :class:`NameFlag <dbus_next.NameFlag>`\n :param callback: A callback that will be called with the reply of the\n request as a :class:`RequestNameReply <dbus_next.RequestNameReply>`.\n :type callback: :class:`Callable`\n\n :raises:\n - :class:`InvalidBusNameError <dbus_next.InvalidBusNameError>` - If the given bus name is not valid.\n \"\"\"\n assert_bus_name_valid(name)\n\n if callback is not None:\n BaseMessageBus._check_callback_type(callback)\n\n def reply_notify(reply, err):\n try:\n BaseMessageBus._check_method_return(reply, err, 'u')\n result = RequestNameReply(reply.body[0])\n except Exception as e:\n callback(None, e)\n return\n\n callback(result, None)\n\n if type(flags) is not NameFlag:\n flags = NameFlag(flags)\n\n self._call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='RequestName',\n signature='su',\n body=[name, flags]), reply_notify if callback else None)\n\n def release_name(self,\n name: str,\n callback: Optional[Callable[[Optional[ReleaseNameReply], Optional[Exception]],\n None]] = None):\n \"\"\"Request that this message bus release the given name.\n\n :param name: The name to release.\n :type name: str\n :param callback: A callback that will be called with the reply of the\n release request as a :class:`ReleaseNameReply\n <dbus_next.ReleaseNameReply>`.\n :type callback: :class:`Callable`\n\n :raises:\n - :class:`InvalidBusNameError <dbus_next.InvalidBusNameError>` - If the given bus name is not valid.\n \"\"\"\n assert_bus_name_valid(name)\n\n if callback is not None:\n BaseMessageBus._check_callback_type(callback)\n\n def reply_notify(reply, err):\n try:\n BaseMessageBus._check_method_return(reply, err, 'u')\n result = ReleaseNameReply(reply.body[0])\n except Exception as e:\n callback(None, e)\n return\n\n callback(result, None)\n\n self._call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='ReleaseName',\n signature='s',\n body=[name]), reply_notify if callback else None)\n\n def get_proxy_object(self, bus_name: str, path: str,\n introspection: Union[intr.Node, str, ET.Element]) -> BaseProxyObject:\n \"\"\"Get a proxy object for the path exported on the bus that owns the\n name. The object is expected to export the interfaces and nodes\n specified in the introspection data.\n\n This is the entry point into the high-level client.\n\n :param bus_name: The name on the bus to get the proxy object for.\n :type bus_name: str\n :param path: The path on the client for the proxy object.\n :type path: str\n :param introspection: XML introspection data used to build the\n interfaces on the proxy object.\n :type introspection: :class:`Node <dbus_next.introspection.Node>` or str or :class:`ElementTree`\n\n :returns: A proxy object for the given path on the given name.\n :rtype: :class:`BaseProxyObject <dbus_next.proxy_object.BaseProxyObject>`\n\n :raises:\n - :class:`InvalidBusNameError <dbus_next.InvalidBusNameError>` - If the given bus name is not valid.\n - :class:`InvalidObjectPathError <dbus_next.InvalidObjectPathError>` - If the given object path is not valid.\n - :class:`InvalidIntrospectionError <dbus_next.InvalidIntrospectionError>` - If the introspection data for the node is not valid.\n \"\"\"\n if self._ProxyObject is None:\n raise Exception('the message bus implementation did not provide a proxy object class')\n\n self._init_high_level_client()\n\n return self._ProxyObject(bus_name, path, introspection, self)\n\n def disconnect(self):\n \"\"\"Disconnect the message bus by closing the underlying connection asynchronously.\n\n All pending and future calls will error with a connection error.\n \"\"\"\n self._user_disconnect = True\n try:\n self._sock.shutdown(socket.SHUT_RDWR)\n except Exception:\n logging.warning('could not shut down socket', exc_info=True)\n\n def next_serial(self) -> int:\n \"\"\"Get the next serial for this bus. This can be used as the ``serial``\n attribute of a :class:`Message <dbus_next.Message>` to manually handle\n the serial of messages.\n\n :returns: The next serial for the bus.\n :rtype: int\n \"\"\"\n self._serial += 1\n return self._serial\n\n def add_message_handler(self, handler: Callable[[Message], Optional[Union[Message, bool]]]):\n \"\"\"Add a custom message handler for incoming messages.\n\n The handler should be a callable that takes a :class:`Message\n <dbus_next.Message>`. If the message is a method call, you may return\n another Message as a reply and it will be marked as handled. You may\n also return ``True`` to mark the message as handled without sending a\n reply.\n\n :param handler: A handler that will be run for every message the bus\n connection received.\n :type handler: :class:`Callable` or None\n \"\"\"\n error_text = 'a message handler must be callable with a single parameter'\n if not callable(handler):\n raise TypeError(error_text)\n\n handler_signature = inspect.signature(handler)\n if len(handler_signature.parameters) != 1:\n raise TypeError(error_text)\n\n self._user_message_handlers.append(handler)\n\n def remove_message_handler(self, handler: Callable[[Message], Optional[Union[Message, bool]]]):\n \"\"\"Remove a message handler that was previously added by\n :func:`add_message_handler()\n <dbus_next.message_bus.BaseMessageBus.add_message_handler>`.\n\n :param handler: A message handler.\n :type handler: :class:`Callable`\n \"\"\"\n for i, h in enumerate(self._user_message_handlers):\n if h == handler:\n del self._user_message_handlers[i]\n break\n\n def send(self, msg: Message) -> None:\n \"\"\"Asynchronously send a message on the message bus.\n\n :param msg: The message to send.\n :type msg: :class:`Message <dbus_next.Message>`\n \"\"\"\n raise NotImplementedError('the \"send\" method must be implemented in the inheriting class')\n\n def _finalize(self, err):\n '''should be called after the socket disconnects with the disconnection\n error to clean up resources and put the bus in a disconnected state'''\n if self._disconnected:\n return\n\n self._disconnected = True\n\n for handler in self._method_return_handlers.values():\n try:\n handler(None, err)\n except Exception:\n logging.warning('a message handler threw an exception on shutdown', exc_info=True)\n\n self._method_return_handlers.clear()\n\n for path in list(self._path_exports.keys()):\n self.unexport(path)\n\n self._user_message_handlers.clear()\n\n def _has_interface(self, interface: ServiceInterface) -> bool:\n for _, exports in self._path_exports.items():\n for iface in exports:\n if iface is interface:\n return True\n\n return False\n\n def _interface_signal_notify(self,\n interface,\n interface_name,\n member,\n signature,\n body,\n unix_fds=[]):\n path = None\n for p, ifaces in self._path_exports.items():\n for i in ifaces:\n if i is interface:\n path = p\n\n if path is None:\n raise Exception('Could not find interface on bus (this is a bug in dbus-next)')\n\n self.send(\n Message.new_signal(path=path,\n interface=interface_name,\n member=member,\n signature=signature,\n body=body,\n unix_fds=unix_fds))\n\n def _introspect_export_path(self, path):\n assert_object_path_valid(path)\n\n if path in self._path_exports:\n node = intr.Node.default(path)\n for interface in self._path_exports[path]:\n node.interfaces.append(interface.introspect())\n else:\n node = intr.Node(path)\n\n children = set()\n\n for export_path in self._path_exports:\n try:\n child_path = export_path.split(path, maxsplit=1)[1]\n except IndexError:\n continue\n\n child_path = child_path.lstrip('/')\n child_name = child_path.split('/', maxsplit=1)[0]\n\n children.add(child_name)\n\n node.nodes = [intr.Node(name) for name in children if name]\n\n return node\n\n def _setup_socket(self):\n err = None\n\n for transport, options in self._bus_address:\n filename = None\n ip_addr = ''\n ip_port = 0\n\n if transport == 'unix':\n self._sock = socket.socket(socket.AF_UNIX, socket.SOCK_STREAM)\n self._stream = self._sock.makefile('rwb')\n self._fd = self._sock.fileno()\n\n if 'path' in options:\n filename = options['path']\n elif 'abstract' in options:\n filename = f'\\0{options[\"abstract\"]}'\n else:\n raise InvalidAddressError('got unix transport with unknown path specifier')\n\n try:\n self._sock.connect(filename)\n self._sock.setblocking(False)\n break\n except Exception as e:\n err = e\n\n elif transport == 'tcp':\n self._sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n self._stream = self._sock.makefile('rwb')\n self._fd = self._sock.fileno()\n\n if 'host' in options:\n ip_addr = options['host']\n if 'port' in options:\n ip_port = int(options['port'])\n\n try:\n self._sock.connect((ip_addr, ip_port))\n self._sock.setblocking(False)\n break\n except Exception as e:\n err = e\n\n else:\n raise InvalidAddressError(f'got unknown address transport: {transport}')\n\n if err:\n raise err\n\n def _call(self, msg, callback):\n BaseMessageBus._check_callback_type(callback)\n\n if not msg.serial:\n msg.serial = self.next_serial()\n\n def reply_notify(reply, err):\n if reply:\n self._name_owners[msg.destination] = reply.sender\n callback(reply, err)\n\n self.send(msg)\n\n if msg.flags & MessageFlag.NO_REPLY_EXPECTED:\n callback(None, None)\n else:\n self._method_return_handlers[msg.serial] = reply_notify\n\n @staticmethod\n def _check_callback_type(callback):\n \"\"\"Raise a TypeError if the user gives an invalid callback as a parameter\"\"\"\n\n text = 'a callback must be callable with two parameters'\n\n if not callable(callback):\n raise TypeError(text)\n\n fn_signature = inspect.signature(callback)\n if len(fn_signature.parameters) != 2:\n raise TypeError(text)\n\n @staticmethod\n def _check_method_return(msg, err, signature):\n if err:\n raise err\n elif msg.message_type == MessageType.METHOD_RETURN and msg.signature == signature:\n return\n elif msg.message_type == MessageType.ERROR:\n raise DBusError._from_message(msg)\n else:\n raise DBusError(ErrorType.INTERNAL_ERROR, 'invalid message type for method call', msg)\n\n def _on_message(self, msg):\n try:\n self._process_message(msg)\n except Exception as e:\n logging.error(\n f'got unexpected error processing a message: {e}.\\n{traceback.format_exc()}')\n\n def _send_reply(self, msg):\n bus = self\n\n class SendReply:\n def __enter__(self):\n return self\n\n def __call__(self, reply):\n if msg.flags & MessageFlag.NO_REPLY_EXPECTED:\n return\n\n bus.send(reply)\n\n def _exit(self, exc_type, exc_value, tb):\n if exc_type is None:\n return\n\n if issubclass(exc_type, DBusError):\n self(exc_value._as_message(msg))\n return True\n\n if issubclass(exc_type, Exception):\n self(\n Message.new_error(\n msg, ErrorType.SERVICE_ERROR,\n f'The service interface raised an error: {exc_value}.\\n{traceback.format_tb(tb)}'\n ))\n return True\n\n def __exit__(self, exc_type, exc_value, tb):\n self._exit(exc_type, exc_value, tb)\n\n def send_error(self, exc):\n self._exit(exc.__class__, exc, exc.__traceback__)\n\n return SendReply()\n\n def _process_message(self, msg):\n handled = False\n\n for handler in self._user_message_handlers:\n try:\n result = handler(msg)\n if result:\n if type(result) is Message:\n self.send(result)\n handled = True\n break\n except DBusError as e:\n if msg.message_type == MessageType.METHOD_CALL:\n self.send(e._as_message(msg))\n handled = True\n break\n else:\n logging.error(\n f'A message handler raised an exception: {e}.\\n{traceback.format_exc()}')\n except Exception as e:\n logging.error(\n f'A message handler raised an exception: {e}.\\n{traceback.format_exc()}')\n if msg.message_type == MessageType.METHOD_CALL:\n self.send(\n Message.new_error(\n msg, ErrorType.INTERNAL_ERROR,\n f'An internal error occurred: {e}.\\n{traceback.format_exc()}'))\n handled = True\n break\n\n if msg.message_type == MessageType.SIGNAL:\n if msg._matches(sender='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='NameOwnerChanged'):\n [name, old_owner, new_owner] = msg.body\n if new_owner:\n self._name_owners[name] = new_owner\n elif name in self._name_owners:\n del self._name_owners[name]\n\n elif msg.message_type == MessageType.METHOD_CALL:\n if not handled:\n handler = self._find_message_handler(msg)\n\n send_reply = self._send_reply(msg)\n\n with send_reply:\n if handler:\n handler(msg, send_reply)\n else:\n send_reply(\n Message.new_error(\n msg, ErrorType.UNKNOWN_METHOD,\n f'{msg.interface}.{msg.member} with signature \"{msg.signature}\" could not be found'\n ))\n\n else:\n # An ERROR or a METHOD_RETURN\n if msg.reply_serial in self._method_return_handlers:\n if not handled:\n handler = self._method_return_handlers[msg.reply_serial]\n handler(msg, None)\n del self._method_return_handlers[msg.reply_serial]\n\n def _make_method_handler(self, interface, method):\n def handler(msg, send_reply):\n args = ServiceInterface._msg_body_to_args(msg)\n result = method.fn(interface, *args)\n body, fds = ServiceInterface._fn_result_to_body(\n result, signature_tree=method.out_signature_tree)\n send_reply(Message.new_method_return(msg, method.out_signature, body, fds))\n\n return handler\n\n def _find_message_handler(self, msg):\n handler = None\n\n if msg._matches(interface='org.freedesktop.DBus.Introspectable',\n member='Introspect',\n signature=''):\n handler = self._default_introspect_handler\n\n elif msg._matches(interface='org.freedesktop.DBus.Properties'):\n handler = self._default_properties_handler\n\n elif msg._matches(interface='org.freedesktop.DBus.Peer'):\n if msg._matches(member='Ping', signature=''):\n handler = self._default_ping_handler\n elif msg._matches(member='GetMachineId', signature=''):\n handler = self._default_get_machine_id_handler\n elif msg._matches(interface='org.freedesktop.DBus.ObjectManager',\n member='GetManagedObjects'):\n handler = self._default_get_managed_objects_handler\n\n else:\n for interface in self._path_exports.get(msg.path, []):\n for method in ServiceInterface._get_methods(interface):\n if method.disabled:\n continue\n if msg._matches(interface=interface.name,\n member=method.name,\n signature=method.in_signature):\n handler = self._make_method_handler(interface, method)\n break\n if handler:\n break\n\n return handler\n\n def _default_introspect_handler(self, msg, send_reply):\n introspection = self._introspect_export_path(msg.path).tostring()\n send_reply(Message.new_method_return(msg, 's', [introspection]))\n\n def _default_ping_handler(self, msg, send_reply):\n send_reply(Message.new_method_return(msg))\n\n def _default_get_machine_id_handler(self, msg, send_reply):\n if self._machine_id:\n send_reply(Message.new_method_return(msg, 's', self._machine_id))\n return\n\n def reply_handler(reply, err):\n if err:\n # the bus has been disconnected, cannot send a reply\n return\n\n if reply.message_type == MessageType.METHOD_RETURN:\n self._machine_id = reply.body[0]\n send_reply(Message.new_method_return(msg, 's', [self._machine_id]))\n elif reply.message_type == MessageType.ERROR:\n send_reply(Message.new_error(msg, reply.error_name, reply.body))\n else:\n send_reply(Message.new_error(msg, ErrorType.FAILED, 'could not get machine_id'))\n\n self._call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus.Peer',\n member='GetMachineId'), reply_handler)\n\n def _default_get_managed_objects_handler(self, msg, send_reply):\n result = {}\n result_signature = 'a{oa{sa{sv}}}'\n error_handled = False\n\n def is_result_complete():\n if not result:\n return True\n for n, interfaces in result.items():\n for value in interfaces.values():\n if value is None:\n return False\n\n return True\n\n nodes = [\n node for node in self._path_exports\n if msg.path == '/' or node.startswith(msg.path + '/')\n ]\n\n # first build up the result object to know when it's complete\n for node in nodes:\n result[node] = {}\n for interface in self._path_exports[node]:\n result[node][interface.name] = None\n\n if is_result_complete():\n send_reply(Message.new_method_return(msg, result_signature, [result]))\n return\n\n def get_all_properties_callback(interface, values, node, err):\n nonlocal error_handled\n if err is not None:\n if not error_handled:\n error_handled = True\n send_reply.send_error(err)\n return\n\n result[node][interface.name] = values\n\n if is_result_complete():\n send_reply(Message.new_method_return(msg, result_signature, [result]))\n\n for node in nodes:\n for interface in self._path_exports[node]:\n ServiceInterface._get_all_property_values(interface, get_all_properties_callback,\n node)\n\n def _default_properties_handler(self, msg, send_reply):\n methods = {'Get': 'ss', 'Set': 'ssv', 'GetAll': 's'}\n if msg.member not in methods or methods[msg.member] != msg.signature:\n raise DBusError(\n ErrorType.UNKNOWN_METHOD,\n f'properties interface doesn\\'t have method \"{msg.member}\" with signature \"{msg.signature}\"'\n )\n\n interface_name = msg.body[0]\n if interface_name == '':\n raise DBusError(\n ErrorType.NOT_SUPPORTED,\n 'getting and setting properties with an empty interface string is not supported yet'\n )\n\n elif msg.path not in self._path_exports:\n raise DBusError(ErrorType.UNKNOWN_OBJECT, f'no interfaces at path: \"{msg.path}\"')\n\n match = [iface for iface in self._path_exports[msg.path] if iface.name == interface_name]\n if not match:\n if interface_name in [\n 'org.freedesktop.DBus.Properties', 'org.freedesktop.DBus.Introspectable',\n 'org.freedesktop.DBus.Peer', 'org.freedesktop.DBus.ObjectManager'\n ]:\n # the standard interfaces do not have properties\n if msg.member == 'Get' or msg.member == 'Set':\n prop_name = msg.body[1]\n raise DBusError(\n ErrorType.UNKNOWN_PROPERTY,\n f'interface \"{interface_name}\" does not have property \"{prop_name}\"')\n elif msg.member == 'GetAll':\n send_reply(Message.new_method_return(msg, 'a{sv}', [{}]))\n return\n else:\n assert False\n raise DBusError(\n ErrorType.UNKNOWN_INTERFACE,\n f'could not find an interface \"{interface_name}\" at path: \"{msg.path}\"')\n\n interface = match[0]\n properties = ServiceInterface._get_properties(interface)\n\n if msg.member == 'Get' or msg.member == 'Set':\n prop_name = msg.body[1]\n match = [prop for prop in properties if prop.name == prop_name and not prop.disabled]\n if not match:\n raise DBusError(\n ErrorType.UNKNOWN_PROPERTY,\n f'interface \"{interface_name}\" does not have property \"{prop_name}\"')\n\n prop = match[0]\n if msg.member == 'Get':\n if not prop.access.readable():\n raise DBusError(ErrorType.UNKNOWN_PROPERTY,\n 'the property does not have read access')\n\n def get_property_callback(interface, prop, prop_value, err):\n try:\n if err is not None:\n send_reply.send_error(err)\n return\n\n body, unix_fds = replace_fds_with_idx(prop.signature, [prop_value])\n\n send_reply(\n Message.new_method_return(msg,\n 'v', [Variant(prop.signature, body[0])],\n unix_fds=unix_fds))\n except Exception as e:\n send_reply.send_error(e)\n\n ServiceInterface._get_property_value(interface, prop, get_property_callback)\n\n elif msg.member == 'Set':\n if not prop.access.writable():\n raise DBusError(ErrorType.PROPERTY_READ_ONLY, 'the property is readonly')\n value = msg.body[2]\n if value.signature != prop.signature:\n raise DBusError(ErrorType.INVALID_SIGNATURE,\n f'wrong signature for property. expected \"{prop.signature}\"')\n assert prop.prop_setter\n\n def set_property_callback(interface, prop, err):\n if err is not None:\n send_reply.send_error(err)\n return\n send_reply(Message.new_method_return(msg))\n\n body = replace_idx_with_fds(value.signature, [value.value], msg.unix_fds)\n ServiceInterface._set_property_value(interface, prop, body[0],\n set_property_callback)\n\n elif msg.member == 'GetAll':\n\n def get_all_properties_callback(interface, values, user_data, err):\n if err is not None:\n send_reply.send_error(err)\n return\n body, unix_fds = replace_fds_with_idx('a{sv}', [values])\n send_reply(Message.new_method_return(msg, 'a{sv}', body, unix_fds=unix_fds))\n\n ServiceInterface._get_all_property_values(interface, get_all_properties_callback)\n\n else:\n assert False\n\n def _init_high_level_client(self):\n '''The high level client is initialized when the first proxy object is\n gotten. Currently just sets up the match rules for the name owner cache\n so signals can be routed to the right objects.'''\n if self._high_level_client_initialized:\n return\n self._high_level_client_initialized = True\n\n def add_match_notify(msg, err):\n if err:\n logging.error(\n f'add match request failed. match=\"{self._name_owner_match_rule}\", {err}')\n if msg.message_type == MessageType.ERROR:\n logging.error(\n f'add match request failed. match=\"{self._name_owner_match_rule}\", {msg.body[0]}'\n )\n\n self._call(\n Message(destination='org.freedesktop.DBus',\n interface='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n member='AddMatch',\n signature='s',\n body=[self._name_owner_match_rule]), add_match_notify)\n\n def _add_match_rule(self, match_rule):\n '''Add a match rule. Match rules added by this function are refcounted\n and must be removed by _remove_match_rule(). This is for use in the\n high level client only.'''\n if match_rule == self._name_owner_match_rule:\n return\n\n if match_rule in self._match_rules:\n self._match_rules[match_rule] += 1\n return\n\n self._match_rules[match_rule] = 1\n\n def add_match_notify(msg, err):\n if err:\n logging.error(f'add match request failed. match=\"{match_rule}\", {err}')\n if msg.message_type == MessageType.ERROR:\n logging.error(f'add match request failed. match=\"{match_rule}\", {msg.body[0]}')\n\n self._call(\n Message(destination='org.freedesktop.DBus',\n interface='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n member='AddMatch',\n signature='s',\n body=[match_rule]), add_match_notify)\n\n def _remove_match_rule(self, match_rule):\n '''Remove a match rule added with _add_match_rule(). This is for use in\n the high level client only.'''\n if match_rule == self._name_owner_match_rule:\n return\n\n if match_rule in self._match_rules:\n self._match_rules[match_rule] -= 1\n if self._match_rules[match_rule] > 0:\n return\n\n del self._match_rules[match_rule]\n\n def remove_match_notify(msg, err):\n if self._disconnected:\n return\n\n if err:\n logging.error(f'remove match request failed. match=\"{match_rule}\", {err}')\n if msg.message_type == MessageType.ERROR:\n logging.error(f'remove match request failed. match=\"{match_rule}\", {msg.body[0]}')\n\n self._call(\n Message(destination='org.freedesktop.DBus',\n interface='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n member='RemoveMatch',\n signature='s',\n body=[match_rule]), remove_match_notify)\n" }, { "alpha_fraction": 0.6391752362251282, "alphanum_fraction": 0.6391752362251282, "avg_line_length": 18.399999618530273, "blob_id": "65444f455f6ea2ec35df627f8cd5569c800be76b", "content_id": "3ea36d1a442e2c6ffdc72fedef5fcdb05464ad60", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 97, "license_type": "permissive", "max_line_length": 51, "num_lines": 5, "path": "/docs/message-bus/base-message-bus.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "BaseMessageBus\n==============\n\n.. autoclass:: dbus_next.message_bus.BaseMessageBus\n :members:\n" }, { "alpha_fraction": 0.5952380895614624, "alphanum_fraction": 0.5952380895614624, "avg_line_length": 13, "blob_id": "3336869aea93fda88f6e86de26436fcef6cb0e57", "content_id": "f09f550227ecdeec235bff0cf1da5fb00ed013f6", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 84, "license_type": "permissive", "max_line_length": 32, "num_lines": 6, "path": "/docs/type-system/variant.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "Variant\n=======\n\n.. autoclass:: dbus_next.Variant\n :members:\n :undoc-members:\n" }, { "alpha_fraction": 0.6170550584793091, "alphanum_fraction": 0.6340042352676392, "avg_line_length": 31.55172348022461, "blob_id": "b8d9de23c5ba04a690ffaa595870dff0d1dac4e3", "content_id": "31b7af93565105da1cea4c411e04f30479925281", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1888, "license_type": "permissive", "max_line_length": 75, "num_lines": 58, "path": "/test/test_big_message.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next import aio, glib, Message, MessageType\nfrom dbus_next.service import ServiceInterface, method\nfrom test.util import check_gi_repository, skip_reason_no_gi\n\nimport pytest\n\nhas_gi = check_gi_repository()\n\n\nclass ExampleInterface(ServiceInterface):\n def __init__(self):\n super().__init__('example.interface')\n\n @method()\n def echo_bytes(self, what: 'ay') -> 'ay':\n return what\n\n\[email protected]\nasync def test_aio_big_message():\n 'this tests that nonblocking reads and writes actually work for aio'\n bus1 = await aio.MessageBus().connect()\n bus2 = await aio.MessageBus().connect()\n interface = ExampleInterface()\n bus1.export('/test/path', interface)\n\n # two megabytes\n big_body = [bytes(1000000) * 2]\n result = await bus2.call(\n Message(destination=bus1.unique_name,\n path='/test/path',\n interface=interface.name,\n member='echo_bytes',\n signature='ay',\n body=big_body))\n assert result.message_type == MessageType.METHOD_RETURN, result.body[0]\n assert result.body[0] == big_body[0]\n\n\[email protected](not has_gi, reason=skip_reason_no_gi)\ndef test_glib_big_message():\n 'this tests that nonblocking reads and writes actually work for glib'\n bus1 = glib.MessageBus().connect_sync()\n bus2 = glib.MessageBus().connect_sync()\n interface = ExampleInterface()\n bus1.export('/test/path', interface)\n\n # two megabytes\n big_body = [bytes(1000000) * 2]\n result = bus2.call_sync(\n Message(destination=bus1.unique_name,\n path='/test/path',\n interface=interface.name,\n member='echo_bytes',\n signature='ay',\n body=big_body))\n assert result.message_type == MessageType.METHOD_RETURN, result.body[0]\n assert result.body[0] == big_body[0]\n" }, { "alpha_fraction": 0.5847375988960266, "alphanum_fraction": 0.5855705738067627, "avg_line_length": 36.071258544921875, "blob_id": "ad126d98806bde78300026c359ee111ab605e69e", "content_id": "22a11c058e3b5f5ffc6812f48a9e10ddeb981a60", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 15607, "license_type": "permissive", "max_line_length": 104, "num_lines": 421, "path": "/dbus_next/aio/message_bus.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from ..message_bus import BaseMessageBus\nfrom .._private.unmarshaller import Unmarshaller\nfrom ..message import Message\nfrom ..constants import BusType, NameFlag, RequestNameReply, ReleaseNameReply, MessageType, MessageFlag\nfrom ..service import ServiceInterface\nfrom ..errors import AuthError\nfrom .proxy_object import ProxyObject\nfrom .. import introspection as intr\nfrom ..auth import Authenticator, AuthExternal\n\nimport logging\nimport array\nimport asyncio\nfrom asyncio import Queue\nimport socket\nfrom copy import copy\nfrom typing import Optional\n\n\ndef _future_set_exception(fut, exc):\n if fut is not None and not fut.done():\n fut.set_exception(exc)\n\n\ndef _future_set_result(fut, result):\n if fut is not None and not fut.done():\n fut.set_result(result)\n\n\nclass _MessageWriter:\n def __init__(self, bus):\n self.messages = Queue()\n self.negotiate_unix_fd = bus._negotiate_unix_fd\n self.bus = bus\n self.sock = bus._sock\n self.loop = bus._loop\n self.buf = None\n self.fd = bus._fd\n self.offset = 0\n self.unix_fds = None\n self.fut = None\n\n def write_callback(self):\n try:\n while True:\n if self.buf is None:\n if self.messages.qsize() == 0:\n # nothing more to write\n self.loop.remove_writer(self.fd)\n return\n buf, unix_fds, fut = self.messages.get_nowait()\n self.unix_fds = unix_fds\n self.buf = memoryview(buf)\n self.offset = 0\n self.fut = fut\n\n if self.unix_fds and self.negotiate_unix_fd:\n ancdata = [(socket.SOL_SOCKET, socket.SCM_RIGHTS,\n array.array(\"i\", self.unix_fds))]\n self.offset += self.sock.sendmsg([self.buf[self.offset:]], ancdata)\n self.unix_fds = None\n else:\n self.offset += self.sock.send(self.buf[self.offset:])\n\n if self.offset >= len(self.buf):\n # finished writing\n self.buf = None\n _future_set_result(self.fut, None)\n else:\n # wait for writable\n return\n except Exception as e:\n _future_set_exception(self.fut, e)\n self.bus._finalize(e)\n\n def buffer_message(self, msg: Message, future=None):\n self.messages.put_nowait(\n (msg._marshall(negotiate_unix_fd=self.negotiate_unix_fd), copy(msg.unix_fds), future))\n\n def schedule_write(self, msg: Message = None, future=None):\n if msg is not None:\n self.buffer_message(msg, future)\n if self.bus.unique_name:\n # don't run the writer until the bus is ready to send messages\n self.loop.add_writer(self.fd, self.write_callback)\n\n\nclass MessageBus(BaseMessageBus):\n \"\"\"The message bus implementation for use with asyncio.\n\n The message bus class is the entry point into all the features of the\n library. It sets up a connection to the DBus daemon and exposes an\n interface to send and receive messages and expose services.\n\n You must call :func:`connect() <dbus_next.aio.MessageBus.connect>` before\n using this message bus.\n\n :param bus_type: The type of bus to connect to. Affects the search path for\n the bus address.\n :type bus_type: :class:`BusType <dbus_next.BusType>`\n :param bus_address: A specific bus address to connect to. Should not be\n used under normal circumstances.\n :param auth: The authenticator to use, defaults to an instance of\n :class:`AuthExternal <dbus_next.auth.AuthExternal>`.\n :type auth: :class:`Authenticator <dbus_next.auth.Authenticator>`\n :param negotiate_unix_fd: Allow the bus to send and receive Unix file\n descriptors (DBus type 'h'). This must be supported by the transport.\n :type negotiate_unix_fd: bool\n\n :ivar unique_name: The unique name of the message bus connection. It will\n be :class:`None` until the message bus connects.\n :vartype unique_name: str\n :ivar connected: True if this message bus is expected to be able to send\n and receive messages.\n :vartype connected: bool\n \"\"\"\n def __init__(self,\n bus_address: str = None,\n bus_type: BusType = BusType.SESSION,\n auth: Authenticator = None,\n negotiate_unix_fd=False):\n super().__init__(bus_address, bus_type, ProxyObject)\n self._negotiate_unix_fd = negotiate_unix_fd\n self._loop = asyncio.get_event_loop()\n self._unmarshaller = self._create_unmarshaller()\n\n self._writer = _MessageWriter(self)\n\n if auth is None:\n self._auth = AuthExternal()\n else:\n self._auth = auth\n\n self._disconnect_future = self._loop.create_future()\n\n async def connect(self) -> 'MessageBus':\n \"\"\"Connect this message bus to the DBus daemon.\n\n This method must be called before the message bus can be used.\n\n :returns: This message bus for convenience.\n :rtype: :class:`MessageBus <dbus_next.aio.MessageBus>`\n\n :raises:\n - :class:`AuthError <dbus_next.AuthError>` - If authorization to \\\n the DBus daemon failed.\n - :class:`Exception` - If there was a connection error.\n \"\"\"\n await self._authenticate()\n\n future = self._loop.create_future()\n\n self._loop.add_reader(self._fd, self._message_reader)\n\n def on_hello(reply, err):\n try:\n if err:\n raise err\n self.unique_name = reply.body[0]\n self._writer.schedule_write()\n _future_set_result(future, self)\n except Exception as e:\n _future_set_exception(future, e)\n self.disconnect()\n self._finalize(err)\n\n hello_msg = Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus',\n member='Hello',\n serial=self.next_serial())\n\n self._method_return_handlers[hello_msg.serial] = on_hello\n self._stream.write(hello_msg._marshall())\n self._stream.flush()\n\n return await future\n\n async def introspect(self, bus_name: str, path: str, timeout: float = 30.0) -> intr.Node:\n \"\"\"Get introspection data for the node at the given path from the given\n bus name.\n\n Calls the standard ``org.freedesktop.DBus.Introspectable.Introspect``\n on the bus for the path.\n\n :param bus_name: The name to introspect.\n :type bus_name: str\n :param path: The path to introspect.\n :type path: str\n :param timeout: The timeout to introspect.\n :type timeout: float\n\n :returns: The introspection data for the name at the path.\n :rtype: :class:`Node <dbus_next.introspection.Node>`\n\n :raises:\n - :class:`InvalidObjectPathError <dbus_next.InvalidObjectPathError>` \\\n - If the given object path is not valid.\n - :class:`InvalidBusNameError <dbus_next.InvalidBusNameError>` - If \\\n the given bus name is not valid.\n - :class:`DBusError <dbus_next.DBusError>` - If the service threw \\\n an error for the method call or returned an invalid result.\n - :class:`Exception` - If a connection error occurred.\n - :class:`asyncio.TimeoutError` - Waited for future but time run out.\n \"\"\"\n future = self._loop.create_future()\n\n def reply_handler(reply, err):\n if err:\n _future_set_exception(future, err)\n else:\n _future_set_result(future, reply)\n\n super().introspect(bus_name, path, reply_handler)\n\n return await asyncio.wait_for(future, timeout=timeout)\n\n async def request_name(self, name: str, flags: NameFlag = NameFlag.NONE) -> RequestNameReply:\n \"\"\"Request that this message bus owns the given name.\n\n :param name: The name to request.\n :type name: str\n :param flags: Name flags that affect the behavior of the name request.\n :type flags: :class:`NameFlag <dbus_next.NameFlag>`\n\n :returns: The reply to the name request.\n :rtype: :class:`RequestNameReply <dbus_next.RequestNameReply>`\n\n :raises:\n - :class:`InvalidBusNameError <dbus_next.InvalidBusNameError>` - If \\\n the given bus name is not valid.\n - :class:`DBusError <dbus_next.DBusError>` - If the service threw \\\n an error for the method call or returned an invalid result.\n - :class:`Exception` - If a connection error occurred.\n \"\"\"\n future = self._loop.create_future()\n\n def reply_handler(reply, err):\n if err:\n _future_set_exception(future, err)\n else:\n _future_set_result(future, reply)\n\n super().request_name(name, flags, reply_handler)\n\n return await future\n\n async def release_name(self, name: str) -> ReleaseNameReply:\n \"\"\"Request that this message bus release the given name.\n\n :param name: The name to release.\n :type name: str\n\n :returns: The reply to the release request.\n :rtype: :class:`ReleaseNameReply <dbus_next.ReleaseNameReply>`\n\n :raises:\n - :class:`InvalidBusNameError <dbus_next.InvalidBusNameError>` - If \\\n the given bus name is not valid.\n - :class:`DBusError <dbus_next.DBusError>` - If the service threw \\\n an error for the method call or returned an invalid result.\n - :class:`Exception` - If a connection error occurred.\n \"\"\"\n future = self._loop.create_future()\n\n def reply_handler(reply, err):\n if err:\n _future_set_exception(future, err)\n else:\n _future_set_result(future, reply)\n\n super().release_name(name, reply_handler)\n\n return await future\n\n async def call(self, msg: Message) -> Optional[Message]:\n \"\"\"Send a method call and wait for a reply from the DBus daemon.\n\n :param msg: The method call message to send.\n :type msg: :class:`Message <dbus_next.Message>`\n\n :returns: A message in reply to the message sent. If the message does\n not expect a reply based on the message flags or type, returns\n ``None`` after the message is sent.\n :rtype: :class:`Message <dbus_next.Message>` or :class:`None` if no reply is expected.\n\n :raises:\n - :class:`Exception` - If a connection error occurred.\n \"\"\"\n if msg.flags & MessageFlag.NO_REPLY_EXPECTED or msg.message_type is not MessageType.METHOD_CALL:\n await self.send(msg)\n return None\n\n future = self._loop.create_future()\n\n def reply_handler(reply, err):\n if not future.done():\n if err:\n _future_set_exception(future, err)\n else:\n _future_set_result(future, reply)\n\n self._call(msg, reply_handler)\n\n await future\n\n return future.result()\n\n def send(self, msg: Message):\n \"\"\"Asynchronously send a message on the message bus.\n\n .. note:: This method may change to a couroutine function in the 1.0\n release of the library.\n\n :param msg: The message to send.\n :type msg: :class:`Message <dbus_next.Message>`\n\n :returns: A future that resolves when the message is sent or a\n connection error occurs.\n :rtype: :class:`Future <asyncio.Future>`\n \"\"\"\n if not msg.serial:\n msg.serial = self.next_serial()\n\n future = self._loop.create_future()\n self._writer.schedule_write(msg, future)\n return future\n\n def get_proxy_object(self, bus_name: str, path: str, introspection: intr.Node) -> ProxyObject:\n return super().get_proxy_object(bus_name, path, introspection)\n\n async def wait_for_disconnect(self):\n \"\"\"Wait for the message bus to disconnect.\n\n :returns: :class:`None` when the message bus has disconnected.\n :rtype: :class:`None`\n\n :raises:\n - :class:`Exception` - If connection was terminated unexpectedly or \\\n an internal error occurred in the library.\n \"\"\"\n return await self._disconnect_future\n\n def _make_method_handler(self, interface, method):\n if not asyncio.iscoroutinefunction(method.fn):\n return super()._make_method_handler(interface, method)\n\n def handler(msg, send_reply):\n def done(fut):\n with send_reply:\n result = fut.result()\n body, unix_fds = ServiceInterface._fn_result_to_body(\n result, method.out_signature_tree)\n send_reply(Message.new_method_return(msg, method.out_signature, body, unix_fds))\n\n args = ServiceInterface._msg_body_to_args(msg)\n fut = asyncio.ensure_future(method.fn(interface, *args))\n fut.add_done_callback(done)\n\n return handler\n\n def _message_reader(self):\n try:\n while True:\n if self._unmarshaller.unmarshall():\n self._on_message(self._unmarshaller.message)\n self._unmarshaller = self._create_unmarshaller()\n else:\n break\n except Exception as e:\n self._finalize(e)\n\n async def _auth_readline(self):\n buf = b''\n while buf[-2:] != b'\\r\\n':\n buf += await self._loop.sock_recv(self._sock, 2)\n return buf[:-2].decode()\n\n async def _authenticate(self):\n await self._loop.sock_sendall(self._sock, b'\\0')\n\n first_line = self._auth._authentication_start(negotiate_unix_fd=self._negotiate_unix_fd)\n\n if first_line is not None:\n if type(first_line) is not str:\n raise AuthError('authenticator gave response not type str')\n await self._loop.sock_sendall(self._sock, Authenticator._format_line(first_line))\n\n while True:\n response = self._auth._receive_line(await self._auth_readline())\n if response is not None:\n await self._loop.sock_sendall(self._sock, Authenticator._format_line(response))\n self._stream.flush()\n if response == 'BEGIN':\n break\n\n def _create_unmarshaller(self):\n sock = None\n if self._negotiate_unix_fd:\n sock = self._sock\n return Unmarshaller(self._stream, sock)\n\n def _finalize(self, err=None):\n try:\n self._loop.remove_reader(self._fd)\n except Exception:\n logging.warning('could not remove message reader', exc_info=True)\n try:\n self._loop.remove_writer(self._fd)\n except Exception:\n logging.warning('could not remove message writer', exc_info=True)\n\n super()._finalize(err)\n\n if self._disconnect_future.done():\n return\n\n if err and not self._user_disconnect:\n _future_set_exception(self._disconnect_future, err)\n else:\n _future_set_result(self._disconnect_future, None)\n" }, { "alpha_fraction": 0.5800604224205017, "alphanum_fraction": 0.5830815434455872, "avg_line_length": 21.066667556762695, "blob_id": "90a0c71aa37002a4f03dc0b9e2a420944a12f3a2", "content_id": "9bba7d74afc974e3579e47f889ecfce2a30a6d25", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 331, "license_type": "permissive", "max_line_length": 51, "num_lines": 15, "path": "/test/util.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "_has_gi = None\nskip_reason_no_gi = 'glib tests require python3-gi'\n\n\ndef check_gi_repository():\n global _has_gi\n if _has_gi is not None:\n return _has_gi\n try:\n from gi.repository import GLib\n _has_gi = True\n return _has_gi\n except ImportError:\n _has_gi = False\n return _has_gi\n" }, { "alpha_fraction": 0.6083915829658508, "alphanum_fraction": 0.6083915829658508, "avg_line_length": 19.428571701049805, "blob_id": "40eef4acabef068facf9bf172571c4b8eb91444a", "content_id": "e0721331a5cf05c7b64afef5726cfdad7b36c672", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 143, "license_type": "permissive", "max_line_length": 44, "num_lines": 7, "path": "/docs/high-level-client/glib-proxy-interface.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "glib.ProxyInterface\n===================\n\n.. autoclass:: dbus_next.glib.ProxyInterface\n :members:\n :undoc-members:\n :show-inheritance:\n" }, { "alpha_fraction": 0.6427320241928101, "alphanum_fraction": 0.6467350721359253, "avg_line_length": 32.87288284301758, "blob_id": "63161bd7b3a91192d421481c2cdcaac7a1bbcba6", "content_id": "da06f36960cda65ff8596362ebe8a3ac24449232", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3997, "license_type": "permissive", "max_line_length": 81, "num_lines": 118, "path": "/test/client/test_properties.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next import aio, glib, Message, DBusError\nfrom dbus_next.service import ServiceInterface, dbus_property, PropertyAccess\nfrom test.util import check_gi_repository, skip_reason_no_gi\n\nimport pytest\n\nhas_gi = check_gi_repository()\n\n\nclass ExampleInterface(ServiceInterface):\n def __init__(self):\n super().__init__('test.interface')\n self._some_property = 'foo'\n self.error_name = 'test.error'\n self.error_text = 'i am bad'\n self._int64_property = -10000\n\n @dbus_property()\n def SomeProperty(self) -> 's':\n return self._some_property\n\n @SomeProperty.setter\n def SomeProperty(self, val: 's'):\n self._some_property = val\n\n @dbus_property(access=PropertyAccess.READ)\n def Int64Property(self) -> 'x':\n return self._int64_property\n\n @dbus_property()\n def ErrorThrowingProperty(self) -> 's':\n raise DBusError(self.error_name, self.error_text)\n\n @ErrorThrowingProperty.setter\n def ErrorThrowingProperty(self, val: 's'):\n raise DBusError(self.error_name, self.error_text)\n\n\[email protected]\nasync def test_aio_properties():\n service_bus = await aio.MessageBus().connect()\n service_interface = ExampleInterface()\n service_bus.export('/test/path', service_interface)\n\n bus = await aio.MessageBus().connect()\n obj = bus.get_proxy_object(service_bus.unique_name, '/test/path',\n service_bus._introspect_export_path('/test/path'))\n interface = obj.get_interface(service_interface.name)\n\n prop = await interface.get_some_property()\n assert prop == service_interface._some_property\n\n prop = await interface.get_int64_property()\n assert prop == service_interface._int64_property\n\n await interface.set_some_property('different')\n assert service_interface._some_property == 'different'\n\n with pytest.raises(DBusError):\n try:\n prop = await interface.get_error_throwing_property()\n assert False, prop\n except DBusError as e:\n assert e.type == service_interface.error_name\n assert e.text == service_interface.error_text\n assert type(e.reply) is Message\n raise e\n\n with pytest.raises(DBusError):\n try:\n await interface.set_error_throwing_property('different')\n except DBusError as e:\n assert e.type == service_interface.error_name\n assert e.text == service_interface.error_text\n assert type(e.reply) is Message\n raise e\n\n service_bus.disconnect()\n bus.disconnect()\n\n\[email protected](not has_gi, reason=skip_reason_no_gi)\ndef test_glib_properties():\n service_bus = glib.MessageBus().connect_sync()\n service_interface = ExampleInterface()\n service_bus.export('/test/path', service_interface)\n\n bus = glib.MessageBus().connect_sync()\n obj = bus.get_proxy_object(service_bus.unique_name, '/test/path',\n service_bus._introspect_export_path('/test/path'))\n interface = obj.get_interface(service_interface.name)\n\n prop = interface.get_some_property_sync()\n assert prop == service_interface._some_property\n\n interface.set_some_property_sync('different')\n assert service_interface._some_property == 'different'\n\n with pytest.raises(DBusError):\n try:\n prop = interface.get_error_throwing_property_sync()\n assert False, prop\n except DBusError as e:\n assert e.type == service_interface.error_name\n assert e.text == service_interface.error_text\n assert type(e.reply) is Message\n raise e\n\n with pytest.raises(DBusError):\n try:\n interface.set_error_throwing_property_sync('different2')\n except DBusError as e:\n assert e.type == service_interface.error_name\n assert e.text == service_interface.error_text\n assert type(e.reply) is Message\n raise e\n\n service_bus.disconnect()\n" }, { "alpha_fraction": 0.5394971370697021, "alphanum_fraction": 0.5598891377449036, "avg_line_length": 30.568750381469727, "blob_id": "967e8b096d2a54e289a1968741ef411f68605602", "content_id": "db71dee6a6df7645883ac124b94264240bdac519", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5051, "license_type": "permissive", "max_line_length": 76, "num_lines": 160, "path": "/dbus_next/_private/marshaller.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from ..signature import SignatureTree\nfrom struct import pack\n\n\nclass Marshaller:\n def __init__(self, signature, body):\n self.signature_tree = SignatureTree._get(signature)\n self.signature_tree.verify(body)\n self.buffer = bytearray()\n self.body = body\n\n self.writers = {\n 'y': self.write_byte,\n 'b': self.write_boolean,\n 'n': self.write_int16,\n 'q': self.write_uint16,\n 'i': self.write_int32,\n 'u': self.write_uint32,\n 'x': self.write_int64,\n 't': self.write_uint64,\n 'd': self.write_double,\n 'h': self.write_uint32,\n 'o': self.write_string,\n 's': self.write_string,\n 'g': self.write_signature,\n 'a': self.write_array,\n '(': self.write_struct,\n '{': self.write_dict_entry,\n 'v': self.write_variant\n }\n\n def align(self, n):\n offset = n - len(self.buffer) % n\n if offset == 0 or offset == n:\n return 0\n self.buffer.extend(bytes(offset))\n return offset\n\n def write_byte(self, byte, _=None):\n self.buffer.append(byte)\n return 1\n\n def write_boolean(self, boolean, _=None):\n if boolean:\n return self.write_uint32(1)\n else:\n return self.write_uint32(0)\n\n def write_int16(self, int16, _=None):\n written = self.align(2)\n self.buffer.extend(pack('<h', int16))\n return written + 2\n\n def write_uint16(self, uint16, _=None):\n written = self.align(2)\n self.buffer.extend(pack('<H', uint16))\n return written + 2\n\n def write_int32(self, int32, _):\n written = self.align(4)\n self.buffer.extend(pack('<i', int32))\n return written + 4\n\n def write_uint32(self, uint32, _=None):\n written = self.align(4)\n self.buffer.extend(pack('<I', uint32))\n return written + 4\n\n def write_int64(self, int64, _=None):\n written = self.align(8)\n self.buffer.extend(pack('<q', int64))\n return written + 8\n\n def write_uint64(self, uint64, _=None):\n written = self.align(8)\n self.buffer.extend(pack('<Q', uint64))\n return written + 8\n\n def write_double(self, double, _=None):\n written = self.align(8)\n self.buffer.extend(pack('<d', double))\n return written + 8\n\n def write_signature(self, signature, _=None):\n signature = signature.encode()\n signature_len = len(signature)\n self.buffer.append(signature_len)\n self.buffer.extend(signature)\n self.buffer.append(0)\n return signature_len + 2\n\n def write_string(self, value, _=None):\n value = value.encode()\n value_len = len(value)\n written = self.write_uint32(value_len)\n self.buffer.extend(value)\n written += value_len\n self.buffer.append(0)\n written += 1\n return written\n\n def write_variant(self, variant, _=None):\n written = self.write_signature(variant.signature)\n written += self.write_single(variant.type, variant.value)\n return written\n\n def write_array(self, array, type_):\n # TODO max array size is 64MiB (67108864 bytes)\n written = self.align(4)\n # length placeholder\n offset = len(self.buffer)\n written += self.write_uint32(0)\n child_type = type_.children[0]\n\n if child_type.token in 'xtd{(':\n # the first alignment is not included in array size\n written += self.align(8)\n\n array_len = 0\n if child_type.token == '{':\n for key, value in array.items():\n array_len += self.write_dict_entry([key, value], child_type)\n elif child_type.token == 'y':\n array_len = len(array)\n self.buffer.extend(array)\n else:\n for value in array:\n array_len += self.write_single(child_type, value)\n\n array_len_packed = pack('<I', array_len)\n for i in range(offset, offset + 4):\n self.buffer[i] = array_len_packed[i - offset]\n\n return written + array_len\n\n def write_struct(self, array, type_):\n written = self.align(8)\n for i, value in enumerate(array):\n written += self.write_single(type_.children[i], value)\n return written\n\n def write_dict_entry(self, dict_entry, type_):\n written = self.align(8)\n written += self.write_single(type_.children[0], dict_entry[0])\n written += self.write_single(type_.children[1], dict_entry[1])\n return written\n\n def write_single(self, type_, body):\n t = type_.token\n\n if t not in self.writers:\n raise NotImplementedError(f'type isnt implemented yet: \"{t}\"')\n\n return self.writers[t](body, type_)\n\n def marshall(self):\n self.buffer.clear()\n for i, type_ in enumerate(self.signature_tree.types):\n self.write_single(type_, self.body[i])\n return self.buffer\n" }, { "alpha_fraction": 0.39935413002967834, "alphanum_fraction": 0.4962325096130371, "avg_line_length": 28.967741012573242, "blob_id": "85993471661fff83e11043ac8d7429cfa262f3c6", "content_id": "5d63c3f56b6ac1dd2912eeb312841627d5c6ef98", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 929, "license_type": "permissive", "max_line_length": 95, "num_lines": 31, "path": "/test/test_address_parser.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next._private.address import parse_address\n\n\ndef test_valid_addresses():\n\n valid_addresses = {\n 'unix:path=/run/user/1000/bus': [('unix', {\n 'path': '/run/user/1000/bus'\n })],\n 'unix:abstract=/tmp/dbus-ft9sODWpZk,guid=a7b1d5912379c2d471165e9b5cb74a03': [('unix', {\n 'abstract':\n '/tmp/dbus-ft9sODWpZk',\n 'guid':\n 'a7b1d5912379c2d471165e9b5cb74a03'\n })],\n 'unix1:key1=val1;unix2:key2=val2': [('unix1', {\n 'key1': 'val1'\n }), ('unix2', {\n 'key2': 'val2'\n })],\n 'unix:escaped=hello%20world': [('unix', {\n 'escaped': 'hello world'\n })],\n 'tcp:host=127.0.0.1,port=55556': [('tcp', {\n 'host': '127.0.0.1',\n 'port': '55556'\n })]\n }\n\n for address, parsed in valid_addresses.items():\n assert parse_address(address) == parsed\n" }, { "alpha_fraction": 0.776340126991272, "alphanum_fraction": 0.7772642970085144, "avg_line_length": 62.64706039428711, "blob_id": "31bbf9117388fc94b8c18b738e890fe5b416697a", "content_id": "1de821e041f62a7f6c69ed3461ba3769165ec61c", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "reStructuredText", "length_bytes": 1082, "license_type": "permissive", "max_line_length": 359, "num_lines": 17, "path": "/docs/message-bus/index.rst", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "The Message Bus\n===============\n\n.. toctree::\n :maxdepth: 2\n\n base-message-bus.rst\n aio-message-bus.rst\n glib-message-bus.rst\n\nThe message bus manages a connection to the DBus daemon. It's capable of sending and receiving messages and wiring up the classes of the high level interfaces.\n\nThere are currently two implementations of the message bus depending on what main loop implementation you want to use. Use :class:`aio.MessageBus <dbus_next.aio.MessageBus>` if you are using an asyncio main loop. Use :class:`glib.MessageBus <dbus_next.glib.MessageBus>` if you are using a GLib main loop.\n\nFor standalone applications, the asyncio message bus is preferable because it has a nice async/await api in place of the callback/synchronous interface of the GLib message bus. If your application is using other libraries that use the GLib main loop, such as a GTK application, the GLib implementation will be needed. However neither library is a requirement.\n\nFor more information on how to use the message bus, see the documentation for the specific interfaces you plan to use.\n" }, { "alpha_fraction": 0.6126042604446411, "alphanum_fraction": 0.6223354935646057, "avg_line_length": 31.208955764770508, "blob_id": "12107df7bc0fc7cd3d5c945e0b2361b02bdea72a", "content_id": "a6b6ebb836a0b024875ae7f11faa4c169f3a43f5", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2158, "license_type": "permissive", "max_line_length": 85, "num_lines": 67, "path": "/test/test_tcp_address.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next.aio import MessageBus\nfrom dbus_next import Message\nfrom dbus_next._private.address import parse_address\n\nimport asyncio\nimport pytest\nimport os\n\n\[email protected]\nasync def test_tcp_connection_with_forwarding(event_loop):\n closables = []\n host = '127.0.0.1'\n port = '55556'\n\n addr_info = parse_address(os.environ.get('DBUS_SESSION_BUS_ADDRESS'))\n assert addr_info\n assert 'abstract' in addr_info[0][1]\n path = f'\\0{addr_info[0][1][\"abstract\"]}'\n\n async def handle_connection(tcp_reader, tcp_writer):\n unix_reader, unix_writer = await asyncio.open_unix_connection(path)\n closables.append(tcp_writer)\n closables.append(unix_writer)\n\n async def handle_read():\n while True:\n data = await tcp_reader.read(1)\n if not data:\n break\n unix_writer.write(data)\n\n async def handle_write():\n while True:\n data = await unix_reader.read(1)\n if not data:\n break\n tcp_writer.write(data)\n\n asyncio.run_coroutine_threadsafe(handle_read(), event_loop)\n asyncio.run_coroutine_threadsafe(handle_write(), event_loop)\n\n server = await asyncio.start_server(handle_connection, host, port)\n closables.append(server)\n\n bus = await MessageBus(bus_address=f'tcp:host={host},port={port}').connect()\n\n # basic tests to see if it works\n result = await bus.call(\n Message(destination='org.freedesktop.DBus',\n path='/org/freedesktop/DBus',\n interface='org.freedesktop.DBus.Peer',\n member='Ping'))\n assert result\n\n intr = await bus.introspect('org.freedesktop.DBus', '/org/freedesktop/DBus')\n obj = bus.get_proxy_object('org.freedesktop.DBus', '/org/freedesktop/DBus', intr)\n iface = obj.get_interface('org.freedesktop.DBus.Peer')\n await iface.call_ping()\n\n assert bus._sock.getpeername()[0] == host\n assert bus._sock.getsockname()[0] == host\n assert bus._sock.gettimeout() == 0\n assert bus._stream.closed is False\n\n for c in closables:\n c.close()\n" }, { "alpha_fraction": 0.3815028965473175, "alphanum_fraction": 0.8520231246948242, "avg_line_length": 38.318180084228516, "blob_id": "8fc592c211aa6f2eec9de3bcce4e2a334de4b771", "content_id": "cde28b3e89972e3dd7dd2c624373ebae12c4007f", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 865, "license_type": "permissive", "max_line_length": 90, "num_lines": 22, "path": "/bench/unmarshall.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "import io\nimport timeit\n\nfrom dbus_next._private.unmarshaller import Unmarshaller\n\nbluez_rssi_message = (\n \"6c04010134000000e25389019500000001016f00250000002f6f72672f626c75657a2f686369302f6465\"\n \"765f30385f33415f46325f31455f32425f3631000000020173001f0000006f72672e667265656465736b\"\n \"746f702e444275732e50726f7065727469657300030173001100000050726f706572746965734368616e\"\n \"67656400000000000000080167000873617b73767d617300000007017300040000003a312e3400000000\"\n \"110000006f72672e626c75657a2e446576696365310000000e0000000000000004000000525353490001\"\n \"6e00a7ff000000000000\"\n)\n\n\ndef unmarhsall_bluez_rssi_message():\n Unmarshaller(io.BytesIO(bytes.fromhex(bluez_rssi_message))).unmarshall()\n\n\ncount = 1000000\ntime = timeit.Timer(unmarhsall_bluez_rssi_message).timeit(count)\nprint(f\"Unmarshalling {count} bluetooth rssi messages took {time} seconds\")\n" }, { "alpha_fraction": 0.5871930122375488, "alphanum_fraction": 0.6032017469406128, "avg_line_length": 28.925580978393555, "blob_id": "dffd04de0ebb57263239dafb25599a8e4da189a9", "content_id": "86bdb31ce6e44756719b49d1951f7fd6a09f0603", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 6434, "license_type": "permissive", "max_line_length": 98, "num_lines": 215, "path": "/test/test_signature.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from dbus_next import SignatureTree, SignatureBodyMismatchError, Variant\nfrom dbus_next._private.util import signature_contains_type\n\nimport pytest\n\n\ndef assert_simple_type(signature, type_):\n assert type_.token == signature\n assert type_.signature == signature\n assert len(type_.children) == 0\n\n\ndef test_simple():\n tree = SignatureTree('s')\n assert len(tree.types) == 1\n assert_simple_type('s', tree.types[0])\n\n\ndef test_multiple_simple():\n tree = SignatureTree('sss')\n assert len(tree.types) == 3\n for i in range(0, 3):\n assert_simple_type('s', tree.types[i])\n\n\ndef test_array():\n tree = SignatureTree('as')\n assert len(tree.types) == 1\n child = tree.types[0]\n assert child.signature == 'as'\n assert child.token == 'a'\n assert len(child.children) == 1\n assert_simple_type('s', child.children[0])\n\n\ndef test_array_multiple():\n tree = SignatureTree('asasass')\n assert len(tree.types) == 4\n assert_simple_type('s', tree.types[3])\n for i in range(0, 3):\n array_child = tree.types[i]\n assert array_child.token == 'a'\n assert array_child.signature == 'as'\n assert len(array_child.children) == 1\n assert_simple_type('s', array_child.children[0])\n\n\ndef test_array_nested():\n tree = SignatureTree('aas')\n assert len(tree.types) == 1\n child = tree.types[0]\n assert child.token == 'a'\n assert child.signature == 'aas'\n assert len(child.children) == 1\n nested_child = child.children[0]\n assert nested_child.token == 'a'\n assert nested_child.signature == 'as'\n assert len(nested_child.children) == 1\n assert_simple_type('s', nested_child.children[0])\n\n\ndef test_simple_struct():\n tree = SignatureTree('(sss)')\n assert len(tree.types) == 1\n child = tree.types[0]\n assert child.signature == '(sss)'\n assert len(child.children) == 3\n for i in range(0, 3):\n assert_simple_type('s', child.children[i])\n\n\ndef test_nested_struct():\n tree = SignatureTree('(s(s(s)))')\n assert len(tree.types) == 1\n child = tree.types[0]\n assert child.signature == '(s(s(s)))'\n assert child.token == '('\n assert len(child.children) == 2\n assert_simple_type('s', child.children[0])\n first_nested = child.children[1]\n assert first_nested.token == '('\n assert first_nested.signature == '(s(s))'\n assert len(first_nested.children) == 2\n assert_simple_type('s', first_nested.children[0])\n second_nested = first_nested.children[1]\n assert second_nested.token == '('\n assert second_nested.signature == '(s)'\n assert len(second_nested.children) == 1\n assert_simple_type('s', second_nested.children[0])\n\n\ndef test_struct_multiple():\n tree = SignatureTree('(s)(s)(s)')\n assert len(tree.types) == 3\n for i in range(0, 3):\n child = tree.types[0]\n assert child.token == '('\n assert child.signature == '(s)'\n assert len(child.children) == 1\n assert_simple_type('s', child.children[0])\n\n\ndef test_array_of_structs():\n tree = SignatureTree('a(ss)')\n assert len(tree.types) == 1\n child = tree.types[0]\n assert child.token == 'a'\n assert child.signature == 'a(ss)'\n assert len(child.children) == 1\n struct_child = child.children[0]\n assert struct_child.token == '('\n assert struct_child.signature == '(ss)'\n assert len(struct_child.children) == 2\n for i in range(0, 2):\n assert_simple_type('s', struct_child.children[i])\n\n\ndef test_dict_simple():\n tree = SignatureTree('a{ss}')\n assert len(tree.types) == 1\n child = tree.types[0]\n assert child.signature == 'a{ss}'\n assert child.token == 'a'\n assert len(child.children) == 1\n dict_child = child.children[0]\n assert dict_child.token == '{'\n assert dict_child.signature == '{ss}'\n assert len(dict_child.children) == 2\n assert_simple_type('s', dict_child.children[0])\n assert_simple_type('s', dict_child.children[1])\n\n\ndef test_dict_of_structs():\n tree = SignatureTree('a{s(ss)}')\n assert len(tree.types) == 1\n child = tree.types[0]\n assert child.token == 'a'\n assert child.signature == 'a{s(ss)}'\n assert len(child.children) == 1\n dict_child = child.children[0]\n assert dict_child.token == '{'\n assert dict_child.signature == '{s(ss)}'\n assert len(dict_child.children) == 2\n assert_simple_type('s', dict_child.children[0])\n struct_child = dict_child.children[1]\n assert struct_child.token == '('\n assert struct_child.signature == '(ss)'\n assert len(struct_child.children) == 2\n for i in range(0, 2):\n assert_simple_type('s', struct_child.children[i])\n\n\ndef test_contains_type():\n tree = SignatureTree('h')\n assert signature_contains_type(tree, [0], 'h')\n assert not signature_contains_type(tree, [0], 'u')\n\n tree = SignatureTree('ah')\n assert signature_contains_type(tree, [[0]], 'h')\n assert signature_contains_type(tree, [[0]], 'a')\n assert not signature_contains_type(tree, [[0]], 'u')\n\n tree = SignatureTree('av')\n body = [[Variant('u', 0), Variant('i', 0), Variant('x', 0), Variant('v', Variant('s', 'hi'))]]\n assert signature_contains_type(tree, body, 'u')\n assert signature_contains_type(tree, body, 'x')\n assert signature_contains_type(tree, body, 'v')\n assert signature_contains_type(tree, body, 's')\n assert not signature_contains_type(tree, body, 'o')\n\n tree = SignatureTree('a{sv}')\n body = {\n 'foo': Variant('h', 0),\n 'bar': Variant('i', 0),\n 'bat': Variant('x', 0),\n 'baz': Variant('v', Variant('o', '/hi'))\n }\n for expected in 'hixvso':\n assert signature_contains_type(tree, [body], expected)\n assert not signature_contains_type(tree, [body], 'b')\n\n\ndef test_invalid_variants():\n tree = SignatureTree('a{sa{sv}}')\n s_con = {\n 'type': '802-11-wireless',\n 'uuid': '1234',\n 'id': 'SSID',\n }\n\n s_wifi = {\n 'ssid': 'SSID',\n 'mode': 'infrastructure',\n 'hidden': True,\n }\n\n s_wsec = {\n 'key-mgmt': 'wpa-psk',\n 'auth-alg': 'open',\n 'psk': 'PASSWORD',\n }\n\n s_ip4 = {'method': 'auto'}\n s_ip6 = {'method': 'auto'}\n\n con = {\n 'connection': s_con,\n '802-11-wireless': s_wifi,\n '802-11-wireless-security': s_wsec,\n 'ipv4': s_ip4,\n 'ipv6': s_ip6\n }\n\n with pytest.raises(SignatureBodyMismatchError):\n tree.verify([con])\n" }, { "alpha_fraction": 0.6169111132621765, "alphanum_fraction": 0.6200747489929199, "avg_line_length": 33.088233947753906, "blob_id": "68b4bb1f739351011dcb6993dc4e1551768794ba", "content_id": "c39b54d8fc66203801d8cde68040b26dab5e14a2", "detected_licenses": [ "LicenseRef-scancode-unknown-license-reference", "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3477, "license_type": "permissive", "max_line_length": 126, "num_lines": 102, "path": "/dbus_next/_private/address.py", "repo_name": "altdesktop/python-dbus-next", "src_encoding": "UTF-8", "text": "from ..constants import BusType\nfrom ..errors import InvalidAddressError\n\nfrom urllib.parse import unquote\nimport re\nimport os\n\ninvalid_address_chars_re = re.compile(r'[^-0-9A-Za-z_/.%]')\n\n\ndef parse_address(address_str):\n addresses = []\n\n for address in filter(lambda a: a, address_str.split(';')):\n if address.find(':') == -1:\n raise InvalidAddressError('address did not contain a transport')\n\n transport, opt_string = address.split(':', 1)\n options = {}\n\n for kv in filter(lambda s: s, opt_string.split(',')):\n if kv.find('=') == -1:\n raise InvalidAddressError('address option did not contain a value')\n k, v = kv.split('=', 1)\n if invalid_address_chars_re.search(v):\n raise InvalidAddressError('address contains invalid characters')\n # XXX the actual unquote rules are simpler than this\n v = unquote(v)\n options[k] = v\n\n addresses.append((transport, options))\n\n if not addresses:\n raise InvalidAddressError(f'address string contained no addresses: \"{address_str}\"')\n\n return addresses\n\n\ndef get_system_bus_address():\n if 'DBUS_SYSTEM_BUS_ADDRESS' in os.environ:\n return os.environ['DBUS_SYSTEM_BUS_ADDRESS']\n else:\n return 'unix:path=/var/run/dbus/system_bus_socket'\n\n\ndisplay_re = re.compile(r'.*:([0-9]+)\\.?.*')\nremove_quotes_re = re.compile(r'''^['\"]?(.*?)['\"]?$''')\n\n\ndef get_session_bus_address():\n if 'DBUS_SESSION_BUS_ADDRESS' in os.environ:\n return os.environ['DBUS_SESSION_BUS_ADDRESS']\n\n home = os.environ['HOME']\n if 'DISPLAY' not in os.environ:\n raise InvalidAddressError(\n 'DBUS_SESSION_BUS_ADDRESS not set and could not get DISPLAY environment variable to get bus address'\n )\n\n display = os.environ['DISPLAY']\n try:\n display = display_re.search(display).group(1)\n except Exception:\n raise InvalidAddressError(\n f'DBUS_SESSION_BUS_ADDRESS not set and could not parse DISPLAY environment variable to get bus address: {display}'\n )\n\n # XXX: this will block but they're very small files and fs operations\n # should be fairly reliable. fix this by passing in an async func to read\n # the file for each io backend.\n machine_id = None\n with open('/var/lib/dbus/machine-id') as f:\n machine_id = f.read().rstrip()\n\n dbus_info_file_name = f'{home}/.dbus/session-bus/{machine_id}-{display}'\n dbus_info = None\n try:\n with open(dbus_info_file_name) as f:\n dbus_info = f.read().rstrip()\n except Exception:\n raise InvalidAddressError(f'could not open dbus info file: {dbus_info_file_name}')\n\n for line in dbus_info.split('\\n'):\n if line.strip().startswith('DBUS_SESSION_BUS_ADDRESS='):\n _, addr = line.split('=', 1)\n if not addr:\n raise InvalidAddressError(\n f'DBUS_SESSION_BUS_ADDRESS variable not set correctly in dbus info file: {dbus_info_file_name}'\n )\n addr = remove_quotes_re.search(addr).group(1)\n return addr\n\n raise InvalidAddressError('could not find dbus session bus address')\n\n\ndef get_bus_address(bus_type):\n if bus_type == BusType.SESSION:\n return get_session_bus_address()\n elif bus_type == BusType.SYSTEM:\n return get_system_bus_address()\n else:\n raise Exception('got unknown bus type: {bus_type}')\n" } ]
77
Zumbalamambo/behavior_understanding_indoor_dataset
https://github.com/Zumbalamambo/behavior_understanding_indoor_dataset
61374bd42a3758caa470dbe2f0a7837c1ad3d061
c710974e182727b047f6f154ebc268c2813f4c84
fe49ec58bff97f4e301ae143ca5b7a065a84765d
refs/heads/master
2020-03-29T17:05:35.903455
2018-01-10T10:36:54
2018-01-10T10:36:54
null
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.620537281036377, "alphanum_fraction": 0.6548362374305725, "avg_line_length": 39.390933990478516, "blob_id": "3730976a4a0b66bc639bcb2a5caba20c9c9dd12e", "content_id": "4a1592ae858576b84f2add81c4d09294806fb71e", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 14257, "license_type": "no_license", "max_line_length": 191, "num_lines": 353, "path": "/demo.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "from sklearn.linear_model import LogisticRegression\nimport numpy as np\nimport cv2\nimport matplotlib\nmatplotlib.use('TkAgg')\nfrom matplotlib.backends.backend_tkagg import FigureCanvasTkAgg\n\nimport matplotlib.pyplot as plt\n\nfrom collections import Counter\nimport threading\nimport time\n\nimport multiprocessing\nfrom datetime import datetime as dt\n\nfrom Tkinter import *\n\nimport PIL\nfrom PIL import ImageTk, Image\n\n\nimport data_organizer\nimport video_traj\nimport ambient_sensors\n\n#scene = np.ones((414,512),dtype=np.uint8)\nscene = cv2.imread('C:/Users/dario.dotti/Documents/pilot_abnormal_behavior_indoor/subject4_1834.jpg')\n\n#Create a window\nwindow=Tk()\nwindow.title('Abnormal Behavior Detector')\n\n\ndef plot_classifier_confidence(task,cluster_model,keys_labels,lr,q):\n ##plotting confidence classifier on bow\n\n hist = np.zeros((1,len(keys_labels)))\n\n x_axis = 0\n\n ##every two second create a sample cluster it and create an hist\n for n_slice,two_mins_slice in enumerate(task):\n\n similar_word= cluster_model.predict(np.array(two_mins_slice).reshape(1,-1))\n\n index = np.where(similar_word == keys_labels)[0]\n\n hist[0][index] +=1\n pred = lr.predict(hist)\n\n #print pred\n\n conf_confusion = np.max([lr.decision_function(hist)[0][0],lr.decision_function(hist)[0][1],lr.decision_function(hist)[0][2]])\n conf_repetitive = lr.decision_function(hist)[0][3]\n conf_adl = np.max([lr.decision_function(hist)[0][4],lr.decision_function(hist)[0][5]])\n\n\n q.put(['cc',conf_confusion,conf_repetitive,conf_adl,n_slice,x_axis])\n x_axis+=1\n\n time.sleep(2)\n\n #plt.pause(100)\n\n\ndef draw_joints_and_tracks(body_points,current_time_shared):\n #make the thread wait for the other\n time.sleep(1.5)\n\n color = (0,0,255)\n for n_frame,traj_body_joints in enumerate(body_points):\n\n temp_img = scene.copy()\n\n #get recording time and make it as current time\n time_info_joint = traj_body_joints[0,1].split(' ')\n date = time_info_joint[4].split('&#')[0]+'-'+'10-'+time_info_joint[2]\n #global current_time\n current_time = dt.strptime(date+' '+time_info_joint[3],'%Y-%m-%d %H:%M:%S')\n\n current_time_shared.put(current_time)\n\n\n #draw line between joints\n thickness = 3\n line_color = (19,19,164)\n #first position skipped cause there are other info stored\n #torso\n cv2.line(temp_img,(int(float(traj_body_joints[1,0])),int(float(traj_body_joints[1,1]))),(int(float(traj_body_joints[2,0])),int(float(traj_body_joints[2,1]))),line_color,thickness)\n cv2.line(temp_img,(int(float(traj_body_joints[2,0])),int(float(traj_body_joints[2,1]))),(int(float(traj_body_joints[3,0])),int(float(traj_body_joints[3,1]))),line_color,thickness)\n cv2.line(temp_img,(int(float(traj_body_joints[3,0])),int(float(traj_body_joints[3,1]))),(int(float(traj_body_joints[4,0])),int(float(traj_body_joints[4,1]))),line_color,thickness)\n #shoulder\n cv2.line(temp_img,(int(float(traj_body_joints[5,0])),int(float(traj_body_joints[5,1]))),(int(float(traj_body_joints[6,0])),int(float(traj_body_joints[6,1]))),line_color,thickness)\n cv2.line(temp_img,(int(float(traj_body_joints[5,0])),int(float(traj_body_joints[5,1]))),(int(float(traj_body_joints[10,0])),int(float(traj_body_joints[10,1]))),line_color,thickness)\n #hips\n cv2.line(temp_img,(int(float(traj_body_joints[4,0])),int(float(traj_body_joints[4,1]))),(int(float(traj_body_joints[14,0])),int(float(traj_body_joints[14,1]))),line_color,thickness)\n cv2.line(temp_img,(int(float(traj_body_joints[4,0])),int(float(traj_body_joints[4,1]))),(int(float(traj_body_joints[18,0])),int(float(traj_body_joints[18,1]))),line_color,thickness)\n #right arm\n cv2.line(temp_img,(int(float(traj_body_joints[6,0])),int(float(traj_body_joints[6,1]))),(int(float(traj_body_joints[7,0])),int(float(traj_body_joints[7,1]))),line_color,thickness)\n cv2.line(temp_img,(int(float(traj_body_joints[7,0])),int(float(traj_body_joints[7,1]))),(int(float(traj_body_joints[8,0])),int(float(traj_body_joints[8,1]))),line_color,thickness)\n cv2.line(temp_img,(int(float(traj_body_joints[8,0])),int(float(traj_body_joints[8,1]))),(int(float(traj_body_joints[9,0])),int(float(traj_body_joints[9,1]))),line_color,thickness)\n #left arm\n cv2.line(temp_img,(int(float(traj_body_joints[10,0])),int(float(traj_body_joints[10,1]))),(int(float(traj_body_joints[11,0])),int(float(traj_body_joints[11,1]))),line_color,thickness)\n cv2.line(temp_img,(int(float(traj_body_joints[11,0])),int(float(traj_body_joints[11,1]))),(int(float(traj_body_joints[12,0])),int(float(traj_body_joints[12,1]))),line_color,thickness)\n cv2.line(temp_img,(int(float(traj_body_joints[12,0])),int(float(traj_body_joints[12,1]))),(int(float(traj_body_joints[13,0])),int(float(traj_body_joints[13,1]))),line_color,thickness)\n\n #right leg\n cv2.line(temp_img,(int(float(traj_body_joints[14,0])),int(float(traj_body_joints[14,1]))),(int(float(traj_body_joints[15,0])),int(float(traj_body_joints[15,1]))),line_color,thickness)\n cv2.line(temp_img,(int(float(traj_body_joints[15,0])),int(float(traj_body_joints[15,1]))),(int(float(traj_body_joints[16,0])),int(float(traj_body_joints[16,1]))),line_color,thickness)\n cv2.line(temp_img,(int(float(traj_body_joints[16,0])),int(float(traj_body_joints[16,1]))),(int(float(traj_body_joints[17,0])),int(float(traj_body_joints[17,1]))),line_color,thickness)\n #left leg\n cv2.line(temp_img,(int(float(traj_body_joints[18,0])),int(float(traj_body_joints[18,1]))),(int(float(traj_body_joints[19,0])),int(float(traj_body_joints[19,1]))),line_color,thickness)\n cv2.line(temp_img,(int(float(traj_body_joints[19,0])),int(float(traj_body_joints[19,1]))),(int(float(traj_body_joints[20,0])),int(float(traj_body_joints[20,1]))),line_color,thickness)\n cv2.line(temp_img,(int(float(traj_body_joints[20,0])),int(float(traj_body_joints[20,1]))),(int(float(traj_body_joints[21,0])),int(float(traj_body_joints[21,1]))),line_color,thickness)\n\n for i,joint in enumerate(traj_body_joints):\n if i == 0:\n continue\n elif i == 1:\n ##draw trajectories\n cv2.circle(scene,(int(float(joint[0])),int(float(joint[1]))),2,color,-1)\n else:\n cv2.circle(temp_img,(int(float(joint[0])),int(float(joint[1]))),2,color,-1)\n\n ##display like recorded time 30 fps\n cv2.imshow('skeleton',temp_img)\n cv2.waitKey(33)\n\n\ndef show_binary_sensor(sensor_data, signal_entrance_door,q,current_time_shared):\n\n #fake data except maindoor\n activation_open =[0,5,6]\n activation_close=[0,5,5]\n\n\n for i,s in enumerate(sensor_data):\n\n\n #wait until the current time reach the time the sensor was activated\n while True:\n\n try:\n current_time = current_time_shared.get()\n except:\n continue\n\n time_diff= current_time-s\n\n if np.abs(time_diff.total_seconds()) <= 10:\n\n if signal_entrance_door[i][9:12] == 'OFF':\n activation_open[0]+=1\n else:\n activation_close[0]+=1\n\n q.put(['as',activation_open,activation_open])\n\n break\n\n\ndef basic_plot():#Function to create the base plot, make sure to make global the lines, axes, canvas and any part that you would want to update later\n\n global ax_conf,ax_as,canvas,rect_open,rect_close,warning_img,emergency_img,notification_icon,notification_text\n\n ##initialize figures\n main_fig = plt.figure()\n ax_as = main_fig.add_subplot(212)\n ax_conf = main_fig.add_subplot(211)\n\n\n ##canvas in the main window\n canvas = FigureCanvasTkAgg(main_fig, master=window)\n canvas.show()\n ##in case of widget\n #canvas.get_tk_widget().pack(side=TOP, fill=BOTH, expand=1)\n\n ##pack place the plot automatically, using place we can specify x,y\n #canvas._tkcanvas.pack(side=TOP, fill=BOTH, expand=1)\n canvas._tkcanvas.place(x=80,y=20)\n\n\n ##inizialize plot of confidence of classifier\n ax_conf.axis([0,60,-10,20])\n ax_conf.plot(0,0)\n ax_conf.plot(0,0)\n ax_conf.plot(0,0)\n ax_conf.set_title('classifier confidence')\n\n\n ##initialize bar plot of ambient sensor\n sensor = ['maindoor','toilet','livingroom']\n ind = np.arange(len(sensor))\n width = 0.2\n\n ax_as.axis([-0.5,3,0,10])\n ax_as.set_xticks(ind+width)\n ax_as.set_xticklabels(sensor)\n\n #fake data except maindoor\n activation_open =[0,5,6]\n activation_close=[0,5,5]\n\n #bar charts\n rect_open = ax_as.bar(ind, activation_open,width,color='red')\n rect_close = ax_as.bar(ind+width, activation_close,width,color='blue')\n ax_as.legend((rect_open[0],rect_close[1]),('door open','door close'),fontsize=9)\n ax_as.set_title('ambient sensor')\n\n ##initialize notification icons and text\n warning_img = PIL.ImageTk.PhotoImage(PIL.Image.open('C:/Users/dario.dotti/Documents/data_for_demo/icon_warning_call_relative.png'))\n emergency_img = PIL.ImageTk.PhotoImage(PIL.Image.open('C:/Users/dario.dotti/Documents/data_for_demo/icon_emergency_call_doctors.png'))\n notification_icon = Label(window, image=warning_img)\n notification_text = Label(window, text='Calling the stakeholders')\n\n notification_title = Label(window, text='NOTIFICATION')\n notification_title.place(x=350, y=510)\n\ndef update_figures_in_threads(q):\n\n try:#Try to check if there is data in the queue\n result=q.get_nowait()\n\n if result !='Q':\n\n if result[0] == 'cc':\n\n ax_conf.plot(result[5],result[1],'r^',label='confusion')\n ax_conf.plot(result[5],result[2],'b^',label='repetitive')\n ax_conf.plot(result[5],result[3],'g^',label='normal activity')\n\n #draw the legend only once\n if result[4]==0:\n ax_conf.legend(loc='upper left',fontsize=9)\n\n ##show notification images\n if 1>result[1]>0 or 1>result[2]>0:\n update_notification_icons('warning')\n\n elif result[1]>1 or result[2]>1:\n update_notification_icons('emergency')\n\n\n canvas.draw()\n window.after(10, update_figures_in_threads, q)\n\n\n elif result[0] == 'as':\n rect_open[0].set_height(result[1][0])\n rect_close[0].set_height(result[2][0])\n\n canvas.draw()\n window.after(10, update_figures_in_threads, q)\n except:\n ##no new input so refresh\n window.after(100, update_figures_in_threads, q)\n\n\ndef update_notification_icons(label_img):\n ##refreshing notification icons\n\n\n if label_img == 'warning':\n\n notification_icon.configure(image=warning_img)\n notification_icon.image = warning_img\n notification_icon.place(x=320, y=550)\n\n ##text\n notification_text.configure(text='Calling the stakeholders')\n notification_text.place(x=330, y=670)\n\n elif label_img == 'emergency':\n\n notification_icon.configure(image=emergency_img)\n notification_icon.image = emergency_img\n notification_icon.place(x=320, y=550)\n\n ##text\n notification_text.configure(text='Calling the doctors')\n notification_text.place(x=330, y=670)\n\n\ndef main_demo():\n\n ##get raw data for displaying\n body_joints = video_traj.xml_parser('C:/Users/dario.dotti/Documents/pilot_abnormal_behavior_indoor/joints/subject7_points.xml')\n ##HOT features organized per subjects and tasks\n HOT_16_subject_6_tasks = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_demo/HOT_matrix_16_subject_6_tasks.txt')\n\n ##BOW computed on HOT\n bow_data = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_demo/BOW_16subject_2sec.txt')\n labels_bow_data = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_demo/BOW_labels_16subject_2sec.txt')\n\n lr = LogisticRegression()\n lr.fit(bow_data,np.ravel(labels_bow_data))\n\n ##cluster data\n cluster_model= data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/cl_model_2secWindow_band03.txt')\n labels_cluster = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_demo/cluster_labels.txt')\n labels_cluster_counter = Counter(labels_cluster).most_common(40)\n keys_labels = map(lambda x: x[0], labels_cluster_counter)\n\n ##load binary data for displaying\n entrance_door_str = ambient_sensors.org_data_ID('C:/Users/dario.dotti/Documents/pilot_abnormal_behavior_indoor/binary/18-10-16_sensors_subject7.txt')['entrance']\n\n entrance_door = []\n signal_entrance_door=[]\n #converting entrance door from string to time\n for i,s in enumerate(entrance_door_str):\n\n date = s.split(' ')[1]\n time = s.split(' ')[2].split('-')\n\n entrance_door.append(dt.strptime(date+' '+time[0]+':'+time[1]+':'+time[2],'%y-%m-%d %H:%M:%S'))\n signal_entrance_door.append(s.split(' ')[0])\n\n subj = 3 #n_subject order: 4,5,6,7,10,11,12,13,14,19,20,15,3,16,17,18\n task = 0 #n_task order confusion: 0,1,2 repetitive:3 house_activity: 4,5\n\n\n ##shared variable between threads\n q = multiprocessing.Queue()\n current_time_shared=multiprocessing.Queue()\n\n ##launch different processes in the same time\n display_joints_traj = multiprocessing.Process(target=draw_joints_and_tracks,args=(body_joints,current_time_shared))\n display_confidence_classifier = multiprocessing.Process(target=plot_classifier_confidence,args=(HOT_16_subject_6_tasks[subj][task],cluster_model,keys_labels,lr,q))\n display_ambient_sensor = multiprocessing.Process(target=show_binary_sensor,args=(entrance_door,signal_entrance_door,q,current_time_shared))\n\n\n display_joints_traj.start()\n display_confidence_classifier.start()\n display_ambient_sensor.start()\n\n\n ##call plot initializer\n basic_plot()\n update_figures_in_threads(q)\n\n\n ##launch main window loop\n window.geometry('800x700')\n window.mainloop()\n\n\n\n\n\n\nif __name__ == '__main__':\n main_demo()" }, { "alpha_fraction": 0.6751940250396729, "alphanum_fraction": 0.7030755877494812, "avg_line_length": 36.41935348510742, "blob_id": "6dd635d90c041fc86e5a0245abe444b5e84ed9c8", "content_id": "9aecc144863edfd135ccd396468cefdc0410c16a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3479, "license_type": "no_license", "max_line_length": 300, "num_lines": 93, "path": "/main.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "import numpy as np\nimport cv2\nimport os\nimport scipy.io\n\n\nimport data_organizer as my_data_org\nimport ambient_sensors as ambient_sensor_analysis\nimport video_traj\n\n\n\ndef get_video_features():\n #read and parse file with recorded data\n<<<<<<< HEAD\n with open('C:/Users/dario.dotti/Documents/Datasets/my_dataset/wandering_dataset_um/file_to_analyze_6_labels_ordered.txt','r') as f:#C:/Users/dario.dotti/Desktop/data_recordings_master/file_to_analize_master_recordings.txt\n=======\n with open('C:/Users/dario.dotti/Desktop/data_recordings_master/file_to_analize_master_recordings.txt','r') as f:#C:/Users/dario.dotti/Documents/Datasets/my_dataset/wandering_dataset_um/file_to_analyze_6_labels_ordered.txt\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n files = f.read().split('\\n')\n print 'number of recorded files: '+str(len(files))\n\n matrix_allData_HOT = []\n for file in files:\n print file\n\n filename = os.path.basename(file)\n\n video_traj.set_subject(filename.split('_')[0])\n\n traj_features = video_traj.feature_extraction_video_traj(file)\n\n matrix_allData_HOT.append(traj_features[1])\n # if len(matrix_allData_HOT)>0:\n # matrix_allData_HOT = np.vstack((matrix_allData_HOT,traj_features[1]))\n # else:\n # matrix_allData_HOT = np.array(traj_features[1])\n\n print len(matrix_allData_HOT)\n #scipy.io.savemat('C:/Users/dario.dotti/Documents/hot_spatial_grid_4x4.mat',mdict={'spatial_grid_4x4': matrix_allData_HOT})\n<<<<<<< HEAD\n my_data_org.save_matrix_pickle(matrix_allData_HOT,'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/skeleton_data_in_tasks_time_slices_30fps_ordered_1sec.txt')##C:/Users/dario.dotti/Desktop/data_recordings_master/master_skeleton_data_in_tasks_time_slices_30fps_1sec.txt\n=======\n #my_data_org.save_matrix_pickle(matrix_allData_HOT,'C:/Users/dario.dotti/Desktop/data_recordings_master/master_skeleton_data_in_tasks_time_slices_30fps.txt') #C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/skeleton_data_in_tasks_time_slices_30fps_ordered\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n\ndef get_ambient_sensor_features():\n #read and parse file with recorded data\n with open('C:/Users/dario.dotti/Documents/file_to_analyze_AS_5_labels.txt','r') as f:\n files = f.read().split('\\n')\n print 'number of recorded files: '+str(len(files))\n\n\n matrix_allData_as = []\n for file in files:\n print file\n\n activation_matrix = ambient_sensor_analysis.feature_extraction_as(file)\n print np.array(activation_matrix).shape\n if len(matrix_allData_as)>0:\n matrix_allData_as = np.vstack((matrix_allData_as,activation_matrix))\n else:\n matrix_allData_as = activation_matrix\n\n my_data_org.save_matrix_pickle(matrix_allData_as,'C:/Users/dario.dotti/Documents/AS_activation_5_labels_transformed.txt')\n\n\ndef main():\n scene = cv2.imread('C:/Users/dario.dotti/Documents/Datasets/my_dataset/wandering_dataset_um/subject4_1834.jpg')#KinectScreenshot-Color-12-25-18 - Copy\n\n ##get features from video trajectories\n get_video_features()\n\n ##ambient sensor\n #get_ambient_sensor_features()\n\n\n # ambient_sensor_analysis.org_data_different_tasks(file_AS)\n #sensors_ID = ambient_sensor_analysis.org_data_ID(file_AS)\n\n #ambient_sensor_analysis.nr_visit_bathroom(sensors_ID)\n\n\n\n\n\n\n\n\n\nif __name__ == '__main__':\n main()" }, { "alpha_fraction": 0.599360466003418, "alphanum_fraction": 0.6414021849632263, "avg_line_length": 33.18623352050781, "blob_id": "ee763970f4c6364da5322d7d8f7996f96f458b00", "content_id": "7747e46c87be651934605acff54bfc0e3210bbfc", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 8444, "license_type": "no_license", "max_line_length": 180, "num_lines": 247, "path": "/test_BOW_deliverable.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "import numpy as np\n<<<<<<< HEAD\nfrom sklearn.metrics import classification_report\nfrom sklearn.cluster import KMeans\nfrom sklearn.neighbors import KNeighborsClassifier\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.preprocessing import normalize\n=======\nfrom sklearn.metrics import classification_report,precision_recall_fscore_support,accuracy_score\nfrom sklearn.cluster import KMeans\nfrom sklearn.neighbors import KNeighborsClassifier\nfrom sklearn.model_selection import train_test_split\nfrom pomegranate import *\n\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\nimport data_organizer\nimport img_processing\nimport AE_rec\n\n\n\nfeature_p_1 = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Desktop/Hier_AE_deliverable/head_joint_id1/feature_matrix_participant_task_l2_new_realCoordinates.txt')\n<<<<<<< HEAD\nfeature_p_2 =data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Desktop/Hier_AE_deliverable/head_joint_id1/feature_matrix_participant_master_task_l2_new_realCoordinates.txt')\n\n\nfeature_p = feature_p_1[:19]+feature_p_2[:27]\nreal_coord = feature_p_1[19:]+feature_p_2[27:]\nlist_poly = img_processing.divide_image(np.zeros((414,512),dtype=np.uint8))\n\n\nspace_features = []\nfor i_p in xrange(0,len(real_coord)):\n for i_task in xrange(0,len(real_coord[i_p])):\n for i_slice in xrange(0,len(real_coord[i_p][i_task])):\n votes = np.zeros((16, 3))\n\n for p in xrange(0,len(real_coord[i_p][i_task][i_slice])):\n size_per_frame = int(len(real_coord[i_p][i_task][i_slice][p])/3)\n x = real_coord[i_p][i_task][i_slice][p][:size_per_frame]\n y = real_coord[i_p][i_task][i_slice][p][size_per_frame:(size_per_frame*2)]\n z = real_coord[i_p][i_task][i_slice][p][(size_per_frame*2):]\n\n\n for i_area, areas in enumerate(list_poly):\n for i_point in xrange(0,len(x)):\n if areas.contains_point((int(x[i_point]), int(y[i_point]))):\n if z[i_point] < (4.232 - (1.433 * 2)):\n votes[i_area,0] +=1\n elif z[i_point] > (4.232 - (1.433 * 2)) and z[i_point] < (4.232 - 1.433):\n votes[i_area, 1] += 1\n elif z[i_point] > (4.232 - 1.433):\n votes[i_area, 2] += 1\n if len(space_features)>0:\n space_features = np.vstack((space_features,normalize(votes.reshape((1,-1)))))\n else:\n space_features = normalize(votes.reshape((1,-1)))\n\n\n=======\nfeature_p_2 = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Desktop/Hier_AE_deliverable/head_joint_id1/feature_matrix_participant_master_task_l2_new_realCoordinates.txt')\n#cl_model = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Desktop/Hier_AE_deliverable/40_cluster_model_layer2_new.txt')\n\nfeature_p = feature_p_1[:46]+feature_p_2[:46]\nreal_coord = feature_p_1[46:]+feature_p_2[46:]\n\nprint len(feature_p),len(real_coord)\nprint feature_p[45]\nprint real_coord[0]\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\nAE_weights_level_2 = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Desktop/Hier_AE_deliverable/ae/head_joint_id1/169weights_l2_001_new.txt')\n\ndata_new = [f for part in feature_p for task in part for f in task]\n\n<<<<<<< HEAD\nmatrix_activations_data_l2 = AE_rec.hid_unit_activation_allLayers(data_new,AE_weights_level_2)\n\nprint matrix_activations_data_l2.shape,space_features.shape\n\n#matrix_activations_data_l2 = np.hstack((matrix_activations_data_l2, space_features))\n\ncluster_labels = KMeans(n_clusters=30).fit_predict(matrix_activations_data_l2)\nn_labels = len(np.unique(cluster_labels))\n\nstart = 0\n#cl_id_task = []\nhist_matrix = []\nfor i_p in xrange(0, len(feature_p)):\n for n_task in xrange(len(feature_p[i_p])):\n hist_areas = np.zeros((1,n_labels*48),dtype=int)\n #hist= np.zeros((1,n_labels),dtype=int)\n\n for i_l,l in enumerate(cluster_labels[start:(start + len(feature_p[i_p][n_task]))]):\n s = space_features[start+i_l]\n idx_max = np.where(s==np.max(s))[0][0]\n hist_areas[0,(idx_max*n_labels)+l] += 1\n #hist[0,l] +=1\n\n\n\n hist_matrix.append(hist_areas)\n #cl_id_task.append(cluster_labels[start:(start + len(feature_p[i_p][n_task]))])\n start += len(feature_p[i_p][n_task])\nhist_matrix = np.concatenate(hist_matrix,axis=0)\n\nprint hist_matrix.shape\n\n=======\n\nmatrix_activations_data_l2 = AE_rec.hid_unit_activation_allLayers(data_new,AE_weights_level_2)\n\nmy_kmean = KMeans(n_clusters=20)\ncluster_labels = my_kmean.fit_predict(matrix_activations_data_l2)\n#cluster_labels = cl_model.predict(matrix_activations_data_l2)\n\n\nn_labels = len(np.unique(cluster_labels))\n\nstart = 0\ncl_id_task = []\nhist_matrix = []\nfor i_p in xrange(0, len(feature_p)):\n for n_task in xrange(len(feature_p[i_p])):\n hist= np.zeros((1,n_labels))\n for l in cluster_labels[start:(start + len(feature_p[i_p][n_task]))]:\n hist[0,l] +=1\n hist_matrix.append(hist)\n #cl_id_task.append(cluster_labels[start:(start + len(feature_p[i_p][n_task]))])\n #start += len(feature_p[i_p][n_task])\nhist_matrix = np.concatenate(hist_matrix,axis=0)\n\n\n### BOW ###\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\ntask_labels=[]\nfor i_p in xrange(0, len(feature_p)):\n for n_task in xrange(len(feature_p[i_p])):\n task_labels.append(n_task)\n\nfor t in xrange(0,len(task_labels)):\n if task_labels[t] == 1:\n task_labels[t] = 0\n if task_labels[t]== 4:\n task_labels[t]= 5\n\n<<<<<<< HEAD\n\n# idx = np.where(np.array(task_labels) == 1)\n# task_labels = np.delete(task_labels,idx)\n# hist_matrix = np.delete(hist_matrix,idx,axis=0)\n#\n# idx = np.where(np.array(task_labels) == 0)\n# task_labels = np.delete(task_labels,idx)\n# hist_matrix = np.delete(hist_matrix,idx,axis=0)\n\nfor i in range(0,5):\n X_train, X_test, y_train, y_test = train_test_split(hist_matrix, task_labels, test_size=0.2)\n model = KNeighborsClassifier(n_neighbors=1, n_jobs=-1,weights='distance').fit(X_train, y_train)\n y_pred = model.predict(X_test)\n\n print classification_report(y_test, y_pred)\n=======\n#\n# # idx = np.where(np.array(task_labels) == 1)\n# # task_labels = np.delete(task_labels,idx)\n# # hist_matrix = np.delete(hist_matrix,idx,axis=0)\n#\n#\n# for i in range(0,5):\n# X_train, X_test, y_train, y_test = train_test_split(hist_matrix, task_labels, test_size=0.1)\n# model = KNeighborsClassifier(n_neighbors=2, n_jobs=-1,weights='distance').fit(X_train, y_train)\n# y_pred = model.predict(X_test)\n#\n# print classification_report(y_test, y_pred)\n\n\n\n\n\n## feature and label vector all participants but one ##\nr_list=[]\nstart = 0\nfor i_p in xrange(0, len(feature_p)):\n print '## subject: ',i_p\n test_p = hist_matrix[start:(start+len(feature_p[i_p]))]\n label_p = task_labels[start:(start+len(feature_p[i_p]))]\n\n train_ps = np.vstack((hist_matrix[:start,:], hist_matrix[start+len(feature_p[i_p]):,:]))\n label_ps = task_labels[:start]+task_labels[start+len(feature_p[i_p]):]#np.vstack((task_labels[:start], task_labels[start+len(feature_p[i_p]):]))\n\n model = KNeighborsClassifier(n_neighbors=3, n_jobs=-1, weights='distance').fit(train_ps, np.array(label_ps).ravel())\n # model = svm.NuSVC(nu=0.5,decision_function_shape='ovr',class_weight={1:10,3:.5}).fit(X_train, y_train)#nu=0.05, ,class_weight={1:10,3:.5}\n\n y_pred = model.predict(test_p)\n print y_pred,label_p\n print classification_report(label_p, y_pred)\n #print accuracy_score(label_p,y_pred)\n #r = precision_recall_fscore_support(label_p,y_pred,average='weighted')\n\n\n start += len(feature_p[i_p])\n\nprint np.mean(np.array(r_list))\n\n\n\n\n\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n\n\n\n\n<<<<<<< HEAD\n=======\n\n\n\n###\n\n# task_1 = []\n# for i in xrange(3,len(cl_id_task)-2,6):\n# task_1.append(cl_id_task[i])\n#\n#\n# bayes_matrix = []\n# for t in task_1:\n# for i in range(0,len(t)-2,3):\n# bayes_matrix.append([t[i],t[i+1],t[i+2]])\n#\n# bayes_matrix = np.array(bayes_matrix)\n#\n#\n# model = BayesianNetwork.from_samples(bayes_matrix)#, algorithm='chow-liu'\n#\n# print model.structure\n#\n# for s in bayes_matrix:\n# print model.predict_proba({'0':s[0], '1':s[1]})\n# print model.predict([[s[0],s[1],None]])\n# print s\n# a = 1\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n" }, { "alpha_fraction": 0.5591381788253784, "alphanum_fraction": 0.587539553642273, "avg_line_length": 44.15306091308594, "blob_id": "eb9606a5b4a050e80d8448b1c267fd8715269a88", "content_id": "c3634fba98e424769cde50963755aa9c5550bbaa", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 13274, "license_type": "no_license", "max_line_length": 152, "num_lines": 294, "path": "/pecs_data_analysis.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "import cv2\nimport numpy as np\nfrom sklearn.preprocessing import normalize\nfrom datetime import datetime, timedelta\nfrom collections import Counter\n\nimport data_organizer\n\nimport video_traj\nimport img_processing\n\n\n\nkinect_max_distance= 4.5\nkinect_min_distance=0.5\ncube_size = (kinect_max_distance-kinect_min_distance)/3\n\n\ndef draw_joints_and_tracks(body_points, scene):\n color = (0, 0, 255)\n\n # draw line between joints\n thickness = 3\n line_color = (19, 19, 164)\n\n ##check patches are correct\n # for i_rect, rect in enumerate(scene_patches):\n # cv2.rectangle(scene, (int(rect.vertices[1][0]), int(rect.vertices[1][1])),\n # (int(rect.vertices[3][0]), int(rect.vertices[3][1])), (0, 0, 0))\n #\n # ## write number of patch on img\n # cv2.putText(scene, str(i_rect), (int(rect.vertices[1][0]) + 10, int(rect.vertices[1][1]) + 20),\n # cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 0, 0), 2)\n\n for n_frame, traj_body_joints in enumerate(body_points):\n # n_frame = n_frame+1402\n\n # if n_frame < 4870:\n # continue\n\n temp_img = scene.copy()\n\n # draw joints\n print n_frame\n\n # first position skipped cause there are other info stored\n try:\n # torso\n cv2.line(temp_img, (int(float(traj_body_joints[4, 0])), int(float(traj_body_joints[4, 1]))),\n (int(float(traj_body_joints[3, 0])), int(float(traj_body_joints[3, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[3, 0])), int(float(traj_body_joints[3, 1]))),\n (int(float(traj_body_joints[2, 0])), int(float(traj_body_joints[2, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[2, 0])), int(float(traj_body_joints[2, 1]))),\n (int(float(traj_body_joints[1, 0])), int(float(traj_body_joints[1, 1]))), line_color, thickness)\n # shoulder\n cv2.line(temp_img, (int(float(traj_body_joints[21, 0])), int(float(traj_body_joints[21, 1]))),\n (int(float(traj_body_joints[9, 0])), int(float(traj_body_joints[9, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[21, 0])), int(float(traj_body_joints[21, 1]))),\n (int(float(traj_body_joints[5, 0])), int(float(traj_body_joints[5, 1]))), line_color, thickness)\n # hips\n cv2.line(temp_img, (int(float(traj_body_joints[1, 0])), int(float(traj_body_joints[1, 1]))),\n (int(float(traj_body_joints[17, 0])), int(float(traj_body_joints[17, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[1, 0])), int(float(traj_body_joints[1, 1]))),\n (int(float(traj_body_joints[13, 0])), int(float(traj_body_joints[13, 1]))), line_color, thickness)\n # right arm\n cv2.line(temp_img, (int(float(traj_body_joints[9, 0])), int(float(traj_body_joints[9, 1]))),\n (int(float(traj_body_joints[10, 0])), int(float(traj_body_joints[10, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[10, 0])), int(float(traj_body_joints[10, 1]))),\n (int(float(traj_body_joints[11, 0])), int(float(traj_body_joints[11, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[11, 0])), int(float(traj_body_joints[11, 1]))),\n (int(float(traj_body_joints[12, 0])), int(float(traj_body_joints[12, 1]))), line_color, thickness)\n # left arm\n cv2.line(temp_img, (int(float(traj_body_joints[5, 0])), int(float(traj_body_joints[5, 1]))),\n (int(float(traj_body_joints[6, 0])), int(float(traj_body_joints[6, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[6, 0])), int(float(traj_body_joints[6, 1]))),\n (int(float(traj_body_joints[7, 0])), int(float(traj_body_joints[7, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[7, 0])), int(float(traj_body_joints[7, 1]))),\n (int(float(traj_body_joints[8, 0])), int(float(traj_body_joints[8, 1]))), line_color, thickness)\n\n # left leg\n cv2.line(temp_img, (int(float(traj_body_joints[13, 0])), int(float(traj_body_joints[13, 1]))),\n (int(float(traj_body_joints[14, 0])), int(float(traj_body_joints[14, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[14, 0])), int(float(traj_body_joints[14, 1]))),\n (int(float(traj_body_joints[15, 0])), int(float(traj_body_joints[15, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[15, 0])), int(float(traj_body_joints[15, 1]))),\n (int(float(traj_body_joints[16, 0])), int(float(traj_body_joints[16, 1]))), line_color, thickness)\n # right leg\n cv2.line(temp_img, (int(float(traj_body_joints[17, 0])), int(float(traj_body_joints[17, 1]))),\n (int(float(traj_body_joints[18, 0])), int(float(traj_body_joints[18, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[18, 0])), int(float(traj_body_joints[18, 1]))),\n (int(float(traj_body_joints[19, 0])), int(float(traj_body_joints[19, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[19, 0])), int(float(traj_body_joints[19, 1]))),\n (int(float(traj_body_joints[20, 0])), int(float(traj_body_joints[20, 1]))), line_color, thickness)\n\n if n_frame > 0:\n for i, joint in enumerate(traj_body_joints):\n if i == 0:\n continue\n cv2.circle(temp_img, (int(float(joint[0])), int(float(joint[1]))), 2, color, -1)\n if i == 3 and n_frame > 0:\n ##draw trajectories\n cv2.circle(scene, (int(float(joint[0])), int(float(joint[1]))), 2, color, -1)\n else:\n ##draw joint\n cv2.circle(temp_img, (int(float(joint[0])), int(float(joint[1]))), 2, color, -1)\n\n cv2.imshow('lab', temp_img)\n cv2.waitKey(1)\n\n except:\n print 'traj coordinates not available'\n continue\n\ndef sort_skeletons(task_skeleton_data):\n\n ids = map(lambda line: line[0][2], task_skeleton_data)\n print 'skeleton id: ', Counter(ids).most_common()\n skeletons = []\n for counter_ids in Counter(ids).most_common():\n skeleton_id = task_skeleton_data\n main_id = counter_ids[0]\n\n new_joints_points = []\n for i_point, points in enumerate(skeleton_id):\n if points[0][2] == main_id:\n if len(new_joints_points) == 0: print points[0]\n new_joints_points.append(points)\n\n skeleton_id = new_joints_points\n\n skeletons.append(skeleton_id)\n\n skeleton_data_sorted = skeletons[1]\n data_organizer.save_matrix_pickle(skeleton_data_sorted,\n 'C:/Users/dario.dotti/Documents/pecs_data_review/skeletons_confusion_behavior_08082017_test.txt')\n return skeleton_data_sorted\n\n\ndef org_data_in_timeIntervals(skeleton_data, timeInterval_slice):\n #get all time data from the list dropping the decimal\n content_time = map(lambda line: line[0,1].split(' ')[1].split('.')[0],skeleton_data)\n\n #date time library\n\n init_t = datetime.strptime(content_time[0],'%H:%M:%S') #+ ' ' + timeInterval_slice[3]\n end_t = datetime.strptime(content_time[len(content_time)-1],'%H:%M:%S')\n x = datetime.strptime('0:0:0','%H:%M:%S')\n tot_duration = (end_t-init_t)\n\n #decide the size of time slices\n # size_slice= tot_duration/12\n # hours, remainder = divmod(size_slice.seconds, 3600)\n # minutes, seconds = divmod(remainder, 60)\n hours = timeInterval_slice[0]\n minutes = timeInterval_slice[1]\n seconds = timeInterval_slice[2]\n\n my_time_slice = timedelta(hours=hours,minutes=minutes,seconds=seconds)\n\n print 'time slice selected: ' + str(my_time_slice)\n\n #initialize list\n time_slices = []\n time_slices_append = time_slices.append\n\n c = (end_t-my_time_slice)\n #get data in every timeslices\n while init_t < (end_t-my_time_slice):\n list_time_interval = []\n list_time_interval_append = list_time_interval.append\n\n for t in xrange(len(content_time)):\n\n if datetime.strptime(content_time[t],'%H:%M:%S')>= init_t and datetime.strptime(content_time[t],'%H:%M:%S') < init_t + my_time_slice:\n list_time_interval_append(skeleton_data[t])\n\n if datetime.strptime(content_time[t],'%H:%M:%S') > init_t + my_time_slice:\n break\n #print len(list_time_interval)\n\n ##save time interval without distinction of part of the day\n time_slices_append(list_time_interval)\n\n init_t= init_t+my_time_slice\n\n\n return time_slices\n\ndef histograms_of_oriented_trajectories(list_poly, time_slices):\n #print kinect_max_distance, kinect_min_distance\n\n hot_all_data_matrix = []\n hot_all_data_matrix_append = hot_all_data_matrix.append\n\n for i in xrange(0, len(time_slices)):\n ##Checking the start time of every time slice\n if (len(time_slices[i]) > 1):\n print 'start time: %s' % str(time_slices[i][0][0][1])\n else:\n print 'no data in this time slice'\n continue\n\n # get x,y,z of every traj point after smoothing process\n x_filtered, y_filtered, zs, ids = img_processing.get_coordinate_points(time_slices[i], joint_id=3)\n\n # initialize histogram of oriented tracklets\n hot_matrix = []\n\n for p in xrange(0, len(list_poly)):\n tracklet_in_cube_f = []\n tracklet_in_cube_c = []\n tracklet_in_cube_middle = []\n tracklet_in_cube_append_f = tracklet_in_cube_f.append\n tracklet_in_cube_append_c = tracklet_in_cube_c.append\n tracklet_in_cube_append_middle = tracklet_in_cube_middle.append\n\n for ci in xrange(0, len(x_filtered)):\n if np.isinf(x_filtered[ci]) or np.isinf(y_filtered[ci]): continue\n\n # 2d polygon\n if list_poly[p].contains_point((int(x_filtered[ci]), int(y_filtered[ci]))):\n ## 3d cube close to the camera\n if zs[ci] <= (kinect_min_distance + cube_size):\n\n tracklet_in_cube_append_c([x_filtered[ci], y_filtered[ci], ids[ci]])\n\n\n elif zs[ci] > (kinect_min_distance + cube_size) and zs[ci] < (\n kinect_min_distance + (cube_size * 2)): #\n tracklet_in_cube_append_middle([x_filtered[ci], y_filtered[ci], ids[ci]])\n\n elif zs[ci] >= kinect_min_distance + (cube_size * 2): ##3d cube far from the camera\n tracklet_in_cube_append_f([x_filtered[ci], y_filtered[ci], ids[ci]])\n\n print len(tracklet_in_cube_c), len(tracklet_in_cube_middle), len(tracklet_in_cube_f)\n\n for three_d_poly in [tracklet_in_cube_c, tracklet_in_cube_middle, tracklet_in_cube_f]:\n if len(three_d_poly) > 0:\n\n ## for tracklet in cuboids compute HOT following paper\n hot_single_poly = img_processing.histogram_oriented_tracklets(three_d_poly)\n\n ## compute hot+curvature\n # hot_single_poly = my_img_proc.histogram_oriented_tracklets_plus_curvature(three_d_poly)\n\n else:\n hot_single_poly = np.zeros((24))\n\n ##add to general matrix\n if len(hot_matrix) > 0:\n hot_matrix = np.hstack((hot_matrix, hot_single_poly))\n else:\n hot_matrix = hot_single_poly\n\n hot_all_data_matrix_append(hot_matrix)\n\n ## normalize the final matrix\n normalized_finalMatrix = np.array(normalize(np.array(hot_all_data_matrix), norm='l2'))\n\n ##add extra bin containing time\n\n\n ##return patinet id\n patient_id = ids[0]\n\n print 'HOT final matrix size: ', normalized_finalMatrix.shape\n\n return normalized_finalMatrix, patient_id\n\ndef main_pecs_data():\n ##get raw data for displaying\n task_skeleton_data = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/pecs_data_review/skeletons_repetitive_behavior_08082017.txt')\n ##if data contains multiple skeletons here I sort them cronologically\n sort_skeletons(task_skeleton_data)\n\n\n\n my_room = np.zeros((424,512,3),dtype=np.uint8)\n my_room += 255\n list_poly = img_processing.divide_image(my_room)\n\n #draw_joints_and_tracks(task_skeleton_data,my_room)\n #return 0\n\n skeleton_data_in_time_slices = org_data_in_timeIntervals(task_skeleton_data,[0,0,2])\n\n HOT_data, patient_ID = histograms_of_oriented_trajectories(list_poly, skeleton_data_in_time_slices)\n data_organizer.save_matrix_pickle(HOT_data,\n 'C:/Users/dario.dotti/Documents/pecs_data_review/HOT_repetitive_behavior_08082017.txt')\n\n\n\nif __name__ == '__main__':\n main_pecs_data()" }, { "alpha_fraction": 0.5548220276832581, "alphanum_fraction": 0.5860685110092163, "avg_line_length": 48.007354736328125, "blob_id": "0ad56d72f38cad71c145e8830382fa4f69217098", "content_id": "23f629881f18c417af5cdc64da4336ebcf7fa744", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 26659, "license_type": "no_license", "max_line_length": 382, "num_lines": 544, "path": "/realtime_posture_extr.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "import numpy as np\nimport matplotlib.pyplot as plt\nimport cv2\nfrom sklearn import decomposition\nfrom collections import Counter\nfrom math import atan2,degrees\nfrom sklearn.preprocessing import normalize\nfrom sklearn.metrics import euclidean_distances\n\nimport img_processing\nimport data_organizer\nimport hierarchical_ae_learning_methods as h_ae\n\n\n\n\ndef plot_dist():\n ##plot horizontal distances\n # x_dist_ = np.array(dist_x)\n # plt.scatter(range(len(x_dist_)),x_dist_[:,0],marker='+',c='r')\n # plt.scatter(range(len(x_dist_)), x_dist_[:, 1], marker='^',c='g')\n # plt.scatter(range(len(x_dist_)), x_dist_[:, 2])\n # plt.show()\n\n ##plot vertical distances\n y_dist_ = np.array(dist_y)\n plt.scatter(range(len(y_dist_)), y_dist_[:, 0], marker='+', c='r')\n plt.scatter(range(len(y_dist_)), y_dist_[:, 1], marker='^', c='g')\n plt.show()\n\n\ndist_x = []\ndist_y = []\n\ndef get_dist_arms(shoulder_left_x, shoulder_left_y, shoulder_right_x, shoulder_right_y, elbow_left_x,\n elbow_left_y, elbow_right_x, elbow_right_y, wrist_left_x,wrist_left_y, wrist_right_x, wrist_right_y):\n\n ### horizontal distance\n # dist_shoulder = np.sqrt(((shoulder_left_x[0] - shoulder_right_x[0]) ** 2) + ((shoulder_left_y[0] - shoulder_right_y[0]) ** 2))\n # dist_elbow = np.sqrt(((elbow_left_x[0] - elbow_right_x[0]) ** 2) + ((elbow_left_y[0] - elbow_right_y[0]) ** 2))\n # dist_wrist = np.sqrt(((wrist_left_x[0] - wrist_right_x[0]) ** 2) + ((wrist_left_y[0] - wrist_right_y[0]) ** 2))\n\n #print dist_shoulder,dist_elbow,dist_wrist\n\n #dist_x.append([dist_shoulder, dist_elbow, dist_wrist])\n\n ### vertical distances\n dist_shoulder_left = np.sqrt(\n ((shoulder_left_x[0] - wrist_left_x[0]) ** 2) + ((shoulder_left_y[0] - wrist_left_y[0]) ** 2))\n dist_shoulder_right = np.sqrt(\n ((shoulder_right_x[0] - wrist_right_x[0]) ** 2) + ((shoulder_right_y[0] - wrist_right_y[0]) ** 2))\n\n dist_y.append([dist_shoulder_left,dist_shoulder_right])\n\n\ndef draw_arms(temp_img,shoulder_left_x, shoulder_left_y, shoulder_right_x, shoulder_right_y, elbow_left_x,\n elbow_left_y, elbow_right_x, elbow_right_y, wrist_left_x,wrist_left_y, wrist_right_x, wrist_right_y,center_x,center_y,head_x,head_y,spine_x,spine_y):\n\n\n ## draw arm right\n cv2.line(temp_img, (shoulder_right_x, shoulder_right_y),\n (elbow_right_x, elbow_right_y), (0, 255, 0), 2)\n cv2.line(temp_img, (elbow_right_x, elbow_right_y),\n (wrist_right_x, wrist_right_y), (0, 255, 0), 2)\n\n ## draw arm left\n cv2.line(temp_img, (shoulder_left_x, shoulder_left_y),\n (elbow_left_x, elbow_left_y), (255, 0, 0), 2)\n cv2.line(temp_img, (elbow_left_x, elbow_left_y),\n (wrist_left_x, wrist_left_y), (255, 0, 0), 2)\n\n cv2.line(temp_img,(head_x, head_y),\n (spine_x, spine_y), (255, 0, 0), 2)\n\n ## draw center\n cv2.circle(temp_img, (center_x, center_y), 3, (0, 0, 255), -1)\n\n cv2.imshow('ciao', temp_img)\n cv2.waitKey(0)\n\n\ndef clockwise_slope(A, B, C):\n return (C[1]-A[1]) * (B[0]-A[0]) > (B[1]-A[1]) * (C[0]-A[0])\n\n# Return true if line segments AB and CD intersect\ndef lines_intersect(A, B, C, D):\n return clockwise_slope(A, C, D) != clockwise_slope(B, C, D) and clockwise_slope(A, B, C) != clockwise_slope(A, B, D)\n\n\n\ndef extract_arms_pos(shoulder_left_x, shoulder_left_y, shoulder_right_x, shoulder_right_y, elbow_left_x,\n elbow_left_y, elbow_right_x, elbow_right_y, wrist_left_x,wrist_left_y, wrist_right_x, wrist_right_y, head_x, head_y,spineBase_x,spineBase_y, scene):\n\n imgs = []\n\n ##get 10 fps\n for i_coord in range(0,len(shoulder_left_x),3):\n #print i_coord\n\n\n ### to remove noise i check if the spine lines pass through the shoulder line ##\n\n # if not lines_intersect((shoulder_left_x[i_coord], shoulder_left_y[i_coord]), (shoulder_right_x[i_coord], shoulder_right_y[i_coord]), \\\n # (head_x[i_coord], head_y[i_coord]),\n # (spineBase_x[i_coord], spineBase_y[i_coord])):\n # print 'no intersection'\n # continue\n\n\n ###Find center X ###\n highest_point_index = np.where([shoulder_right_x[i_coord], elbow_right_x[i_coord], wrist_right_x[i_coord], shoulder_left_x[i_coord], elbow_left_x[i_coord], wrist_left_x[i_coord]] \\\n == np.min([shoulder_right_x[i_coord], elbow_right_x[i_coord], wrist_right_x[i_coord], shoulder_left_x[i_coord], elbow_left_x[i_coord], wrist_left_x[i_coord]]))[0][0]\n\n highest = [shoulder_right_x[i_coord], elbow_right_x[i_coord], wrist_right_x[i_coord], shoulder_left_x[i_coord], elbow_left_x[i_coord], wrist_left_x[i_coord]][highest_point_index]\n\n lowest_point_index = np.where([shoulder_right_x[i_coord], elbow_right_x[i_coord], wrist_right_x[i_coord], shoulder_left_x[i_coord], elbow_left_x[i_coord], wrist_left_x[i_coord]] \\\n == np.max([shoulder_right_x[i_coord], elbow_right_x[i_coord], wrist_right_x[i_coord], shoulder_left_x[i_coord], elbow_left_x[i_coord], wrist_left_x[i_coord]]))[0][0]\n lowest = [shoulder_right_x[i_coord], elbow_right_x[i_coord], wrist_right_x[i_coord], shoulder_left_x[i_coord], elbow_left_x[i_coord], wrist_left_x[i_coord]][lowest_point_index]\n\n center_x = highest + int((lowest - highest) / 2)\n\n\n ####Find center Y ##\n highest_point_index = np.where([shoulder_right_y[i_coord],elbow_right_y[i_coord],wrist_right_y[i_coord],shoulder_left_y[i_coord],elbow_left_y[i_coord],wrist_left_y[i_coord]] \\\n == np.min([shoulder_right_y[i_coord],elbow_right_y[i_coord],wrist_right_y[i_coord],shoulder_left_y[i_coord],elbow_left_y[i_coord],wrist_left_y[i_coord]]))[0][0]\n highest = [shoulder_right_y[i_coord], elbow_right_y[i_coord], wrist_right_y[i_coord], shoulder_left_y[i_coord], elbow_left_y[i_coord], wrist_left_y[i_coord]][highest_point_index]\n\n lowest_point_index = np.where([shoulder_right_y[i_coord], elbow_right_y[i_coord], wrist_right_y[i_coord], shoulder_left_y[i_coord], elbow_left_y[i_coord], wrist_left_y[i_coord]] \\\n == np.max([shoulder_right_y[i_coord], elbow_right_y[i_coord], wrist_right_y[i_coord], shoulder_left_y[i_coord], elbow_left_y[i_coord],\n wrist_left_y[i_coord]]))[0][0]\n lowest = [shoulder_right_y[i_coord], elbow_right_y[i_coord], wrist_right_y[i_coord], shoulder_left_y[i_coord], elbow_left_y[i_coord], wrist_left_y[i_coord]][lowest_point_index]\n\n center_y = highest+int((lowest - highest) /2)\n\n\n ### Draw ##\n # temp_img = scene.copy()#np.zeros((424, 512, 3), dtype=np.uint8)\n #\n # draw_arms(temp_img,shoulder_left_x[i_coord], shoulder_left_y[i_coord], shoulder_right_x[i_coord], shoulder_right_y[i_coord], elbow_left_x[i_coord],\n # elbow_left_y[i_coord], elbow_right_x[i_coord], elbow_right_y[i_coord], wrist_left_x[i_coord], wrist_left_y[i_coord],\n # wrist_right_x[i_coord], wrist_right_y[i_coord],center_x,center_y,head_x[i_coord],head_y[i_coord],spineBase_x[i_coord] ,spineBase_y[i_coord])\n\n\n ##find difference between the current center and the new img center, use this difference to convert everything\n feature_img = np.zeros((120, 120))\n\n diff_x = abs(center_x - (feature_img.shape[1]/2))\n diff_y = abs(center_y - (feature_img.shape[0]/2))\n\n limb_pos_x = []\n for limb_x in [shoulder_right_x[i_coord], elbow_right_x[i_coord], wrist_right_x[i_coord], shoulder_left_x[i_coord], elbow_left_x[i_coord], wrist_left_x[i_coord], head_x[i_coord], spineBase_x[i_coord]]:\n limb_pos_x.append(int(limb_x-diff_x))\n\n limb_pos_y = []\n for limb_y in [shoulder_right_y[i_coord],elbow_right_y[i_coord],wrist_right_y[i_coord],shoulder_left_y[i_coord],elbow_left_y[i_coord],wrist_left_y[i_coord], head_y[i_coord], spineBase_y[i_coord]]:\n limb_pos_y.append(int(limb_y - diff_y))\n\n\n ## draw on black img the arms with value 255\n for i_limb in [0,1,3,4]:\n points_on_line = h_ae.createLineIterator(np.array([limb_pos_x[i_limb],limb_pos_y[i_limb]])\\\n ,np.array([limb_pos_x[i_limb + 1],limb_pos_y[i_limb + 1]]),feature_img)\n\n for p in points_on_line:\n ##if we want to display on img\n\n feature_img[int(p[1]), int(p[0])] = 0.99\n\n if int(p[0])+2 < feature_img.shape[1] and int(p[1])+2 < feature_img.shape[0]:\n ##right\n feature_img[int(p[1]) + 1, int(p[0])] = 0.99\n feature_img[int(p[1]) + 2, int(p[0])] = 0.99\n ##left\n feature_img[int(p[1]) - 1, int(p[0])] = 0.99\n feature_img[int(p[1]) - 2, int(p[0])] = 0.99\n ##up\n feature_img[int(p[1]), int(p[0]) - 1] = 0.99\n feature_img[int(p[1]), int(p[0]) - 2] = 0.99\n ##down\n feature_img[int(p[1]), int(p[0]) + 1] = 0.99\n feature_img[int(p[1]), int(p[0]) + 2] = 0.99\n\n\n ### add shoulders\n points_on_line = h_ae.createLineIterator(np.array([limb_pos_x[3], limb_pos_y[3]]) \\\n , np.array([limb_pos_x[0], limb_pos_y[0]]), feature_img)\n for p in points_on_line:\n ##if we want to display on img\n\n feature_img[int(p[1]), int(p[0])] = 0.99\n\n if int(p[0]) + 2 < feature_img.shape[1] and int(p[1]) + 2 < feature_img.shape[0]:\n ##right\n feature_img[int(p[1]) + 1, int(p[0])] = 0.99\n feature_img[int(p[1]) + 2, int(p[0])] = 0.99\n ##left\n feature_img[int(p[1]) - 1, int(p[0])] = 0.99\n feature_img[int(p[1]) - 2, int(p[0])] = 0.99\n ##up\n feature_img[int(p[1]), int(p[0]) - 1] = 0.99\n feature_img[int(p[1]), int(p[0]) - 2] = 0.99\n ##down\n feature_img[int(p[1]), int(p[0]) + 1] = 0.99\n feature_img[int(p[1]), int(p[0]) + 2] = 0.99\n\n\n ### add spine ##\n points_on_line = h_ae.createLineIterator(np.array([limb_pos_x[6], limb_pos_y[6]]) \\\n , np.array([limb_pos_x[7], limb_pos_y[7]]), feature_img)\n for p in points_on_line:\n ##if we want to display on img\n\n feature_img[int(p[1]), int(p[0])] = 0.99\n\n if int(p[0]) + 2 < feature_img.shape[1] and int(p[1]) + 2 < feature_img.shape[0]:\n ##right\n feature_img[int(p[1]) + 1, int(p[0])] = 0.99\n feature_img[int(p[1]) + 2, int(p[0])] = 0.99\n ##left\n feature_img[int(p[1]) - 1, int(p[0])] = 0.99\n feature_img[int(p[1]) - 2, int(p[0])] = 0.99\n ##up\n feature_img[int(p[1]), int(p[0]) - 1] = 0.99\n feature_img[int(p[1]), int(p[0]) - 2] = 0.99\n ##down\n feature_img[int(p[1]), int(p[0]) + 1] = 0.99\n feature_img[int(p[1]), int(p[0]) + 2] = 0.99\n\n\n # cv2.imshow('feature_img',feature_img)\n # cv2.waitKey(0)\n\n if len(imgs) > 0: imgs = np.vstack((imgs, feature_img.reshape((1, -1))))\n else: imgs = feature_img.reshape((1, -1))\n\n\n return imgs\n\n\nAE_weights_level_1 = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/deep_AE_900_225_weights_008hd1_noNoise.txt')\nhd_weights = AE_weights_level_1[0][0]\nbias_1_level1 = AE_weights_level_1[1]\n\n#pca = decomposition.PCA(n_components=100) # 2-dimensional PCA whiten=True, svd_solver='randomized'\n#pca = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/clustering_posture_5sec/100pca_deep900225AE_5sec_data.txt')\n#cluster_model = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/clustering_posture_5sec/linearSVM_agglomerative15c_5sec_100pca.txt')\n\n\ndef compute_hot_f(xs,ys):\n orientation_intervals = [[range(0, 45)], [range(45, 90)], [range(90, 135)], [range(135, 180)], [range(180, 225)],\n [range(225, 270)], \\\n [range(270, 315)], [range(315, 360)]]\n magnitude_intervals = [[range(0, 4)], [range(4, 10)], [range(10, 200)]]\n\n hot_matrix = np.zeros((len(orientation_intervals), len(magnitude_intervals)))\n\n step = 10\n\n for i in xrange(0, len(xs) - step):\n\n dx = float(xs[i + step]) - float(xs[i])\n dy = float(ys[i + step]) - float(ys[i])\n\n orientation = int(degrees(atan2(dy, dx)) % 360)\n magn = int(np.sqrt((np.power(dx, 2) + np.power(dy, 2))))\n # list_magn.append(magn)\n\n for c_interval, o_interval in enumerate(orientation_intervals):\n if orientation in o_interval[0]:\n if magn in magnitude_intervals[0][0]:\n hot_matrix[c_interval][0] += 1\n break\n elif magn in magnitude_intervals[1][0]:\n hot_matrix[c_interval][1] += 1\n break\n elif magn in magnitude_intervals[2][0]:\n hot_matrix[c_interval][2] += 1\n break\n ##control whether the values are in the intervals\n if hot_matrix.sum() == 0:\n print 'orientation or magn not in the intervals'\n print orientation, magn\n\n return normalize(hot_matrix.reshape((1,-1)))\n\n\ndef subject_in_key_areas(head_x, head_y, head_z, key_areas):\n\n boxes2D_pos = key_areas[0]\n boxes3D_pos = key_areas[1]\n\n in_key_areas = np.zeros((1,len(boxes2D_pos)))\n\n for i_coord in range(0, len(head_x), int(len(head_x) / 15)):\n for i_b,b in enumerate(boxes2D_pos):\n if b.contains_point((int(head_x[i_coord]),int(head_y[i_coord]))):\n if abs(head_z[i_b] - boxes3D_pos[i_b]) < 0.2:\n #print i_b, head_z[i_b], boxes3D_pos[i_b]\n in_key_areas[0][i_b] += 1\n\n #print in_key_areas\n return in_key_areas/20\n\n\ndef compute_raw_joint_stats(shoulder_left_x, shoulder_left_y, shoulder_right_x, shoulder_right_y, elbow_left_x,\n elbow_left_y, elbow_right_x, elbow_right_y, wrist_left_x,wrist_left_y, wrist_right_x, wrist_right_y,head_x, head_y,spineBase_x,spineBase_y,foot_x,foot_y):\n\n shoulder_left = np.hstack((np.array(shoulder_left_x).reshape((len(shoulder_left_x),1)),np.array(shoulder_left_y).reshape((len(shoulder_left_x),1))))\n shoulder_right = np.hstack((np.array(shoulder_right_x).reshape((len(shoulder_right_x),1)),np.array(shoulder_right_y).reshape((len(shoulder_right_x),1))))\n\n elbow_left = np.hstack((np.array(elbow_left_x).reshape((len(elbow_left_x), 1)), np.array(elbow_left_y).reshape((len(elbow_left_x), 1))))\n elbow_right = np.hstack((np.array(elbow_right_x).reshape((len(elbow_right_x), 1)), np.array(elbow_right_y).reshape((len(elbow_right_x), 1))))\n\n wrist_left = np.hstack((np.array(wrist_left_x).reshape((len(wrist_left_x), 1)), np.array(wrist_left_y).reshape((len(wrist_left_x), 1))))\n wrist_right = np.hstack((np.array(wrist_right_x).reshape((len(wrist_right_x), 1)), np.array(wrist_right_y).reshape((len(wrist_right_x), 1))))\n\n head = np.hstack((np.array(head_x).reshape((len(head_x), 1)), np.array(head_y).reshape((len(head_x), 1))))\n spineBase = np.hstack((np.array(spineBase_x).reshape((len(spineBase_x), 1)), np.array(spineBase_y).reshape((len(spineBase_x), 1))))\n\n ## normalize distance according to height of the participant ##\n foot = np.hstack((np.array(foot_x).reshape((len(foot_x), 1)), np.array(foot_y).reshape((len(foot_y), 1))))\n h = np.max(euclidean_distances(head, foot))\n #print 'p height: ', h\n\n\n joints_raw_f = np.zeros((7,6))\n\n for i_j,joint in enumerate([head,shoulder_left,shoulder_right,elbow_left,elbow_right,wrist_left,wrist_right]):\n\n d = euclidean_distances(joint,spineBase)\n joints_raw_f[i_j,0] = np.max(d)/h\n joints_raw_f[i_j, 1] = np.min(d)/h\n joints_raw_f[i_j, 2] = np.std(d)\n\n ## angles computed clockwise ##\n orientation = map(lambda p: img_processing.angle_to(spineBase[p],joint[p]), xrange(len(joint)))\n joints_raw_f[i_j, 3] = np.max(orientation)\n joints_raw_f[i_j, 4] = np.min(orientation)\n joints_raw_f[i_j, 5] = np.std(orientation)\n\n\n return joints_raw_f.reshape((-1))\n\n\ndef extract_word_posture(participant_data,key_areas,scene, goal):\n #scene = np.zeros((414, 512, 3), dtype=np.uint8)\n #scene += 255\n\n task_feature_img = []\n path_features =[]\n\n\n<<<<<<< HEAD\n=======\n\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n\n for i_task, task in enumerate(participant_data):\n print 'task: ', i_task\n if len(task) == 0: continue\n\n n_sec_data = []\n n_sec_path_features = []\n\n\n for n_slice in range(0, len(task)):\n if len(task[n_slice]) <= 1 : continue\n #print 'n_slice ', n_slice\n\n flat_list = [item for item in task[n_slice]]\n\n ##### arms ########\n shoulder_left_x, shoulder_left_y, zs, ids = img_processing.get_coordinate_points(flat_list, joint_id=10)\n shoulder_right_x, shoulder_right_y, zs, ids = img_processing.get_coordinate_points(flat_list, joint_id=6)\n\n elbow_left_x, elbow_left_y, zs, ids = img_processing.get_coordinate_points(flat_list, joint_id=11)\n elbow_right_x, elbow_right_y, zs, ids = img_processing.get_coordinate_points(flat_list, joint_id=7)\n\n wrist_left_x, wrist_left_y, zs, ids = img_processing.get_coordinate_points(flat_list, joint_id=12)\n wrist_right_x, wrist_right_y, zs, ids = img_processing.get_coordinate_points(flat_list, joint_id=8)\n\n #### spinal ###\n head_x, head_y, head_z, ids = img_processing.get_coordinate_points(flat_list, joint_id=1)\n spineBase_x,spineBase_y, z, ids = img_processing.get_coordinate_points(flat_list, joint_id=4)\n ##\n foot_x, foot_y, footz, ids = img_processing.get_coordinate_points(flat_list, joint_id=17)\n\n\n # get_dist_arms(shoulder_left_x, shoulder_left_y, shoulder_right_x, shoulder_right_y, elbow_left_x,\n # elbow_left_y, elbow_right_x, elbow_right_y, wrist_left_x,wrist_left_y, wrist_right_x, wrist_right_y)\n\n<<<<<<< HEAD\n if len(shoulder_left_x)< 24:\n=======\n if len(shoulder_left_x)< 48:\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n #print len(shoulder_left_x)\n continue\n\n\n ### AE features ###\n feature_imgs = extract_arms_pos(shoulder_left_x, shoulder_left_y, shoulder_right_x, shoulder_right_y, elbow_left_x,\n elbow_left_y, elbow_right_x, elbow_right_y, wrist_left_x,wrist_left_y, wrist_right_x, wrist_right_y,head_x, head_y,spineBase_x,spineBase_y, scene)\n #\n # ### Other features ###\n # ## compute hot ##\n hot = compute_hot_f(spineBase_x,spineBase_y)\n\n ## check whether the participant is in key areas ##\n in_key_areas = subject_in_key_areas(spineBase_x,spineBase_y, z, key_areas)\n\n n_sec_path_features.append([hot[0], in_key_areas[0]])\n\n ## angles and distance between joints\n skeleton_body = compute_raw_joint_stats(shoulder_left_x, shoulder_left_y, shoulder_right_x, shoulder_right_y, elbow_left_x,\n elbow_left_y, elbow_right_x, elbow_right_y, wrist_left_x,wrist_left_y, wrist_right_x, wrist_right_y,head_x, head_y,spineBase_x,spineBase_y,foot_x,foot_y)\n\n\n if goal == 'train_AE':\n ### if we want to extract the data to train AE\n for img in feature_imgs:\n if len(task_feature_img)>0: task_feature_img= np.vstack((task_feature_img,img))\n else: task_feature_img = img\n elif goal == 'test_AE':\n ### if we want to test AE for denoising and descrtize the posture ##\n\n for img in feature_imgs:\n ## decompose it with trained AE and concatanate\n if len(n_sec_data)>0:\n ##shallow AE\n #n_sec_data = np.hstack((n_sec_data, img_processing.sigmoid_function((np.dot(img, hd_weights)) + bias_1_level1)))\n ##deep AE\n act = img_processing.sigmoid_function((np.dot(img, hd_weights)) + bias_1_level1)\n n_sec_data = np.hstack(\n (n_sec_data, img_processing.sigmoid_function((np.dot(act, AE_weights_level_1[0][1])) + AE_weights_level_1[2])))\n\n else:\n ##shallow AE\n #n_sec_data = img_processing.sigmoid_function((np.dot(img, hd_weights)) + bias_1_level1)\n ##deep AE\n act = img_processing.sigmoid_function((np.dot(img, hd_weights)) + bias_1_level1)\n n_sec_data =img_processing.sigmoid_function((np.dot(act, AE_weights_level_1[0][1])) + AE_weights_level_1[2])\n\n ## when we reach desired time\n<<<<<<< HEAD\n if n_sec_data.shape[0] > (AE_weights_level_1[0][1].shape[1]*7):#*15\n\n n_sec_data = n_sec_data[:(AE_weights_level_1[0][1].shape[1]*8)]#*16\n\n ## PCA and then clustering with 5 seconds concatenated data\n #task_feature_img.append(cluster_model.predict(pca.transform(n_sec_data.reshape(1, -1)))[0])\n #task_feature_img.append(np.array(pca.transform(n_sec_data.reshape(1, -1))[0]).reshape((1,-1)))\n\n ## raw\n task_feature_img.append(np.array(n_sec_data.reshape(1, -1)))\n n_sec_data = []\n\n=======\n if n_sec_data.shape[0] > (AE_weights_level_1[0][1].shape[1]*15):\n\n n_sec_data = n_sec_data[:(AE_weights_level_1[0][1].shape[1]*16)]\n\n ## PCA and then clustering with 5 seconds concatenated data\n #task_feature_img.append(cluster_model.predict(pca.transform(n_sec_data.reshape(1, -1)))[0])\n #task_feature_img.append(np.array(pca.transform(n_sec_data.reshape(1, -1))[0]).reshape((1,-1)))\n\n ## raw\n task_feature_img.append(np.array(n_sec_data.reshape(1, -1)))\n n_sec_data = []\n\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n ## average of the other features\n if len(n_sec_path_features)==0:\n print 'not enough data '\n path_features.append(np.zeros((72)))\n else:\n n_sec_path_features = np.mean(n_sec_path_features, axis=0)\n temp = np.hstack((n_sec_path_features[0],n_sec_path_features[1]))\n path_features.append(np.hstack((temp,skeleton_body)))\n n_sec_path_features = []\n else:\n print 'not enough frames',n_sec_data.shape[0]\n n_sec_data = []\n n_sec_path_features = []\n\n #print task_feature_img\n #print Counter(task_feature_img)\n #task_feature_img = np.concatenate(task_feature_img, axis=0)\n #path_features = np.concatenate(path_features, axis=0)\n<<<<<<< HEAD\n\n if len(path_features)>1 and len(task_feature_img)>1:\n task_feature_img = np.concatenate(task_feature_img, axis=0)\n task_feature_img = np.hstack((path_features,task_feature_img ))\n print task_feature_img.shape\n else:task_feature_img = []\n=======\n task_feature_img = np.hstack((path_features,np.concatenate(task_feature_img, axis=0) ))\n print task_feature_img.shape\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n return task_feature_img\n\n\ndef main_posture_extr():\n\n\n skeleton_data_in_tasks_and_time_slices = data_organizer.load_matrix_pickle(\n<<<<<<< HEAD\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/skeleton_data_in_tasks_time_slices_30fps_ordered_1sec.txt')##'C:/Users/dario.dotti/Desktop/data_recordings_master/master_skeleton_data_in_tasks_time_slices_30fps_1sec.txt')\n\n #scene = np.zeros((424,512,3),dtype=np.uint8)\n #scene += 255\n\n scene = cv2.imread('C:/Users/dario.dotti/Desktop/data_recordings_master/images/subject_22/519.jpg')#'C:/Users/dario.dotti/Documents/Datasets/my_dataset/wandering_dataset_um/exp_scene_depth.jpg')#\n=======\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/skeleton_data_in_tasks_time_slices_30fps_ordered.txt')##'C:/Users/dario.dotti/Desktop/data_recordings_master/master_skeleton_data_in_tasks_time_slices_30fps.txt')\n\n scene = np.zeros((424,512,3),dtype=np.uint8)\n scene += 255\n\n #scene = cv2.imread('C:/Users/dario.dotti/Desktop/data_recordings_master/images/subject_22/519.jpg')#'C:/Users/dario.dotti/Documents/Datasets/my_dataset/wandering_dataset_um/exp_scene_depth.jpg')#\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n boxes, zs, scene = data_organizer.get_areas_boxes(scene)\n\n participants_features = []\n for i_p in xrange(0,len(skeleton_data_in_tasks_and_time_slices)):\n task_feature_img = extract_word_posture(skeleton_data_in_tasks_and_time_slices[i_p], [boxes,zs],scene, goal='test_AE')\n participants_features.append(task_feature_img)\n\n ## plot dist ##\n #plot_dist()\n\n data_organizer.save_matrix_pickle(participants_features,\n<<<<<<< HEAD\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/experiment_upperBody_pathPlanning/RAWpostureUpperBody_path_features_skeletonF_ALLTASKS_1sec.txt')##'C:/Users/dario.dotti/Desktop/data_recordings_master/data_personality/RAWpostureUpperBody_path_features_master_2sec_skeletonF_ALLTASKS_1sec.txt')\n=======\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/experiment_upperBody_pathPlanning/RAWpostureUpperBody_path_features_2sec_skeletonF.txt')##'C:/Users/dario.dotti/Desktop/data_recordings_master/data_personality/RAWpostureUpperBody_path_features_master_2sec_skeletonF.txt')\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n\n\nif __name__ == '__main__':\n main_posture_extr()" }, { "alpha_fraction": 0.5773879885673523, "alphanum_fraction": 0.6058661937713623, "avg_line_length": 40.0487060546875, "blob_id": "f9d96cb2d6df70c59cd21c94e1af6ffd98b1ab99", "content_id": "0fa55cd14d788839d1fd3b561f63fe3f54e2f041", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 26968, "license_type": "no_license", "max_line_length": 229, "num_lines": 657, "path": "/video_traj.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "import cv2\nimport numpy as np\nfrom sklearn.preprocessing import normalize\nfrom datetime import datetime, timedelta\nfrom lxml import etree\n\nimport img_processing as my_img_proc\n\nimport visualization as vis\nimport ambient_sensors\nimport data_organizer as data_org\n\nkinect_max_distance=0\nsubjectID = ''\n#scene = np.zeros((414,512,3),dtype=np.uint8)\n#scene += 255\n<<<<<<< HEAD\nscene = cv2.imread('C:/Users/dario.dotti/Desktop/data_recordings_master/images/subject_20/442.jpg')#'C:/Users/dario.dotti/Documents/Datasets/my_dataset/wandering_dataset_um/exp_scene_depth.jpg')\n=======\nscene = cv2.imread('C:/Users/dario.dotti/Desktop/data_recordings_master/images/subject_20/1144.jpg')#'C:/Users/dario.dotti/Documents/Datasets/my_dataset/wandering_dataset_um/exp_scene_depth.jpg')\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\ndef draw_joints_and_tracks(body_points,list_poly):\n\n ##draw slices\n # for p in range(0,len(list_poly)):\n # cv2.rectangle(scene,(int(list_poly[p].vertices[1][0]),int(list_poly[p].vertices[1][1])),\\\n # (int(list_poly[p].vertices[3][0]),int(list_poly[p].vertices[3][1])),0,1)\n\n for n_frame,traj_body_joints in enumerate(body_points):\n #n_frame = n_frame+1402\n\n # if n_frame < 4870:\n # continue\n\n temp_ing = scene.copy()\n #draw joints\n print n_frame\n if n_frame > 250:\n color = (0,0,255)\n else:\n color = (0,0,255)\n\n #draw line between joints\n thickness = 3\n line_color = (19,19,164)\n #first position skipped cause there are other info stored\n #torso\n cv2.line(temp_ing,(int(float(traj_body_joints[1,0])),int(float(traj_body_joints[1,1]))),(int(float(traj_body_joints[2,0])),int(float(traj_body_joints[2,1]))),line_color,thickness)\n cv2.line(temp_ing,(int(float(traj_body_joints[2,0])),int(float(traj_body_joints[2,1]))),(int(float(traj_body_joints[3,0])),int(float(traj_body_joints[3,1]))),line_color,thickness)\n cv2.line(temp_ing,(int(float(traj_body_joints[3,0])),int(float(traj_body_joints[3,1]))),(int(float(traj_body_joints[4,0])),int(float(traj_body_joints[4,1]))),line_color,thickness)\n #shoulder\n cv2.line(temp_ing,(int(float(traj_body_joints[5,0])),int(float(traj_body_joints[5,1]))),(int(float(traj_body_joints[6,0])),int(float(traj_body_joints[6,1]))),line_color,thickness)\n cv2.line(temp_ing,(int(float(traj_body_joints[5,0])),int(float(traj_body_joints[5,1]))),(int(float(traj_body_joints[10,0])),int(float(traj_body_joints[10,1]))),line_color,thickness)\n #hips\n cv2.line(temp_ing,(int(float(traj_body_joints[4,0])),int(float(traj_body_joints[4,1]))),(int(float(traj_body_joints[14,0])),int(float(traj_body_joints[14,1]))),line_color,thickness)\n cv2.line(temp_ing,(int(float(traj_body_joints[4,0])),int(float(traj_body_joints[4,1]))),(int(float(traj_body_joints[18,0])),int(float(traj_body_joints[18,1]))),line_color,thickness)\n #right arm\n cv2.line(temp_ing,(int(float(traj_body_joints[6,0])),int(float(traj_body_joints[6,1]))),(int(float(traj_body_joints[7,0])),int(float(traj_body_joints[7,1]))),line_color,thickness)\n cv2.line(temp_ing,(int(float(traj_body_joints[7,0])),int(float(traj_body_joints[7,1]))),(int(float(traj_body_joints[8,0])),int(float(traj_body_joints[8,1]))),line_color,thickness)\n cv2.line(temp_ing,(int(float(traj_body_joints[8,0])),int(float(traj_body_joints[8,1]))),(int(float(traj_body_joints[9,0])),int(float(traj_body_joints[9,1]))),line_color,thickness)\n #left arm\n cv2.line(temp_ing,(int(float(traj_body_joints[10,0])),int(float(traj_body_joints[10,1]))),(int(float(traj_body_joints[11,0])),int(float(traj_body_joints[11,1]))),line_color,thickness)\n cv2.line(temp_ing,(int(float(traj_body_joints[11,0])),int(float(traj_body_joints[11,1]))),(int(float(traj_body_joints[12,0])),int(float(traj_body_joints[12,1]))),line_color,thickness)\n cv2.line(temp_ing,(int(float(traj_body_joints[12,0])),int(float(traj_body_joints[12,1]))),(int(float(traj_body_joints[13,0])),int(float(traj_body_joints[13,1]))),line_color,thickness)\n\n #right leg\n cv2.line(temp_ing,(int(float(traj_body_joints[14,0])),int(float(traj_body_joints[14,1]))),(int(float(traj_body_joints[15,0])),int(float(traj_body_joints[15,1]))),line_color,thickness)\n cv2.line(temp_ing,(int(float(traj_body_joints[15,0])),int(float(traj_body_joints[15,1]))),(int(float(traj_body_joints[16,0])),int(float(traj_body_joints[16,1]))),line_color,thickness)\n cv2.line(temp_ing,(int(float(traj_body_joints[16,0])),int(float(traj_body_joints[16,1]))),(int(float(traj_body_joints[17,0])),int(float(traj_body_joints[17,1]))),line_color,thickness)\n #left leg\n cv2.line(temp_ing,(int(float(traj_body_joints[18,0])),int(float(traj_body_joints[18,1]))),(int(float(traj_body_joints[19,0])),int(float(traj_body_joints[19,1]))),line_color,thickness)\n cv2.line(temp_ing,(int(float(traj_body_joints[19,0])),int(float(traj_body_joints[19,1]))),(int(float(traj_body_joints[20,0])),int(float(traj_body_joints[20,1]))),line_color,thickness)\n cv2.line(temp_ing,(int(float(traj_body_joints[20,0])),int(float(traj_body_joints[20,1]))),(int(float(traj_body_joints[21,0])),int(float(traj_body_joints[21,1]))),line_color,thickness)\n\n if n_frame > 0:\n for i,joint in enumerate(traj_body_joints):\n if i ==0:\n continue\n cv2.circle(temp_ing,(int(float(joint[0])),int(float(joint[1]))),2,color,-1)\n if i == 5 and n_frame>0:\n ##draw trajectories\n cv2.circle(scene,(int(float(joint[0])),int(float(joint[1]))),2,color,-1)\n else:\n ##draw joint\n cv2.circle(temp_ing,(int(float(joint[0])),int(float(joint[1]))),2,color,-1)\n\n if n_frame < 0:\n cv2.imshow('lab',temp_ing)\n cv2.waitKey(0)\n else:\n cv2.imshow('lab',temp_ing)\n cv2.waitKey(0)\n\n\ndef xml_parser(path_to_file):\n\n joint_points = []\n for event, element in etree.iterparse(path_to_file, tag='tracksInfo'):\n #print element.attrib['frameID']\n frame_body_joints = np.zeros((22,3),dtype='S30')\n\n\n #save in the first row the frame,time,trackID\n frame_body_joints[0,0]= element.attrib['frameID']\n frame_body_joints[0,1]= element.attrib['time']\n frame_body_joints[0,2]= element.attrib['trackingID']\n\n i=1\n for child in element:\n ##store all the body joints\n ##TODO: find a better way to correct this error\n if child.attrib['x'] == '-1.#INF' or child.attrib['y'] == '-1.#INF':\n frame_body_joints[i,0]= 0.\n frame_body_joints[i,1]= 0.\n frame_body_joints[i,2]= 0.\n else:\n frame_body_joints[i,0]=child.attrib['x']\n frame_body_joints[i,1]=child.attrib['y']\n frame_body_joints[i,2]=child.attrib['z']\n #store only one joint\n # if child.tag == 'head':\n # if child.attrib['x'] == '-1.#INF' and child.attrib['y'] == '-1.#INF':\n # continue\n # joint_points.append([child.attrib['x'],child.attrib['y'],child.attrib['z'],element.attrib['trackingID']])\n i+=1\n joint_points.append(frame_body_joints)\n\n element.clear()\n\n return joint_points\n\n\ndef org_xml_data_timeIntervals(skeleton_data):\n\n #get all time data from the list\n content_time = map(lambda line: line[0,1].split(' ')[3] ,skeleton_data)\n\n #date time library\n\n init_t = datetime.strptime(content_time[0],'%H:%M:%S')\n end_t = datetime.strptime(content_time[len(content_time)-1],'%H:%M:%S')\n x = datetime.strptime('0:0:0','%H:%M:%S')\n tot_duration = (end_t-init_t)\n\n #decide the size of time slices\n # size_slice= tot_duration/25\n # hours, remainder = divmod(size_slice.seconds, 3600)\n # minutes, seconds = divmod(remainder, 60)\n hours = 0\n minutes = 0\n seconds = 2\n #print hours,minutes,seconds\n my_time_slice = timedelta(hours=hours,minutes=minutes,seconds=seconds)\n\n print 'time slice selected: ' + str(my_time_slice)\n\n #initialize list\n time_slices = []\n time_slices_append = time_slices.append\n\n #get data in every timeslices\n while init_t < (end_t-my_time_slice):\n\n list_time_interval = []\n list_time_interval_append = list_time_interval.append\n #print init_t\n\n for t in xrange(len(content_time)):\n\n if datetime.strptime(content_time[t],'%H:%M:%S')>= init_t and datetime.strptime(content_time[t],'%H:%M:%S') < init_t + my_time_slice:\n list_time_interval_append(skeleton_data[t])\n\n\n if datetime.strptime(content_time[t],'%H:%M:%S') > init_t + my_time_slice:\n break\n #print len(list_time_interval)\n\n ##save time interval without distinction of part of the day\n time_slices_append(list_time_interval)\n\n init_t= init_t+my_time_slice\n\n\n return time_slices\n\n\ndef set_subject(subject):\n global subjectID\n subjectID = subject\n\n\ndef org_data_different_tasks(skeleton_data):\n print subjectID\n<<<<<<< HEAD\n file_AS = 'C:/Users/dario.dotti/Documents/Datasets/my_dataset/wandering_dataset_um/binary/18-10-16_sensors_'+ subjectID +'.txt'#'C:/Users/dario.dotti/Desktop/data_recordings_master/binary/18-10-16_sensors_'+ subjectID +'.txt'\n=======\n file_AS = 'C:/Users/dario.dotti/Desktop/data_recordings_master/binary/18-10-16_sensors_'+ subjectID +'.txt'#'C:/Users/dario.dotti/Documents/Datasets/my_dataset/wandering_dataset_um/binary/18-10-16_sensors_'+ subjectID +'.txt'\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n sensors_ID = ambient_sensors.org_data_ID(file_AS)\n entrance_door = sensors_ID['entrance']\n\n entrance_time = []\n for event_door in entrance_door:\n e = event_door.split(' ')\n\n if e[0][9:11] == 'ON':\n t = e[2].split('-')\n entrance_time.append(datetime.strptime((t[0]+':'+t[1]+':'+t[2]),'%H:%M:%S'))\n\n\n #get all time data from the list\n skeleton_time_info = map(lambda line: line[0,1].split(' ')[3] ,skeleton_data)\n\n #initialize list\n time_slices = []\n time_slices_append = time_slices.append\n\n for i in range(0,len(entrance_time),2):\n temp_time_slice = []\n # print entrance_time[i],entrance_time[i+1]\n for s in range(0,len(skeleton_data)):\n\n if datetime.strptime(skeleton_time_info[s],'%H:%M:%S') > entrance_time[i] \\\n and datetime.strptime(skeleton_time_info[s],'%H:%M:%S') < entrance_time[i+1]:\n\n temp_time_slice.append(skeleton_data[s])\n\n time_slices_append(temp_time_slice)\n\n\n return time_slices\n\n\ndef org_data_timeIntervals_inside_tasks(skeleton_data_in_tasks):\n\n data_task_and_time_slices = []\n\n #decide the size of time slices\n # size_slice= tot_duration/25\n # hours, remainder = divmod(size_slice.seconds, 3600)\n # minutes, seconds = divmod(remainder, 60)\n hours = 0\n minutes = 0\n seconds = 1\n #print hours,minutes,seconds\n my_time_slice = timedelta(hours=hours,minutes=minutes,seconds=seconds)\n\n print 'time slice selected: ' + str(my_time_slice)\n\n for task in range(0,len(skeleton_data_in_tasks)):\n #get all time data from the list\n content_time = map(lambda line: line[0,1].split(' ')[3] ,skeleton_data_in_tasks[task])\n\n #date time library\n\n init_t = datetime.strptime(content_time[0],'%H:%M:%S')\n end_t = datetime.strptime(content_time[len(content_time)-1],'%H:%M:%S')\n x = datetime.strptime('0:0:0','%H:%M:%S')\n tot_duration = (end_t-init_t)\n\n #initialize list\n time_slices = []\n time_slices_append = time_slices.append\n\n #get data in every timeslices\n while init_t < (end_t-my_time_slice):\n\n list_time_interval = []\n list_time_interval_append = list_time_interval.append\n #print init_t\n\n\n for t in xrange(0,len(content_time)):\n\n if datetime.strptime(content_time[t],'%H:%M:%S')>= init_t and datetime.strptime(content_time[t],'%H:%M:%S') < init_t + my_time_slice:\n\n list_time_interval_append(skeleton_data_in_tasks[task][t])\n\n\n if datetime.strptime(content_time[t],'%H:%M:%S') > init_t + my_time_slice:\n break\n #print len(list_time_interval)\n\n ##save time interval without distinction of part of the day\n time_slices_append(list_time_interval)\n\n init_t= init_t+my_time_slice\n\n data_task_and_time_slices.append(time_slices)\n\n\n return data_task_and_time_slices\n\n\n# def get_coordinate_points(time_slice,joint_id):\n#\n# #get all the coordinate points of head joint\n# list_points = []\n# list_points_append = list_points.append\n#\n# #get x,y,z,id\n# map(lambda line: list_points_append([line[joint_id][0],line[joint_id][1]]),time_slice)\n# zs = map(lambda line: float(line[joint_id][2]),time_slice)\n# ids =map(lambda line: np.int64(line[0][2]),time_slice)\n#\n# #apply filter to cancel noise\n# x_f,y_f =my_img_proc.median_filter(list_points)\n#\n# return x_f,y_f,zs,ids\n\n\ndef occupancy_histograms_in_time_interval(my_room, list_poly, time_slices):\n # #get number of patches\n slice_col = my_img_proc.get_slice_cols()\n slice_row = my_img_proc.get_slice_rows()\n slice_depth = my_img_proc.get_slice_depth()\n\n my_data_temp = []\n my_data_temp_append = my_data_temp.append\n\n for i in xrange(0,len(time_slices)):\n ## Checking the start time of every time slice\n if(len(time_slices[i])>1):\n print 'start time: %s' %time_slices[i][0][0][1].split(' ')[3]\n else:\n print 'no data in this time slice'\n\n\n ## counter for every id should be empty\n track_points_counter = np.zeros((slice_col*slice_row*slice_depth))\n\n ##get x,y,z of every traj point after smoothing process\n x_filtered,y_filtered,zs,ids = get_coordinate_points(time_slices[i],joint_id=1)\n\n ## display traj on img\n #temp_img = copy.copy(my_room)\n #my_img_proc.display_trajectories(temp_img, list_poly, x_filtered, y_filtered)\n\n ## count the occurances of filtered point x,y in every patches\n for p in xrange(0,len(list_poly)):\n\n for ci in xrange(0,len(x_filtered)):\n ## 2d polygon\n if list_poly[p].contains_point((int(x_filtered[ci]),int(y_filtered[ci]))):\n ## 3d cube close to the camera\n if zs[ci] < (kinect_max_distance/2):\n\n track_points_counter[p*2] = track_points_counter[p*2] + 1\n continue\n else: ## 3d cube far from the camera\n\n track_points_counter[(p*2)+1] = track_points_counter[(p*2)+1] + 1\n continue\n\n\n ## save the data of every group in the final matrix\n my_data_temp_append(track_points_counter)\n\n ## normalize the final matrix\n normalized_finalMatrix = np.array(normalize(np.array(my_data_temp),norm='l2'))\n print 'final matrix size:'\n print normalized_finalMatrix.shape\n\n return normalized_finalMatrix\n\n\ndef histograms_of_oriented_trajectories(list_poly,time_slices):\n\n hot_all_data_task_time_slices = []\n\n for i_task,task in enumerate(time_slices):\n #if i_task != 2: continue\n\n hot_all_data_matrix = []\n hot_all_data_matrix_append = hot_all_data_matrix.append\n\n print '###########task########### ',i_task\n for i in xrange(0,len(task)):\n ##Checking the start time of every time slice\n if(len(task[i])>1):\n print 'start time: %s' %task[i][0][0][1].split(' ')[3]\n else:\n print 'no data in this time slice'\n\n continue\n #get x,y,z of every traj point after smoothing process\n x_filtered,y_filtered,zs,ids = my_img_proc.get_coordinate_points(task[i],joint_id=1)#get all position of the head joint id =1\n\n #initialize histogram of oriented tracklets\n hot_matrix = []\n\n temp_img = scene.copy()\n\n for p in xrange(0,len(list_poly)):\n tracklet_in_cube_f = []\n tracklet_in_cube_c = []\n tracklet_in_cube_middle = []\n tracklet_in_cube_append_f = tracklet_in_cube_f.append\n tracklet_in_cube_append_c = tracklet_in_cube_c.append\n tracklet_in_cube_append_middle = tracklet_in_cube_middle.append\n\n for ci in xrange(0,len(x_filtered)):\n #2d polygon\n if list_poly[p].contains_point((int(x_filtered[ci]),int(y_filtered[ci]))):\n ## 3d cube close to the camera\n if zs[ci] < (kinect_max_distance-(1.433*2)):\n #print 'close to kinect'\n tracklet_in_cube_append_c([x_filtered[ci],y_filtered[ci],ids[ci]])\n\n cv2.circle(temp_img,(int(x_filtered[ci]),int(y_filtered[ci])),2,(255,0,0),-1)\n\n elif zs[ci] > (kinect_max_distance-(1.433*2)) and zs[ci] < (kinect_max_distance-1.433):\n #print 'middle'\n tracklet_in_cube_append_middle([x_filtered[ci],y_filtered[ci],ids[ci]])\n\n cv2.circle(temp_img,(int(x_filtered[ci]),int(y_filtered[ci])),2,(0,255,0),-1)\n\n elif zs[ci] > (kinect_max_distance-1.433): ##3d cube far from the camera\n #print 'faraway to kinect'\n tracklet_in_cube_append_f([x_filtered[ci],y_filtered[ci],ids[ci]])\n\n cv2.circle(temp_img,(int(x_filtered[ci]),int(y_filtered[ci])),2,(0,0,255),-1)\n\n\n for three_d_poly in [tracklet_in_cube_c,tracklet_in_cube_middle,tracklet_in_cube_f]:\n\n if len(three_d_poly)>0:\n\n ## for tracklet in cuboids compute HOT following paper\n hot_single_poly = my_img_proc.histogram_oriented_tracklets(three_d_poly)\n\n ## compute hot+curvature\n #hot_single_poly = my_img_proc.histogram_oriented_tracklets_plus_curvature(three_d_poly)\n\n else:\n hot_single_poly = np.zeros((24))\n\n ##add to general matrix\n if len(hot_matrix)>0:\n hot_matrix = np.hstack((hot_matrix,hot_single_poly))\n else:\n hot_matrix = hot_single_poly\n\n #time = time_slices[i][0][0][1].split(' ')[3].split(':')\n #filename = 'C:/Users/dario.dotti/Documents/time_windows_HOT/'+subjectID+'_'+time[0]+'_'+time[1]+'_'+time[2]+'.jpg'\n #cv2.imwrite(filename,temp_img)\n\n ##Test cluster\n # load cluster data\n # cluster_model = data_org.load_matrix_pickle(\n # 'C:/Users/dario.dotti/Documents/bow_experiment_data/cl_30_kmeans_model_2secWindow_newVersion.txt')\n # keys_labels = data_org.load_matrix_pickle(\n # 'C:/Users/dario.dotti/Documents/bow_experiment_data/cluster_30_kmeans_word_newVersion.txt')\n #\n # similar_word = cluster_model.predict(np.array(hot_matrix).reshape(1, -1))\n # print 's_w ',similar_word\n # if similar_word[0] == 3:\n # cv2.imshow('ciao',temp_img)\n # cv2.waitKey(0)\n # continue\n\n hot_all_data_matrix_append(hot_matrix)\n\n\n ## normalize the final matrix\n normalized_finalMatrix = np.array(normalize(np.array(hot_all_data_matrix),norm='l1'))\n\n hot_all_data_task_time_slices.append(normalized_finalMatrix)\n\n\n\n\n #print 'final matrix size:'\n #print np.array(normalized_finalMatrix).shape\n\n\n ##add extra bin with hours\n # hs = np.zeros((len(time_slices),1))\n #\n # for i,t in enumerate(time_slices):\n #\n # if len(t) > 1:\n # hs[i] = int(t[0][0][1].split(' ')[3].split(':')[0])\n # else:\n # hs[i] = hs[i-1]\n #\n #\n # normalized_finalMatrix = np.hstack((normalized_finalMatrix,hs))\n\n # print 'matrix with extra bin'\n # print np.array(hot_all_data_matrix).shape\n\n return hot_all_data_task_time_slices\n\n\ndef measure_joints_accuracy(skeleton_data):\n\n frame_step = 5\n\n mean_displcement_list = np.zeros((len(skeleton_data[0])-1,1))\n\n joint_distances = []\n joint_distances_append = joint_distances.append\n\n # for joint_id in xrange(1,len(skeleton_data[0])):\n #\n # #euclidean distance between joint time[0] and joint time[framestep]\n # eu_difference = map(lambda i: np.sqrt((int(float(skeleton_data[i+frame_step][joint_id,0]))- int(float(skeleton_data[i][joint_id,0])))**2 + \\\n # (int(float(skeleton_data[i+frame_step][joint_id,1])) - int(float(skeleton_data[i][joint_id,1])))**2) \\\n # if skeleton_data[i][joint_id,0] != 0. or skeleton_data[i+1][joint_id,0] != 0. else 0 \\\n # ,xrange(0,len(skeleton_data)-frame_step))\n #\n # mean_displcement_list[joint_id-1] = np.sum(eu_difference)/len(eu_difference)\n #\n # joint_distances_append(eu_difference)\n\n #print mean_displcement_list\n##############\n #subject7_exit_entrance = [19676 ,16250, 1943]\n subject4_exit_entrance = [3867,6053,9053,11898,17584,25777]\n\n ##not optimized code but more understadable\n for joint_id in xrange(1,len(skeleton_data[0])):\n eu_difference = np.zeros((len(skeleton_data),1))\n for i in xrange(0,len(skeleton_data)-frame_step):\n if skeleton_data[i][joint_id,0] == 0. or skeleton_data[i+1][joint_id,0] == 0.:\n continue\n if i in subject4_exit_entrance:\n continue\n #euclidean distance between joint time[0] and joint time[framestep]\n eu_difference[i] = np.sqrt((int(float(skeleton_data[i+frame_step][joint_id,0]))- int(float(skeleton_data[i][joint_id,0])))**2 + \\\n (int(float(skeleton_data[i+frame_step][joint_id,1])) - int(float(skeleton_data[i][joint_id,1])))**2)\n joint_distances_append(eu_difference)\n mean_displcement_list[joint_id-1] = np.sum(eu_difference)/len(eu_difference)\n\n###############\n ##get filtered points\n joint_distances_filtered = []\n joint_distances_filtered_append = joint_distances_filtered.append\n for joint_id in xrange(1,len(skeleton_data[0])):\n\n ##store x,y for 1 joint each time over all frames\n list_points = []\n list_points_append = list_points.append\n for i in xrange(0,len(skeleton_data)):\n #if skeleton_data[i][joint_id,0] == 0.:\n #continue\n #if i in subject7_exit_entrance:\n #continue\n list_points_append((int(float(skeleton_data[i][joint_id,0])),int(float(skeleton_data[i][joint_id,1]))))\n\n ##apply filter\n x_f,y_f =my_img_proc.median_filter(list_points)\n\n eu_difference_filtered = np.zeros((len(skeleton_data),1))\n for i in xrange(0,len(x_f)-1):\n\n #if x_f[i+1] == 0. or x_f[i] == 0.:\n #continue\n if i in subject4_exit_entrance:\n continue\n\n eu_difference_filtered[i] = np.sqrt((x_f[i+1]-x_f[i])**2 + (y_f[i+1]-y_f[i])**2)\n joint_distances_filtered_append(eu_difference_filtered)\n # print mean_displcement_list\n\n ##get only the desired joint\n my_joint_raw = map(lambda x: x,joint_distances[:1][0])\n my_joint_filtered=map(lambda x: x,joint_distances_filtered[:1][0])\n\n #difference between raw and filtered features\n diff = map(lambda pair: pair[0]-pair[1] , zip(my_joint_raw,my_joint_filtered))\n\n #get frames where joint displacement over threshold\n threshold = 15\n\n frames_where_joint_displacement_over_threshold = []\n map(lambda (i,d): frames_where_joint_displacement_over_threshold.append(i) if d>threshold else False , enumerate(diff))\n print len(frames_where_joint_displacement_over_threshold)\n\n\n ##display mean distance of every joints between frames\n vis.plot_mean_joints_displacement(mean_displcement_list)\n\n ##display error each frame from selected joint\n vis.plot_single_joint_displacement_vs_filtered_points(my_joint_raw,my_joint_filtered)\n\n return frames_where_joint_displacement_over_threshold\n\n\ndef feature_extraction_video_traj(file_traj):\n ##divide image into patches(polygons) and get the positions of each one\n<<<<<<< HEAD\n global scene\n=======\n #global scene\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n #scene = np.zeros((414,512),dtype=np.uint8)\n #scene = cv2.imread('C:/Users/dario.dotti/Documents/Datasets/my_dataset/wandering_dataset_um/subject4_1834.jpg')\n #scene = cv2.imread('D:/experiment_data/subject_20/388.jpg')\n\n list_poly = my_img_proc.divide_image(scene)\n\n ##check patches are correct\n # for rect in list_poly:\n # cv2.rectangle(scene, (int(rect.vertices[1][0]), int(rect.vertices[1][1])),\n # (int(rect.vertices[3][0]), int(rect.vertices[3][1])), (0, 0, 0))\n # #\n # cv2.imshow('ciao',scene)\n # cv2.waitKey(0)\n\n\n ##--------------Pre-Processing----------------##\n skeleton_data = xml_parser(file_traj)\n\n ##reliability method\n #measure_joints_accuracy(skeleton_data)\n\n ##display joints\n draw_joints_and_tracks(skeleton_data,list_poly)\n\n ##divide the data based on time info\n #skeleton_data_in_time_slices = org_xml_data_timeIntervals(skeleton_data)\n\n ##update depth values\n depth_v = []\n map(lambda x: depth_v.append(float(x[1,2])) ,skeleton_data)\n global kinect_max_distance\n kinect_max_distance = np.max(depth_v)\n print kinect_max_distance\n\n ##divide the data based on task\n skeleton_data_in_time_slices = org_data_different_tasks(skeleton_data)\n\n ##divide data based time info per task\n skeleton_data_in_tasks_and_time_slices = org_data_timeIntervals_inside_tasks(skeleton_data_in_time_slices)\n\n occupancy_histograms =1\n return occupancy_histograms,skeleton_data_in_tasks_and_time_slices\n\n ##--------------Feature Extraction-------------##\n print 'feature extraction'\n\n ## count traj points in each region and create hist\n #occupancy_histograms = occupancy_histograms_in_time_interval(my_room, list_poly, skeleton_data_in_time_slices)\n occupancy_histograms = 1\n\n ## create Histograms of Oriented Tracks\n HOT_data = histograms_of_oriented_trajectories(list_poly,skeleton_data_in_tasks_and_time_slices)\n\n #vis.bar_plot_motion_over_time(HOT_data)\n\n return [occupancy_histograms,HOT_data]\n\n #cluster_prediction = my_exp.main_experiments(HOT_data)" }, { "alpha_fraction": 0.5688303112983704, "alphanum_fraction": 0.6026123762130737, "avg_line_length": 36.832942962646484, "blob_id": "f932545dc2edd317405e716c5493f1198b4b4209", "content_id": "ed62d40968581d20d122ca09a0224dcc272e44be", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 32384, "license_type": "no_license", "max_line_length": 317, "num_lines": 856, "path": "/AE_rec.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "import numpy as np\nimport cv2\nimport matplotlib.pyplot as plt\nfrom datetime import datetime\nimport operator\nimport os\nfrom sklearn.cluster import KMeans,SpectralClustering,MeanShift,AgglomerativeClustering\nfrom collections import Counter\nfrom scipy.spatial.distance import cdist, pdist\nfrom sklearn import decomposition\nfrom scipy.ndimage.filters import gaussian_filter\nfrom sklearn import svm\nimport random\nfrom mpl_toolkits.mplot3d import Axes3D\nfrom itertools import cycle, islice\n\n\nimport data_organizer\nimport hierarchical_ae_learning_methods as hs\nimport img_processing\n\n\ndef sigmoid_function(x):\n return 1 / (1 + np.exp(-x))\n\n\ndef AE_showWeights_level2(AE_weights_level_2, AE_weights_level_1):\n hd_weights_level1 = AE_weights_level_1[0][0]\n bias_1_level1 = AE_weights_level_1[1]\n bias_2_level1 = AE_weights_level_1[2]\n\n hd_weights_level2 = AE_weights_level_2[0][0]\n bias_1_level2 = AE_weights_level_2[1]\n bias_2_level2 = AE_weights_level_2[2]\n\n ##prepare weights from layer 2\n imgs = np.eye(hd_weights_level2.shape[0])\n imgs = np.dot(hd_weights_level2.T, imgs)\n\n print imgs.shape\n\n size_main_img = 56\n n_img = int(np.sqrt(imgs.shape[0]))\n main_img = np.zeros(((size_main_img + 1) * n_img - 1, (size_main_img + 1) * n_img - 1))\n\n\n for i,w in enumerate(imgs) :\n r_main_img, c_main_img = divmod(i, n_img)\n\n\n n_subimg = 9\n size_subimg = 18\n\n sub_img = np.zeros(((size_subimg + 1) * n_subimg/3 - 1, (size_subimg + 1) * n_subimg/3 - 1))\n\n\n for r_c_counter,n_w in enumerate(xrange(0,len(w),81)):\n\n sub_weight = w[n_w:(n_w+81)]\n\n ## reconstruction weights level 1\n rec = np.dot(sub_weight, hd_weights_level1.T)\n\n ## define the row and cols where to put the sub_imgs\n r, c = divmod(r_c_counter, 3)\n\n weight_img = rec.reshape((size_subimg, size_subimg))\n\n ##sharpening edges\n # blurred_f = gaussian_filter(weight_img, sigma=1)\n #\n # filter_blurred_f = gaussian_filter(blurred_f, sigma=0.5)\n # alpha = 30\n # weight_img = blurred_f + alpha * (blurred_f - filter_blurred_f)\n\n ##add the subimg to the windows\n sub_img[r * (size_subimg + 1):(r + 1) * (size_subimg + 1) - 1,\n c * (size_subimg + 1):(c + 1) * (size_subimg + 1) - 1] = weight_img\n\n\n\n sub_img -= sub_img.min()\n sub_img /= sub_img.max()\n\n\n ##add the subimgs to the main window\n main_img[r_main_img * (size_main_img + 1):(r_main_img + 1) * (size_main_img + 1) - 1,\n c_main_img * (size_main_img + 1):(c_main_img + 1) * (size_main_img + 1) - 1] = sub_img\n\n\n\n plt.imshow(main_img.squeeze(), cmap=plt.cm.gray)\n plt.show()\n\n\ndef AE_showWeights_level2_temporalExperiment(AE_weights_level_2, AE_weights_level_1):\n hd_weights_level1 = AE_weights_level_1[0][0]\n bias_1_level1 = AE_weights_level_1[1]\n bias_2_level1 = AE_weights_level_1[2]\n\n hd_weights_level2 = AE_weights_level_2[0][0]\n bias_1_level2 = AE_weights_level_2[1]\n bias_2_level2 = AE_weights_level_2[2]\n\n ##prepare weights from layer 2\n imgs = np.eye(hd_weights_level2.shape[0])\n imgs = np.dot(hd_weights_level2.T, imgs)\n\n print imgs.shape\n\n size_main_img = 62\n n_img = int(np.sqrt(imgs.shape[0]))\n main_img = np.zeros(((size_main_img + 1) * n_img - 1, (size_main_img + 1) * n_img - 1))\n\n\n for i,w in enumerate(imgs) :\n r_main_img, c_main_img = divmod(i, n_img)\n\n\n n_subimg = 9\n size_subimg = 20\n\n sub_img = np.zeros(((size_subimg + 1) * n_subimg/3 - 1, (size_subimg + 1) * n_subimg/3 - 1))\n\n\n for r_c_counter,n_w in enumerate(xrange(0,len(w),144)):\n\n sub_weight = w[n_w:(n_w+144)]\n\n ## reconstruction weights level 1\n rec = np.dot(sub_weight, hd_weights_level1.T)\n\n ## define the row and cols where to put the sub_imgs\n r, c = divmod(r_c_counter, 3)\n\n weight_img = rec.reshape((size_subimg, size_subimg))\n\n ##sharpening edges\n # blurred_f = gaussian_filter(weight_img, sigma=1)\n #\n # filter_blurred_f = gaussian_filter(blurred_f, sigma=0.5)\n # alpha = 30\n # weight_img = blurred_f + alpha * (blurred_f - filter_blurred_f)\n\n ##add the subimg to the windows\n sub_img[r * (size_subimg + 1):(r + 1) * (size_subimg + 1) - 1,\n c * (size_subimg + 1):(c + 1) * (size_subimg + 1) - 1] = weight_img\n\n\n\n sub_img -= sub_img.min()\n sub_img /= sub_img.max()\n\n\n ##add the subimgs to the main window\n main_img[r_main_img * (size_main_img + 1):(r_main_img + 1) * (size_main_img + 1) - 1,\n c_main_img * (size_main_img + 1):(c_main_img + 1) * (size_main_img + 1) - 1] = sub_img\n\n\n\n plt.imshow(main_img.squeeze(), cmap=plt.cm.gray)\n plt.show()\n\n\ndef reconstruction_AE_weights_level2(raw_features,original_points_grid_level_2,AE_weights_level_1,AE_weights_level_2):\n hd_weights_level1 = AE_weights_level_1[0][0]\n bias_1_level1 = AE_weights_level_1[1]\n bias_2_level1 = AE_weights_level_1[2]\n\n hd_weights_level2 = AE_weights_level_2[0][0]\n bias_1_level2 = AE_weights_level_2[1]\n bias_2_level2 = AE_weights_level_2[2]\n\n\n ##reconstruct layer 2\n\n hd2_space = np.dot(raw_features, hd_weights_level2)\n activations_l2 = sigmoid_function(hd2_space + bias_1_level2)\n #activations_l2 = relu_function(hd2_space+bias_1_level2)\n\n rec_space_l2 = np.dot(activations_l2, hd_weights_level2.T)\n rec_level2 = sigmoid_function(rec_space_l2 + bias_2_level2)\n\n\n size_w1 = hd_weights_level1.shape[1]\n size_image = 18 * 18\n\n\n for i, sample_level2 in enumerate(rec_level2):\n\n fig = plt.figure()\n\n\n n_subimg = 9\n size_subimg = 18\n\n ##reconstructed sample\n a = fig.add_subplot(1, 2, 2)\n a.set_title('reconstruction')\n sub_rec_img = np.zeros(((size_subimg + 1) * (n_subimg / 3) - 1, (size_subimg + 1) * n_subimg / 3 - 1))\n\n sub_samples = sample_level2.reshape((9,size_w1))\n\n\n for r_c_counter,sample in enumerate(sub_samples):\n\n rec_space_l1 = np.dot(sample, hd_weights_level1.T)\n rec_level1 = sigmoid_function(rec_space_l1 + bias_2_level1).reshape((size_subimg, size_subimg))\n\n #plt.imshow(rec_level1, cmap=plt.cm.gray)\n #plt.show()\n\n ## print mean pixel value\n # a = np.where(rec_level1 > 0.1)\n # mean_rec = 0\n # for i_c in range(0, len(a[0])):\n # mean_rec = mean_rec + rec_level1[a[0][i_c], a[1][i_c]]\n # print mean_rec / len(a[0])\n ###\n\n ## define the row and cols where to put the sub_imgs\n r, c = divmod(r_c_counter, 3)\n\n ##add the subimg to the windows\n sub_rec_img[r * (size_subimg + 1):(r + 1) * (size_subimg + 1) - 1,\n c * (size_subimg + 1):(c + 1) * (size_subimg + 1) - 1] = rec_level1\n\n\n imgplot =plt.imshow(sub_rec_img.squeeze(), cmap=plt.cm.gray)\n #cv2.imshow('ciao',sub_rec_img)\n #cv2.waitKey()\n\n\n ##original sample\n a = fig.add_subplot(1, 2, 1)\n a.set_title('original')\n orig_img = np.zeros(((size_subimg + 1) * n_subimg / 3 - 1, (size_subimg + 1) * n_subimg / 3 - 1))\n\n for r_c_counter,n_orig in enumerate(xrange(0,len(original_points_grid_level_2[i]),size_image)):\n\n sub_orig_img = original_points_grid_level_2[i][n_orig:(n_orig+size_image)].reshape((size_subimg, size_subimg))\n\n ## define the row and cols where to put the sub_imgs\n r, c = divmod(r_c_counter, 3)\n\n ##add the subimg to the windows\n orig_img[r * (size_subimg + 1):(r + 1) * (size_subimg + 1) - 1,\n c * (size_subimg + 1):(c + 1) * (size_subimg + 1) - 1] = sub_orig_img\n\n\n #filename = 'C:/Users/dario.dotti/Documents/data_for_vocabulary/camera017/traj_pixel_activation/bayesian_net/gt_images' + '/' + str(i) + '.jpg'\n #plt.imsave(filename, orig_img.squeeze(), cmap=plt.cm.gray)\n\n imgplot =plt.imshow(orig_img.squeeze(),cmap=plt.cm.gray )\n plt.show()\n\n\ndef reconstruction_AE_weights_level2_temporal(raw_features,original_points_grid_level_2,AE_weights_level_1,AE_weights_level_2):\n hd_weights_level1 = AE_weights_level_1[0][0]\n bias_1_level1 = AE_weights_level_1[1]\n bias_2_level1 = AE_weights_level_1[2]\n\n hd_weights_level2 = AE_weights_level_2[0][0]\n bias_1_level2 = AE_weights_level_2[1]\n bias_2_level2 = AE_weights_level_2[2]\n\n ##reconstruct layer 2\n\n hd2_space = np.dot(raw_features, hd_weights_level2)\n activations_l2 = sigmoid_function(hd2_space + bias_1_level2)\n # activations_l2 = relu_function(hd2_space+bias_1_level2)\n\n rec_space_l2 = np.dot(activations_l2, hd_weights_level2.T)\n rec_level2 = sigmoid_function(rec_space_l2 + bias_2_level2)\n\n size_w1 = hd_weights_level1.shape[1]\n size_image = 20 * 20\n\n rec_mse_local = []\n map(lambda (i, row): rec_mse_local.append(np.sum(np.power(row - raw_features[i], 2))), enumerate(rec_level2))\n print 'all data mse: ', np.sum(rec_mse_local) / len(rec_level2)\n\n for i, sample_level2 in enumerate(rec_level2):\n\n fig = plt.figure()\n\n n_subimg = 9\n size_subimg = 20\n\n ##reconstructed sample\n a = fig.add_subplot(1, 2, 2)\n a.set_title('reconstruction')\n sub_rec_img = np.zeros(((size_subimg + 1) * (n_subimg / 3) - 1, (size_subimg + 1) * n_subimg / 3 - 1))\n\n sub_samples = sample_level2.reshape((3, size_w1))\n\n\n\n for r_c_counter, sample in enumerate(sub_samples):\n rec_space_l1 = np.dot(sample, hd_weights_level1.T)\n rec_level1 = sigmoid_function(rec_space_l1 + bias_2_level1).reshape((size_subimg, size_subimg))\n\n # plt.imshow(rec_level1, cmap=plt.cm.gray)\n # plt.show()\n\n ## print mean pixel value\n # a = np.where(rec_level1 > 0.1)\n # mean_rec = 0\n # for i_c in range(0, len(a[0])):\n # mean_rec = mean_rec + rec_level1[a[0][i_c], a[1][i_c]]\n # print mean_rec / len(a[0])\n ###\n\n ## define the row and cols where to put the sub_imgs\n r, c = divmod(r_c_counter, 3)\n\n ##add the subimg to the windows\n sub_rec_img[r * (size_subimg + 1):(r + 1) * (size_subimg + 1) - 1,\n c * (size_subimg + 1):(c + 1) * (size_subimg + 1) - 1] = rec_level1\n\n imgplot = plt.imshow(sub_rec_img.squeeze(), cmap=plt.cm.gray)\n # cv2.imshow('ciao',sub_rec_img)\n # cv2.waitKey()\n\n\n ##original sample\n a = fig.add_subplot(1, 2, 1)\n a.set_title('original')\n orig_img = np.zeros(((size_subimg + 1) * n_subimg / 3 - 1, (size_subimg + 1) * n_subimg / 3 - 1))\n\n for r_c_counter, n_orig in enumerate(xrange(0, len(original_points_grid_level_2[i]), size_image)):\n sub_orig_img = original_points_grid_level_2[i][n_orig:(n_orig + size_image)].reshape(\n (size_subimg, size_subimg))\n\n ## define the row and cols where to put the sub_imgs\n r, c = divmod(r_c_counter, 3)\n\n ##add the subimg to the windows\n orig_img[r * (size_subimg + 1):(r + 1) * (size_subimg + 1) - 1,\n c * (size_subimg + 1):(c + 1) * (size_subimg + 1) - 1] = sub_orig_img\n\n # filename = 'C:/Users/dario.dotti/Documents/data_for_vocabulary/camera017/traj_pixel_activation/bayesian_net/gt_images' + '/' + str(i) + '.jpg'\n # plt.imsave(filename, orig_img.squeeze(), cmap=plt.cm.gray)\n\n imgplot = plt.imshow(orig_img.squeeze(), cmap=plt.cm.gray)\n plt.show()\n\n\ndef plot_images_l1(imgs, loc, title=None, channels=1):\n '''Plot an array of images.\n We assume that we are given a matrix of data whose shape is (n*n, s*s*c) --\n that is, there are n^2 images along the first axis of the array, and each\n image is c squares measuring s pixels on a side. Each row of the input will\n be plotted as a sub-region within a single image array containing an n x n\n grid of images.\n '''\n n = int(np.sqrt(len(imgs)))\n assert n * n == len(imgs), 'images array must contain a square number of rows!'\n s = int(np.sqrt(len(imgs[0]) / channels))\n assert s * s == len(imgs[0]) / channels, 'images must be square!'\n\n img = np.zeros(((s+1) * n - 1, (s+1) * n - 1, channels), dtype=imgs[0].dtype)\n for i, pix in enumerate(imgs):\n r, c = divmod(i, n)\n\n weight_img = pix.reshape((s, s, 1))\n\n ##sharpening edges\n blurred_f = gaussian_filter(weight_img, sigma=1)\n\n filter_blurred_f = gaussian_filter(blurred_f, sigma=0.5)\n alpha = 30\n weight_img = blurred_f + alpha * (blurred_f - filter_blurred_f)\n\n img[r * (s+1):(r+1) * (s+1) - 1,\n c * (s+1):(c+1) * (s+1) - 1] = weight_img\n img -= img.min()\n img /= img.max()\n\n ax = plt.gcf().add_subplot(loc)\n ax.xaxis.set_visible(False)\n ax.yaxis.set_visible(False)\n ax.set_frame_on(False)\n ax.imshow(img.squeeze(), cmap=plt.cm.gray)\n if title:\n ax.set_title(title)\n\n\ndef plot_layers_l1(weights, tied_weights, channels=1):\n '''Create a plot of weights, visualized as \"bottom-level\" pixel arrays.'''\n #if hasattr(weights[0], 'get_value'):\n #weights = [w.get_value() for w in weights]\n k = min(len(weights), 9)\n imgs = np.eye(weights[0].shape[0])\n for i, weight in enumerate(weights[:-1]):\n imgs = np.dot(weight.T, imgs)\n plot_images_l1(imgs,\n 100 + 10 * k + i + 1,\n channels=channels,\n title='Layer {}'.format(i+1))\n weight = weights[-1]\n n = weight.shape[1] / channels\n if int(np.sqrt(n)) ** 2 != n:\n return\n if tied_weights:\n imgs = np.dot(weight.T, imgs)\n plot_images_l1(imgs,\n 100 + 10 * k + k,\n channels=channels,\n title='Layer {}'.format(k))\n else:\n plot_images_l1(weight,\n 100 + 10 * k + k,\n channels=channels,\n title='Decoding weights')\n\n\ndef AE_reconstruction_level1(raw_features,AE_weights_level_1):\n\n hd_weights = AE_weights_level_1[0][0]\n bias_1 = AE_weights_level_1[1]\n bias_2 = AE_weights_level_1[2]\n\n\n ##compute AE reconstruction\n #hd1_space = np.dot(raw_features, hd_weights)\n activations = sigmoid_function((np.dot(raw_features, hd_weights))+ bias_1)\n #activations = relu_function(hd1_space+ bias_1)\n\n\n #rec_space = np.dot(activations, hd_weights.T)\n rec = sigmoid_function((np.dot(activations, hd_weights.T)) + bias_2)\n #rec = relu_function(rec_space + bias_2)\n\n\n img_size = 120\n ##calculate rec error over the data\n rec_mse_local = map(lambda (i, row): np.sum(np.power(np.subtract(row, raw_features[i]),2)),enumerate(rec))\n print 'all data mse: ', np.sum(rec_mse_local) / len(rec)\n\n\n #print count\n ##visualize original vs reconstruction image\n\n for i, row in enumerate(rec):\n #if np.sum(np.power(row-raw_features[i],2)) < 3: continue\n\n fig = plt.figure()\n\n #temp_orig = raw_features[i].reshape((img_size,img_size))\n ##print mean pixel value\n # a = np.where(temp_orig > 0.001)\n # mean_orig = 0\n # for i_c in range(0,len(a[0])):\n # mean_orig = mean_orig + temp_orig[a[0][i_c], a[1][i_c]]\n #print mean_orig/len(a[0])\n ####\n\n img_orig = raw_features[i].reshape((img_size, img_size, 1))\n a = fig.add_subplot(1, 2, 1)\n a.set_title('original')\n imgplot = plt.imshow(img_orig.squeeze(), cmap=plt.cm.gray)\n\n # temp = row.reshape((img_size, img_size))\n # ## print mean pixel value\n # a = np.where(temp > 0.1)\n # mean_rec = 0\n # for i_c in range(0, len(a[0])):\n # mean_rec = mean_rec+ temp[a[0][i_c], a[1][i_c]]\n #print mean_rec/len(a[0])\n ###\n\n img_rec = row.reshape((img_size, img_size, 1))\n a = fig.add_subplot(1, 2, 2)\n a.set_title('reconstruction')\n imgplot = plt.imshow(img_rec.squeeze(), cmap=plt.cm.gray)\n\n plt.show()\n\n\ndef hid_unit_activation_allLayers(raw_features, AE_weights):\n\n hd_weights = AE_weights[0][0]\n bias_1_level1 = AE_weights[1]\n\n #hd2_space = np.dot(raw_features, hd_weights)\n activations_l2 = sigmoid_function((np.dot(raw_features, hd_weights)) + bias_1_level1)\n\n matrix_activations_all_data = []\n counter = 0\n for i in np.arange(len(activations_l2)):\n if counter % 10000 == 0: print counter, datetime.now().time()\n counter += 1\n\n hist_activation = np.zeros((1, hd_weights.shape[1]))\n\n ##speed up version of the for loop using operator.set_item\n map(lambda (i_v, v): operator.setitem(hist_activation, (0, i_v), v), enumerate(activations_l2[i]))\n\n if len(matrix_activations_all_data) > 0:\n matrix_activations_all_data = np.vstack((matrix_activations_all_data, hist_activation[0]))\n else:\n matrix_activations_all_data = hist_activation\n\n print matrix_activations_all_data.shape\n return matrix_activations_all_data\n\n\n\n\n\ndef check_rec_in_clusters(matrix_activations_data_l1,pred,AE_weight_layer1, kmean_centers, matrix_act_transf,save_img):\n\n\n newpath = 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/posture/posture_40clusters/'\n\n\n for cluster_class in range(40):\n\n print cluster_class\n\n ##get activation for the current class\n index_samples = np.where(pred==cluster_class)[0][:5]\n\n activation_current_class = matrix_activations_data_l1[index_samples]\n #activation_current_class_t = matrix_act_transf[index_samples]\n\n ######take the n closest samples #######\n ##compute the distance between activantion of current cluster and its cluster center\n d = cdist(activation_current_class, kmean_centers[cluster_class].reshape((1,-1)))\n closest_samples = np.sort(d, axis=0)[:5]\n index_min = [np.where(d == c_s) for c_s in closest_samples]\n activation_closest_samples = [activation_current_class[i_m[0][0]] for i_m in index_min]\n #######\n\n mean_rec = np.zeros((120,120))\n for i_sample,sample_current_class in enumerate(activation_closest_samples):\n\n if np.sum(sample_current_class)==0: continue\n\n sample_current_class = sample_current_class.reshape((50,AE_weight_layer1[0][1].shape[1]))\n\n for i_s_c in xrange(0,len(sample_current_class),5):\n #rec_space = np.dot(sample_current_class[i_s_c], AE_weight_layer1[0][0].T)\n #rec = sigmoid_function(rec_space + AE_weight_layer1[2]).reshape((120,120))\n\n ##deep AE\n rec_deep = sigmoid_function((np.dot(sample_current_class[i_s_c], AE_weight_layer1[0][1].T)) + AE_weight_layer1[3])\n rec = sigmoid_function((np.dot(rec_deep, AE_weight_layer1[0][0].T)) + AE_weight_layer1[4]).reshape((120,120))\n\n\n\n #mean_rec += rec\n\n ##Show\n # imgplot = plt.imshow(rec.squeeze(), cmap=plt.cm.gray)\n # plt.show()\n\n ##Save\n if save_img:\n if not os.path.exists(newpath):\n os.makedirs(newpath)\n filename = newpath + str(cluster_class) + '_' +str(i_sample)+ '_' + str(i_s_c)+ '.jpg'\n # mean_imgs_cluster = cv2.resize(mean_imgs_cluster,(54,54),interpolation= cv2.INTER_LINEAR)\n plt.imsave(filename, rec.squeeze(), cmap=plt.cm.gray)\n\n\ndef save_n_layer2_example_per_clusters(matrix_activations_data_l2,pred,AE_weights_level_1, AE_weights_level_2,kmean_centers, save_img):\n\n newpath = 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/10_cluster_layer2_new/'\n\n hd_weights_level1 = AE_weights_level_1[0][0]\n bias_1_level1 = AE_weights_level_1[1]\n bias_2_level1 = AE_weights_level_1[2]\n\n hd_weights_level2 = AE_weights_level_2[0][0]\n bias_1_level2 = AE_weights_level_2[1]\n bias_2_level2 = AE_weights_level_2[2]\n\n for cluster_class in range(10):\n print 'cluster: ', cluster_class\n\n ##get activation for the current class\n index_samples = np.where(pred==cluster_class)\n activation_current_class = matrix_activations_data_l2[index_samples]\n\n ######take the n closest samples #######\n ##compute the distance between activantion of current cluster and its cluster center\n d = cdist(activation_current_class, kmean_centers[cluster_class].reshape(1, 169))\n closest_samples = np.sort(d, axis=0)[:5]\n index_min = [np.where(d == c_s) for c_s in closest_samples]\n activation_closest_samples = [activation_current_class[i_m[0][0]] for i_m in index_min]\n #######\n\n rec_space_l2 = np.dot(activation_closest_samples, hd_weights_level2.T)\n rec_level2 = sigmoid_function(rec_space_l2 + bias_2_level2)\n\n size_w1 = hd_weights_level1.shape[1]\n size_image = 20 * 20\n\n for i, sample_level2 in enumerate(rec_level2):\n\n #fig = plt.figure()\n\n n_subimg = 9\n size_subimg = 20\n\n ##reconstructed sample\n #a = fig.add_subplot(1, 2, 2)\n #a.set_title('reconstruction')\n sub_rec_img = np.zeros(((size_subimg + 1) * (n_subimg / 3) - 1, (size_subimg + 1) * n_subimg / 3 - 1))\n\n try:\n sub_samples = sample_level2.reshape((3, size_w1))\n except:\n continue\n\n\n for r_c_counter, sample in enumerate(sub_samples):\n rec_space_l1 = np.dot(sample, hd_weights_level1.T)\n rec_level1 = sigmoid_function(rec_space_l1 + bias_2_level1).reshape((size_subimg, size_subimg))\n\n\n ## define the row and cols where to put the sub_imgs\n r, c = divmod(r_c_counter, 3)\n\n ##add the subimg to the windows\n sub_rec_img[r * (size_subimg + 1):(r + 1) * (size_subimg + 1) - 1,\n c * (size_subimg + 1):(c + 1) * (size_subimg + 1) - 1] = rec_level1\n\n #imgplot = plt.imshow(sub_rec_img.squeeze(), cmap=plt.cm.gray)\n #plt.show()\n ##Save\n if save_img:\n if not os.path.exists(newpath):\n os.makedirs(newpath)\n filename = newpath + str(cluster_class) + '_' + str(i) + '.jpg'\n # mean_imgs_cluster = cv2.resize(mean_imgs_cluster,(54,54),interpolation= cv2.INTER_LINEAR)\n sub_rec_img = cv2.flip(sub_rec_img,1)\n plt.imsave(filename, sub_rec_img.squeeze(), cmap=plt.cm.gray)\n\n\ndef visualize_activations(matrix_activation):\n ### Training 625 matrix activation on shallow ae on only arms\n # participant_length = [0, 2197, 2082, 1873, 1595, 1779, 1991, 2148, 1702, 2484, 1744, 2902, 1947, 1860, 1743, 1645,\n # 2398, 2287, 1998, 1573]\n # s = []\n # dim = 30\n # for l in xrange(1, len(participant_length)):\n # slide = matrix_activation[participant_length[l - 1]:(participant_length[l - 1] + participant_length[l])]\n #\n # for m in xrange(0, len(slide) - dim, dim):\n # if len(s) > 0:\n # s = np.vstack((s, matrix_activation[m:m + dim].reshape((1, -1))))\n # else:\n # s = matrix_activation[m:m + dim].reshape((1, -1))\n\n ### trained deep AE on upperBody\n participant_length = [0, 2876, 2394, 2256, 1998, 1887, 2597, 2703, 2105, 3137, 2190, 4072, 2226, 2282, 2480, 2120,\n 2536, 2507, 2511, 1675]\n s = []\n dim = 50\n for l in xrange(1, len(participant_length)):\n slide = matrix_activation[participant_length[l - 1]:(participant_length[l - 1] + participant_length[l])]\n\n for m in xrange(0, len(slide) - dim, dim):\n if len(s) > 0:\n s = np.vstack((s, matrix_activation[m:m + dim].reshape((1, -1))))\n else:\n s = matrix_activation[m:m + dim].reshape((1, -1))\n print s.shape\n #s = np.array(random.sample(matrix_activation, 30000))\n # kernel_bandwith = 5.1\n # X = img_processing.my_mean_shift(s, iterations=5, kernel_bandwith=kernel_bandwith)\n # print datetime.now().time()\n # my_kmean = KMeans(n_clusters=3, n_jobs=-1, algorithm='full')\n # X = my_kmean.fit(s)\n # means = np.mean(X,axis=1)\n\n pca = decomposition.PCA(n_components=100) # 2-dimensional PCA whiten=True, svd_solver='randomized'\n\n s_t = pca.fit(s)\n data_organizer.save_matrix_pickle(s_t,\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/100pca_deep900225AE_5sec_data.txt')\n s_t = pca.transform(s)\n #print s_t.shape\n print np.sum(pca.explained_variance_ratio_)\n # plt.bar(range(100), pca.explained_variance_ratio_)\n # plt.show()\n\n ## testing clustering\n #m_s = KMeans(n_clusters=10, n_jobs=-1)\n #m_s = MeanShift(n_jobs=-1,bandwidth=0.9)\n #m_s.fit(s_t)\n #s_t = s\n m_s = AgglomerativeClustering(n_clusters=15, affinity='cosine', linkage='average')\n m_s.fit(s_t)\n\n y_tr = m_s.fit_predict(s_t)\n print Counter(y_tr)\n ##since agglomerative clustering doesnt have predict I use svm with the cluster labels for classification\n clf = svm.LinearSVC().fit(s_t, y_tr)\n\n data_organizer.save_matrix_pickle(clf,\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/linearSVM_agglomerative15c_5sec_100pca.txt')\n #print 'file saved'\n\n colors = np.array(np.random.randint(0, 255, size=(20, 3))) / 255.0\n color_labels = [colors[p] for p in y_tr]\n\n ## 2D\n plt.scatter(s_t[:, 0], s_t[:, 1],c = color_labels)\n #plt.scatter(m_s[:, 0], m_s[:, 1], marker='^', c='r')\n plt.show()\n\n ##3D\n fig = plt.figure()\n ax = fig.add_subplot(111, projection='3d')\n\n\n ax.scatter(s_t[:, 0], s_t[:, 1], s_t[:, 2],c = color_labels) # s_t[:, 1], s_t[:, 2],s_t[:,0]\n #ax.scatter(m_s[:, 0], m_s.means_[:, 1], m_s.means_[:, 2], marker='^', c='r')\n plt.show()\n\n return s,s_t,m_s,y_tr\n\n\ndef cluster_activation_allLayers(matrix_activation, AE_weights_layer1, AE_weights_level2, n_layer):\n\n matrix_activation,matrix_act_transf,cluster_model,pred = visualize_activations(matrix_activation)\n\n # pred = cluster_model.labels_\n # kmean_centers = []\n\n #hs.determine_number_k_kMeans(np.array(random.sample(matrix_activation,20000)))\n #my_kmean = KMeans(n_clusters=10,n_jobs=-1,algorithm='full')\n #cluster_model = my_kmean.fit(matrix_activation)\n #data_organizer.save_matrix_pickle(cluster_model,'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/head_joint_id1/10_cluster_model_layer2_new.txt')\n #cluster_model = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/head_joint_id1/40_cluster_model_layer2_new.txt')\n\n ## Testing the model\n #pred = cluster_model.predict(matrix_activation)\n #print Counter(pred).most_common()\n kmean_centers = []#np.array(cluster_model.cluster_centers_)\n\n #d = cdist(kmean_centers.reshape(10, 625), kmean_centers.reshape(10, 625))\n\n ## Visualize the clusters\n if n_layer ==1:\n check_rec_in_clusters(matrix_activation, pred, AE_weights_layer1,kmean_centers, matrix_act_transf, save_img=1)\n elif n_layer==2:\n save_n_layer2_example_per_clusters(matrix_activation, pred, AE_weights_layer1, AE_weights_level2,\n kmean_centers, save_img=1)\n\n return pred\n\n\ndef create_cluster_labels_participant_task(raw_features, AE_weights_level_2):\n\n cluster_model = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/head_joint_id1/10_cluster_model_layer2_new.txt')\n\n final_labels = []\n for participant in raw_features:\n participant_label = []\n\n for task in participant:\n task_label = []\n\n for f_vector in task:\n hd = np.dot(f_vector, AE_weights_level_2[0][0])\n act = sigmoid_function(hd + AE_weights_level_2[1])\n\n label = cluster_model.predict(act.reshape((1, -1)))\n task_label.append(label[0])\n\n participant_label.append(task_label)\n\n final_labels.append(participant_label)\n\n data_organizer.save_matrix_pickle(final_labels,\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/head_joint_id1/10clusters_labels_l2_participants_tasks_new.txt')\n\n\n\ndef main():\n\n ###### Layer 1 #########\n #raw_features = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/posture_shoulder_arms_3fps.txt')\n AE_weights_level_1 = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Desktop/Hier_AE_deliverable/ae/head_joint_id1/144weights_l1_hd1002.txt')#'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/deep_AE_900_225_weights_008hd1_noNoise.txt')#625_weights_008hd1\n\n\n # ############\n #\n #data_new = [f for part in raw_features for task in part for f in task]\n #data_new= []\n #map(lambda part: map(lambda task: data_new.append(task), part),raw_features)\n\n\n\n ####Visually check weights\n plot_layers_l1(AE_weights_level_1[0],tied_weights=True)\n plt.show()\n\n\n #plt.show()\n # ##Visually check the reconstruction\n #AE_reconstruction_level1(data_new,AE_weights_level_1)\n #\n # ##create activation matrix\n #matrix_activations_data_l1 = hid_unit_activation_allLayers(data_new, AE_weights_level_1)\n\n #data_organizer.save_matrix_pickle(matrix_activations_data_l1,'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/matrix_act_400_weights.txt')\n #matrix_activations_data_l1 = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/matrix_act_625_weights_6fps.txt')\n matrix_activations_data_l1 = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/matrix_deep_act_225_weights.txt')\n\n # ####Clustering on the activation matrix\n cluster_activation_allLayers(matrix_activations_data_l1, AE_weights_level_1,[],n_layer=1)\n return 0\n # ################\n\n\n #### Layer 2 temporal reconstruction####\n\n raw_features = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/head_joint_id1/feature_matrix_participant_task_l2_new.txt')\n AE_weights_level_1 = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/ae/head_joint_id1/144weights_l1_hd1002.txt')\n original_points_grid_level_2 = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/head_joint_id1/orig_points_participant_task_l2_new.txt')\n AE_weights_level_2 = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/ae/head_joint_id1/169weights_l2_001_new.txt')\n\n data_new = [f for part in raw_features for task in part for f in task]\n\n ## Visualize weights layer 2 temporal##\n # AE_showWeights_level2_temporalExperiment(AE_weights_level_2, AE_weights_level_1)\n # original_points_grid_level_2_new = [f for part in original_points_grid_level_2 for task in part for f in task]\n # reconstruction_AE_weights_level2_temporal(data_new, original_points_grid_level_2_new, AE_weights_level_1, AE_weights_level_2)\n\n #### Get activations and cluster ####\n #matrix_activations_data_l2 = hid_unit_activation_allLayers(data_new,AE_weights_level_2)\n #cluster_activation_allLayers(matrix_activations_data_l2, AE_weights_level_1, AE_weights_level_2,n_layer=2 )\n\n #####\n\n\n create_cluster_labels_participant_task(raw_features, AE_weights_level_2)\n\n\n\n\n\nif __name__ == '__main__':\n main()" }, { "alpha_fraction": 0.5882287621498108, "alphanum_fraction": 0.6097425222396851, "avg_line_length": 31.389892578125, "blob_id": "b84d9ad6844a335b1cf5572a47c2a1fdb2884c15", "content_id": "743bbccc18e90d334e06dbad61b7860884f80c91", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 8971, "license_type": "no_license", "max_line_length": 198, "num_lines": 277, "path": "/video_traj_old_dataset.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "import cv2\nimport numpy as np\nfrom sklearn.preprocessing import normalize\nfrom datetime import datetime, timedelta\n\n\nimport img_processing as my_img_proc\n\nimport visualization as vis\n\nkinect_max_distance=0\n\n\n\ndef get_coordinate_points(occurance):\n\n xs = map(lambda line: int(float(line.split(' ')[2])),occurance)\n ys = map(lambda line: int(float(line.split(' ')[3])),occurance)\n zs = map(lambda line: float(line.split(' ')[4]),occurance)\n ids =map(lambda line: str(line.split(' ')[1]),occurance)\n\n list_points = []\n list_points_append = list_points.append\n\n map(lambda c: list_points_append((xs[c],ys[c])),xrange(0,len(xs)))\n\n #apply filter to cancel noise\n x_f,y_f =my_img_proc.median_filter(list_points)\n\n return x_f,y_f,zs,ids\n\n\ndef histograms_of_oriented_trajectories(list_poly,time_slices):\n hot_all_data_matrix = []\n hot_all_data_matrix_append = hot_all_data_matrix.append\n\n\n for i in xrange(0,len(time_slices)):\n ##Checking the start time of every time slice\n if(len(time_slices[i])>1):\n print 'start time: %s' %str(time_slices[i][0].split(' ')[8])\n else:\n print 'no data in this time slice'\n\n #get x,y,z of every traj point after smoothing process\n x_filtered,y_filtered,zs,ids = get_coordinate_points(time_slices[i])\n\n #initialize histogram of oriented tracklets\n hot_matrix = []\n\n for p in xrange(0,len(list_poly)):\n tracklet_in_cube_f = []\n tracklet_in_cube_c = []\n tracklet_in_cube_append_f = tracklet_in_cube_f.append\n tracklet_in_cube_append_c = tracklet_in_cube_c.append\n\n for ci in xrange(0,len(x_filtered)):\n #2d polygon\n if list_poly[p].contains_point((int(x_filtered[ci]),int(y_filtered[ci]))):\n ## 3d cube close to the camera\n if zs[ci] < (kinect_max_distance/2):\n\n tracklet_in_cube_append_c([x_filtered[ci],y_filtered[ci],ids[ci]])\n\n else: ##3d cube far from the camera\n\n tracklet_in_cube_append_f([x_filtered[ci],y_filtered[ci],ids[ci]])\n\n\n for three_d_poly in [tracklet_in_cube_c,tracklet_in_cube_f]:\n if len(three_d_poly)>0:\n\n ## for tracklet in cuboids compute HOT following paper\n hot_single_poly = my_img_proc.histogram_oriented_tracklets(three_d_poly)\n\n ## compute hot+curvature\n #hot_single_poly = my_img_proc.histogram_oriented_tracklets_plus_curvature(three_d_poly)\n\n else:\n hot_single_poly = np.zeros((24))\n ##add to general matrix\n if len(hot_matrix)>0:\n hot_matrix = np.hstack((hot_matrix,hot_single_poly))\n else:\n hot_matrix = hot_single_poly\n\n\n hot_all_data_matrix_append(hot_matrix)\n\n\n\n\n ## normalize the final matrix\n normalized_finalMatrix = np.array(normalize(np.array(hot_all_data_matrix),norm='l2'))\n #print np.array(hot_all_data_matrix).shape\n\n ##add extra bin with hours\n hs = np.zeros((len(time_slices),1))\n\n\n for i,t in enumerate(time_slices):\n if len(t) > 1:\n hs[i] = int(t[0].split(' ')[8].split(':')[0])\n else:\n hs[i] = hs[i-1]\n\n\n normalized_finalMatrix = np.hstack((normalized_finalMatrix,hs))\n\n return normalized_finalMatrix\n\n\ndef occupancy_histograms_in_time_interval(my_room, list_poly, time_slices):\n # #get number of patches\n slice_col = my_img_proc.get_slice_cols()\n slice_row = my_img_proc.get_slice_rows()\n slice_depth = my_img_proc.get_slice_depth()\n\n my_data_temp = []\n my_data_temp_append = my_data_temp.append\n\n for i in xrange(0,len(time_slices)):\n\n ##Checking the start time of every time slice\n if(len(time_slices[i])>1):\n print 'start time: %s' %str(time_slices[i][0].split(' ')[8])\n else:\n print 'no data in this time slice'\n\n\n ## counter for every id should be empty\n track_points_counter = np.zeros((slice_col*slice_row*slice_depth))\n\n ##get x,y,z of every traj point after smoothing process\n x_filtered,y_filtered,zs,ids = get_coordinate_points(time_slices[i])\n\n ## display traj on img\n #temp_img = copy.copy(my_room)\n #my_img_proc.display_trajectories(temp_img, list_poly, x_filtered, y_filtered)\n\n ## count the occurances of filtered point x,y in every patches\n for p in xrange(0,len(list_poly)):\n\n for ci in xrange(0,len(x_filtered)):\n ## 2d polygon\n if list_poly[p].contains_point((int(x_filtered[ci]),int(y_filtered[ci]))):\n ## 3d cube close to the camera\n if zs[ci] < (kinect_max_distance/2):\n\n track_points_counter[p*2] = track_points_counter[p*2] + 1\n continue\n else: ## 3d cube far from the camera\n\n track_points_counter[(p*2)+1] = track_points_counter[(p*2)+1] + 1\n continue\n\n\n ## save the data of every group in the final matrix\n my_data_temp_append(track_points_counter)\n\n ## normalize the final matrix\n normalized_finalMatrix = np.array(normalize(np.array(my_data_temp),norm='l2'))\n print 'final matrix size:'\n print normalized_finalMatrix.shape\n\n ##add extra bin with hours\n hs = np.zeros((len(time_slices),1))\n\n\n for i,t in enumerate(time_slices):\n if len(t) > 1:\n hs[i] = int(t[0].split(' ')[8].split(':')[0])\n else:\n hs[i] = hs[i-1]\n\n normalized_finalMatrix = np.hstack((normalized_finalMatrix,hs))\n\n return normalized_finalMatrix\n\n\ndef org_OLDdata_timeIntervals(file):\n #print file\n\n #get all the data\n with open(file,'r')as f:\n file_content = f.read().split('\\n')\n\n # save max distance to kinect\n zs = map(lambda line: float(line.split(' ')[4]),file_content)\n global kinect_max_distance\n kinect_max_distance = np.max(zs)\n\n\n #Split file according to periods of time\n content_time = map(lambda line: line.split(' ')[8],file_content)\n\n time_interval_hours = 0\n time_interval_minutes = 10\n\n init_t = datetime.strptime(content_time[0],'%H:%M:%S')\n end_t = datetime.strptime(content_time[len(content_time)-1],'%H:%M:%S')\n x = datetime.strptime('0:0:0','%H:%M:%S')\n tot_duration = (end_t-init_t)\n\n\n counter = 0\n #print 'total duration of this file: %s' %str(tot_duration)\n\n\n time_slices = []\n time_slices_append = time_slices.append\n\n #get data in every timeslices\n while init_t < (end_t-timedelta(hours=time_interval_hours,minutes=time_interval_minutes)):\n list_time_interval = []\n list_time_interval_append = list_time_interval.append\n #print init_t\n for t in xrange(len(content_time)):\n\n if datetime.strptime(content_time[t],'%H:%M:%S')>= init_t and datetime.strptime(content_time[t],'%H:%M:%S') < init_t + timedelta(hours=time_interval_hours,minutes=time_interval_minutes):\n list_time_interval_append(file_content[t])\n\n if datetime.strptime(content_time[t],'%H:%M:%S') > init_t + timedelta(hours=time_interval_hours,minutes=time_interval_minutes):\n break\n #print len(list_time_interval)\n\n ##save time interval without distinction of part of the day\n time_slices_append(list_time_interval)\n\n init_t= init_t+timedelta(hours=time_interval_hours,minutes=time_interval_minutes)\n\n\n return file_content,time_slices\n\n\ndef feature_extraction_video_traj(file_traj):\n print 'old dataset'\n\n ##visulaization apathy over week 19_4-29_4\n # motion_week = [12.038,9.022,7.974,9.9650,2.113,4.4285,5.7845]\n # slight_motion_week = [27.856,22.571,27.846,31.002,13.4013,10.6954,28.1096]\n # sedentary_week = [29.236,36.7410,35.1045,53.6780,35.505,43.7546,57.1622]\n #\n # vis.bar_plot_motion_in_region_over_long_time(motion_week)\n\n\n ##divide image into patches(polygons) and get the positions of each one\n my_room = np.zeros((480,640),dtype=np.uint8)\n list_poly = my_img_proc.divide_image(my_room)\n\n\n\n ##--------------Pre-Processing----------------##\n content,skeleton_data_in_time_slices = org_OLDdata_timeIntervals(file_traj)\n\n\n\n\n #occupancy_histograms = occupancy_histograms_in_time_interval(my_room, list_poly, skeleton_data_in_time_slices)\n occupancy_histograms = 1\n\n ## create Histograms of Oriented Tracks\n HOT_data = histograms_of_oriented_trajectories(list_poly,skeleton_data_in_time_slices)\n #HOT_data = 1\n\n vis.bar_plot_motion_over_time(HOT_data)\n #vis.pie_plot_motion_day(HOT_data)\n\n\n\n\n\n #return [occupancy_histograms,HOT_data]\n\n\nif __name__ == '__main__':\n feature_extraction_video_traj('C:/Users/dario.dotti/Documents/tracking_points/tracking_data_kinect2/29_4.txt')" }, { "alpha_fraction": 0.6074430346488953, "alphanum_fraction": 0.6265536546707153, "avg_line_length": 30.276405334472656, "blob_id": "9d659c15433051a591dbff70defa1667113c2df9", "content_id": "b4749575f9a9fa4ba11aa7bbdccf02c1f20516e1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 13919, "license_type": "no_license", "max_line_length": 204, "num_lines": 445, "path": "/experiments.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "import os\nimport numpy as np\nimport cv2\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.cluster import KMeans,MeanShift\nfrom collections import Counter\nfrom scipy.spatial.distance import cdist, pdist\nimport matplotlib.pylab as plt\nfrom sklearn.preprocessing import normalize\nimport random\n\nimport data_organizer\n\nmy_ms = MeanShift(n_jobs=-1,bandwidth=0.3)\n\ndef as_classification_experiment(AS_data):\n #AS_data = np.array(data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/AS_activation_6_labels.txt'))\n n_label = 6\n\n test_label = [0,1,2,3,4,5]\n tot_accuracy = 0\n\n # one_leave_out_training = []\n # one_leave_out_test = []\n # one_leave_out_labels = []\n\n for t in xrange(0,len(AS_data),n_label):\n matrix_test = AS_data[t:(t+n_label)]\n\n AS_matrix_unordered = np.vstack((AS_data[:t],AS_data[(t+n_label):]))\n\n\n matrix_training = np.zeros((AS_matrix_unordered.shape[0],AS_matrix_unordered.shape[1]))\n\n\n\n for task in range(0,n_label):\n for row in range(0,AS_matrix_unordered.shape[0],n_label):\n c = row+task\n\n matrix_training[row] = AS_matrix_unordered[c]\n\n #labels\n labels = np.zeros((AS_matrix_unordered.shape[0],1))\n b = 0\n e = len(AS_matrix_unordered)/n_label\n\n for i in range(0,n_label):\n\n for row in range(b,e):\n labels[row] = i\n\n b += (len(AS_matrix_unordered)/n_label)\n e += (len(AS_matrix_unordered)/n_label)\n\n # one_leave_out_training.append(matrix_training)\n # one_leave_out_test.append(matrix_test)\n # one_leave_out_labels.append(np.ravel(labels))\n # return one_leave_out_training,one_leave_out_test,one_leave_out_labels\n\n ##classification\n lr = LogisticRegression()\n\n lr.fit(matrix_training,np.ravel(labels))\n\n pred = lr.predict(matrix_test)\n\n accuracy = 0\n for i in range(0,len(pred)):\n if i == 0 or i == 1:\n if pred[i] == 0 or pred[i]==1:\n accuracy +=1\n continue\n if pred[i] == test_label[i]:\n accuracy +=1\n\n\n tot_accuracy += float(accuracy)/6\n\n print tot_accuracy/(len(AS_data)/n_label)\n\n\ndef video_classification_experiments(HOT_matrix):\n\n #HOT_matrix = np.array(data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/hot_spatial_grid_4x4x3_6_labels.txt'))\n #HOT_matrix = np.array(data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/hot_spatial_grid_4x4_5_labels.txt'))\n\n n_label = 6\n test_label = [0,1,2,3,4,5]\n tot_accuracy = 0\n\n # one_leave_out_training = []\n # one_leave_out_test = []\n # one_leave_out_labels = []\n\n for t in xrange(0,len(HOT_matrix),n_label):\n #print t,t+n_label\n\n\n matrix_test = HOT_matrix[t:(t+n_label)]\n\n HOT_matrix_unordered = np.vstack((HOT_matrix[:t],HOT_matrix[(t+n_label):]))\n\n\n matrix_training = np.zeros((HOT_matrix_unordered.shape[0],HOT_matrix_unordered.shape[1]))\n\n for task in range(0,n_label):\n for row in range(0,HOT_matrix_unordered.shape[0],n_label):\n c = row+task\n\n matrix_training[row] = HOT_matrix_unordered[c]\n\n\n #labels\n labels = np.zeros((HOT_matrix_unordered.shape[0],1))\n b = 0\n e = len(HOT_matrix_unordered)/n_label\n\n for i in range(0,n_label):\n\n for row in range(b,e):\n labels[row] = i\n\n b += (len(HOT_matrix_unordered)/n_label)\n e += (len(HOT_matrix_unordered)/n_label)\n\n\n # one_leave_out_training.append(matrix_training)\n # one_leave_out_test.append(matrix_test)\n # one_leave_out_labels.append(np.ravel(labels))\n\n # return one_leave_out_training,one_leave_out_test,one_leave_out_labels\n\n ##classification\n\n lr = LogisticRegression()\n\n lr.fit(matrix_training,np.ravel(labels))\n\n pred = lr.predict(matrix_test)\n\n accuracy = 0\n for i in range(0,len(pred)):\n if i == 0 or i == 1:\n if pred[i] == 0 or pred[i]==1:\n accuracy +=1\n continue\n if pred[i] == test_label[i]:\n accuracy +=1\n\n\n tot_accuracy += float(accuracy)/6\n\n print tot_accuracy/(len(HOT_matrix)/n_label)\n\n #print lr.score(matrix_test,test_label)\n\n\ndef video_clustering_fit(HOT_matrix,filename):\n global my_ms\n my_ms.fit(HOT_matrix)\n\n if len(filename)>2:\n data_organizer.save_matrix_pickle(my_ms,filename)\n\n\ndef video_clustering_pred(data):\n predict = my_ms.fit_predict(data)\n\n #data_organizer.save_matrix_pickle(predict,'C:/Users/dario.dotti/Documents/cl_prediction_2secWindow_band03.txt')\n return predict\n\n\ndef example_for_every_cluster_center(pred):\n with open('C:/Users/dario.dotti/Documents/content.txt','r') as f:\n images_name = f.read().split('\\n')\n\n class_counter = Counter(pred)\n print class_counter.most_common()\n\n example_for_cl_centers = []\n\n\n for k,v in class_counter.most_common(30):\n\n #print k,v\n index = np.where(pred == k)[0]\n\n path = 'C:/Users/dario.dotti/Documents/time_windows_HOT/' +images_name[index[0]].split(' ')[3]\n example_for_cl_centers.append([k,v,path])\n\n return example_for_cl_centers\n\n\ndef visualize_cluster_pred():\n with open('C:/Users/dario.dotti/Documents/content_6labels.txt','r') as f:\n images_name = f.read().split('\\n')\n\n pred = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/cl_prediction_2secWindow_band03.txt')\n\n class_counter = Counter(pred)\n print class_counter\n\n for k in class_counter.keys()[:20]:\n print k\n index = np.where(pred == k)[0]\n for i in index[:20 ]:\n path = 'C:/Users/dario.dotti/Documents/time_windows_HOT/' +images_name[i].split(' ')[3]\n img = cv2.imread(path)\n\n cv2.imshow('ciao',img)\n cv2.waitKey(0)\n\n\ndef test_hist_task(cluster_model,labels_counter,HOT_matrix):\n\n ##create bag of words using clustering\n keys_labels = map(lambda x: x[0], labels_counter)\n\n print keys_labels\n\n ##organize the matrix per tasks\n\n tasks_dict = {'0': [], '1': [], '2': [], '3': [], '4': [],\n '5': []} # ['lookKey','lookBall','conf','ripet','write','tea']\n\n for subject in HOT_matrix:\n for i_task,task in enumerate(subject):\n\n hist = np.zeros((1,len(keys_labels)))\n pred = cluster_model.predict(task)\n\n for p in pred:\n if p in keys_labels:\n index = np.where(p == keys_labels)[0][0]\n\n hist[0][index] +=1\n #else:\n #print 'outsider'\n\n #hist = normalize(np.array(hist),norm='l1')\n tasks_dict[str(i_task)].append(hist)\n\n #data_organizer.save_matrix_pickle(tasks_dict,'C:/Users/dario.dotti/Documents/bow_experiment_data/test_PECS/tasks_dict.txt')\n\n ## labels for the tasks\n labels = []\n\n for k in range(0,6):\n for x in range(0,len(tasks_dict[str(k)])):\n labels.append(k)\n\n ##Unroll the dict to make a training matrix\n matrix_training = []\n\n for k in range(0, 6):\n v = tasks_dict[str(k)]\n print k\n for vv in v:\n if len(matrix_training)>0:\n matrix_training = np.vstack((matrix_training,vv))\n else:\n matrix_training = vv\n\n print np.array(matrix_training).shape\n\n return matrix_training,labels,tasks_dict\n\n\n\ndef experiment_video():\n\n #video_classification_experiments()\n #as_classification_experiment()\n\n\n HOT_matrix_5_tasks = np.array(data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/bow_experiment_data/test_PECS/hot_spatial_grid_4x4x3_5_tasks_2secWindow_without_outliers.txt')).tolist()\n HOT_matrix_6_tasks = np.array(data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/hot_spatial_grid_4x4x3_6_tasks_2secWindow.txt'\n )).tolist() # 'C:/Users/dario.dotti/Documents/bow_experiment_data/test_PECS/hot_spatial_grid_4x4x3_6_tasks_2secWindow_without_outliers.txt'\n #HOT_matrix_6_tasks = np.array(data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/bow_experiment_data/hot_spatial_grid_4x4x3_6_tasks_2secWindow.txt')).tolist()\n #HOT_matrix_5_tasks = np.array(data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/bow_experiment_data/hot_spatial_grid_4x4x3_5_tasks_2secWindow.txt')).tolist()\n\n\n length_task3 = [45,51,33,51,62]\n\n ##modify 5 tasks to make it 6 tasks and merge the two matrices\n for n_subj,subject in enumerate(HOT_matrix_5_tasks):\n\n new_subject = []\n\n for n_task,task in enumerate(subject):\n\n if n_task == 3:\n\n new_subject.append(task[:length_task3[n_subj]])\n\n new_subject.append(task[length_task3[n_subj]:])\n else:\n new_subject.append(task)\n HOT_matrix_6_tasks.append(new_subject)\n\n #data_organizer.save_matrix_pickle(HOT_matrix_6_tasks,'C:/Users/dario.dotti/Documents/bow_experiment_data/final_HOT_matrix_6_tasks.txt')\n\n ##transform matrix for clustering\n HOT_matrix_for_cluster = []\n\n for s in xrange(0,len(HOT_matrix_6_tasks)):\n for t in xrange(0,len(HOT_matrix_6_tasks[s])):\n\n for time_slice in xrange(0,len(HOT_matrix_6_tasks[s][t])):\n\n if len(HOT_matrix_for_cluster)>0:\n HOT_matrix_for_cluster = np.vstack((HOT_matrix_for_cluster,HOT_matrix_6_tasks[s][t][time_slice]))\n else:\n HOT_matrix_for_cluster= HOT_matrix_6_tasks[s][t][time_slice]\n\n print np.array(HOT_matrix_for_cluster).shape\n\n\n # #Clustering Meanshift\n ##video_clustering_fit(concatenated_matrix,'C:/Users/dario.dotti/Documents/cl_model_2secWindow_band03.txt')\n\n #cluster_model = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/bow_experiment_data/cl_model_2secWindow_band03.txt')\n #labels = cluster_model.predict(HOT_matrix_for_cluster)\n\n\n # #Clustering KMeans\n # determine_number_k_kMeans(HOT_matrix_for_cluster)\n # cluster_model = KMeans(n_clusters=30, n_jobs=-1)\n # cluster_model.fit(HOT_matrix_for_cluster)\n # data_organizer.save_matrix_pickle(cluster_model,\n # 'C:/Users/dario.dotti/Documents/bow_experiment_data/cl_30_kmeans_model_2secWindow_newVersion.txt')\n # data_organizer.save_matrix_pickle(cluster_model,\n # 'C:/Users/dario.dotti/Documents/cl_30_kmeans_model_2secWindow_newVersion.txt')\n\n cluster_model = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/bow_experiment_data/test_PECS/cl_30_kmeans_model_2secWindow_without_outliers.txt')\n labels = cluster_model.predict(HOT_matrix_for_cluster)\n\n labels_counter = Counter(labels).most_common(30)\n #data_organizer.save_matrix_pickle(labels_counter,'C:/Users/dario.dotti/Documents/cluster_3_kmeans_word__without_outliers.txt')\n\n\n matrix_training,labels,tasks_dict = test_hist_task(cluster_model,labels_counter,HOT_matrix_6_tasks)\n\n\n return matrix_training,labels,tasks_dict\n\n\ndef determine_number_k_kMeans(matrix_activations_data_l1):\n #matrix_activations_data_l1 = np.array(random.sample(matrix_activations_data_l1,10000))\n #matrix_activations_data_l1 = matrix_activations_data_l1[:10000]\n import warnings\n warnings.filterwarnings(\"ignore\")\n\n ##Determine number of K\n ##variance intra cluster\n #k_range = range(2, 103, 10)\n k_range = range(2, 73, 10)\n print k_range\n\n k_means_var = [KMeans(n_clusters=k,n_jobs=-1).fit(matrix_activations_data_l1) for k in k_range]\n\n centroids = [X.cluster_centers_ for X in k_means_var]\n\n k_euclid = [cdist(matrix_activations_data_l1, cent, 'euclidean') for cent in centroids]\n dist = [np.min(ke, axis=1) for ke in k_euclid]\n wcss = [sum(d ** 2) for d in dist]\n tss = sum(pdist(matrix_activations_data_l1) ** 2) / matrix_activations_data_l1.shape[0]\n\n bss = tss - wcss\n\n plt.plot(k_range, bss)\n plt.show()\n\n\ndef experiment_as():\n\n as_matrix_6_tasks = np.array(data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/bow_experiment_data/AS_activation_6_labels.txt')).tolist()\n as_matrix_5_tasks_transformed = np.array(data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/bow_experiment_data/AS_activation_5_labels_transformed.txt')).tolist()\n\n\n as_matrix = np.vstack((as_matrix_6_tasks,as_matrix_5_tasks_transformed))\n #as_matrix = np.array(as_matrix_6_tasks)\n\n #as_classification_experiment(as_matrix)\n\n\n print as_matrix.shape\n return as_matrix\n\n\n\n\n\ndef main_experiment():\n\n #visualize_cluster_pred()\n\n BOW_HOT,labels,tasks_dict = experiment_video()\n\n #as_matrix = experiment_as()\n\n #data_organizer.save_matrix_pickle(BOW_HOT,'C:/Users/dario.dotti/Documents/BOW_3_kmeans_16subject_2sec_without_outlier.txt')\n #data_organizer.save_matrix_pickle(labels,'C:/Users/dario.dotti/Documents/BOW_3_kmeans_labels_16subject_2sec_without_outlier.txt')\n\n\n #concatenated_matrix = np.hstack((BOW_HOT,as_matrix))\n\n\n ## meanshift\n # ripetitive_index = range(32,48)\n # confusion_index = range(48,64)\n # tea_index = range(64,80)\n ## kmeans\n confusion_index = range(32,48)\n ripetitive_index = range(48,64)\n tea_index = range(81,96)\n\n\n ##classification\n\n for i_t in tea_index:\n\n test_set = BOW_HOT[i_t]\n label_test = labels[i_t]\n\n training = np.vstack((BOW_HOT[:i_t],BOW_HOT[(i_t+1):]))\n label_tr = labels[:i_t] + labels[(i_t+1):]\n\n lr = LogisticRegression()\n\n lr.fit(training,np.ravel(label_tr))\n\n pred = lr.predict(np.array(test_set).reshape((1,-1)))\n\n print pred\n\n\n\n\n\n\n\nif __name__ == '__main__':\n main_experiment()\n\n" }, { "alpha_fraction": 0.5669752955436707, "alphanum_fraction": 0.6030704379081726, "avg_line_length": 34.406639099121094, "blob_id": "fdb23dc095dd6f8769cbf03d6c42663cf00cbc3e", "content_id": "7942b21db321e3c38a79be5e11dc455757309f68", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 8533, "license_type": "no_license", "max_line_length": 217, "num_lines": 241, "path": "/data_organizer.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "from lxml import etree\nimport numpy as np\nfrom multiprocessing.dummy import Pool as ThreadPool\nfrom datetime import datetime, timedelta\nimport cPickle\nimport cv2\nimport matplotlib.path as mplPath\n\n__max_depth_value = 0\n__min_depth_value = 0\n\n\ndef xml_parser(path_to_file):\n\n joint_points = []\n for event, element in etree.iterparse(path_to_file, tag='tracksInfo'):\n #print element.attrib['frameID']\n frame_body_joints = np.zeros((21,3))\n for i,child in enumerate(element):\n ##store all the body joints\n if child.attrib['x'] == '-1.#INF' or child.attrib['y'] == '-1.#INF':\n continue\n\n frame_body_joints[i,0]=child.attrib['x']\n frame_body_joints[i,1]=child.attrib['y']\n frame_body_joints[i,2]=child.attrib['z']\n #store only one joint\n # if child.tag == 'head':\n # if child.attrib['x'] == '-1.#INF' and child.attrib['y'] == '-1.#INF':\n # continue\n # joint_points.append([child.attrib['x'],child.attrib['y'],child.attrib['z'],element.attrib['trackingID']])\n joint_points.append(frame_body_joints)\n\n element.clear()\n\n return joint_points\n\n\ndef read_all_data(joint_points):\n #organize the data with info needed\n\n points_array = np.zeros((len(joint_points),4))\n\n for i,p in enumerate(joint_points):\n\n #reconversion\n #x = int((float(p[0])*512)/768)\n #y = int((float(p[1])*424)/689)\n\n points_array[i,0]=int(float(p[0]))\n points_array[i,1]=int(float(p[1]))\n points_array[i,2]=float(p[2])\n #tracking id\n points_array[i,3]=np.uint64(p[3])\n\n #set max min depth value\n global __max_depth_value\n global __min_depth_value\n\n __max_depth_value= np.max(points_array[:,2])\n __min_depth_value = np.min(points_array[:,2])\n\n return points_array\n\n\ndef org_data_timeIntervals(file):\n #print file\n\n #get all the data\n with open(file,'r')as f:\n file_content = f.read().split('\\n')\n\n # save max distance to kinect\n zs = map(lambda line: float(line.split(' ')[4]),file_content)\n global kinect_max_distance\n kinect_max_distance = np.max(zs)\n\n\n #Split file according to periods of time\n content_time = map(lambda line: line.split(' ')[8],file_content)\n\n time_interval_hours = 0\n time_interval_minutes = 10\n\n init_t = datetime.strptime(content_time[0],'%H:%M:%S')\n end_t = datetime.strptime(content_time[len(content_time)-1],'%H:%M:%S')\n x = datetime.strptime('0:0:0','%H:%M:%S')\n tot_duration = (end_t-init_t)\n\n\n counter = 0\n #print 'total duration of this file: %s' %str(tot_duration)\n\n\n time_slices = []\n time_slices_append = time_slices.append\n\n #get data in every timeslices\n while init_t < (end_t-timedelta(hours=time_interval_hours,minutes=time_interval_minutes)):\n list_time_interval = []\n list_time_interval_append = list_time_interval.append\n #print init_t\n for t in xrange(len(content_time)):\n\n if datetime.strptime(content_time[t],'%H:%M:%S')>= init_t and datetime.strptime(content_time[t],'%H:%M:%S') < init_t + timedelta(hours=time_interval_hours,minutes=time_interval_minutes):\n list_time_interval_append(file_content[t])\n\n if datetime.strptime(content_time[t],'%H:%M:%S') > init_t + timedelta(hours=time_interval_hours,minutes=time_interval_minutes):\n break\n #print len(list_time_interval)\n\n ##save time interval without distinction of part of the day\n time_slices_append(list_time_interval)\n\n init_t= init_t+timedelta(hours=time_interval_hours,minutes=time_interval_minutes)\n\n\n return file_content,time_slices\n\n\ndef thread_function(k,data,ids):\n print k\n temp_track = []\n temp_track_append= temp_track.append\n map(lambda i: temp_track_append(data[i]) if ids[i] == k else False,xrange(len(data)))\n\n return temp_track\n\n\ndef read_data_tracklets(data,multiThread):\n ids =map(lambda x: x[3],data)\n\n keys = list(set(ids))\n #data is sorted only if multithread isnt used\n keys = sorted(keys,key=lambda x: x)\n print len(keys)\n\n ####MULTI-THREAD VERSION######\n if multiThread:\n cores = 6\n pool = ThreadPool(cores)\n print 'n cores: '+str(cores)\n\n tracklets = pool.map(lambda k: thread_function(k,data,ids), keys)\n\n #close the pool and wait for the work to finish\n pool.close()\n pool.join()\n ###########################\n else:\n # keys= keys[:500]\n tracklets = []\n tracklets_append = tracklets.append\n\n for k in keys:\n #print k\n temp_track = []\n temp_track_append= temp_track.append\n\n map(lambda i: temp_track_append(data[i]) if ids[i] == k else False,xrange(len(data)))\n\n tracklets_append(temp_track)\n\n\n return tracklets\n\n\ndef get_max_min_depth_value():\n return [__max_depth_value,__min_depth_value]\n\n\ndef load_matrix_pickle(path):\n\n with open(path, 'rb') as handle:\n file = cPickle.load(handle)\n\n print 'file_loaded'\n return file\n\n\ndef save_matrix_pickle(file,path):\n\n with open(path, 'wb') as handle:\n cPickle.dump(file,handle,protocol=2)\n\n\ndef get_areas_boxes(scene):\n #How to draw polygons: 1 left bottom\n # 2 left top\n # 3 right top\n # 4 right bottom\n\n scene_shape = np.array(scene).shape\n ## master recording room ##\n # box_right = mplPath.Path(np.array([[int(scene_shape[1]*0.66),scene_shape[0]], [int(scene_shape[1]*0.66),0], [scene_shape[1],0], [scene_shape[1], scene_shape[0]]]))\n # box_left = mplPath.Path(np.array([[0,scene_shape[0]], [0, 0], [int(scene_shape[1]*0.33),0], [int(scene_shape[1]*0.33), scene_shape[0]]]))\n #\n # box_center_far = mplPath.Path(np.array([[int(scene_shape[1]*0.37),scene_shape[0]], [int(scene_shape[1]*0.37),0], [int(scene_shape[1]*0.66),0], [int(scene_shape[1]*0.66), scene_shape[0]]]))\n # box_center_close = mplPath.Path(np.array([[int(scene_shape[1]*0.37),scene_shape[0]], [int(scene_shape[1]*0.37),0], [int(scene_shape[1]*0.66),0], [int(scene_shape[1]*0.66), scene_shape[0]]]))\n #\n # cabinet_left = mplPath.Path(np.array([[0,scene_shape[0]], [0, int(scene_shape[0]*0.50)], [int(scene_shape[1]*0.37),int(scene_shape[0]*0.50)], [int(scene_shape[1]*0.37), scene_shape[0]]]))\n # cabinet_right = mplPath.Path(np.array([[int(scene_shape[1]*0.66),scene_shape[0]], [int(scene_shape[1]*0.66),int(scene_shape[0]*0.5)], [scene_shape[1],int(scene_shape[0]*0.5)], [scene_shape[1], scene_shape[0]]]))\n\n ##old recording room ##\n box_right = mplPath.Path(np.array([[int(scene_shape[1]*0.66),scene_shape[0]], [int(scene_shape[1]*0.66),0], [scene_shape[1],0], [scene_shape[1], scene_shape[0]]]))\n box_left = mplPath.Path(np.array([[0,scene_shape[0]], [0, 0], [int(scene_shape[1]*0.4),0], [int(scene_shape[1]*0.4), scene_shape[0]]]))\n\n box_center_far = mplPath.Path(np.array([[int(scene_shape[1]*0.40),scene_shape[0]], [int(scene_shape[1]*0.40),0], [int(scene_shape[1]*0.66),0], [int(scene_shape[1]*0.66), scene_shape[0]]]))\n box_center_close = mplPath.Path(np.array([[int(scene_shape[1]*0.40),scene_shape[0]], [int(scene_shape[1]*0.40),0], [int(scene_shape[1]*0.66),0], [int(scene_shape[1]*0.66), scene_shape[0]]]))\n\n cabinet_left = mplPath.Path(np.array([[0,scene_shape[0]], [0, int(scene_shape[0]*0.65)], [int(scene_shape[1]*0.40),int(scene_shape[0]*0.65)], [int(scene_shape[1]*0.40), scene_shape[0]]]))\n cabinet_right = mplPath.Path(np.array([[int(scene_shape[1]*0.66),scene_shape[0]], [int(scene_shape[1]*0.66),int(scene_shape[0]*0.55)], [scene_shape[1],int(scene_shape[0]*0.55)], [scene_shape[1], scene_shape[0]]]))\n\n\n boxes = [box_center_close, cabinet_left, box_left, box_center_far, box_right, cabinet_right]\n\n ##check poly are correct\n # fig = plt.figure()\n # ax = fig.add_subplot(111)\n # patch = patches.PathPatch(cabinet_left, facecolor='orange', lw=2)\n # ax.add_patch(patch)\n #\n # ax.set_xlim(0,scene.shape[1])\n # ax.set_ylim(0,scene.shape[0])\n #\n # plt.show()\n ###\n\n\n ##draw patches\n for rect in boxes:\n cv2.rectangle(scene, (int(rect.vertices[1][0]), int(rect.vertices[1][1])),\n (int(rect.vertices[3][0]), int(rect.vertices[3][1])), (0, 0, 0))\n #\n # cv2.imshow('ciao',scene)\n # cv2.waitKey(0)\n\n zs = [2.4, 2.4, 3.2, 4.5, 4.3, 3.2]\n\n\n return boxes,zs,scene\n" }, { "alpha_fraction": 0.5702206492424011, "alphanum_fraction": 0.5931119918823242, "avg_line_length": 30.29032325744629, "blob_id": "67b8fccf3d8e10a8afc4a998f5804585b1f9bee6", "content_id": "6e19bf163b368ebb57799a6788078c96e263adcf", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4849, "license_type": "no_license", "max_line_length": 121, "num_lines": 155, "path": "/ambient_sensors.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "import visualization as vis\nfrom datetime import datetime, timedelta\nimport numpy as np\nfrom sklearn.preprocessing import normalize\n\ndef file_parser(pathfile_binary):\n with open(pathfile_binary,'r') as f:\n file_content = f.read().split('\\n')\n\n return file_content\n\n\ndef org_data_ID(pathfile_binary):\n content = file_parser(pathfile_binary)\n\n ##TODO: read the key from an external file that will contain the position of each sensor\n sensors_ID = {}\n key = ['entrance','cabinet_left','cabinet_right']\n\n #initialize dictionary\n for k in key:\n sensors_ID.setdefault(k,[])\n\n for i in xrange(1,len(content)):\n if content[i][:3] == 'a53':\n sensors_ID['entrance'].append(content[i])\n elif content[i][:3] == 'a50' or content[i][:3] == 'a56':\n sensors_ID['cabinet_right'].append(content[i])\n elif content[i][:3] == 'a51':\n sensors_ID['cabinet_left'].append(content[i])\n\n for k in sensors_ID.keys():\n if len(sensors_ID[k])%2 != 0:\n print k+' contains odd number of events: '+ str(len(sensors_ID[k]))\n\n return sensors_ID\n\n\ndef org_data_different_tasks(sensors_ID,file_AS):\n\n entrance_door = sensors_ID['entrance']\n\n entrance_time = []\n for event_door in entrance_door:\n e = event_door.split(' ')\n\n if e[0][9:11] == 'ON':\n t = e[2].split('-')\n entrance_time.append(datetime.strptime((t[0]+':'+t[1]+':'+t[2]),'%H:%M:%S'))\n\n #initialize list\n time_slices = []\n time_slices_append = time_slices.append\n\n ##get sensors and delete the entrance activations\n all_sensors = file_parser(file_AS)\n sensor= []\n for i,s in enumerate(all_sensors):\n if s[:3] != 'a53' and s[:3] != 'Sen':\n sensor.append(s)\n\n\n for i in range(0,len(entrance_time),2):\n temp_time_slice = []\n\n for s in range(0,len(sensor)):\n #print sensor[s].split(' ')\n t = sensor[s].split(' ')[2].split('-')\n\n if datetime.strptime((t[0]+':'+t[1]+':'+t[2]),'%H:%M:%S')> entrance_time[i] \\\n and datetime.strptime((t[0]+':'+t[1]+':'+t[2]),'%H:%M:%S') < entrance_time[i+1]:\n\n temp_time_slice.append(sensor[s])\n\n time_slices_append(temp_time_slice)\n\n return time_slices\n\ndef night_motion():\n print 'night motion'\n\n\ndef nr_visit_bathroom(sensors_ID):\n object_events=sensors_ID['cabinet_left']\n print len(object_events)\n if len(object_events)%2 != 0:\n print 'odd number of events: '+ str(len(object_events))\n\n\n\n vis.plot_ambient_sensor_over_time(object_events)\n\n # #iter 2 elements each time to check if all th epairs are ON-OFF\n # for i in xrange(0,len(object_events)-1,2):\n # #if they are not skip one\n # if object_events[i][9:11] == object_events[i+1][9:11]:\n # i+=1\n #\n # print object_events[i],object_events[i+1]\n\n\n\ndef feature_extraction_as(file_AS):\n #file_AS = 'C:/Users/dario.dotti/Documents/pilot_abnormal_behavior_indoor/binary/18-10-16_sensors_subject4.txt'\n\n sensors_ID = org_data_ID(file_AS)\n\n time_slices_in_tasks = org_data_different_tasks(sensors_ID,file_AS)\n\n\n activation_matrix= []\n activ_non_normalized = []\n\n for n_task,t in enumerate(time_slices_in_tasks):\n\n activation_in_time_slice = np.zeros((len(t),3))\n\n for i,e in enumerate(t):\n\n sensor_id = e.split(' ')[0][:3]\n\n if sensor_id =='a50':\n activation_in_time_slice [i][0] +=1\n elif sensor_id =='a51':\n activation_in_time_slice [i][1] +=1\n elif sensor_id =='a56':\n activation_in_time_slice [i][2] +=1\n\n #print n_task\n\n #norm_matrix = normalize(activation_in_time_slice.sum(axis=0).reshape(1,-1),norm='l1',axis=1)[0]\n #activation_matrix.append(norm_matrix)\n\n\n ##transform 5 tasks in 6 tasks\n if n_task == 3:\n norm_matrix = normalize(activation_in_time_slice[:6].sum(axis=0).reshape(1,-1),norm='l1',axis=1)[0]\n activation_matrix.append(norm_matrix)\n norm_matrix = normalize(activation_in_time_slice[6:].sum(axis=0).reshape(1,-1),norm='l1',axis=1)[0]\n activation_matrix.append(norm_matrix)\n else:\n norm_matrix = normalize(activation_in_time_slice.sum(axis=0).reshape(1,-1),norm='l1',axis=1)[0]\n activation_matrix.append(norm_matrix)\n\n # if len(activ_non_normalized)>0:\n # activ_non_normalized = np.vstack((activ_non_normalized,activation_in_time_slice.sum(axis=0).reshape(1,-1)))\n # else:\n # activ_non_normalized = activation_in_time_slice.sum(axis=0).reshape(1,-1)\n\n #vis.plot_ambient_sensor_activation(activ_non_normalized)\n #vis.bar_plot_ambient_sensor_more_days(activ_non_normalized)\n\n\n\n return activation_matrix" }, { "alpha_fraction": 0.5458599925041199, "alphanum_fraction": 0.5683068037033081, "avg_line_length": 38.96435546875, "blob_id": "3a1e2be5dbd0c710423566d687ee8906a68a60c2", "content_id": "c614e549b48a839dd1cd1bdde534d8a4074a2b38", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 20181, "license_type": "no_license", "max_line_length": 238, "num_lines": 505, "path": "/realtime_traj_dict.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "import numpy as np\nimport cv2\nimport math\nfrom datetime import datetime\nimport matplotlib.pyplot as plt\nfrom sklearn.cluster import KMeans\nfrom sklearn.feature_extraction.image import img_to_graph\n\nimport img_processing\nimport data_organizer\nimport video_traj\nimport hierarchical_ae_learning_methods as hs\nimport AE_rec\n\n\n\n\n\n<<<<<<< HEAD\n# AE_weights_level_1 = data_organizer.load_matrix_pickle(\n# 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/ae/head_joint_id1/144weights_l1_hd1002.txt')\n#\n# cluster_model_l1 = data_organizer.load_matrix_pickle(\n# 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/head_joint_id1/20_cluster_model_layer1.txt')\n=======\nAE_weights_level_1 = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Desktop/Hier_AE_deliverable/ae/head_joint_id1/144weights_l1_hd1002.txt')\n\ncluster_model_l1 = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Desktop/Hier_AE_deliverable/40_cluster_model_layer2_new.txt')\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\ndef encode_features_using_AE_layer1_cluster_activation(feature_matrix,layer):\n\n ##check visually the reconstruction\n #AE_rec.AE_reconstruction_level1(feature_matrix, AE_weights_level_1)\n\n\n for test_traj in feature_matrix:\n if sum(test_traj) != 0:\n\n ##compute AE reconstruction\n hd1_space = np.dot(test_traj, AE_weights_level_1[0][0])\n activations = AE_rec.sigmoid_function(hd1_space + AE_weights_level_1[1])\n\n else:\n activations= np.zeros((1,AE_weights_level_1[0][0].shape[1]))\n activations = activations[0]\n\n\n if layer == 'layer2':\n return activations\n elif layer == 'layer1':\n label = cluster_model_l1.predict(activations.reshape((1,-1)))[0]\n return label\n\n\ndef extract_traj_word_spatio_temporal_grid(participant_data, n_layer):\n\n create_activation_layer2 = 1\n create_bayes_vector = 0\n\n\n #scene = cv2.imread('C:/Users/dario.dotti/Documents/Datasets/my_dataset/wandering_dataset_um/exp_scene_depth.jpg')\n scene = np.zeros((414, 512, 3), dtype=np.uint8)\n scene += 255\n\n\n training_bayes_vector = []\n\n\n for i_task, task in enumerate(participant_data):\n print 'task: ',i_task\n if len(task)==0: continue\n\n if n_layer == 1:\n matrix_features = []\n elif n_layer == 2:\n matrix_activations = []\n matrix_orig_points = []\n training_bayes_vector_task = []\n\n\n for n_slice in range(0,len(task)):\n print 'n_slice ', n_slice\n flat_list = [item for item in task[n_slice]]\n\n video_traj.draw_joints_and_tracks(flat_list, [])\n\n # get x,y,z of every traj point after smoothing process\n x_f, y_f, z, ids = img_processing.get_coordinate_points(flat_list, joint_id=1)\n\n ########### start hierarchical autoencoder learning #######################\n\n size_mask = 18\n # print step\n max_step = np.sqrt(np.power(((size_mask - 3) - 0), 2) + np.power(((size_mask - 3) - 0), 2)) * 1.3\n\n start_t = 0\n first_point_traj = [x_f[start_t], y_f[start_t]]\n\n temp_scene = scene.copy()\n\n labels_history = []\n directions_history = []\n activation_history = []\n orig_points_history = []\n\n\n for i_p in xrange(1, len(x_f)):\n\n ##accumulate traj points until the distance between the first point and current point is enough for the grid\n d = np.sqrt(((x_f[i_p] - first_point_traj[0]) ** 2) + ((y_f[i_p] - first_point_traj[1]) ** 2))\n\n ##if the distance is enough compute the grid starting from the first point until the current point\n\n if abs(d - max_step) < 8:\n\n xs_untilNow = x_f[start_t:i_p]\n ys_unilNow = y_f[start_t:i_p]\n\n # print len(xs_untilNow), len(ys_unilNow)\n\n if len(xs_untilNow) > 30:\n # ##update the beginning of the trajectory\n start_t = i_p - 1\n first_point_traj = [x_f[start_t], y_f[start_t]]\n continue\n\n ##get directions of the traj chunck using first and last point\n # direction = get_direction_traj([x_f[start_t],y_f[start_t]],[x_f[i_p],y_f[i_p]])\n directions = hs.get_directions_traj(xs_untilNow, ys_unilNow)\n if directions[0] == -180: directions[0] = 180\n directions_history.append(directions[0])\n\n ##create grid according to the direction of the trajectory\n rects_in_grid = hs.create_grid(xs_untilNow, ys_unilNow, size_mask, directions, temp_scene)\n\n ##compute the features from traj chuncks in rect\n traj_features, orig_points = hs.transform_traj_in_pixel_activation(rects_in_grid, xs_untilNow,\n ys_unilNow, size_mask, max_step)\n\n if n_layer ==1:\n #########store final matrix#################\n if len(matrix_features) > 0:\n matrix_features = np.vstack((matrix_features, traj_features.reshape((1, -1))))\n else:\n matrix_features = traj_features.reshape((1, -1))\n\n elif n_layer == 2:\n\n orig_points_history.append(orig_points)\n\n activation = encode_features_using_AE_layer1_cluster_activation(traj_features, 'layer2')\n\n activation_history.append(activation)\n\n if len(activation_history) == 3 :\n\n cv2.imshow('scene', temp_scene)\n cv2.waitKey(0)\n\n if create_activation_layer2:\n ##extract features for AE layer2\n matrixt_activation_l2, original_points_l2 = hs.create_vector_activations_layer_2(\n directions_history, activation_history, orig_points_history)\n\n ##save activations for layer2\n if len(matrix_activations) > 0: matrix_activations = np.vstack((matrix_activations, matrixt_activation_l2))\n else: matrix_activations = matrixt_activation_l2\n\n ##save original for layer2\n if len(matrix_orig_points) > 0: matrix_orig_points = np.vstack((matrix_orig_points, original_points_l2))\n else: matrix_orig_points = original_points_l2\n\n elif create_bayes_vector:\n for a in activation_history:\n label = cluster_model_l1.predict(a.reshape((1, -1)))[0]\n labels_history.append(label)\n\n ###create vector with two info label\n vector_bayes = hs.create_vector_for_bayesian_probability(\n labels_history, directions_history, 3)\n\n ## saving data for cluster prediction\n if len(training_bayes_vector_task) > 0: training_bayes_vector_task = np.vstack((training_bayes_vector_task, vector_bayes))\n else: training_bayes_vector_task = vector_bayes\n\n\n\n\n ##refresh history\n orig_points_history = []\n directions_history = []\n activation_history = []\n orig_points_history = []\n labels_history = []\n\n\n ##GENERAL FOR ALL THE LAYERS## Update the beginning of the trajectory\n start_t = i_p - 1\n first_point_traj = [x_f[start_t], y_f[start_t]]\n\n #training_bayes_vector.append(training_bayes_vector_task)\n #print matrix_activations.shape\n\n ##save matrix activation\n # data_organizer.save_matrix_pickle(matrix_activations,\n # 'C:/Users/dario.dotti/Documents/data_for_personality_exp/computed_matrix/matrix_activations_l2.txt')\n # ## save original points\n # data_organizer.save_matrix_pickle(matrix_orig_points,\n # 'C:/Users/dario.dotti/Documents/data_for_personality_exp/computed_matrix/matrix_orig_points_l2.txt')\n\n print np.array(training_bayes_vector).shape\n\n # data_organizer.save_matrix_pickle(training_bayes_vector,\n # 'C:/Users/dario.dotti/Documents/data_for_personality_exp/computed_matrix/bayes_vector.txt')\n\n\ndef extract_traj_word_temporal_window(participant_data, n_layer):\n<<<<<<< HEAD\n scene = cv2.imread('C:/Users/dario.dotti/Documents/Datasets/my_dataset/wandering_dataset_um/exp_scene_depth.jpg')\n #scene = np.zeros((414, 512, 3), dtype=np.uint8)\n #scene += 255\n=======\n #scene = cv2.imread('C:/Users/dario.dotti/Documents/Datasets/my_dataset/wandering_dataset_um/exp_scene_depth.jpg')\n scene = np.zeros((414, 512, 3), dtype=np.uint8)\n scene += 255\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n list_poly = img_processing.divide_image(scene)\n\n\n size_mask = 20\n\n #max_step = np.sqrt(np.power(((size_mask - 3) - 0), 2) + np.power(((size_mask - 3) - 0), 2)) * 1.3\n max_step = 23\n\n matrix_features_participant = []\n matrix_original_points_participants = []\n matrix_real_coord_participants = []\n\n for i_task, task in enumerate(participant_data):\n print 'task: ', i_task\n if len(task) == 0: continue\n\n create_activation_layer2 = 1\n\n labels_history = []\n directions_history = []\n activation_history = []\n orig_points_history = []\n real_coord= []\n temp_scene = scene.copy()\n\n matrix_features_task = []\n matrix_activations_task = []\n matrix_orig_points_task = []\n matrix_real_coord = []\n\n temp_scene = scene.copy()\n\n for n_slice in range(0, len(task)):\n if len(task[n_slice]) <= 1 : continue\n #print 'n_slice ', n_slice\n\n flat_list = [item for item in task[n_slice]]\n\n #video_traj.draw_joints_and_tracks(flat_list, [])\n\n # get x,y,z of every traj point after smoothing process\n x_f, y_f, z, ids = img_processing.get_coordinate_points(flat_list, joint_id=1)\n\n # for point in range(len(x_f)):\n # cv2.circle(temp_scene,(x_f[point],y_f[point]),1,(0,0,255),-1)\n # cv2.imshow('ciao', temp_scene)\n # cv2.waitKey(0)\n<<<<<<< HEAD\n=======\n\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n directions = hs.get_directions_traj(x_f, y_f)\n if directions[0] == -180: directions[0] = 180\n directions_history.append(directions[0])\n\n distances = [np.sqrt(((x_f[0] - x_f[i_p]) ** 2) + ((y_f[0] - y_f[i_p]) ** 2)) for i_p in range(1, len(y_f))]\n index_max = int(np.where(distances == np.max(distances))[0][0])\n size_mask_in_temporalWindow = distances[index_max]\n\n ##create grid according to the direction of the trajectory\n rects_in_grid = hs.create_grid(x_f, y_f, size_mask_in_temporalWindow, directions, temp_scene)\n\n origin_mask = [rects_in_grid[0].vertices[1][0], rects_in_grid[0].vertices[1][1]]\n\n x_converted = [x - origin_mask[0] for x in x_f]\n y_converted = [y - origin_mask[1] for y in y_f]\n\n\n ### Get the max distance in the list ####\n #print distances[index_max]\n if distances[index_max] > size_mask/2:\n\n OldRange = (distances[index_max])\n NewRange = 20\n\n New_x = [(((x) * NewRange) / OldRange) + 0 for x in x_converted]\n New_y = [(((y) * NewRange) / OldRange) + 0 for y in y_converted]\n\n ##create grid according to the direction of the trajectory\n rects_in_grid = hs.create_grid(New_x, New_y, size_mask, directions, temp_scene)\n\n ##compute the features from traj chuncks in rect\n traj_features,orig_points = hs.transform_traj_in_pixel_activation_temporal(rects_in_grid[0], New_x, New_y, size_mask, 10)\n\n else:\n\n traj_features, orig_points = hs.transform_traj_in_pixel_activation(rects_in_grid, x_f, y_f, size_mask, 10)\n if np.sum(traj_features) == 0: continue\n\n\n if n_layer == 1:\n if len(matrix_features_task) > 0:\n matrix_features_task = np.vstack((matrix_features_task, traj_features.reshape((1, -1))))\n else:\n matrix_features_task = traj_features.reshape((1, -1))\n\n elif n_layer == 2:\n\n orig_points_history.append(orig_points)\n\n activation = encode_features_using_AE_layer1_cluster_activation(traj_features, 'layer2')\n\n activation_history.append(activation)\n\n real_coord.append([x_f,y_f,z])\n\n if len(activation_history) == 3:\n\n # cv2.imshow('scene', temp_scene)\n # cv2.waitKey(0)\n\n if create_activation_layer2:\n ##extract features for AE layer2\n # matrixt_activation_l2, original_points_l2 = hs.create_vector_activations_layer_2(\n # directions_history, activation_history, orig_points_history)\n matrixt_activation_l2 = activation_history[0]\n for i_act in range(1,len(activation_history)):\n matrixt_activation_l2 = np.hstack((matrixt_activation_l2, activation_history[i_act]))\n\n original_points_l2 = orig_points_history[0]\n for i_org_p in range(1,len(orig_points_history)):\n original_points_l2 = np.hstack((original_points_l2, orig_points_history[i_org_p]))\n\n ##save activations for layer2\n if len(matrix_activations_task) > 0: matrix_activations_task = np.vstack((matrix_activations_task, matrixt_activation_l2))\n else: matrix_activations_task = matrixt_activation_l2\n\n ##save original for layer2\n # if len(matrix_orig_points_task) > 0: matrix_orig_points_task = np.vstack((matrix_orig_points_task, original_points_l2))\n # else: matrix_orig_points_task = original_points_l2\n\n ##save original coordinates for layer2\n temp = [np.concatenate(r,axis=0) for r in real_coord]\n matrix_real_coord.append(temp)\n\n\n\n ##refresh history\n orig_points_history = []\n directions_history = []\n activation_history = []\n orig_points_history = []\n labels_history = []\n real_coord = []\n\n\n matrix_features_participant.append(matrix_activations_task)\n matrix_original_points_participants.append(matrix_orig_points_task)\n matrix_real_coord_participants.append(matrix_real_coord)\n\n\n return matrix_features_participant,matrix_original_points_participants,matrix_real_coord_participants\n\n\ndef get_distances_between_points(participant_data):\n\n ##get max distances in every time slice\n n = 1\n list_max_dist =[]\n list_dist_two_points = []\n for task in participant_data:\n for slice in task[:4]:\n if len(slice) <=1: continue\n list_distances = []\n flat_list = [item for item in slice]\n x_f, y_f, z, ids = img_processing.get_coordinate_points(flat_list, joint_id=1)\n a =1\n distances = [np.sqrt(((x_f[0] - x_f[i_p]) ** 2) + ((y_f[0] - y_f[i_p]) ** 2)) for i_p in range(1, len(y_f))]\n index_max = int(np.where(distances == np.max(distances))[0][0])\n\n\n dist_two_points = [np.sqrt(((x_f[i_p] - x_f[i_p+1]) ** 2) + ((y_f[i_p] - y_f[i_p+1]) ** 2)) for i_p in range(0, len(y_f)-1)]\n index_max_two_p = int(np.where(dist_two_points == np.max(dist_two_points))[0][0])\n\n list_dist_two_points.append(dist_two_points[index_max_two_p])\n list_max_dist.append(distances[index_max])\n\n #return np.array(list_max_dist).reshape(-1,1)\n\n # ###Eliminate outlier (bigger than double median), and set the size window\n best_ten = np.sort(list_max_dist)[::-1][:10]\n #print 'AAAA'\n print best_ten\n med = np.median(best_ten)\n new_data = map(lambda x: x if x < (med*1.5) else False, list_max_dist)\n best_ten = np.sort(new_data)[::-1][:10]\n #print best_ten\n w_s = int(np.max(new_data))\n print 'window size: ',w_s\n\n best_ten = np.sort(list_dist_two_points)[::-1][:10]\n #print best_ten\n med = np.median(best_ten)\n new_data = map(lambda x: x if x < (med * 3) else False, list_dist_two_points)\n best_ten = np.sort(new_data)[::-1][:10]\n #print best_ten\n max_step = int(np.max(new_data))\n print 'max_step: ', max_step\n\n\n\n\n return w_s,max_step\n\n\ndef visualize_cluster(data):\n\n my_kmean = KMeans(n_clusters=4,n_jobs=-1,init='k-means++')\n cluster_model = my_kmean.fit(data)\n\n\n plt.plot(range(0,len(data)), data[:, 0], 'k.', markersize=2)\n # Plot the centroids as a white X\n centroids = my_kmean.cluster_centers_\n plt.scatter(range(0,len(centroids)), centroids[:, 0],\n marker='x', s=169, linewidths=3,\n color='b', zorder=10)\n plt.show()\n\n\n\ndef main_realtime_traj_dict():\n #slices = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/traj_org_by_ID_10fps.txt')\n\n skeleton_data_in_tasks_and_time_slices = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/skeleton_data_in_tasks_time_slices_30fps.txt')#'C:/Users/dario.dotti/Desktop/data_recordings_master/master_skeleton_data_in_tasks_time_slices_30fps.txt')\n\n ### Staatistics on data #####\n # matrix_dist = []\n # for participant in skeleton_data_in_tasks_and_time_slices:\n #\n # max_dist,max_step = get_distances_between_points(participant)\n #\n # matrix_dist.append(max_dist)\n #\n # matrix_dist = np.array(matrix_dist).reshape(-1,1)\n # hs.determine_number_k_kMeans(matrix_dist)\n # visualize_cluster(matrix_dist)\n\n\n max_dist = 140\n max_step = 15\n\n final_matrix = []\n final_orig_points = []\n final_matrix_realcoord =[]\n for participant in skeleton_data_in_tasks_and_time_slices:\n\n #extract_traj_word_spatio_temporal_grid(participant, n_layer=1)\n<<<<<<< HEAD\n feature_participant,orig_point_participant = extract_traj_word_temporal_window(participant, n_layer=1)\n=======\n feature_participant,orig_point_participant,matrix_real_coord = extract_traj_word_temporal_window(participant, n_layer=2)\n final_matrix_realcoord.append(matrix_real_coord)\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n final_matrix.append(feature_participant)\n final_orig_points.append(orig_point_participant)\n\n print len(final_matrix),len(final_orig_points)\n\n final_matrix=final_matrix+final_matrix_realcoord\n data_organizer.save_matrix_pickle(final_matrix, 'C:/Users/dario.dotti/Desktop/Hier_AE_deliverable/head_joint_id1/feature_matrix_participant_task_l2_new_realCoordinates.txt')\n #data_organizer.save_matrix_pickle(final_orig_points,\n # 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/head_joint_id1/orig_points_participant_task_l2_new.txt')\n\n\n\n\n\n\n\n\nif __name__ == '__main__':\n main_realtime_traj_dict()" }, { "alpha_fraction": 0.5214827656745911, "alphanum_fraction": 0.558428168296814, "avg_line_length": 35.306884765625, "blob_id": "26f640b672a30cda92586fccdf63f24bc5ef7f0c", "content_id": "62b8ea36505cde324635e9fa5ef8a33cba678efe", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 24252, "license_type": "no_license", "max_line_length": 165, "num_lines": 668, "path": "/hierarchical_ae_learning_methods.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "from math import atan2,pi\nimport cv2\nimport numpy as np\nimport matplotlib.path as mplPath\nimport matplotlib.pyplot as plt\nimport random\nfrom scipy.spatial.distance import cdist, pdist\nfrom sklearn.cluster import MeanShift,KMeans,SpectralClustering\n\nimport img_processing\n\ndef myround_ofdirection(x, base=45):\n return int(base * round(float(x)/base))\n\n\ndef get_directions_traj(xs,ys):\n\n list_orientation = []\n\n dx = float(xs[0]) - float(xs[int(len(xs)/2)])\n dy = float(ys[0]) - float(ys[int(len(ys)/2)])\n\n ##take care of points that are too close\n if dx <=1 and dy <= 1:\n dx = float(xs[0]) - float(xs[int(len(xs)-1)])\n dy = float(ys[0]) - float(ys[int(len(ys)-1)])\n\n ##I round the angle to 8 key directions: 0 left, 45 up-left, 90 up, 135 up-right, 180 right, -135 down-right, -90 down, -45 down-left\n list_orientation.append(myround_ofdirection(atan2(dy, dx) / pi * 180))\n else:\n\n ##I round the angle to 8 key directions: 0 left, 45 up-left, 90 up, 135 up-right, 180 right, -135 down-right, -90 down, -45 down-left\n list_orientation.append(myround_ofdirection(atan2(dy, dx) / pi * 180))\n\n dx = float(xs[int(len(xs)/2)]) - float(xs[len(xs)-1])\n dy = float(ys[int(len(ys)/2)]) - float(ys[len(ys)-1])\n\n ##I round the angle to 8 key directions: 0 left, 45 up-left, 90 up, 135 up-right, 180 right, -135 down-right, -90 down, -45 down-left\n t = myround_ofdirection(atan2(dy, dx) / pi * 180)\n list_orientation.append(t)\n\n return list_orientation\n\n\ndef create_grid(xs, ys, size_mask, directions, scene):\n ## The reason i dont use the already existing function is because this grid doesnt have to be centered at one point but\n ## the corner has to start next to the first point of the trajectory\n margin = 1\n\n first_chunck_direction = directions[0]\n\n ###Drawing the central rect and the one next to it\n\n if first_chunck_direction == -45:\n\n up_right_corner = [xs[0] + margin, ys[0] - margin]\n\n first_rect = mplPath.Path(\n np.array([[up_right_corner[0] - size_mask, up_right_corner[1] + size_mask],\n [up_right_corner[0] - size_mask, up_right_corner[1]],\n up_right_corner,\n [up_right_corner[0], up_right_corner[1] + size_mask]]))\n\n\n elif first_chunck_direction == -135:\n\n up_left_corner = [xs[0] - margin, ys[0] - margin]\n\n first_rect = mplPath.Path(\n np.array([[up_left_corner[0], up_left_corner[1] + size_mask],\n up_left_corner,\n [up_left_corner[0]+size_mask, up_left_corner[1]],\n [up_left_corner[0]+size_mask, up_left_corner[1] + size_mask]]))\n\n\n\n\n elif first_chunck_direction == 45:\n\n down_right_corner = [xs[0] + margin, ys[0] + margin]\n\n first_rect = mplPath.Path(\n np.array([[down_right_corner[0]-size_mask,down_right_corner[1]],\n [down_right_corner[0]-size_mask,down_right_corner[1]-size_mask],\n [down_right_corner[0],down_right_corner[1]-size_mask],\n down_right_corner]))\n\n\n\n elif first_chunck_direction == 135:\n\n down_left_corner = [xs[0] - margin, ys[0] + margin]\n\n first_rect = mplPath.Path(\n np.array([down_left_corner,\n [down_left_corner[0],down_left_corner[1]-size_mask],\n [down_left_corner[0]+size_mask,down_left_corner[1]-size_mask],\n [down_left_corner[0]+size_mask,down_left_corner[1]]]))\n\n\n\n ####if direction is straight, i center the rect on the points\n\n elif first_chunck_direction == -90:\n\n top_left_corner = [xs[0] - int(size_mask/2),ys[0]-margin]\n top_right_corner = [xs[0] + int(size_mask/2),ys[0]-margin]\n\n first_rect = mplPath.Path(\n np.array([[top_left_corner[0],top_left_corner[1]+size_mask],\n top_left_corner,\n top_right_corner,\n [top_right_corner[0],top_right_corner[1]+size_mask]]))\n\n\n elif first_chunck_direction == 90:\n\n down_left_corner = [xs[0] - int(size_mask/2),ys[0] + margin]\n down_right_corner = [xs[0] + int(size_mask/2),ys[0] + margin]\n\n first_rect = mplPath.Path(\n np.array([down_left_corner,\n [down_left_corner[0],down_left_corner[1] - size_mask],\n [down_right_corner[0],down_right_corner[1] - size_mask],\n down_right_corner]))\n\n elif first_chunck_direction == 180 or first_chunck_direction == -180 :\n top_left_corner = [xs[0] - margin,ys[0] - int(size_mask/2)]\n down_left_corner = [xs[0] - margin,ys[0] + int(size_mask/2)]\n\n first_rect = mplPath.Path(\n np.array([down_left_corner,\n top_left_corner,\n [top_left_corner[0]+size_mask, top_left_corner[1]],\n [top_left_corner[0]+size_mask,top_left_corner[1]+size_mask]]))\n\n elif first_chunck_direction == 0:\n\n top_right_corner = [xs[0] + margin, ys[0] - int(size_mask / 2)]\n down_right_corner = [xs[0] + margin, ys[0] + int(size_mask / 2)]\n\n first_rect = mplPath.Path(\n np.array([[down_right_corner[0] - size_mask, down_right_corner[1]],\n [top_right_corner[0] - size_mask, top_right_corner[1]],\n top_right_corner,\n down_right_corner]))\n\n\n\n\n list_rect = [first_rect]#,side_rect,second_side_rect]\n\n\n for rect in list_rect:\n cv2.rectangle(scene, (int(rect.vertices[1][0]), int(rect.vertices[1][1])),\n (int(rect.vertices[3][0]), int(rect.vertices[3][1])), (0, 0, 0))\n\n for i_p, p in enumerate(xrange(len(xs))):\n cv2.circle(scene, (int(xs[p]), int(ys[p]) ), 1, (255, 0, 0), -1)\n #\n # cv2.imshow('scene', scene)\n # cv2.waitKey(0)\n\n return list_rect\n\n\ndef createLineIterator(P1, P2, img):\n\n # Produces and array that consists of the coordinates and intensities of each pixel in a line between two points\n #\n # Parameters:\n # -P1: a numpy array that consists of the coordinate of the first point (x,y)\n # -P2: a numpy array that consists of the coordinate of the second point (x,y)\n # -img: the image being processed\n #\n # Returns:\n # -it: a numpy array that consists of the coordinates and intensities of each pixel in the radii (shape: [numPixels, 3], row = [x,y,intensity])\n\n #define local variables for readability\n imageH = img.shape[0]\n imageW = img.shape[1]\n P1X = P1[0]\n P1Y = P1[1]\n P2X = P2[0]\n P2Y = P2[1]\n\n #difference and absolute difference between points\n #used to calculate slope and relative location between points\n dX = P2X - P1X\n dY = P2Y - P1Y\n dXa = np.abs(dX)\n dYa = np.abs(dY)\n\n #predefine numpy array for output based on distance between points\n itbuffer = np.empty(shape=(np.maximum(int(dYa),int(dXa)),3),dtype=np.float32)\n itbuffer.fill(np.nan)\n\n #Obtain coordinates along the line using a form of Bresenham's algorithm\n negY = P1Y > P2Y\n negX = P1X > P2X\n if P1X == P2X: #vertical line segment\n itbuffer[:,0] = P1X\n if negY:\n itbuffer[:,1] = np.arange(P1Y - 1,P1Y - dYa - 1,-1)\n else:\n itbuffer[:,1] = np.arange(P1Y+1,P1Y+dYa+1)\n elif P1Y == P2Y: #horizontal line segment\n itbuffer[:,1] = P1Y\n if negX:\n itbuffer[:,0] = np.arange(P1X-1,P1X-dXa-1,-1)\n else:\n itbuffer[:,0] = np.arange(P1X+1,P1X+dXa+1)\n else: #diagonal line segment\n steepSlope = dYa > dXa\n if steepSlope:\n slope = dX.astype(np.float32)/dY.astype(np.float32)\n if negY:\n itbuffer[:,1] = np.arange(P1Y-1,P1Y-dYa-1,-1)\n else:\n itbuffer[:,1] = np.arange(P1Y+1,P1Y+dYa+1)\n itbuffer[:,0] = (slope*(itbuffer[:,1]-P1Y)).astype(np.int) + P1X\n else:\n slope = dY.astype(np.float32)/dX.astype(np.float32)\n if negX:\n itbuffer[:,0] = np.arange(P1X-1,P1X-dXa-1,-1)\n else:\n itbuffer[:,0] = np.arange(P1X+1,P1X+dXa+1)\n itbuffer[:,1] = (slope*(itbuffer[:,0]-P1X)).astype(np.int) + P1Y\n\n #Remove points outside of image\n colX = itbuffer[:,0]\n colY = itbuffer[:,1]\n itbuffer = itbuffer[(colX >= 0) & (colY >=0) & (colX<imageW) & (colY<imageH)]\n\n #Get intensities from img ndarray\n itbuffer[:,2] = img[itbuffer[:,1].astype(np.uint),itbuffer[:,0].astype(np.uint)]\n\n return itbuffer\n\n\ndef transform_traj_in_pixel_activation(rect_list, x_untilNow, y_untilNow, size_mask, step):\n #size_mask= 18\n #a = [0, 0]\n #b = [size_mask - 5, size_mask - 5]\n #step = np.sqrt(np.power((b[0] - a[0]), 2) + np.power((b[1] - a[1]), 2))\n\n\n traj_features = []\n orig_points = []\n\n\n for rect in rect_list:\n\n points_in_mask = []\n map(lambda ci: points_in_mask.append([int(x_untilNow[ci]), int(y_untilNow[ci])]) if rect.contains_point(\n (int(x_untilNow[ci]), int(y_untilNow[ci]))) else False, xrange(len(x_untilNow)))\n\n\n origin_mask = [rect.vertices[1][0],rect.vertices[1][1]]\n\n mask_img = np.zeros((size_mask, size_mask), dtype=np.uint8)\n mask_matrix = np.zeros((size_mask, size_mask))\n\n\n if len(points_in_mask) >= 2:\n for i in xrange(len(points_in_mask) - 1):\n distance_metric_value = np.sqrt(np.power(points_in_mask[i + 1][0] - points_in_mask[i][0], 2) + np.power(\n points_in_mask[i + 1][1] - points_in_mask[i][1], 2)) / step\n\n ##convert img points to mask coordinate systems\n x_1 = points_in_mask[i + 1][0] - origin_mask[0]\n y_1 = points_in_mask[i + 1][1] - origin_mask[1]\n x = points_in_mask[i][0] - origin_mask[0]\n y = points_in_mask[i][1] - origin_mask[1]\n\n ##get all pixels lying on the line that pass between two points\n points_on_line = createLineIterator(np.array([[int(x)], [int(y)]]), \\\n np.array([[int(x_1)], [int(y_1)]]), mask_img)\n\n ##fill these pixel values with average distance between two points\n for p in points_on_line:\n ##if we want to display on img\n\n mask_img[int(p[1]),int(p[0])] = 255\n # # print distance_metric_value\n # if int(p[1]) + 1 < size_mask - 1 and int(p[0]) < size_mask - 1:\n # ##right\n # mask_img[int(p[1]) + 1, int(p[0])] = 255\n # ##left\n # mask_img[int(p[1]) - 1, int(p[0])] = 255\n # ##up\n # mask_img[int(p[1]), int(p[0]) - 1] = 255\n # ##down\n # mask_img[int(p[1]), int(p[0]) + 1] = 255\n\n\n ##real value\n mask_matrix[int(p[1]), int(p[0])] = distance_metric_value\n\n if int(p[1]) + 1 < size_mask and int(p[0]) + 1 < size_mask:\n if int(p[0]) - 1 <0:\n p[0] = 1\n if int(p[1]) - 1 <0:\n p[1] = 1\n\n #right\n mask_matrix[int(p[1]) + 1, int(p[0])] = distance_metric_value\n ##left\n mask_matrix[int(p[1]) - 1, int(p[0])] = distance_metric_value\n ##up\n mask_matrix[int(p[1]), int(p[0]) - 1] = distance_metric_value\n ##down\n mask_matrix[int(p[1]), int(p[0]) + 1] = distance_metric_value\n\n\n\n\n ##if we want to display on img\n # plt.imshow(mask_matrix.squeeze(), cmap=plt.cm.gray)\n # plt.show()\n\n else:\n mask_matrix = mask_matrix.reshape((1, -1))\n\n\n ##store final matrix\n if len(traj_features) > 0:\n traj_features = np.vstack((traj_features, mask_matrix.reshape((1, -1))))\n else:\n traj_features = mask_matrix.reshape((1, -1))\n\n ##store original points\n if len(orig_points)>0:\n orig_points = np.vstack((orig_points,mask_img.reshape((1,-1))))\n else:\n orig_points = mask_img.reshape((1,-1))\n\n\n return traj_features,orig_points\n\n\ndef transform_traj_in_pixel_activation_temporal(rect, x_untilNow, y_untilNow, size_mask, step):\n\n points_in_mask = []\n map(lambda ci: points_in_mask.append([int(x_untilNow[ci]), int(y_untilNow[ci])]) if rect.contains_point(\n (int(x_untilNow[ci]), int(y_untilNow[ci]))) else False, xrange(len(x_untilNow)))\n\n origin_mask = [rect.vertices[1][0], rect.vertices[1][1]]\n\n mask_img = np.zeros((size_mask, size_mask), dtype=np.uint8)\n mask_matrix = np.zeros((size_mask, size_mask))\n\n if len(points_in_mask) >= 2:\n for i in xrange(len(points_in_mask) - 1):\n distance_metric_value = np.sqrt(np.power(points_in_mask[i + 1][0] - points_in_mask[i][0], 2) + np.power(\n points_in_mask[i + 1][1] - points_in_mask[i][1], 2)) / step\n\n\n ##get all pixels lying on the line that pass between two points\n points_on_line = createLineIterator(np.array([points_in_mask[i][0],points_in_mask[i][1]]), \\\n np.array([points_in_mask[i+1][0], points_in_mask[i+1][1]]), mask_img)\n\n ##fill these pixel values with average distance between two points\n for p in points_on_line:\n ##if we want to display on img\n\n mask_img[int(p[1]), int(p[0])] = 255\n # # print distance_metric_value\n # if int(p[1]) + 1 < size_mask - 1 and int(p[0]) < size_mask - 1:\n # ##right\n # mask_img[int(p[1]) + 1, int(p[0])] = 255\n # ##left\n # mask_img[int(p[1]) - 1, int(p[0])] = 255\n # ##up\n # mask_img[int(p[1]), int(p[0]) - 1] = 255\n # ##down\n # mask_img[int(p[1]), int(p[0]) + 1] = 255\n\n\n ##real value\n mask_matrix[int(p[1]), int(p[0])] = distance_metric_value\n # print distance_metric_value\n if int(p[1]) + 1 < size_mask and int(p[0]) + 1 < size_mask:\n if int(p[0]) - 1 < 0:\n p[0] = 1\n if int(p[1]) - 1 < 0:\n p[1] = 1\n\n ##right\n mask_matrix[int(p[1]) + 1, int(p[0])] = distance_metric_value\n ##left\n mask_matrix[int(p[1]) - 1, int(p[0])] = distance_metric_value\n ##up\n mask_matrix[int(p[1]), int(p[0]) - 1] = distance_metric_value\n ##down\n mask_matrix[int(p[1]), int(p[0]) + 1] = distance_metric_value\n\n ##if we want to display on img\n # plt.imshow(mask_matrix.squeeze(), cmap=plt.cm.gray)\n # plt.show()\n\n else:\n mask_matrix = mask_matrix.reshape((1, -1))\n\n return mask_matrix.reshape((1,-1)),mask_img.reshape((1,-1))\n\n\n\ndef create_vector_activations_layer_2(directions, list_activations, list_orig_points):\n\n\n matrix_activation_layer2 = np.zeros((9,len(list_activations[0])))\n matrix_orig_points_layer2 = np.zeros((9,list_orig_points[0].shape[1]))\n\n ##the first position is determined by the direction\n first_dir = directions[0]\n if first_dir == 0:\n matrix_activation_layer2[5] = list_activations[0]\n matrix_orig_points_layer2[5] = list_orig_points[0]\n\n elif first_dir == 45:\n matrix_activation_layer2[8] = list_activations[0]\n matrix_orig_points_layer2[8] = list_orig_points[0]\n\n elif first_dir == 90:\n matrix_activation_layer2[7] = list_activations[0]\n matrix_orig_points_layer2[7] = list_orig_points[0]\n\n elif first_dir == 135:\n matrix_activation_layer2[6] = list_activations[0]\n matrix_orig_points_layer2[6] = list_orig_points[0]\n\n elif first_dir == 180 or first_dir == -180:\n matrix_activation_layer2[3] = list_activations[0]\n matrix_orig_points_layer2[3] = list_orig_points[0]\n\n elif first_dir == -45:\n matrix_activation_layer2[2] = list_activations[0]\n matrix_orig_points_layer2[2] = list_orig_points[0]\n\n elif first_dir == -90:\n matrix_activation_layer2[1] = list_activations[0]\n matrix_orig_points_layer2[1] = list_orig_points[0]\n\n elif first_dir == -135:\n matrix_activation_layer2[0] = list_activations[0]\n matrix_orig_points_layer2[0] = list_orig_points[0]\n\n ##whereas the second position in the grid is always the center\n matrix_activation_layer2[4] = list_activations[1]\n matrix_orig_points_layer2[4] = list_orig_points[1]\n\n ## the third position is again determined by the direction\n third_dir = directions[2]\n\n if third_dir == 0:\n matrix_activation_layer2[3] = list_activations[2]\n matrix_orig_points_layer2[3] = list_orig_points[2]\n\n elif third_dir == 45:\n matrix_activation_layer2[0] = list_activations[2]\n matrix_orig_points_layer2[0] = list_orig_points[2]\n\n elif third_dir == 90:\n matrix_activation_layer2[1] = list_activations[2]\n matrix_orig_points_layer2[1] = list_orig_points[2]\n\n elif third_dir == 135:\n matrix_activation_layer2[2] = list_activations[2]\n matrix_orig_points_layer2[2] = list_orig_points[2]\n\n elif third_dir == 180 or first_dir == -180:\n matrix_activation_layer2[5] = list_activations[2]\n matrix_orig_points_layer2[5] = list_orig_points[2]\n\n elif third_dir == -45:\n matrix_activation_layer2[6] = list_activations[2]\n matrix_orig_points_layer2[6] = list_orig_points[2]\n\n elif third_dir == -90:\n matrix_activation_layer2[7] = list_activations[2]\n matrix_orig_points_layer2[7] = list_orig_points[2]\n\n elif third_dir == -135:\n matrix_activation_layer2[8] = list_activations[2]\n matrix_orig_points_layer2[8] = list_orig_points[2]\n\n\n matrix_activation_layer2 = matrix_activation_layer2.reshape((1,len(list_activations[0])*9))\n matrix_orig_points_layer2 = matrix_orig_points_layer2.reshape((1,list_orig_points[0].shape[1]*9))\n\n return matrix_activation_layer2,matrix_orig_points_layer2\n\n\ndef create_vector_for_bayesian_probability_with_directions(activation_labels, directions, history):\n\n vector_bayes = [None,None,None,None,None,None,None,None,None]\n\n\n if history == 3:\n\n ##the first position is determined by the direction\n first_dir = directions[0]\n if first_dir == 0:\n vector_bayes[5] = str(activation_labels[0])\n vector_bayes[4] = str(activation_labels[1]) + 'DXSX'\n\n elif first_dir == 45:\n vector_bayes[8] = str(activation_labels[0])\n vector_bayes[4] = str(activation_labels[1]) + 'DXSX'\n\n elif first_dir == 90:\n vector_bayes[7] = str(activation_labels[0])\n vector_bayes[4] = str(activation_labels[1]) + 'DXSX'\n\n elif first_dir == 135:\n vector_bayes[6] = str(activation_labels[0])\n vector_bayes[4] = str(activation_labels[1]) + 'SXDX'\n\n elif first_dir == 180 or first_dir == -180:\n vector_bayes[3] = str(activation_labels[0])\n vector_bayes[4] = str(activation_labels[1]) + 'SXDX'\n\n elif first_dir == -45:\n vector_bayes[2] = str(activation_labels[0])\n vector_bayes[4] = str(activation_labels[1]) + 'DXSX'\n\n elif first_dir == -90:\n vector_bayes[1] = str(activation_labels[0])\n vector_bayes[4] = str(activation_labels[1]) + 'SXDX'\n\n elif first_dir == -135:\n vector_bayes[0] = str(activation_labels[0])\n vector_bayes[4] = str(activation_labels[1]) + 'SXDX'\n\n ##whereas the second position in the grid is always the center\n #vector_bayes[4] = activation_labels[1]\n\n third_dir = directions[2]\n\n if third_dir == 0:\n vector_bayes[3] = str(activation_labels[2])\n\n elif third_dir == 45:\n vector_bayes[0] = str(activation_labels[2])\n\n elif third_dir == 90:\n vector_bayes[1] = str(activation_labels[2])\n\n elif third_dir == 135:\n vector_bayes[2] = str(activation_labels[2])\n\n elif third_dir == 180 or third_dir == -180:\n vector_bayes[5] = str(activation_labels[2])\n\n elif third_dir == -45:\n vector_bayes[6] = str(activation_labels[2])\n\n elif third_dir == -90:\n vector_bayes[7] = str(activation_labels[2])\n\n elif third_dir == -135:\n vector_bayes[8] = str(activation_labels[2])\n\n\n return vector_bayes\n\n\ndef create_vector_for_bayesian_probability(activation_labels, directions, history):\n\n vector_bayes = [None,None,None,None,None,None,None,None,None]\n\n\n if history == 3:\n\n ##the first position is determined by the direction\n first_dir = directions[0]\n if first_dir == 0:\n vector_bayes[5] = str(activation_labels[0])\n\n elif first_dir == 45:\n vector_bayes[8] = str(activation_labels[0])\n\n elif first_dir == 90:\n vector_bayes[7] = str(activation_labels[0])\n\n elif first_dir == 135:\n vector_bayes[6] = str(activation_labels[0])\n\n elif first_dir == 180 or first_dir == -180:\n vector_bayes[3] = str(activation_labels[0])\n\n elif first_dir == -45:\n vector_bayes[2] = str(activation_labels[0])\n\n elif first_dir == -90:\n vector_bayes[1] = str(activation_labels[0])\n\n elif first_dir == -135:\n vector_bayes[0] = str(activation_labels[0])\n\n ##whereas the second position in the grid is always the center\n vector_bayes[4] = str(activation_labels[1])\n\n third_dir = directions[2]\n\n if third_dir == 0:\n vector_bayes[3] = str(activation_labels[2])\n\n elif third_dir == 45:\n vector_bayes[0] = str(activation_labels[2])\n\n elif third_dir == 90:\n vector_bayes[1] = str(activation_labels[2])\n\n elif third_dir == 135:\n vector_bayes[2] = str(activation_labels[2])\n\n elif third_dir == 180 or third_dir == -180:\n vector_bayes[5] = str(activation_labels[2])\n\n elif third_dir == -45:\n vector_bayes[6] = str(activation_labels[2])\n\n elif third_dir == -90:\n vector_bayes[7] = str(activation_labels[2])\n\n elif third_dir == -135:\n vector_bayes[8] = str(activation_labels[2])\n\n\n return vector_bayes\n\n\ndef sigmoid_function(x):\n return 1 / (1 + np.exp(-x))\n\n\ndef determine_number_k_kMeans(matrix_activations_data_l1):\n #matrix_activations_data_l1 = np.array(random.sample(matrix_activations_data_l1,10000))\n #matrix_activations_data_l1 = matrix_activations_data_l1[:10000]\n import warnings\n warnings.filterwarnings(\"ignore\")\n\n ##Determine number of K\n ##variance intra cluster\n k_range = range(2, 53, 10)\n #k_range = range(2, 21, 2)\n print k_range\n\n k_means_var = [KMeans(n_clusters=k,n_jobs=-1).fit(matrix_activations_data_l1) for k in k_range]\n\n ###save or load already trained cluster model #####\n # img_proc.save_matrix_pickle(k_means_var, 'C:/Users/dario.dotti/Documents/data_for_vocabulary/camera017/traj_pixel_activation/bayesian_net/choose_k_means.txt' )\n # k_means_var = img_proc.load_matrix_pickle(\n # 'C:/Users/dario.dotti/Documents/data_for_vocabulary/camera017/traj_pixel_activation/bayesian_net/choose_k_means.txt')\n #####\n centroids = [X.cluster_centers_ for X in k_means_var]\n\n k_euclid = [cdist(matrix_activations_data_l1, cent, 'euclidean') for cent in centroids]\n dist = [np.min(ke, axis=1) for ke in k_euclid]\n wcss = [sum(d ** 2) for d in dist]\n tss = sum(pdist(matrix_activations_data_l1) ** 2) / matrix_activations_data_l1.shape[0]\n\n bss = tss - wcss\n\n plt.plot(k_range, bss)\n plt.show()" }, { "alpha_fraction": 0.5844034552574158, "alphanum_fraction": 0.6273794770240784, "avg_line_length": 41.69145965576172, "blob_id": "fcef33162de02825de630722b3b0047f18b04a6e", "content_id": "fbae22de99e0e5839fb59fd131da7ed0dc9a5749", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 30994, "license_type": "no_license", "max_line_length": 386, "num_lines": 726, "path": "/laban_posture.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "from scipy.spatial.distance import cdist,pdist\nimport numpy as np\n<<<<<<< HEAD\nimport os\nimport cv2\nfrom sklearn.cluster import KMeans\n=======\nimport cv2\nfrom sklearn.cluster import KMeans,SpectralClustering,MeanShift,AgglomerativeClustering\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\nfrom scipy.cluster import hierarchy\nfrom collections import Counter\nfrom sklearn import svm,linear_model\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.neighbors import KNeighborsClassifier\nfrom scipy.cluster.hierarchy import cophenet\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import accuracy_score,precision_recall_fscore_support,classification_report\nimport matplotlib.pyplot as plt\nfrom mpl_toolkits.mplot3d import Axes3D\nfrom scipy.stats.stats import pearsonr\n\nimport data_organizer\nimport hierarchical_ae_learning_methods as hs\n<<<<<<< HEAD\nimport AE_rec\n=======\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n\n\ndef pca_on_data(n_minute_data):\n from sklearn import decomposition\n\n\n pca = decomposition.PCA(n_components=3)\n s_t = pca.fit_transform(n_minute_data)\n # print s_t.shape\n print np.sum(pca.explained_variance_ratio_)\n #plt.bar(range(200), pca.explained_variance_ratio_)\n #plt.show()\n\n fig = plt.figure()\n ax = fig.add_subplot(111, projection='3d')\n\n ax.scatter(s_t[:, 0], s_t[:, 1], s_t[:, 2], c='r') # s_t[:, 1], s_t[:, 2],s_t[:,0]\n # ax.scatter(m_s[:, 0], m_s.means_[:, 1], m_s.means_[:, 2], marker='^', c='r')\n plt.show()\n\n\ndef bow_on_features(feature_p_n_minute,y_tr,l_per_participant):\n\n start = 0\n cl_id_p_n_minute = []\n for i_p in range(0, len(feature_p_n_minute)):\n cl_id_p_n_minute.append(y_tr[start:(start + len(feature_p_n_minute[i_p]))])\n start += len(feature_p_n_minute[i_p])\n\n ## similarity between participants using histograms because of length difference ##\n l = Counter(y_tr).keys()\n p_hist = []\n for p in cl_id_p_n_minute:\n hist = np.zeros((1, len(l)), dtype=int)\n for v in p:\n hist[0, v - 1] += 1\n p_hist.append(hist)\n\n p_hist = np.concatenate(p_hist, axis=0)\n ## Pearson Correlation to double check##\n # pearson_matrix = np.zeros((46, 46))\n # for i_fp in range(0, len(p_hist)):\n # for j_fp in range(0, len(p_hist)):\n # pearson_matrix[i_fp, j_fp] = pearsonr(p_hist[i_fp][0], p_hist[j_fp][0])[0]\n\n ## delete clusters with less than 3 samples\n # p_hist = np.concatenate(p_hist, axis=0)\n # l_per_participant = np.delete(np.array(l_per_participant), [3, 7, 16, 34, 37, 11, 30, 43, 13, 17, 36])\n # p_hist = np.delete(p_hist, [3, 7, 16, 34, 37, 11, 30, 43, 13, 17, 36], axis=0)\n\n print p_hist.shape\n\n\n X_train, X_test, y_train, y_test = train_test_split(p_hist, l_per_participant, test_size=0.3)\n model = svm.LinearSVC(penalty='l1',dual=False, C=0.01, class_weight={1: 10, 3: .5}).fit(X_train, y_train) # , gamma=10\n #model = svm.NuSVC(nu=0.05, kernel='linear',gamma=0.001, decision_function_shape='ovr',class_weight={1: 10, 3: .5}).fit(X_train, y_train) #, gamma=10\n y_pred = model.predict(X_test)\n\n #print accuracy_score(y_test, y_pred)\n print classification_report(y_test, y_pred)\n\n<<<<<<< HEAD\n\ndef sigmoid_function(x):\n return 1 / (1 + np.exp(-x))\n\ndef check_decision_functions_and_save_samples(model,X_train):\n ## see decision function ##\n Z = model.decision_function(X_train)\n #Z= model.predict_proba(X_train)\n=======\ndef sigmoid_function(x):\n return 1 / (1 + np.exp(-x))\n\n\ndef check_decision_functions_and_save_samples(model,X_train):\n ## see decision function ##\n #Z = model.decision_function(X_train)\n #data_organizer.save_matrix_pickle(Z,'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/decision_function_svm.txt')\n\n Z= model.predict_proba(X_train)\n #Z= data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/decision_function_svm.txt')\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n AE_weights_level_1 = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/deep_AE_900_225_weights_008hd1_noNoise.txt')\n\n # class_best_example = []\n class_names = ['1', '2', '3']\n for c in range(0, 3):\n print class_names[c]\n<<<<<<< HEAD\n indx = np.argsort(Z[:, c])[::-1][:3]\n=======\n indx = np.argsort(Z[:, c])[::-1][:500]\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n speed_class= []\n or_class= []\n KA_class=[]\n<<<<<<< HEAD\n=======\n sk_angles_list= []\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n for idx in indx:\n #print Z[idx]\n # class_best_example.append(X_train[idx])\n hot = X_train[idx][:24]\n keys_area = X_train[idx][24:30]\n<<<<<<< HEAD\n=======\n\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n posture_5_seconds = X_train[idx][72:].reshape((16, 225))\n\n speed_class.append(np.sum(hot.reshape((8, 3)), axis=0))\n or_class.append(np.sum(hot.reshape((8, 3)), axis=1))\n KA_class.append(keys_area)\n<<<<<<< HEAD\n\n for p in range(0, len(posture_5_seconds)):\n rec_deep = sigmoid_function(\n (np.dot(posture_5_seconds[p], AE_weights_level_1[0][1].T)) + AE_weights_level_1[3])\n rec = sigmoid_function((np.dot(rec_deep, AE_weights_level_1[0][0].T)) + AE_weights_level_1[4]).reshape(\n (120, 120))\n\n #print np.sum(hot.reshape((8, 3)), axis=0)\n #print keys_area\n\n filename = 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/svm_decision_func_fusion/' + \\\n class_names[c] + '_' + str(idx) + '_' + str(p) + '.jpg'\n plt.imsave(filename, rec.squeeze(), cmap=plt.cm.gray)\n=======\n sk_angles_list.append(np.array(X_train[idx][30:72]).reshape((7,6)))\n\n # for p in range(0, len(posture_5_seconds)):\n # rec_deep = sigmoid_function(\n # (np.dot(posture_5_seconds[p], AE_weights_level_1[0][1].T)) + AE_weights_level_1[3])\n # rec = sigmoid_function((np.dot(rec_deep, AE_weights_level_1[0][0].T)) + AE_weights_level_1[4]).reshape(\n # (120, 120))\n #\n # #print np.sum(hot.reshape((8, 3)), axis=0)\n # #print keys_area\n #\n # filename = 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/svm_decision_func_fusion/' + \\\n # class_names[c] + '_' + str(idx) + '_' + str(p) + '.jpg'\n # plt.imsave(filename, rec.squeeze(), cmap=plt.cm.gray)\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n # cv2.imshow('posture',rec)\n # cv2.waitKey(0)\n print np.mean(np.array(speed_class),axis=0)\n print np.mean(np.array(KA_class),axis=0)\n print np.mean(np.array(or_class),axis=0)\n<<<<<<< HEAD\n\n\ndef raw_feature_classification(n_minute,feature_p_n_minute, l_per_participant):\n\n ## feature and label vectors with all data ##\n start = 0\n labels_data = np.zeros((n_minute.shape[0],1),dtype=int)\n for i_p in xrange(0, len(feature_p_n_minute)):\n for i in xrange(0,len(feature_p_n_minute[i_p])):\n labels_data[start+i,0] = int(l_per_participant[i_p])\n\n start += len(feature_p_n_minute[i_p])\n\n ##\n\n ### AE posture vs RAW angle posture##\n #hot_key_a = n_minute[:, :30]\n # sk_angles = n_minute[:, 30:72]\n # posture_AE = n_minute[:, 72:]\n #\n # n_minute = np.hstack((hot_key_a, posture_AE))\n # print n_minute.shape\n ####\n\n ## feature and label vector all participants but one ##\n # r_list=[]\n # start = 0\n # for i_p in xrange(0, len(feature_p_n_minute)):\n # print '## subject: ',i_p\n # test_p = n_minute[start:(start+len(feature_p_n_minute[i_p]))]\n # label_p = labels_data[start:(start+len(feature_p_n_minute[i_p]))]\n #\n # train_ps = np.vstack((n_minute[:start,:], n_minute[start+len(feature_p_n_minute[i_p]):,:]))\n # label_ps = np.vstack((labels_data[:start], labels_data[start+len(feature_p_n_minute[i_p]):,:]))\n #\n # model = KNeighborsClassifier(n_neighbors=3, n_jobs=-1, weights='distance').fit(train_ps, label_ps.ravel())\n # # model = svm.NuSVC(nu=0.5,decision_function_shape='ovr',class_weight={1:10,3:.5}).fit(X_train, y_train)#nu=0.05, ,class_weight={1:10,3:.5}\n #\n # y_pred = model.predict(test_p)\n # #print classification_report(label_p, y_pred)\n # #print accuracy_score(label_p,y_pred)\n # r = precision_recall_fscore_support(label_p,y_pred,average='weighted')\n # r_list.append(r[2])\n #\n #\n # start += len(feature_p_n_minute[i_p])\n #\n # print np.mean(np.array(r_list))\n ###\n\n\n ### try 2 clusters classification ##\n # idx = np.where(labels_data==1)\n # labels_data = np.delete(labels_data,idx,axis=0)\n # n_minute = np.delete(n_minute,idx,axis=0)\n\n # for l in range(0,len(labels_data)):\n # if labels_data[l]==1:\n # labels_data[l]=3\n ###########\n\n\n\n #print X_train.shape\n for i in range(0,5):\n X_train, X_test, y_train, y_test = train_test_split(n_minute, labels_data.ravel(), test_size=0.1)\n #model = svm.NuSVC(nu=0.5,decision_function_shape='ovr',class_weight={1:10,3:.5}).fit(X_train, y_train)#nu=0.05, ,class_weight={1:10,3:.5}\n #model = RandomForestClassifier(class_weight={1:10,3:.5}).fit(X_train, y_train)\n model = KNeighborsClassifier(n_neighbors=2, n_jobs=-1,weights='distance').fit(X_train, y_train)\n #data_organizer.save_matrix_pickle(model,'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/svm_2sec_2general_cluster.txt')\n y_pred = model.predict(X_test)\n\n #print y_pred\n #print y_test\n print 'acc training: ', accuracy_score(y_train[:500], model.predict(X_train[:500]))\n #print precision_recall_fscore_support(y_test, y_pred, average='weighted')\n print classification_report(y_test, y_pred)\n\n\n #check_decision_functions_and_save_samples(model,X_train)\n=======\n a = np.mean(np.array(sk_angles_list),axis=0)\n for i in a:\n for ii in i:\n print (\"%.4f\" % ii),\n\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n\ndef check_samples_in_clusters(data,y_tr, kmean_centers, save_img):\n\n<<<<<<< HEAD\n newpath = 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/posture/posture_50clusters_allTasks/'\n\n AE_weights_level_1 = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/deep_AE_900_225_weights_008hd1_noNoise.txt')\n=======\ndef raw_feature_classification(n_minute,feature_p_n_minute, l_per_participant):\n\n ## feature and label vectors with all data ##\n start = 0\n labels_data = np.zeros((n_minute.shape[0],1),dtype=int)\n for i_p in xrange(0, len(feature_p_n_minute)):\n for i in xrange(0,len(feature_p_n_minute[i_p])):\n labels_data[start+i,0] = int(l_per_participant[i_p])\n\n start += len(feature_p_n_minute[i_p])\n\n ##\n\n ### AE posture vs RAW angle posture##\n # hot_key_a = n_minute[:, :30]\n # sk_angles = n_minute[:, 30:72]\n # posture_AE = n_minute[:, 72:]\n #\n # n_minute = np.hstack((hot_key_a, posture_AE))\n # print n_minute.shape\n ####\n\n ## feature and label vector all participants but one ##\n # r_list=[]\n # start = 0\n # for i_p in xrange(0, len(feature_p_n_minute)):\n # print '## subject: ',i_p\n # test_p = n_minute[start:(start+len(feature_p_n_minute[i_p]))]\n # label_p = labels_data[start:(start+len(feature_p_n_minute[i_p]))]\n #\n # train_ps = np.vstack((n_minute[:start,:], n_minute[start+len(feature_p_n_minute[i_p]):,:]))\n # label_ps = np.vstack((labels_data[:start], labels_data[start+len(feature_p_n_minute[i_p]):,:]))\n #\n # model = KNeighborsClassifier(n_neighbors=3, n_jobs=-1, weights='distance').fit(train_ps, label_ps.ravel())\n # # model = svm.NuSVC(nu=0.5,decision_function_shape='ovr',class_weight={1:10,3:.5}).fit(X_train, y_train)#nu=0.05, ,class_weight={1:10,3:.5}\n #\n # y_pred = model.predict(test_p)\n # #print classification_report(label_p, y_pred)\n # #print accuracy_score(label_p,y_pred)\n # r = precision_recall_fscore_support(label_p,y_pred,average='weighted')\n # r_list.append(r[2])\n #\n #\n # start += len(feature_p_n_minute[i_p])\n #\n # print np.mean(np.array(r_list))\n ###\n\n\n ### try 2 clusters classification ##\n # idx = np.where(labels_data==1)\n # labels_data = np.delete(labels_data,idx,axis=0)\n # n_minute = np.delete(n_minute,idx,axis=0)\n\n # for l in range(0,len(labels_data)):\n # if labels_data[l]==1:\n # labels_data[l]=3\n ###########\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n for cluster_class in range(50):\n\n print cluster_class\n\n<<<<<<< HEAD\n ##get activation for the current class\n index_samples = np.where(y_tr == cluster_class)[0]\n\n activation_current_class = data[index_samples]\n # activation_current_class_t = matrix_act_transf[index_samples]\n\n ######take the n closest samples #######\n ##compute the distance between activantion of current cluster and its cluster center\n d = cdist(activation_current_class, kmean_centers[cluster_class].reshape((1, -1)))\n closest_samples = np.sort(d, axis=0)[:3]\n index_min = [np.where(d == c_s) for c_s in closest_samples]\n activation_closest_samples = [activation_current_class[i_m[0][0]] for i_m in index_min]\n #######\n\n mean_rec = np.zeros((120, 120))\n for i_sample, sample_current_class in enumerate(activation_closest_samples):\n\n if np.sum(sample_current_class) == 0: continue\n\n sample_current_class = sample_current_class.reshape((16, AE_weights_level_1[0][1].shape[1]))\n\n for i_s_c in xrange(0, len(sample_current_class)):\n # rec_space = np.dot(sample_current_class[i_s_c], AE_weight_layer1[0][0].T)\n # rec = sigmoid_function(rec_space + AE_weight_layer1[2]).reshape((120,120))\n\n ##deep AE\n rec_deep = sigmoid_function(\n (np.dot(sample_current_class[i_s_c], AE_weights_level_1[0][1].T)) + AE_weights_level_1[3])\n rec = sigmoid_function((np.dot(rec_deep, AE_weights_level_1[0][0].T)) + AE_weights_level_1[4]).reshape(\n (120, 120))\n\n # mean_rec += rec\n\n ##Show\n # imgplot = plt.imshow(rec.squeeze(), cmap=plt.cm.gray)\n # plt.show()\n\n ##Save\n if save_img:\n if not os.path.exists(newpath):\n os.makedirs(newpath)\n filename = newpath + str(cluster_class) + '_' + str(i_sample) + '_' + str(i_s_c) + '.jpg'\n # mean_imgs_cluster = cv2.resize(mean_imgs_cluster,(54,54),interpolation= cv2.INTER_LINEAR)\n plt.imsave(filename, rec.squeeze(), cmap=plt.cm.gray)\n\n\n\ndef dist_skeleton_angles_features(sk_f):\n orientation_intervals = [[range(0, 45)], [range(45, 90)], [range(90, 135)], [range(135, 180)], [range(180, 225)],\n [range(225, 270)], [range(270, 315)], [range(315, 360)]]\n\n # labels_angles = np.zeros((sk_f.shape[0], 7), dtype=int)\n # for i_sk,sk in enumerate(sk_f):\n # sk = sk.reshape((7,6))[:,3]\n #\n # for i_v, v in enumerate(sk):\n # for i_o, o in enumerate(orientation_intervals):\n # if int(v) in o[0]:\n # labels_angles[i_sk, i_v] = i_o\n=======\n #print X_train.shape\n #for i in range(0,5):\n X_train, X_test, y_train, y_test = train_test_split(n_minute, labels_data.ravel(), test_size=0.1)\n #model = svm.NuSVC(nu=0.5,decision_function_shape='ovr',class_weight={1:10,3:.5}).fit(X_train, y_train)#nu=0.05, ,class_weight={1:10,3:.5}\n #model = RandomForestClassifier(class_weight={1:10,3:.5}).fit(X_train, y_train)\n model = KNeighborsClassifier(n_neighbors=3, n_jobs=-1,weights='distance').fit(X_train, y_train)\n #data_organizer.save_matrix_pickle(model,'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/svm_2sec_2general_cluster.txt')\n y_pred = model.predict(X_test)\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n #print y_pred\n #print y_test\n print 'acc training: ', accuracy_score(y_train[:500], model.predict(X_train[:500]))\n #print precision_recall_fscore_support(y_test, y_pred, average='weighted')\n print classification_report(y_test, y_pred)\n\n\n check_decision_functions_and_save_samples(model,X_train)\n\n ## discretize in 8 angles all the data\n sk_f_reshape = sk_f.reshape((sk_f.shape[0] * 7, 6))\n data = sk_f_reshape[:,3]\n #hist_fr = np.zeros((1,int(np.max(data))+1),dtype=int)\n hist_fr = np.zeros((1,len(orientation_intervals)),dtype=int)\n labels_angles = np.zeros((1, data.shape[0]), dtype=int)\n for i_v,v in enumerate(data):\n for i_o, o in enumerate(orientation_intervals):\n if int(v) in o[0]:\n hist_fr[0,i_o] +=1\n labels_angles[0, i_v] = i_o\n break\n\n print np.mean(data)\n # plt.bar(range(0,hist_fr.shape[1]),hist_fr[0])\n # plt.show()\n ##\n\n ## reshape every row contains label for each joint ##\n labels_angles = labels_angles.reshape((labels_angles.shape[1] / 7, 7))\n\n<<<<<<< HEAD\n return labels_angles\n=======\n\n\n\n\n\n\n\n\ndef main_laban_posture_RAW():\n features_participants_orig_1 = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/experiment_upperBody_pathPlanning/RAWpostureUpperBody_path_features_2sec_skeletonF.txt')#'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/experiment_upperBody_pathPlanning/pca_RAWpostureUpperBody_path_features.txt')\n features_participants_orig_2 = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Desktop/data_recordings_master/data_personality/RAWpostureUpperBody_path_features_master_2sec_skeletonF.txt') #'C:/Users/dario.dotti/Desktop/data_recordings_master/data_personality/pca_RAWpostureUpperBody_path_features_master.txt')\n features_participants_orig = features_participants_orig_1 + features_participants_orig_2\n\n ##\n\n ## separate feature vector again to see what is more informative ##\n #features_participants_3 = np.concatenate(features_participants_orig,axis=0)\n # hot = features_participants_3[:, :24]\n # key_areas = features_participants_3[:,24:30]\n #posture = features_participants_3[:,30:130]\n\n # #\n # start = 0\n # f_participant = []\n # for i_p in range(0, len(features_participants_orig)):\n # f_participant.append(posture[start:(start + len(features_participants_orig[i_p]))])\n # start += len(features_participants_orig[i_p])\n\n ##\n\n ##concatenate features to form n_minute feature vectors\n # t = 3\n # feature_p_n_minute=[]\n # for p in features_participants_orig:\n # n_minute_p = []\n # for n_slice in range(0, len(p) - (t-1), t/2):\n # n_minute_p.append(p[n_slice:(n_slice + t)].reshape((1,-1)))\n # feature_p_n_minute.append(np.concatenate(n_minute_p,axis=0))\n\n feature_p_n_minute = features_participants_orig\n n_minute = np.concatenate(feature_p_n_minute,axis=0)\n\n #print n_minute.shape\n\n #pca_on_data(n_minute)\n\n ### clustering on data ###\n #hs.determine_number_k_kMeans(n_minute)\n\n #Z = hierarchy.linkage(n_minute, method='average', metric='euclidean')\n # check if metric preserve original distance\n #c, coph_dists = cophenet(Z, pdist(n_minute))\n #print c\n #y_tr = hierarchy.fcluster(Z, 5,criterion=\"distance\") #cosine = 0.5\n #\n # ##print y_tr\n #print Counter(y_tr)\n # data_organizer.save_matrix_pickle(y_tr,'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/label_features_clustering.txt')\n\n\n #y_tr = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/label_features_clustering.txt')\n ##\n\n #### classification on data #######\n l_per_participant = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/clusters_on_pearson_corr_personality_scores.txt')\n\n extrovert_label_per_p =[2, 0, 1, 0, 2, 2, 1, 1, 2, 1, 2, 1, 0, 1, 1, 1, 0, 2, 2, 2, 2, 1, 1, 2, 2, 0, 2, 0, 1, 0, 0, 1, 1, 2, 1, 0, 2, 1, 0, 1, 0, 0, 1, 2, 0, 1]\n consc_label_per_p = [2, 2, 1, 2, 2, 2, 2, 1, 0, 2, 2, 0, 1, 0, 1, 2, 1, 0, 2, 0, 1, 0, 2, 1, 2, 1, 0, 1, 0, 2, 0, 2, 2, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 2]\n nevrotic_label_per_p = [0, 2, 1, 1, 1, 2, 2, 1, 0, 0, 2, 2, 2, 1, 2, 0, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 0, 0, 1, 1, 1, 2, 2, 2, 0, 1, 1, 0, 1, 0]\n\n\n ## baseline classifications\n raw_feature_classification(n_minute, feature_p_n_minute, l_per_participant)\n\n #bow_on_features(f_participant, y_tr, l_per_participant)\n\n ##\n\n\n\ndef main_laban_posture_ID():\n features_participants_orig = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/experiment_upperBody_pathPlanning/IDpostureUpperBody_path_features.txt')\n\n #features_participants = np.concatenate(features_participants_orig, axis=0)\n #n_minute = features_participants[:,:30]\n #posture_l = features_participants[:,30:]\n\n ## compare the first n minute ##\n n_minute = [np.array(p[:20]).reshape((1,-1)) for p in features_participants_orig]\n n_minute = np.concatenate(n_minute,axis=0)\n n_minute_similarity = np.concatenate([cdist(p[:20].reshape((1,-1)), n_minute, 'cosine') for p in features_participants_orig],axis=0)\n ##\n\n\n Z = hierarchy.linkage(n_minute, method='average', metric='cosine')\n #check if metric preserve original distance\n c, coph_dists = cophenet(Z, pdist(n_minute))\n #print c\n y_tr = hierarchy.fcluster(Z, 0.2, criterion=\"distance\")\n\n\n #y_tr = m_s.(n_minute)\n #print y_tr\n #print Counter(y_tr)\n\n\n # X_train, X_test, y_train, y_test = train_test_split(n_minute,posture_l.reshape((-1,1)),test_size=0.1)\n # ##since agglomerative clustering doesnt have predict I use svm with the cluster labels for classification\n # clf = svm.LinearSVC().fit(X_train, y_train)\n # y_prediction = clf.predict(X_test)\n # print accuracy_score(y_test,y_prediction)\n\n\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n\n\n\n\n\ndef main_laban_posture_RAW():\n ## load features from determined tasks\n # features_participants_orig_1 = data_organizer.load_matrix_pickle(\n # 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/experiment_upperBody_pathPlanning/RAWpostureUpperBody_path_features_2sec_skeletonF_task45.txt')#'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/experiment_upperBody_pathPlanning/pca_RAWpostureUpperBody_path_features.txt')\n # features_participants_orig_2 = data_organizer.load_matrix_pickle(\n # 'C:/Users/dario.dotti/Desktop/data_recordings_master/data_personality/RAWpostureUpperBody_path_features_master_2sec_skeletonF_task45.txt') #'C:/Users/dario.dotti/Desktop/data_recordings_master/data_personality/pca_RAWpostureUpperBody_path_features_master.txt')\n # features_participants_orig = features_participants_orig_1 + features_participants_orig_2\n # del features_participants_orig[44]\n ## load features from all tasks\n features_participants_orig = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/experiment_upperBody_pathPlanning/RAWpostureUpperBody_path_features_2sec_skeletonF_task0123.txt')\n\n ##\n\n ## separate feature vector again to see what is more informative ##\n features_participants_3 = np.concatenate(features_participants_orig,axis=0)\n #hot_keyA = features_participants_3[:, :30]\n sk_f = features_participants_3[:, 30:72]\n #posture = features_participants_3[:,72:]\n #print posture.shape\n # #\n # start = 0\n # f_participant = []\n # for i_p in range(0, len(features_participants_orig)):\n # f_participant.append(posture[start:(start + len(features_participants_orig[i_p]))])\n # start += len(features_participants_orig[i_p])\n\n ##\n\n ## visualize distribution of skeleton features ##\n labels_angles = dist_skeleton_angles_features(sk_f)\n #data_organizer.save_matrix_pickle(labels_angles,'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/posture/Temporal_dynamics_exp/labels_angles_task0123.txt')\n ##\n\n\n ### clustering on posture data ###\n ## kmeans\n # posture = posture.reshape(posture.shape[0],posture.shape[1])\n # #hs.determine_number_k_kMeans(posture)\n # my_kmeans = KMeans(n_clusters= 50,n_jobs= -1).fit(posture)\n # y_tr = my_kmeans.predict(posture)\n # cc = my_kmeans.cluster_centers_\n # #check_samples_in_clusters(posture,y_tr,cc,save_img=1)\n # data_organizer.save_matrix_pickle(my_kmeans,\n # 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/posture/kmeans_50_posture_allTasks.txt')\n ##hierarchical cl\n #Z = hierarchy.linkage(posture, method='average', metric='euclidean')\n # check if metric preserve original distance\n #c, coph_dists = cophenet(Z, pdist(posture))\n #print c\n #y_tr = hierarchy.fcluster(Z, 10,criterion=\"distance\") #cosine = 0.5\n #\n # ##print y_tr\n #print Counter(y_tr)\n ##\n\n #### classification on data #######\n #n_minute = np.concatenate(features_participants_orig, axis=0)\n #\n #l_per_participant = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/clusters_on_pearson_corr_personality_scores.txt')\n #\n # extrovert_label_per_p =[2, 0, 1, 0, 2, 2, 1, 1, 2, 1, 2, 1, 0, 1, 1, 1, 0, 2, 2, 2, 2, 1, 1, 2, 2, 0, 2, 0, 1, 0, 0, 1, 1, 2, 1, 0, 2, 1, 0, 1, 0, 0, 1, 2, 0, 1]\n # consc_label_per_p = [2, 2, 1, 2, 2, 2, 2, 1, 0, 2, 2, 0, 1, 0, 1, 2, 1, 0, 2, 0, 1, 0, 2, 1, 2, 1, 0, 1, 0, 2, 0, 2, 2, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 2]\n # nevrotic_label_per_p = [0, 2, 1, 1, 1, 2, 2, 1, 0, 0, 2, 2, 2, 1, 2, 0, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 0, 0, 1, 1, 1, 2, 2, 2, 0, 1, 1, 0, 1, 0]\n #\n #\n # ## baseline classifications\n #raw_feature_classification(n_minute, features_participants_orig, l_per_participant)\n\n #bow_on_features(f_participant, y_tr, l_per_participant)\n\n ##\n\n\ndef main_laban_posture_ID():\n cl_model_posture = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/posture/kmeans_50_posture_allTasks.txt')\n\n features_participants_orig = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/experiment_upperBody_pathPlanning/RAWpostureUpperBody_path_features_2sec_skeletonF_ALLTASKS.txt') # 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_data_cleaning/posture_data/upperBody/experiment_upperBody_pathPlanning/pca_RAWpostureUpperBody_path_features.txt')\n # features_participants_orig_2 = data_organizer.load_matrix_pickle(\n # 'C:/Users/dario.dotti/Desktop/data_recordings_master/data_personality/RAWpostureUpperBody_path_features_master_2sec_skeletonF_ALLTASKS.txt') # 'C:/Users/dario.dotti/Desktop/data_recordings_master/data_personality/pca_RAWpostureUpperBody_path_features_master.txt')\n # features_participants_orig = features_participants_orig_1 + features_participants_orig_2\n\n l_per_participant = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/data_for_personality_exp/after_2_data_recording/clusters_on_pearson_corr_personality_scores.txt')\n\n\n\n ## separate feature vector again to see what is more informative ##\n features_participants_3 = np.concatenate(features_participants_orig, axis=0)\n # hot_keyA = features_participants_3[:, :30]\n skeleton_angles = features_participants_3[:, 30:72]\n posture = features_participants_3[:, 72:]\n print posture.shape\n\n ## feature and label vectors with all data ##\n start = 0\n labels_data = np.zeros((posture.shape[0], 1), dtype=int)\n for i_p in xrange(0, len(features_participants_orig)):\n for i in xrange(0, len(features_participants_orig[i_p])):\n labels_data[start + i, 0] = int(l_per_participant[i_p])\n\n start += len(features_participants_orig[i_p])\n\n labels_data = labels_data.ravel()\n y_tr = cl_model_posture.predict(posture)\n\n\n ## visualize posture distribution ##\n hist = np.zeros((3, 50))\n for pers_label in xrange(1, 4):\n for i_l in xrange(0, len(y_tr)):\n if labels_data[i_l] == pers_label: hist[(pers_label - 1), y_tr[i_l]] += 1\n fig = plt.figure()\n ax = fig.add_subplot(111)\n\n width = 0.25\n ind = np.arange(0, 50)\n\n ##normalized heights\n rect1 = plt.bar(ind, hist[0,:]/len(np.where(labels_data==1)[0]), width)\n rect2 = plt.bar(ind+width, hist[1, :]/len(np.where(labels_data==2)[0]), width, color='red')\n rect3 = plt.bar(ind+(width*2), hist[2, :]/len(np.where(labels_data==3)[0]), width, color='green')\n\n ax.legend((rect1[0], rect2[0], rect3[0]), ('class1', 'class2','class3'), fontsize=11)\n ax.set_xticks(ind + width)\n ax.set_xticklabels(ind)\n plt.show()\n ###\n\n ## check posture differences using skeleton raw angles ##\n for pers_label in xrange(1,4):\n print pers_label\n angles_per_cl = []\n for i_l in xrange(0,len(y_tr)):\n if labels_data[i_l] == pers_label:\n angles_per_cl.append(skeleton_angles[i_l])\n\n ## show mean per joints ##\n ## matrix 7 joints x 6 stat of angles\n angles_per_cl = np.array(angles_per_cl).reshape((7*len(angles_per_cl),6))\n\n for i_joint in xrange(7):\n joint_stat = []\n for i_value in xrange(i_joint,angles_per_cl.shape[0],7):\n joint_stat.append(angles_per_cl[i_value])\n print np.mean(np.array(joint_stat),axis=0)\n\n\n\nif __name__ == '__main__':\n<<<<<<< HEAD\n #main_laban_posture_RAW()\n main_laban_posture_ID()\n=======\n #main_laban_posture_ID()\n main_laban_posture_RAW()\n>>>>>>> 9348384985d2847c272133ff77ce6181ca1fa082\n" }, { "alpha_fraction": 0.5839822888374329, "alphanum_fraction": 0.6154479384422302, "avg_line_length": 39.09136962890625, "blob_id": "f07fdae5c080fa9b3af6fd36eaf2ccf3239634d7", "content_id": "7cfbff6b083cab074d1a1f7f9ea4155ea2bb3934", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 15795, "license_type": "no_license", "max_line_length": 170, "num_lines": 394, "path": "/demo_pecs_review.py", "repo_name": "Zumbalamambo/behavior_understanding_indoor_dataset", "src_encoding": "UTF-8", "text": "from sklearn.linear_model import LogisticRegression\nimport numpy as np\nimport cv2\nimport matplotlib\nmatplotlib.use('TkAgg')\nfrom matplotlib.backends.backend_tkagg import FigureCanvasTkAgg\n\nimport matplotlib.pyplot as plt\n\nfrom collections import Counter\nimport threading\nimport time\n\nimport multiprocessing\nfrom datetime import datetime as dt\n\nfrom Tkinter import *\n\nimport PIL\nfrom PIL import ImageTk, Image\n\n\nimport data_organizer\nimport video_traj\nimport ambient_sensors\n\n\n#scene = np.ones((414,512),dtype=np.uint8)\nscene = cv2.imread('C:/Users/dario.dotti/Pictures/taj_dataset_wandering/WANDERING_PECS/pecs_room.png')\n\n#Create a window\nwindow=Tk()\nwindow.title('Abnormal Behavior Detector')\n\n\ndef draw_joints_and_tracks(body_points,current_time_shared):\n # make the thread wait for the other\n time.sleep(5.5)\n\n color = (0, 0, 255)\n\n # draw line between joints\n thickness = 3\n line_color = (19, 19, 164)\n\n ##check patches are correct\n # for i_rect, rect in enumerate(scene_patches):\n # cv2.rectangle(scene, (int(rect.vertices[1][0]), int(rect.vertices[1][1])),\n # (int(rect.vertices[3][0]), int(rect.vertices[3][1])), (0, 0, 0))\n #\n # ## write number of patch on img\n # cv2.putText(scene, str(i_rect), (int(rect.vertices[1][0]) + 10, int(rect.vertices[1][1]) + 20),\n # cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 0, 0), 2)\n\n for n_frame, traj_body_joints in enumerate(body_points):\n\n temp_img = scene.copy()\n\n # get recording time and make it as current time\n current_time = dt.strptime(traj_body_joints[0,1].split('.')[0], '%Y-%m-%d %H:%M:%S')\n current_time_shared.put(current_time)\n\n # draw joints\n #print n_frame\n\n # first position skipped cause there are other info stored\n try:\n # torso\n cv2.line(temp_img, (int(float(traj_body_joints[4, 0])), int(float(traj_body_joints[4, 1]))),\n (int(float(traj_body_joints[3, 0])), int(float(traj_body_joints[3, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[3, 0])), int(float(traj_body_joints[3, 1]))),\n (int(float(traj_body_joints[2, 0])), int(float(traj_body_joints[2, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[2, 0])), int(float(traj_body_joints[2, 1]))),\n (int(float(traj_body_joints[1, 0])), int(float(traj_body_joints[1, 1]))), line_color, thickness)\n # shoulder\n cv2.line(temp_img, (int(float(traj_body_joints[21, 0])), int(float(traj_body_joints[21, 1]))),\n (int(float(traj_body_joints[9, 0])), int(float(traj_body_joints[9, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[21, 0])), int(float(traj_body_joints[21, 1]))),\n (int(float(traj_body_joints[5, 0])), int(float(traj_body_joints[5, 1]))), line_color, thickness)\n # hips\n cv2.line(temp_img, (int(float(traj_body_joints[1, 0])), int(float(traj_body_joints[1, 1]))),\n (int(float(traj_body_joints[17, 0])), int(float(traj_body_joints[17, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[1, 0])), int(float(traj_body_joints[1, 1]))),\n (int(float(traj_body_joints[13, 0])), int(float(traj_body_joints[13, 1]))), line_color, thickness)\n # right arm\n cv2.line(temp_img, (int(float(traj_body_joints[9, 0])), int(float(traj_body_joints[9, 1]))),\n (int(float(traj_body_joints[10, 0])), int(float(traj_body_joints[10, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[10, 0])), int(float(traj_body_joints[10, 1]))),\n (int(float(traj_body_joints[11, 0])), int(float(traj_body_joints[11, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[11, 0])), int(float(traj_body_joints[11, 1]))),\n (int(float(traj_body_joints[12, 0])), int(float(traj_body_joints[12, 1]))), line_color, thickness)\n # left arm\n cv2.line(temp_img, (int(float(traj_body_joints[5, 0])), int(float(traj_body_joints[5, 1]))),\n (int(float(traj_body_joints[6, 0])), int(float(traj_body_joints[6, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[6, 0])), int(float(traj_body_joints[6, 1]))),\n (int(float(traj_body_joints[7, 0])), int(float(traj_body_joints[7, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[7, 0])), int(float(traj_body_joints[7, 1]))),\n (int(float(traj_body_joints[8, 0])), int(float(traj_body_joints[8, 1]))), line_color, thickness)\n\n # left leg\n cv2.line(temp_img, (int(float(traj_body_joints[13, 0])), int(float(traj_body_joints[13, 1]))),\n (int(float(traj_body_joints[14, 0])), int(float(traj_body_joints[14, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[14, 0])), int(float(traj_body_joints[14, 1]))),\n (int(float(traj_body_joints[15, 0])), int(float(traj_body_joints[15, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[15, 0])), int(float(traj_body_joints[15, 1]))),\n (int(float(traj_body_joints[16, 0])), int(float(traj_body_joints[16, 1]))), line_color, thickness)\n # right leg\n cv2.line(temp_img, (int(float(traj_body_joints[17, 0])), int(float(traj_body_joints[17, 1]))),\n (int(float(traj_body_joints[18, 0])), int(float(traj_body_joints[18, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[18, 0])), int(float(traj_body_joints[18, 1]))),\n (int(float(traj_body_joints[19, 0])), int(float(traj_body_joints[19, 1]))), line_color, thickness)\n cv2.line(temp_img, (int(float(traj_body_joints[19, 0])), int(float(traj_body_joints[19, 1]))),\n (int(float(traj_body_joints[20, 0])), int(float(traj_body_joints[20, 1]))), line_color, thickness)\n\n if n_frame > 1:\n for i, joint in enumerate(traj_body_joints):\n if i == 0:\n continue\n cv2.circle(temp_img, (int(float(joint[0])), int(float(joint[1]))), 2, color, -1)\n if i == 3 and n_frame > 0:\n ##draw trajectories\n cv2.circle(scene, (int(float(joint[0])), int(float(joint[1]))), 2, color, -1)\n else:\n ##draw joint\n cv2.circle(temp_img, (int(float(joint[0])), int(float(joint[1]))), 2, color, -1)\n\n cv2.imshow('hospital room', temp_img)\n cv2.waitKey(1)\n else:\n cv2.imshow('hospital room', temp_img)\n cv2.waitKey(0)\n\n\n except:\n print 'traj coordinates not available'\n continue\n\n\ndef plot_classifier_confidence(task,cluster_model,keys_labels,lr,q):\n ##plotting confidence classifier on bow\n time.sleep(8.5)\n hist = np.zeros((1,len(keys_labels)))\n\n x_axis = 0\n\n ##every two second create a sample cluster it and create an hist\n for n_slice,two_mins_slice in enumerate(task):\n\n similar_word= cluster_model.predict(np.array(two_mins_slice).reshape(1,-1))\n\n index = np.where(similar_word == keys_labels)[0]\n\n hist[0][index] +=1\n pred = lr.predict(hist)\n\n print pred\n\n conf_confusion = np.max([lr.decision_function(hist)[0][0],lr.decision_function(hist)[0][2]])\n conf_repetitive = lr.decision_function(hist)[0][3]\n conf_adl = np.max([lr.decision_function(hist)[0][1],lr.decision_function(hist)[0][4],lr.decision_function(hist)[0][5]])\n\n\n q.put(['cc',conf_confusion,conf_repetitive,conf_adl,n_slice,x_axis])\n x_axis+=1\n\n time.sleep(2)\n\n #plt.pause(100)\n\n\ndef basic_plot():#Function to create the base plot, make sure to make global the lines, axes, canvas and any part that you would want to update later\n\n global ax_conf,ax_as,canvas,rect_open,rect_close,warning_img,emergency_img,normal_img,notification_icon,notification_text\n\n ##initialize figures\n main_fig = plt.figure()\n #ax_as = main_fig.add_subplot(212)\n ax_conf = main_fig.add_subplot(111)\n\n\n ##canvas in the main window\n canvas = FigureCanvasTkAgg(main_fig, master=window)\n canvas.show()\n ##in case of widget\n #canvas.get_tk_widget().pack(side=TOP, fill=BOTH, expand=1)\n\n ##pack place the plot automatically, using place we can specify x,y\n #canvas._tkcanvas.pack(side=TOP, fill=BOTH, expand=1)\n canvas._tkcanvas.place(x=80,y=20)\n\n\n ##inizialize plot of confidence of classifier\n ax_conf.axis([0,60,-10,20])\n ax_conf.plot(0,0)\n ax_conf.plot(0,0)\n ax_conf.plot(0,0)\n ax_conf.set_title('classifier confidence')\n\n\n ##initialize bar plot of ambient sensor\n #sensor = ['maindoor','toilet','livingroom']\n #ind = np.arange(len(sensor))\n #width = 0.2\n\n #ax_as.axis([-0.5,3,0,10])\n #ax_as.set_xticks(ind+width)\n #ax_as.set_xticklabels(sensor)\n\n #fake data except maindoor\n #activation_open =[0,5,6]\n #activation_close=[0,5,5]\n\n #bar charts\n #rect_open = ax_as.bar(ind, activation_open,width,color='red')\n #rect_close = ax_as.bar(ind+width, activation_close,width,color='blue')\n #ax_as.legend((rect_open[0],rect_close[1]),('door open','door close'),fontsize=9)\n #ax_as.set_title('ambient sensor')\n\n ##initialize notification icons and text\n warning_img = PIL.ImageTk.PhotoImage(PIL.Image.open('C:/Users/dario.dotti/Documents/data_for_demo/icon_warning_call_relative.png'))\n emergency_img = PIL.ImageTk.PhotoImage(PIL.Image.open('C:/Users/dario.dotti/Documents/data_for_demo/icon_emergency_call_doctors.png'))\n normal_img = PIL.ImageTk.PhotoImage(PIL.Image.open('C:/Users/dario.dotti/Documents/data_for_demo/house_daily_activity.png'))\n\n notification_icon = Label(window, image=warning_img)\n notification_text = Label(window, text='Calling the stakeholders')\n\n notification_title = Label(window, text='NOTIFICATION')\n notification_title.place(x=350, y=510)\n\n\ndef update_figures_in_threads(q):\n\n try:#Try to check if there is data in the queue\n result=q.get_nowait()\n\n if result !='Q':\n\n if result[0] == 'cc':\n print result\n\n ax_conf.plot(result[5],result[1],'r^',label='confusion')\n ax_conf.plot(result[5],result[2],'b^',label='repetitive')\n ax_conf.plot(result[5],result[3],'g^',label='normal activity')\n\n #draw the legend only once\n if result[4]==0:\n ax_conf.legend(loc='upper left',fontsize=9)\n\n ##show notification images\n\n if max([result[1], result[2], result[3]]) == result[3]:\n ##normal activity\n ##show img without waiting for the threshold\n update_notification_icons('normal_act')\n\n else:\n ##confusion or ripetitive\n ##show img only if higher than threshold\n #if 2<result[1]< 3 or 2<result[2]< 3: update_notification_icons('warning')\n if result[1]> 3 or result[2]> 3: update_notification_icons('emergency')\n\n\n\n canvas.draw()\n window.after(10, update_figures_in_threads, q)\n\n\n #elif result[0] == 'as':\n #rect_open[0].set_height(result[1][0])\n #rect_close[0].set_height(result[2][0])\n\n #canvas.draw()\n #window.after(10, update_figures_in_threads, q)\n except:\n ##no new input so refresh\n window.after(100, update_figures_in_threads, q)\n\n\ndef update_notification_icons(label_img):\n ##refreshing notification icons\n\n print label_img\n if label_img == 'warning':\n\n notification_icon.configure(image=warning_img)\n notification_icon.image = warning_img\n notification_icon.place(x=320, y=550)\n\n ##text\n notification_text.configure(text='Calling the stakeholders')\n notification_text.place(x=330, y=670)\n\n elif label_img == 'emergency':\n\n notification_icon.configure(image=emergency_img)\n notification_icon.image = emergency_img\n notification_icon.place(x=320, y=550)\n\n ##text\n notification_text.configure(text='Calling the doctors')\n notification_text.place(x=330, y=670)\n\n elif label_img == 'normal_act':\n\n notification_icon.configure(image=normal_img)\n notification_icon.image = normal_img\n notification_icon.place(x=320, y=550)\n\n ##text\n notification_text.configure(text='Normal Activity')\n notification_text.place(x=330, y=670)\n\n\n\n\n\n\ndef main_demo_pecs():\n ##get raw data for displaying\n task_skeleton_data = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/pecs_data_review/skeletons_repetitive_behavior_02082017.txt')\n\n ##HOT features\n HOT_16_subject_6_tasks = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/pecs_data_review/HOT_repetitive_behavior_02082017.txt')\n\n ##BOW computed on HOT\n # bow_data = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/bow_experiment_data/test_PECS/BOW_3_kmeans_16subject_2sec_without_outlier.txt')\n # labels_bow_data = data_organizer.load_matrix_pickle(\n # 'C:/Users/dario.dotti/Documents/bow_experiment_data/test_PECS/BOW_3_kmeans_labels_16subject_2sec_without_outlier.txt')\n bow_data = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/bow_experiment_data/BOW_30_kmeans_16subject_2sec.txt')\n labels_bow_data = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/bow_experiment_data/BOW_30_kmeans_labels_16subject_2sec.txt')\n\n lr = LogisticRegression()\n lr.fit(bow_data, np.ravel(labels_bow_data))\n\n ##cluster data\n # cluster_model = data_organizer.load_matrix_pickle('C:/Users/dario.dotti/Documents/bow_experiment_data/test_PECS/cl_30_kmeans_model_2secWindow_without_outliers.txt')\n # labels_cluster = data_organizer.load_matrix_pickle(\n # 'C:/Users/dario.dotti/Documents/bow_experiment_data/test_PECS/cluster_3_kmeans_word__without_outliers.txt')\n cluster_model = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/bow_experiment_data/cl_30_kmeans_model_2secWindow_newVersion.txt')\n labels_cluster = data_organizer.load_matrix_pickle(\n 'C:/Users/dario.dotti/Documents/bow_experiment_data/cluster_30_kmeans_word_newVersion.txt')\n key_labels = map(lambda x: x[0], labels_cluster)\n\n ##shared variable between threads\n q = multiprocessing.Queue()\n current_time_shared = multiprocessing.Queue()\n\n ##launch different processes in the same time\n display_joints_traj = multiprocessing.Process(target=draw_joints_and_tracks,\n args=(task_skeleton_data, current_time_shared))\n display_confidence_classifier = multiprocessing.Process(target=plot_classifier_confidence, args=(\n HOT_16_subject_6_tasks, cluster_model, key_labels, lr, q))\n\n\n ##Start threads\n display_joints_traj.start()\n display_confidence_classifier.start()\n\n\n ##call plot initializer\n basic_plot()\n update_figures_in_threads(q)\n\n\n ##launch main window loop\n window.geometry('800x700')\n window.mainloop()\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nif __name__ == '__main__':\n main_demo_pecs()" } ]
15
greykoshak/algorithm_sorts
https://github.com/greykoshak/algorithm_sorts
3c7aba31f6444b3ba9af209c81a43492f55c8c7e
072c340d9cfa90b35bd93c412c9e88f0a901dcad
808c4d468abb4b9a459f9a6586be3467e4dc8037
refs/heads/master
2020-05-30T00:02:54.476135
2019-06-02T19:29:22
2019-06-02T19:29:22
189,450,000
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.7250000238418579, "alphanum_fraction": 0.7833333611488342, "avg_line_length": 23.200000762939453, "blob_id": "e3c1f76716bd47d0acaec6bdddec8f5c722d370f", "content_id": "3c7b7325f4223801bf2191d313e3abc1e41d02a6", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 139, "license_type": "no_license", "max_line_length": 63, "num_lines": 5, "path": "/README.md", "repo_name": "greykoshak/algorithm_sorts", "src_encoding": "UTF-8", "text": "# algorithm_sorts\n\n1.sort_buble: сортировка \"пузырьком\"\n\nhttp://qaru.site/questions/515724/fastest-way-to-sort-in-python" }, { "alpha_fraction": 0.597966730594635, "alphanum_fraction": 0.6152187585830688, "avg_line_length": 33.16842269897461, "blob_id": "158b202fa37a9542bb8e67bd2780e8a81eb621ef", "content_id": "0b7284921e80daa50be0be5289a4c184ba9e56ee", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4330, "license_type": "no_license", "max_line_length": 113, "num_lines": 95, "path": "/sort_heapsort.py", "repo_name": "greykoshak/algorithm_sorts", "src_encoding": "UTF-8", "text": "# import logging\n\nimport time\nfrom random import randint\n\n\ndef count_time(func):\n def wrapper(*args, **kwargs):\n start_time = time.time()\n sort_array = func(*args, **kwargs)\n print(\"--- {} элементов: {:.4f} seconds ---\".format(len(sort_array), time.time() - start_time))\n\n return sort_array\n\n return wrapper\n\n\nclass SortHeapsort:\n \"\"\"\n Пирамидальная сортировка (англ. Heapsort, «Сортировка кучей») — алгоритм сортировки, работающий\n в худшем, в среднем и в лучшем случае (то есть гарантированно) за Θ(n log n) операций при\n сортировке n элементов. Может рассматриваться как усовершенствованная сортировка пузырьком, в которой элемент\n всплывает (min-heap) / тонет (max-heap) по многим путям.\n\n Сортировка пирамидой использует бинарное сортирующее дерево. Сортирующее дерево — это такое дерево,\n у которого выполнены условия:\n Каждый лист имеет глубину либо d, либо d-1, d — максимальная глубина дерева.\n Значение в любой вершине не меньше (другой вариант — не больше) значения её потомков.\n Удобная структура данных для сортирующего дерева — такой массив Array, что Array[0] — элемент в\n корне, а потомки элемента Array[i] являются Array[2i+1] и Array[2i+2].\n\n Алгоритм сортировки будет состоять из двух основных шагов:\n 1. Выстраиваем элементы массива в виде сортирующего дерева:\n Array[i]>=Array[2i+1], Array[i]>=Array[2i+2]\n\n при 0 <= i < n/2\n Этот шаг требует O(n) операций.\n\n 2. Будем удалять элементы из корня по одному за раз и перестраивать дерево. То есть на первом\n шаге обмениваем Array[0] и Array[n-1], преобразовываем Array[0], Array[1], … , Array[n-2] в\n сортирующее дерево. Затем переставляем Array[0] и Array[n-2], преобразовываем Array[0],\n Array[1], … , Array[n-3] в сортирующее дерево. Процесс продолжается до тех пор, пока в\n сортирующем дереве не останется один элемент. Тогда Array[0], Array[1], … , Array[n-1] —\n упорядоченная последовательность.\n\n Этот шаг требует O(n*log n) операций.\n\n :param arr: Неотсортированный массив\n :return: Отсортированный массив\n \"\"\"\n\n def __init__(self, arr: list):\n self.arr = arr\n\n def swap(self, i, j):\n self.arr[i], self.arr[j] = self.arr[j], self.arr[i]\n\n def sift_down(self, n, max):\n while True:\n biggest = n\n c1 = 2 * n + 1\n c2 = c1 + 1\n for c in [c1, c2]:\n if c < max and self.arr[c] > self.arr[biggest]:\n biggest = c\n if biggest == n:\n return\n self.swap(n, biggest)\n n = biggest\n\n def heapify(self):\n i = int((len(self.arr) - 1) / 2)\n max = len(self.arr)\n while i >= 0:\n self.sift_down(i, max)\n i -= 1\n\n @count_time\n def heapsort(self):\n self.heapify() # Create heap\n j = len(self.arr) - 1\n while j > 0:\n self.swap(0, j) # Move head of heap to next place in sorted list\n self.sift_down(0, j)\n j -= 1\n return self.arr\n\n\nif __name__ == \"__main__\":\n # generate some integers\n A = [randint(0, 100) for _ in range(100_000)]\n\n print(A)\n heap = SortHeapsort(A)\n print(heap.heapsort()[::-1])\n" }, { "alpha_fraction": 0.6360656023025513, "alphanum_fraction": 0.645901620388031, "avg_line_length": 34.58333206176758, "blob_id": "d3228bbf189f7c1afd87a79c6b9b3ac75f3ab15e", "content_id": "4c6db524cd90eafb8f3e75958a76799a0e560bb3", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2975, "license_type": "no_license", "max_line_length": 113, "num_lines": 60, "path": "/sort_selection.py", "repo_name": "greykoshak/algorithm_sorts", "src_encoding": "UTF-8", "text": "import time\nfrom random import randint\n\n\ndef count_time(func):\n def wrapper(*args, **kwargs):\n start_time = time.time()\n sort_array = func(*args, **kwargs)\n print(\"--- {} элементов: {:.2f} seconds ---\".format(len(sort_array), time.time() - start_time))\n\n return sort_array\n\n return wrapper\n\n\nclass SortSelection:\n \"\"\"\n Сортировка выбором (Selection sort) — алгоритм сортировки. Может быть как устойчивый, так и\n неустойчивый. На массиве из n элементов имеет время выполнения в худшем, среднем и лучшем\n случае Θ(n2)\n Проходим по массиву в поисках максимального элемента. Найденный максимум меняем местами с\n последним элементом. Неотсортированная часть массива уменьшилась на один элемент (не включает\n последний элемент, куда мы переставили найденный максимум). К этой неотсортированной части\n применяем те же действия — находим максимум и ставим его на последнее место в неотсортированной\n части массива. И так продолжаем до тех пор, пока неотсортированная часть массива не уменьшится\n до одного элемента.\n\n :param arr: Неотсортированный массив\n :return: Отсортированный массив\n \"\"\"\n\n def __init__(self, arr: list):\n self.arr = arr\n\n @count_time\n def selection(self):\n for i, e in enumerate(self.arr):\n mn = min(range(i, len(self.arr)), key=self.arr.__getitem__) # Find position of min element\n # Внутри реализован генератор:\n # По всему дипазону вычисляется позиция минимального элемента\n # В функциях min() и max() можно указать необязательный именной параметр key. Ему присваивается\n # одноаргументная функция, которая выполняет какое-то предварительное действие над элементами списка.\n # >>> a = [8,-11,4,2,-5]\n # >>> max(a)\n # 8\n # >>> max(a,key=abs)\n # -11\n\n self.arr[i], self.arr[mn] = self.arr[mn], e\n\n return self.arr\n\n\nif __name__ == \"__main__\":\n # generate some integers\n A = [randint(0, 100) for _ in range(25_000)]\n\n print(A)\n sel = SortSelection(A)\n print(sel.selection()[::-1])\n" }, { "alpha_fraction": 0.645628809928894, "alphanum_fraction": 0.6573165059089661, "avg_line_length": 35.25423812866211, "blob_id": "983d9952161077900056ca62a66dbbbbfb37ce41", "content_id": "4ba4349400514f6818530e9db50b504b1bbd9dd1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3028, "license_type": "no_license", "max_line_length": 120, "num_lines": 59, "path": "/sort_shell.py", "repo_name": "greykoshak/algorithm_sorts", "src_encoding": "UTF-8", "text": "import time\nfrom random import randint\n\n\ndef count_time(func):\n def wrapper(*args, **kwargs):\n start_time = time.time()\n sort_array = func(*args, **kwargs)\n print(\"\\n--- {} элементов: {:.2f} seconds ---\\n\".format(len(sort_array), time.time() - start_time))\n\n return sort_array\n\n return wrapper\n\n\nclass SortShell:\n \"\"\"\n Сортировка Шелла (англ. Shell sort) — алгоритм сортировки, являющийся усовершенствованным вариантом сортировки\n вставками. Идея метода Шелла состоит в сравнении элементов, стоящих не только рядом, но и на определённом расстоянии\n друг от друга. Иными словами — это сортировка вставками с предварительными «грубыми» проходами.\n\n При сортировке Шелла сначала сравниваются и сортируются между собой значения, стоящие один от другого на некотором\n расстоянии d (о выборе значения d см. ниже). После этого процедура повторяется для некоторых\n меньших значений d, а завершается сортировка Шелла упорядочиванием элементов при d=1 (то есть обычной сортировкой\n вставками). Эффективность сортировки Шелла в определённых случаях обеспечивается тем, что элементы «быстрее» встают\n на свои места (в простых методах сортировки, например, пузырьковой, каждая перестановка двух элементов уменьшает\n количество инверсий в списке максимум на 1, а при сортировке Шелла это число может быть больше).\n Лучшая временна́я сложность достигает O(n log^2 n)\n\n :param arr: Неотсортированный массив\n :return: Отсортированный массив\n \"\"\"\n\n def __init__(self, arr: list):\n self.arr = arr\n\n @count_time\n def shell(self):\n inc = len(self.arr) // 2\n\n while inc:\n for i, el in enumerate(self.arr):\n while i >= inc and self.arr[i - inc] > el:\n self.arr[i] = self.arr[i - inc]\n i -= inc\n self.arr[i] = el\n\n inc = 1 if inc == 2 else int(inc * 5.0 / 11)\n\n return self.arr\n\n\nif __name__ == \"__main__\":\n # generate some integers\n A = [randint(0, 100_000) for _ in range(100_000)]\n\n print(A)\n shell = SortShell(A)\n print(shell.shell()[::-1])\n" }, { "alpha_fraction": 0.5909090638160706, "alphanum_fraction": 0.6030024886131287, "avg_line_length": 30.14285659790039, "blob_id": "c9de750224b26b61bf555b332bf474d7eefb6ec6", "content_id": "4157f4a623d49e08c03210eaee28ea37608dab5c", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3063, "license_type": "no_license", "max_line_length": 120, "num_lines": 77, "path": "/sort_quick.py", "repo_name": "greykoshak/algorithm_sorts", "src_encoding": "UTF-8", "text": "import time\nfrom random import randint\n\n\ndef count_time(func):\n def wrapper(*args, **kwargs):\n start_time = time.time()\n sort_array = func(*args, **kwargs)\n print(\"\\n--- {} элементов: {:.2f} seconds ---\\n\".format(len(sort_array), time.time() - start_time))\n\n return sort_array\n\n return wrapper\n\n\nclass SortQuick:\n \"\"\"\n Быстрая сортировка(quicksort, сортировка Хоара): http://aliev.me/runestone/SortSearch/TheQuickSort.html\n\n Один из быстрых известных универсальных алгоритмов сортировки массивов (в среднем O(n log n) обменов при\n упорядочении n элементов), хотя и имеющий ряд недостатков. Например, в худшем случае (на некоторых входных массивах)\n использует время Ω(n2), что, например, хуже, чем сложность в наихудшем случае алгоритма сортировки слиянием.\n\n Функция QuickSort сводит сортировку данного ей массива к разделению (partitioning) этого массива на две группы\n элементов и сортировке этих двух групп по отдельности.\n\n Два дополнительный параметра aL и aR указывают на номер первого и последнего элемента того фрагмента списка, который\n нужно отсортировать (включая эти элементы), то есть элемент сортирует срез A[l:r+1]. Для сортировки всего списка A\n необходимо вызвать QuickSort(A, 0, len(A) – 1).\n\n :param arr: Неотсортированный массив\n :return: Отсортированный массив\n \"\"\"\n\n def __init__(self, arr: list, start: int, end: int):\n self.arr = arr\n self.start = start\n self.end = end\n\n def partition(self, start, end):\n pivot = self.arr[(start + end) // 2]\n i = start\n j = end\n\n while i <= j:\n while self.arr[i] < pivot:\n i += 1\n while self.arr[j] > pivot:\n j -= 1\n if i <= j:\n temp = self.arr[i]\n self.arr[i] = self.arr[j]\n self.arr[j] = temp\n\n i += 1\n j -= 1\n\n return i\n\n @count_time\n def quick_pas(self, start, end):\n if start < end:\n temp = self.partition(start, end)\n\n self.quick_pas(start, temp - 1)\n self.quick_pas(temp, end)\n\n return self.arr\n\n\nif __name__ == \"__main__\":\n # generate some integers\n A = [randint(0, 100_000) for _ in range(100_000)]\n\n print(A)\n quick = SortQuick(A, 0, len(A)-1)\n print(quick.quick_pas(0, len(A)-1)[::-1])\n" }, { "alpha_fraction": 0.6593554019927979, "alphanum_fraction": 0.6669650673866272, "avg_line_length": 36.233333587646484, "blob_id": "46cc1dba75f8b60c2ef41ce0d3ef6d1864f5c0dc", "content_id": "24b4feafb0ed7be971631dd968d5af164552f7b1", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3042, "license_type": "no_license", "max_line_length": 119, "num_lines": 60, "path": "/sort_bubble.py", "repo_name": "greykoshak/algorithm_sorts", "src_encoding": "UTF-8", "text": "# import logging\nimport time\nfrom random import randint\n\n\n# logging.basicConfig(\n# format='[%(asctime)s][LINE:%(lineno)d][%(name)s][%(levelname)s:] %(message)s',\n# datefmt='%Y-%m-%d %H:%M:%S',\n# # filename='log/sorts.log',\n# level=logging.DEBUG)\n# logger = logging.getLogger(__name__)\n# logging.info(\"added %s and %s to get %s\" % (x, y, x + y))\n\n\ndef count_time(func):\n def wrapper(*args, **kwargs):\n start_time = time.time()\n sort_array = func(*args, **kwargs)\n print(\"\\n--- {} элементов: {:.2f} seconds ---\\n\".format(len(sort_array), time.time() - start_time))\n\n return sort_array\n\n return wrapper\n\n\nclass SortBubble:\n \"\"\"\n Сортировка пузырьком - это метод сортировки массивов и списков путем последовательного сравнения и обмена соседних\n элементов, если предшествующий оказывается больше последующего. В процессе выполнения данного алгоритма элементы с\n большими значениями оказываются в конце списка, а элементы с меньшими значениями постепенно перемещаются по\n направлению к началу списка. Образно говоря, тяжелые элементы падают на дно, а легкие медленно всплывают подобно\n пузырькам воздуха.\n В сортировке методом пузырька количество итераций внешнего цикла определяется длинной списка минус единица, так как\n когда второй элемент становится на свое место, то первый уже однозначно минимальный и находится на своем месте.\n Количество итераций внутреннего цикла зависит от номера итерации внешнего цикла, так как конец списка уже\n отсортирован, и выполнять проход по этим элементам смысла нет. Сложность алгоритма: n*n\n\n :param arr: Неотсортированный массив\n :return: Отсортированный массив\n \"\"\"\n\n def __init__(self, arr: list):\n self.arr = arr\n\n @count_time\n def sort_bubble(self):\n for bypass in range(1, len(self.arr)):\n for i in range(0, len(self.arr) - bypass):\n if self.arr[i] > self.arr[i + 1]:\n self.arr[i], self.arr[i + 1] = self.arr[i + 1], self.arr[i]\n return self.arr\n\n\nif __name__ == \"__main__\":\n # generate some integers\n A = [randint(0, 25_000) for _ in range(25_000)]\n\n print(A)\n bubble = SortBubble(A)\n print(bubble.sort_bubble())\n" }, { "alpha_fraction": 0.655276358127594, "alphanum_fraction": 0.6658291220664978, "avg_line_length": 32.16666793823242, "blob_id": "d60fe8b1a12fd2474acf24f1c2471eb66243dd79", "content_id": "fcd40f5d3ccbae408c8a7eca937f00f662503983", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2830, "license_type": "no_license", "max_line_length": 120, "num_lines": 60, "path": "/sort_insertion.py", "repo_name": "greykoshak/algorithm_sorts", "src_encoding": "UTF-8", "text": "import time\nfrom random import randint\n\n\ndef count_time(func):\n def wrapper(*args, **kwargs):\n start_time = time.time()\n sort_array = func(*args, **kwargs)\n print(\"\\n--- {} элементов: {:.2f} seconds ---\\n\".format(len(sort_array), time.time() - start_time))\n\n return sort_array\n\n return wrapper\n\n\nclass SortInsertion:\n \"\"\"\n Сортировка вставками (англ. Insertion sort) — алгоритм сортировки, в котором элементы входной последовательности\n просматриваются по одному, и каждый новый поступивший элемент размещается в подходящее место среди ранее\n упорядоченных элементов[1]. Вычислительная сложность — O(n^2)\n Общая суть сортировок вставками такова:\n\n Перебираются элементы в неотсортированной части массива.\n Каждый элемент вставляется в отсортированную часть массива на то место, где он должен находиться.\n\n То есть, сортировки вставками всегда делят массив на 2 части — отсортированную и неотсортированную. Из\n неотсортированной части извлекается любой элемент. Поскольку другая часть массива отсортирована, то в ней достаточно\n быстро можно найти своё место для этого извлечённого элемента. Элемент вставляется куда нужно, в результате чего\n отсортированная часть массива увеличивается, а неотсортированная уменьшается. Всё. По такому принципу работают все\n сортировки вставками.\n\n :param arr: Неотсортированный массив\n :return: Отсортированный массив\n \"\"\"\n\n def __init__(self, arr: list):\n self.arr = arr\n\n @count_time\n def insertion(self):\n for i in range(len(self.arr)):\n j = i - 1\n key = self.arr[i]\n\n while self.arr[j] > key and j >= 0:\n self.arr[j + 1] = self.arr[j]\n j -= 1\n\n self.arr[j + 1] = key\n\n return self.arr\n\n\nif __name__ == \"__main__\":\n # generate some integers\n A = [randint(0, 25_000) for _ in range(25_000)]\n\n print(A)\n ins = SortInsertion(A)\n print(ins.insertion()[::-1])\n" } ]
7
jan94/Adafruit_CircuitPython_MPU6050_Calibration
https://github.com/jan94/Adafruit_CircuitPython_MPU6050_Calibration
d7ea36a67feeb8eb827d9b2cd3f0b604e91519c4
932d156fa89435d591a57429f6c0d3bffb1c36fe
4f5b2290ff5a6aa936d535ae82cc202ff2332b49
refs/heads/master
2023-04-07T21:34:35.668110
2021-04-12T10:16:23
2021-04-12T10:16:23
356,544,825
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.5485051274299622, "alphanum_fraction": 0.5804105401039124, "avg_line_length": 38.2469367980957, "blob_id": "af73bfb701c33034d17d8789ad955ae26f81a1e8", "content_id": "74d5c9e16ad4fde24988dd2aa391eba5e95f3d66", "detected_licenses": [ "MIT" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 22412, "license_type": "permissive", "max_line_length": 118, "num_lines": 571, "path": "/adafruit_mpu6050.py", "repo_name": "jan94/Adafruit_CircuitPython_MPU6050_Calibration", "src_encoding": "UTF-8", "text": "# SPDX-FileCopyrightText: 2019 Bryan Siepert for Adafruit Industries\n#\n# SPDX-License-Identifier: MIT\n\n\"\"\"\n`adafruit_mpu6050`\n================================================================================\n\nCircuitPython helper library for the MPU6050 6-DoF Accelerometer and Gyroscope\n\n\n* Author(s): Bryan Siepert\n\nImplementation Notes\n--------------------\n\n**Hardware:**\n* Adafruit's MPU6050 Breakout: https://adafruit.com/products/3886\n\n**Software and Dependencies:**\n\n* Adafruit CircuitPython firmware for the supported boards:\n https://github.com/adafruit/circuitpython/releases\n\n* Adafruit's Bus Device library: https://github.com/adafruit/Adafruit_CircuitPython_BusDevice\n* Adafruit's Register library: https://github.com/adafruit/Adafruit_CircuitPython_Register\n\"\"\"\n\n# imports\n\n__version__ = \"0.0.0-auto.0\"\n__repo__ = \"https://github.com/adafruit/Adafruit_CircuitPython_MPU6050.git\"\n\nimport logging\nfrom time import sleep\nfrom typing import Tuple\n\nfrom adafruit_register.i2c_struct import UnaryStruct, ROUnaryStruct\nfrom adafruit_register.i2c_struct_array import StructArray\nfrom adafruit_register.i2c_bit import RWBit\nfrom adafruit_register.i2c_bits import RWBits\nimport adafruit_bus_device.i2c_device as i2c_device\n\n_MPU6050_DEFAULT_ADDRESS = 0x68 # MPU6050 default i2c address w/ AD0 low\n_MPU6050_DEVICE_ID = 0x68 # The correct MPU6050_WHO_AM_I value\n\n_MPU6050_SELF_TEST_X = 0x0D # Self test factory calibrated values register\n_MPU6050_SELF_TEST_Y = 0x0E # Self test factory calibrated values register\n_MPU6050_SELF_TEST_Z = 0x0F # Self test factory calibrated values register\n_MPU6050_SELF_TEST_A = 0x10 # Self test factory calibrated values register\n_MPU6050_SMPLRT_DIV = 0x19 # sample rate divisor register\n_MPU6050_CONFIG = 0x1A # General configuration register\n_MPU6050_GYRO_CONFIG = 0x1B # Gyro specfic configuration register\n_MPU6050_ACCEL_CONFIG = 0x1C # Accelerometer specific configration register\n_MPU6050_INT_PIN_CONFIG = 0x37 # Interrupt pin configuration register\n_MPU6050_ACCEL_OUT = 0x3B # base address for sensor data reads\n_MPU6050_TEMP_OUT = 0x41 # Temperature data high byte register\n_MPU6050_GYRO_OUT = 0x43 # base address for sensor data reads\n_MPU6050_SIG_PATH_RESET = 0x68 # register to reset sensor signal paths\n_MPU6050_USER_CTRL = 0x6A # FIFO and I2C Master control register\n_MPU6050_PWR_MGMT_1 = 0x6B # Primary power/sleep control register\n_MPU6050_PWR_MGMT_2 = 0x6C # Secondary power/sleep control register\n_MPU6050_WHO_AM_I = 0x75 # Divice ID register\n\n_MPU6050_ACCEL_OFFSET_X = 0x06\n_MPU6050_ACCEL_OFFSET_Y = 0x08\n_MPU6050_ACCEL_OFFSET_Z = 0x0A\n_MPU6050_GYRO_OFFSET_X = 0x13\n_MPU6050_GYRO_OFFSET_Y = 0x15\n_MPU6050_GYRO_OFFSET_Z = 0x17\n\nSTANDARD_GRAVITY = 9.80665\n\n\nclass Range: # pylint: disable=too-few-public-methods\n \"\"\"Allowed values for `accelerometer_range`.\n\n - ``Range.RANGE_2_G``\n - ``Range.RANGE_4_G``\n - ``Range.RANGE_8_G``\n - ``Range.RANGE_16_G``\n\n \"\"\"\n\n RANGE_2_G = 0 # +/- 2g (default value)\n RANGE_4_G = 1 # +/- 4g\n RANGE_8_G = 2 # +/- 8g\n RANGE_16_G = 3 # +/- 16g\n\n\nclass GyroRange: # pylint: disable=too-few-public-methods\n \"\"\"Allowed values for `gyro_range`.\n\n - ``GyroRange.RANGE_250_DPS``\n - ``GyroRange.RANGE_500_DPS``\n - ``GyroRange.RANGE_1000_DPS``\n - ``GyroRange.RANGE_2000_DPS``\n\n \"\"\"\n\n RANGE_250_DPS = 0 # +/- 250 deg/s (default value)\n RANGE_500_DPS = 1 # +/- 500 deg/s\n RANGE_1000_DPS = 2 # +/- 1000 deg/s\n RANGE_2000_DPS = 3 # +/- 2000 deg/s\n\n\nclass Bandwidth: # pylint: disable=too-few-public-methods\n \"\"\"Allowed values for `filter_bandwidth`.\n\n - ``Bandwidth.BAND_260_HZ``\n - ``Bandwidth.BAND_184_HZ``\n - ``Bandwidth.BAND_94_HZ``\n - ``Bandwidth.BAND_44_HZ``\n - ``Bandwidth.BAND_21_HZ``\n - ``Bandwidth.BAND_10_HZ``\n - ``Bandwidth.BAND_5_HZ``\n\n \"\"\"\n\n BAND_260_HZ = 0 # Docs imply this disables the filter\n BAND_184_HZ = 1 # 184 Hz\n BAND_94_HZ = 2 # 94 Hz\n BAND_44_HZ = 3 # 44 Hz\n BAND_21_HZ = 4 # 21 Hz\n BAND_10_HZ = 5 # 10 Hz\n BAND_5_HZ = 6 # 5 Hz\n\n\nclass Rate: # pylint: disable=too-few-public-methods\n \"\"\"Allowed values for `cycle_rate`.\n\n - ``Rate.CYCLE_1_25_HZ``\n - ``Rate.CYCLE_5_HZ``\n - ``Rate.CYCLE_20_HZ``\n - ``Rate.CYCLE_40_HZ``\n\n \"\"\"\n\n CYCLE_1_25_HZ = 0 # 1.25 Hz\n CYCLE_5_HZ = 1 # 5 Hz\n CYCLE_20_HZ = 2 # 20 Hz\n CYCLE_40_HZ = 3 # 40 Hz\n\n\nclass MPU6050:\n \"\"\"Driver for the MPU6050 6-DoF accelerometer and gyroscope.\n\n :param ~busio.I2C i2c_bus: The I2C bus the MPU6050 is connected to.\n :param address: The I2C slave address of the sensor\n\n \"\"\"\n\n def __init__(self, i2c_bus, address=_MPU6050_DEFAULT_ADDRESS):\n self._logger = logging.getLogger('adafruit_mpu6050')\n self.i2c_device = i2c_device.I2CDevice(i2c_bus, address)\n\n if self._device_id != _MPU6050_DEVICE_ID:\n raise RuntimeError(\"Failed to find MPU6050 - check your wiring!\")\n\n self.reset()\n\n self._sample_rate_divisor = 0\n self._filter_bandwidth = Bandwidth.BAND_260_HZ\n self._gyro_range = GyroRange.RANGE_500_DPS\n self._accel_range = Range.RANGE_2_G\n sleep(0.100)\n self._clock_source = 1 # set to use gyro x-axis as reference\n sleep(0.100)\n self.sleep = False\n sleep(0.010)\n\n def reset(self):\n \"\"\"Reinitialize the sensor\"\"\"\n self._reset = True\n while self._reset is True:\n sleep(0.001)\n sleep(0.100)\n\n _signal_path_reset = 0b111 # reset all sensors\n sleep(0.100)\n\n def perform_calibration(self,\n averaging_size: int = 1000,\n discarding_size: int = 100,\n accelerometer_tolerance: int = 8,\n gyroscope_tolerance: int = 1,\n accelerometer_step: int = 8,\n gyroscope_step: int = 3,\n accelerometer_x_goal=0,\n accelerometer_y_goal=0,\n accelerometer_z_goal=16384,\n gyroscope_x_goal=0,\n gyroscope_y_goal=0,\n gyroscope_z_goal=0\n ) -> Tuple[int, int, int, int, int, int]:\n\n \"\"\"\n This method calculates the sensor offsets for the accelerometer and gyroscope by averaging values\n while the sensor is NOT in motion and the PCB is placed on a flat surface, facing upwards.\n (Be aware of the fact, that the calibration offsets are not persistent,\n they have to be set manually, after each new i2c connection.)\n\n\n :param averaging_size: Number of reading sensor values used to compute average.\n Make it higher to get more precision but the sketch will be lower.\n Default value is set to 1000.\n :param discarding_size: Number of reading sensor values to discard after setting a new offset.\n Default value is set to 100.\n :param accelerometer_tolerance: Error range allowed for accelerometer calibration offsets.\n Make it lower to get more precision, but sketch may not converge.\n Default value is set to 8.\n :param gyroscope_tolerance: Error range allowed for gyroscope calibration offsets.\n Make it lower to get more precision, but sketch may not converge.\n Default value is set to 1.\n :param accelerometer_step: Step value, tuned for accelerometer, used in each step of calibration.\n Default value is set to 8.\n :param gyroscope_step: Step value, tuned for gyroscope, used in each step of calibration.\n Default value is set to 3.\n :param accelerometer_x_goal: The goal value for the x-axis of the accelerometer.\n Default value is 0.\n :param accelerometer_y_goal: The goal value for the x-axis of the accelerometer.\n Default value is 0.\n :param accelerometer_z_goal: The goal value for the x-axis of the accelerometer.\n Default value is 16384, which is the equivalent of 1g,\n indicating that the sensor is under gravity.\n :param gyroscope_z_goal: The goal value for the x-axis of the gyroscope.\n Default value is 0.\n :param gyroscope_y_goal: The goal value for the y-axis of the gyroscope.\n Default value is 0.\n :param gyroscope_x_goal: The goal value for the z-axis of the gyroscope.\n Default value is 0.\n \"\"\"\n\n offsets = {\n \"accelerometer\": {\"x\": 0, \"y\": 0, \"z\": 0},\n \"gyroscope\": {\"x\": 0, \"y\": 0, \"z\": 0}\n }\n\n calibration_states = {\n \"accelerometer\": {\"x\": False, \"y\": False, \"z\": False},\n \"gyroscope\": {\"x\": False, \"y\": False, \"z\": False}\n }\n\n goals = {\n \"accelerometer\": {\"x\": accelerometer_x_goal, \"y\": accelerometer_y_goal, \"z\": accelerometer_z_goal},\n \"gyroscope\": {\"x\": gyroscope_x_goal, \"y\": gyroscope_y_goal, \"z\": gyroscope_z_goal}\n }\n\n tolerances = {\n \"accelerometer\": accelerometer_tolerance,\n \"gyroscope\": gyroscope_tolerance\n }\n\n steps = {\n \"accelerometer\": accelerometer_step,\n \"gyroscope\": gyroscope_step\n }\n\n self._logger.info('Current sensors offsets:')\n self._logger.info(f'Accelerometer X: {self._raw_accel_offset_x}, Y: {self._raw_accel_offset_y}, '\n f'Z: {self._raw_accel_offset_z}')\n self._logger.info(f'Gyroscope X: {self._raw_gyro_offset_x}, Y: {self._raw_gyro_offset_y}, '\n f'Z: {self._raw_gyro_offset_z}')\n\n while not self.__is_calibrated(calibration_states):\n self.__write_offsets_to_sensor(offsets)\n self.__discard_unreliable_values(discarding_size)\n averages = self.__calculate_average_values(averaging_size)\n self.__update_offsets(offsets, averages, steps, goals, tolerances, calibration_states, \"accelerometer\")\n self.__update_offsets(offsets, averages, steps, goals, tolerances, calibration_states, \"gyroscope\")\n\n self._logger.info(f'New offsets:')\n self._logger.info(f'Accelerometer X: {self._raw_accel_offset_x}, Y: {self._raw_accel_offset_y}, '\n f'Z: {self._raw_accel_offset_z}')\n self._logger.info(f'Gyroscope X: {self._raw_gyro_offset_x}, Y: {self._raw_gyro_offset_y}, '\n f'Z: {self._raw_gyro_offset_z}')\n return (offsets['accelerometer']['x'], offsets['accelerometer']['y'], offsets['accelerometer']['z'],\n offsets['gyroscope']['x'], offsets['gyroscope']['y'], offsets['gyroscope']['z'])\n\n # noinspection DuplicatedCode\n def __write_offsets_to_sensor(self, offsets):\n self._logger.debug(f'Write offsets:')\n self._logger.debug(f'Accelerometer X: {offsets[\"accelerometer\"][\"x\"]}, Y: {offsets[\"accelerometer\"][\"y\"]}, '\n f'Z: {offsets[\"accelerometer\"][\"z\"]}')\n self._logger.debug(f'Gyroscope X: {offsets[\"gyroscope\"][\"x\"]}, Y: {offsets[\"gyroscope\"][\"y\"]}, '\n f'Z: {offsets[\"gyroscope\"][\"z\"]}')\n self._raw_accel_offset_x = offsets['accelerometer']['x']\n self._raw_accel_offset_y = offsets['accelerometer']['y']\n self._raw_accel_offset_z = offsets['accelerometer']['z']\n self._raw_gyro_offset_x = offsets['gyroscope']['x']\n self._raw_gyro_offset_y = offsets['gyroscope']['y']\n self._raw_gyro_offset_z = offsets['gyroscope']['z']\n\n def __discard_unreliable_values(self, discarding_size):\n for _ in range(discarding_size):\n temp = self._raw_accel_data\n temp = self._raw_gyro_data\n # wait 2 ms to avoid getting same values over and over\n sleep(0.002)\n\n def __calculate_average_values(self, averaging_size):\n averages = {\n \"accelerometer\": {\"x\": 0, \"y\": 0, \"z\": 0},\n \"gyroscope\": {\"x\": 0, \"y\": 0, \"z\": 0}\n }\n\n sums = {\n \"accelerometer\": {\"x\": 0, \"y\": 0, \"z\": 0},\n \"gyroscope\": {\"x\": 0, \"y\": 0, \"z\": 0}\n }\n\n for _ in range(averaging_size):\n raw_accel_data = self._raw_accel_data\n raw_accel_x = raw_accel_data[0][0]\n raw_accel_y = raw_accel_data[1][0]\n raw_accel_z = raw_accel_data[2][0]\n raw_gyro_data = self._raw_gyro_data\n raw_gyro_x = raw_gyro_data[0][0]\n raw_gyro_y = raw_gyro_data[1][0]\n raw_gyro_z = raw_gyro_data[2][0]\n\n sums['accelerometer']['x'] += raw_accel_x\n sums['accelerometer']['y'] += raw_accel_y\n sums['accelerometer']['z'] += raw_accel_z\n sums['gyroscope']['x'] += raw_gyro_x\n sums['gyroscope']['y'] += raw_gyro_y\n sums['gyroscope']['z'] += raw_gyro_z\n\n # wait 2 ms to avoid getting same values over and over\n sleep(0.002)\n\n # calculate averages for accelerometer and gyroscope\n averages['accelerometer']['x'] = int(sums['accelerometer']['x'] / averaging_size)\n averages['accelerometer']['y'] = int(sums['accelerometer']['y'] / averaging_size)\n averages['accelerometer']['z'] = int(sums['accelerometer']['z'] / averaging_size)\n averages['gyroscope']['x'] = int(sums['gyroscope']['x'] / averaging_size)\n averages['gyroscope']['y'] = int(sums['gyroscope']['y'] / averaging_size)\n averages['gyroscope']['z'] = int(sums['gyroscope']['z'] / averaging_size)\n\n self._logger.debug(f'Averages:')\n self._logger.debug(f'Accelerometer X: {averages[\"accelerometer\"][\"x\"]}, Y: {averages[\"accelerometer\"][\"y\"]}, '\n f'Z: {averages[\"accelerometer\"][\"z\"]}')\n self._logger.debug(f'Gyroscope X: {averages[\"gyroscope\"][\"x\"]}, Y: {averages[\"gyroscope\"][\"y\"]}, '\n f'Z: {averages[\"gyroscope\"][\"z\"]}')\n\n return averages\n\n # noinspection PyMethodMayBeStatic\n def __update_offsets(self, offsets, averages, steps, goals, tolerances, calibration_states, sensor):\n for axis, calibrated in calibration_states[sensor].items():\n if not calibrated:\n difference = goals[sensor][axis] - averages[sensor][axis]\n if abs(difference) > tolerances[sensor]:\n offsets[sensor][axis] += int((difference / steps[sensor]))\n else:\n calibration_states[sensor][axis] = True\n self._logger.debug(\n f'{sensor.capitalize()} {axis}-axis is calibrated with difference: {difference} '\n f'and offset: {offsets[sensor][axis]}')\n\n # noinspection PyMethodMayBeStatic\n def __is_calibrated(self, calibration_states):\n for sensor, axes in calibration_states.items():\n for axis, calibrated in axes.items():\n if not calibrated:\n return False\n return True\n\n _clock_source = RWBits(3, _MPU6050_PWR_MGMT_1, 0)\n _device_id = ROUnaryStruct(_MPU6050_WHO_AM_I, \">B\")\n\n _reset = RWBit(_MPU6050_PWR_MGMT_1, 7, 1)\n _signal_path_reset = RWBits(3, _MPU6050_SIG_PATH_RESET, 3)\n\n _gyro_range = RWBits(2, _MPU6050_GYRO_CONFIG, 3)\n _accel_range = RWBits(2, _MPU6050_ACCEL_CONFIG, 3)\n\n _filter_bandwidth = RWBits(2, _MPU6050_CONFIG, 3)\n\n _raw_accel_data = StructArray(_MPU6050_ACCEL_OUT, \">h\", 3)\n _raw_gyro_data = StructArray(_MPU6050_GYRO_OUT, \">h\", 3)\n _raw_temp_data = ROUnaryStruct(_MPU6050_TEMP_OUT, \">h\")\n\n _raw_accel_offset_x = UnaryStruct(_MPU6050_ACCEL_OFFSET_X, \">h\")\n _raw_accel_offset_y = UnaryStruct(_MPU6050_ACCEL_OFFSET_Y, \">h\")\n _raw_accel_offset_z = UnaryStruct(_MPU6050_ACCEL_OFFSET_Z, \">h\")\n\n _raw_gyro_offset_x = UnaryStruct(_MPU6050_GYRO_OFFSET_X, \">h\")\n _raw_gyro_offset_y = UnaryStruct(_MPU6050_GYRO_OFFSET_Y, \">h\")\n _raw_gyro_offset_z = UnaryStruct(_MPU6050_GYRO_OFFSET_Z, \">h\")\n\n _cycle = RWBit(_MPU6050_PWR_MGMT_1, 5)\n _cycle_rate = RWBits(2, _MPU6050_PWR_MGMT_2, 6, 1)\n\n sleep = RWBit(_MPU6050_PWR_MGMT_1, 6, 1)\n \"\"\"Shuts down the accelerometers and gyroscopes, saving power. No new data will\n be recorded until the sensor is taken out of sleep by setting to `False`\"\"\"\n sample_rate_divisor = UnaryStruct(_MPU6050_SMPLRT_DIV, \">B\")\n \"\"\"The sample rate divisor. See the datasheet for additional detail\"\"\"\n\n @property\n def temperature(self):\n \"\"\"The current temperature in º C\"\"\"\n raw_temperature = self._raw_temp_data\n temp = (raw_temperature / 340.0) + 36.53\n return temp\n\n @property\n def acceleration(self):\n \"\"\"Acceleration X, Y, and Z axis data in m/s^2\"\"\"\n raw_data = self._raw_accel_data\n raw_x = raw_data[0][0]\n raw_y = raw_data[1][0]\n raw_z = raw_data[2][0]\n\n accel_range = self._accel_range\n accel_scale = 1\n if accel_range == Range.RANGE_16_G:\n accel_scale = 2048\n if accel_range == Range.RANGE_8_G:\n accel_scale = 4096\n if accel_range == Range.RANGE_4_G:\n accel_scale = 8192\n if accel_range == Range.RANGE_2_G:\n accel_scale = 16384\n\n # setup range dependant scaling\n accel_x = (raw_x / accel_scale) * STANDARD_GRAVITY\n accel_y = (raw_y / accel_scale) * STANDARD_GRAVITY\n accel_z = (raw_z / accel_scale) * STANDARD_GRAVITY\n\n return (accel_x, accel_y, accel_z)\n\n @property\n def gyro(self):\n \"\"\"Gyroscope X, Y, and Z axis data in º/s\"\"\"\n raw_data = self._raw_gyro_data\n raw_x = raw_data[0][0]\n raw_y = raw_data[1][0]\n raw_z = raw_data[2][0]\n\n gyro_scale = 1\n gyro_range = self._gyro_range\n if gyro_range == GyroRange.RANGE_250_DPS:\n gyro_scale = 131\n if gyro_range == GyroRange.RANGE_500_DPS:\n gyro_scale = 65.5\n if gyro_range == GyroRange.RANGE_1000_DPS:\n gyro_scale = 32.8\n if gyro_range == GyroRange.RANGE_2000_DPS:\n gyro_scale = 16.4\n\n # setup range dependant scaling\n gyro_x = raw_x / gyro_scale\n gyro_y = raw_y / gyro_scale\n gyro_z = raw_z / gyro_scale\n\n return (gyro_x, gyro_y, gyro_z)\n\n @property\n def cycle(self):\n \"\"\"Enable or disable perodic measurement at a rate set by `cycle_rate`.\n If the sensor was in sleep mode, it will be waken up to cycle\"\"\"\n return self._cycle\n\n @cycle.setter\n def cycle(self, value):\n self.sleep = not value\n self._cycle = value\n\n @property\n def gyro_range(self):\n \"\"\"The measurement range of all gyroscope axes. Must be a `GyroRange`\"\"\"\n return self._gyro_range\n\n @gyro_range.setter\n def gyro_range(self, value):\n if (value < 0) or (value > 3):\n raise ValueError(\"gyro_range must be a GyroRange\")\n self._gyro_range = value\n sleep(0.01)\n\n @property\n def accelerometer_range(self):\n \"\"\"The measurement range of all accelerometer axes. Must be a `Range`\"\"\"\n return self._accel_range\n\n @accelerometer_range.setter\n def accelerometer_range(self, value):\n if (value < 0) or (value > 3):\n raise ValueError(\"accelerometer_range must be a Range\")\n self._accel_range = value\n sleep(0.01)\n\n @property\n def filter_bandwidth(self):\n \"\"\"The bandwidth of the gyroscope Digital Low Pass Filter. Must be a `GyroRange`\"\"\"\n return self._filter_bandwidth\n\n @filter_bandwidth.setter\n def filter_bandwidth(self, value):\n if (value < 0) or (value > 6):\n raise ValueError(\"filter_bandwidth must be a Bandwidth\")\n self._filter_bandwidth = value\n sleep(0.01)\n\n @property\n def cycle_rate(self):\n \"\"\"The rate that measurements are taken while in `cycle` mode. Must be a `Rate`\"\"\"\n return self._cycle_rate\n\n @cycle_rate.setter\n def cycle_rate(self, value):\n if (value < 0) or (value > 3):\n raise ValueError(\"cycle_rate must be a Rate\")\n self._cycle_rate = value\n sleep(0.01)\n\n @property\n def accel_offset_x(self):\n \"\"\"The sensor-internal offset for the accelerometer in x-axis.\"\"\"\n return self._raw_accel_offset_x\n\n @accel_offset_x.setter\n def accel_offset_x(self, value):\n self._raw_accel_offset_x = value\n\n @property\n def accel_offset_y(self):\n \"\"\"The sensor-internal offset for the accelerometer in y-axis.\"\"\"\n return self._raw_accel_offset_y\n\n @accel_offset_y.setter\n def accel_offset_y(self, value):\n self._raw_accel_offset_y = value\n\n @property\n def accel_offset_z(self):\n \"\"\"The sensor-internal offset for the accelerometer in z-axis.\"\"\"\n return self._raw_accel_offset_z\n\n @accel_offset_z.setter\n def accel_offset_z(self, value):\n self._raw_accel_offset_z = value\n\n @property\n def gyro_offset_x(self):\n \"\"\"The sensor-internal offset for the gyroscope in x-axis.\"\"\"\n return self._raw_gyro_offset_x\n\n @gyro_offset_x.setter\n def gyro_offset_x(self, value):\n self._raw_gyro_offset_x = value\n\n @property\n def gyro_offset_y(self):\n \"\"\"The sensor-internal offset for the gyroscope in y-axis.\"\"\"\n return self._raw_gyro_offset_y\n\n @gyro_offset_y.setter\n def gyro_offset_y(self, value):\n self._raw_gyro_offset_y = value\n\n @property\n def gyro_offset_z(self):\n \"\"\"The sensor-internal offset for the gyroscope in z-axis.\"\"\"\n return self._raw_gyro_offset_z\n\n @gyro_offset_z.setter\n def gyro_offset_z(self, value):\n self._raw_gyro_offset_z = value\n" } ]
1
bkroeze/bmapi
https://github.com/bkroeze/bmapi
b1d9d58076e53c4d54fd656ec3d85b931cb85082
ada193ec64f17479c676a258409d575facb99a07
f128e8c91acf07afe70e1797ed269d00a3894deb
refs/heads/master
2021-01-18T13:46:42.207155
2012-01-21T01:12:27
2012-01-21T01:12:27
2,181,977
0
1
null
null
null
null
null
[ { "alpha_fraction": 0.6105769276618958, "alphanum_fraction": 0.620192289352417, "avg_line_length": 26.733333587646484, "blob_id": "86d1839114675f029654af9f327ed3c7816df629", "content_id": "07d606d9444f4c21d327460ab0578553bdf6a92c", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 416, "license_type": "permissive", "max_line_length": 74, "num_lines": 15, "path": "/bmapi/proxy_utils.py", "repo_name": "bkroeze/bmapi", "src_encoding": "UTF-8", "text": "from django.conf import settings\n\ndef proxy_url(key):\n \"\"\"Constructs and returns a fully formed url for the given server key,\n as specified in the PROXY_DOMAIN setting.\"\"\"\n\n section = settings.PROXY_DOMAINS[key]\n port = section.get('port',80)\n\n if port != 80:\n remote = 'http://%s:%s' % (section['server'], port)\n else:\n remote = 'http://%s' % (section['server'],)\n\n return remote\n" }, { "alpha_fraction": 0.6157590746879578, "alphanum_fraction": 0.6197140216827393, "avg_line_length": 32.8865966796875, "blob_id": "58243c697d40954f0c6db4f4bf6cfefe4e0d370a", "content_id": "b13cc78ae0c261a132161baac53982344ae387f8", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3287, "license_type": "permissive", "max_line_length": 139, "num_lines": 97, "path": "/bmapi/views.py", "repo_name": "bkroeze/bmapi", "src_encoding": "UTF-8", "text": "from django.http import HttpResponse, Http404\nfrom httpproxy import settings\nfrom httpproxy.decorators import normalize_request\nfrom httpproxy.exceptions import UnknownProxyMode\nimport httplib2\nimport logging\nimport urlparse\n\ntry:\n parse_qs = urlparse.parse_qs\nexcept AttributeError:\n from cgi import parse_qs\n\n\nlog = logging.getLogger('bmapi.views')\n\n@normalize_request\ndef smart_proxy(request, proxy_server=None, prefix=None, must_include='/api/'):\n url = request.path\n if must_include and must_include not in url:\n raise Http404('BM API only inludes API urls')\n\n if 'sig' not in request.GET and 'sig' not in request.POST:\n prefix = None\n else:\n log.debug('sending prefix of \"%s\" to proxy', prefix)\n\n return proxy(request, proxy_server=proxy_server, prefix=prefix)\n\nPROXY_FORMAT = u'%s:%d%s'\n\ndef proxy(request, proxy_server = None, prefix=None):\n url = request.path\n user = None\n password = None\n if proxy_server is None:\n if hasattr(settings, 'PROXY_DOMAIN'):\n server = settings.PROXY_DOMAIN\n port = getattr(settings, 'PROXY_PORT', 80)\n user = getattr(settings, 'PROXY_USER', None)\n password = getattr(settings, 'PROXY_PASSWORD', None)\n else:\n raise UnknownProxyMode(\"You must specify the PROXY_DOMAIN in your settings\")\n\n else:\n if hasattr(settings, 'PROXY_DOMAINS'):\n section = settings.PROXY_DOMAINS[proxy_server]\n server = section['server']\n port = section.get('port',80)\n user = section.get('user', None)\n password = section.get('password', None)\n else:\n raise UnknownProxyMode(\"You must specify the PROXY_DOMAINS in your settings if you are going to use multiple proxied servers.\")\n\n\n if not server.startswith('http'):\n fmt = 'http://%s' % PROXY_FORMAT\n\n conn = httplib2.Http()\n\n # Optionally provide authentication for server\n if user is not None and password is not None:\n conn.add_credentials(user, password)\n\n if request.method == 'GET':\n ending = request.GET.urlencode()\n if prefix is not None:\n ending = \"%s&prefix=%s\" % (ending, prefix)\n if ending.startswith('&'):\n ending = ending[1:]\n if ending:\n ending = \"?%s\" % ending\n\n url_ending = '%s%s' % (url, ending)\n url = fmt % (server, port, url_ending)\n response, content = conn.request(url, request.method)\n\n elif request.method == 'DELETE':\n if prefix is not None:\n ending = \"?prefix=%s\" % (ending, prefix)\n url = \"%s%s\" % (url, ending)\n\n url = fmt % (server, port, url)\n response, content = conn.request(url, request.method)\n\n elif request.method in ('POST', 'PUT'):\n url = fmt % (server, port, url)\n if request.method == 'POST':\n data = request.POST.urlencode()\n else:\n data = request.PUT.urlencode()\n if prefix is not None:\n data = \"%s&prefix=%s\" % (data, prefix)\n response, content = conn.request(url, request.method, data)\n\n log.debug('returning proxy request: %s', url);\n return HttpResponse(content, status=int(response['status']), mimetype=response['content-type'])\n" }, { "alpha_fraction": 0.4262874126434326, "alphanum_fraction": 0.43818554282188416, "avg_line_length": 35.09395980834961, "blob_id": "4b429c55e7eb66ea897134c3daadbbe9b466a953", "content_id": "6f45853d462a103ea29db2a2fe7649972bb1402d", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5381, "license_type": "permissive", "max_line_length": 107, "num_lines": 149, "path": "/bmapi/localsite/management/commands/import_camps.py", "repo_name": "bkroeze/bmapi", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\n\"\"\"\n Command to load art from a CSV\n\"\"\"\n\nfrom django.core.management.base import BaseCommand\nfrom django.conf import settings\nfrom django.utils.encoding import smart_unicode\nfrom optparse import make_option\nfrom playaevents.utilities.unique_id import slugify\nfrom signedauth.models import sign_url\nfrom signedauth.utils import remote_json\nimport csv\nimport datetime\nimport sys\nimport time\n\nclass Command(BaseCommand):\n\n help = \"Import a CSV file of Theme Camps\"\n option_list = BaseCommand.option_list + (\n make_option('--file', dest='fname',\n default = '',\n help='Read installations from file'),\n make_option('--year', dest='year', default=None),\n make_option('--max', dest='max', default=0,\n help='Maximum rows to load, 0 = all')\n )\n\n def handle(self, *args, **options):\n if not 'fname' in options or options['fname'] == '':\n print \"I need an art csv file to load\"\n sys.exit(1)\n\n fname = options['fname']\n year = options['year']\n maxct = options['max']\n\n self.import_camps(fname, year, maxct)\n\n def import_camps(self, fname, year, maxrows):\n reader = csv.reader(open(fname, 'r'))\n keys = {\n 'bm_fm_id' : 0,\n 'year' : 1,\n 'name' : 3,\n 'location' : 4,\n 'url' : 5,\n 'description' : 8,\n 'contact_email' : 14,\n 'hometown' : (11,12,13),\n }\n\n common_misspellings = {\n 'Engadgment' : 'Engagement',\n 'Engagment' : 'Engagement',\n 'Coming out' : 'Coming Out',\n 'Inititation' : 'Initiation'\n }\n\n campct = 0\n errct = 0\n timestamp = datetime.datetime.now()\n timestamp = time.mktime(timestamp.timetuple())\n seed = str(int(timestamp))\n ix = 0\n section = settings.PROXY_DOMAINS['playaevents']\n remote = 'http://%s:%s' % (section['server'], section.get('port',80))\n\n for row in reader:\n if row:\n data = {}\n\n year = row[keys['year']]\n\n name = smart_unicode(row[keys['name']], errors='ignore')\n name = name.replace('\"', '')\n data['slug'] = slugify(name)\n\n for key, val in keys.items():\n if not key == 'hometown':\n data[key] = row[val]\n\n city, state, country = keys['hometown']\n city, state, country = row[city], row[state], row[country]\n home = \"\"\n for e in (city, state, country):\n e = e.strip()\n if e:\n if home:\n home = \"%s, \" % e\n else:\n home = e\n\n if home.endswith(', '):\n home = home[:-2]\n data['hometown'] = home\n\n if 'description' in data:\n data['description'] = data['description'].replace('\u000b', '\\n')\n\n # camp locations are \"Street\" and \"Time\"\n loc = row[keys['location']]\n if loc:\n loc = loc.replace(\" o'clock\", '')\n loc = loc.replace(\" o’clock\", '')\n loc = loc.replace('14','15')\n\n data['location_string'] = loc\n if '&' in loc:\n street, timestr = loc.split('&',1)\n\n street = street.strip()\n timestr = timestr.strip()\n if street[0] in '0123456789':\n # probably reversed\n t = timestr\n timestr = street\n street = t\n print ('Street = %s Time = %s' % (street, timestr))\n if str(timestr[0]) in '0123456789':\n if not ':' in timestr:\n timestr = '%s:00' % timestr\n data['time_street_name'] = timestr.split(' ')[0]\n else:\n print 'bad time: %s [%s]' % (timestr, timestr[0])\n for bad, good in common_misspellings.items():\n if street == bad:\n street = good\n loc.replace(bad,good)\n data['location_string'] = loc\n data['circular_street_name'] = street\n\n url = '/api/0.2/%s/camp/' % year\n url = sign_url(url, section['authuser'], section['authkey'], seed = \"%s%i\" % (seed, ix))\n print \"Updating ID#%s, Name: %s, Loc: %s\" % (data.get('bm_fm_id','---'), data['name'], loc)\n resp, content = remote_json(remote, url, data=data, method='PUT')\n if resp['status'] != '200':\n print 'error #%s\\n%s\\ndata: %s' % (resp['status'], content, data)\n errct += 1\n else:\n campct += 1\n ix += 1\n\n if maxrows > 0 and ix >= maxrows:\n break\n\n print (\"done, loaded %i Camps, %i errors\" % (campct, errct))\n\n" }, { "alpha_fraction": 0.45061424374580383, "alphanum_fraction": 0.4619164764881134, "avg_line_length": 33.48305130004883, "blob_id": "12897b5c2757375dfcd2dec3badd2cc42bb6e1aa", "content_id": "2ab309fdb621102b689b2a8171d8ebd719ae98aa", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 4072, "license_type": "permissive", "max_line_length": 107, "num_lines": 118, "path": "/bmapi/localsite/management/commands/import_art.py", "repo_name": "bkroeze/bmapi", "src_encoding": "UTF-8", "text": "# -*- coding: utf-8 -*-\n\"\"\"\n Command to load art from a CSV\n\"\"\"\n\nfrom django.core.management.base import BaseCommand\nfrom django.conf import settings\nfrom django.utils.encoding import smart_unicode\nfrom optparse import make_option\nfrom playaevents.utilities.unique_id import slugify\nfrom signedauth.models import sign_url\nfrom signedauth.utils import remote_json\nimport csv\nimport datetime\nimport sys\nimport time\n\nclass Command(BaseCommand):\n\n help = \"Import a CSV file of art installations\"\n option_list = BaseCommand.option_list + (\n make_option('--file', dest='fname',\n default = '',\n help='Read installations from file'),\n make_option('--year', dest='year', default=None)\n )\n\n def handle(self, *args, **options):\n if not 'fname' in options or options['fname'] == '':\n print \"I need an art csv file to load\"\n sys.exit(1)\n\n fname = options['fname']\n year = options['year']\n\n self.import_art(fname, year)\n\n def import_art(self, fname, default_year):\n reader = csv.reader(open(fname, 'r'))\n keys = {\n 'year' : 0,\n 'bm_fm_id' : 2,\n 'artist' : 3,\n 'name' : 6,\n 'location' : 7,\n 'description' : 9,\n 'contact_email' : 10\n }\n\n artct = 0\n errct = 0\n timestamp = datetime.datetime.now()\n timestamp = time.mktime(timestamp.timetuple())\n seed = str(int(timestamp))\n ix = 0\n section = settings.PROXY_DOMAINS['playaevents']\n remote = 'http://%s:%s' % (section['server'], section.get('port',80))\n\n for row in reader:\n if row:\n data = {}\n\n year = row[keys['year']]\n\n name = smart_unicode(row[1], errors='ignore')\n name = name.replace('\"', '')\n data['slug'] = slugify(name)\n\n for key, val in keys.items():\n data[key] = row[val]\n\n if 'description' in data:\n data['description'] = data['description'].replace('\u000b', '\\n')\n\n # art locations are \"time\" and \"distance\"\n loc = row[keys['location']]\n if loc:\n loc = loc.replace(\" o'clock\", '')\n loc = loc.replace(\" o’clock\", '')\n\n data['location_string'] = loc\n if ' ' in loc:\n timestr, distance = row[keys['location']].split(' ',1)\n if timestr[0] in '0123456789':\n if not ':' in timestr:\n timestr = '%s:00' % timestr\n data['time_address'] = timestr\n distance = distance.split(',')[0]\n try:\n data['distance'] = int(distance)\n except ValueError:\n pass\n artist = data.get('artist','')\n if len(artist) > 255:\n suffix = \" [and more]\"\n artist = artist[:(255-len(suffix))]\n pos = artist.rfind(' ')\n if pos > -1:\n artist = artist[:pos]\n artist = \"%s%s\" % (artist, suffix)\n data['artist'] = artist\n\n\n\n\n url = '/api/0.2/%s/art/' % year\n url = sign_url(url, section['authuser'], section['authkey'], seed = \"%s%i\" % (seed, ix))\n print \"Updating ID#%s, Name: %s, Loc: %s\" % (data.get('bm_fm_id','---'), data['name'], loc)\n resp, content = remote_json(remote, url, data=data, method='PUT')\n if resp['status'] != '200':\n print 'error #%s\\n%s\\ndata: %s' % (resp['status'], content, data)\n errct += 1\n else:\n artct += 1\n ix += 1\n\n print (\"done, loaded %i art installations, %i errors\" % (artct, errct))\n\n" }, { "alpha_fraction": 0.8064516186714172, "alphanum_fraction": 0.8064516186714172, "avg_line_length": 19.33333396911621, "blob_id": "d0e2612986bc87ba8d49fa8f15fa7b99ec4d468b", "content_id": "cd9c3635e84efaadfad43ce292268e2cafe1db19", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 62, "license_type": "permissive", "max_line_length": 28, "num_lines": 3, "path": "/bmapi/development.py", "repo_name": "bkroeze/bmapi", "src_encoding": "UTF-8", "text": "\nfrom bmapi.settings import *\nDEBUG=True\nTEMPLATE_DEBUG=DEBUG\n" }, { "alpha_fraction": 0.7840909361839294, "alphanum_fraction": 0.7840909361839294, "avg_line_length": 28.33333396911621, "blob_id": "386f5ac01409f9f4f1d92432685a28b114b97f57", "content_id": "1d5ab893026cf231d8fc78b964be8790e399029d", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 88, "license_type": "permissive", "max_line_length": 42, "num_lines": 3, "path": "/bmapi/localsite/models.py", "repo_name": "bkroeze/bmapi", "src_encoding": "UTF-8", "text": "import logging\nlog = logging.getLogger('bmapi.localsite')\nlog.debug('loaded localsite')\n" }, { "alpha_fraction": 0.7666666507720947, "alphanum_fraction": 0.7666666507720947, "avg_line_length": 28, "blob_id": "b79ac9fe4c0b02b2b6c3e11ba7efb35d6f932716", "content_id": "9560d16c6c3f3c22162aa4dc8b7d37a9bceb80d9", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 30, "license_type": "permissive", "max_line_length": 28, "num_lines": 1, "path": "/bmapi/production.py", "repo_name": "bkroeze/bmapi", "src_encoding": "UTF-8", "text": "\nfrom bmapi.settings import *\n" }, { "alpha_fraction": 0.592829704284668, "alphanum_fraction": 0.5947503447532654, "avg_line_length": 27.363636016845703, "blob_id": "1c0960590c144d8a7e19fecc4ffaeaad1adf161f", "content_id": "b5b155abd72b30f06637e9c31fb6a0230f8f1ebf", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 1562, "license_type": "permissive", "max_line_length": 66, "num_lines": 55, "path": "/bmapi/urls.py", "repo_name": "bkroeze/bmapi", "src_encoding": "UTF-8", "text": "from django.conf.urls.defaults import *\nfrom django.conf import settings\nfrom django.contrib import admin\nadmin.autodiscover()\nimport logging\n\nlog = logging.getLogger(__name__)\n\nhandler500 # Pyflakes\n\nurlpatterns = patterns(\n '',\n url(r'^admin/doc/', include('django.contrib.admindocs.urls')),\n url(r'^admin/', include(admin.site.urls)),\n\n # url(r'^accounts/profile/create/$',\n # 'profiles.views.create_profile',\n # name='profiles_create_profile'),\n\n # url(r'^accounts/profile/edit/$',\n # 'profiles.views.edit_profile',\n # name='profiles_edit_profile'),\n\n # url(r'^accounts/profile/$',\n # 'bmprofile.views.my_profile',\n # name='profiles_profile_my_detail'),\n\n # url(r'^accounts/profile/(?P<username>\\w+)/$',\n # 'bmprofile.views.my_profile',\n # name='profiles_profile_detail'),\n\n # url(r'^accounts/', include('registration.urls')),\n\n url(r'^gallery/(?P<url>.*)$',\n 'bmapi.views.smart_proxy',\n {'proxy_server' : 'mediagallery', 'prefix' : '/gallery'}),\n\n url(r'^events/(?P<url>.*)$',\n 'bmapi.views.smart_proxy',\n {'proxy_server' : 'playaevents', 'prefix' : '/events'}),\n\n url(r'^rideshare/(?P<url>.*)$',\n 'bmapi.views.smart_proxy',\n {'proxy_server' : 'rideshare', 'prefix' : '/rideshare'})\n\n)\n\nif settings.DEBUG:\n urlpatterns += patterns('',\n (r'^media/(?P<path>.*)$', 'django.views.static.serve',\n {'document_root': settings.MEDIA_ROOT}),\n )\n log.debug('debug urls')\nelse:\n log.debug('production urls')\n\n\n" }, { "alpha_fraction": 0.6117833852767944, "alphanum_fraction": 0.6340300440788269, "avg_line_length": 32.38775634765625, "blob_id": "3d1ec5b8cba01958e27dd3e209b5ae2c4c59b6f7", "content_id": "74874acb3bcef557bd14f69c49575277e3543ba3", "detected_licenses": [ "Apache-2.0" ], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 8181, "license_type": "permissive", "max_line_length": 126, "num_lines": 245, "path": "/bmapi/localsite/tests.py", "repo_name": "bkroeze/bmapi", "src_encoding": "UTF-8", "text": "from django.conf import settings\nfrom django.test import TestCase\nfrom django.test.client import Client, RequestFactory\nfrom django.utils import simplejson\nfrom unittest import skipIf\nfrom bmapi.proxy_utils import proxy_url\nfrom urllib2 import Request, urlopen, URLError, HTTPError\nfrom signedauth.models import sign_url\nimport dateutil.parser\nimport imghdr\nimport logging\nimport random\n\nlog = logging.getLogger('bmapi.tests')\n\nSETUP_MESSAGE = \"\"\"\nIn order to test the BM API, you need to be running a %s server.\nThis can either be the live server, or a development one.\nConfigure the server you want to use in settings_local under \"PROXY_DOMAINS\".\n\"\"\"\n\nACTIVES = {}\nAUTHS = {}\nAPIS = {\n 'playaevents' : '0.2',\n }\n\n\ndef check_active(key):\n \"\"\"Check that the server named by the key is running\"\"\"\n global ACTIVES, AUTHS\n\n active = False\n domains = settings.PROXY_DOMAINS\n if not key in domains:\n log.warn('No server configured in PROXY_DOMAINS for %s', key)\n active = False\n\n else:\n section = domains[key]\n if 'authuser' in section and 'authkey' in section:\n AUTHS[key] = (section['authuser'], section['authkey'])\n url = proxy_url(key)\n req = Request(url)\n try:\n urlopen(req)\n active = True\n log.info('Successfully tested connectivity to: %s', url)\n except HTTPError, e:\n log.error('Could not open \"%s\", got error: %s', url, e.code)\n except URLError, e:\n log.error('Could not open \"%s\", got error: %s', url, e.reason)\n\n if not active:\n print SETUP_MESSAGE % key\n\n ACTIVES[key] = active\n return active\n\n@skipIf(not check_active('playaevents'), \"No Playaevents server\")\nclass TestPlayaevents(TestCase):\n def setUp(self):\n self.client = Client()\n\n def testOne(self):\n log.info('Playaevents active')\n\n def testCampListNoAuth(self):\n \"\"\"Test getting an unauthenticated camp list\"\"\"\n url = '/events/api/%s/2011/camp/' % APIS['playaevents']\n response = self.client.get(url)\n self.assertEqual(response.status_code, 200)\n\n # use one of the camps to get details\n camps = simplejson.loads(response.content)\n self.assert_(len(camps) > 0)\n\n camp = random.choice(camps)\n response = self.client.get('%s%i/' % (url, camp['id']))\n self.assertEqual(response.status_code, 200)\n\n camp2 = simplejson.loads(response.content)\n\n self.assert_(len(camp2) > 0)\n camp2 = camp2[0]\n\n keys1 = camp.keys()\n keys2 = camp.keys()\n keys1.sort()\n keys2.sort()\n\n self.assertEqual(keys1, keys2)\n\n for key in keys1:\n self.assertEqual(camp[key], camp2[key])\n\n @skipIf('playaevents' not in AUTHS, 'No authentication key for PlayaEvents')\n def testCampListAuth(self):\n user, key = AUTHS['playaevents']\n seed = random.randint(0,1000000000)\n url = sign_url('/events/api/%s/2011/camp/' % APIS['playaevents'], user, key, seed=str(seed))\n response = self.client.get(url)\n self.assertEqual(response.status_code, 200)\n\n # use one of the camps to get details\n camps = simplejson.loads(response.content)\n self.assert_(len(camps) > 0)\n\n camp = random.choice(camps)\n seed += 1\n url = sign_url('/events/api/%s/2011/camp/%i/' % (APIS['playaevents'], camp['id']), user, key, seed=str(seed))\n response = self.client.get(url)\n self.assertEqual(response.status_code, 200)\n\n camp2 = simplejson.loads(response.content)\n\n self.assert_(len(camp2) > 0)\n camp2 = camp2[0]\n\n keys1 = camp.keys()\n keys2 = camp.keys()\n keys1.sort()\n keys2.sort()\n\n self.assertEqual(keys1, keys2)\n\n for key in keys1:\n self.assertEqual(camp[key], camp2[key])\n\n@skipIf(not check_active('mediagallery'), \"No Media Gallery server\")\nclass TestMediagallery(TestCase):\n def setUp(self):\n self.client = Client()\n\n def testOne(self):\n log.info('Gallery active')\n\n def testGetImageNoAuth(self):\n url = '/gallery/api/photos/alesp/alesp.43340/image'\n\n response = self.client.get(url)\n # 401 = forbidden\n self.assertEqual(response.status_code, 401)\n\n @skipIf('mediagallery' not in AUTHS, 'No authentication key for MediaGallery')\n def testGetImageAuth(self):\n url = '/gallery/api/photos/alesp/alesp.43340/image'\n user, key = AUTHS['mediagallery']\n seed = random.randint(0,1000000000)\n\n url = sign_url(url, user, key, seed=str(seed))\n\n response = self.client.get(url)\n if response.status_code == 401:\n print \"\"\"Got a forbidden response from the Gallery server, are you sure that you are using the right user & key?\nThis is set in PROXY_DOMAINS with \"authuser\" and \"authkey\". Currently you have:\nuser=%s and key=%s\"\"\" % (user, key)\n\n self.assertEqual(response.status_code, 200)\n imgtype = imghdr.what('',response.content)\n self.assertEqual(imgtype, 'jpeg')\n\n @skipIf('mediagallery' not in AUTHS, 'No authentication key for MediaGallery')\n def testGetImageDetl(self):\n url = '/gallery/api/photos/alesp/alesp.43340/json'\n user, key = AUTHS['mediagallery']\n seed = random.randint(0,1000000000)\n\n url = sign_url(url, user, key, seed=str(seed))\n\n response = self.client.get(url)\n self.assertEqual(response.status_code, 200)\n data = simplejson.loads(response.content)\n self.assertEqual(data['status'], 'approved')\n self.assertEqual(data['year'], 2011)\n self.assertEqual(data['title'], 'Gold and Silver Duo')\n\n @skipIf('mediagallery' not in AUTHS, 'No authentication key for MediaGallery')\n def testGetImageCaption(self):\n url = '/gallery/api/photos/alesp/alesp.43340/caption'\n user, key = AUTHS['mediagallery']\n seed = random.randint(0,1000000000)\n\n url = sign_url(url, user, key, seed=str(seed))\n\n response = self.client.get(url)\n self.assertEqual(response.status_code, 200)\n self.assertEqual(response.content, 'Gold and Silver Duo')\n\n\n@skipIf(not check_active('rideshare'), \"No Rideshare server\")\nclass TestRideshare(TestCase):\n def setUp(self):\n pass\n\n def testOne(self):\n log.info('Rideshare active')\n\n def testGetRideshareNoAuth(self):\n url = '/rideshare/api/rideshare/304/'\n\n response = self.client.get(url)\n self.assertEqual(response.status_code, 200)\n data = simplejson.loads(response.content)\n\n self.assertEqual(data['camp'], 'Camposanto')\n self.assert_('contact_email' not in data)\n self.assert_('latest_departure' in data and data['latest_departure'] is not None)\n\n parser = dateutil.parser.parser()\n raw = data['latest_departure']\n dt = parser.parse(raw)\n self.assertEqual(dt.year, 2011)\n self.assertEqual(dt.month, 9)\n self.assertEqual(dt.day, 5)\n\n\n\n @skipIf('rideshare' not in AUTHS, 'No authentication key for Rideshare')\n def testGetRidshareAuth(self):\n url = '/rideshare/api/rideshare/304/'\n user, key = AUTHS['rideshare']\n seed = random.randint(0,1000000000)\n\n url = sign_url(url, user, key, seed=str(seed))\n\n response = self.client.get(url)\n if response.status_code == 401:\n print \"\"\"Got a forbidden response from the Rideshare server, are you sure that you are using the right user & key?\nThis is set in PROXY_DOMAINS with \"authuser\" and \"authkey\". Currently you have:\nuser=%s and key=%s\"\"\" % (user, key)\n\n self.assertEqual(response.status_code, 200)\n data = simplejson.loads(response.content)\n\n self.assertEqual(data['camp'], 'Camposanto')\n self.assert_('contact_email' in data)\n self.assert_('latest_departure' in data and data['latest_departure'] is not None)\n\n parser = dateutil.parser.parser()\n raw = data['latest_departure']\n dt = parser.parse(raw)\n self.assertEqual(dt.year, 2011)\n self.assertEqual(dt.month, 9)\n self.assertEqual(dt.day, 5)\n\n" } ]
9
icaswell/email_ranking
https://github.com/icaswell/email_ranking
c029dba78b9269434b9e37ed4191a7e4d23109d3
844b39c2786eaf9246b9a7d1807ba1418a766fd1
64eeb0afdb232bd33ad302a2219f610804f0fc3d
refs/heads/master
2021-01-20T09:03:39.906355
2015-05-29T23:45:07
2015-05-29T23:45:07
35,320,731
1
0
null
null
null
null
null
[ { "alpha_fraction": 0.4542205035686493, "alphanum_fraction": 0.4577948749065399, "avg_line_length": 25.903703689575195, "blob_id": "38f9f3a97dd68949a23bbb927d0ee5e27fb89d78", "content_id": "23188f7bafab4f1c5fa4ca9008ef3605ef8d5b85", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 3637, "license_type": "no_license", "max_line_length": 80, "num_lines": 135, "path": "/rbm_svm.py", "repo_name": "icaswell/email_ranking", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\n# -*- coding: utf-8 -*-\n#\n# File: rbm_svmpy\n# @Author: Isaac Caswell\n# @created: 9 May 2015\n#\n#===============================================================================\n# DESCRIPTION:\n#\n# A script to rank emails ny importance. Uses data from Isaac Caswell's gmail\n# correspondance, and uses unsupervised deep learning to get features. These\n# features are fed into SVR for classification.\n#\n#===============================================================================\n# CURRENT STATUS: unimplemented\n#===============================================================================\n# USAGE:\n# \n#===============================================================================\n# INPUT:\n#\n#===============================================================================\n# OUTPUT:\n#\n#===============================================================================\n# TODO: \n# MAKE ft. REPRESENTATION SPARSE!!!\n\n\n#standard modules\nimport numpy as np\nimport time\nfrom collections import Counter\nimport sklearn\nimport matplotlib.pyplot as plt\nimport argparse\nimport util as util\nfrom sklearn.svm import SVC\nimport string\n\n#===============================================================================\n# CONSTANTS\n#===============================================================================\n\n#remember that full paths are needed for cron jobs and similar, so might as well\nOUTPUT_FOLDER = 'output/'\nTRAIN_DATA_FILE = 'data/toy_train.tsv'\nDEV_DATA_FILE = 'data/toy_test.tsv'\nMAX_WORDLEN = 20\n\n\nk = 20\nALPHA = .1\nUNK = 'UUUNKKK'\n\n\n#===============================================================================\n# FUNCTIONS\n#===============================================================================\n\ndef parse_to_fts(line):\n\treturn line.translate(string.maketrans(\"\",\"\"), string.punctuation).split()\n\ndef featurize(line, vocab, feature_to_index_mapping):\n\t\"\"\" SUPER naive. dense vector, no tf-idf, for loop, etc. UNK ignored.\n\t\"\"\"\n\tfts = parse_to_fts(line)\n\tres = np.zeros((len(vocab)))\n\tfor ft in fts:\n\t\tif ft in feature_to_index_mapping:\n\t\t\tres[feature_to_index_mapping[ft]] += 1\n\t\telse:\n\t\t\tres[feature_to_index_mapping[UNK]] += 1\n\treturn res\n\t\n\n\n#===============================================================================\n# SCRIPT\n#===============================================================================\n\n#-------------------------------------------------------------------------------\n# PREPROCESSING\nvocab = set()\nvocab.add(UNK)\n\nX_train_data = []\ny_train = []\n\nwith open(TRAIN_DATA_FILE, 'r') as f:\n\tfirstline = f.readline().split()\n\tcontent_i = firstline.index('content')\n\timportance_id = firstline.index('importance')\n\n\tfor line in f:\n\t\tline = line.split('\\t')\n\t\tmsg = line[content_i]\n\t\tX_train_data.append(msg)\n\t\ty_train.append(line[importance_id])\n\t\tbody = set(parse_to_fts(msg))\n\t\tvocab |= set(w for w in body if len(w) < MAX_WORDLEN)\n\nfeature_to_index_mapping = {w:i for i, w in enumerate(vocab)}\n\n#-------------------------------------------------------------------------------\n# load train and test \n# TODO use generators\n\nX_train = []\nfor msg in X_train_data:\n\tX_train.append(featurize(msg, vocab, feature_to_index_mapping))\n\n\nX_test = []\ny_test = []\n\nwith open(DEV_DATA_FILE, 'r') as f:\n\tf.readline()\n\tfor line in f:\n\t\tline = line.split('\\t')\n\t\tmsg = line[content_i]\n\t\tX_test.append(featurize(msg, vocab, feature_to_index_mapping))\n\t\ty_test.append(line[importance_id])\n\n#-------------------------------------------------------------------------------\n# \nclf = SVC()\nclf.fit(X_train, y_train)\n\n\ny_pred = clf.predict(X_test)\n\n\nprint sklearn.metrics.classification_report(y_test, y_pred)\n\n\n\n\n\n" }, { "alpha_fraction": 0.5738279819488525, "alphanum_fraction": 0.578995943069458, "avg_line_length": 28.129032135009766, "blob_id": "bfcad1c7cc0d2f3d1fff1811e091f1aaa5ff915d", "content_id": "c2565f590b0712094d78194d9fa8fbda32b17955", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 5418, "license_type": "no_license", "max_line_length": 113, "num_lines": 186, "path": "/featurize.py", "repo_name": "icaswell/email_ranking", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\n# -*- coding: utf-8 -*-\n#\n# File: featurize.py\n# @Author: Isaac Caswell\n# @created: 18 May 2015\n#\n#===============================================================================\n# DESCRIPTION:\n#\n# A script to featurize preprocessed tsv data files into something scipy sparse\n# matrices full of nice features.\n# \n#\n#===============================================================================\n# CURRENT STATUS: unimplemented\n#===============================================================================\n# USAGE:\n#===============================================================================\n# Ideas/Notes:\n# --the data are telegraphicaly short\n# --gloVe etc. can be used elsewhere or here???? \n# --n-grams\n# --sentiment lexicons?\n# --pobably no punctuation\n#\n# --How to deal with n-grams? pass in dictionary or them? Induce dictionary from data?\n#\n#===============================================================================\n\nimport re\nimport json\nimport scipy.sparse as spr\nimport util\nfrom collections import Counter\nfrom nltk.corpus import wordnet as wn\n\n#===============================================================================\n# def _ft_fname(fname):\n# \tg =re.split('\\.', fname)\n# \tg[-2] += '_ft_%s'%util.time_string()\n# \tg[-1] = 'json'\n# \treturn '.'.join(g)\n\n#===============================================================================\n# Constants\n\n# SRC_PATH = \"preprocessed_data/train/\" \n# DST_PATH = \"featurized_data/train/\"\n# # each corresponds to one tab in the original file\n# FILES_TO_PREPROCESS_STEMS = [\n# \t\t\t\"current_industry_train.tsv\",\n# \t\t\t \"MIP_personal_1_train.tsv\",\n# \t\t\t \"MIP_political_1_train.tsv\",\n# \t\t\t \"PK_brown_train.tsv\",\n# \t\t\t \"PK_pelosi_train.tsv\",\n# \t\t\t \"past_industry_train.tsv\",\n# \t\t\t \"terrorists_train.tsv\",\n# \t\t\t \"current_occupation_train.tsv\",\n# \t\t\t \"MIP_personal_2_train.tsv\",\n# \t\t\t \"MIP_political_2_train.tsv\",\n# \t\t\t \"PK_cheney_train.tsv\",\n# \t\t\t \"PK_roberts_train.tsv\",\n# \t\t\t \"past_occupation_train.tsv\"\n# \t\t\t ]\n\n# FILES_TO_PREPROCESS = [SRC_PATH + f for f in FILES_TO_PREPROCESS_STEMS]\n\n# #deleteme\n# #FILES_TO_PREPROCESS = [\"raw_data/toy/toy_2.tsv\"]\n\n# FILES_TO_WRITE_TO = [DST_PATH + _ft_fname(f) for f in FILES_TO_PREPROCESS_STEMS]\n\nglv = None\nGLV_VOCAB = set()\nGLV_VEC_DIM = 0\n\n#a mapping from word to glv row idx\nglv_mapping = {}\n#===============================================================================\n\n# public functions\ndef feature_function(s):\n\t\"\"\"\n\t@param string s: a string to be featurized\n\t\"\"\"\n\tassert(isinstance(s, str))\n\t#return synonym_fts(s)\n\t# return unigram_fts(s)\n\t# return unigram_fts(s) + bigram_fts(s)\n\t# return binarized_unigram_fts(s) + bigram_fts(s)\n\t# return bigram_fts(s)\n\t# return binarized_unigram_fts(s)\n\treturn synonym_fts(s) + bigram_fts(s)\n\n\ndef unigram_fts(s):\n \"\"\"\n returns a counter. replace me with a better feature function and put me in featurizer.py\n \"\"\"\n return Counter(util.str_parse(s))\n\ndef bigram_fts(s):\n\tsl = util.str_parse(s)\n\treturn Counter(_n_grams(sl, 2))\n\ndef binarized_unigram_fts(s):\n\tfeature_counter = Counter()\n\twords = util.str_parse(s)\n\tfor w in words:\n\t\tfeature_counter[w] = 1\n\treturn feature_counter\n\n\ndef init_glove():\n\t\"\"\" should be called if glove features are used. This function serves the\n\tthe purpose of making the code run faster if glove is not used\"\"\"\n\tglv = build('../distributedwordreps-data/glove.6B.50d.txt', delimiter=' ', header=False, quoting=csv.QUOTE_NONE)\n\tGLV_VOCAB = set(glv[1])\n\tGLV_VEC_DIM = glv[0][0].shape[0]\n\n\t#a mapping from word to glv row idx\n\tglv_mapping = {}\n\tfor i, word in enumerate(glv[1]):\n\t\tglv_mapping[word] = i\n\ndef glove_features(s, use_avg=True, use_diff=True, use_sum=False):\n\tfeature_counter = Counter()\n\ndef hypernym_features(s, excessive=False):\n\t\"\"\"TODO: strip stopwords out first!!\"\"\"\n\twords = util.str_parse(s)\n\tall_hyps = Counter([h for word in words for h in _hypernym_names(word, excessive)])\n\treturn all_hyps\n\ndef synonym_fts(s, excessive=False):\n\t\"\"\"TODO: strip stopwords out first!!\"\"\"\n\twords = util.str_parse(s)\n\tall_syns = [syn for word in words for syn in _synonym_names(word, excessive)]\n\treturn Counter(all_syns)\n\n#===============================================================================\n# private functions\n\ndef _hypernym_names(word, excessive):\n\tpuppies = wn.synsets(word)\n\tif excessive:\n\t\treturn [w for ss in puppies for h in ss.hypernyms() for w in h.lemma_names()]\n\telse:\n\t\tif puppies:\n\t\t\tpuppies = puppies[0]\n\t\treturn [w for ss in puppies for h in ss.hypernyms() for w in h.lemma_names()]\t\t\n\n\ndef _synonym_names(word, excessive):\n\tif excessive:\n\t\treturn [name for ss in wn.synsets(word) for name in ss.lemma_names()]\n\telse:\n\t\t#Only return the names from the first synset\n\t\tsss = wn.synsets(word)\n\t\tif sss: ss = sss[0]; \n\t\telse: return [word]\n\t\treturn [name for name in ss.lemma_names()]\n\ndef _tokenize(s):\n\treturn s.split()\n\ndef _n_grams(s, n):\n\t\"\"\"returns a list of all n_grams in the list s\n\tnote: s is a list and not a string\n\t\"\"\"\n\tassert(n >0)\n\treturn [\"__\".join(s[i:i+n]) for i in range(len(s)-n)]\n\n\n\nif __name__ == \"__main__\":\n\ts = \"At the turning of the century, I was a lad of five\"\n\t# print hypernym_features(s)\n\tprint synonym_fts(s)\t\n\n\t# for fname_i, fname_o in zip(FILES_TO_PREPROCESS, FILES_TO_WRITE_TO):\n\t# \tprint fname_i, '-->', fname_o\n\t# \twith open(fname_i, 'r') as input_f, open(fname_o, 'w') as output_f:\n\t# \t\tfor line in input_f:\n\t# \t\t\toutput_f.write(featurize(line))\n" }, { "alpha_fraction": 0.5677699446678162, "alphanum_fraction": 0.5767769813537598, "avg_line_length": 39.77433776855469, "blob_id": "74f3c2876089e01aa17047b3b6f9ecbc31320b65", "content_id": "74f054a251b9d7044f62d260aa3beb38a9a4f1bf", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 9215, "license_type": "no_license", "max_line_length": 141, "num_lines": 226, "path": "/classifiers/maxent.py", "repo_name": "icaswell/email_ranking", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\n# -*- coding: utf-8 -*-\n#\n# File: maxent.py\n# @Author: Isaac Caswell/cs224u staff\n# @created: 27 May 2015\n#\n#===============================================================================\n# DESCRIPTION:\n#\n# \n# For example:\n#\n# The code is largely adapted from cs244u hw4.\n#\n#===============================================================================\n# CURRENT STATUS: In progress\n#===============================================================================\n# USAGE:\n#===============================================================================\nfrom sklearn.svm import SVC\nimport numpy as np\n\n\nimport json\nfrom collections import Counter\nimport re\nfrom pprint import pprint\nimport numpy as np\nfrom distributedwordreps import *\nimport sklearn.metrics\nimport operator\nimport scipy\nimport util\nimport time\nimport csv\n\nfrom sklearn.feature_extraction import DictVectorizer\nfrom sklearn.feature_selection import SelectFpr, chi2, RFE\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.grid_search import GridSearchCV\nfrom sklearn.cross_validation import cross_val_score\nfrom sklearn import metrics\n\nclass Maxent:\n def __init__(self,):\n self.name = \"Logistic Regression classifier\"\n self.model = None\n\n #=============================================================================================\n # PUBLIC INTERFACE\n # These methods are common to all the classifiers we write\n\n\n def train_classifier(self, \n src_filename,\n feature_function=None,\n feature_selector=None,#SelectFpr(chi2, alpha=0.05), # Use None to stop feature selection\n cv=8, # Number of folds used in cross-validation\n priorlims=np.arange(.1, 4.0, .3), #TODO: these are arbitrary numbers!\n use_rfe = False,\n param_search = False, \n print_model = False,\n aux_data = None,\n retrain = True): # regularization priors to explore (we expect something around 1)\n\n if feature_function is None:\n feature_function = self._unigram_ft_fn\n \"\"\"\n note: this differs from the class implementation in that you pass in the filename to read, not the \n reader itself. The advantage of this is that it is less annoying. The disadvantage is that it's\n less general in the case that you want to use different filetypes.\n\n @return: a tuple of\n (\n mod - a trained model capable of prediction,\n vectorizer - an object to convert a nice Counter to a numeric feature vector,\n feature_selector - the feature selector to used on the training data/to use on the the test data,\n feature_function - the function used to featurize the trainging data/to use on the the test data\n )\n\n meme - a (self replicating,) nongenetic cultural unit\n\n TODO:\n The following errors arrive from using too many cv folds:\n ValueError: zero-size array to reduction operation maximum which has no identity\n\n \"\"\"\n if retrain:\n self.model = None\n\n reader=util.binarized_transcript_reader(src_filename)\n # Featurize the data:\n feats, labels = self._featurizer(reader=reader, feature_function=feature_function) \n \n # Map the count dictionaries to a sparse feature matrix:\n vectorizer = DictVectorizer(sparse=True) #TODO this was false in the 224u code. No idea why.\n\n # X is a list of lists, each of shich have length of about 1000\n X = vectorizer.fit_transform(feats)\n\n # Define the basic model to use for parameter search:\n searchmod = LogisticRegression(fit_intercept=True, intercept_scaling=1, solver = 'lbfgs')\n \n ##### FEATURE SELECTION \n # (An optional step; not always productive). By default, we select all\n # the features that pass the chi2 test of association with the\n # class labels at p < 0.05. sklearn.feature_selection has other\n # methods that are worth trying. I've seen particularly good results\n # with the model-based methods, which require some changes to the\n # current code.\n feat_matrix = None\n if use_rfe:\n feature_selector = RFE(estimator = searchmod, n_features_to_select=None, step=1, verbose=0)\n if feature_selector:\n feat_matrix = feature_selector.fit_transform(X, labels)\n else:\n feat_matrix = X\n \n if param_search:\n ##### HYPER-PARAMETER SEARCH\n # Parameters to grid-search over:\n parameters = {'C':priorlims, 'penalty':['l1','l2'], 'multi_class': ['ovr', 'multinomial']} \n # parameters = {'C':priorlims, 'penalty':['l1'], 'multi_class': ['ovr']} #TODO: actually take the time to search for good params\n # Cross-validation grid search to find the best hyper-parameters: \n \n clf = GridSearchCV(searchmod, parameters, cv=cv)\n # import pdb;pdb.set_trace()\n print \"searching for optimal hyperparameters...\" \n clf.fit(feat_matrix, labels)\n print \"whew, done with that grid search\"\n params = clf.best_params_\n else:\n \"\"\"Best model LogisticRegression(C=3.7000000000000006, class_weight=None, dual=False,\n fit_intercept=True, intercept_scaling=1, max_iter=100,\n multi_class='ovr', penalty='l1', random_state=None,\n solver='liblinear', tol=0.0001, verbose=0)\"\"\"\n params = {'C':3.7, 'penalty':'l1', 'multi_class': 'ovr'} \n\n # Establish the model we want using the parameters obtained from the search:\n mod = LogisticRegression(fit_intercept=True, \n intercept_scaling=1, \n C=params['C'], \n penalty=params['penalty'], \n multi_class = params['multi_class'], \n solver = 'lbfgs')\n\n ##### ASSESSMENT \n # Cross-validation of our favored model; for other summaries, use different\n # values for scoring: http://scikit-learn.org/dev/modules/model_evaluation.html\n if print_model:\n scores = cross_val_score(mod, feat_matrix, labels, cv=cv, scoring=\"f1_macro\") \n print 'Best model', mod\n print '%s features selected out of %s total' % (feat_matrix.shape[1], X.shape[1])\n print 'F1 mean: %0.2f (+/- %0.2f)' % (scores.mean(), scores.std()*2)\n\n # TRAIN OUR MODEL:\n print \"training model...\"\n mod.fit(feat_matrix, labels)\n print \"done with training, yeah\"\n\n # Return the trained model along with the objects we need to\n # featurize test data in a way that aligns with our training\n # matrix:\n self.model = (mod, vectorizer, feature_selector, feature_function)\n\n\n def classify(self, src_filename):\n \"\"\"predict the labels of each line in src_filename.\n TODO: return the predicted probability as well\n\n @return: a tuple of \n (\n transcript, \n predicted code id,\n predicted code,\n gold_code\n )\n \"\"\"\n reader=util.binarized_transcript_reader(src_filename)\n mod, vectorizer, feature_selector, feature_function = self.model\n feats, labels = self._featurizer(reader=reader, feature_function=feature_function)\n feat_matrix = vectorizer.transform(feats)\n if feature_selector:\n feat_matrix = feature_selector.transform(feat_matrix)\n predictions = mod.predict(feat_matrix)\n return zip(['transcript excluded']*len(predictions), \n ['whatever']*len(predictions), \n predictions, \n labels) \n\n #=============================================================================================\n # INTERNAL WORKINGS/PRIVATE FUNCTIONS\n # yeah\n\n def _unigram_ft_fn(self, x_i):\n \"\"\"\n returns a counter. replace me with a better feature function and put me in featurizer.py\n \"\"\"\n assert(isinstance(x_i, str))\n return Counter(x_i.split())\n\n\n def _featurizer(self, reader, feature_function):\n \"\"\"Map the data in reader to a list of features according to feature_function,\n and create the gold label vector.\n\n @param reader: a function which when called returns a generator-like object \n yeilding tuples of (label_i, transcript), where transcript is\n a transcript string and label_i is the gold class label thereof.\n --> the reason it's a generator and not a normal data structure is for scalability!\n\n @return: tuple(\n feats: a list of Counters representing feature vectors returned from\n feature_function\n labels: the true labels\n )\n \"\"\"\n feats = []\n labels = []\n split_index = None\n for label, x_i in reader:\n d = feature_function(x_i)\n feats.append(d)\n labels.append(label) \n return (feats, labels)\n" }, { "alpha_fraction": 0.5339384078979492, "alphanum_fraction": 0.5454814434051514, "avg_line_length": 34.91843795776367, "blob_id": "96c80e76b20eb6bb4a436ef8d97c02461b3c6d36", "content_id": "0294372fec297f726069b1ebf3e598b61aabb142", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 10136, "license_type": "no_license", "max_line_length": 149, "num_lines": 282, "path": "/util.py", "repo_name": "icaswell/email_ranking", "src_encoding": "UTF-8", "text": "#!/usr/bin/python\n# -*- coding: utf-8 -*-\n#\n# File: generic_util.py\n# @Author: Isaac Caswell\n# @created: 21 February 2015\n#\n#===============================================================================\n# DESCRIPTION:\n#\n# A file containing various useful functions I often find I have to write in my \n# scripts/have to look up from other files. For instance, how to plot things \n# with legends, print things in color, and get command line arguments\n#\n#===============================================================================\n# CURRENT STATUS: Works! In progress.\n#===============================================================================\n# USAGE:\n# import generic_util as gu\n# gu.colorprint(\"This text is flashing in some terminals!!\", \"flashing\")\n# \n#===============================================================================\n# CONTAINS:\n# \n#-------------------------------------------------------------------------------\n# COSMETIC:\n#-------------------------------------------------------------------------------\n# colorprint: prints the given text in the given color\n# time_string:\n# returns a string representing the date in the form '12-Jul-2013' etc.\n# Handy naming of files.\n#-------------------------------------------------------------------------------\n# FOR (LARGE) FILES:\n#-------------------------------------------------------------------------------\n# randomly_sample_file: given the name of some unnecessarily large file that you\n# have to work with, original_fname, randomly samples it to have a given\n# number of lines. This function is used for when you want to do some \n# testing of your script on a pared down file first.\n# scramble_file_lines:\n# randomly permutes the lines in the input file. If the input \n# file is a list, permutes all lines in the iput files in the asme way.\n# Useful if you are doing SGD, for instance.\n# file_generator:\n# streams a file line by line, and processes that line as a list of integers.\n# split_file: given the name of some unnecessarily large file that you have to \n# work with, original_fname, this function splits it into a bunch of\n# smaller files that you can then do multithreaded operations on.\n#\n#===============================================================================\n# TODO: \n# make general plotting function\n\n\n#standard modules\nimport numpy as np\nimport time\nfrom collections import Counter\nimport heapq\nimport matplotlib.pyplot as plt\nimport argparse\n\n\n#===============================================================================\n# FUNCTIONS\n#===============================================================================\n\n\ndef split_file(original_fname, output_dir_fname, n_splits = 15, delimitor = '\\n'):\n \"\"\"given the name of some unnecessarily large file that you have to work with, original_fname,\n this function splits it into a bunch of smaller files that you can then do multithreaded \n operations on.\n\n Usage: split_file('./data/words_stream.txt', './data/words_stream_split_15')\n\n \"\"\"\n if not os.path.exists(output_dir_fname):\n os.makedirs(output_dir_fname)\n\n lines_in_file = 0\n with open(original_fname, 'r') as f:\n for line in f:\n lines_in_file += 1\n\n lines_per_subfile = lines_in_file/n_splits\n\n with open(original_fname, 'r') as input_f:\n cur_split = 0\n output_f = open(output_dir_fname + '/split_%s'%cur_split, 'w')\n for i, line in enumerate(input_f):\n if i%lines_per_subfile == 0 and i:\n cur_split += 1\n output_f.close()\n output_f = open(output_dir_fname + '/split_%s'%cur_split, 'w')\n output_f.write(line)\n\n output_f.close()\n\n\ndef make_dev_train_sets(original_fname, names, percents, scramble = False):\n \"\"\"\n \"\"\"\n assert(abs(sum(percents) - 1) < 1e-5)\n assert(len(names) == len(percents))\n\n print 'hello'\n\n if scramble:\n scramble_file_lines(original_fname, original_fname + '.scrambled')\n original_fname = original_fname + '.scrambled'\n\n lines_in_file = 0\n with open(original_fname, 'r') as f:\n for line in f:\n lines_in_file += 1\n\n lines_per_split = [p*lines_in_file for p in percents]\n lines_per_split = [np.ceil(n) for n in lines_per_split]\n\n with open(original_fname, 'r') as input_f:\n cur_split = 0\n output_f = open(names[0], 'w')\n i = 0\n for line in input_f:\n if i%lines_per_split[cur_split] == 0 and i:\n cur_split += 1\n i=0\n output_f.close()\n output_f = open(names[cur_split], 'w')\n output_f.write(line)\n i += 1\n\n output_f.close()\n\n\ndef randomly_sample_file(original_fname, output_fname, n_lines_to_output = 100, delimitor = '\\n', preserve_first_line = 0):\n \"\"\"given the name of some unnecessarily large file that you have to work with, original_fname,\n randomly samples it to have n_lines_to_output. This function is used for when you want to\n do some testing of your script on a pared down file first.\n\n if original_fname is a list, then all files are sampled evenly (the same lines are taken from \n each one.)\n\n Usage: \n randomly_sample_file([\"./data/features.txt\", \"./data/target.txt\"], [\"./data/dev_features.txt\", \"./data/dev_target.txt\"], 200)\n\n randomly_sample_file(\"data/clean_mail.tsv\", \"data/toy.tsv\")\n\n \"\"\"\n assert(type(original_fname) == type(output_fname))\n if isinstance(original_fname, list):\n assert(len(original_fname) == len(output_fname))\n else:\n original_fname = [original_fname]\n output_fname = [output_fname]\n\n\n lines_in_file = 0\n with open(original_fname[0], 'r') as f:\n for line in f:\n lines_in_file += 1\n\n line_idxs_to_output = range(lines_in_file)[1:] if preserve_first_line else np.arange(lines_in_file)\n np.random.shuffle(line_idxs_to_output)\n if preserve_first_line: line_idxs_to_output = [0] + line_idxs_to_output\n line_idxs_to_output = set(line_idxs_to_output[0:n_lines_to_output])\n\n for input_fname_i, output_fname_i in zip(original_fname, output_fname): \n with open(input_fname_i, 'r') as input_i, open(output_fname_i, 'w') as output_i:\n for j, line in enumerate(input_i):\n if j in line_idxs_to_output:\n output_i.write(line)\n\n\ndef scramble_file_lines(original_fname, output_fname, delimitor = '\\n'):\n \"\"\"randomly permutes the lines in the input file. If the input \n file is a list, permutes all lines in the iput files in the same way.\n Useful if you are doing SGD, for instance.\n\n Usage: \n scramble_file_lines([X_FILENAME, Y_FILENAME], [\"./data/scrambled_features.txt\", \"./data/scrambled_target.txt\"])\n\n \"\"\"\n assert(type(original_fname) == type(output_fname))\n if isinstance(original_fname, list):\n assert(len(original_fname) == len(output_fname))\n else:\n original_fname = [original_fname]\n output_fname = [output_fname]\n\n\n lines = [] #lines[i] is a list of lines\n for input_i in original_fname:\n with open(input_i, 'r') as f:\n for i, line in enumerate(f):\n if len(lines) == i:\n lines.append([])\n lines[i].append(line)\n\n np.random.shuffle(lines)\n\n for i, output_fname_i in enumerate(output_fname): \n with open(output_fname_i, 'w') as output_i:\n for line in lines:\n output_i.write(line[i])\n\n\n\ndef file_generator(fname):\n \"\"\"streams a file line by line, and processes that line as a list of integers.\"\"\"\n with open(fname, 'r') as f:\n for line in f:\n yield [int(v) for v in line.split()]\n\ndef colorprint(message, color=\"rand\"):\n \"\"\"prints your message in pretty colors! So far, only a few color are available.\"\"\"\n if color == 'none': print message\n if color == 'demo':\n for i in range(99):\n print '%i-'%i + '\\033[%sm'%i + message + '\\033[0m\\t',\n print '\\033[%sm'%{\n 'neutral' : 99,\n 'flashing' : 5,\n 'underline' : 4,\n 'magenta_highlight' : 45,\n 'red_highlight' : 41,\n 'pink' : 35,\n 'yellow' : 93, \n 'teal' : 96, \n 'rand' : np.random.randint(1,99),\n 'green?' : 92,\n 'red' : 91,\n 'bold' : 1\n }.get(color, 1) + message + '\\033[0m'\n\n\ndef time_string(precision='day'):\n \"\"\" returns a string representing the date in the form '12-Jul-2013' etc.\n intended use: handy naming of files.\n \"\"\"\n t = time.asctime()\n precision_bound = 10 #precision == 'day'\n yrbd = 19\n if precision == 'minute':\n precision_bound = 16\n elif precision == 'second':\n precision_bound = 19\n elif precision == 'year':\n precision_bound = 0\n yrbd = 20\n t = t[4:precision_bound] + t[yrbd:24]\n t = t.replace(' ', '-')\n return t\n\ndef convert_to_png(denoised_image):\n \"\"\"TODO: this is not a real function\"\"\"\n plt.imshow(denoised_image, cmap=plt.cm.gray)\n plt.show()\n\n\n\n#===============================================================================\n# TESTING SCRIPT\n#===============================================================================\n\n#-------------------------------------------------------------------------------\n# part (i) \n\nif __name__ == '__main__':\n print 'You are running this from the command line, so you must be demoing it!'\n start_time = time.time()\n #make_dev_train_sets('data/clean_mail.tsv', ['clean_mail_train.tsv', 'clean_mail_dev.tsv', 'clean_mail_test.tsv'], [.7, .2, .1], scramble = True)\n randomly_sample_file(\"data/clean_mail.tsv\", \"data/toy_train.tsv\", preserve_first_line = 1)\n randomly_sample_file(\"data/clean_mail.tsv\", \"data/toy_test.tsv\", preserve_first_line = 1)\n k = 10\n domain = range(k)\n f_1 = [i**2 for i in domain]\n f_2 = [np.sin(i) for i in domain]\n f_3 = [np.random.rand()*i for i in domain]\n\n\n colorprint(\"time to do computation: %s\"%(time.time() - start_time))\n colorprint(time_string())\n\n\n\n\n\n\n\n" } ]
4
Mitrofanov/docker-django-automation
https://github.com/Mitrofanov/docker-django-automation
849e32ce7c781c3f1ca5e6cc7e478da3a6e6553f
146e9659d7c7a650aa0943278dbd69aa01d49878
f525c033ce2cad4fbe9ed7bfc5081d299a5de61d
refs/heads/master
2020-03-17T21:44:07.806604
2018-05-21T13:11:12
2018-05-21T13:11:12
133,972,319
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.6254071593284607, "alphanum_fraction": 0.6302931308746338, "avg_line_length": 22.615385055541992, "blob_id": "545d30f2aef7192b9cc8df644eab80d724cfbed6", "content_id": "48a2b650c063fd6fbd2de86fd6e291bb6a6b4ced", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 614, "license_type": "no_license", "max_line_length": 64, "num_lines": 26, "path": "/docker/project/local.py", "repo_name": "Mitrofanov/docker-django-automation", "src_encoding": "UTF-8", "text": "# Overrides\nfrom .settings import * # noqa: F401\nimport os\n\nSECRET_KEY = os.getenv('SECRET_KEY')\n\nDEBUG = True\n\nDATABASES = {\n 'default': {\n 'ENGINE': 'django.db.backends.postgresql',\n 'NAME': os.getenv('DB_NAME'),\n 'USER': os.getenv('DB_USER'),\n 'HOST': os.getenv('DB_HOST'),\n 'PORT': os.getenv('DB_PORT'),\n 'PASSWORD': os.getenv('DB_PASSWORD'),\n }\n}\n\nEMAIL_BACKEND = 'django.core.mail.backends.console.EmailBackend'\n\n# TODO-specific settings\nTODO_STAFF_ONLY = True\nTODO_DEFAULT_LIST_SLUG = 'tickets'\nTODO_DEFAULT_ASSIGNEE = None\nTODO_PUBLIC_SUBMIT_REDIRECT = '/'\n" }, { "alpha_fraction": 0.7379830479621887, "alphanum_fraction": 0.7408105731010437, "avg_line_length": 26.179487228393555, "blob_id": "07cfcdfcec923a49e5cb3336c290b8e9e82031af", "content_id": "af0308924433e06f581313d218e77f7527f5a39b", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 1061, "license_type": "no_license", "max_line_length": 156, "num_lines": 39, "path": "/README.md", "repo_name": "Mitrofanov/docker-django-automation", "src_encoding": "UTF-8", "text": "# docker-django-automation\n\n## Project structure\n\nThis project contains of 2 folders:\n\n- docker\n- kubernetes\n\n`docker` folder consists of sample Django app and docker file (include docker-compose) to build dockerized app and also test it locally using docker compose\n\n`kubernetes` folder consists of kubernetes config files, that will deploy such app to minikube. \n\n## Quick how-to\n\n1) To locally build and test app:\n\n* clone repo\n* `cd docker-django-automation/docker`\n* `docker-compose up --build`\n\nThis will bottstrap sample app + postgres container on your machine\n\n2) To deploy to minikube:\n\n* clone repo\n* run `eval $(minikube docker-env)` to be able to use local images with minicube\n* `cd docker-django-automation/docker`\n* `docker build . -t todoapp:latest`\n* `cd ../kubernetes/postgres/postgres_image/`\n* `docker build . -t postgres_rebuilded:latest`\n* `cd ..`\n* start postgres pod `kubectl apply -f postgres.yaml`\n* `cd ../todo_app/`\n* start app pod `kubectl apply -f todo.yaml`\n* open app `minikube service todoapp`\n\n\nYou should be able to use app\n\n" }, { "alpha_fraction": 0.8469387888908386, "alphanum_fraction": 0.8571428656578064, "avg_line_length": 11.25, "blob_id": "cdf3bffba578fad1ff4fbe2192f7cb37a8d564d1", "content_id": "2c60f4181e78f1b541855dc4b52107d74d59c199", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Text", "length_bytes": 98, "license_type": "no_license", "max_line_length": 18, "num_lines": 8, "path": "/docker/requirements.txt", "repo_name": "Mitrofanov/docker-django-automation", "src_encoding": "UTF-8", "text": "django\ndjango-extensions \npsycopg2-binary\ngunicorn\nfactory-boy \ntitlecase\ndjango-todo\nmysqlclient\n" }, { "alpha_fraction": 0.6458333134651184, "alphanum_fraction": 0.7013888955116272, "avg_line_length": 16.875, "blob_id": "c17cc18ce5daf9dcb8cb0d70df95c5d3a6929221", "content_id": "47cadcf79700b5a4a0b859dac0e99385b3d33332", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Shell", "length_bytes": 144, "license_type": "no_license", "max_line_length": 39, "num_lines": 8, "path": "/docker/run.sh", "repo_name": "Mitrofanov/docker-django-automation", "src_encoding": "UTF-8", "text": "#!/bin/bash\n\n./waitforit.sh ${DB_HOST}:${DB_PORT}\npython manage.py migrate\npython ./createusers.py\npython manage.py runserver 0.0.0.0:8000\n\n$@\n\n" }, { "alpha_fraction": 0.7622950673103333, "alphanum_fraction": 0.7786885499954224, "avg_line_length": 29.25, "blob_id": "14f11572aba9b2ea6eb140b1bc9b5360fccf6948", "content_id": "ccffe666d0b60e8e80331762c58241f1e006aa6a", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Dockerfile", "length_bytes": 122, "license_type": "no_license", "max_line_length": 88, "num_lines": 4, "path": "/kubernetes/postgres/postgres_image/Dockerfile", "repo_name": "Mitrofanov/docker-django-automation", "src_encoding": "UTF-8", "text": "FROM postgres:10\n\nENTRYPOINT []\nCMD export POSTGRES_DB=todo; export POSTGRES_USER=todo; ./docker-entrypoint.sh postgres;\n\n" }, { "alpha_fraction": 0.6622596383094788, "alphanum_fraction": 0.6682692170143127, "avg_line_length": 27.689655303955078, "blob_id": "9e340332c2bc2180e4a639289397c29e133c89f1", "content_id": "c8f5155f3b20d0578f19390674d19175cbefda07", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 832, "license_type": "no_license", "max_line_length": 73, "num_lines": 29, "path": "/docker/createusers.py", "repo_name": "Mitrofanov/docker-django-automation", "src_encoding": "UTF-8", "text": "import sys\nimport os\nimport django\n\nfrom django.contrib.auth import authenticate\nfrom django.contrib.auth import get_user_model\nos.environ.setdefault(\"DJANGO_SETTINGS_MODULE\", \"project.local\")\ndjango.setup()\n\nUser = get_user_model()\n\n# Update the users in this list.\n# Each tuple represents the username, password, and email of a user.\nusers = [\n ('user1', 'todo', '[email protected]'),\n ('user2', 'todo', '[email protected]'),\n]\n\nfor username, password, email in users:\n try:\n print('Creating user')\n user = User.objects.create_user(username=username, email=email)\n user.set_password(password)\n user.save()\n\n assert authenticate(username=username, password=password)\n print('User {0} successfully created.')\n except:\n print('There was a problem creating the user: {0}. Error: {1}.')\n" } ]
6
wingerjosh/Octopi
https://github.com/wingerjosh/Octopi
68eb8dafa9d62f0a94c42c4de2603648a737b2ae
588ac4eefd816f897864b76a553ba6a53cfc6cd3
31693fc6476719d402235be211adc76d0390f1ae
refs/heads/master
2021-01-18T06:10:11.981877
2016-01-26T05:12:49
2016-01-26T05:12:49
50,549,713
0
0
null
2016-01-28T02:52:52
2016-01-26T04:03:41
2016-01-26T05:12:50
null
[ { "alpha_fraction": 0.5849999785423279, "alphanum_fraction": 0.5975000262260437, "avg_line_length": 19, "blob_id": "0596ba12c737baf1ea149ec956caad2c9085d7f1", "content_id": "191bfcf7b4603fc6b81a9880c2fb57eb62b466d0", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 400, "license_type": "no_license", "max_line_length": 44, "num_lines": 20, "path": "/KnockKnock.py", "repo_name": "wingerjosh/Octopi", "src_encoding": "UTF-8", "text": "import random\ndef knockknock():\n joke = random.randint(1,3)\n print('Knock knock')\n input()\n if (joke == 1):\n print('Yo Mama!')\n input()\n print('What did you say about my Mama!?')\n elif joke == 2:\n print('Yoda Lady.')\n input()\n print('I didn\\'t know you could yodel!')\n elif joke == 3:\n print('An Owl.')\n input()\n print('Yes.')\n else:\n print('Police! Open the door!')\nknockknock()\n" } ]
1
santiagoprado12/Editor_de_texto
https://github.com/santiagoprado12/Editor_de_texto
a1cdece05cbc928ba608ae2e350ffd007a3f0f83
467c17d5627fc61c26524c3637b93aecd5b3f54d
d7e88116082b86a037c7083b82a5a5fe7236db3f
refs/heads/master
2023-02-28T15:22:30.360414
2021-01-31T17:30:59
2021-01-31T17:30:59
334,707,016
0
0
null
null
null
null
null
[ { "alpha_fraction": 0.805084764957428, "alphanum_fraction": 0.805084764957428, "avg_line_length": 38.33333206176758, "blob_id": "eeee17acb8f69bdace57a14f2bce1e646c4b4bc4", "content_id": "888ff359e58ac1df82ffbb04c4a0920daab257cc", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Markdown", "length_bytes": 118, "license_type": "no_license", "max_line_length": 57, "num_lines": 3, "path": "/README.md", "repo_name": "santiagoprado12/Editor_de_texto", "src_encoding": "UTF-8", "text": "# Editor_de_texto\nCreacion de editor de texto usando phyton\ncon funcionalidad de abrir, guardar, guardar como y salir\n" }, { "alpha_fraction": 0.6583660840988159, "alphanum_fraction": 0.6657929420471191, "avg_line_length": 24.730337142944336, "blob_id": "34deed6062f0a9bb74aa1e25722e160fd88d846c", "content_id": "d1f08dbac2378e16150252d55bd21ae62d8c3d34", "detected_licenses": [], "is_generated": false, "is_vendor": false, "language": "Python", "length_bytes": 2289, "license_type": "no_license", "max_line_length": 95, "num_lines": 89, "path": "/editor.py", "repo_name": "santiagoprado12/Editor_de_texto", "src_encoding": "UTF-8", "text": "from tkinter import *\nfrom tkinter import filedialog as FileDialog\nfrom io import open\n\nruta=\"\" #La utilizaremos para almacenar la ruta de un fichero\n\ndef nuevo():\n global ruta\n mensaje.set(\"Nuevo fichero\")\n ruta=\"\"\n texto.delete(1.0, \"end\")\n root.title(ruta+\"- Mi editor\")\n\ndef abrir():\n global ruta\n mensaje.set(\"abrir fichero\")\n ruta=FileDialog.askopenfilename(\n initialdir='.',\n filetype=((\"ficheros de texto\",\"*.txt\"),),\n title=\"abrir un fichero de texto\")\n if ruta != \"\":\n fichero=open(ruta,'r')\n contenido=fichero.read()\n texto.delete(1.0, 'end')\n texto.insert('insert',contenido)\n fichero.close()\n root.title(ruta+\"- Mi editor\")\n\n\ndef guardar():\n global ruta\n mensaje.set(\"guardar fichero\")\n if ruta!= \"\":\n contenido=texto.get(1.0,\"end-1c\")\n fichero=open(ruta,'w+')\n fichero.write(contenido)\n fichero.close()\n mensaje.set(\"fichero guardado correctamente\")\n else:\n guardar_como()\n\n\ndef guardar_como():\n global ruta\n mensaje.set(\"guardar como\")\n fichero=FileDialog.asksaveasfile(title=\"guardar fichero\", mode='w',defaultextension=\".txt\")\n if fichero is not None:\n ruta=fichero.name\n contenido=texto.get(1.0,\"end-1c\")\n fichero=open(ruta,'w+')\n fichero.write(contenido)\n fichero.close()\n mensaje.set(\"fichero guardado correctamente\")\n else:\n mensaje.set(\"Guardado cancelado\")\n ruta=\"\"\n\n\nroot=Tk()\nroot.title(\"Mi editor\")\n\n#Menu superior \nmenubar=Menu(root)\nfilemenu=Menu(menubar,tearoff=0)\nfilemenu.add_command(label=\"Nuevo\",command=nuevo)\nfilemenu.add_command(label=\"Abrir\",command=abrir)\nfilemenu.add_command(label=\"Guardar\",command=guardar)\nfilemenu.add_command(label=\"Guardar como\",command=guardar_como)\nfilemenu.add_separator()\nfilemenu.add_command(label=\"Salir\", command=root.quit)\nmenubar.add_cascade(menu=filemenu, label=\"Archivo\")\n\n\n#Caja de texto central\ntexto=Text(root)\ntexto.pack(fill=\"both\", expand=1)\ntexto.config(bd=0,padx=6,pady=4,font=(\"Consolas\",12))\n\n# Moitor inferior\nmensaje=StringVar()\nmensaje.set(\"Bienvenido a tu editor\")\nmonitor=Label(root,textvar=mensaje,justify='left')\nmonitor.pack(side=\"left\")\n\n\nroot.config(menu=menubar)\n\n\nroot.mainloop()" } ]
2